From f87ff7e6fce37c8ad588a1f92c51c38e9e309995 Mon Sep 17 00:00:00 2001 From: TheByronHimes Date: Tue, 3 Jun 2025 15:14:55 +0000 Subject: [PATCH] Add EDA doc draft --- .../arch_concepts/event_driven_arch.md | 144 ++++++++++++++++++ .../img/kafka basics generic.png | Bin 0 -> 82784 bytes 2 files changed, 144 insertions(+) create mode 100644 documentation/documentation/img/kafka basics generic.png diff --git a/documentation/documentation/arch_concepts/event_driven_arch.md b/documentation/documentation/arch_concepts/event_driven_arch.md index 153d95f6..bb3d5cd7 100644 --- a/documentation/documentation/arch_concepts/event_driven_arch.md +++ b/documentation/documentation/arch_concepts/event_driven_arch.md @@ -15,3 +15,147 @@ limitations under the License. --> # Event-Driven Architecture + +This document provides an overview of the communication methods between +microservices using Apache Kafka. It offers both a high-level explanation of +how information is sent and received and a look at the layers of +abstraction implemented within Hexkit. The document also outlines how +a design pattern called the outbox pattern is employed to solve certain challenges. + +## Event-driven Architecture with Apache Kafka + +> See the [Kafka documentation](https://kafka.apache.org/intro) for in-depth +> information on concepts and Kafka's inner workings. + +Event-driven architecture refers to a protocol where information is exchanged +indirectly and often asynchronously by interacting with a broker. Rather than +making direct API calls from one service to another, one service, called the *producer*, +publishes information to a broker in the form of an *event* (also called a +*message*), and is ignorant of all downstream processing of the event. It is essentially +"fire and forget". Other services, called *consumers*, can consume the event once it has +been published. The same way the producer is ignorant of an event's fate, the consumers +are ignorant of its origin. This has important implications for design. +In Kafka, events have metadata headers, a timestamp, a *key*, and a *payload*. +Hexkit defines a `type` field in the metadata headers to further distinguish events. +Events are organized into configurable *topics*, and further organized within each topic +by key. A topic can have any number of producers and consumers, and messages are not +deleted after consumption (enabling rereads). + +In the context of microservices, event-driven architecture provides some important benefits: + +1. **Decoupling of Service Dependencies:** Services communicate by emitting events, +rather than direct requests, reducing service coupling. Keeping contractual definitions +(i.e. payload schemas) in a dedicated library means services can evolve with minimal +change propagation. +1. **Asynchronous Communication:** Kafka facilitates asynchronous data processing, +allowing services to operate independently without waiting for responses. This improves +performance and fault tolerance, as services can continue functioning even if one +component is slow or temporarily unavailable. +1. **Consistency and Order Guarantee:** Kafka maintains the order of events within +a partition for a given key, crucial for consistency in processing events that are +related or dependent upon one another. + + +But event-driven architecture also introduces challenges, too: + +1. **Duplicate processing:** Because the event consumers have no way to know whether +an event is a duplicate or a genuinely distinct event with the same payload, the +consumers must be designed to be idempotent. +2. **Data Duplication:** If service A needs to access the data maintained by service B, +the options are essentially an API call (which introduces security and coupling concerns) +or duplicating the data for service A. GHGA has opted mitigate this issue via data +duplication by way of the outbox pattern, described later in this document. +3. **Tracing:** A single request flow can span many services with a multitude of a messages +being generated along the way. The agnostic nature of producers and consumers makes it +harder to tag requests than with traditional API calls, and several consumers can +process a given message in parallel, sometimes leading to complex request flows. +GHGA enables basic tracing by generating and propagating a *correlation ID* (also called +a request ID) as an event header. + + +## Abstraction Layers + +Hexkit features protocols and providers to simplify using +Kafka in services. Instead of writing the functionality from scratch in every new +project, Hexkit provides the `KafkaEventPublisher` and `KafkaEventSubscriber` +provider classes, in addition to an accompanying `KafkaConfig` Pydantic config class. + + +### Producers + +When a service publishes an event, it uses the `KafkaEventPublisher` provider class +along with a service-defined _translator_ (a class implementing the `EventPublisherProtocol`). +The purpose of the translator is to provide a domain-bound API to the core of the service for +publishing an event without exposing any of the specific provider-related details. The core +calls a method like `publish_user_created()` on the translator, and the translator provides +the requisite payload, topic, type, and key to the `KafkaEventPublisher`. +The translator's module usually features a config class for defining the topics and event +types used. It's important to note that a translator is not strictly required in order to +use the `KafkaEventPublisher`. As