From 91df9fb1e153a1d6f04b0f401c4ecafce6a72711 Mon Sep 17 00:00:00 2001 From: Michael Karg Date: Thu, 31 Oct 2024 11:58:04 +0100 Subject: [PATCH] Performance report for `10.1.1` release --- reports/2024-10-performance-10.1.1.md | 86 ++++++++++++++++++ .../benchmarking/release-10.1.1.plutus.pdf | Bin 0 -> 1133036 bytes .../release-10.1.1.value-only.pdf | Bin 0 -> 1153446 bytes .../benchmarking/release-10.1.1.voting.pdf | Bin 0 -> 1173796 bytes 4 files changed, 86 insertions(+) create mode 100644 reports/2024-10-performance-10.1.1.md create mode 100644 static/pdf/benchmarking/release-10.1.1.plutus.pdf create mode 100644 static/pdf/benchmarking/release-10.1.1.value-only.pdf create mode 100644 static/pdf/benchmarking/release-10.1.1.voting.pdf diff --git a/reports/2024-10-performance-10.1.1.md b/reports/2024-10-performance-10.1.1.md new file mode 100644 index 0000000000..197927a53a --- /dev/null +++ b/reports/2024-10-performance-10.1.1.md @@ -0,0 +1,86 @@ +--- +title: Benchmarking -- Node 10.1.1 +slug: 2024-10-performance-10.1.1 +authors: mgmeier +tags: [benchmarking-reports] +hide_table_of_contents: false +--- + +## Setup + +As part of the release benchmarking cycle, we're comparing benchmarking runs for 2 different versions of `cardano-node`: +* `9.2.0` - baseline from a previous mainnet release +* `10.1.1` - the current mainnet release + +For this benchmark, we're gathering various metrics under 3 different workloads: +1. _value-only_: Each transaction consumes 2 inputs and creates 2 outputs, changing the UTxO set. This workload produces full blocks (> 80kB) exclusively. +2. _Plutus_: Each transaction contains a Plutus script exhausting the per-tx execution budget. This workload produces small blocks (< 3kB) exclusively. +3. _value+voting_: On top of above value workload, this one has DReps vote on and ratify governance actions - forcing additional computation for vote tallying and proposal enactment. + +Benchmarking is performed on a cluster of 52 block producing nodes spread across 3 different AWS regions, interconnected using a static, restricted topology. All runs +were performed in the Conway era. + +## Observations + +These benchmarks are about evaluating specific corner cases in a constrained environment that allows for reliable reproduction of results; they're not trying to directly recreate the operational conditions on Mainnet. + +### Resource Usage + +1. `10.1.1` shows an improvement of 4% (8% under Plutus workload) in Process CPU usage. +2. Allocation Rate improves by 8% (11% under Plutus workload), while Heap Size remains unchanged. +3. CPU 85% spans decrease by 18% (5% under Plutus workload). +4. Compared to value-only workload, ongoing voting leads to a slight increase of 5% in Process CPU usage. + +Caveat: Individual metrics can't be evaluated in isolate; the resource usage profile as a whole provides insight into the system's performance and responsiveness. + +### Forging Loop + +1. Under Plutus workload, `10.1.1` exhibits a formidable speedup of 70ms in the forging loop - due to mempool snapshots being produced much more quickly. +2. Under value workload, there are no significant changes to forger metrics. +3. With voting added on top of the value workload, we can observe mempool snapshots and adoption time on the block producer rise by 10ms each. + +The metric _'Slot start to announced'_ (see in attachments) is cumulative, and demonstrates how far into a slot the block producing node first announces the new header. + +### Peer propagation + +1. Block Fetch duration increases slightly by 16ms (or 5%) under value workload. +2. Under Plutus workload, there are no significant changes to peer-related metrics. +3. With the additional voting workload, peer adoption times rise by 12ms on average - confirming the observation for adoption time on the block producer. + +### End-to-end propagation + +This metric encompasses block diffusion and adoption across specific percentages of the benchmarking cluster, with 0.80 adoption meaning adoption on 80% of all cluster nodes. + +1. `10.1.1` exhibits a slight increase of 2% - 3% in cluster adoption times under value workload. +2. Under Plutus workload however, we observe significant improvement of 18% up to the 50th centile, and 9% - 13% in the 80th centile and above. +3. While the former is due to slightly increased Block Fetch duration, the latter is the consequence of much quicker mempool snapshots involving Plutus transactions. +4. Submitting the additional voting workload, we can observe a consistent 4% - 6% increase in cluster adoption times across all centiles. + +### Conclusion + +* We do not detect any perfomance regression in `10.1.1` compared to `9.2.0`. +* To the contrary - `10.1.1` is lighter on the Node process resource usage overall. +* Improved forging and diffusion timings can be expected for blocks heavy on Plutus transactions. +* Stressing the governance / voting capabalities of the Conway ledger lets us ascertain an (expected) performance cost of voting. +* This cost has demonstrated to be reasonable, and to not contain lurking perfomance risks to the system. +* It is expected to manifest only during periods of heavy vote tallying / proposal enactment, slightly affecting block adoption times. + +NB. The same amount of DReps are registered for each workload. However, only under _value+voting_ do they become active by submitting votes. This requires an increased UTxO set size, so it uses +a baseline seperate from _value-only_, resulting in slightly different absolute values. + +## Contact + +As for publishing such benchmarking results, we are aware that more context and detail may be needed with regard to specfic metrics or benchmarking methodology. + +We are still looking to gather questions, both general and specific, so that we can provide a suitable FAQ and possibly improve presentation in the future. + +## Attachments + +Full report for _value-only workload_, PDF downloadable [here](../static/pdf/benchmarking/release-10.1.1.value-only.pdf). + +Full report for _Plutus workload_, PDF downloadable [here](../static/pdf/benchmarking/release-10.1.1.plutus.pdf). + +Full report for _value+voting workload_, PDF downloadable [here](../static/pdf/benchmarking/release-10.1.1.voting.pdf). + +NB. The release benchmarks for `10.1.1` were performed on tag `10.0.0-pre`. The minor version bump did not include changes relevant to performance; thus, measurements taken on `10.0.0-pre` remain valid. + diff --git a/static/pdf/benchmarking/release-10.1.1.plutus.pdf b/static/pdf/benchmarking/release-10.1.1.plutus.pdf new file mode 100644 index 0000000000000000000000000000000000000000..78e835b218222e03414e528b79196fa996f5c20c GIT binary patch literal 1133036 zcmbTc1yEewwk`@02o?ea4;mVGcXxMpcbDKKSO^f@-5r9vhT!fF!5xA_kT?1Fxu^Dh z=e(+2uZn6StGm~lbBxc%gvbkv(lF4nz(Y1qk8a@E3F!@zcgx#>hLtes69=|rs! zoK1vHjO>g}=%h_-&792%ndq5$dEuR$9Zd{u;6E+MC{)V+qDNf1g@57~I%Ibs=5gVF zLBg7A`}Ox_93#W&6GB}~TXwOF(W=e}>-`JCDOiCwxi#{*OFqnhici?MX-;px_@TaG z`dRhT6n^d%sUbY->-eJ$RHJ;XJd08u$0^^3_u(Pi6e7y+S1xL<`UciyP;jJ}UQv8$ zZxYo&F1vMdS3-k(Cp4He)E&U^CMH?@GXoxe^jWx7v5jzZ$~V>i_myVuDLiK63p9K& zyBbR|3}<;(7A9xW3QPosf;t_qYei^bTiC>!7iWlGmtvE~M}7^GYr8tOI3l(nh^bsW zc(_`s<`uYBjY5G$n|krOD$Zx{x&b`*+bb zzgJz2xatzW>r6Jft>SS!xqrS6=HqhpPlPwIHU6)q1Als6YbN^tWYO8^IsSdokJJah zqcOZ|IY)o|oOoQfh)j|E5|z+FXaLD!uAkC#z2ix5_sWR$k1eY}2Q-#QPNmtp>%306 z^Di$pbADcP;v}ppnfVXx{r(Y-JV|b_=T|Rr&sg)nZrd|*VGhw|iZl}7w;w|9Li?d~ z@X5Z-C1CW+S?HZXX7=XsVmv`+F=U?K<~M-*+Ra#Pg_4x7LmD5SF!yOn-BCgs)9Nr& ztqo_Atmbe7i*1Nao_?;zr{18WaYWCa#1Cu#K3!L5_S4`=+#Z?f zMJJHgWjgdxV6wP$=T+c9Uf0K6R)N(AS&ZzMg*EJ&@W3ZpCXHxYCMFuy?=R-xdmi&p z;z_+L6OU6b4)~Q`{=xc1F`XfskMkiPR#u>2>Tz{Je>@12kq-7ecr zkJ#gu-bFXI#_sSaUhr1juRCZ8i9x#}HstfQ-j9vV!fu(uZ_&(GqpLfw+B#nj>=2=C zD(e*4-$oORGV=a5`23d)Mlb=DftpL2sIz-qrSylj9hora#~{3My>}eM`IMf~*gF)) z@o(~Pz1NRY7p@4=#Z{^hRdSK{qwB6%(znt{G5wfS0(U}xd{gk3Y;i`GP zJ6-)$W!f|tjclm|%`!A>vjH_D8by~|EmBMSXfJdWz9D|i;3(X#qNc>BEUoprlI&sI z?^i#M>ZR87zcUNE)ZdPxYqZ@?k#BwdsoR=%DLD`wQ-o(h*$b_d)c7=Q+QZycmW8CL z2`lKVuyWVU(jWT4j-%}8)Zz1NGr_Q9>HGg>YyKlT>=dj4PJyv-Ccb_X`j0Uyok-Bnsgxy3^o1A0vpN!NG z(jzdxe_q@n5!`?GeUfhHmg9TE$S3^rnv17hW{v+71sQ!;Aw5sV(;ed|_~{v~);XIF zENIVoN(@7BRK4Lz8sOJ9fL~(S;CVFrQ%rbtbLoD^3y0p4^q9i^CY+5P!EWioMsWrK zlZ5Za?at}WV>t6#P%Ckh+SuN?O1SL;yQ1P#c)>;#M&tOq3OTa8_llib`9HEwKZavU zF1{do5mwq;Li`490J6GsS%5|khr3Drnw0G}7mdIrTJu%e9{;EQ4~tIQ?B^IJJ=(nm zVZmyb6XiVxaBAEP-0y4xvgzEiAcHr*%{P?N%&9b)U3pSQxXT1cb+5rPmIXJ)p%$yDR79fB7>%*g0qp>A@5PMf>Hfv6xapRzbhof`a{{fcfB zsN(bMn|sd2Xb5_&+7zVF67PpG{G}_E5ZRB;x7icf9}k-$8vceVLM;xkvonzfM!nD;${`2Q`}f7^-DfxF6kB@vfln<;6&hT zejs7f+NljzBsKrFN8(K~)6|fbPkeYn%kh%vM2a&>U|jh*M6~A`MaCS^HfrnLYI~=+1F&u;;Z9`lo5Eedv?_i$xF~Imc8&41c`9j&3hk=7_Y1839az1 z1V;n~*nFIZlv96x5Ph>O+1RuzNytt z`4so7knqWrh}NfBTf%tHR={}j$TmJMN=|T1;XaygHD%?qat8G;xb~_%Z7QLBu$oBn zCm{>YN8y9X@8aorTgc`o@_=R8Q8Fdon&rF zn^`wyv}`ADlV~10?DEAnEu~t=P)BW>TU4TOlJ%$%$5mM;={LV=D544cT(S1>w63}j zca`NjI&)BVB@>)Z?aT!$y(YhB=XPHOtnyu)vjAECew8cPFB22Wod$o7nD;`9zfLVj zUe#hvbi^%<4NQxwFIApVPtyjVk#XF|wro~(_hM(57A2FGw-C5f3w#?m)P1M$QQN-P zpG4Qs9cw9LRIkydUp_Y8TX?Ql7NM$s6$Mx6C9ie+2qfD018j_#fnXNknU0yAo z{It!R?ywCOC~{_0uBXj&^-g@lu3Wa7*CK|<@z)<}zBx5p_2bznJ5F3WJxOp-tjM?| z-AX}OP@cGvDW`3mJ6)?sAH}vSwa)_%H1sSw`9rWX%TT4O`nZXoRZwL^7VXeqQWFab z>oGQlQ4s+Z`;%dszB~NF!1wL5?q34k$1bMju&*OK!-;BRi^>=uKK$aWj>42t^0d^G zeEY=Vnj(X8dphPqT*@vM6__I7T!Qv$2ZzyBAOCevN!yS4t%_sMn?KD7xM9|DyILR5 zwXi=IWgD0#In`XS!-aGwnI{3Y)e=!-h$z%Ct9JI z|KiNF_${MoYq1zU#(Q@;B-?hAw-nxpr;-7(DS%TgZ*7L%v*5kg`)}8lc7cBPH~Y1Rx`U)vsttUb1i~5N>rGjTEGc%v1W=}t zM;RWkZIZMaqO>Abxtb3Y=BqBzUXRGwz`YVhK)UkQju%*?9Cy{est&#{HY_pNuH=*O zxIoB^LBc3|mAncSCx+Yp;)T4RB{RBNoc+l4c3`mA!