long as the required configuration is provided, there's +nothing to stop the core from using it directly. + +### Consumers + +While the `KafkaEventPublisher` can be used in isolation, the `KafkaEventSubscriber` requires +a *translator* to deliver event payloads to the service's core components. The translator is +defined outside of Hexkit (i.e. in the service code) and implements the `EventSubscriberProtocol`. +The provider hands off the event to the translator through the protocol's `consume` method, +which in turn calls an abstract method implemented by the translator. The translator receives +the event and examines its attributes (the topic, payload, key, headers, etc.) to determine +processing. Naturally, the actual processing logic varies, but usually the payload is +validated against the expected schema and used to call a method in the service's core. +When control is returned to the `KafkaEventSubscriber`, the underlying consumer (from +`AIOKafka`) saves its offsets, declaring that it has successfully handled the event and +is ready for the next. + +A diagram illustrating the process of event publishing and consuming, starting with +the microservice: +![Kafka abstraction](../img/kafka%20basics%20generic.png) + + +## Outbox Pattern + +Sometimes services need to access data owned by another service. +The challenge of enabling this kind of linkage involves ensuring data consistency and avoiding +coupling. The outbox pattern provides a way to mitigate these risks by publishing persisted data +as Kafka events for other services to consume as needed. Some advantages include: +- Kafka data can be republished from the database as needed (fault tolerance) +- The coupling between services is minimized +- The data producer remains the single source of truth +- Kafka events no longer need to be backed up separately from the database + + +### Topic Compaction & Idempotence + +Topic compaction means retaining only the latest event per key in a topic. Why do this? +In Hexkit's implementation of the outbox pattern, published events are categorized as one +of two event types: `upserted` or `deleted`. The entire state of the object, insofar as +it is exposed by the producer, is represented in every event. +Consumers interpret the event type and act accordingly, based on their needs (although +this typically translates to at least upserting or deleting the event in their own database). +When combined with topic compaction, the result is that consumers only have to get the +latest event to be up to date with the originating service. + +### Implications + +One requirement of using the outbox pattern as implemented in Hexkit is that consumers +must be idempotent. The state of Kafka is stored in the database and can be republished +as needed, so services must be prepared to consume the same event more than once. Event +republishing might need to occur at any time, so it is possible for sequence-dependent +events to be re-consumed out of sequence. Depending on the complexity of the microservice +landscape, it can be difficult to foresee all the potential cases where out-of-order +events could be problematic. That's why it's paramount to perform robust testing and use +features like topic compaction where necessary. + +## Tracing + +Request flows are traced with a `correlation ID`, or request ID, which is generated at +the request origin. The correlation ID is propagated through subsequent services by +adding it to the metadata headers of Kafka events. When a service consumes an event, the +provider automatically extracts the correlation ID and sets it as a +[context variable](https://docs.python.org/3.9/library/contextvars.html#context-variables) +before calling the translator's `consume()` method. In the case of the outbox mechanism, +the correlation ID is stored in the document metadata. When initial publishing occurs, +the correlation ID is already set in the context. For republishing, however, the +correlation ID is extracted and set before publishing the event, thereby maintaining +traceability for disjointed request flows. diff --git a/documentation/documentation/img/kafka basics generic.png b/documentation/documentation/img/kafka basics generic.png new file mode 100644 index 0000000000000000000000000000000000000000..45565a9920564f0ae78f621bdb9bbf3ac5cd31e4 GIT binary patch literal 82784 zcmZsDby!qu_ckCY(k0!Z(ujnlz#xc(D4j}6cMLTkQqoA5lqlUWLkLL6&^>f_56!nZ z@9#aH_w!uW{sWk6_I{rAtaYz@-D_=vRg_-f-KDyVf`Wo4FDIjlf^r9ef`U4YjS2jv z8?O`ifB{8b=J{JU{jF3i-#4JKPXxFMUox3!-*P<6%siR_lVme1N?HX4g*?2=!~|;c z3ks<>ydc9B*t#m$*uwaZ_HwuT04~yrQ$ArFvt=W&ow^%3F)iZS<+#h`zM3NZEwUsM z1?SI8CP4CQUPYIzyf3=kAJ@msWCGNG`%*9p$Tjw7nHDhv>i>UbtgSqeL}U5mdd(y` zK+9TU756XCc?dnb_vg|gC1bHwoL=B?B(whU6b48_=#D=Y!Kgs>yFB-&0>ut1YLj*N zPl}0G)OzYdk~DhSJ6{C+@hFBJY#M&%XNLM0y_ON~+kC~eE0wKv0!d?hhtO{-U!@XD zsoWuO9QKU{Cc|9Pu39IK~qE(hvnc!~qVux~0ea&;Lpr?9t4 zdOwmUYOo)^WY6m?rT_oU0~icj5+!aAE9^9l(E8bHGK7Bq$*U*9Lz!YkRm%TjHzMM3 z%MA%zegDj5KRU7j>t82APu9A7^JRrd#1j%9QC=YBP20SM6Wo8+naQo7*5P+Rt}c4b z9Q%gfG5%>bRMtrK>>yIEXf6vkG69KXjjzoCz3_k>JCE03rMm&FU`C-?!D3Wd&zqR^ zk1ZQw(fDC=-krnk4ci$Qe$R|{^(U$=1Gi@0>25yCV}9NP{qvmP5kFKds3Dao_?%6_ zZ4u!1wSvY~boWWG{`-$e#5)1{GVO+78|JFeTJ`)7V@778hmdkU4*XJV%sKbG%T?BGRajgr4OC4u%>zrPFpq=@*hZ(Wv`YQ) zO-Z!! zB$wXTG90%w&hbesS-0wr-i!k#=sSHlF~2qZq_E6u5jy?Zf9&5PNtaOQU~SR*E?=WV zKG6&b6Rly9jB7@PVTIj`khJ4JgMT4PQadWs!T8wd&hqJw%|~RJTpLa4nt82Mf(6BGCWQ$YQYWrLaT#BcgQGZ|<3l)U<$5?Fh zItcOZ#!LnoHQ&dqI&c+cF&bk>k-R`4mY1iyz^DGK_1PbB2jtoJG`z63rBUN|IyAyzsT?iD&fO?b|K` z0^#fAs{6lqfSeoJa)j{fyE$hpyeo%^LdiHOY zEo6xCx-iKPRa;Y)Zvamx`|wKi-{4AKdM?k%GMKcBDXX1&zzgghv?G=q^?s6&DUR7e z824Z7n0*(5A`CMS%!Iv3lc}D7>rL_R`A>DoF0BX%L$&@)N^%Tp*sb0BP! zL$x;pE|5D>oR-%w84FS#|H~@fuxZo|S$s%)Kkr>Xyq|6-gVb1AfKH+uIv&1e{sU*_ z)PSRUdIl}0s>Y%kxH8t45p?jU{f4(SQ3a~9)lUE6DQx@42}4L9s9YzIWUFYui~ngN z>jZ~~u6=4Q%EQ~5u9J63q`<{tAwew(%LYv)L~a(bmuJxp$XP2hT1!nlqX`$i@r2MhTh`9Whcqki@WPa z`y=KZT0MBvbfLz50`4(AG>WQgq<>*QUA1aK(XKK!#9cIUBIdlkdX=|XKRPV!lbA>t zm8dRfDy5PHXG%-ApCL=kvkZ0h&aEok9c{9h3a?f?%-XG6RaJ&*6IjnD?541P*lta; z{AE7L;inOi)w#}TyKGLyDtEU+}GZe`>M;jyFIO*DNKv=wX5@b8{%}e8X zc)n=nG+nDO+2&-1*vF^^tSK3C-d&=Tz{m9GTV$7}b(1zp-$>wQ;OSqMdjiSMkh%WT zBW>5uHhLm_LnU-WAWRXmSy2K`anhFx-p+fWkG?9pd#Ve3{49k#T3;q4AziHfmB{*fw9WO} zyI1R=!QQ7Ub?!OeC{8>DRzoM@px&nzC->XlwJ*}9hck~m{#^VYzsx{K%ff;9QV1!M^^LQt4~v0zWf0b zF~FKge(pLb>EF{Le^8gtGELr=bUCyI)VJ9{|aW?{S z$OL`T(<&Z#+?#(B{n@L3{>*@?YSSv`Q`CIbm^B>kuu=XXD_U%KeQfBE(K5fji@IjEZ$Rh8D#}1W zgOj*Wk#bslGq{7PFqG50g|0tV$y{k>K4=z9KS%4kpgmj|Fk=~@5h`)7 zE$!KdFy!UdBf3zrQSa#hdJg>cV{?K=kechsCYiVBA%Vv!H^SFI+Pag9D{S*@J6epAm= zw=3Sz2XKuh+W46};Nr_V+E@qCMv03KFV!sVN;f*DcG=%~<&kuT)$)dFh0G(@2KwaP zL`8qpJ>e?Me8Ywe)7MQmNi>La3^9rCao;u7KBPMQxRTP%aWHwLRhA9sTXF;)L%*GK z$c}2GBj0F-e|GNJe7s@*{3%zqekk$u>%xFeXrYI$GULWv^oNK|Q5MA*o+%vvyk7lq;$8;Wx_iS+Zf7g9OyKr3FNWp~P$P+4rfM z+N6!8>eeZc<777SR=g z!6dg!fT*DB4tTBh3d(1Bn0U4ry6Y>c8nnZz5GOa3`&@4U7lj#iTRuU?iS0nh z?Q+}LT)fS87s;*Ee`MsJ#B#t5tvH2uP8SQ=mlq=>xO$VGE^_|0>{wQm0WZ@S@-q0= zS(=0+w8FfZQ}EFRkKMxGKw}SL_zFVqv!xjN6NsI!WesM6LTk{vn{Km)2~!>vK6xiqDdTz>}mFV<9sVyil^O ze^i8JgmUHsUVdZsmk=zv$SUipgVE^!JQKJzz<9vO&YtgMa_ys>Z{jf6lzzv-zKn0C zNZJl&`(NC>mSv6zQTTanhW$ydE^F%4zy(|ULwCyG`&wd$d?ZI~=r_3SzhCeFDxLPT zK(|)4ErOm~EnoeM$Zp*eWoy=j)+c6tv4S&h(kt+E?r-Vd9!yFQqX&@K2Pgx2jqdCd zx8OuX;;WWoz|nxa!XE_uI_h*kg*?3>oYyw>lK{s z02WZV*Kp9qzML7#^)h?jv4AD=0G$C!U1iP;bJ>lvEKXpkhq@@aKS2LS?Y=L`U=Kp_ zwhiia8?857?7(sySJ!-+KH@&pH|dV+UGckG2<7gY^|{$5$tNt;skZ4=ryxIOOZQZr z@xHL0sCE42g-On#$sp!&gnceLM-@AyB*K}DL4}Lan=BX~$0_zarebH{1-9H5c9Yp!ol{(T2TS+t6 zz+;`&070Se))ev<+mNhP$bH(rT|SY|WT~v1>oC~Vm6-4#=7Hituw#ukw^kWTsH7~+ zEXDqlV)E!WW%{!#r2X4_B+=|886L?97E}_t+CXa5 zx_P|Q1Z~rfwx`DKf`X*6hmSYMy4j2C7Ro0VgwS&>k4K<{s80ZEURcCZOc|6{3S}AM|dEg22>$R5*`e^t>d=DDCue!YutP_eUl* z7DEUY0Ud{8vOuN!3DwgN<6avz4s@SgE&bFKX?r`ZJ!ZpKdZWaW`JR zmoVaeu2q}jw4*F`9II!H&Ce{D}zbW^4FmfqG`J3~~ zy}k8Yl0ISmumYa=oClJO`1=9%EF(!>HNG7M@Oalll*lqaoT=Hz zeV!p!>1M>cU|fFRFZ21juC1T(6=u(Pr-=b~!LhJ@_1hsHjo&77UTthlXWV2;gTiMF&`GgT4O8&I`&;~g!3 zf3c^JZLUD2K3>?v?R4Otou*G~cq|Q;V?~@_9;=ltj3B7#I;4u?whWubo#ua5O6DKW zNW83tanml227FX`G(26)JSMmj;0N;8v8iR9^LD;I0c!arZq%TiTYQ zV5kZ_91m;OEIfpqkGM-28x>dY2)iOW>{CPRtra*C zh62`;6&VX!t+m>{^IhS@N-{@wLZv{xFKLc8C3t@TQRHtmRi)RKD){mf!3O;~)961X z&!A_wd4z3D9OROmQc;r2B&W?VP&lfKt#z|D`{ApzUcpnIMD0d|+!B>s?>5$`c?~#! zO}%u>XO&?tN`VG-m|+f)xj??nESI#Ch0lhPcy}hn!E$rFLiwoN^X$NPy`7;$%?Z{t zU{{E#I^+T*#0Mk~UX@7EK^CSl!tx|)w*dalfQ!lwouV43_k!t)uIN(ox}o6wQz!X_ z3i(KectPjoH!RLtv-U~z`e;bmE2@FfDyn+2H?UC3Z6FgQ&R#_AtGG*0zWLHFjT%4P37YC-(S!K{|!&UFcCmM737{n>kr# zX`j{viu_DzluVcwEWB)ls|eq=np@T)&Yb%${-is=?h0{DX`jkp? z-C7|3JJ+xfK1Gvfgc7Cd6gItP{t|&FJq}ej(46z%_W7jp=|bS8((!@4oBM~C$P7#7 zBz7_7u!Hvi(~AW1t{`iaZ>`%f-uC`I0zcUWpd{=xSc&e5Z#oZv}M6)^FrNWHYT z{`zns7NAbu;i=1wy*dS!!n!^GBa6IOzU6q2oHsg(^k7yDPqK&J-zvY5w*Wmv{CGog zhHUH=2%_@)Uiwe1;8&U?TIkN=a_qBj+5@yovAg40E7-Sc3xmh)DqS}oCtqJEe@b+E z7oSk^?tdf|fa#HDg4;e*@;N<3a<^UEFWi3dJ;?ClQ>CnvYk4Mk?WZ@N_tu&wUcl9F zz(m0jy4{>|y13pag4Jt~_ylmc-xYv!SB&2&vma{Y%Qm1-w3{Cv4rogJEoDj45CNo6 zZ*_Rcc(pIp;p%v-JBWyR0h>MWFRq7idjsn+y0UkR4=9~ZwD|THaPPXHY=!;Pstk}{ zWQeEX@y{Nx3CJKTEQXAiI-=@YZ=EZ$4A}0J^Y)_~tLcY#Jdn}sT(vwVTL0kCEQHFp z>o#yjIP-lV^~Y=-@^8I0B`F60UMC2T&T~BKY=dGtzV*RS-2eZ{6C8+kN(JQl=%Ckj zQr}KtL0~Frar5MrcvC2s-!5P@7j+2 z3Ch{#Zexygvbw{NvqpPMi4f**7^!l)fbQ zx&Ix8Eam@tXQN2|%hYaY*j#SDJ*jHiLHKASMqrs{j4W*BFtsN*LwL?_HiAijpamH&elx5&fwr+w%vSlm2KUk z<5#JGEx22)#AYdX!)f!~69DApMt-Q}$VD-oK!MWyyr_kDSXo)QdUgNF%zmv=d$?-7 z$8nHbIUleEC%}YAN+B8Vt1AMFiR{vzWOpwo5#!BUNcivd?lwh+(I7fTXyvu6KN@L& zS5;lEUEMN)Ho}ZyE)D<>n@I8tnyG#tKsJFTU=^vFDx$CwPFps#bw|SdmlLJqwH-;n zV)sktnxU`@m$tUBQ9pdtv{IW?XR{Zn zXL631h7*iy&F+oCRB<}Zc!j(!yReL4NaOw4iz{TA_jpMHrcJ&^ahet1BIuW^jJFw( z;^aKh2oYD91YgpeqgBXO^P~=S-AIiK+7@UV6zmh6}c3oyl#Xzb2rZU;VwOn zIbfeIt8%rqgcMa-X_4F4AAZp=9(p=vOwwhp0di%)JsxchHR)~+Q0)u4Da(2>^)7Es z{JfjH98X~=R?XvdUKExXC}LKve|3Irl9ea{aqgzFkh>y%>6*GqoiCJZ{&X zT3&IiuGhcGm}Cf%oaTU64H3f31B5(#Fm|%k8PfuFhDlti2qcKj1!>krQxyGo7QlPS zc_Qngd7GwH!Yd(UN0Lc<%BgUY5Mc)*AWi7?k#N_%18;vxia5iLQH+vI0f33luFpB_$JI3D^XHboBa8tu{2;PF6Q=L~sm!FCoKnQ4;5IY7L&#V11^)2-Seg>Q zGdrunnJ9y__?BuahF(;EqD{G7*%P?XbO?CZz9LE{c&?x5pha0ip~b_jqdD2E73nMd zk8Y(L(Jd{4i|mTlw$%g#KBnTpL+yK6VNO)>EHf!998*ggM23LqHakbuH0HomI-^w= z{RzsBv!Vu#$X;z{$0(IW!ENi0)z__cw{JNPaXN|&GUFZd(gnRw9H!am7nn_A>YpbZ zu=c5vTzyJ~RkxHnFAcDi&H6ZV_|dx}hA}b3vTYr&!ZTi=L+_6@^%awN>FY`){c427 zwcA9aPot>SNo@6pk;f8A#?-(bc>!%l%tkA3aM{mmMzb{UAJdMTy}=TX`u>}_09!@>B`-R{#WZr2Qj-?9`wh*m!Il1c zOO1h3&fG7cyx7*9gmZz(M>;l1ym;B_0Fq6J`ZSPDKC~0&7J2`XyUU#;?Q2%prf3&{ z+Z?T-6cMe2<7@!%h?DrPiJL8%pRHWbXYYJ>Hs0T^UUDR``k$;Xcq@6)Gapk6!~xPy zH#YP8;>PRq$iqNO*C?u|Qlmq6ZM=Ml!W}O(3Zsd8lQ68{5+1?@s}EZ@hH+pw=5KXP z+NSH=9Ur~Ti@ZD@GZOBDC=cnh>Q2DR|FBd}kh^g`B8q5*c+yHQ_gDBv} zC9jQ^@@*UAhc;7~kO*FGdL6Sje?uwoLoMrVygXlgZ~!P=oq$eg0+8NX6T(sFP9|u& z`wC^EkbP$C!`D*Y=j-1}R{CDvMu{>IC8ukLOWn2&F+)n^wIoZzDwwO9H@W|h`QT3IS3bk?O=EfdK<$$AQ)=3=o zORH9XP=n;(c3~wQ2muxMk*t%1%s?uQU|jj%-VJn_Z}V`yXHYPqxZ_IC$3{vFUI;FC zok|?1&I3U3&g3v?sAGT{(*v8ukOVe6JdV3O#N8M@S*a8oNP&2bQeTGqJ6divaezHD z^Ne%Ew1u+rqn7vuzyRsR@9Ho47=lA1>ZXDZv>_cQH$}Wh;U09Wmz&UZgeBV5XQ!7Wt z|EO>x3($$Rodm50-(FuK4JdgGeR~q0uxahSZs^Mg6pw=z0tvZ5d|KoEh1Ro40cr(L zw4ktCjdfh?hEQYTSAs^$Jk2lqzQr5~82a?0(5?Z){Yw14?