=A6_;0x>j$;8YI|A|OqVB+|{ zR8kr63m@4KTXv}KU^Sx(+2~J+_)!V#MYb_E*YG2p`th$~SCJ{cMca>I=8anl$jL^JVqbb`wF`1aD26Zt+VR`f|eL11`#1HizPBj@wQ_ljI!nMYX^w~ ztW%k#-f>-d*PBZfYDQTN%uEgAY$e*nCY6pdZrk6#8F9;4-rjoF!t>$xc7;<5A7J9x z#kc)|uj)KQ)JiWXb@bzh6?`K(ne_%ny3nl2jaO;pJN76HFYay$;)bFQPu?P&s1`bR zrqZYS>({HS90_9Dc(0%8CFa9;|Jn(5kDJxJ&=aw0lVye3lCl2yBuq4C(A{rzLCiCWwPYOF%p`~#CxGxO zi#_08l)!4szmKUQ1_CX|N)bu4*)v{tFFPEUD;t+u#C80U&5y)4=TXp#OrT-PX(_^ zlw)wjM$@RV8}9a`B<#tTV-USw^#}QH@)2o-h#Dw_21%n;lBkp2=j5e&+b`6cpR(|- zXQGqn3P+BQRZE3)xEYfA!Y~J*yhVvZa>NwYhyRSFkfQquj%*k`Td;YGZb?C!H=3(B zwQ4uQkpEApg{K<6zR?Q>(F4`Db3J<)9Q9qK^KtQyP}aGwuLIkl@Wx&2V;D|&V!k@g zQ3i8uG8vcCm-E1+6(HFpxn7#q#{MWF33yrM%pWGqH}Jk!K5s@7j+>e$-6PyS6y8jb zYQ)uHm?u3|Y{p?Yt>mmF-97}P=X#58l!QqX54H_NXGKA;f8f3tOr}g;)VhGsX@SMWo8QCsj zj&5|;9h|3zO)qGBY!*Tly_DZD{7bl=`8mAYXB{`yX#8kC-^ zeo{8Dz^fwnDLY*u;X(AWhM4}dvOmJtOM5sZzp9?GiccDOyIL$X=I!?vd{NUmX8#Ln zGyg}Z%|g%c@BZnRMk7G&cf$|p_t4|Rl<6J(pFh_^n<2=VvdfSD?#8v=TwSHq9ggpd z*Niqm#EBMX)u`0w?bce>R6dhjbO| z&5>9wC{L)SMWk|MQgTr3aL%HX2Ll~^>&Smtin7q>{8L-dVFM?i-pkNyql&gd1a7z{ z_Dj&t_LMZiA&b7%8Gc)=EBnW&uAc9@_xyY(~p}pT4nlLG!1(S&n@)!R>kHZx-nCl zNd!%{-~^6?WRp64LQ?j7E2qTdz-W3mvQYQfw4k=5Bz{nX5JIryY3qQ#NN&{nhZf69 zs}1d6m6|1Dhe5)bIS8&+6M}Ce%r)f{$%a~s@YK%*;HY@9sYE2a=oW5CQ_rz>?zvNc z8yWt1dC4#gUMcOXam-QyZJ)&d@1(6pW8Rclrmno%%$qx z!p?qJY#ej3t3`y)jn?eV#8NYmZ$ACn3pQz_g-dF`M`kVmV7f2cu<#;nGlHh$lQnC0lUo>)DU zP_~u&+;&8roCj!#`RXp6rGYGOWZ$sjqgLyC)WtH-9%Gr^zh~*gR925|>w)XDZ?n!acPkBG~M+B?-n0npfw_j9;VTq`bae<87Qex8o@{OeVoaZ?qvt|srw!dm~yHTO0zR15dUt3SvrLcOaaM~pmU z=ncgr7LTo|jjRXe@ZrbsrPejue4p6hKP_6n^6dtLnEfFizF|G05wzO2rhHn4{vhqo z9b-Egq)ofETEa7^v1+;Fa4Wb`sM=WP6_-V|g-}*-wpGrE)6ivpV>#EXg%#eGF#gVT z@8WgNpTSF~LGygW`P9CWN#5YPcUe8}Y#STeGU_fU5KJf~Hf26AM+UlVQZI<}w<02i zmA}`}iJHP`?UqP`XblmQSzQzV-YzjiJW#E53jKM@xvU+_*`|?LX+n}TmRGW%d!xp2 z>K=KI+FFaNBh=+MUe45VB$f23%n2@pb>&O<4j+nQ$k_Yu36b}LANKj)*lva+<+{Iy za}6^OuR^lRVaaet=wf%_>?K*t z-_FXxv7p=?sh$-F-sKIOlgX&Z)iFAk)nE$+^c0G{K~iWYKYo~HlvEIdzF*zy7k?S3 zyLG_cb$?kv5O-Ae`G27Zw*QDC*#9qvkdbSC`$FK&;RC#nK1zd*I;vA(Nb+2gwVCzt zkcP(1Q~1))ZfnwxLwYDLzt8IoiGD>!E?BDq+ArwXS?4kk-eeWOH%I$nR;of6qU_v1 zmVW(GVejty$20NV_ouur@&5fwdLjKa#M~%@6bHAvgxI&R$7KYZQDNkW zlZZua&x7M+C^ssiv-B<}pWvbAgSgn6zR{BX$m&U>NHI`Y4YJaxDS)Y8#>~Ry4*Z`_ z&hl>)5FtBjJ4YpZ10xeUVG~yiBNIh2K{{o3dlNc!IYUbmBWF4#7enXgzf0H{n3>S2 zSr~(n6azgYGo84Jg_*fCAsZ_@ouGxYle~$eke!Xaovn$jGdw%^wC5R?yn&;Q6PRxO zzb_zUr~Budod}tp|KMU{>-4V=m3K5TwlH$Gb0lP7;pP4Ro{GUUu`#l+|2ugfF2kz7 zSNnV8UEGTK{+DgoHyD=6oG&yz@#Hv05@8S+gk*Ii)R$OcI0y`tDRZ6hcUbP?@1d=f z4GlkztN+NsLPx+@XsaJOAF+Ev7^0O?z44)?El;arG8^Gwa$0R>s*dMO8+ic*1;ziU zFMiu%v%|9r#${FndeBf=`P;QhGu ze|H7q+s~+vV%wt`?Y>Ws;KS;LLr`T>Sn+th8d6eH7NiHP ze|rp-rd<=>k34eFh)T^ zsc1PHh=xcdv)Pr)?k_jH#ZjtYP^(Ao1y*QOoA!iZC(!CpD&~q?TbFX2WSO=VyaW$^ zh8H5x?7T<(XRD(9Q8Ql}n^Kq$I+C253eIm_+Ip$M0et7*%^102wF;l7#|IwItBZqK zyT4aQ;PchCqY4#JnUZP@eg=WZk*p#6{9fj~3XA*Gk3)^cI-9?be@`Ime7=ufVAV{# z?CnqO+8^pHr;DZOI7mrFqxs$3t_A#I(5cnwg9q%)%+%U_ycbZwO+^+QuC}*p)!QQB zvfiKgK511M_lLDT%vYOnV0vvHxk%iTjr&&UwzAqTnH!zA=NyO;csrkM_6G#Ka$&{9 z#M}x^eth`LW;ta(o-M*;Iwarrs*kBQO^wIr{$?yoD0;g;oyB2YSWa$qvOtc_X5nIQ zvHoAtBGJLkg7sQNAbb zQgsHGmhMbFpWCfA@4uU+6u*C!YE&=OSma1YvztELUHbU=WcWTd4zXI#{SXX_arc7%h7CgY^pFiUf?QC`{)QiMOYR#@T77f2b zF%R^bLol)d|&mxPV4jx zx2lz{?9ZKipezDWns+EE*qXtP!&!;DG{QaN9-KeowqJ?s~Lfvsfq7NG(8A za0PCIi<48*ni9qD{$#E)CjdpVkjT);2(%{;C`>q&E$$}cepKv_4t^CCcA%$0IgtGB zqXNA&qh*&=#cTs}z}UnLr`Hof(C%@$4}NUGRa1ouBB2;AZf*$@&2A_0SbfveDw0^3 zm}EqO)cZGoHl~YJq?~l}q!MH$C8O!3z69+Ax5v`!G(#B}7=XGs7|#h-{&loipGN{3 zde57mYCa)=8oOy*Qjm&5Gz1mGxV(#V8Pfz)V|6%JX{7k5S!>zf!^zH`%H<|oM4nSS zRUk*8aRc`9@aQNfC&%~Ua`xutQ}`e3=oLYdjxvQD(bYEZ!FU>~X>y_l;c(cuALLgc zNY^W#CykAb5(C#K?N74l+!}^5wZ9pcgG1j_Ocbk7QG_XvU$6S=6)8eA`fks6Oiufv zK8n_hVOove6#BjK#9S#$;EPjgqj)}DiylR-2;El&Z0ZSb*TvMW{Q-=C?qVe zPgZ?T*FJZfiCXbz7lLBwA3B(=K!$^J-$`?WN2iS46P+#0m|~%~U*iwQNny5lu5X{e zM{IeN7Y8yq@u;Y%#(8{?H#v?u)$+QzY`j9u7!x#sXPVI~qTx6aQL<^A(?1M^us>Gj z#KcU-(`dzF8|OY=(`)SgjOO>b|I>?lCzbgD3yVDIDv`m6gfi~c(5@$oM`>(<;jeFu zit(kZe3uq>RUw!09=_6ca5%CNzES#&uj>knK@Bst*wa9((&&#;YEfus z&Sil1`O-<*x@Y4p?oLXAUN-x^G4b*7pt7|Z>dzH;v_A%4P6Q7c#(=T^%iw zapY>Elg>n!m6ZjA0N70^6(z2QLBb(F|JUjfGaMuH-LLKJknt!TS(uHc$FZy69Pf_j z=z0AKWDDT8GAtxryp>idUNu`7 z?m=pQ>*(wWbTlArDOp)nUS^ekePiR?9#`x!+73XH5Zx%sY2VP!%wpsIXvL|*Lh_tp z66jQ6R>hyuQoDM4L@5+nxw@+5^6BuF_DY`t#)(NlU04yava06v7#CZ+0A66ylrjV@ z813Y9KFqe!6CTqo-PQbOqt_~IH1Yz2IBLDhWRPSz&XzRJ9bCq0vq0XeY{BloNJ*(& zsP9q16csS5h!1ACVXjV2F?Es5YXuoT`_m<}0Em%XiI48s0((ePbnRd!7AI>D=!KSl zW};3UnC4H({dcLo5DP)xtl@FlSMG=Az1>8E(AU=0;d3}{7AoXawZTs&Z13(i04-BW zC)4$%H-bRQFAq`D+$zfP$rdyY$@>QP^Zdsl#zNta`6>=TDHQ5IGP|+wK0@df+lT4L z0DJ2BKB$X!Us&r+B&B*O@)LKdBOA==-p{I?T zMo*WiS9TF^(M|&{l})72l8mGD{(B{3*V4I|SAlbX*Xa+7JS8b>M+91%fXlU1xPHL; z?)n`S5+)j2PWuqh7ZlfnrW^P~D0QGoxlUR>3YeLj@0RN{f5V{RG#yF=w}QvzI<&S} zPFPc<=n;VYQ}{_f}7 z{n;eD%qA__fLRn#YnAKmR(YMarT6DAFo{_{T15De*14aXKD6@JG1Jq_<2mh56*=vU zm^eGth=_{P>b2bm6ZpvEN<9T~nj1dg=C$_Y)KKYdh-WJVCmrC6Hfsd!lX*s1^ZOW; z`Igc9B}|Ryi23{b_l99B0V1HHDsfwJ7aN&5-x;j{HvmdHEj4xX@;e?E{CjeHP{XUf zPu@TS0B${=DvA*qaJnWDOk;P*ZmO9ws0Iubp9#PX~utNY`04(TXCvCqZC{Zp_1ju*N_E)wmA3!T8 z&<~u>;*wmpOASEiPXTsmPf~2xS;tBen5au(v*Z1A%3r6+_-$-#jKgWW#&TLRhj+3B zFiWP65m2|Y(>lG=x-&K)czrHDwrtphZW$m1uRoicIJ6RbB zFP;!x_4!-Yy$g|wkJWs**@%E#INRIr0);)U>-KQxQq%#Y!-LhF;=yA5$zPxht`_aI za<#o_vx zUM~0YUqT>g27#X-0SemPp|`Gb9?&|_>zl%~JJunp5a&p1y%&;jXmP<`%C|3)z*!0MxD*v;KR z#mP#m7C;xP*>Vfaj_GL^P)2&*mvOJ;P*NLn zfsD3U97V3OlT^Bs+b9_2I*+` z+&Ta1I0sg~aC=0uS2#y4nak_`8rn`QUzPp%ky<6N3@9&rv`FbL$NnAG@GU8}#^ zq>3+U&wmBQly!d*(P`3|>BA`b<#M6c>hH~s*WF%$s9F4>lxgU`#Htiw7Xu2$Qc~X-MF8`kCSc2?62R_Rt)~faeu1ZVZ}`;QLAWb zZe9icp-UALGXXGh@=Z&c%fXDoXN^)JDAVs!e!zJ9c?I?B2VNQIHjlH+KTgaCWG%zNeuGiTn91vP;Kp{ z)A##*NEBcE{Xy8UzPpQsf|B(V54Ld@;EMh4t_ytd)oTzbsC_`y7#R6{+hz4Dmb2x{ zW*OeVx>oe-kEZj~10CviqKi%8KU<-PjD&;-YPSplyfM+@Mdsw*ix)38e}$ltZTi~V z+uxpT9UUEk?$ZG(4MYMDNkDjlhARC20kFmW?KvzW*4oB~QmJ|+Hj`Y#i)wfuSS(}jPiD#%N7A^$+h%8GT(6IpH0;c&GU)`ir?q=)|Lpw?-&}a z7SX?lPaTKz@~@$)q}0{tK<6TZI|cCU>G>BZiccOM3-j|uOx@kx(uwp$d;_`9m^@? z<-cGbO-VgVeENsWtg)v7%!4>2>1?iJ2t-rEVc1O1qA6EAYHm*b?IkfMr{)#=JQCPF zn>*;Siw&>3lj7%CND0Vw0`5ik*yesyBdU}hDOede|=PFS%>$2Gw^%jql*>>p$sNrv+p((uHP0|kl z4opUv6I_8Q1y3vS;W=jWUxf@^Rkb-=4XknbT*vAmO!UROSb$>zd%ZgYIVjQ4bU$9vp!BFeeuzWW|1}{CW9^$ zDnZBu$H&LC&CwKGM!c0k)0}M$4vwT}z03^hbys@30iIr;mPEHyso*>3?&c=5{aOdG zB8YgL$}kTP4_o|nSwTPoB0h&}s%4r0aH9O1$FC`$(cR->7hsj|SwGnVWL!5PAwdn~ z3t*#TtG{=bI$mkkm`4Q+TF}a@_#Dj8xc^ypTg`iGQ|)H)4R}}<^RbSLWH~z@4xR&K zka8selLwGi){f()QlbAz>$NTb*V!_yf()qKS@?WwHP`X-^U@0;{!4(NAvdFGTnUMZ z?8bfX{FxJ9WdcG~RaM32gi3ZyW&1;4{<~03nu(5!sffIq5)p(3AF_OnF$YFn^xA!N zu$L;0#DMjQ6KVwAY`)sonko{T(|F}MeWS9%Vm(Kn1Lt?u1fnO0gHq~!gT)}jg`=<6vt9)?^||$dCe$lK}gX77@m1M zVHOle{4g*H?EupNT&;fEK(gTVN0tOx*;0ibA6&Gq=Mjs`rj}hRIv$?){f&crtJN%R z$mrw!`RI$+@HIAzsuOj{KVfgM(e-0bztfNy++1HD&nseqoSrTQ z6xF~}5E3q>e^gY|_wV2DnEG;oBfRX7AwzAnY**`Rl$RA3`~HCeLOP?X2FR#W?KTh| zJvzo=o0Z8kA>ZEBHJ-^kidbaD>s*Edb{3>r2j{^-LAs5OzhcRdC21g}q$>>$LfL2< z`H#U)*p{!oQDbXtmo;%rz|x~q_4$UFl3XaPh8@`Wiuc-9xs zIV#DgEdGWUh>z(Kwb>FiyMvjs9MNz}&6>jI=H|T=x^YXulmXGG6q>pBS9#<0AXFA3 zo&qW1{Nkb%KOH2tj5V zp~Sy&j#JQ52oyJdC!i%V1pRJVaH0o&QpXS)l+?AU6ESrJC>Vq*YN57Cj zQ~-uEL_ar`kv!yEO+`e+DA51LKeXUYMnF(3vDiNa;_y67>_puijlJNz+a5rd027HS zf{}1Zp)>01uTOvflnL2D2dPDryrQJldiZ!1O;!B!U}kt&20N#X{%cLH06<~Lx>~W} z&mg2K8W3bh&OUSE8#;D&b&7&+FVOPoJf3yJpOUCjUUj4TQL+U}c{N&2Q);B48sg~8 z0^!gGf^;A>fb&Ws)fpTel`}NS8zJEJA|EfP$#HbAclC`VQRVcz_+S!qFjbVp98U3H z+sFvKyRJ_1dzDAEVr7cfyQsIS#mYs1bYwuSd)AhS7%>6uW1<(su``@f;MGuWOpThq z<8h##>m@+s9))^sb_bQ{u{tznkQze`W@ptOgC9W}*8A&MU_d}$k~B62tgR9+tL%9z z5Yr3{42~FbJnh1Hjy{U8Thi9fI*yDnKlDLN4T8E~KvIA%r7)uljSW?w&`z#9)X}Vd zKVSv-R$E60!Wd~TO5DPnkk8QmXt)&)WIL*GvD>yqtWAG31Zb;ffTbYQZgM?p0!Rlb z9y5P!gBlt5uVfP?T9M;<=)^Y?YyTUh50QyNs>Sj9K!~Hl zuhbN|3Me#4NVcOna#d|@9JLjIbJQdW{-Tw&sHOm5bK5rIP{%0=ddoo$peufNeX*wm zH%PLgQXN~YQUZ#^6||-3Y`QLw_=}<^@j{SONO<-mfY$5GRuoid^Ku6&aGsVWOo?|F zsIX#GL(2F03*k2vZLn2GgkI<~sx(gOt-n#`Tp!1T{ad%DwnIBd!g+`fIaq;kuwzePwWvRDQ zW~coU;<{4oe}Th4Sly@GLCiV8;dI`;JeV~bNu_`;N0bbs$~p(Kaf|vBu%lB_lku%m zOoTfY99mRr4+FkAQj-~atH3mEF5QFmFE(P1&-Xc|g%e8Sbm4uvKL>kbRsZG6?6=}A z>cMl6Dv4fH87r?VVw&sZcxp$Ih9$x@$##hy78Vwc0VIkUO#zAu1K|s(9S=a5g1KuipgtN!+BZ?` z(zh3yPd^X)`owceWGnCykNG31MJzsootiEoK#`P^5ZXni%qkv#w7)*qv6u%j;aIek8K9yf z0#5ebF!K+?NYg(eCOQs?Upryz_){PIp+1;-6K$u8JnxFEqtDS~!6--{-HsNf8yt)t zBmkqqeBJ|7MlcvI@)?O;@dTr_515#2+<}~qLf_Wb^tULcV1Cgzm0N)2NoD^7(ADvK z)NU5=w7|p;;40A#7ar;)e+DjX%ZMH=A%CR84oI(Ptit-qqz2}qae?L?}8;S7-6lDQ>_`>U8Kx*U@wK&Ab>n1K+*=E{kDd#?Z!=ZT@z>-9{j z1G5C@Yn?B{^+h~=G#jwMwyalm{z$R?Q`d5TETW_!e;-!v4enRZDTV z^KF@jBoq0NpjwlfRZ|lk>?7ofB~%TZ?!ajD-B~A(Ba<2e(`-}Y)@bWo_r;oj);Tb? z8jJ`5Vni|XfAN7Zje=Ef^KOonZ11Xd6P+AI!R86`e+A{I5ow+eR3VtWMtvPygO0_Z zV57DLK@R9p$20knfvl`7fS{~*x*-Bc_*A!Ga@Q}&`}eSVR@bxa)1UPsIo5>(#T>1z zfF=OBAr9W&-f?o{%(6NQm5z1PGW!BgKL^1m1%!Es*o-8tc@{$zP2g>xU&6NCtRp;h z6AtG=Ado#@JYOJ@;Ur^YYFw$z?P7(SXlZGG|Naf+w!}kYrfflsy$oOaT#I|PD+kLy zH`Rl@kq-DwWxJrO>+AaZdO2^APqmiQFJ8W!#sGAD1x7a{CyMz4K_wYk$&BsApznc6 z(`xxtDa;4{TSlh~6#8m!uNcPG&d$#EcK)k2#T}4}E`nZ})$=W*ege}RRQCNHJ4*km z=S4Ty5w*C6-TV3MJmwT0roVs$;MvijV&d4)ZJniG++|TH&W2GJ03%%mPe(`RPqu2M z7J6k$Y1}_?7egkuQg4@WMo;Wyo(9I&8gEHSkHfGz#f;bK)ARGw=k3pJ>!?X^6NFws zb$B&4HxK^t0Njl_V7=U=f~^5YyIZ2=V9kK4@a^z}MlB_8-&f2Q4guy2$Gc+4)Ly0h zRS}5!rW%yhJas@zKLHq70jd|o!9f3&>$U67lq}ICtZ>i~5_S-8p%9@}*kpowRN(t4Jsf)r62&-6?ngbo`~)cF7k6OvCn_QWs`d=T z&Y+>H#T!cno6&3Pr3BS?