+j{;-_x%^xi|JV=Y)VN zRd!>q!2vryt_hj`)tJ98aVKc!eQSvPz>(7`j=pRZuQ&NQ;bjaAf9y-x|2}>OR&17nH7<=~bBp0@N|5Wv2#Zj1 z&L!IzBhR^?5I*q97Iv}eu`!$7(ZCC~U!;1abRT|34Idlu_k%F>eD`h&;tXiU(kqKD zC?)crjy2Mq54#{h_+l$*WBV35Hnc`};t??9I0jYD>!6cus-;MweDl1Z zePpA+S&w2}GR|@gTHx1h?eFT39*e>;Gun(7TJ8S5m3kK%G~al??0xH9@Y!zT4OjBb zbr{b-!jbDQj_{rXp(qx&<9&7B37jPjh2)|aq4UOY6d=uY|6j$pFRmM2?2D7P_Q@Pl z^C&M9obgUrZS&C#1eKwD*8aDa5xMl2uiK330zw!|Js26MV_W~U(^l>JRWZ=>DKmr9 z)gJbVSPm^dirIsQRhk(BFu; z;CCyCPz}~-;cn_H4bWbfzb!Xaq)yoYl-kH4WeKrMT&*Xp*m-N$JFwmCSBZRDEB7Lz zUuVh6N6?AA?^*!57+>Bfi+zFHzS@<#bPmr*>ge-5Xu8-{*#E4zFDMrt^xtPOu;Q>( ztl13K- z{6PnE#4l2+UlIj-rF1V|F_s)!p0(BK*O0XXb0w=E5zUG@GhkAw^o zK-*=&#w!A$2{WCS+n#`cH&~$cWNOW_xQ^omId@7UZOPOBdIKO3v)&RiJ*ZO@D3pAe z`1uFD+_)VBpDVQxa?T{}m{luj05Pu4R@1v*zo7k+BmRqvV~$;;=-z}9Kl?{^D1hXT zr>bq^fqo@Va(-QiO-)|4)dXKsi^&v*3<^AFrrU(Ofq{&`s0)TB1-JRTwvf85C=uBK zX3Byf*Hd_H$d2Hw=bLcAllQoddt(_gGB4i5ID7{n-JTuVLUi*iUXp8{6w!$kx&eZF zFjtXUq;xeMto|d8{flSJ(&xW#OdS26)V(|WJ!Tr+;s`h%L<6PT11}p zSQzikSj;xm7asU1OK`r3hf{e;@S3&0{#$HgxpONOo3Lxdn{w(*ad*>-xKtQqYDtmg z>A|YDrfc7r_9n6VW8&TQLbc2$1$>F#`}FJEe09!Q89{WeE}(3P>m3nM{n<15jBOMy0!jBimoGsHJ@~a4(Y^mA zq6eI1^$$t(00LNJXQglwd+^s!s6C)KEZ+%VvPE;Zih`dEDsX?nA$h=Z^HI1Z2nbDC z<6S`PUDa}uUQU4Jl5vh4!F#$8#f>v5^#r@oo{5 zE>g={*`|gW$@O2l19-TCU_aziMx%N>5JIi{{yG?Py`~ zB9itnt=;T~H+N8MMVBN77^8kaQ>_~Tbw6Aw1F8_=TTa+UZQJ84QpY0GesRO3_!}E{AcZd{Sr(N_QLk3pAU?dgm_G#iWN|q~ z9)`N^%U>G!^(Pyk5I~S04{_FT$|Bf;f68m0+3x0oaVQw_>uzGc^nXg@=((N~zcqee zj?+DD(YEnQ-Q#HO9otd=9c1^T_P2^@o%Rn{B8}1c@M$8iE>3V~2xvMYy-cU3Aom>xl4D>yxDIfFLSbU}%u~|V^ z)a_J+tXTaXc+C@6Fa~bRWFkM__rvTJUAvml4Fo2dEUjq|pEwna!jD4q;FY;Wy9meB zE33(YbY61h^qG?s@h#z9p@PV#a9M$`sm5@HjP<;|s@<8p>Oo)(ckQGX39yA3$1pi< zZK@@h7gBfOOt>&|^~tpneBxPJ`fJf+vF-Ds<0>PGtRjn+s(@?zq7v_u3XSoLiLr0n zV^gN{%_nB{Gl%-);onQ#$1KI#hkDFxz3RXhRqb_)GG4l?iTcKjHy=k~2B_d50kTy#Ai$bqV@+P!Q2< zi&UKIm$y!hS0_`d<)*zHj$?C1gb2do@w7SZ5(D>TGIsOV3<=2s)*pOaIH#Hh!@o8MV0R1szBS~U3cp{?`cA@udTlg_bQcj zGS#HXRyFR4nr@}*6Kp1lUzMuJ%So0Wj z$o>uyRDI6_gQrhg(rgR9S7+viUgfUD zAv<|r!{DE=?%ij&&1L*H)0%0X2c4%hEHB8Opb3MjT^)7u=RTQV0XSQTF-=w-!=@b9 z-rJyEV{dfv0^kE)$9}a=ux4r$hTKw~rSw4skl==-n^BWuYlDOk4FOBRBdF0y5U9|| zO&7q__9`Ew9&XNzd^@O+Ti_L1r(}jVwer1>nq=v%{bs5BaWaR?l$rDfnT1UQmYkx- zT1VR4^`kGr)0SEl5{uoiv1f_fp*3d?5dtH`LEO_-4YdtH+RWCpo|J+&YL>tl-1qc% z2!HnpBl%-Z8nH#k!W_E%v`Rw{xU>*7P8Fm>D-EWOIqzz5--$S;Z+-hjBDs}emzM({LQqFDCu}H&*TWR$ zg$yT?pck4u=J1X8qlLLL-lfCN6`M}?$KvIRSoJrFxOm^b49uU0sn@SsOV7BJ?WtCK z*U=}HuWC1fmr~}bJ_zD6ReyUF8V$UWUT}E>ZrAt3SRq;7S1gsyQsP?WJwAAcr*Jss&^ zp66(ey4g?X5iwP7J#JrK?ZdO>_hr)}%A~0StkiBy5miThr(}FiOY?vf?r9aHMgB=N zjreqGL9d`Go#SFaD|Y{q@{n^WLri%Z%~odygU+*UmJjyI_}b;F-Xm-~IaB246P+qm zXN#Fh61hTPeCc4Xh2X_*r&4BIX#^QL2)$FPgoB*e?lzeKy|WyE)N9S<9aCXl6}Cg! zbdX@_tq+nuXU9b!6-*J^u?iG+q{f1RcV~zc7aj zG0nbsuh&zmL2a`mqXGHDac+VW;rK zc50hjWeR1!{L;f`l>6qo9Z^5rbfT7DIqqDjK7MU8eVvX-ULc`SdR1=7HDe=EM5YTO zoWwgR2k)p{1j=YIye3;qAbVHji@R6uV*rhyYS$}985?>&h3BL{RSqtpeQiGFSci$P zw~4Ks-tNb)J`y_LpSC1DgA-UsD4L{!bf+iII!WY#S8U?V!)4&_>Y%Q=VnY2zyLI$2 zo;LxC^O&yNlbmM!R>n9gPFQY)K;yK+f_-zWn1HHKC?GvO_w3at)bn3 zuJ%fXB{IM_#OC;uo$?PISB7rhlQ%7yg`*Z^uz74v!TVIY!%=0pq0%21U-)#e?{a6q zvk0uA=Y9XtP@6jo#?e`iO->k=9!R1O!%<^(k+>1PBq+!X%Veh4F~>v< zj&|=qApaP8Cnt#I$t_owBSQ;f&X%PP+40SUB~@5W>5mrbumyEo0b*lLS9#Pocblmy zMJ2K0w^Nuhg1-cDaUKHvuESODn^G!=;qYLg&GL@CW;COVvq5!;_Aun4TAP9K^Bfd^ zlfPgYm<9VH?6@+Xdx-%}w&~d>iL+TUc45wFsi)x%dtYR;V+Zotsa-7tDZKE3^33)5 zLq>>^uBb%FKs;(wHXbuTKCK!^3>KjbPeBL9B>k&W3qgXBW^YiP;9R%7n1Ku1YO+Ee z;C5#9Wa8k>k-V@+_DCmMDWaTq;wo&;fc>!sqK=gxnNoi(i z={MefsSnpDzefLBvp0^Ug1`qEhn$%WK_^JQ5~IX1VBD{d{7~_gt2Q{IBx{q2;R=mSO6WLgTUA&~$-PMV`cc zA(%~dU$}E5&!F#Iy0 zn%xYH$eZSvC+YV>$d#j`_DP}LmTrk=X{C@hO*w|w*froIHa+{=qs>Xi*Pr_Aqa|Nq z^KTEgw7EXt02$lb;mUA_VCM9|QJb3)ISLe0OCuTv*7Z9j7`OA1F)_;GS~k%22f?N{ zXTtGyRRP;-*gPTk7;e)?DdXO)KmpM9hfx1{?l+}L6*jxTYdzEgvB0$HGXdAf&%pt> z6b@|686)Lz@#Kv1xstCOI;=tEr0^3ZRv=F)5`2%yw!dmL|=i1|u* z9e&AElz5jF9}kR-8?MWC@r3Mjq(=ai^~A_ha{w;x2_NtxDRy2CH7_wCJ0t*|H~@v5 zfbCU+VW5cjbSqy)gqiKb|Ez%%dK8TSpL95n>8;{QX%c2q`<(+-3$doVKSt?ipl5^O zeR;Znt4SyOl`(_>Ja(Ts6!Z4GO(dtlh*FM0qcQ=G2hBv z$zutxdzcsFdMeeNn5j`Rr(q_=_KlBL;$b59LtiaEPB0w|wCFs&u)Q!MT9oaOLK|T4 z<&@RXwGXg9&&2JEkGe|4=cP)SFg+kNA1SN`CNbGFTD1arKbm_}xV@!yowoNoDiF7GGccG+o4^iTXQDla z+?(BOOLtk@%P*ER7OiN-4{p7u9#lnRac5*IF0v&iE!Up`XM}C z%ygt=I)LJ(7Re)elhj(9*$^^^qj-Y{WZX&*ys_tODX(+CrufXCbJSDD!H^uRR)6@X}{`)?*%`AGGtNPl&nwYGGhY;+qaC(PswRhwMF#S_2$}XMbw~ zRr!FEokFv_-TBwct%-$XBq^rX^y!wq15E+I^B=**kTmJ(x`cUJ<+(IGkEFR8PT!}0 zc}UT_7tO*5M92S4grAvKUbGOHwA9$Y3*PbhrW{YJ5dZRw+BQ~o#!#3PA%EceYoC8E zmDl~iSfu&&1ED317R-n&yyu;NW0 zR_n`&HaUN7?inw6W$5kp<>`!7l=z*2`+`#}kUC#TTmJOX-g-5Fr=;gM=~5W>KD{9PbxQ-M&x^er~d`4dd01ZXo6 zAt2|uYkk|a^Um|cKhuB#h1~HC=0Jj&P}zGpNYznhNGwbLb-{I6Yf!;J8}s_4WpQuw z&)LCyQ312unjck4ZpI~2@5>x3aM!c=ByY@gS{be{ya&4gvPTV3V6P5$R);pU0J3{5BMM%O`sOzr2;l->Y_y%}Y^&`_B zFp56O$x4cNF4r_zma!@Ick~h0QS-ajGQb1t=Z@?eK4nM*xrxqTYLlx&UlyY z$+H!pe?(d>_?>MZVDuBdDi5Ut@5SwB1+pD`3JVi=utUPVFgtvbt2=ngo!355+jI=3 zuzSqg;PD3E=dr_W?6KlKAUMZh3=xaUTO=2hyf6BCE^5JmL3IBr>&-VMhwzDzkHlfu zE%O-faELaz$n!QIeS9cmI+UyEb?DSumJFsbn45o2*rST4U-Cd&lG(sr2r`VeEPy4F zed@$HG#^eOI(>o34!#}f21Wo&4;>LxO&Au--ZxjS;9VkIY#2dt%lrAAQL=9t<))O%g(|wy=O=8LcIn3}I;$KtIlTQx{yPf*Pg9-rBiS$AJM7Iprxdlz&=qhoZvLElhZUkpxHf28Vl{nKe2>488yJwse+Xs##Zd9`%VU$q zSj;Xqym{w_;AM#4oY4ob0J~4V(veJL>4fej1ualq)CjZ)5Td&v?hP5@4B_*z@3E#{ z)Ax3U?0G(Xy8CPmB9PFXD;Ero6_+XN>gBcEu+kdqRni)~f#KDjM58ylx zxYn&T0tH1}y=AGo{VtyhZi9|8=ZS{CJL}=+K#vkP@gf|v%0K2YLEXtwgk~m#9 z>l8zEe)0l02<6^>FR>50`03o8&W?