-a9_VqppDb>bB*4(XKr%vK$Bipcx|1TT8vc#UM_crY&&& z2b_w)0RoWLA>(t)r&CrN^?nBmI=^jy516Dla(TlXI5g6w7I!60fhV|P(BmMZ(E6eO zxtj+yMgn3rK&LSX=cXu#JW7s;~>1O>l%#MMD3i5VKgeT4`{8}s7<1AakEkvp=n zz7EVSge}sXaX3N~X&`>wd-cKv`&pppx$KS!;Mfi&0`6sqK9)?9v8D_6N!;5=&qcFY zsEHz#Z_A7F(sG5~LUj+fWT;$>_`spKqSfSVu}70cYrtAJ^805n7!m_TV1wo+DlrZC zl`B?2&8!8G4QC3O-9+=pw;agYehExJJK}JTFKsP2*RF)vA;oF#c_MAVNB~FPt z2f(x(@*^f1IM3^i2tHY!lvrWn%Zj!;N#Z?Va3t4B7V~7|5+&BtL3nTn>M8mefMkpw z74syg%e2(sy)O4vD1N-!o#@`**jI{a(91S>2+pVS7Mh?ha)Qe;COTTEO#w=-lZk(l zN=x*beR9?W{^*eqOm#Lyi`YV}AZzho#|WXv%;}DN5;=e)i|SAt_{bx9Mm}$ONyUC- z$&j~r4Xi;^x$z0iVxm^rM_AY*1`c*W@}y*BgEJKMuW^^zkW5Fq%fBHSFC;Zk(41Je zn6#~ULHQ{RjFMn$3nDEX{89%%0*L>wno7h3(KvvZTJ!O)wctfC5ru+soLPE5_44TQ3s8My z$$cEE%Fl7&zaOmX7!30S@(>LJqYg;tm#}ZO+kKY76bqmXXcAY~r)wi(P@-t0(r@75 z74gFl4-T{{ba~KLOB|h?5D*bRfanH{9Ve;!!*SWb)C(O2#o_+uPk~$p=vM6eyCPAE zD!1l|T!#OSob(?-e*YX|42yufa^9bk@Rj~oG^Mw72?+LCxx^6~NhZ+J3?{MKB;Sw5 zZy$pa$Px^U4c80{nU&gPCeI9Rjz=;~* z;LQ^@*MEhku-Zh6*P9H+qqgBnPt!_V*{WGC{CBuCgh{I%XsNiOCUPapFW!Z3OWC1S)jL!(UYZaI)Hy4hBUTMJ zS~tpat^hx?yu7^iCbJb`lL}Z}AVpdZ55WO|f$|)WmAOd?5U3)A&^?=sx11atNFas; zCrN~Y-^K~}`uf5pLte=HoK=G(8lVJ|nasYQtsxx!&!{OXaJ9)rO4sXp*{w(peF4(H zawI9^>BCXKH+sL7pr@&+`4*pB-P4oHWj}ViV&$!L*4s94J_VR-JrLTKlRzyDC#;Yf z+ijSdSO#%>UWH-3#ong@@w}9@^an;`aoepO(-f$S!}-a90ZQD6{rQFhvy--y%N^Q^ zo;0TG6^??gl=zBu#maa_ET411?xT_zoF-!rp{nP^fzWq6B04a1@LXsV=-;@`e}(WG z9Bc5fu)*N4!eFNk$2N!^!h^PSfTLqdhU%LaG%9v|uFt9}*ECtOP7knemQ#fWHD?6> zikbQ`n7516E3?DH!-3uE;RZW?adEK(7?t`5h~)@;ZhnLDV4Otsx!2{inu3A?i`7gj zueZnkH9oJ`Cveiv(X_U@ItCN8PoMmGQWczr^-`&{3ayi7qvICHE`7F#u>Eb6^PiI$ z$gzO`YH9PjJ&UDK>iYTf1h6Xj8{5h!A&<09Hajr2Jf5w{s5!K%XwCobbx>BH zos$zmz(-pF^z7Ew)+M+Z408EQAR?l-rz`YUGv_SgX<9uZM_4T;NHlVWSXl!({d<~X zuR%+Ae){x*%T;=XN@;m%DIOd^{H-G`9Y!+8_izz&r!xs8vDr|f!|oVS2(`)fe@ASJ zItii~Yzw+LWf@KN;vOxg!#GJ7pv?w-HDUuAu@`t)ih--mL%!Ibmbwe7(iH(27id!g z6qKmuvXA)Op9p!F=;`S_BlfX*%y%x@D$aP*ZxfsIbXe-gSa7vrYU?XnpH!9Gf4H1+ zQjuMhz7Ki@)i(sCle=y`5$rj#S%2tp_{*Z&hj#m#^TpKmcW2Lr<&FuX#2)yI9OSBw=| zU6oqBbp))mqav71r>6GAN`OOQs4uQ|$Aw6j+q^viBvwg3L{LJ$xP#__#DY2XF|ebX zx#~6M3T|$0Xen}@XjLVkwN+ps!tqFYtsXAGfP%3&r{xs+gH2d?IGBuF01E+;jIVAB z5Chp!{A)0?*Iu`{rE`dTWpEc24}G+iBA7j$n@a)*i3^JH8r{_b{`g~_4v2$WTU%dU zRJDQu8q7IpFr{^o5XZKMD=m|-fM_BjBGj3_gXigzG{x^J0MF~|>m-74ND1AUz#)Tp zV=A{hc49J@uAdPy=dl&1MzTt8qQh7P4u?#W)ec``i zDf@qmr5raEV4W&m0;YmUP!(O~J(WkhDF_R$A4;9dXGA@3k)eKA?D z;h^+qj#pZ_EGBZnHVwjw;!PGRe0*>Rq*6Ayw>f5EKP2;@8-gnuhDFq?O-5E=O_37v z3}*wo_l{Lje(JJ|I9pNt20))ZtFh{+SM!cApyA_E9UzHHJA2^#LUfICsrsJ;J)fva zR}ZNe87h_HDR30_|6%UEN|&4P%oL z&c~|F>)q}00{B&)P2Hh|VrSdv(N+o_Lzf%OGN0MVzkje1FWz~!R9jaFSe$}Qe1vd4 z*X%XD&(6d++)p)4rm zU~$gh!iyxZiIN01@Qo#ue3P@ak`L9h(oihfQXsLZRuR7vu%#Zk02EnOhJWlK=*R$D zR{AY%8p~DDP&GY1q#Hfyj14eXmj9h(!A_MUusMLR68)XAN2~RXg8j-SEG!Bz;V?@h zpSO0_zoDo@o@YRCNgYoMLV6)BbwX*TNXc78B;)%uQ?cS#xo&@uvg$KHX~5F4m2%C{H#akin(Yc6%|=}(GlPIHWO&^b`AyOZ_Ao2xlF;_!I$CAy1A z0PKLChEri)bRxUGg9E=XnYKD&#r7)w`RUZ1KLGBCd0u)aSyA=`_;fgDSgIT{e7wAe zI*p~&9%6waXa>+`=Q`N;`EpnBbj>4RT~T8uo~J7c`1Ew-#bG9j;^X7(qc?mON}K`w zaI$!ChD6)e>qKQob&+Tr*WLP_20JmKNTq=Vu^V**qW2qbeHc2Mhw(aL;xkrvw4To5 z5is$wZ`jOPH%KZsg$+F3b`{wp(-rj})rX7p_b;(%e&tkTe^|nw=gqvKw(p^4pC66q zmE3(8LdJEjz!sZ!9l^;|Wb2@o{5c^K*-EA&TUWKwXclh&>3>P4!aMv3auQg zmTtebQTo&C*9Q+(fy4J;=V^En5&J&!Q%GoT0sI`eBtU^@L*n8xeY_qooOTDFu;uLTa=@CU#Hz12>Vc9qGvRnDw#2##P(>%WwysV4WHSQEb0~deegOhc1J$EKQ=Yi zqQ;R{H{D;gfivIQW_;zaNoHf{TxC>C&YykQH#YRLgq)3Gj5ne$RV;9-)!k z@&gYjzgs3;g4yPT&-;hxMt+{58!@?cke-OyCi7>!ub~H=C@fZO4^$^m> zLYFH>W%*3%9A6=OVPk*kCdOhMmXWPfSywkzd5xvk%QgF}W7O-n+Sv_&u^PNVYDe{< z`!9_JcAD7Jfl3|5q&%77V-Yg&_$f#pLXkr4GqHX~)nh_i3jfW;x$ONlBG5b$`GAl) zmA*B5o1-Z|9r1@(IiwCrM(8e-&8+|IRSS%mS-QxBkhw3+3|d(&FpiDB+3zx$Sbe?W ztXXUYW#TJ*H{GHO=dG=KRz#ji;XAuiwBcLiull@!gXaOmB6b5<&pDm!<7L^fV6;O} zuorvZ;cF|j<=u~qojiWYS!P0*MZG^wp<_?q6ePN|Z2E9sUB9i^r$W5bu< zZ97UYg4W0*Zbo^xy22?tLQvbh^W9CQcHyU7Mk2xo9Y7S8%1Vk1KdPWWQLK2nx2uG4 zhy=NQ0^@od6vgNLTv+PFuV|MX`%86Y3xWT|ygnILe2=4IUj5-(hMoIwJ_Rj^Yu&nh zWKF8%fH?O z`$;gd=n-qZO7*+$66|F4o7gt0?EVfQtY3AZF6+NQ7+*%cQvLLXQPWpG`p=%j1B9J@ zlA9Y=D-JiZ_h_loB*lVwJd` zT`9=&7m;EfmMIIfr8M}24d7dhTZ>cITda+5ilqB7fL{f%0a)o3-gqFae z_^zcd&iyzP7@?+!Z9(q9)scaLitB>+i=kBDeZ#zmvE3j_4ce7@PHkQg z`>FAA#87h(VMGYUkk?!PBMEtJH$_JWefQpDE?P*WME_36K`88%1lNWWqCkOHrk(Y%n#m_ zpZcLIJyLX^AM(9L#`AX(!Xpp)vZ-t#ZRmdM$|!5;HVIRw14Pk4qC9!g z*U&>Nxn;+&SvFlz{}agfKE%FZOpRhQFw1^_WF-k&MJd<%gH(%T%6M)C%S%|c6{#Q8c z|3hc^|L;ruIi8!m43A2oQYQZo)P~GZEbJ1{Iso0qMn;a`3lxWeUzV!H&~^RptnS`O z0WV5u>x@UcFDD0wmAD&dAFxK+%pjgKt=jYg_!~Hz6-gx}C8^9vCuL=2Rop`qCuRL< zQ#o_5JX&|5ymP^4WF;jsQdeax#UJD{-UV#USu21zroaZPj)_4Bx=7*lBA>_P&5AAl zd<2*CpN@l5pywa96qk^wudCDcXNo0dPXHEb{c)TE{U7J;1nGT3Xaow8_gHUoun-vO z^ZO;z8~Ol7_Wid3Yqzk=d5)yw==0~#!;UsJHQ93O8yHwQUVPXNv)u=BVGST)g`Jj! zOyOj-5Z#4;zx4sJ2lL2p=HSppp2p2*k;5tfV1=rMDcAx=$8yjP%B}YcM)ax5%F4a8 z1STl^NML2km)F(pl8`v=Uqwq{>Vs7!yPAAJ4j0X<*V~Jd{1~=mTdE(>AlTU1A%l1h zo(l}){rO}H{7Mtt5}CS+4mh@eOUOLLH1%v=(ZNUK%MCf*2QC%0`3tL>l$daah@)!6pRJwbzj zO`rZZn6U~@qUyZIK$8QI#*t1yr5r-?%mR&`P{I^rJMcVhXIBU<)L$XUd=V#+0kdZk z_1bBbbgwd-&&OSz=(?6Avu5tDHoe)IGb!ightO&H?Iy{GmdMM?dy#Zq6WbXl#i?0t zUa?nl>zZEJcgKCC%S^Y#FQw}D77iraH5L6$C|YGB|H6NAy0&+eYPS^HTxlNSw}^+9 zq0XWqMF;*3=i8eGu3SgjyqL=>D~-DrQogZNB&oeO7>ORV`>_$<6Q#Gh#>75{k$)0a ze6iG}O*35~%>3JXeoGUrjAWx?uBMpmTGO_R<(bNeS7`Sr&l}tS(-@Q#HbXdMw#%S- z%k`!={0caW!lk0A`Khiu9Dn2bkwn+;5dg^exV$-|KxPm+{mJYCu|-UPXeBcfL>Esv zHAO*mZKFNdd}x(MDSl8mph|=}yH8QSrEt~tygr}1~`rcL7kH~$2C>dZbYGO_S9 zn3o>Uv-@RvlqwzXI_Uj<-nQQ)?M-ArqSW*CkL_0bjlOC7<}da1<1a=EmDEl=t*y^8 z0BBeuSHzb+(H;=ioE`1*@n1fm27IhuzdRH~`FDA{ar@TnnJZaeJ0#MJeH|8`zK0mH zjPHI=n;VP0WwG!$JOj|FEed3 zse1Dxrt+>)yVLQGsi2Zi>uf&`oLMlb{Fnb{y%x?a6;ZeCxkdykBNkZ7RYn&4kI`3L zJbKBQg|rW5931(-zn573bX=G#=j|5gK*PUO!tqM~ z+5=ibFB~`V@!laKIlZ6yZHTpyG#zV>t?g^tBujYE$~Y?`Q+Meu1^rFgf9xg8Wc5N; zPKSUQuCYb_T$Wafr?cB~M|vjwf8_Gq^LwidmGsZCi{rl`Jk<4R!2dZ<`6UavJh60X zZo<=ZwB;Gd&zYnAl0(^qXJ*0xk59b~rq0eJzbhV9k)f>J z{br4Y7HKvw(&qhL^ov%)EW6?KlNFBVxZVwuClH=Z+SxJe>wX&f*{?n|_Hf0#ao@vR zf`^bh1NpQQZMQd=JQ{IG7k#(6RF9K zukpfP=RVnG9B3S|>NV{d8z|-~9x4nF)3?KJows$1pup zmWgIo`9J;MX-9`0{?O}I$WedU*`ROmMekM8$2eLGEuVE~W zd3iel%Rz4!6cF&pq_|*y#eY)B0k>~^xV!%Y`4vK+n2{T~r%)ebceF+F z(`Oad(sZOZ;RxSltSn-uvB86e_a8oR>@?Eze)KO)^n|fpH_e|DLkE^FS0}O+* zh#jThQdeX-?V)IMOsc>_b`zTCd@A=Uq*wDipsBv}7*3d9&lQnW0(Fkk19G}s?NoX2 zl%KA)2htlZu7~o!7U8IqMZEv??5Ui*V2?+^Yimzn+12<9ivLIjKb1B zeUMF*V`_vfm8ZJAP zSeQt-g9FuiQ)ah*J#KATO|zF%d~`XrU(ZoDp%7CxqSAt9a2EIov7zgwv@^&n@zHhc zO2Qo#4yX_&9b$B}ef?!Tp~vq+JKKqkP+RWDjAMw8(kujRB~J;`l z1p%E6|xHI0#`xZ>H;i+uljrl6h2=l@X+) ziCapPRW+ae@*tZ_@!{R2VqH!%HGa5CcqVF>EyXV%dBPIpm)xKk9WfSSf;^mMp%V>t+1u8>U zo&yo2WS({DQk&*1Zc%bjE#8c_)8$AGI}yN7d%C-&kb#ZYe2&B%2sX%e);r@M1pz*R z*so_4kffdgrZ%?=`1ocCiyM)VkuYUBr{CVYcW?2gVO4_y9UyxY1Fyk^?~egc1Cfgl z@CvNQNX8_9gpy?6hsfNl;bE}Vj3$;KO~uT7n``$k6bmv!iWs?Iob?Z7gAm}VJZN}X zP*8E<4mrdh<5IgUGB_ueP|i*eMdM9|5L=+w5+vqRD71h|8vnqXhx)CY&(6-Sg$xQl z<{gP2QuJdm>%RjPRoCF)99fYF1!)k1e*;s~ZP^CuVF3|NMAh$INf0gHymhOw&voSn z$w?%9kd*HK@#8P3So5eVgWgH1##Jeqe8ev|)>1^=fP~n&xgE})J?rGegL)X3NvL3C z#M#*y#dqofD_C2&I!4XBESr!#`Y|^*0y|O zBaCzNBV~LUw6L`RV&CsKt7pO~bo>ejX@YaL?|rIrq}N?NP44wFTfer_Jj@W6FxPTj z-Cq-GrTCt3K2*W4uoxe)3Plr(YZF0~@GGj*F>?Kgac&UTfhB@+z?qLJE0Y>wR8%

EzGn_j?mX2cAUx*SpXir&$U-;11rw_c#i(h>}Fzs^O-EI+0Ih1k+H+l1ZMT< z-@h_Yq#@#mN+`R)Z9wymBv~#1%4h)%rnE=3;XT_BQ7jEs8v`k=EOO!%ofv5Z56%syWZMF|PflaJO`lm4uQX72mtbKH~_ znIvui#%*9=;E6I&jO^h~Ks-R36IGt`D=D7yt7C58K8E4k#LW!?3s3^SF~FQ9K2y1g zi9Cy!8wvDXVZ(Gh2yEj)B*wrt>_?h0Bqm0Xg%ThC9h6w`84uH17H$!0e`c=JZ>h+c z5{8bhuCamak`HBN?S&rMs1E}E^}W|;M};NSXy%oookOE5N|nnn-rXLYJncr3LNO z)2B~q%F$kRTvps4?#dorD^HeM=yA7g+vWswP$8TR8S4+=Ef~e8&!2Cscp%+C4-_|0IKe5#<$#4T+UK!`N)D^M!N#^ zQD|;K`}q3xD^&;#%<(1IF8p+VCMKf8u3WoT02611QTi`ncZ_^8mvY(Vb{n70a#P5@ zKv(Ie_yA8QsZ!gMk;pNol!f$>a`bt9{B zNJ#PVr9zo2qf-Gp0glRZzqx5NcBfuW2Pi+Oe0%onfhssS?0RbOPmRZp@xceM8&ZrS zL=L|6Y-4OK@%O(u0~!&yU4NkjWqHTn*$(xD^WQlLkNJ3Ol8=+srw+}+VpOPF<{(?s zoMpUG&MPmBz@U(|c&0}yld6DB3Qe=4Z>r$#aV@Z&yS`R7eh8+U&3(Xs$OPK$IN@%R zUM^{qbYvj_47P22d}y2QJ)fgT%TNttZVG_~nej+zUchCDmpiAXd%=yg>AY_qih+y!1sExFHso_#?qba6J3v$x7)& z`UbJX=iBe!Ll5Dc7XhthZUCk|xDT8ndL(HQ;sCOIk#phL|B6iV09sLv5Zr~?E=xY0 z$tA|p9beU*=!1iT2HT2BYUzn%6@82fhkS1KmCXJ72JHrH1iHu@$wLq^Pu_27X#r=+ z+h_l|nH0IJIgw z3)SB>SVSdB6L0d0vGkDj8FE$5PLwQ+kB#Xhyf6j91qL0;#5@po;4F|AJo|DXyLjKl zz(=h-@&`8N-pHg6n+bdPBFf;-@}Xzxk#+{UO;QccH}ghx51mr0J5ni8T_snoo~82Z z+KgDZh_5GBqw_O@PuU z#?n{D6xH*o;A>Y(^h6gHdV6^lSpLNJ@o%{OSUzb^_6QILL9fk9$|zC1bbrRjr8Wea zCu7EvBty%e;Ox7~a(^aG|Cbn|*Wz;cVRyQIcm(R|RTvhiPo@yxZ0F}ktvz34#lgr= zZo$FCH^Ei=m^z@WEQGn&i`jeL{LrB{U~$F9$BW)u0O4KR0Y_0Bew1XoG%_Zg+^X^8 zjP$l;LILJAeWm0tJCvfi6donvGXES)u7>naB_9XkTfphtpX~k>*5h#aiD4 zSUdoGfUppH$YT?;U4_GPF7lrJ-MS=wEsKJ!tt~RmdV4Y3P}L9`$~=QXbRKAX=`uL7 z^gg3PXnuf6PlyKr1p>)sOv;0!gAp{UvAOS=f!pv%E@OIcZ=>-6eNi}vyLRTMD$`T}(;K-SRu zpJ&!yRzS#faZ~UlW$)g_s0)NLt#tsayf`|VlXlZmd);>#O}h#SeZ8X#QJEB5YA2`@ zd@9!M+c4S}I&W@w9M`q5;EN<186it2zAl)~y^68aM$#br{(}dok=asSPVV%y#xbab zxdk*O92HTd&p{5w+z?|xmS;p!1Z`Tgs;u<4f0LpUY#3xhB@dK!nH?})xc3WJCk)vL zm3krfL3*90%kaA)jSZ%aiV9H`VDe;Ojhp2@<55(jY)n;Qrws)Ey`AeBI?^vwz-%-X znJxjp+{eLmFUYa2*M zvO@dEmX5+6AqBEU6;Z@TuR-JSwOh#lSt=82hsZw&+pXc$fBR1t3%U~;DU0rC9+T`%12 z$8BC%T}XmUq3|NL9a!87Vfh|)XB6CIzhh1!L#0XUl@JS+?Ba}Hbmu%gq+`|pXIjNl zhO^2jL*V0M9{ta7Mh)&~D*eEypdA6H1H^hUXtq#=>prciAD6IDF3T@KG{pg&+NI@k@HUH z3TAdNb`KTAkKryZE)Pk^KdBY7f{*a>-duN%xra|9@xUBe@3pE*a{US@fl)^;_V#Vo zeA0!BkfPIC8*l7Hv>v3-fl?36g^LCL>t$dZAOxa5o8eQdm9%3+ztSbr=fNwaV_-U> zq}1=a#Ci_|512aMa8$`y>J8b=xq@*lUtSB)!`Qc?4@K%q{#5O*5e#sipY^mQtD^|o z(I?rs2JczAclYjww{KHyK107>WMyHYWr$xDV%drEPsivaTFbA46p9i64*HNBa%4w? ztlh#ZY1eeCf_!$>N)bC)l-^)A3N+|xU!q{A^s^1DmXLN;YsWtxhI2EF9pT3gB%9+4 zO28K3fVXaRUZA=^B$GHvyvhN;&mE&RSMeamOAg@Oa1nu&?YbFb!xhEX^`w3(zvpA@<>*qu2EP8>uR zFFqG`ivFcrT*P!*7V#-7>A~?F0AaGqYP7wbZR2~xP6pb!C+L&byRO=^bP_Bic|_e9 zhvO$sJboT{^2uLl_&9lzXtQx|=Mghjxv^Sk%mt1m%)VuncSVqe$!vbc$7dGW+tHB` zz<-zzth9YWl!c6~+Dg__d0 zTpcC$emOzG4}^{meUhNp(YvHcB@`6-iB{595sinND!hshA6TON5ucixiShCLOtK~+ zGSS#IPYamgAaXQQ&bRJVfFJ9HYMLUI@MKZh_yRuQ0_y0jrCIhQv(3cyL3&rzVZm0d zAB8?&&&GyzH3}vs$^Tn4fOZy_+qBs!jg5^I3i0F|xKyZtv+K+UoBS4(J9_v2JfU8Wh*L(+>Q;O@1!+Op?*j3wdyiQY?Rh7+v7ncZg=B1UE4x zJ?~kgcAhy2PXO3jAY3JtPH`iuf(#=Gzj#m)gIV*osJHtG-d&5cfV4@*yNO@aKHVWk zSNp|Vz-;kM0c-AsX=%ku^?0($U)fEyFf+~}tL8KBm?lj`tvt%%I?p&Ded5OLKTRJM@na!ZL zzb*GK2H-gAmcWe9lrpgDIUZdq5dP4q{S{(~1XLjbh7cYWb|lLgY@il)Tw_z*y}I6& z!CuTsY&~>fN4-Hnw_W2-9s>Z_G0O#x}Pci>MDVEcW$5GUy6c z4_(egH{j;Z&1f(9`2m6~S*UKwttK@!PS))aVil-35vMp|zuz$?@_r5WqhhGkaE;wb< zwr}4Iwb!Q9UHHbRF!Q`KVb_^!-MXY9)p|{?X(6x2DQ$EYz}MXDJ5~qE9taO81Mo4I zEdGP^gRx>_nn)!V7Z;*hFZej`Y!QHp8NJvN76MjN-?-PB0XqkcyYD>Cdg7YtYn@+n z6YoEH5UQaLo8-J)QI4TtVenqp@Ni;8gif6`YJLfu06{d)OG8AYl!6T;(EMvz*>+LU z>giGQlc|jE>*Glz?~D2_;U%L)?oC>`tE zq9No^%>Mohs62JE8!jYLH^0IE9MJ_m2y8tBR5r(P)pHgL+>F1|&k$Ch;=aNmMp6dR zky;oZL=xT;(2|@-n6}P03SDP|NnzqQWx1vm>(3t?Vz3?!pr!6!Rf-~|DBdLR+@*Z} z8pu%}cj*)hdoUe@KFbr$zD& z94sulkTvP4ibbhgf#4Tl{D66D*yiT!+=7-3T!oQAakE@3gVIukJ0uvtDb`+hSt5N` z`fa*(s9Zv_e%Dw83brC1fB*iy<90x!Ptt2O+E*@Jn)5b@gszh|356-u$^JQ`5U2wl zAY-czxp`_mgOBdEq0Dy$Ip=^f<(qFTgN72^q#dNC5ERv~7nJ=<4*&TaKpl_1Tq!(+ zi39Dz!EVyZq>U$f5}Wo=i?P8h2RIZ#YA5>iJo%fTG5wa4Z?<$C=OaMJ=9E!*62!v7 z0vAAsG&@=bOV}^UjHr{f$m6A*62_01#m2_+_>O5mcl@5dA4eqREgK?iEX#bCY3b?d z!Ipr|F6-R&5x6K;9w}bJ7TXy~b0XCC*jdCYJviU!Nwhq3K*6O~WSIx(6T6&ijG_5Qh6)(BE+naoy%w(DB=k>{4$d`fNI%r*cxr6% zcA&PCx(*mnplj2}2SOW~GLNfMj)(FoKCl_|sYP!&y_&KDCI&-?J>2fAGwSqVmSZV9 zAo6b{;a063Rw~c@>9qp(t-^M_eC0~ffcdMK@dzos&G%6Q7DQEF3YTjM1zStRwzjqg zIAkIR`bCpAYMMkETQLJpovlHZ^S9r)ys5I>xSx*58{OD%S zE~rXCJJo|#BU_Jv1`v>a`>XiH&XiD-4PuaAl8#P?@aJdY@T-lRH}9;>)qF7U<;hQQ z+|e>c+Knxv6eow%JqWWA z|C~SvBqnR-$e%4$i7wS%dYyou`CwOKp``Xot(sk%1c(%>91HC9xgsa1 zo+y_}?(Y|8h%2ZS*JLA!&8@*qd~$l)paeCL*Y#5;x-q?(?pOexqBqt$Avp|Jq>LOF zXHpnQ$FQqlsgC~nWAA73%)8 zy6XG5hgX#XI)k0Z&M^lE42TPm(680i4j6sffgDy(Q?q|vU@1jsF|Am?8ky9Fb#bk6 zGA?bX4UW`MbGr6r*~QM;aYmry+xAUZ5F1gemw&o>?W!fZYrBCHE?z85q>uX?Z%$Q} zI&ww#P98gU?C+h>(1TaWMQM3j*CM`YYY!bl`@O!?d6qK!_8AtL6u3UL39QZ3-%aa{ zbt<~Q{h2%dcb9xez@a(nnm3QKj4!5!8h^^SCu))DHiehr7GKv46GccbHInY4);u{L z`N7glNjsyU7_v@rm~xwrj8(MOROPN zBiG&!!~=8^Z|kHPkR5fswL{JdhH=MqDLlF+q&; z5gXo@ZZX533j7xOKS=z7NaAoMIk`k5PzMVJYVMM}3*0DtChA8Kzk~=)Ju#M z+7rlr+)zM}&-G~Qx?6Nfv}awFtD8a#z9|N5gyJ4?G5{j9ZeH4{!1RIqljz@KC+S7| z^N|V>LuD*!9iuO$`PPyA#4T!H=_rIs<(j-zFU2X89UrX}>x8^SjVbsau}+Imv96K~ zE(wY%8xfS5Lc2HOW$m#5O&Vn@onqhgQI^)geyt143MtLByzL`pLd1jUr4qB!DI!8R zf%a(YA})Cn>&f{^q+ho8T#^30kl-3B2-^T*K8Udstu8evseRAp4Awm+o{o+VBz%Yi zd3ky9QW4Dz3<%}zaX!VS-Ryq`$r3;CC?4xRzB8^AUfzg0IZ&t7Ac_UGRz*bxvO!?q zX(#clr5D+WpnE6QGa7|eRaK#A2As|^l=1MI0kjCH8kpohl-ouegcn$F1%1FKQ2z*x z?8vcr%4@f7GlM}G>O~{lAdBGM{K+6})6jZV)^>`LMzp8r82 z(+5I(VAf6ZgFDONr=q%9=5tgHBP*B5$jC^F;0A~nl0F)&3EsVQ(uz-I14tc6n4m`B z=!D0K6DQ!O*cHED^y7N_`wd1C77{dp>2H&ijNrhWq%7k%93s9HFR%R`N*psPOSM=im%j~`#&4(H4VH_0h^gI;I!*^N#CvzT`}ny*|>*}kf#hI6^qQ+*Ls=uJ&a z)Av`*42UQNPJfMDePw)VS1(iYTj?h6;u)+gEsJ&1ZGJXig>Tt}m&U*kiiuf2kd5#M zKtS)aIdVIsR2&yys+S?Y=8FdO9pB${j zgPU9K^czM4lH#&yFTz}I06!nzzTLKW?-#E?lk9Ae?dv`u)~`lY7ldlqPhCAc5}`Jq ztk~#ObdWYD!m2mu3x^Y5-jtW0g~7{46~~(4`m{<6FRI;~J&B8-(~Byj)B``Tu(IO# z#iGw$8$d-bmFOA5_TiDHY0u#p2pLEzz)q zbh@-wszi-1uJnGhJ(aRla7saxMd39!MOA?`LxheJ{T89cDELqq|Dtu-PN%h=N}f&M zPKR(79|fr@8WBT_Ri%?=$u?N&*V$2TPPmy-Lu3U6t9%1_wDm1pOKZd$m8iufD*%v4 zj%Elx^AWj=<`l+;)^1x>f{(W9ZMD%^w8s9|7IR3@OkU&RFw5e_4pX5|`a?ws6%<)0 z>NI1Z!9x7!9*ed%9Jcnqry}6XvQ0D*d7Sr@gO|M>|R=@ONA`oOuu6w zpVpjZf>w%6cCH4CBe<1L@C8HCe~#o2rC%Hl<~8%2D;TU+Q=LktTzzfV$c7~!75Yf) z>F&ZODI*}FFCxeu!F`x5>~{aYsz1Z)`;XD4%0b>HPXBvld=;`&e}^}$c*JSZ!%l0p z*(t7Q^}p>8DrHwv`=0V>xR<%vAb9leQrAu@psTPhI@V0~`Cp}ho3Dm6R#4llux`R| za-2iVvv8V=Prq&;W+@q|r5EI8-&xSJv)}#lzFyQ?{Rgz!{wS;cmr03JUbJD->o9`$ zFzLC@CsG@P8(NCB8*(eC8;-(B_unZ48rM8^vj@l885Oc3$|$5eg}rCz!ZlZ0{g$~C zb{q~uFBoXsVv?#XM`-;yt)LAnAFXo;<)UsPIx16rBR7woXwevb+NO7bnYL{zM7o%3 ztIi#@yYSs`(4U>4O_Y+E3j!s4<#StIr|YsvoJ{%;lCRxFfz4LXN7x4bphJ_q54KI)JlC}d}6 zXJB9;t74w{umX|gJyy~jU%7HbQ4y*u57YwW<-La&A4u-SL+ad{b=5C==3lmOf0(0{ zF8$U{1&^cjt2sEL5)uvopM)z6@`5d1AB9Z-Ibpm}=h}s43kk9=bQb|k#f54Fby0g5 z8eRr^dK-6KHK*k5LXp?lWxJ?ury+S^6WXjW-A`BR%-q3&>K6zC8}5BZGL3ve1M;lU z_yP6Jvm*FRn>P*Bf{<)u~kDO2J@QR45qoR*Z(@!4++3#;?qu2?YiRm@7=M|hahhupb?c&ZWb z%gXiQNj7Te!^iR{IR02Lpw6bqfj()@ut^Hfjw(DGNN-Tpolo-XNTL7fW*3&u{Jz~L zO?4$&ne8R{6<#ZPjiU&FTKmTvPXJFqWL7^g9u>sf)ZF4Val|M38Hw6#biGhx`k?up zZ^E7N=qX+9Iki&t(&s33JOMJ#=6&w=;HaPylTgdh&z}h1t>#po>^M%3NT!7!XYV-V z7_fGH@_psLr`JA6K5<};lw$v5?801XA+eH6q6^_4@3d2MR{Xdj%DDsOYcfRc>_51N z&K0|(E`FQbU%vh+wK?IGT2HEIa*DqS3-+_?r?RWqE1=)U( zO`k^v;fbEyn&Za)503^}Oi)$TVG@yrb}IVI^q35{x<5t;4RhU%`RCmh@-|3r<0;{v zZ5E1kp+sv1vP@D}8!oaaZrrXOlVelI`vla2JV3S0%W2ES5++UzuH)q8V8v1{+Y0xhmIDGl%D20Vm;{f&lx6i;@GJ0#H;DZ@fBLt-=(OR)=DPV%j~hb zS=pYJp&s^W-xI_0(v>pPiQeYJZNfcW3+{AmmFCOgzhN%3n7;{g$yRHZcmC1&tSb5F z2Id35b%(C^cA5H5CVckJj%&8dXU_T%*v)L)^rT0sp1N00F6?pN-)s@nbNK0O{`9iG zly?54ANLb# zskf)g+^;+vwCm}m30G=w=#~6jv5;*zAM3Tl=~8{}Jywqn+u7eg>wJe^O3%JaaDSCQ z7{@@1Ickk&cO4!!zx_q;$O41AUtdq>tF(#0yIuz-#@eLnRICR*(`X)xl{Pl|E3-c9%|7XQPwNF+4|_k=43-1#H|A5qKMkqKN)KE-y5p}ob=OU@ zl_~!<>HmN^X#8O>gXLX~Gpr7?MWY=XG(XYywC=rs&)SBsN!a;nI^aO9VaXA`>=TPi`iiX@05$p->Df#N_Ha?x_33*Lj3* zG?2MuYBG7dPuzE^k3vzsXJgK3u8Q<1X!^W#&oZ>#0zxVsR$;gfV6oj2H){_r8?y1)BKw!BYGe{bqj zEB(!{Jc9TtzcXyy_wnRz>db3QHygxB1Beh#cr{@OIb z^Dl1TxdnAdC>yu~mCs7Oe%>jt;8mM#GVFav$@qZOV>i~aoAb2$DlG~3SG><$Y_v7p zKi1Ooed4Z_d;I+>jrYfQo=%Ed~1*f?t8p=!j zv@J>&`lq(L`*!zq4)qxLI$o!H5LB-C@?bRO+D5Pa8(jt^Sjc|SVnP2;KNq`RUJ{@* zy(*J4ud^mbAVF%I?5f|Ug|Qdx6uxsbC9aKCs0*T}POQ?bU@_Icf-N~l?vbY}T%`7j z&iw4zrLoU%>Q7E#Crvb##2f8b)hKwU<+Ww}>_EroNe}I zH}kOE;C1X~1W~&w@P)~T@{)P6sW;vwj`E4I5-n$hNIsZ>;U~i)`=-c=x zgnLPdN$q@IzI5aEh3To5wAd$wnyLI6PT%dSin+IG4z<_*)GyoAr$(I{Hs;&1zU`Tc zUOK(tX5U=Xyz^CC?#y#JrF{d-@AW=>dVs98G9IoD6QOT65DUJI>E6q*<>L+w0lUd@y|Di-T!&Nyc&=~6HDqG#Ny|!EcTdONSqz`w!G}Yrm2ZwzcVK{FJ5_Bfbk#s zaDRt_b3UClq2FeLSB^YV{6V|4s!+`AK;c-_&-qc;h2fnE7anh!UO1}ebZ_z6GUpT1 z_H3TUL;ERD`eHnN+r8C=hZR&&1Pz~)K@kt$iK;m4e%P@l@f(}wZJEjHrnWPi|2#hY zKW&$N`k~juAHyRrkl^>D< zaeF)YxtlvSAXCPz-L!^VZ(-O(%ylf|Xe_ne3cDxXwH2TGbo1)A(wKeN?3vE^y!-41IWK3b$tQN)0}oyZKB>~*FE?3_;b&S zA^-2~C5Dfc8b=(PbX?fv2;bLj)*>~5AYWv-5i|M=*IT+RxfAahGn(AX&r*DoF zPVISgsv+aF!!U=&+zO_-_HDm{ijOWFko6dOvca{p4e%w;Nu4FWMlLJ`VVj z&V`vuXm45j(O758DrW)32TvwmzL1{t_Iz-vB+hET$2P?yQ_YfG&GETeh1R|N@gADv zckcH`36?y0;AHHSJxyowcxd_3KQ28z;-_u7&NCB~7L_n(QGQ{5DdG1qXR0bRDnGsq zjlX**-gldrw4A(HL)=}VZtIVpeJyeJ#(wudMEs11?oKe>iTA;>ExSVh(s0?kgP)GX zU8@YTO`M+(PwX;j|CaIW?x}B-mLPhc4bA@?>r0!ft8ebP8~}7HNwxfARiT%tunhmG zfq|}jg39d6gxJWi`1q*1XCy6qb{x;LS8eVJusQHH#JXP1)61p6JNR{`OQoB8jfZ>G ziqC6{uXpw*pZ{B5_@Xy{|B9^f@4oL!K1hAfXdXM4F=Q}!tgodo+JC8uZ%OsrUyov( zxk`^-)Y{T7!#>b3Ia2;QZ*>Uq<#65P#>z+IlN-H*SDPC}{CvK8S*o+zTiJ+`goOC` z#Kd@~f|G)Y`Wi<@e{DK-LR--E?eE{2>*J&}qqN#8%SCIe8x)-cmvzq-WfT^kba8py zl$2%t8_m>e+`!|IleP(Yv*L9{Rt~wKW#yOx!uBL78QG9MUsoOE2>Xac^bHA3nq5ovEHMs zDd4LuIGp@~NP<>jBt9|}fHOt^VK4^Wyt9nVU6y7F+f;Ob>vJ4LZd z*bSC$x~O{ewZVsWzS}ECO{G)xemT^vIdm(~`47jTi))30ifhWM?e^q&=2I>Ok4QTo zm&iT7dwD^nwW=pq=WU^5S4Q-mO`;CSA5BcO{8)LuqQ-sK$;#%!u2U}6F3wV?GPdq3 z6#n#C>hmMvPf~Gla&g8*#zw{8jqG$X1fqQRfA=Z=KI@Y)gW5(f>JF|Uk~-HH^D@(A zOzhgrlPJ4aC_Tf0=)Dh-qp9zVma;8n*`em3aTOpLcS} zcG@>x#(5^i+rj?qb?QTR;h|fLB$;Y~-@Pd8)7e<9H@(ZLf2y^?yV?H0IosymE5ikG z3n@P$vrXD(1}Sx~3k~$z0yJd}>mHoGe&)NVb*GK!75ZdJY?WSP0KaVue>ruY*}lYW zaLpG!5fS^QBvvEolkL8fMkT8>yt5xYeg2Cl+>oP)|3FjUUs>+i{&{D)A3rEe>%2C& z?``_-ED+puNN}|(1JWW}-!ujU)_>m1)S+zStge@g8A|52@)d?l_eCvG8le@82w zc&s`I9i)yCsC$%{X+lKA+D)6t`a0BO(l4=;{=eoxju+x83hUGf)VDeg3VKZq4NyBDk8^+_uBd%WDJ3Ig;PETBL9eI_pKbFc z=_4o{^mmwTwkBPrFqZzfq1S$`LV}DZMd@k>#*fL3H$p!FIu{VM z`}il*wB!}C5{)}?h}NxSTO%c;;*q+4sEIFNi8N5O95^!VP@Ln}=&Pq#5!O*LT+4Z))Jy9a{>g;!jeaQM( zJqg~9Am&GG6@Ax2X0?Gyf`D=|yZJead5Vx_UCdLj>XC|AlrNKa|E*_Y(guO?1hi6M zs5e9;x6Fb!*tz{MI?09wb)3Z0^+6o2B+=Bw{f|IPhYi3Xk5}yS?c z5}D8J$MzrGRevY|RShkW)8WnWMsY?S@87#Z8IW(sYzqrZy}A_2gS#J@q|Uc4*I`yI}88A9eA@L`35lZ{XU-`k?%0YJoNVT3?(8iqY~ha#5YLOdG$8VtzNyW?L7pMl6`|1t_=)dxLDN-3_T6}Yf>TQnW>VAH& zOtL3X1L#j*=&7}V(B>`xdQD&-Y)CLD41sA;7u!P3o04hc)wh%2yopP zN`{%d@Ho@ayGu@t&Z9>` z(Zb}97Bv*mg)HtBWPc#NN0>9RC`_&PpO~E6Wbep=W?|Xt=<1>{Ug4OR9C<4Y5u^&M zmM>3fwb?4oU+Ju*^Z|rgk!^=jea9Pf2#jbryS=5F&yVHGc3?%mGpJle6nY+jnuKhly?#6B`EEfy7C%b|E1>#8rPt1hTzD zhYy2bDyR}xXOl-wy;gz<)|q&2S$N`B)M6&pY*6_IKEp&jI?MO+!e4Xnqy*IsZYVE# zZwT}@f4@-{)OBD+p*}b43LX?i?gMV#eA32-mFYKMzi>TD%UKQf9%U3|TzhNrO4SRK ztfKGk-1w23n`^Q|C-3jTAySC)d&yMLdgju*qV6luGns=&=@Lx2I391?lTSevQP^|yF8=X&yFFNC}e zdOkhbjt#|j_uL3|Sb+Q@Rv5Nzmx_yhz>nsm8u=6Bs<`{$_iS)v+hiH2Naw8x_UvX_ zv&jRTH;g7gI3N0;gvT+?7Lde7&)x_(Zz1C%p9E`Qw_R=N$b%RRDSUjd^9q+XHs(H`i-cps(i!Z7w~the{E;COLp8XZXy+?tg=6|3K6}5Re2SB||NZ?% z#D{&@Zu1IqUMkz!ggY=j><+d8_~KwA*|#{Zu)oJw0oJqfjgz46!j>aI)fJ3J%%hA< zSzqwXCt>Lge$E{oR}4?iRWaYl&aM^}M={7@F$||r1w0pz0{ni}U#qC%b$i#b7dTCE z6%gTb9Jd)gI#PNOV~{b>wf~h#}GaXGnjAd|Mgo zsXk?UWPz2c@(@>XV;YFHpKvcKt>=uk%FlP|mc-p80?|AYg_ub^7W%03h424YnELk< z{{0f)&o914@{OCsKo&%=d~hY;a}K?Ati7+GEQ8eHvgs@=puBO!W8&eVEy49gkd2Or zFm%YhaRg$g7^DP8>{)IuNEai*cS6!$+!YuTuT-%PyRqfar<0LP#AoJvh{G4nhGaC) z5b2$u$_efv+_Cna`}G4na7=_3+_<0lDc9{S_@-^RoFjYZIy$U^A4BK%J9t_r&zuqY zIr8M4p6--&`(xY1#FxL9dVZ>RC)MND+Sy9b9o-e4lr2vJft5d5s6!cfSlY>mN$gxqT1e!HzJQ0R4chzQ5jb`UgqDu$@JYIFG zcy78Fvc=azJwShbRSwfuqnHx7o0hU#+1S7|P;+1s&VNOr55Xut00uEcz!4Olf-+ha zA(7Ox@g;@+PNT(MU%K$EMOz_;q@$dRpyttvV-BN8I2JG+n+GonirKTy6_9}?tZ||B zu6s^_^E8qaT&+pWwS|U;;vg8qqy&~>112dMq8qKfrpD}`<9bpYl5x_7clM-xX#PHt z?RW0s(7w^P5*FWx*qikbPE?|zX}GBt-CBzK8*?`ii_>@6I*{ovuE%+6?5$8Lh%CTG zODjl?tSre-kcx#b^3r$(*aKDBDv&*4V#EP@Cp;5*U^#MueuDqg4B=(VzQ&jS#U|!{ ze9ZZry%mq%MoFjP1b`3aX8zXM`?-L$AiI+h?vJZa6T=Ql@ z*9?gH>hO2hKk3tz&^~?Thn`wDgiN#UOgN@lpmoZlJx~*O_1Q#fs!*_^|8f~5TVMjy zL}H4~Xsr2p_0~q4A-wRc7HW{77A$y9-Y{^mPW?bWSIBM`te}DDV2`qfjm_VrkB`33U5l_#$Cnk7DNx$NV zS%h|k)e~%u{_!s`uaoovUaViTZCsn_G4}$p3r;y;_ zZLXKF=7~}LeWDo`;YzV@?7fo3)yab+zay)*Zf{3Jo=w6PN@GwFg-`HkPR*V z-e0OfywOtYYx}-+bsc9tA;cl=bPmK?S9$ehpE`~eAeFsR?9kjdseC!ReN0*FM58;D zJ=t0VzBpj3gW%6EdtnbfDhdYI+j&}I6$surp(lgcJG;v6Lud4uA>fZJumDQ+Jdqn4 zY3P*?b-WO+1oIamG+SsIi(z{D`d))rAHrn00O?gOAJdwrAMh1pXReo>N1Q<-v1XgI zVc*!1{6{)T)sD2TLx*~^os6~4{5jh!JUl%;-Q6*?