^qfX}`#v3m?9n$7{Fkp^+5QYYIqLFFpSZaEC* zI0ZN6jQq7vLgI$k5blxMa^oZvaS;O_J^ZA#+H2HFb*iRRn*tO{YQdMaCxbfWFBR%&oyFcts z-$@O<>n4z7h89Y}eWJCAiND4jpDytjZe0dYa8on{*1a#sD?o{za9d#UsgczSVSfz- z6-r)szC#UIrZ5TC%6p4jN*CBVJWEXV5Eu(4QK#53KS>`FQ)}ALPCHJ3`sH{0LPP&p z&91~)#~8xc^O`~RwZu5xx}8k*Xp@)Z2N}Jec3FjsX4}lu`#);%$%gTfs=MsKOU>z? zWvR)SDd1L)iq#4%(L|p>q3R`uj0xqzp`qo)F@uoFY~ry&y{{n^>*Etek4UjU7qYA1naO$G0eovxXV5_4+x&B_OY zOz4hkB%X?#i-d@WtYM)SuN_xSn*V5It{N~ygF_rq}S=p`qIPqEh5Vh!K*jNsD zSQIs0o8s$+3nD5$P**A+ID@I$G_0A*(T?JQuBBtm;)uuB!L09JXp4?)>}pgl4&JP3 z1iw+VL!%0+G#_v}TdQ1K?*yjktVNuoM)EZjXk$d~5AbUpDE%axVV3<|vXjKIFa6W! zDdlr|Dgi5VjX|PTiDD243GgRtCvDC%R_GN5*W~O6j#!;nK1E-sGGUQK{ZBueNK7x# z7bv#tPVap;XX-qsQ1oBn-qO=>6C87^Sv0I4CzPx(48!+y*`47#BaVQv|A%MQV@5P5@-IbK-{MTk_``4=b+l@j*a!xRCS!ugoYh{Q{ki*uUz*2d{ zG@@>GK3s$1)ltLw?vRGkWSaJoJ@@PTwJAPY(E%uYCkzS3rJ11Rma)uL;Z$Jki?m$g za5+AUVnIxc?uXs#{9W7ZLSK|c`Z2q8P<2|!f@D3=ikis1|J-R{n%tV+pu+H~KiVKu zL?vxU(puW7g>$+x1m@^xIAb#1JfGPB-=dV6xEV7TRnxn`HtTs@GSY?5{%pGMj@Gzi zckCG1J=Ckrh?%~PkvF-z9`D- zv{JiREqg&*!#JOvzd=H>A2#}y3@jWxVtzuu;d1tkAGe|;!#bnL@~W+-ln~#38}qfl zVHz;?fsml>0Mv$Z>XKKRkGS1vQ`{DU8zjxHFJ?y;=yu!?4LtOC*}0C=zIruX%&O01 z8XCdihvC30^TARm_MdZ;ovLpKBnb?>7(cWq-5t=I@)T}QBaXXdMw$QQb%6cyZJr9F zLKnGsHQ@Cp_ipq?nSraBCbaUeN&s~Zpo%leK5N!>uEXa4md3wx zOjrZ-dcHrz)#LD$l$}(p@GrZq6-}_VE)fIARMmPu@wS2oB9osmbng^fFu?TdJtlbl zY-<)ldK{n4eT7`_oi?CyW8K#qp2Uwo*nc4Ts6mI}>GW+E%r+V2dxD126owQp@V^s+ zSW!9dEx0CTigf5bG&*sr-keqgbg$O88m~Q6=cSyQFeo&UJe-;%AZFe0u zwd-@u8b&P`2jDSZcMxNn;r!9;;8OaX$$IPs?u5`X34H8|6hB)K>?XyA;9M3bZijui za^svfPd~$R+GfUPkNSz}E6H%kU?SPDQLdD@N|#`eqp?WmqjQhvVKG;ck~Y|e^EkL_ zzyMbaf&SMV5$cvfLg3$wAbPk{lV5OLT1H-wg9C3TTV_F^-Ucje{+ieCoGXF3hk3z{ zq}m54#rQX(dGq|3&+%RDHSah+ehe*zh6Pn=A1FA{n|>4>^sY52obU;~9j_yJ0QKK) zQRfYJVJ>ybYS3OOMS>$rHPP=v$?=UwgE>(}%Ww4=m;N73XB`%07j1Dx5EPM+5Ri~=6qGKdrMtVNyBkHi zrBhP6Yv^w2X6Wu7a=3@@-uti5qt2Xp-*fg^d#&HToVSh#%99=!nX{t0Zl^YqpIesJY%Gv;%TfApLu^!Ou&&^X zhe=XBSvvce>oqd>fT;{S!*~+$E6>c-V%UPgc!)40kMK-j{Y-yL`4$me{MA6*yw z^`TTgCs?sm8~S{M1Aet;$#Ubugwb{5S5302sxy;^6t(}-C~yPX;EamMCd7KFyM`pv z#v$wu*A2xs01mLea(W!7y;M>O{QmZKx4@q>FGPvM{FB|ZUD(3h_h)jQ?j7}&=XA|W`@?AaF)MrZSaQWN*%@Xo=44z|*s zq*+3L%$7)*CwfBH7udV$#YvG+LhEcAJs#F%+I6dFZ7Mm1LGmC2(Kzua2N((Be}7t{ zUedVKoDib~F$NGZWFj8*1RaAJQVfQ2a-ZLpD8>P;^ks`*f9hM?a3GZoi;1Pj#ThTX zpEwEkd9Lb6XSKk4&eKW0yF$d=gsYE>tA|rp_A1N!!TFsak!t7#QO~j3aJ^$YzIV3c z2d`B6O@Gc+B-BsZC>%fhgMp6yHJs;E>~>5TRVcEHmBgxzByy!AU_gmV#*srpM3Jy$nxzE)e)VdzzC9{JL~zzWd67-#3)&dHO|V7! zoI&SJXIe-lKSEB}_Tfl%Ls;7OCbeW&0HyZUtGy4JV^PNIk9FIWKBBR&<6C9jz;#tM zFLI;YulTOzC++P|aFLEnP@e_T>@p`|9uQ^XD|?}AHHvsYx(>8vP?SEfsTQ0BP(){D z5@O0?9#i53L;kT!sp>CT3Q08gSg;D1jy5I^w!Amr_vuU{5|u%?mRW9;V2)>Qx&G${ z4wA6{=v(qpt-#F54BokxW%s)VW?|-L;jbDHB?mzoQlqC5tC&9i*R@MtmF_9;d)ciQ zEtd3Xr(s%DunP4eJ^!hAh{c)~<03|<8Bz~7L!XPvUcLI5?W=Z0#$CEh%wlX@&I`uiW-g z?Tas;g0Nu<0FLY3U&Ebt9=icK1mXE@kJ_VdNm{)kh|X&mFh61_qsjs6{$JnM$M+xL1+=Ft4}38NN`-U9y8pk` zFtyy-xdI<+PH0g6`4sA~5ZV_64G4WAFO+vb%?ctSd~mJXVJjk_vQ~!I93FHS*64@g z7o!8pT9CSX6jp{xjb~rK5K3*Wp4O)CE%1>)3T0hCbgj%>q~->U1uC1_-}$GD0qHXd z-!1)LK4gtbhx<<(#71<$mJPeW5#N(J!Em_roq{NnZ$sv;rxX zF(R??h{jQdUkZ1Li(Or-Tnj6Z8=*lmsbA^=ZnBzb5%nOcK2SVg)3?b;Ws^V4RcV|->fCYd=8S*i%97MsoT zHxaM;H|~5Yl{D8}>|!kqI{usQy)|n8d0F&@mqAcI4*XTQ{y0W@YbH-RvktNE63#tV zyha=Sv20ssz<-4CSAO#K9mqke-bt^2vAVB0FH_6n}n-#)39 zmCLB_7c`JJ2jRAj-vpWj_Lrg+_ImGYm%egPL^>dfXnxX$U)kpvlK!O`(;+C$6RY&` zfM1%&4Xp2(^q)E}R@2e}clO>pwJ$cM>>A;h$w!+0lIp4QMBLw!W*-8h^$`9X!mkYI zI|mXOWigg$kZ2*8$p%ZzEn;25A<>6v_Fo^{pOiMuFaCy9^=yQ0d;Q4d=C&xp{kvVF zT%6=_wGuGeL{7WtW?8A;WWV)~0UJZT1=MqXpOovv96YDgOlE)U)0n)C9|3*c=M-qZ z`_C`G{%!*nV`I!&aC^s5ZD^+j_=T$548e=Nr8w?If&0eec2qm?fCjMstSibo+?dw1 z4@+@gbhYK|RwS8V9p)hi4UO6Ba4tJKKf!(Y(ve^@XkB;-jZ?P_kx?!>k`kxBz`CCiB-KFBvH)PW}s|ycixfapY zTOw=GJosEbjCZ;N-QqRxjdR@E}SZgEg_ow)>Bj5kw~?-?kmvYq=l%) zZ>JH?3;D%!zua_rYHpoES=x9~W1G)F4lGPs;ZkOC0jpHMdgUrjOziPh=v_`k!m@=b zjcbbiu%UaBk)xjU%DtnUhAA#W3l7CeAim9P$+NM_@aW>R+EiNs5psbP#HpGzQh{5Mz8civ+3RG7w1m z?iAx-N&ZW?s#9;QZT08NpFX0$Nq(biyUPXl$OU&HBzin`W^rndJ?)xaG6W^XzYqN+ zu0I=Z2C;M|O)IUV;(FN z^hEz{)AeSuUEN8I7JMN_j!=3P5>Ge^EpO;)N{M36y7agrcufhB`^c`W9elXGzzy>f zUVUl<&h%a&uo(g=-A`<1l!2>TbjYg(mr-4)vM}3Bqh2XrzH2itV8(Z2z;os8>GaxL zFA*#E2REdrNS?n8nudA+Ia3ExE_CV(PhE!;K2q3_HB;?G^K;iY$!$gLULGZi(+YcD38C% z$gm&z=alI|ygHuG?^i}FFn=yk8nVP|WO{{grDZjj-*BB8J~)SF9iK;BCmNnF2b~@` zuRmM&kJpL8qWsn?!+(!mcF&FYZBqWa-wEtIN(|GM)s$f=MA?$Rn?tGB?U{1~Bng3u9w zUaMC2njb*=Oh7#Wt>_5dK3vCvUY%Z-&&qUS@gkH27Rvtd15H(pH1|W!+2#8R|1@$; zXD)f~(J)1&nJlzv+ge0>X7tYn(6fVpAqMD@8*aN88>+fr0Njj!ErGa)d$-=v-k#X+OKAr;UzQZig~Rb&-E$f#K(j-v z74^Ma2tlD;xqjDv!|h84234(h0X;8jPiK$&aU#>#^^rfvYx;-t<8aomhEmYd&eIE z35$j`l3&W=cNb=Bp8k1_>HYJCWI@|fmG`;7y$iE^eZ@OYqi-`)_cnEp;6VWo%+^b# z?ND+_kC5qfPcpL~5~>ol^bq=F{^0Zk{zeAiLJ8)8x`&B*2VUhNt)d@J`W8*MUCJWQ zlZP>T&rp}RSCK=<(e`L>9AJO4q^bg(peI)fggh=~3&0KeRPQE&J(8PqVIL^7YYkp) zz!L*BHA4K+jhql{jPV)4d*HIXE@^A;zB*YuP_-ol4 zg6SpU?5i&YByoa>6PXdt59vw?$Xt1gPdM@xpMIZoT#HyYxeyqMT2Y6pL^wM~G~Lef zmc$vU?myEaL`C-#7@mv!OurGjSR>_~q zH6}T0p|moLo^5W7ci^)4B{?`}`T-y_s9G6C_piKM(OoM#oq_2A*PWn16TEJfLN z$#({56S$cb@s{0`2}KByj-u(Imj4y*GV=WV-T^;iU9h2W12if~ zEt58bhU5aqbY}5%0g@);9vuXVvj6Amlm|STt8d*()Nsfbc$yR4jrqv06Ak+xx9(pw4k$4fXbnnK;p9el-@xw z$f|no_RSEj8z&+#yUaDXJ#XzVnzB%Zs=S4Lez4VTELkT#JTL; z2*5W~>m2!O>B~N%54JTaGaepletcc0Np8onP%P*04t^FeNpRZ(7?$`N5( ztX^$6oW?s<{f=o9NluzYClhGPmUu`dfS}~J&7ybfQ zwTid3KY5o-l)9_S4>4;~**67!g7=@YTY6bxqwJ_tzhfrx!dh6ixvoPs(oNU?l4sMy z3+oe3E%)9r#GW*Kq)HI(!_GMihFP8_qA`Aq7FZ}uM#FBJp%?8-z%~w5#x_3>TLbbnYX6FhZfGraUk%P zw;c}eNLDzvQe z_B*Ykm2ZcTls!J{_(JvU$An8dvTt(mP%$B$jH@=d*r(~(cHxYAmr0_FNnHlNaClb8 z_>)4y2B9oLcZoN6izM*$W0(KZXBX?A!8noeU&wOX3?g``Kx8>?EJs2D?QG+13*Hqk zQy~0|6T`@ z#X$T0Ezm9R1Ksk9uso>{V-{z(e<2CZOkM)SE`x7Ap=hLF#PZ4ZeaKgvPUzj3+0z8p z`?4Rw!USScNOsb3#`~ji=k8atMq{^iR?B}Fpk_n=cDjWH9mr{RK-s)@CfOQS5Fm-| z_}{v|&saK$U;&S#>rMGzGzMEns3-yKG>sT$w{PAF7m3@(M4^C`&y0=~u^B8?yYsaO zJ7>pP$qJ0HWH;GCmuxi|dq9KZ$HvAb9=z-;D0ZREgxSg`Vz{g?