-qyDW(iS`dQwVNEt{)qyeLuDy z&Es{~l~v?)Q$9QkjiZOBrKK%h_9(~ymjmW9h`|n=O{FqP@$si&Am^H*8h4oUA)4t4 zd$0Y9MatP$wUO;1f~k<>e)yW!2n*p@0U5eUwCXcOuogayXlCZvAc(dAtS78 zNoxLO!`GU|KBifl`rA^k$8Jc267a{G?3Hew4_or!=ALc!y@T%5pZ%Bh)jwBtJ#%UHcbDF?r@5-CDnp>%p|YmZ zAStJ5Fq(dlHL0V$-9jqrQE}AWyCM^YDH|+uj+5@CSb#gV$_f+;%;_TL3vb}v0-*y4 zm+-hRTeYe+|Ex34i>R5jJ&n1UnWNFaBQtLt$X$Ca)}K@(J1`An)YNyGNKinx$nX6Y zp#E&x$u9W5VBcCE?uF_|FUnOA7)1v+g@1c&lya&l8Aei0)&^&K??M(0eL{(M$~`n9AM&bSyKJ$P3x7uy^LbsNM& zYiv;mZ>V`&JU8P!%*3XChF=njE+yf_O3iVe_+dgn8%Q#SzN{2dyR zAZ%DEEq`JxF<*SI|NgYW6nWjt--;N`K#7EEBhEioNK+a46@d&ay{{~J>f7s;m5aKD z(#_sr_(QpFHqB>7aQE)$;2>b^GGiKeDW0VF zWcGVle)BR}3W@Ikc)-53IJ)0qj*7sd&hn$-rqGKKfJj9W>2u*9KH$;?p5DK6zlHSi z^Ojkz;L*qf%dDNOPMvnOKITaLy`F1ouW%-yH%bxh}Yp&tvoB75%|6VRMO4WK zn!8S3rd|{@FyFhc%0Ek~V{NQFx4Oa&m13&?(H)0k*-qxjrLETBe?||Lrszg@@KyR9 zD&z33V?6FvdmkP1=E-B~YVYQ&-bza&4|!eRWS3>e-YpTY66GF$Gwj|oGXE+8YoSZ( z&nW)-GLcu$9LU-ue)boKC;QI075TwSG-tNgMyaai*Im1@Q>%eh*w~_5aO1gs855@T z%;CRea$c&Z#Wub2EmWzSQuWyP(>^QwP(^9XuYPJmk6%NFrr+qe`0kNs0r8IARgZ@| zb500JYuU6(pJ}ZdtY)gJdR#16prqEL?(cTm@Dp3gvCu=J{XB0)7H7y575b?B8eM$L zF+?=b>5@<*l|57_DWT5eDZgZK=BDaBC*EmpZqY54G~`UEvg}OZ4eY;`(`)RU!(8Mt z)gUZ10GV|*`v}QAu9rW44tFie-2403|8RFD|Lg85IXgJJ>bM-Uv=&viK4WKTt$jdI zRM*4BTGT+(!rt2Qw5X1o#cATdsgB2NtVQ+htZ?VWc8N=hs#)9F*q-K=mik*%(eCsq zEo)aLXGa%jCu^tE%l^iz5lcnun5*L{ETaGZ2i$*)&cE|1ZVBQCH%F&a3ookWYHej_ zdD_{PTMVGy|9J@1x(TuKT>x5Z7@ zWPh{@8;9F+H@&Af$!E3A62ALq`hPSzx8>x4_M*GGW)-L316{8x=gSpq396uncZexMW+uW*4GgzOn0had?$L~q_q zCS%kp7pWM%;Ul> zMEo5h9?l;^LWrh zG(?$&StoJNp+eZ$I5-#>eA+WqkcnAPq&E*ji7G5!Ef}X;lE+tMSy2$6Kybi}6ReDE z14gE&ry&+L3Av&p8Jt8>?BLI$iR2Lm>nBlMu&gCh4Wx#$) zS8K6P@vIz*xy_QcT6h&$0cIhSMP`NYc^^eCzp#$i`GiTUT0l~SR=wE6%a^j>JEKGt zka>qYFpDHky_EO>sH6owdV%sj#eBY`sEmMsdhJfTH<(bM^4Q!TfdUKy%H4Nd#20HN zp`=3OtWdx`2GlZz*#s6AmL4A^=;X`+l;t>QBZm|m0&8k=Dd*aRAZ^XIcCBT*I<(A% zHyRbrx^0nj*Wz(Q{e>$COTJ{bKEx%8j<%_~uD~eLe0#{T^~r@CjRt2E(mcK58h6Z! zCn4e`2hN~jauc8PLqG(yXxc^I@@}MG7#=)}FNl;;VMN5ttPSuBpPhZv(Pu8(L_`P_ z2Vb_RQ|i8cY|cGl)9#`bSn9qJgpvJHHw15xY_SH6y}GWh=2CxVx5oB3^v4n=DeA^3 zi(m;ABLskJl z$ESdFn-XJEwgVC%`>&w97LYMTVUEdSOh4wJo!$b+h? z+?V&|h?!>#COKEMo;V#ko}lYI#rV#*_sCQ;FmOUkvywBYtW>s+kupV(uzn(*$*ZgF zoH0l^i@%&rC=^|Un%ume*C6=4JRECOyHjD|RO$!wO2`tLAZyexeAcl7Wp5Nb)Gnu! zDQfpnv~9tBS-?rk){r?=qv7||Sqm<+93=0BjY}4^y-&M&(*!J`c6R;rRs0rY%Sk}NF4yXeX zWen)QAbVfAd|54s_esXjJD9% z?yI$dG*S(Imh%`j-KP5;EpR_72uGMO7zi@BsHnw7VF-}`; z0jgZ9M|U(ae{H*^kEZ86i$+cDb9g^d1j9^zK@6~>HTcSmVAbGKY=n}iZO=;yj8M*l z81@A@8fmuKq_|!)ZYj_9?N@h%^xQ{p3ORq6|Nd{nWWKT&(83C15S1PBNXpx=bW;z* z1oib`siQAr60yIXH^ANgV=Dhk9Be`E)(}#`P!pZ~EWlLqb$mh<)=tVVJ~-}RV^~d= zKduxR{`eQHDlx_V(2_T(md`gPCg!q*cPgExtM>Uf0?jAN-7|!H8V*@Hi$eaY@r0Cpgoz!0KhD#Hx2eUM z@n`15^A?u5$yjkhXqnRFwU!6an8QKx6DJ?i`91DG%!x2z1t|L^dOGmAqi`ST)-B%1 zFn>{5Nn80HK*(T!|3l>!X95_f2wOc1?(slz)sbc63CioCDv1H^YaN>j>&5;D4X@Xs z&45M+7UpD|O-yTENP-E}ZO=ju3`o#}jS=W6#q796`8|SYy_&N%a>U?PZ)(2AavcBecMM|F<%4*+GX8z^Zhe9>;<}=Wx+}> zW&oV@EjfkIr_(oq;brZv;40SDtEHbpBn+ZFgCxH+nE5!O*@**uz_j-T0w(k*C0OINpRQqD3Z%ewtmkm2mloxB z{VJC&TecA0OJF7Ru3&`@++%wx?^q5^ZZt^3<`C;X1hz-=nFYGyEFZQz1TuG2M>oHE zrNXm$CYXGU;uTh`{0Z`gI5d;i8AR;AmUM17)yL!+98Yip9?X3%t2g?v%0@v^HDDHL zP6AhlN%46T)~*l}I>5K*LyHNC(H1MiYJlzoWakSg<%bbYudU-JL@2PyG3u-kYiunw z!3@=E%ir$XDPLvndZr03wT1pD?0ZS^ZZ+@tm!L zt2TdqR6u|2(p0;f@UBAx)YF}&# zB_}7wuNEuxlKc9o{2%G*LXwhMu;Q?u^O?$oRHV@s(_GgC9Q;V8It$TLGRtv_=6D3F z5Do2{i&t{kt}}?`n;Eiwx}00gJCI{H?@irqxO-Lj%uTn^H;7zF6#5O2OKR!8@s-d> zla&D(WE97!n0uSk9FJBVBk5cduAuhw2|48cXy7;_2C?(z5b5^9+ zA%s$WTTH1>hsVe;k=Jg@qXrRuTxYvoGGK7GxA;ns0SZdlXHHNL;@?z9NE~Q6ICCL> zqiw>YxgPzv*E>$UPm}(Tb0~k+hjh*4d?mzO>lpQ^v8IilwoTkV6+GQtDl3Kk)* zVqwT1aCwLN16e3Up+T;ev8{&C5Vf?lM3VaWvNg5An&BQCa(NGohC}|UNaq!3`YY(5 zC9rsHR`F&aTu6YC7MN^`7#Kf{j3!KP2@8wbr?Fqdmeg1b*>bTq5gu*Bv2^8&@zA8i z8utP|C_alb11b@+?mzB1)Bs&0dOh&MWEc9-^P3u_8KZ0|{t~DY?@C^kkVyIs9;g8T z-6N2+?7(H~__){eMBH!~LD_+UEVlLQDV4#A#lX4<1>*Ks%k74L{BW^bl`N9XWw+GM zoBxWg5h|Jl)_8J!7Fy;%hS+m<;^jk zjqrkacMG0^ja&22&v<&!fS3k;yg%!j)&D^O%mYY3atnq$3Mwi*)qSYCa!axH zQ&XZONEKuX`l8x?DBunhY9F+Q+;(8*w&dlV0fq)yKYYA5uU<_~O{uR5svYm7URoUR znD=-{Fbvx=mA8^h)eJrm!hs3u{G%~g%Mh4i`08CWXHCYKli)+GR>4sAhtiz+AhX&R!QS`Su~;dDva{OXe8;jJOw^^- z>X6GIJdpROD^u==(7%HDk|9}sz3#+Lm|hP6`jY+xtJK)&jRxCa~GS z_sKxJ7oxDJw$R$43+h*wCKIo}?xXACFQ|=>Qe%H;qCyHe1j}>e^1WD;iJCD*gtoK) z()l)`noc5twP?w}wA@fhX4ys&IUH=zZ-d}~IkGrhjS8T#vToQfXhaiOJm7gyj)SyQE0>m4KJ-x%^;__Y~faND-lI>BkM+&=pc{zVde@-VpnZlJ_gSxgogEVoM zQc?BU%Jdr^C)Sc2k@&!Rtd2_uDz9ik6uS?<=+VWWb1OaQG)-;!-nor!lC$ zG8*et*k-?{N%lcKW+6*F*|m8J{kJmbE$P{I@9Gz~rj46gk2hpIxcTkp*}cuq)cU@y z-;bNAyne<~_Tj@Q0Ej6|qT_%>8b5E2UWWIxy4@ph)mUp}R+jE6tff|}vRQ+KPKF0s zrKl(PM3K2|B9liTi5EHVR8h8Om5PbUhxAj0pDBanp(R0Ii-%fwO&g_llDT2+ux=gi zqMe8C1kE9Il`}+R5Unv#+F^}j23NK5z7iqegmVHVs~8ezLYTJo;a);Xplr<*y|IwF z)kDR)rk?BhC_c`P%xk!~+R&LCw+1NHIY*EN>^|(sFU@y@(z4j!hhhGTMjh%|{@x4X znG^H3Xc0C2hmt*Jx?NmdYm3(JzyW}XM7t>ByBZX4KY#exx42jn3v2hgGj@}6&;LHV z*?ZZVAF7}o+*BvEEE-$$Ug<}ZTB@i|a6`;0e)|SZ{pX4&PTq^XK>sy4d6@N{m+w|) z&!wiB?#tzQ!ddX5q;#Hz;s25i2luS!@SN5@_hODh5*M<3TeRUjs%|N4)LFFfAwBCe z+NA;E7GMe}sHQ~H7UeTDGlRck)9$4QZX^1ZC)84`H_Oq z4r})|KR>_RXV1?4`g#?`J0AqM)vsf_eMC3Fx(ieiKy~7Ba!BdgrzCElw8K&FP#Yfr zS;vu%T)2j)(>~mtLj^aDsA2gd9AFNid{{0rh)@esUdY9AG7=`rshgW5RA-}Vm#Lm8 zFOck$+dH%C>F=2t>xWQEvpS2 z19~LsruZg40QEpnytYA@05VaJoCP9?rBw!8@ZiGfk$mnRq18NDz6vJ?4i*S@we@)E z`TQORQNlLyU_=%zw(v1Nf;0jUDsu=k^`lyXl_0mytu1?YoZ69}Md*+kW~#OmDn#W> zZ_QIY7>T#RA`9kGp&ye;VYqQnN^8YA0FI(*VHC5Usda6ywSboJS|Aw4-L0htw_N1J<-q;1d{ zYE}bAbs5;&xS#?Dwgeb<_Us1W$I1vbi7eO)!@k8>onew$yN7Dm5d`iUjbQJBc53t z(2yI!`mEw!xr50TDD|aFN-6tD8k2XVhb@o3WGm*&l$VsKsy)J9&NQ_#c~5J#ll!YH z;r_%xu@WXD=3c?Bycf!;)^4*u~wa9Ma27TyaJi&_DLiCtbl$D8W z=L#xFk>N(L=#V1o7N7T~Hdnw-M{B^UGF*GFS}HV(cNxaLmEsPTz4SVd{?n;3<5fe$ zPi&{~pB1`*hEXC=+jF7(SgwnOt3NIjUNg)6iXGGM5Z(l@0At=kDHF9lS1Y`rlh9cx z9(CH4dX}JYhNc{OBrs=vIHYYya}J>4ot5+!OoYc0q*Ppxz$4dRA6MtH1wJsg(z@^( zxKr|;V|+qF16A2K-GBdjGWHgF&~@iYks~tB?Qfo4NgqD0MtU2j68~t|G|$U!(>BpX zI+}xzLz33mAV%>Lz{VVEQ(aTszt`Zlzzs7CSvcg{)H+gTOt-yJl;MV8=qLJZ11}Q{ z+%HZV0lM31ekZ$1a;SE8s6Qspty68Nt7`&zXoc7_Y?0m=nAdcmd`pz`(6Z+j5%~`4 z6FIs}e7yJ$O;4~V^ji-Fx%KH<-?$ut1Dt;E$Q8u9ZDI+fn#iC$U|XvEpq3?s zeVyPDAxCR3Selm7nV6XH%rI+p$=}s`hSZ9VRpeP&0YHJVrZmzgKny*k_3;_ zfpKG?HsQKwyIQ_{nM23~;rF3UyjPiPe14zL-n1IirWvh9Res>&5|pHnDMp{;$J7Y= zIfN;)82EsD?VhT=7uxo8;I#HuR&8iZ-m8nRv9I}buu+yZjv&oabT_ySx2rVz)ia#a z-7eQ%;U#Ok_5LOuoRV>#dh;ydmf7)go?6w|IjL=xiN&LK()mM|3i786x&*j^rffKg zd`3FrRD`39E^XcI>PaBmwx+Qwq_C$Ds z5>4k>^np0#wdC7w11v*zWBm+g5&1_TmwXW}RATAyH6S&}`4e^zzqW1MV2Do6Zy15b z-8j5t1&^@Zd$ecNOVe~;0ot@O1{s0-B~&hgmpUWbsmoBh1Q!ro-WN3EM)+QnbaVNS zwpYT`wycl7=0i^&RMe-?Vgf&@PGq=3veyXN4p~spZ5GC10s9iRgjME0oxa5Tq?ReZ zn=fh}>9sp(CpvikfkPY}-5Fz($aQ+NC_Hy1Oa-qB2S9)*Ni$5G^@7v6r39cVYqL-p zm@?cym;2aCh@4nF{P77*ZvQrqVDitT$wj+*iy~5P4d?vo@!;$0i@Xv&+Ts)D__4}N z@yg5ZMp33X(_qd(RX#m6CBPP@boZ-N^^qCA60 zBZ4DX=zS}8#5&kJF(qUmn7RzOB}etem~m{fYyq~ z_O#@}c-^L%_aehA{;nq10(Ngd_7hkRQCYf02*lOLK8Xjl^@+n|BQd1>-bH`cS+%(t4ZSuGIF2Tir*T;zw#9D)3KA zOdFvrydA;GX8hFN4Y`=i$G!tsMt`N1{o z$m6N7IaNlYd~p%7h4Lqp*e1GfY=tytT207T5Z(y&8x#>ukM7NwJku>Im4zN8@UUmRl`6HY*r6udn{r(u9QgZDVEv_fu+SQ3!h5HKIY=msa`3T78gmz4rUninkoW zCu$>u9T_=0r|W3*cS$kUku}(QF_nZ-7jy#Rj=mauZES-DOD=lYEpo7NlZKos`>xKQ z;P#*5dCPh~Gf}2A=M-y0ReH!m(@N$j+}~1frlEu;T$E57Jk(8&l`n@%EcdRxU>PHL z*AGQ#dk!JJ!Or_A5iIMf7YnUqKF#}5d{=7R0@1$({~Q67Zh1p_HPFR}m>C&)9Z!>} zD4WxHbevax=dgbDGc)gQDZGEAvbA%%`jwoh#x5)~_OW?w=jK;z)v zUmOyFL##3V*d@Ap@r$QtRX^NfOP*o($*1&S$y==t+SW&;V^Erc49&uiPp~q+{iZMIiMeI}=6KOIZUrzvB;fZ3!eZWT01|hfw=PiN;Y7rjBHQyXiRaMuD z<&1x7yx%L1w|0DFWZBA<(Nc~^wL^b_ad-K|)Nm=Xm#2S@Dvo}mLeHn35@QIKd*$Rp zOxXyt8=%rpRj|HJeg7;|o=;EC_}X{&LE_uA6!a*-(L==~TB8Y6B{V!8IzBKn$anxH zVlFN&%8xKvw6>>EWE9QKdRb56dW4o7miN)wL>GQKBc<0bKKm-^xKGf&qj9P$1Gdzg z2@~?hz}n3MmIr1tTs<_^XWp-)o=^?fL1t>`hi>EZ&>;jBFNyUTR(3Nu*oM&K_h1j+ zomCBZb{p3Y98Afws_|bf;l3yV0XL{c6zqr0r-z3B4-9Gq_#SMiuu6SG##{CrR7Y;_BeOfHMR#9&W*U_us|m4~jB9U>QSq4z?v2#2N;U_vXeXONP6l-x)z$XU64px3%TN z#_H~veCV9620W#%)(}q(#VeN&n|>_99)f#;M*f|q`3fQx({;oE1hz$mjdYHCo=hCe%CA)ag%I7v_uC{XY9MwMu_ znId^3FilDWsJwL;{t(K1u zkPY=dVB6b>k=D9eQwF&Ou7yD3 z+JS=*!qOAlx1fhR&UH8LsQi!NH(bt5S>*$?(A(x{^hODCq2_00FX5E7*7BBb7w2*8G zdIZM3LIlbb;~#{m+4{Umo-c9BL%t|o41>{zn)yx&fRQOQ52H^@@dqgPp+g#`hV35` z@^|@}WF6$A&$`hcEB2Wy>TsB^_T*6m5(zsqYIBoiLQHv*Po|zt#q)k=*c!~;?^SOL zl04XVRFTh64R|Mz42vHt-qS0>oAy?ZxkV@L-M-^c&=puJc^a}FwvyvJ5Ui<^HX8Xefj8UMQD<@3^Lv2EM-XCKNH z{?xN@U+QzH7o)A$lDwk*G{p=g%8MO6Mwv*e{PLkzF08w4(;6%hR**fxGAMOQvQ?UP zZCm5W4#q=Y!JxE8V)A>aSC86DZiH=>Ceh3vc};2#oBb%Eei1SOlFeD5XCM z=`lk$?PlVWETiwQ&MAfmio7os89wm5Y0$K&;$diG!@Mepxd|+Q2q82~KV0H+dTE@t z0E`$r84JC16dIK%A>eD^mIy4QlN2`j%+Zw;2;yqQ*00y*hEH z2=0yZVIQZDDe6v+)-=tSoXc3H8h8F4MpRkwGwrwy9s>`EXIUt2$rSb5!#XYYKgU)8 zo-FWI3?DBa={vA(Lgk94?33$BBqph2V5Z#SlK&2&Y;dN*xQ2alH;{-<^iKd4h9+Ys z80lEptroCu1m$n`bauMotAHD|**mQdqa90EuB@W-hn}H|m=zTqui^+eeWE^v@-_dt z?qJC6v-u&lcYWaJ7%e+9w00D4LKX&|b=1oX8_Y0Xjm`QKTIX9tgO$Y$(21&CJC`QwTZGqjPdHei;j(Ce%R z?t?mOB!yY){75D-l%XCLDdiYB@@4tpPXQEgO`uqU^1XsXQZ1i11M_ien{Mwuaimts z?+o>Az6sUto#-2>nFw$__jq|t1K_iFb|%o;nfm6Npjp5!P6aJ-G-hX2$)v&m`Yr;9 z52Y?@dd|7%O&&dZ6y2Lv-SbXQSrt%RZsFv7`zzV$_1>0(>7uqLgXi@k69)?`Zn=1@ z=SwI!ICsk>;r^})9bbX7LQfdPjZ~3W-(YH*w$Ib4wII2G=)2rk^rNpndKhkE=wnQ} z=*Vp*a={;YSD0GJ#Ou?oIy>OlqtU5rzW;uAGJ~EiKmOWkK7L z?f2{KeF*x;TOo3Ym9`@La0CZTVs#Q$Sre`$f{QZhwIj%D)pVsjMy%|r z=<1IP&v~Oq5whtfXnk!vktFb|gylt}Ts3K5{kqbp@eX#5?OV~8z#Fyz3H~?LZ+EZT zVw+ZAuFV+kvupgH0J`rG5(WS9V1#&mnweQ`0dl>~>-GQ%)m>fN2yd7jC+Llfd9`ic z8!$#%k)UImo}iMAm`3z{`!`o44vz%cF}3+%6}FEildz6SzmN~ktm-y`=x|w z(hT&?&Q7FYa(nlV+XPXOOTuc(@3ME((0W(@kZ+~P^8y$9t0trn3qiMv3+&^;rrk1; z9KzaY-gNp7{=ww#XJOAw=~$OzE)okhgj=DjMn2g>;bw*F+wdG5nPvNj!K!m**VzHX zLu17fVxntD3+iqVH!}{-qzOWv=xj{%Oj1%c(lIHW{g#T!WP7rP^SwW@MgUQU}yVs!nKfcH++t)PhFG9Ww+_Q zX%RoKQ6PAXTH1Dhm;by`lz?+fyXijwUNa`hEO%*QZ&6I?d^UKI3U*cs2o(Is0#^)u zdZJ{Z&YA?01Hq0A(6W9>5#vJ=+ElS)H@{fIm}D<4;~;A`NQGOlq~)6 z^(8jT946z`!YcMngI-j2ro0SV4G-G5Xd~Mj31^hij`Hn?XOUL&y0(C?9N=vlS9l}4 zXuoste~0b#@{`UG^^ij}%V%Kobh5y8`0B=<8+jnwX5POvc_o!MzVGdH^4%*+z6n2P z#&krAgE`H06JE>T`DAy$(m9J?lc}%sh?i%(j_*04Q|s5Tf>jE0HF=zj0(vQBOsZRS z;D9>gfl?shLvKgihc6P+y$AB-w|hbSnL_0*87 ze8GhydygXN1s^hb&QvC=^5kQ57R5h!2s3#xv;BR@|)@IhXE8)cn(YAF2^r5BQRQ6@I zj9&Wsb%ha-?u{svtZ&HPdskntH}w@ElG3g(TY~H|{y4pBtHkje%I>HL4_ENt*8~F~ ziAdv=(i0gP_S#b+t~q(73|hEQa6SLF#2Pm$&jO4$)fZKXRuna6^@(ifa0_f6Gw(k{;%$j;YUsm^Y&U$wui&2`<^vLMe2I5O8UCSyw}^zy4cEAcD2i;RmHNI4YvK7X>-qf z7Qj5w0iS!kyyBc^x@B>vmC)<2f#prWQesgrVYiMyR}eYU>76kIHyVG`3adZIkJ4QD zudW`ckzJIdp9;NlFh6O8 zvI4R&d}gVMStd=DIV=RMSFr%=T^8+gWd9GWmw5OeSTAG(=XZMgu7I=kLJ8=1;0$TY zeDmwuoOa5Ra;=oas){tvEK&)+sp;Ch9FUIf^9sbZu)b3D)QwrNgh@{b%#k!Ng(#KtBc6jxx0qldiUs_ zn#`=E9}}UA&{=u}ww(yq#i70Roc)s%Mst+| zz`NN^Fp_ERvgD!_Kly0nGZ8zXnd`3-G}SZviggwBIun#1;-tJIX&16i>4+!l_{M|Q zDg5615+*`a?6QiWYp61q+_ZPT<0X)9j|~3bs9q!P6@luBnigoiGl{o(qdB*&ajD&% zfr$=w$N|;OoXQ2zB_xPZR*W4>y>_Jd!^zz3XsrM{iJEoF!2KPYgymYzu7> zS<4U&6Vi)c!1t04WOXw-MUAr58b6^~yn2&3W_);RMHW-&8+xHk1vbbA@ZRivd7VR6 zKin4mTvMTpMo|=RGDx;>8%q^540%aVQpLGC6K1_@6UQd$D0Rm*23{u)-Bl%e6zjFC z!T!W}l0hwr)h8@%1+Z>nG(+9G!bARpy#9xCOLsLCIm=XZN>@mK56}PodL3&X3z<}s ztrk>+Y#J;Js=3XNziIiU(@UXw^b_6jGMl^+CJr*WHqA^PVAAdSFZZ3{U==LX(d=C8 z4Gkj<=YVG2q8p|Y$6GEUT-6*lP@C1i|0Ik|2;gMvUL$$BX0pRn8x6A`lV~d;+0iLJ zqb;hZebH5BLXh=fZ36Wfps^V=fIxLhZrGCi+>BtYP9Bc=LdZwV&HgNQEvuVLaRA)d zcZ(e(o=vdg1pEOR8jh-@Le?(F&!-RR<F`CJR^yP}$ z_TD=2$T%Nw7_8DQ3rQHq$WIY+`p#p@AK%M@opJTt;z;W^n%!5kH~sW>{3al+F*@Av zB_O7^`1g(~zppDu=BJ2}l9&{T&4esfve<8Jh42~H{7Cl905LQGGML(m`@bjD5yDXj z*pHzx{rpu1xo!iWmcqAXMl$X!Fn*`(yRI}#`*K&*Y~N(TW1Xa%HS^`7xb=CN#g#kQ zy?+c!IZA*RJ?#Qzb?`FX z$Irvk<8ZiXH=zT3Kt+Y>`}llgT3HCC5*!3%MQNX<`PYvVDLkin)?}9S^Md*EMC#@r zh%ZzD_`m}P%ZyICd7cvwtB}=oOsXWE8%^1#wv&G?V-6W8?Ub4WZ`JAP3CCo?nFIL{ z2~a(70DIp!M9*%!o%aIh*W3&S3YsLCsZg_J-@G}hR!QG#Ywu?A8d?c&xv%Vb@N%oj z<>C9_^^9^nWV4!N#DH|#Vr$yq)f>J2;_8aOk!T5Fi@w<3s6nKtSmnL%%+-lITKj%V z)o$P}N4>>qiS?*Hf`4{ZgwZ@{ku=-aAE8>Lg*hCM^zFm9n2~c4yDP5<<~&N8P@3L7 zFg@4MnIif0?jp~~I8xqwM00$P^bf~BKoDr zoEyWE!7N<1V#Q}5`v-;5)lpuJ`KP*Hg^!3bAE*cc%VkjSA?X$yw^9UY9TlB$Xa~FK zRY@5G4i+U>P7`ctU#3MJKZO3ey@2RBs$1GQU-Z~4y;mp9k#1QW(9FlLVPJ5ZC74XY zR+cSIt4m?Uqt{FeLRnPLz-v)Z=a#(FmL*%1hR$ zu?|d6Rd&&QMONM)E^!T*rf_`pxsq3VksMea4*KkJJ1FL0aA(C`rbulF`JIR=646oH zi`r0~g+E$7(zu;AcQa-_C!d;ae9qqi$I0Tc5*9ei&NxC^@0 zAYf{y@=k3;nH^^*&gVo}@}%1XJ0(1y3^Nl0G(RuNdS&=)hq(w-JDD3#Hef3@I}H?vfP3?JIpN>xO-c76_{bY&7}B^gkp!)-&OStn(VXr1WLL8?Uq$#m|z{S5&gk z54nFC)U7Nu$Zx59IXG1Qqo~Yf)8ojTU0_X-NI%Y`L=`Isoo$ephz|Y=!od*_w~+}x z$BCy4T1rR05||P6-zwMI&$Ul@V4{(d1u*mZf+VctN;3Ts)^FN zn){_sTj4Q0bAg?^exC8zKTyplTDXiJBA=P&H;Gx^Moq%wfI* zE({)<)k#7Hf84OI{P_yXHg6~j_?_<{FKI*3V*iDUmdN6}@Pfh=Qn(61t0fueF#j>> z`S;62l1bIXZ%I;glFQm%_`#gU>T3-y9v&a@Z-3~-tiFB>v}5ov&|@wkZa=By44Je% zW}cf2k~%-r7ec=3k8sr&;nIaqh4%;0kADur|A>dPC3DHbukaNo?#zoWI_&)OWOF4} z($D!nBN)$^hEHNN z-<1n?H>pb(UMxzT^lS<73vQ-A@AI0aBx8XLy}9BKEBeH>xj}Hz@W6Zj+D2TOk}LSe zq6_8=>4_{QcNeZPuKdDx^qs%>?#n3)3uxhmd~qFw-UwMLML6_8AkJb0jwfl47xfX78 zHl6fi5Al}78v70Dk$=ClBH3!UadA4uw-HX@Y{;MpAl_;a(b^-?zp_2rE1Wuf2z-55qZk=Mq3?k^#6)OnH z9i^X0CN*W3W0T|*@imstNmwy+*Aycq#S{mfap=$?@jF35_x?dFIiwsO6c9as3`_xj z>mlB-%$L|(0|RJwb`1;=Bi1;c5zsLS(}{KzNCLWv{}9h+LHUQm&m>aW)7*HjRXR&a zYin%fJ9cR%eH4GZypZnbW|*B1W&kipr3D?3T=8*a2uSok#t`GT3lwp{O&?7&yhEm- zV0tGehHEe3R_VNh={*G!%AlbXf!~G}06f%+;JJ)u0g4cU!G%(f5F|?LOc}p2U|CH)l3C-1Lpijd5{w@^^!+fJz?H0=S)U zHiZgV7RJ>NqBi^np4pz$JzwBGj4?rcs^jnOdV`)YMi`_8Fg@D-1Kb<#g)z@Kw)mB_qtrNcjmu(=NZ!YQEeYvIr?@Ma|yFPs}%%s~rh z&!)=CeycAAQAnP>+qC6f^q

nwoZb zI&RU∈T7%QhIX{W+j6&;L4o$8R!mRQ~uFbw)sPY=V-nugT=;w)X!Wu9bL1`pEA{ zWiIsve)H$7Z;sA?4NdfucZ%xIN9zR#mVzpolH1EPO!G=B(*6FJ6OVRiz^8u=$s>TNc7sY!0=4oDTYh9+_uisGd$5TRjNUN@X_sTsD?+nFTzv?kB z#N~kX3sJWuN;)-`@!Q8!P->eP(+>eH^;w}OJPXI>N1h!!TKC&DnlU4r#UquE$>m0l zga4t0pm@FK_TNb;E%7LkDlL7zCxrNsB*h~u)k-}u|2LnmeER#(>Qg=Kz_}2L5V$zq zZq6?ZUk(2N+CmUD-@~eK=M?jw(D$Qnhxx*Xz{`oWHZJ(|rLTN4%=+h?~gGVA+So&HX2$Rq>KohYu}$ zD&ptrRSN;`llniw8!_+9!te3Z=YLk#Jz7~u*}{5t^#3-W518+<7-)~)@+Xq6Nus%& zpP3($}9nGaSJgy|CbosiZs6&sdh?Z_>k9xG#9& zhxu$sT;}A$?%Qm!rTw4(_;KXV(%a;J^X6IVL6X&q`8bJe@IOO5mhJ7Lr7gi?dZQb% z-{;+V;Dp!vQnipR>c<3GKgm5UuRIte*19!8I7?*V;yZt0D}J!{ue%;I+F$oSw$Ymt zO1|;recr-WEI5XNow#Yas5P##{aYF=xvn-p^4R@avA=!(D*U*DnIY%384h9kJKwNe z&F%EII*5^*`StQ;@bm)aTDVvJK>lmbjY1U5*&?r(c<%gV`Lc5Jks8`;|G;Un>S39T zycA2J3lhWy@YQqQy0L$qO$>i#oXSGyoMhnl=ABty!Ra$D84E6#4%|%c8wNT09eV$h z^wxZ^Wh~^*B~o(dXL(L>F60q{tO_?y$SwT5owcNr5%Eo8ArX`cAt~qg{yB86?5wGY zaQlM^g`82#$G;il|7 zmM`GCK;#`v`*5Zv;v%VKf)fBDz*h3fVZ(D{dvm(Q9ct=j621bJ8Gy<)CRqYjKwd+b zkMF_$ON+BO@tmN=ZljE)Bj5WlP7-ygxu}3K`>p;_aEm+6$i=HTd%C+Dpyn5SNE-Do zVi86~YF+U(g~(IBPr{-mg^>nw1azT3d>#|IiuK@JTcIhf@hqE;4> zD+hJ;6oXlyXBy2(9(esq%9$&#edSIP`ffzO672${Bp3>?ev3XA(P8GT!6yYmt(-}0 z6}waaSs(HlK8Er-{F}0S`VQtT`4V?)pDgN1WLubXsR3d|U5s`K2N#!UDCd?fcEl>- zu9~kk#8`))tQu~V$k!DNYKwg+F)nrwV>_6(nL`?dj12;>xd7$=-Vys8Px2kh=bHIE z7;#C{HghO|OtB?2-npw5B1fLdkNd{O z2aSzPyhd3|kb=M_cP$$my2V3Zzp|klAR4v%L|1pWezJA~*xs1R{`~5dUpR4$)ZWXB z$^X5@KQF^I`}(^JA%EHDkLUQru__cRgQ*$*)z_DV8;SBBlag*A9}>AsbIuUJc?^5c z{kgmR3{q}K_OIO&uhYaZo_mpHCSvVM&cC%xQ$o?LB$T_M3B)nK=xmsSb~n}6kFfd< zOAwy+jAuUY@9h_dr{ZU1Mw{Nge|kcH;V<=>e~jcdueD(uJrYDBAQQ#kMCZ!|Eo2ya zOGgqF#jdn`%@~`2lWs2AIb%>0BcbEpgsc+8N$XElRe{;W{d^lklJkiCAToNwAUHH& zlx^yNk@hCgSodAq@Sl=Un#`q?AwT*Zn-t_kQnM-+JGB-RoL9IsfDDxA(F4KK8N6`)1Q2ZYzoXxcLFI zu3bm)Qgk7B1o^yEK0YF#Kdg~O`6rHrm35E9+pA>H@2gi0*_N_AJjq~R`S9WZ4lGmF zijO+y6w18)-wN)@g#ZFL6rUR#8#_8e(JGC!NomMzp`_6N9)hdmFmDC7zAAe=^haSM zCF0boPL#I5Lqf&96WQ7*T`Le80Mb-cRDh-h#gP270`k?|$hR$--1a;N130D>BQ0Z_ zAE)5k$3RYi&?DwTONy*mWdvMmmae~@{|`Gl*e53^+aKGm_(~dePGH~Cn)nG{K7#Z6 z8d5mF#?W&^s`Vko{x(5gDv`8Y zM|K}bJNbzrI9N?F z8B@a@kDy_)Fo#>L@AFx=ZJ+clLQv>z89LmA(ztMJO7nNynoBjOYCWDNN-5KhpsWCl zzCacqq@6w@S`xj!k)IDzG(W%wf-LNZACBn8!a*e=Cl7qRS3yB5D@po_?6r~`%vdcH z*?|K!m$D=tKHPfck*!tVVFHyb{yQ_+F96dbrtfels4U&V1@zxUnvM*5kpD*u0OY{P zw$O!guHX@6!@r>$QXhv4JU0L9(EbmhLYXT!I+wUws{-jAH=qe>$3W zy<}!)e%F9n))LScy+|XA?-D#O`3OC!r)9A#dF&PG(y?5AhvM7)H$j^D^z~~ga;B1B zko+duMCbvJ^8vXYS`g^Tk6D5et}@h)S}oeEGuNs&%w|fyuHSX|D<=g~SZ!E>XzV~* zX%-nd9Ca_!^w8v%ff{(qJ-7CfKo|kEAGk97y2QGx5Pkb3J=^TDviypV|Hbos7yCa# z1Ro(>wHfI&KqSll-OtCMoWFaa+9>nLoZ=eDmSIN!a6`GD+B`T5o=kjlTPR_T&c zv5y_&30Ye5yXiSBpJoi->707V60)|g-0HzEnrV>uPEYjTJL;S24Ok4fHfI=Y*4VfNQr z?MKqAQ^fS_EVg$WnB`D<+qchJWf2ty2();Ok_hkWs+Yn+LMx_f%YFQ-`%q+@GY`6# zA-7_r{q!(5%mvBRgl9NyqjIo_AWY zA~PWFagp#>BU^5E<%vTB+62_FMv)ZnjjZeQxx^+KH7bdDvR3~7{>y*2vUueo`T;z1 zm=sc*4UZnaJl1T#u&@hiO^C8dD!C5Ht%3TFGdYNxr=ZJ*pLo=_m0U`w%)>vTkbt{{ zG_BvMQ`f>mu}H{reg+_mpO;t4D858#(E8YyuqAs~NIAt|2c(g(`H@a(Yg-gMTy<;D zF43jMcc8@T@95MCE84qJPxkkHt-u$FdV%M}*F!q7b249b7!u`V!IkXQ`(3mJcOOAi7WfZ+>Dh_AoDo(w;E zhGQcy%#WGJ4e$K$GH}r=HitS3b&gT zKZf5BepjW#>li#~v@k+NPp@d-ifPo5l%V;HQa1E2GDsv^;gNeprkC4?Nq@JOx`xJE z(qTSAe_0)D3PycUC`j*c^pl|Mtu`UfmEg&i3@_j___^-4g0Qf#wDdT9D71>7qkS@c z>3|DF@+Xc2afsiZZib9kiQJjF01#`j*a|G%u?X}M6K~ym8<)e$*#e(X{Q~rUr1&mUAHzCA z;c{JXuqgpLY=ruEQd_vt&HUO*5hiSffu5d2%g3Wcm{Ssl8I{qs&Ae67Nit4#&Ewri z^NwFGF5c@)F6YmO>vz>o^BrSqYcJ<#)wjh*%GPpytQ084DY-VnL8i;#vxbQDD^CqdJPU*N(?nJVhKlOhCjb(@^IrB|6nH}Ab%Qd$aDhhD+blasha z@HqRP@A<|^X>nTs%?_QYn$%y-bnGH(WmhG`m_$x20Ow%2!W{+ud(gMxx=l{p(hT|@ zw91$u*NPdK3z?~IT@4o>}q*URF+Xb^WKCj8%aaK zC`H_K%+?|AgD~Di_>j(yQ0CVW&>XIiAeR1>EG|JlP(t5?&?gN&L2;p_XnOtNpbVzb zg!Frttyy&t1^Uf0Zf5BDURq?2TA=QIn#MjKkcs!9+(|w78@^p1K6w+MW#|ZOqJFf~dky6~^NnWWF__0Vk%2pT z{E#h*Oji>R8M1U^OF~TnRy_!65E;~U5yjWHr&fAx`ty+(cL#GePUVt-f$SnO4ZCbm zTC#ejYo(b!(qrE=7|r>kSQvb^_o!$r`Ay9vd^A9 zi)L1XgZNN+pQPhanv?e>h?If-XvGIh4qU^IW8&mcCIEb7_l-#zkE{O2^P=e}fcDV# zY5=PenP@bbk#u21c`2!>8N&E0o?*V0zhsGSJ_7JA8Po&_DAo5#>bk)|!Db`-eFhbS zjHO`m1C4T%bAt1l3iO@9{kr$fGl73`J4FzE#>o$GFiMHk-bs0)Wm_LY286RsMM%7N zozT)^G@-+=R6DC34QLU)wPe0o|cpg#HPmNl%1v*&w+RHwIooA`rbJS$%llT5kb~n zNoo(I$bSguh|9@=?@?*I87DcG1QV@r;u&2pO4;c0{a}Gb)&{bP5p{|1Ro?lBlDFT` z%PY6Ics8%;+0&=!)rfQ3hb_brYwCrXn(}vAEV1OBU4kPghPwl znRicbz5lOYuOV_%niW2AP{47RhpYwGE=su%hrC9Qh$#B@$NYO3-s)WI9-Vcx=<}H& zgMuqto}!5p11AtY92OzPNKgT)udjzl5XuT6a4TW2e?l^&W0y zLZJ!^UWa;@*I3OTHSaYb0ELyIa+}wLSLO%LM17;%G*daov5vZl0oV*DvRN}%^X{<*}GT_03CRHr(|JL2?o|P}4>Uwc4)t%G=A*@;T#)?MVp_m*@0(+wbnMokQ zLf9STuO{{A4; zZ%{9^XeT|yB~2C5^Ej{*4yn&OAHQ@Ay$g2+P^Tm)*bDj}o2QYH5eUH9u4==JNO8cO zZP`QmiO&a`1cTCU(e(lXBXo8E#mbGHnM>NqML<@z2>4omdB0@4oqQlcKr8}uz{syX zys=RDxyUXgBm~Yb=l(N_%SWqSP1KI_b;9?{I@kX&cO@k*@EECvIT1jtZXnTl{YeW8 z3v@?ids-bmYG`N(NbMN7>j)SkVbrb0>+G1i;t}DnjX>%Ne$}&B)qxmr&3RW{eQEhG zTv_QS7rjq1U4_;Fii|bK$D%V|z3Aw;)}E**^tn;sFH>c{Vi>Qk??Z5iJ@>BQ?S-FZ+l= zw@(yCUiFB8p@L?puWevw$FLxooV)mQ;Qeh<$8`{}FCjRdbu`Kna*aI4n96m+Qy>be zm)ZF2*|YGZ1~#1j>Nc8+xcf8({0j4tN*lnxC+PkT*@J1;rYl&O~J@QHk zP;C&7haQyqbJRYTVb`_EOC;m`fAn@?ootlEyf+`0}PH%!kxfk_?i*Zu%B4G?uU8V z1fnw#itJcXlOS)D&<2(dWS@{~_}Sg9b{hVdA{EW5HrF6O!l*oHaL^|Uo!xdJ#W)Jm zLgqn>DhSU=$+?@}rAVeAmjhK{4{0v<8;>js`k@gE4)kD0`65EtO`A4F$HYk6zh2Y2 z3D=sCV1CUv>PVXZeL^4YW^kqE)_6`(+%H3{+*AP1sde1t6a@)+GNV>Op@|gjKz|98 z(~vi`58PGA0B#jBxI<*{t*aa5n3&Zl_i!=kAEI+$pxC8RSTpJsDW~Hqx!CV%bsEHC z>;m~t)pgtoYX{+_39!-HS*nBIkl%`z_3{^Zob@wXT? z$A>d(<%;O&>9Ie89ayvKALyUi*`*8}dSzLchXDM8Uk~%<3LJ<~ta6L>%>`0I;#yr@ z9m6Hd9y4|$e~lrGk>{>9#$j<|ne9ZD8!5ilGe6MugJ;{bKo;*6>1ir*Lcswbpk7+9 zz@&c%I@cJcnrHR<^=8j}kFS3~IxL7#@2$UAjfEbHv1vK_C1_oVynNZW;<6?Vp?rG< z<%f?c!I+qt>8h+u8QNHC4G<7G@B&r^m~Eo((+RZU#nS(EF_M&r$=``D$;lhNW+k$D zBb@|k?;V%s!tRt8HVO)QmXy>1x&|T!^b8TiNw4FYey7x8!b&~!peEgn%h25+^(nvnB~xTJfL+(hRz6p~u;a-r{#)w~p){Mb$0 z&j>|ZT%NRO6mi9n1f`Uu4&o-@`@ zy(*unrdt)uTwijNn~3~ccH(wIx6~5aO%XI+B3oDrXnH-{MWCK^#|{Uh{LNE!WoV&? zj|j$mI%CqF>x%=CyKdp4@nKOQ|7nKchZjE(gzz<_2CDAUkg!`{xkh)IEY1-G9Xqkc z!efb>(6AlR)>0ijdE@cp)Q=9@kw+zxQ;1~2FH0=3^mFD>6ABN>Pl^5t5_A*FhiQ~! zIhLRtervF1Ir;-=?j_9;oCYl=r8j>K$vGq%HWCgi{-Ka70tj#UG@A$(r6Pj->;VIj zYyF0LSS1?Df1uzBGHn9YNby}2{^?