$O9tfPe;>e9@v<_Z-W&#!7hD?C#nEnz zb2Ay*XC~Urj7cNW@g&2YV@9RD?YG3gAK0wRhjIwNEL0nC*Ixz~nbr`y?&8-Ul(<(q zr~yN#+Re<5_W`!kp6Gp^5pG3Xz&~Ay&8*F{{h2OsB{%H1dQz|iv(JYm3x;}1Ddm@S zW?2HD^Uw%@3MQuPBesD%)%Q1Q5>7NANkz3h`aDJ}EA$0%foYGT19@gW;S(vmR~SK! z6}Ch$W{y((pkLb}-eNt^WtbS=Ws)|u0$7QMufE_SjWTfI1=2nB$h&$B5c!S9F!RUW z9|?Imrh$0Q6tSwOYNjYD)<8ZzWYUpvC+`>uAE^hB=d2mmd=VjgcE#@LA=a)#EAp znjjpay0p@@VkJDmjly7lf^-{ktl3quePmSDmDd<9^?<9Zhu-o=EDyFGBhwG6`tP;+ zz&h0!&W}^F1o4WUupXT{)JQd8D6|aokEMhm@?GCaB-+m-T)STo%%fatu$wOkSf#oO zj)*jz6EYC8- zqS-c$GQi`$k9BINE9Zt95)|^;xf(Fn(EnTUgD(}Sv5mRXzA1i}vkjtx*d|tU`$rr^^HIPT0vLtNfzC2-&ao9kos{Lw_Vg25=sdsL&2tZ$g%R z9y2KiZ`lb7kJ2~?6CCdf?#I^V$?s#%TIkXPvYHQrN%xW(?a|W zsx&X;m(FV$tjLDhYfs0V+_X47be^5x_)oRn-RS^(YJ{}zeWRT2Mq5k#pO>ACWPW># zX2s}Vv=04HE7ng$xJts}wKfY250~Kx#Fp=j7p5^O(AsBln#%Z&JT4{~?%UkF>Rz1Z z<2n-k2sXdphol<}zHQ*Ps#0(||E`l}73Oeg&4}JbF?N#SB zWxfgT97~NEsCiB}z${VA&jl?ETZ6mSSC{MshujzZk^i*=KL?lVD|sKBD?bJT&U=Kj zt^>fhq3bPqlUoWx>yN(21D7Z&%pELy4GeO<+slJy4&-`M>ZD8+Z&BzH?ZZcr%7=wx zu`csRZlVRfJ1E-9pPGE-`MdSOHX+JPY)ZD$Ec{Us35z+A5rDE|E(S6 zNVBK=H4t8NqWgYbjJ-+o@BRK8WKgaG5FT_vW$KfRKutl8}#HK_jroeD5VQNKE*TP&P7;lr9$K~SAsR6Sm=`#TEU{Vx65FMKHs zc(~L@wK&B-E!x1bw$HE`5PRuP)&#zcErzYDRQPx#C(I&Nj=s)s-6ALAhCG>jSpFcyY9Bk zkg{xa-?d1mrJ45%cw8j_63;HIS1YC8lC%m~@^GLoOn$MzgkWAq>-1j8Icw^`!r`Eh zxk2dW{CGdl=!Nuh5}{S}#!(}6Vq#*AJSTaT$ZH}B!JA83Sqm||UsZZECuLeW0@NfX zscn_7)CeNo(2-D=XG(qve}DYFx3RuY7Q~_rYUS8bx~`mT8{vt)lmMYb2NIE*G%m!6 zv9R8P<4-i(V}AsZzx01{QPwqoDxr)3LPQZmZ+)Uw!24wJBS@R!iZpgcd95HZ*+IXK zc$kz&*Nz-=Hs|eCCLYTM9{5^QYaTZz{P^vV><2Yo1*2We;j?ZHs~DqF#&}PvG45~q z@{~p+vrQX!QRU@kd^hW?c6($p>t`-k?pPm3C>owDl0AF=>e$tath+DaqruBhe@&y` z16&a)1HvN=RLQtd0%wi)s(lUpm!p&w9VKvxa=-TTd7N9a9_AB#2>L7!}6O7hhB^ zT%lhecG%@k7P;MBgH)~AQP(NSYn%z?{QXeYcpIGJ z#EqlK;x4PnM##Mh;!xVoAn^-Gz`PtN6Ej} z8)4>U@RM%f!JCO=Io!}{@}2k=&&0Uo{>*Ltp;$MBB9aTy;Rw!2^+1~$)RUQFYS*Ce zO(?Xe|Hd|M1H-r4JgoKOj=e13r#3&J>&KzVlr4MsUTWQ1U$j)lec=PSN6?%!pdpowZ0LHQQjUZw5XgpUF^uz2vi&;GyVY-lNZF+pu#=Zr z@%VfXL>$;H=jCb=Gd$M1!=qQ8-3EBuMo*{Mo)w=42Qf5H3pt5?$*2ss)EGGLQ|as) zB=O$lOmyBNx1VzipXU_@!o4eUp(8IEk3a(CvVhEef- zlq?q=^$E$LOqqI?2Z$`oLxoNqQH2hKqsYW0O*S7Ayrs=nlgam;mj z35FHzr7Jzrf0y}=S+&c$;Q&D6Nox&$NYuY{k-86XFg0_X_W4N%>DVDL7!?S_n6;Vj zDQ&q39}at`-=I~vX}9*f&-QZz zb($6(`;u)u(KwLx89$p(g+4a<^m*+fy|6VLWy`i-7J|4%qyQXqM6qKsbX)t|XeyCK zK6yAxWBGGJ5-lKG-R-9e7ypa7`!&A;H2KWuL1-}o1t5yWYqKnn$m{Mj zn2Xlt{pjykS5LaTT8ofxbU8@~qfFz1pAGZpfH0Yp7)E2sXEmhymcPIo`>^y)^C%%Rk^h4cq`dONE&&$Np7lAJ9 z#X445bv@&(@*@Vb&9+Td7E9uARt8ZtA_lw^?#7G&j5Bx%1TNybb&pQjLFfwkJ6jp% zv7x}!@@dmx!1T#5&qL-Q%k7Yyw)eebKFDHeMzBvJvjbwK8bDx%xusj-I+Q(miRbXR zYd2#0h>|v=E0!uNrMdsi&iV4myIS@D&~x9>5@8<8&& zD}ti(hp=}njO)rT;NxEm5rK-wT;0lIt+mcAB?eL^(QW+-){c5MIlcym)zZpk#7Dh% zC7SoNd7so3TL3&%L0`88#+#4;pX6b(j_B*m0n6k9%Sa3as z_dJ~C!0GgGksF+MNn@Cr>XwmzhY&v;bs5=>H_ji#&afb$lgC|A`Ak@4iAL0TYoOxL zQ2?lEA^nDyn} zkiG44)KYP_*Lr&rp&5Q-#;fd0ayT==l{TI!L2+;XWtjEC%jKU>v)#_Mfj&>>w$sCjN%}y07ka-;3!DnPWL2rLG;*45 ziQj?a*yD=>_wd$Ky88}J{YjjLWg(y@SG0}?QGP_JGM|?Ax;U=L^E zd$AqYO+Y36uM%C9*~eNw(5f!&QPDebrRJo=5+g-8p@2N3H|;%%$lT3jZyM(goWb00 zVi!WB&1@$N%$&JD(89*1r@Q<$hWT0X3kD+6Q(R$cBly&N-dhva`4}Ez&oob?J#fmNjR}llU_I5> zIl{+*^{_7{CnI3@ufH`)+YY~(m-8By^jR*_A0qhd*`v(aB1k=3 zbFXur(yVxh_HlJ*&n)!*duFzDB9%t1wX=?Vo)e>Bjo@bp|H1gMWK~*s$uZ6>9;=gy>m>*dU1^u*qR=3~$wwfL=6(JB(a$u9Nn?6wcHroKX*(O=Aot#_=P!jb z7!a>=LNG@Up$!13t%@1B`ze=aZfEq-_QL~+Ns~L$)l2RG(f3$8t@Xeseu;~ShkFLi zL{r2o6TnO|8{?&Rc}v%9)puI1*OH-mPTpt7Ft`()r_ts$0$b-xhqNAV_S zD@SX?*X)p&=zAkFKfmIpS3QPKZxQi)Rovg(z3F*MEpGMFF4^jxO1_x3VU28efX}xB zXl(yo#r7%dIM~cl^}>E5s3F>MQB&*4WaSWP$Pz=Q!jWq%UX0yq3kT4`Ad%q?&do&u z;_0CwA*`N;lh{v%Gwe`i^s(+pfeU<^o?X?aWb-xO3#$3U;{l`woS%hqA1Xk@m1-j` z%G>hfO^J-3{if6yv{}Jqw$Z3ib1El>$4+K@I=)1$mbhTix-WwNo&gD?I8$!o_X50V#`Gun8zP^xoXmoK$d0L@_;qC)|31^3Gx8iwHodvmjE3 zd9iM);aIJp|SsEGLl0iU~8BH*8v(OT{hNV4Jezd>Ijk*~YE z+p}iz*mt@1x|X488mak(wkuJ32wf-0j+$0XzVGsIJd@qNJ3;Zcw zufj88hr9ENipq@~_JBT*^QlENG}QTowE3Gd!Hrz=(l}O`>Kn+k;jP7DJj-&Q$q=@J zg2G1CxO8FPc=3t7`}IaVRGs0m52PT?nbSS2M*SB>5%+0s?EKSLlu+#vik(9bR~f;Y ztjtWwP7NtcSwy-3A1Mg8<1PhYP&jQoM{S=36#oEV$P0jynSZH^B@d{YgzTh5TZuBs z&2Yw+@9ETMYdEVlc>SmX20&M*W%BSY-9hAh7PM78Lil1;M1&L}dvrKnO^inA(U$7c zkCmB)Yt;3Xw&8?7`1sZHn@DTgT*i~6HXxkZ4=xds;!^;$TdzNWVWf1ZLbDi&FO4mqMZ0rZ;g=R=MG5_Ll~6b=E!1i?+V!a#Am2Ghg=4<?9| zJTaCzu_@meh<}Xt4LShD(H@2@TsNq*wZntR@&&@}+@c9rZ;)o_SUg%<+~1pDg`-)I!;)Cd z&n%J7{&%Q|l=;M+0}C#~-g~#VlNr7gE4Q+0xN3!Q6CzF-3Kn}q>=OGc0TNos1$!p? zXR81s^hp+cmD5fNmN6~O@#5@xT4wqS@(Iigw}WsZZb^*-=OwhX1R*2a)%XsO7faAf zNqDK_=7sG|2%0`A{!r80C(08uw@FQfrjphC?@08`f(0DOBJ14)9GdoDUZ0hIwmVET z=^e>?u9U~Uxri;8TzgD^{RZD=c9zr1TVFQV$sw71V^^DZy=c7JD{oKb z;adUj4a!WW*#eH**X5bRw(a;DaEOxJ@c>~X|uAbW-Wnz>r<>SzTY`vTgTQ>)#gWM)Y>XHs;;o{ zmH<2i3TS+0Oz%XbF)7lFyxrXzz+Iv1Sl|<>@Fs;q7rBrTW$(?rq7S`f}e=PjCi$9=a0Pm@$*s` zO3}*4Vt<%6!1iO&siZ-=jUfsEAit%F&T$+O2C!uYyz_{x5`?(x2vw(EdSOUf+~K>g ztWw$yKcQ#UoA@hd2b|bf_VsCdx`_MD9TZEvyo-B8`xTH)WQ6AE8LgRx;cnxm+Q2J* z6)nm>t%k!hPu=0;m1wZBL^s&wbY}P~Bd}1J!H!ynpWnUqu)#`kt)sUC0upzIruF54qgpIB?Sq9$ojUFI?R0MW2n!$om|n zzauA(x*LO?KO=6DHgckVCjANQR2dRQ8YJ2C8_JA%Hi#__g|rC40$rG8;_NLRClabO zZ@aL8R7ju9rnV~PL6Q;p>c!P0X_)i}>+Jc{+!OGHF33swA_(yK6EA zcAJM3nf9g}9saYYz3BDXAxtbJHk%y>>E0B3$=0thOYQfH50gqO_*$>O)YUs%2Z=P9 zSLQ4Hcx}*Kq*md4=VE#_$Z90A_T$iJG2<(W;lV6zJZzt`CDZt3B1SrrU8iiK?3t^Svx*;&l9`8Iln5$zRHF7;`l^BZrn z+pYK7EqR+UV0^aGXTa2`HjAx6FZ4AZpuPSEsRf-?!_0AUUXPaJh3{K$O~1dXJFDNi zyq-5U96M45=8g;$@xsp@s4=J@ccXb36&ak6xA1|nHni9SuT}?xJ|g%C<+DF z${?#hYzr1XmYsY7y+D5b>1Xm1>-S4%oLl#A3v#0ML9QP_QuhG=$se#!`8ntlMIO?B z6JsAAaAfCBh{y>idW|wutt-iDh{*YS9|-uLg+8HK-_@M({!yzmrb0{Z-W$)aZF z$G*RQf=*?