=j*m{y*LH_<571O2=$HYn0OAx+q z6X?PYRNyCy!dtG&-vo!SbEjU+vy0+dZDA_t0WqpJHU=MJ^%N62RG6vZ(lk@|FPO9v=ySt_y+<-dR+F4M{lmoD0A^zOjjtp$o4lz{d}Gur^7n-Do|@yDX|~j7$1ITdf_iJBHIme4 zgN3#Hj#&r}a)l7-f`mq{^-Jm*@wli9u<@$H^3vZ#@SUSRwgT}uPU=_GUwaeFuOIJ} zdNQu4tdrDhVdK=J{Yibj8>2-2ePwxBb$jQMmmiEq)ZJzU1=^)IPkC`oeyt$&w7yqa z%+nl~um1S*3OpF)P=^qB)a@+d4!@4yp&GH#}oyJHMD*Kp$YgI zw)P5QA;s0?;q7Y_s~%2|61B-j0E*1Azj1rpIyke zf_gF+27>Dx`BfrafDjC~enWli{4~l&tMdrX+m}+{(JaBVgA&h{ZKPuFSAaZ}9l?RO zkk!!8Kx6pjix-h-oEjUu6cLeSl*W8`$>nns4)GSE?89za5#4eJoLqO8r^4k_(iKy9dUt`DRfSvm;+2}OE}vvShw!YMHvJuC_I zh1ep5j}P_l{C#gq%oxa3T>K=egVI7cshretns=n!^u;8k-SbM6FuVtCYD25+8gT^} zPN9)W!oyAUL`(9C^(Xy)wU_RN%r#Exi^h#-cTqwwB;lmGK@7&@f`xv(RCZ|72kYB% zr|itkINoo-Iq0@wv0hC?lr@PiAIwUFsA|K&;_333-hursksr2?np===fbm?GEnBk4 zy?gh3kx4}I931_0P`G`cE+d-QuI#XtsOaPilUJTy(?f`_p61jMFgkg11fZHkFX+B( zGXeV>1*&{2FQ6z?El-?YT!$~{hy6e@Ly=+Hx#qYxQfhEiWQ>ArzG7h^gd&hZoh55@ zp3wJz<~Z^;TG8aaOGW21{zFN^JlO+yW8`>r#3mRJ=V^`!t%s{Wcl;0V0;VByd8d4R z=Rr(&B1?BCkLRk(aI7Zu#-If6BDsxTz>FQ;B*k584cjWRhdFWboN-{t?^i977sc$Ahb zr#`(}8pqQmUz~n63%&_oqbLYQ?HG^_%8tc9a5EvfF{kL1A9Yi&oQ@?g#c59vH`Qpe zUabkA&S<1wKdX2ge`1#J+^J;?Ev_A|`>z?6JVovXLVslrT%sNI!R+! zzrktHvNzt4C(;*4zHuTMe*PwMN%F-17@mv5er5abHk{)I+$=@5)NiMK&Y)Q1gYz6_rVfB>?Z zmtUYJ(Mfei_le}*iRGj46U(4SiL6PD|NDp&Bv#*C21Od-cAeA(Bub;qyE$Nq)1G{r zSOyk&HFh5*s7{%F)e>p{0V5Iq*V0ujAth=mU*WAq%Q2p%Py4S*FkQXktW2)s>nn+D zy9Oz$!(`4?|3=3AfGZjnaa0Us@iu%lfw77BAMy?P|3W+5W6N8rtJBg@Q2RiA=vr^N zsF#4pXtBIcS?P%79ivTrtXf5VxUocXBS#z+P8}vXsgD=8qASD3OP-48=W%9TcDpJ~ zLd&@HK-HS%jo6?Z%c8b(0M8fyQ>J6lR&U!C{jOlwo#=vt*PmV4zXZjJ&eiq2-O6S!;#e=zFbS7@&bfK!)VD8} zKP;^y9zE5feQhTGSN2;Us=Pt&dDh$4c0oD8Q}4&5t_%y1_d|TR{LeQA z^Q@@%??Uf)ESR=w`(6m}nJbJ6ZFDK^Ix<)mc*jihYr7?TX*;l$!OU-H0xb#VFYLr3RamMydI`zcejrLIe+fjHrR%sp1 zY0t`JP3Go8PNn!h*mjL(Usj`A>*(jl=ef6hnccZ`Nlzy`&(DniezpGyf8aDr=)Fg? z3woYPuKTuaSabX6p1!xWVc$#VPu zXStyrid6DnUh-DW-M|;D_bsT6{W>_1KR44<$#bEDj=G(4uldN#M_$)Vixr3+m!4)8 z*);7-_nm1mR3=eiQ_>8FSer>GU&k-jq8B2&;#((97pFuDj9DiaxG#8(Oqv{8MU7hY z6FJ}b50?d6kCjIow@PesY@ZrAI;a|SH^I{1(|cBXv!#uOc8r2&_V3y|TxBbiL`p*k z(nMsZ+P40wG6|W=@+k0arx%lzZ&zxlpDkJ~Xk+hFN*rq1NA3n?UyFbveXK=0CSO0r z+nRi@8aJgRH>2zFb*go-FWXZ%X(q%r6Rl((68|=#N`yINp#I_CRi#x1u?+&^ke6RdZP++CIDm#Q-Hn}Z-1~gRr>ENfy4D(U-eZ$9 zr~P-Q@xLC3epuZ8sp{76sjtEszf8h!I8SIb9(s76E^^Y>=BtBEhtcGGWAJeHrRO;v z`4;_oX^X>tAMD3UhF|^8D3^7T?e2|?40-2gGI-hhO44w-AUzRX)c~#hYcznTeO+B7 z>ji~zq}DNgc9b-$EGEv*Kc#vWOE{7OxF4+#kzFI!$UVO*5}fXW*CKRy&UFY*KsuV z!>n#r(niZNi^9K$(sIpAdc$9EPnX~CKy;AWx)K&99{+v^tD^5LmS{Xn z#)C^2y8GLH#rHH@DNa5!HEA=Uf3Z<`Wy!H(;STxVW*@5KFXVVTFa?fO`1B7BeGawx{J7^;)RTjG{)>t;H>{Gj zb}01xX#d(HX14dw(5|xj@*|&~4m~?J>$~M!PxFWJQ<1S{G>?uvGOe!8Ot_?*_I^@F zRnPdx`caiv+eeK`YTYB{sW)@x-HS;h^Q;}jkADyvk@EsWXR2+ow2@F|+q4PM2nSiX znru4IlCk+rcwpmv#`l6T$#BIB%U8XUPQ_WDhh;V0i~W9dAzVLaZ}o`{a{Ovi=#KPh z+uwg7vAyh9!)R*rqqKdJr*HU7gl1TjKRbNC=!~~k#pXipdD9T<2i7gA0TRc(g>o6C z2`5&yz;-5#n~*|e1KEHkekA76;q(Pc8K~AIeOZ8ec|LM>Tl>B;N9}F5*s+)s^q)`E zuT@L+$+vK?E%N0087Cv>Yd9Du>sxmrC@G{rU`X-Gjt|=pZ5;@d-?a0Nlx!S5qDt%UKP9s8X47JI>C>mr&sR)!eC2iz)QBH?K-m_u)zUAPJ)2^5DJ)_dt73CH8J-}q#C(sy|4Q&8MM#* zZysCzdKOzX+cg!aAtFazgv2^(EtiTA?4bb10ZC_)#!I&XH(D5uECMpRpggJ_I&?Z9 z03Fa|EQ5#x$`lyZC(TNtN0tI2xq0C9crUotaR^B~Ft6mz8}JGCAOoD{2jfk7!*Z?9 zzOpUIg$+? z896mM`3nLK$UG}4DG434cpHsmCi(!2k>Cu4c3aGL(N|5l*R;d&lSzwnhaNT0PEUt5 z$L?(Thi%6o$}pH_iD#*)t$n)tx+&t+36xa~&%1cf|M4A-|AuzL6n;fSuwdaL$NK)w zJo`ENzgpfnNP-taPAg3b27g}Y3^%Aps0^1OoRi*b@gmPc1tmQY)$38!M7#&7AvAlF zYYkajkbvd*HJNfI=BGMP&$NuX3l=Gg(U0gG&wLL#eS-&e10gqsC^@6GNN|; z`W~P2_7|9FAyA(jA8!f9AEH>$4M-+j<`L1+__I;Q*O5y=g^3&p3Zh^+at4Tsp+3ey z%3*OLufMy|t)KL_*m5E17n{r+%zhWkTzFUhII1pV$-k`Xmj%kBdb>yeR z7WZ%7PtjHYws$B>bM3)nhl3XL z*Jpy9h(ZPSyeS8=<%ZNIgf%&`hWE0XQ^O-RqY z%XORi6d!P)uTEua^zGXZn+M2hwddMZ{{$R1GT5H@@K|wg|5^gkKFfhG|D(LaExP@J zs4a9!V~2#)Ey5b1{ap5^KNAnwwZLNO@L;%;qYP0SAk|iTdrYz|d?7;+o}wR-zy1<_ z1Ih$OZT2FA046y~vHKxJ5VnC=Q2mG41T!sI2_AT^?l;Kn#~hn3wf-aePwZ89?e*I* z*w_aoDU34H!HtRVX_7p4jJ!ihSh=oF<+j`QW+{wSA;+GLFJO8pMljrpjg|2mG}DS= z+Yx5N4TZu32M(Y|gUwU>x^Mwjlx#7%yED^I9BqMN0*1P}b}TTYiO+BwVwr#gjDZrh&+a1E)FoSm{es33d6nYuDqXj|FF-~5JxR2?d$mcESY}pTcGoH z012{xWT>GYi*^Cxt3>JBu|8u|F-U%2oFMi=c4AO)7$RWdGYOXdGu zcosdTCBNV80-rZuXF`fv7n&IEu$jBEFduqxsL~Rv#Spcl2aC<1CaN}vqR4pE0%qsT zg%Y@Bm@@Nxr)y54@P#*#MM8;K9DoCae*LKY^`l4T9+I66s=OOSe_#dOly)}M(WyZ_ z*WGjTKU{+0xwbD?)x9A}pm^P?yid^wjqd0(^Et|;MFe&S3CZ3$1WFh6ehxf+`qNJ* zhCED{P`d2ud7;y!MA{PMx?=c5SLR=JvkW_u$r|z;#J$7l^qsS`hOMh> zLm!P;r3O<@$yx>mi3tI@P`lT~cK?BJIo6?t~szWPiWph=04_LQR2Z$ZnW?V%7A&t^PWNz7`k8mMzYx8)g4>C4+LK-2|X-lc1L;z zfhYSm6SLClS(humZpP8MtJQ9M!Eh?}`SZ@Xs z1?CCHUtBTTY!7%onEEoRlGzxZWY-AIwcIDJJ1(UwzTIzL9Ms<&JeWtymnJRFBmp+;6cC7o zE5N#>q9UIrn=fAH!FB_2lhl8!T-B8fgKQHr(FpU2nI9JUPC3xV0^Oj+1D@H?pb(^p z$?zj_~)KqnR<&knw@_Pf(9kom0B%pF%f2jWfL^^2%FSQSr#ld0A* zKt7J|mt{%)IL)Zu!f@+juZQ;?JW@WNtMo1pT#r1MRH!I;=;%cBdOm&j%;JL!I^01b z*r=&KzE5=iJ6Km}8_WYD0e>t(!S_LL<~*3Tu|sMdrZER04fTpW!z`x@=36u^ai|C* zC(?R_prfE3Jk`)(ykYw*cC<}sV0q{6PTE2$d{+3 zrJb0qq&p>&bHd;#xLTyc!G1afo)A!0C*4dHn8Z?=#wo8=lG9g`6558x}U#4W~P>Ruguz3 zGif>ZecR&t#1gcYm@Ax1X*0$1MoIiq>ItiTPg@)F%I;sUa@fdu91geXPFoYZdFUx} zZY3$Hi#76U02PU_6-f0PswShL63!39v12pJMAi6TZm9;Hfq?;l8T%t_44x~PFTa5C zLi?ITYuyu%=d`&o$zMo|DG*_Nca3TU7^8blD=RC}Cs9*>VUy~%UbKv`S#b`?pg%Cz z$5jOFo2LNvg7<4Z3~l6EgP}f=zSnwc;&`7Gc8#m1HRX-~C8V6*sc-_`WCpX#vv*!S z2+T>2OYQBm*n11?e-CUgvKy=IcU9HH++)&Qo28w^o$LAP;@SJ|fj%QY(-qqcVxMR8 z!^Cc1Y;5q+Dz_qW^t`#*bgm?5;=vvwtkt=#Fxz)AzH#>|4jd#Lx?5VMsI>rQufDW zetKJF;FXCLo?_%wtUCSy!f)c}iX)%0cbRw3mGbiPZet*US2>WSxZ0K)wvI%dZ6((O zPJ@i{C00+@?|K2+8Axja9c*;Uob8pqq$q_4msS4cTyb%+yZJ@MW2d!mI?m+}O{Tp6 zyx?fXQb2-Q&$hP0RNbTkOSDY6X$$O3i^+CldPlSTVvd5G2^fQIFxy~D?AYEr@dx}6 zQmancJ8Z?3jojQAuY0mizObZ#n^icdB4suJC95yLKGpk{1&-YxQWARGSm)iU>&DE|KD4^)Y6)C25;jOV+u~L@ z?}mNz`NTtuu$Q-JC@JAPX;z%vfenfPYBM0Ked1l<8%((}^SKSm7%2W$h$31SO?Ca? zaYhs7;-n%ERWYa;sM6OJwoPGewcb8~G8XB<8u~8gPP28@kb`P5Ue~n`Eu4wcX$czcNtWS>@+a_r?LUwx*|1MhuU!dzx0sY>{0E zv5CnSoBFNOL_B0~qbZy? z(#c(<~Z|ce_kN@eKSOajwgL`Rgz2S#r>VClQRe*59ql z(jh?#B1-reHL-V+yjp0*Kof}IGyN1<^oJ`|uN;#vd6Wt~o6@`hVVAFf2e5PRy0*q= zMMgzMc_9IyxbLPLRO-6o%ixKk_%2%aLAK_V-axCVO^7e7G=|5o=R7z*h8F|1!t#V* zraIRzfZlT6b&G6D)rij#^L|yBv48l((G(S1+~{pYs7NJLo>23ID%s^&&8fVFF29qf zPHlK^4LF_EvD9iYOl5%nb9gFFQprhL-s81#gEGZ9}khe6)mC?tFLLk;t#Z)=!E>lZ|L8!6dihZQ_$BPk^lI z!DUiRBWq+{Cx8oBXo=35N@^Jrob4SA52=V52cC2kGt;wkakTdlGxD|b zA^)xEZhOK}%+%Sz$B9QmTvA$0!_oPKlMj!qjGUN?vyZpFqt`)C_miF;jvhXYayXj3 zr-P%ut(UtuPV@i%10Ff*nZ0?W$RB*&J-n$0)%S9AaJKjH^x}~K-BL{5+0Dn%OHAF( z*2j^0L@^ylj}tylj8byqvIuz?mv1egb?_^FFiZEJ#rcnSHN^h<7{3~Wb^G`!2UL}v z4e5k-aNiXYT)+OVtn&`74JzwSu4mR@xFfWl$;3db_pgt3z5G>UN^xU@o{RAge$j(l z*?tGU-1W$LulI+Lj=kPi#Zq}fXviRGb_Cx#p$rmeQ%K}aP*r27x;Rw1nq@Vtt4qJ- zSxPb~Q-S&a@`eAyLr|15GH5&HWzblJtOdtQ=lZ)sW{;1-VC`F+8+#ME?F8B{%S;j6 zY}@OnvjQv%@EW=>IOY`MPw>1k3iTWMF@gZWzIdO&xI#2}OoKxp5VW?n01>78mnU^! z!*7jSK~7)=J*a)pKzK)+1zJ95CYo)A0ph?9c303t*DhA?!zOY(l+it{dqNg&(23N$ zt(aro2BQ}e5`xa9uOO11m@oDIGwwX(hGdbpSgACCF}j2;kHd6kK`05iSB>#^fN~@V zh7UN7E^|f2FRb0*QrDpCZTQR6?*aofc#NH)THmz6Q9%;~?7ELa^V48>yYPAuCc%#e zF;Wh1*V{{@5ARR$vFCq-?}wHZOR>5bq`u$@=U|2WdR8h+WbR7&k!EeoK6I<81!e%_ z#Som9gW8Ix_W{{p5c)AD`VSD8x&PMp7JyU$4lH@XTXdL*Z{hdCJ?0QUgiW~@wup8_ zfF#-6F63nbA*XxM+8dIG^=aVDA`!O_I!?QV%hS?&c0DS2QMV4O<*Lri^mL4fx#0@@ zE(5cL(E7d?id+L9oRAL1tQPBdJ$Evj22!uu+1ESE5SSz(_4oGq<$b}^AAO&{H~P|) zCs_N(fF-lH9N`Oqzeb`$0Y9rELKWy!d>>SV(I=^v2$)2zx&lESB1Rbyd3f>! zP$yn?zV#W{XNv`7ED;ZeAHtXkC-ZNxyYq8%#uo1R@V~IpkAqVbb$=2CH&$OUlSz^jg4D;7};pYh&0fdX5%Q&@}Pi)S#DGux)y8GSVX$V%7}j~_n< z(e?~n7ab#ucr5UGsb4?Pea@A;K(^2Df`MM&?0(RtP1nRo4sd!P1hgq#7EnifYIoAd zKL(bc2kUU5tfnDj?`30qJ4PUi@Y;L@#!qA!-g}1-5n^6b<;-<`8)y=apickjj)W1!85> zc2FkRh-BSvWh%k1#r~GaIg~FT3O(g_8X~V-k z9$x~$kq0I*(nNS;_xny(I4Q;H?t?uae$}GLBl`x~gp7`q;PKvT0_3==fqYACEqOb3 zlOc?$y$0EVpKq@nJav=yaHTr7%w^A+vrT$~b}Lt{5+2Eor?)VAo<9NbUz~EH(5X(P zI|1V)46eKd`;IlumY1zJ^FRCqi6<6cypdraR0S_&rN!%*yX^yIr{~>uBa2Nukb&2`Cw_ z*Y+%(i2bUNADjHg_;waE*>vG;T8qhUo5+e^Vu15L*nJ%lu1uUz5wl7v@@2_!Q8RGx3As2Z5&NSF9bD%jW2}L!R&iF9D+i}=+u;{nf+0&hy5mRQ@E;8 zX9%nm{&~f!p~#-&C5Z@4A0~vOLQ#i9zIqzGqyJ4Sy2YVkb4T#g^V-yNXsLb%Sc-0Q zS@bLD4yRz!&5?o7*`cD>^Ka}p#WOe$8w`@sbM;!$TTb(9&j-?rr$r3FPZ{<;QVv82 z;nI!dQs%|$S*;=2ngi*I{qncc_gKoN@A=PbkcCYf*eYSO7ovqH(Y>lpd(8Sm(?;VY z7`ob9dj>#{bQ5v=%DSob^w3u7_Hdk+kE@-3eQ3}R&(agC8hk%8$BIUPGzx_{r%LuP zq2&Sn4y?l#u?@}(<@7NP86m;JBG2am%V*JrnUJSsw>#abA^lp)`f8>;evl(?3Rp#ON^&~h1FH? zg-FB*S3NyFIzjdE;SFQGeDkGH<@vgjr)+fqfbKiNTJ%L_wBdet`PJ-%InW52=gS`x zbaul)uR-mL2|F;6I{W~cI(9f%K>CtHF6x)bsR5X1UX%M+K-k*9g#H$$YTVqowYnE+ zLUbzYInu%hH|%u+RA%fjd5k%dd?~&Ojhs6D@72$*;f(0*$o02)I;t+7aqvxte$E(l z3HL2b+gHE1_^VXY?GW&fvgADtm9)=5>4%X80X{&E#p}n8;|E(fxR4f82dGz%;HZO< z#CCwSZ_JIbTW!ySFeoY74=w_jB{~#2?o1-Fk;UGWer>zl+Y%!DD{Jnq!pFDMkG=ivuD%fmul>n6gKiUn zT{c)0c+spcIa8bb-@U#O&X;qB3~kXc*jmc{r9RM2(7|{-bmq6?0M9Utgu3{RFon7x zG>{B$@Maps;7;g;nI$X#1%rI6A)+n}oj*+jWLD%Oa zK{`|sUVZ$if2d4p5duQ)_qQncyygA*={fSMjgL3ll=`TUDEO_z{&c_CTi z)*=akcU<*A0al;|G&=aL6)_>#@Cv|dJd4?>h>5hjKk4u#HGn17D)U%OY8!;+&QR8a z-N>iBa}!#GQPWM3+hAkBs<~@JuI@T4SI08fi|N}oV@!GA^oT7$pxfWSp@k%vUNGzR z-Qy}uh~@A(3!~EpsJW^(Ts-I10DtRrgSGBfa|D;c#ACl9i|QC8-r)Hp4=8;k<-`W& zCB1*@RC`#gGgD7&RPft-FgR=A{b;GwqnD~BsiI1SIBn3OHw$z*XPYAPS~pM%j6u0= zpdBeeDytJAHHjLb8)L79ju<3;lPgR&iQaJ0xveMoNp zA%M~Jr8A-g<;4H4L<1CDm|oTSt~!`Q%wi*_p{pNbIc>RB0v)2AZ(~K{kEGl33;(3k zzb^q5F_XX9&_<>L#|G^E@Zu@!ZLFs+k#Z5M>oF|azTt_0YB$;HeyAp`vo$}(FMAFt zaJUTQ5sX&a8|NN2D0u8*CVKDhdwNOM#qvPWfF6j2YMyXQO+MsLIpfA6sLzA9*~&y0 z+S-J7LN;|ZhN2RV7TlvLsuw>ezPUB2#uPk1(cHfkd%@+9BMZ93Q651fl0|~0bVf8B zb16BfbhyJbl!<}C;Do+?hHrlS&poM=h98V0Zu4uiUGG`)O&PUc0AGrgMi9>TyCG1> zExRpRh&_Q>ptJomTO~}Bb{U(TwZiEk1mOG#;n}v?hfZTn1`jgqe300veWb;5Eq*w6 zPjnE3r^pe-7uIfOI}r++_GRmOh^ZC(I+bo6`;%{g`5jZ|Pud z&(UiO_hcz>>Ox5()w}$~YC1OL$WRTxnKK7|3`thFYG4a;S1+o^`3&C+EYxk|YDW>C zwdXo&BMWhTtJ$x^5mFT!)O-6fLYlx&m2`vbb&)I zJ~ULj=n;H10tn*(I&%I~#F#hUnS>rO_$&8t;d+}=`P;JZxAEDuCVw;-_@O*mHf&`NhnJ$%j8n2p?phO z3XP@z{{P8X{Pz?G<%d8)e9U*G2w}$7F*EP;>HP?xg)%-Sg}TL&V>IwI&%oy6t^fZ0 z+Xd~XAcBA(Bg%xVG~@-zeh%!I2L`FHQ3pm%N^OA5l*oMP-b{fIT^5AkfDAx*xvb<5 zJPT;{3#}-qIa;EMg^&b(@Jm@p+s#?z2*4-8;4ph+127&5{Vo%uqfdh-gtM7&z|R`p zJv}|l-ET2^2W$pZ+fTzGAt9232MGgKP=m~GD?