%5VaI?^XayOD*-lE{w&~$xbrZ*JL;`gx<|Y1>E+1#Sb~%_2Cd7iyRtiz ztiWb_nANy@T@|ICVE)BQK%ekdI(fWv_1t#;bwKOtQCvR}x_U8Q06An5NVE^nM=FUz zS^-#e19&E5va>1FUf5+TS7MOvET&Tm-gZ${Cm*}3T`W<|T$83S8vpyW^k#o}c?=Qy z&+TmCZ!LHLO=d97Zw%hJMqmEwttcCsr}Fh2elEj*5FUO;@ErZBw8*YbpmZJh>edxK zNHQOn(aLmeC{C{^R#5>F+c%ip2A~uN*!I=a?Ei5Bv{YR%x?-40#S(+CFR+TE>(K{} ziIAm*_A>WzkPj9iTQ4@&SACru2mT%gWU^Gcks5wb5OupRR=#(NEp0gDs>d1qE^`Z9 z7SMb@qbRG}jwssop^?1FX*UZU=b>j|AzLorAU}evj=TTORZ3_!-S*1Rd&Ry9=M`D> z%vleKt8IXXK=yFxy<;|7?&!P)d=8GJlF{n__4PsXi09AT3c_l?PbmUpU2z@6IriCc zl2YM2gd+cz`?jaXks#kJ!}L`-RDDQ*l(1>rawtNr7x-lYv(<;bWbj;^s{XZ|r(ID+>tUmS8%k=BWKpKkw_xRq_as~wGE-~a2TRb2>)EP zS4rC1_eJo^QqhTJn5fJ%AmTCa+@E^yq|T`@p*q|}z~WUm&ST!;kr|8@9ve+SX)M2TDck6-)Pseua;Nlca`<^ikws}|(&Aa733f7K zgXJFidg!=xl)a)Upa|R^zy{W9Zb{e-Dm9Q4q9@H>BRJKoT4x^tKIQTNpV@2qKkRS3 z+4`^XZ zfNFeDH9)wM{fP@Pf7zR|n0JZMWNH{je73D1XZED89k#k_ zs^8%=#w2r{l>)c!I3^9I+J)PUdZGq?&HbD$Yo+Tf*b4@P39d(}2y^!i01%#W*M%z= zqg)9>cD9##^;b+jDfF3!in!4-IsQ%SM-SuZ5yMcq~M z{A2P(rJ5mRxB7ITY5EP)M5>kKP}&{Nl_mFh50kY;Z1;7D4|tumLV<~GvJm!L1j?m{MUWMy|>80+s_Z6lY~}Z8u$^Ks+014QVJp-S^GXy3!)uD zGLtN4PWj;j%#WJR=iRPI{bfcDUb`2e- zO?T$oyA=7&Jo`R}SI<~X|7+t!v4SW;mgZ{fGxgp-$hFaI#pvqj~4 zTbxv^LmrsYXcRk4O>}o@<@aCASUBI~#4`4)bJ|X|$#_)=r2E z((Gqc{q1L#{))pB;NPW0=VW&f^Mb7oMBPVhytqsKnecGM9dW{Ag)%FY*s`_0p5W~o z$j9pbBUupV{l6R?C#QVjuV4L+b%-!_pI_|u6)dUzCl?r<8MExi;^pZ5xOoo`Mni}3 zio-Onut20H{%22Thhf|+k#h3q195dhMauRV$MFvK26xtt&52~%fdUA{4hJ=R)5 zv@N?tcI`%&@<;OEruF0(2=DyQ-%caa==@I{&(psBHS+X{zwq6~9+Nu##$x_ZDPEGg z(Ynp-T}$3ZQOnbvPBCzo%6}b^9sjWZ5OWueI4?94gAs%6ZY+hk*>`(HQ*-!)-RUY( z{8Un}ZBDjyqvhseFF7oYN-9ZAp(^xGCLhxCH&KTwaYlIuQSj~Cf0qiP@7w}Iy^o4@ z>r2+2zkNEjvg9)DX*}^b)enry!&>IvwwVljqSN59gzp=U12PqQjtyBbbPR-z7x}_u z4S(1c<6$cXT?ZX5MMb#!IrGjRv%=!go=#WMDo92gjD0n0o^qJ~2^6oO@8Zc3EIHU! z{7`r=x%^Kl9}177KUc|~{7x*i61Kbo#|Nyh{Og9na!HBT;{ANHHz7DsrhUi0z|6s zKpnWh4!K!a8>40)L%npTuvOZAlX%)PMc+|l z_}UiHLpf!nR0?mOJ?MJ-KZs=#lE$_Gn(bGmJAvA%LFpxW_63_C44REXuQ~t5W{1DS z6?^MYL`qh67ms6iPXtTiZVYdRXf-&YtwJ5PcLiDx#oA%5k0Em|%@OzKPoGYGS9sQy z9E+oLNipe^TsAg+mO?blV=x!)M)0C8PnE86ktSPR`G#F-L;^Nrob9n^SzB*j!|C+K zA@R>a_b(kaSYgDGV6&5M{;N(W5tJU;u>+*O&N)&j?>8|}@joz~oSekAX_YD=wi7>1 zcBrgzCsUWsM|%F$Iy+hDulEDoj+L*~n=%J%tPp!)+7Z+&>ofdpOYEp zNB8fq_bJ8>tO+?}+6R`z?JQRZ((hV|ZI1G-WVA3fpo{R-2Wr~Qt(Ywtk#O;71yZIS zDLi;()({UdUEH%VPx7=SW;{*VDmF))U3?i_ zbZH+4UFopjyzF1{ygC0k{aYB~x=>P_OZsx&(Y5AebxC~C`F%kbHgiKnUTT3dq`UAF zzKq~y$G@#Kd-{lYr!<3kSRu_$$&bbLoblB=g#6GLWI@~1`z`!yBO*KAiT7tDK}-+B z>6c3gL@!E;j-*@osL7?Qnl^B+J=(}jCr_Uwelo5b*HV56##Al0i#=~RkUncsInlPI zMSMMJhKulQgf94iKRK(EcOYg0sFS)nh`l5SPC?+5;vvcrhXLhhvwBmKMI1r=fr-Oc%c>wQgNOm^!lJ*8(kQz&|s2z(IeM&P|wptm)dOv zYhLH9pBb$luj4U??4#6ZS$C<^9SX(cJgrq2OtcbN{Wn*x+4x}Gn$GjrCk|KstU7m| z^;^2#tWoTyg&Txe`shBQ;o5{zlF^f0yki(Flkk@1}X|$S>u(|NG*~@yTs#y)oDJG#Vmd(K^ zG8&_KWjDZsf^O)uC5oLuI_YoBtTQ3>VZPgxcCxvDa^NG~EI&Wyz()J!;;I_gR!e!Af$ zDJhtteP5`p%{5k>-Jp-|qn(4|Le`41|2!Lo1b~rP09F90NAIyLv7A02po6zGs?$bW zC)E;^jM*G}gdbThoSHQ>PR3pD1$4yG7A^D*Nh0qw3mX5s{+jgJl5Cv+?HlDY^o>6F zWl#DTEcYRiw()8;1enevWYfZL4v~D7WmBpCB!H2Z@9cWt2gi_Qptz8>5?}5wWMsSZ zM+k%BJ2hAqD}9t&8`FjiVIQrDn6~|~2>=+N)Y1+gi#$&$psdD&ky#OZTtz1%eJcDw zu7QzB=-(6#XN#|iu&ia-P9FVsTYiJkQVN&2S+FULwn`s)35`*&wX#%y#|P@TT!~*v z;6MINdOR+}kB=!%3B9F+I=;_#%4sl~c`2m%7oqU6zknm!8ty>9Q^N79teeV^B*a#L6{=e!JQmhEdX(k%Z_KIPQO?F|1|&--)2WW z8g_}vP?FM#?|FX)X+}0TP1$Zntbk9p`?A5a^&deB*;c7@EY7<>zlG+;D^nr>aU?!% zdhxqe{zbD=kcZ9TXP0B$aYqVXUM)L&d#SJj=57W#;}CGmTM29hq?0Y&D8;b@@*QJo zFRlHG|C50@z|&#`hBDg$XL;M_m zDLXm(2)J3MRl>j)qKE*h6V}O4S`)K>Ut3FdHu30k<4N52%m3NQHof3R6axf$SLH>5 zkLu#ifyMA{spOnnrD=jvAn~g?S5bH7{yB{Mx(sFlT-4v9WG#d`f#;45VFzPv{$xF7 z%y8yI5cf_t0eYy(2SIYEb{seHe}%#ndpN-ZWaNeNQv@fox%UC@$iURDLOIC_c}dpMhJu#;z!@0L(2-sLIaUX)TPs-{}rVh)+X0v|AB$B14jK4Z_#jYobhK}7oj z1$%v?Ke@D#LU74NL)=-Hw75bJK3ky#(R8h@Ujj!4ql%WJQY=)%8ruWWLT{qtP>3Ww8OR$8jbKRK%4z5} z4~}mJsm)0j-Tx?WU zG+#!ITJbIIIG@Pq!;Cgf%V!GMv6KczK?SC48r6&;27sj(%1Ut(Es^~t!HB<%m#LEP zdy@9y#tGQpW~Pg|aNAKF_GjdjOEhVbiCr>eN9Dj?|J|*=a!RlXleTvtX2rURX}Iyc zKuB1)uQokEMqU4J=|ddoaaRrmTk-qfNNKdOPi*DD<4JACrP%wxzWDI0j~BK;4mRq% zuQ@1h5#hdW&MS*eV;*x=Wr9CT(VL~ghGMcK5pxK>sB+RLQ!FR+5NTDAHb7w8u>!;N z7}Tq1A_ezUp9%UdIHyJ3+AQM#o=*aZZnL%Naf z6$Al68l+QFmTsh%l1BPGe7?Uk=lp>)%rG)Mdq3BG#ryrbRNAHX0?Kn8$XuR(o+Gr8w7U;C?3 z(C#;=!LVlH_H{rRSKF&iEu3 zOv&oqSFy7Bs%hLOfEp_cSTkc?D*7D72oh^*4_`2FB(7X0A=?`o$QFA>`GAoOH0E6LFc6>+WQp*=VFW`UK=1KMWiUsuDN777RBqe}G zekY4BI-hL(k`oNbEKc+FrdmsOR87l$+e}IU`12j@#|sr3rNzYp6!UekjH86t=mT!Y zVW{THPyYXZYysVS#7)s=TYoO^`zlT08;@_I^eD_rqh>`iAM_h-;}xbWX(I|?F;sya zqYUy)xZ_Jt1+&J>w*UABS$TJx4^ zDY-vB(U;zDv7_o=jV68QaCNi`5R=vGhX#jqZk*MHyNO!c4mSJ9MlR_Tl?FS_v0uO8;-d23~q3CH-x?sa$)COqG@GNQUXUodU#a+(AE>mSV?Sw5X^k>s?H% z%|m63OjR;JFe7wj=)5*&uI9@V=XnPck145s zu;WzH{EQhr8jr$>uv5ZFtFJ1oI~;*Cu3mSfWKP_3R(QlIKq>g*XV6jlT_`s32Ee=& zRyGV))}R!Zu$%qgo#r9YZx&lg|H-?>Lcu$C^=ae4Y4(BRn^Z5AuzNa8#L~!A|5AxB z@G&BYbpHNd^A(_Paszj)e$ul#o? z2Vc^m(wG-o#>7xoy!8?7qWH@Yx(SbPoC93^-`+X?fal?0syj%^YKkPNOv$`|JzlkM zu?a!6+33KG#fH52W6!4EeD&Y@iL*biBozUj#ZQL!zzlT=5W(=^Rud2A0htMqp*;q7 z6rfZp{W}Cqso=iLXTNkfm_IIzg(CP9Kj$)Rdo>L=J~pO@^u91w6$qqh9qFlfv6btL zobgd}t=9uQ1_26QnWSS$O`yePHU`|;?W>4nQj|P`#L5+BSZIWzOcBSzCre`2V$+z2Q?4g24G2+{dpE%X~OOY07qwEO!d+f)K&{a2H5 zOtUf|A zU3vpI7sC1wa(&)K8kLaQ0L)@cxPbvTnYdML6XiU)cm3s$@AhZcdxu!HtjG%{gcEK( zCH3}~NT@x+nfN2oai42j)7Tw_^9;mmN{YPmC-n?;;h;e^#5R{Ni{IfvaTTc6lK=+F z?_1f&eisuryJGWs^B@=e5$ZE2i%AO~d+Y?fMh(h^SXl)e0@X@}{}OO;R~jm&i+b+(;g5*M13v?