(Qn#3kqr1n&p~E`kv{BKr?dUGfv) z)d#Ecpc*qt=8FNktt zFAb?50{#!W8=>rHUmb&3&Ri_D4n#u`NV!P5@#EM(EyBM*>48S1A0RAQxYD}*?q<5# zezkCxi)NN69l_(MknCPcu|b$NZRaSWM-*tcD)=~|trvG$qyrAnEZjxbjfQkX+JUyP z?{|AUeD_@Hp#*JETIsXy<3Z(h&yD)FKeU{Y@@DvmS5CeJSRvq^&FdC(MkXisk)SLF ziFZ~}3u&Z{mn5k>TeJzBydGN#wN1A#Pb4PS(Mdxd05uR)iY3*dw86r`F0uPV!3cT^A4xFIp-E~xvG7Ozqx+69O&MujNu*T38;p2vsx?yS3CywqnlNdUFtK-?W{8*!8;0spIM0ji+s^aWbwqZJPk8UW3_d){mz?b#lT+s6|&8j)qfdD>o6O?leKo&8oh}H}6f}e(QMkv<(;>4rSmXaUH_U(rpR)Q;dSXh1Ejm5LKgH2-Lh3vzh0gYXsv-x`@ zGsfP3yoD(RdL~rY$DSL%W4p+ zAmM|BQHx2ZhiZlc(bHr@KaSXZ^Zu4^-@kir8X0PiKlE-sepA8M1q1aWY!i)! znu3F?Ly?Qa<|>N7gei*y)+k+kw~SOt06v)-Xx2;nfl7QZ+?7HfDf>hw(Y_uz=}?|f zSyCHazs~B=fkLgW+Xo8w-WbX-GVKEp#a^8_;`QVGO`R;8@_mrI56auwOZ0Z0YQOeU z4o3M2Q{^SnnnVCj6e5}j_lUIq>KIvhe?_UvWd+}Ur+lO=;Edxjb&L6zpN;Di?;c&` z6Hr_KSRNWW7Io9J`ojk?&}Z-pWos3}&3z|tAtUmlTdw*34V%&+lNG>Tk=(5c{_d+_ z_kd#dT91v2dX9bSBU75;EJ6^|=jaG(t$Z8-sa%M|zCeOCN0;bwr8_iPZC*2=C^WzR zalrJ*ogEARl|qzp7H3d~qc#L+NnVl6`zDZn-FE@zKj%z-kNHH0du6_WyE(})z*~&k zRWG^lBkGWT`%!)4gIo-m;e~@u|i20CaIvC5EUw{?kAZprx%iF?z& zGB7g2c#-nKz*^})^JbEL5VHe%8D1SnhS5TxY@*2$8v<*-egr6tHHj1yBGat+o0!5< z5UXS=ujILnHvVH*K#FEuvdHpWQ%x(-CTU#^UjcwO2NqLM_D`}ThfwQ?B0C$~eVqw} zlzG9I9Eif+cx9xQO3hGK#aE$o+i8dqk(MIQq=i@^qt_f{C|^`mG(mfd997p|9%^$f zbH-JzMI4IQ_#Y*^uz;Oj}dtrUv)%W-VOo7PWNUz^y6g#QREUH_J&S!OwR z#kO&91T4%29=ffVZV?0|0PN42=#<#Bt(HHXHA_e^1Bzr^-SM7f23g7F;m2A2aExC5 z+v*-ac2~_c-U}(ukcbsBY$^7CWYmvU{V{ocFyei{O8|`q7@i=QSXAp#PX0Rj)ij@r zlQTo#@LI~D8c&<0;26Oa1cKPLaBRp$IjKn+Oa#1$)1##^k01BcUo3u=&kvGzvIpW?JgSe$y4p4FP~(7u<_XZBpO@U6*(4ik|4~h zuRxxT5YmAYl5m@su3Tvftp4e=b+&*}9}EBfra*kk{pDFzq0irIn3=DHhfD6uKT>ly zZx}vmlfU(;U#%>*m_=I*`Y@w8i~Fwi8Aq~j={APbMn5U(+O9ShE;ASl21c`-1ZEwQ z^5(72Ulshlr*b{8z46LaFBjvB;jR8a05Bn+dfOx-_>qpvF8uTbf%j{6PC4ry&Atmw zGe}NJp%9$%4cJbw6Wn5BfIsew-`67hWGa|ZuMl9LKdELp11c7>rye>vYd))5xO_zK ztx%Wj13TPj>kU8+7g)Y;;Um~fB6TEq2P$NI8pWcp`Lkv>SPd0(st7 z`Ni4Dfd@}CngRq)g*}x#Y*mdRayhvMJ#eo_#xwk+cMr=9uhX(?q-pSuu-Xl-L!I=M z{2PJ$r6&y>AA$tx=q~(V0YSfP*&hRXOgdRgX=Z);Q}DCVE;k+-fcn#iwc+?Hr%!%; zYsPYa|3uSh*v#K5f!8)n?fgS<%$CL_zm(f)4jAHb=)wXXG3x04Se6RWoSS?*{eIYg zm$N}RDjzLMiIw(ZkJ62Mc2=j?zVa)&7ajNFZx9vEpaTSsYoIRmLajAo{G3-$WxQ*x zEbno=e*E`8SSx~(`qHVZ#cB)UL_A9^N>2i(Fzyib{}~tK4(|mBtboJ>yg$J76Bt6? z2jb3j-i&X_k$P!*+jvzZh0_p`#YRf8?k07ABreFf2sJ`>=$?jPt=FxFK*K+_!M-Vt z7+Cp1(#jz9K`)LKo^o`YSu0xLa&8vM-IFv@c7FPt*N*{tj*xDKaHq?W_BTY#Q)upm zB3G(!c0Zsw>K+TS42bsuLUW5Jruz>t+@0XP12w7pll2tdHp9nGG5V-$bocdT%;%mx z^_spEDth87I?)TsKlg&ux-%)*&UpYi+qR>PY&NGejDOC5m0{%C+^JFmZan5hx9kIv-kJ(#D;5Jku2FiZO2me>U{&Co1z&F&5-?r zmI(;M5Pt#scuueD%~yQ3_bs@OAbex7@9v$*nrxrOdTLV-iw<-E5UNCOQt z%|g$giwR0B9nHyQxr0&UFnH$hh`W;v=C!i<^i#`_BQa8c!WF=B@m%E>wAod^%SRe} zkgCt1zGyOb_(IR<3>(13JYp!M>!3%!9Tn;7w>{9V3dXY}Ose46H@YRu zKMK9z`Sc0a%j?-x1>k2 z<q<_ibSxHkYpyx^p4(YzNwjbJQ5nizXKY%QKVc~YzYiS&n$-oNT|&}!LOh-%aT*z&Bba2TWN z!&YIKB){(Khr6LNjLs|hlFNIbp%(f=K=k+?I1nWz{F7{LFyqiDNzo@DRu1hS8M^d} zb$?}d?N>h)kcFzHaUiIONF#e=VMkKs$yR5NHtj!|Fgi5_$S!B?bbJ|jaOnti0hhl& zw}8SAwnN%IR_hNM$r~3aR%8zD8)okR09;IC(D+Zy4ZM1EiEr^-^(!;*>NRE8xr()^ zW+w;Y&L#vLZ0qT{GS=xbW-8pGc(XRKcH6#7pP_ub@2<@`J}?W)hIr7S>B|ZgVmsH~ z9XXUIS;ZhaEN;Z5q{|E;pQ?df*qVZ|9x*Dg5+cRq0D#S+HUPyf0TLrsefE{%Y`i=z zyuLJ*q5Z8pUUyj>GKIo9>UFLy8+5?1(53 zw+A3CzvBcFo+0^}AY62nKFb2YAzr#U>pDi17LIPZVE#}brQ+yjk!!OB_6jM4I-Og9 zfEGX|5F)J+e1qid@=;gg!cWHTztR6>o?IPLaP~d)%f>KAp!X=YNl6*TNGtpNx>^KS zB!%HwU^O)$>llYG2c@(Rd%-FG8=QTTHde1G0b;s~Cq3I{AXLAh-%Xbd?0)I&;v$7i zDx3yS7gpamAH@JE$D!wP^#D<|6xAD(p5{wKwN0+*jlWR#pA3P4re~#O` z!x+G%@rtS(*wk|>3GcGkrDepTf%L_zz?F}^GXS0h$s5u0Z+JJkukY@C$syj5mq@oi zEu0QG`6u%yeKFT4cTKxN)-deu`DcPU2PXn#0xRw(kys$w%sc+P_6Zh5H3N@fTIaR7 zy0qol!BxB4lT59@R=Yf(Sh+pR%?~r^iP%aQ#%>d~TG5(5zx`&l0*`{sRLTB@+wY9z z4i)dVefaj^3v4HuEODDD7No=y8vJU2!Y<{$$$#lr(oiic?^s`2go|4g39;Sbx6v@=Bv$Fff=2Sgd zwrokPP`vO7iQVMjB6~m5zkrJtXl>f{b|IphG!U@3xQ`x~jrT-otGz#+p; zLYb*h?huk9lCV3;AOe&!XVH;=%&zU+_3v9Axo0E3Z^dw}|ZQDb02R&$*;sZ~*Kfnfc{HQ7Z(>BJi#N@u4n_t(AUENf1w z{}#A_9y>7BR$9|Qjywa<*Vj0|01knmN;pOM`9TZq61x*DfH8(Kldy{IL{E$Bn75KW zHpv*IZc^R(p6pmr)~Yg#rl@aj8a$shHrSVM{}EC$`8}?~9?mwh0OIsP1k0x_*q6FnUvn7&r1$CEFB(836nmT5R%2dEnqsmL27O_!B=5?*1mi7;|tFrnh= z(vj)+vl({~w~)~%_6ML+(LMJy+$Z|aGATd~C*$7#`&@N7rOs{OSR4WB3}o^^3#iI1 zhdd@S^;VY{BN#&($3ZuvFc{YG^g_^ zA61O$+I}tdp-<7L9;v&bQ~(~1>*v5dVOIni@U;B-DZ4}p$HVi$GHe zNwNsI51x_+(tEh?18)(CNl6uuY2n)&&SREMK-F82n2TcSuLcO_JF8sTe8lNh=F6g) z;#UF&X@VUY2#JTPW6QxJjIT4b1R@J6irH;Pz}0fE0Iwb{aa4px*o-ce?4*5S|)BC2Sc@m28fFEjBfJ70Wf5E)&H~Mq} zPL)FWq;i%$=gytSBy1tIWfJkb$HRa1PvsZAJbwRCPJ;7#Q;uw>9Ob`n&KFJTGMQx9 z-oN8(b4*$8!fAqX$pTb|86C8%zc`L$(a)bhYgZZ9Vs|?&%)8xo>rP<{iLeVrX}Hn6MM*ggvC%qhu?ZtCm z-ETkIbY1j3_60haKe6&RAPrVEzUO2e8+;PB7p9;5H?i|n;v{ThS8$UG&mSx;r)ko;ibCOaTqmhGe;O(N~O2rTT@DH6x z#)I0wDu0$9*j$^{Cm8<|uX)Zofp$x}e~2TX4J z-gL3JAkzNf{@eDiuEgfN2&mpH*b{=GTyUqJjnZq{x$$*@P*W_>{`|!z66R~ z@rv#;+W;e!u6svuf$5BIR+=2n&oHS=yIeX0F*UPbM;0yFC}8xTU1_3{clpmm$RKHx zsGp#gTV@NtxyBlAkaaJL)Z*b`d5(R1R{liKTBC#8DETB?B(}(h`VkV6+WvYl^3*rY z1y2(J{}=^saQ-}_y}o{b`39)+MfJNQY(HJ+9)1p$$UP>T@uYO_$;h?Y>D0_oxMskj znt}{By$S$cI`M%9Scw-R33PV9GSCeOffNcUs*en7ROx^=#^W; zMz)YvdA9$ULhcXMoinKEs7YA}Qx*b=HC}RfcsS);gYi4Whx{sPlZLv#<{Vac+(uNO zF_7Smgo4+|R7jsn#ki%GPttvpvu9oOSZu&quCeAqw5l z9=8BFThEoi%#zo637@&Ec}nu_qp=KlnyXf=s-_d29Ay-;Z+zv|ztqHW9XFS-zRs~J z{;~|QbIi_d07luojW9#yl7+wFMm4*KDQd9~m41t#*|e>cy}K-gOblb-6Oy61XcDNC zWm)s(@MNRi8j_lU^ppAXbaT_ee<^!9(^U8;C@LiF;Z|}28w4Z-oWHdc*|Ff^8@8K8 z@7sbJcud9e;-;EwdiG|6kt0tsuU-pUD}IHiRReIOze z%@Ndleq+r)XZhit-g~r=(7$%WkiDa$9wbv^Y1u|NO*d}d1RpWY4>T;W6d*`?4p|)f z5*q{X0d2{>W&ZquC}f;0VX4^^_V;|Y^*fs%QzTpCrs-UO4~Z#w zdTs3+LjW&lR5i1}WSHpuV3)|n(aCfjLGIkR>tu)StS9R|UMss~qvSlU-*WXIziUdp)wfFm)Y7Cs&r7m)k zEvXC!7F{s-?i_UPC}#Q~naCcFGu9Kg8`s-$?zF6W)-jv>_d-LAe3mIGf2uv+G;vu}8foOeb*J_4J zG=P!F?U9uZ16r_+2e0>`0@ZW9py{9K-TBlSC;$g~7te7EJxaw2B4izIc)k1R?E}2` zFBj!xe*A@Z@>+-a4q!3fHJME@m)}-Ak#HOBly%)^X|gT_%>dx*v-LFEjaF|GD*L<7 zKL2}8L$_bt$}cmWGw>LDzlA_oUHtBJ{%$+lShpE66kmi6WtTkEv{LP6-|;Xl4VHIf zWU+Va)#6KXcR@w3Az5@1F2!1(4^5T4n@I3Ed!kkimTr8*Zm)l6^s_L3*;AlpYB#u_~ zaQx3S;=PHjgT)UE7S~(73_4`nA!}(9%6t8eT{oeRwxYiisef)YzX@`J>;m|H!AmVTh>=Z=Tgd=o; zaY*~CU6go`+06x`Y0`b*KT&(a137}tU{P1{_4$~SDKm^E-=DJL15!AXm=cJJIIX** zBmSi`wsAm<^)RFa5kUb_YQ$C*a#r=V9dEmm1{TEV{g|jan~A((9qlTcjJ|Bzy1p$ z)7<-PFmTtv9yCqC0trr#^bAzL^XR3gNB$r9m%+>b8UI>sqWpj0U&pk1Tx#9Ey)kF7 zXjy7eA~bRCwq5N=7YHRR-+MaD_H^8MJgwcbmciNOspf+}mh9=5Gv>kaL6*+qh}Y+> z+C7*zRUur#Yc|95#j%edJO`Y*!L6jqcpN;9J@9wx&SXI6d+udj z#l8;IAIm1o8oV1CsYFBg*2oWjtT*_%kDKdEg`YhzV*B3x#rIPuqjtyV z$+qijbca1atzQ9fB-x(rDjC?4sQ2pcw1)|3OyCg#@lO~FxGH)DqA9R#g7>?|^Vma& zk!MEFTnH_4_+=pIbm%-QJBLU_z3HOs>ck^5Y{t4b6JAB4q>zss*7f22d)9Cr$wAS# zC?Q4+f#h$@)s`r}elq8~#USg?H^+B5-p~AUiY5O=xmZ2}9`bVYdi|U+#_Xet!3znb zJnxKrN$5H%o+_3-58z9=^hN#YQnb-wtMQ+R)XU4u+a~FH2$K=G5=?hxS>NQ5k}udS^wcTP~B$`3V?T zW+iLK5K=D=oyN?>U_|RzegLec z=x#NTQFk7`Q41)O>IavZ0u4@c4OT(w6(N{$K-q|Rbl)YDb*uZ1yaB`ut=m7INDr#+ zA5ckcqEi3sh4nWLw@UIwGpt#o@lPDli-d?UN2-ZmmtV03%o^r6Xqg~ zQE@M=IpAJ?Uc9g0IE_Sn8HI~<_I*sKYuo!}zw+trL~eaqQo=UH&z|Xi=S}4e&*Jo0 z&zI>w*s02x1=77Kd;}~VD~nHAT`OyjqvVM7XuMin4x7HV2Y5bVk5ckjDrX#m-;$oW zt0)u34OIvy!Nwf?JDsk5>Xcwj&_ivdYaORfoapPC8E8E$Q8}zwmmxX7$KJ8i@>P#R zj~eGd^9ss>L`RRixzJVjJGIP>B_Dy-16UwiXgxi`J?$Y|q>|Y;%_W^~Kgyu?XE`vc z?Xs-nxEW`pSOEt)`1a}p(>+>EA<0&Sf1t`=Ba}dL{?PPCx7I#P{}v*fb4u@HR8vze zz%kOJN2#Tk|F6_WvT_PP2qN$U4i|p@&%aRb;{T-p^#8|GNE<4Ov$NWDr5mY#czTR_ z!$-p65fW$E${O_YG7aajN3=1DjUiKypYmAtoCiz4|ElLUj=Q6?ROtLrb$+tuRVp{F z^;#L-Nx!k0!pHmUb=S_(zF>K&yykJ`-AogM_R5gr3~4IXSZKR>E^DRkpnh)19dEPi zx=)tS9?t}>@`9OkHJryS-YI9$oDas+4C(!z`pDe57u8Vu5` zE#zN`FT3fiM;6cHC`ahJGCj_nW%&*M2uau8vc(lOb%-R%!b2h5dgtq?EktE3dV=*K z+l>5O5I{R5-?uy`*``PMeM&A$ms9yQ zLb)``8t%tiDu=d5cU;l^F;4B%Msjd2upeA-__HpKqbx1_#X{KP9#G(y8A|49!LMz? zRJtMZ<5n#>BEsjBVqrIMb8A6$mIOd zwHSo_894u#aWe;054PU}Q5WzS)URD~OumnN&DDZE8I%1 z&1k5qRpN`3!y9#rPkAWozculi>Ew-BP-!pWr*# z9x`_7j8yHgJ*SmrJN~kL)77i99DhL(R5JX8D$@jk^HBTSJAnQwt#3d7Lsbft9yRZ#6ZHKK zTdtbE{+~3Rcu!K|b=pfH$FbvWe-2I9u}WxLMd8QD!%L1U({8QYcD!Y$^~mp?R;Gu- zEkB_Fq~8Co?e;7fo<}O}`hnSji3dt8a;ALjIGyzh0Mot04@+Xb&x9Q*8gJ>-X(J~T z5{2F}W5*5fA88xtn_PG5>f(>1O!yn|*wvchAM#(X#kJw25$_9a?@`wQ%8sV2|Lp5C zR;lo>4u~a8&Z$v({CMWG<;Rj7gv4xy)BZ2Z@tot0{0Bi)`%RhX*CiaHs>9!|;=LOj z4wW~j{a{?!z3H58fB9SH14Vs0vWh22-8mHQ6V~&A!}0E%Q|-mLPd^`eOlqHd;S(5J zo%LRnylIL~y{$+T#PVmTh{zU|tc%aWqp!b+UA(DkT0o@FXJPp$=r7&kGBE}c$7PH*(naPdp!P{Wzw@uc6>g=jsgJA2q*QH$U245Z*_O6RV|n^fUCeGq+6Xy@%G<&q!Wq8a1# zp`D;}*MFVbih4@iK+zNt72`?XyW^txUkDrcznQK!x(ggfIr1XpbB+0RsbhPx*KTN8 zqCnlS+3Vb?(?U+4jEKC(NPFunL|t+i^`@Sj`6P38X} z`d1?lMF0CvlRwi@*PO_DB{kUeReZQdIk@QmX6SQw^ebQdzFS#%&T&R#nsfjN>s>L z9JsAy_S~S50`}&)?mPdNqL*P@vT*-hdCGhTu)e8@2_|OdFbtqa;|!P$RIB77V!t>9 zdL)2`0(jlXfbTi?YWsl$-#>lo0T@Fqv^Zir&DFYa4#5hb5nL}Sn}kV$3?i*q2)pK$ z^L6POwBAGqAkccqNbdpf*`Na^EO{&NB<1JHXN%~S0z8WxjqpjJ2T5%&UoOm_Y(&fm z@R%%Nxp)B7J+u--HJb$OYg>fqW*#AB7cJ`>gJ=&Fxs|I{J==TXJxa(>l5^$Tzx3Ww z6lVe4|Aur}pENG$l$kvfND1?PMnN#VdE>@<#4!lLG$K(HfQPt-fYv()(6InXBpoF~ zz#^3FqL0!~*HT{9`uVEH|L%(jNo-~)1jbYYQ;WQn5pu6^mB`Lb;2){RD$SuPmt9tM z@X$|176Dv+`_YJ|G2w6&{~_vo7SY4V#&@agc|%RcUbGOoJx%h{##1Vhm(YFdl!~H( zlk|^~Jq9$OwI}6_V3>%RhB&!XLj{MX4->eADf&(zfg*wwaSZ$pgjKoeesJ9YklpjmJF3jbtq0@vjo=!6fC4o z?#ass?^fopXb0OH<4yO+U}~Y1+G-{Y*}McVPfp(JNGJ03H1H^bRB^4rW8-1;-^oDq z-pT=9gzN+GanKb8U0Q13^gMq2k7nHso7J}`kRsMc@;j5o0Ayvn{*wb0F|=qGPMcrP1nHFG^Pcjy>txqaYLvB$tVP5%4JhXQMpGG~nu5 z>addCTtsqL?;g5X`9Mp+HV~8_sAofWtT-%Mtmn~H1(#9D(Vz) z8l+~?$3e0M{VxHuqx|65F6zOf;~pyqW5e7{L0AC+0mT*A;OGdDK#Ce>s`{e@7d85* zFHUtoCWX^eWL##Zh;dJ0Bo3LB!3)P(5r`m5)PdCFVK|LofFUa|3);p3a_m;C7ZjF! zoz(&d1#t#nukyA?fE4T*-!P%)C(<-m!rV?CChtXQZL~-7rG?EDl-=)<|p{ zVA_hE_=GYblkhW2adahg@++%<$?W?CUc zd;+62x4BPW06)V-ko?;H(0S(T!DLwzI9e%an3o1>5?U2Uyu+uIC@x}Xj;Rp6dC