+RF)+*;V~s8qpJB7bb6K6kndQxv7C|mwS|snyWiSO zi9EM~X_UpURM^dvq})QRf02Phn@Nuf9H5cMP1F>mi1 z8DXmtFX6w-!xrYflDv&T@6%xKtOR<1xh$RXDIpk0B^uH;In|rD$MSeE<W&c@RF%;asHRXX>kFgMxf((y% z&zkM$>Cr?;bood}-T=VRLT&YS%f?dv0oK27@s=`O;Avi5hZC`VYlX;7SzjgCD(`=> zhTI4UI5Vuqty#kBR!tZ6;v;7zZPKss?3Ou=3$RMPficNI2DuUZhH~=bJYy__U?hQi z{ZELOq{6~0j#S-WABU#is@}4fK-RsM`D*I=**PQ^D`zg45f#WyhO?u8$lbov(PT6U ze%#!EruhJ(7h#3}bi9AUblC^w^bxxU1^rAzTxqvJ%Oh{%KSZ9XnaN)2C=Jmh* z;JrckZS#v#bL*;JCTvW8qzkCkbflVn!hys7K`}59?}ar7a1YCO`S?yRO-NmB5Q}c5 zTV*4^`jEcC;>?zmzg~uAWt{em|NSM4S&#GW>eH?@6bjvp!83`u8I!sxH-huM-d=~b zU%riYE=gZ#tp`^hkEB5B&!c1mHf?lEnoDfsyFJa^`sp~BR>AV$f(o8 zABN#`8`(YLOhw-=gDx2?Ma(;%K;2JmMy%)mX}6i^2i3^66)$M;JfOPLe4_KQLkIm<1zOY{ zO8KrUZ9m@skyBAoNhJNs{Mcp7h5G_P9(MpoB|ap3&caEkf7@&8zUd*H*%Tmh>nyrY zKq`nEhS{0?*jwo_X(oEs_Ng$Qsk!!~aG-pBt7-ZAU0Pgv&6wA6Uo7e2clBQAwSr|O zSu>UsprZJ-^h43`sffNIvO>7GmoOob9-H!OSf@|ZxzT&GIC-PdgRnFqe>B;Hl z*+m+~+f>-6t|$YkLmqWWm`y=01`*0)Lv;KDqT!82L!*FhX~6D0$Uo;l@d z2E9)gkBjsyKGAMBQ#VEq_h&Xc61BBtT zn_NZKaa0Zwio2u@Z91VJmCZQ^1?YhN$LUSY65yqgOrcaHeauAw0sVKZxy(ZZ z+?SiGlfIIjREoPLw-_rW_CM;`K3W2nY${OMsav>HpgyXM&VVf#AHKjBETW0~4sVa9 zJ~owWN{4jp2%DuA&DY{t3CP**zG{}Yt(eq(6r*4Kyv*GX*YQ3@PB2r2YX9$-1EZ1E z68ORcrs{Vsv_bh*F)TMNdIkmtS%7J(w~V~Le4zwX#H3Fv8&0uaXka(QvX880O@c?eT-^3O7tunYTpGqnVb{LX z)lD{(>5G?Zsqc(Q5RF)Q9~Hk%3=Zd^*LV1WGC~qleKlT0PIta*H?=SsR|Loup5g&z zr*Si^)EEFH*bHkHXaShrg}}J)A?&E6j~RRX$Mtuj#m-q#I7KtB`G6ParkC6dW;_16 znwr5^+%tYQ`hNCNISS$})1Zy)iTys;y6}A=4}hN~WoGWq2nt?VKZb4>B%}f8fXYnh zk_5RE?5wo66EaUi8u;l`fnlKOBfSnNd5m+b&UZ^(+do%I`et3>2RMJF@v5z-dlvSo zpsGqs!+vJG5oj%GU51;o{X0aXcm5+P9Q4b8E9r`hu^ls#DNlRfvJKLg#)wWS;vWd< z!k#`J{;L>ua-^CFQAmNTl`=L_EBqLTiX&l!aeC?8MDe)g<(vN^#GXL=( z{+)aZZqci{5}}b+$2_jj;~oO{+yaQFTq4(xz_hJ>ln1dcmLtr~D3#sD%;c9r4~jd2 zqw8Vm;P_L07}qU*yY1TiZAAxaTfcYh^^znhw2OfK1B>$m)W84gh@+XVPlR$pqqFY8 zP(*pU^FyO1BX4XaeqLMOO0t^-ihgGgNK-Jj#5TKD#F;J+i|0cfigu2ddTF zf5n;;=Jgv7PFZ!pqMp!d2 z){M^<^*&dCA&8~I$dT3{Fb|)WdzhdR0NaIKV*%q~fF$*=N*783oKo64nq4(MROx`r zIvCO-@$k}=_C-H^5nP;vE{-wbTQX1MY~wXiPZKar(mGngmO7MgKJ_wG;H8^Wz5>B& zLnmbB$wCB}|A;_b$*{>HOwb~%{%|K$Ld#DfKR-xfJ4!%|o!p#Vga&N3o<+ZB&DD9i z*$UD@7m?nSixxmYX8GH@XF;A!7a)C|ly`*Vkj3v$6a-P`^7%li67giXh-_Rr*9acV z;-)>BE?G1cYkt}5LRp7XFMTF%GWHF0(08WQupQyi*sxHm3b&|LVZXI8vFYL}zKFIF zoBvk}Ky(qq!>eI6eE!i98uYokV?GolyY-W?N;V$Sp-duQc+o)v-_ZolH;ad_s_R2KAQf$u>Tw;S{>avTe~Rz<^2TFRm=7_ zofb2mQojYiBkaAzFkdCh^@1n&CkE?EuP{EYNfuTybg82|!5gnZxRNhbz)Q?*(Mc}& zyg%=#vc3XYT{@7}b?~6MH2%S`n1&b|XWt%UdWKEWgmvIc--6OiJTs2%r^^ix#j(Z5 zVh%xFlNqF{?TMzY4H(#5Wb>-ys(=M&`X*SJ2#@j5&@!>#k$Y*!Nu|MUZISfRwI#GuI0pkg%!AvTD<6#<}BWAMp|Q;(T_!+d`#g6&F& zC5qiZE6R!#8h0ev5>ePvKckZR!azkEE4qn-KgxiT#T0%7CQ|2YLLrJAd7?Dgl-PMQ zVMg?i@n1J?#tthaudzeeecZkNfNV2+Dy)jp%Q#W7jWwq5(*^F5(I#30BA684uJK3Dw;`0 z$-D#l^(K^O!2uOXhpSfQUPtsnsnQ=gXnAU```dx!#~tC;OUV213BgfD5tKaIfHegy z0oz~x{mqhG?!xmBaw!g4shtNQn4AQXhCU`J$d>Vg$CzroLAGk7@v^YyC)&nDoCKic z&ot*1u}dj`r*h$a|}95o^HwT0DYBShz8=LmlgS zbp4hRH+#SQ>GG%9O$#eH-b~F0t5EHKOB2TrBIZFjPm8OvJTUIPXG0^pe0r>Mu9CC3 z776}j5}Ub%EBq02DNMM9wl-?ZGLG0aJ@LKH#H4{#MS|~MSqji3`ViR{@2bY_f84WG z$r5^tXB>=+yEcp^SwpKcpJqNdf_F{u2^W1d)h4&#-C8pq+{lv215v`f{prdTtQ;o* z7iVOYdkq;G>L$oaU^4k#;(O;KRmJ$Kx%*bHXaXM#Rd@-O?9F8l7YDt^_?Ym26YO(I zp4EZfz*O1QhIgu)YlojZRu*`06O-e4Dy7SZ^L?CCA1z(Lw6XVYS%+D;5=Gcexw&7; zUNK(9DLq(CZUn-iTc_U2i$yU}K#6N3kgBbcWzI*N9hz15Q$Wc{Wt357*TIWjmYq7$ zOew>_R-MrWCvm)X%uRaIpTA3WO&wfqE6H25toEHHu~=GdN&`)FOH)bTN_J3$1(3Y$ zGdY%b+8ppX_BmUQ9z*a%-yoXE2;qE#L$Cj$!Qb*%EZ4W@=_ekd4X|@XQRd#! zdP@mOLdr6Jb)5g|rV&YVntpS7pDxcWWZG!Z>06_*yd28A`J`O-(@MET0~hg!4RdHH za?kTldOKB!Uc#rw3HcB=*|g_U8n*n{UZEsg%;uv8c6>lCny@?6P+cb9Lj$uYjg4ZE zyT0F3bNK8%e@S-V3MU=1=6>kP|6R-O&@BBs^YB4}NC>%HW${#iK1yKf<*=E6*j)$c zJun8znn_AJ>{zAT(FW#|RNAyW1X$&UZLh^(HIPdq9x2w6>>Y+#k_hS@3R(FMmZk4) z*JZ{&rI-xZ^R$km9hGzuj3K|9uwxkXL6Nl^r<{xm>uyRgE5kpH%4MPvDI|d%iM7q( zE|3$`d!`hoEG9FxbCwJy?-x(Tt(N$~MdjqIC^ji+Xfg2gM9<j=VDmth{ z1+?N>CiJT~vJ7lEoN2vq5gbFxM@r-ITkS^Z-U{4-l@`>IsP;oC%Q_9ZCP^tPl!bjX zgB7B!hNJLV5Q)thgxV>rKoXj<_I?f$uuXB6Jg!glKFNf*4zpS)7}_f}?lm0-jY+9w z_V}|nY+mLmpwpAAeX3SuPF;hMUN-7;_5q$ntXzo=?k9{8;*XUII$r|~#l$36L7#>~ z&0k1>&xg@gSulj3v2pfuK3N-Vn!qt&EqFIceW?^%%NLgxH1cHBJI}|hIMb>q5S~8n z&5t1@xX)mPS$Y^0H3aG`*bzjJVE&;S=U)l`>?5G9hC;a$(?x_PBL zYP2D^Z3u`(+ZZSD)QN_5eA9!;Mu^XLGKulscsY549>Ps?nvk6LB&v3YqD3gHbp9(j zIZ@AP`I#-%R3-Yx{G>!kLiI&<={!>ni(GVGBqwp_3ct(_Bp6JfEqLC0l!qKD*JEL4 zDy=ChW4iXl6$f`Ak5cOV7 zlm5jb%mC5Iz|cVa`ucP3!xI;#^qxe88Tf{7ZCvTR+6pG0&14>-C6QIjijWGg<8tY+ z2IJucHZ^$I+&pyUjraCLtUlG$K+{~{2tizb%B>y2`{no^NxH-vrz8s}iXMi+5%n;( zN`9=5+!I55ryi zN3jO@!+7RpKXdL!ZR4{D7DWO@a`pzPhlgLc{V*n->#v0!zs6b$hy94!i=Y&&cT5wdn~0{&d6$xc z+#{K=xvsGDIZ{`6|=6esi7iKA-oeMoR6lBL=km?)4Mt+gu) zUQk*~$IYXtu3IqD#)|2Br&eJzxvWvJZ44{~CM;a`yl&y5>BDN(rtN;8^W3RWjlO?7eMob6-dDVoLZNI~8SDE&03Q764Zi*Zao^i$Z2nphcO zLDN|^kaltS6NDnH6k|s#q^Gab0ek=K#~)GN4>cND)_L})EC5SDc--JcX~bq;mf7d)rx*}-atUQ)o@X1!bA^MxgpuMx zD3-FbDpl&&;zBC=!Wy8arVb##j%%#!u8E2XoK%_3*XIA9l;R^1Gf+Fie7)HKCq(S^ z&NpSkuM(&aH!BYSGfpaTXUFbpk7wGfR1_O{FDF>1s^239LmPO$z2!{vOw-p!%!ErY z+h(tgN3s4aaJ$`~dl{4U0Z@bml;Qx2wyS}Mpv53aHFKKDf?BZRx$BRm`OkQt_>#+T zU)s&vF-&C(E&+ix5)?_U!U9hAbmUQb{XG3-q}EPBV7z250h+W!b8A(>>*&pnc;^t6 zm^%uAF&UXK1Uo026KNIm@KdP~X|8Enou#40Gfn4^jrh1JjT-Q1$a3QctG*mDU1n-3 z2iv|7P+277x{!P=Rmj67OB8`BB}|%QW;(*Qh?~Mvo3i zZ#nF)H;p#NMeS>o*gV}Db}*-WA}s07_bCOs`S;?Ws$@cos{NRz4{k?$Kbq0?@f2#QrR{(Ea}0xdpL!I`nUBmSK@q9ck7ZxooXlszaIlP zBjI3zHaWrW8nz(k0C=@7Vs<(#LOYxRgft+k{0(W4pIJ)MZMxcUjV*gDFv-tE+PJ3gB%;B6{T;hqej3E)^PlfV-h1En!;yr7bZh zk=Zk6S%MLdk#&#^sF380(ca33Pq)w@#EGPf-3Q~OciucnoC2}%`z z{E@0?d&?(5Y^VqO+x~E4{R-5Z~^9 zSd*A8PmVymb&)%wAu?TO^WUbR$vS1~+*lNKW}vv+?!yY3jp?AOfEd38{cxSe5qZB9^U#=Q@O{m( zX*8SIu^*Xiz&{H3D?Qfgj)uzl`?@^ho&UXM5p>{eXFjI!&EfMhU$z|*5|!ZB#h~pG z^O^p#Zn)enG_jH+l?c(SiF+wG=Hn+N?G)JuB-9jD*ngT2x%kZhD+<92BzI@mp6jb- zzb7i1+Gw{5GT?%BvVF{#DT0~c;Q~HFfOiDbJnZeYVK=a_r1+x~R`zC(lx^%^YOU&kgo9|Doib?}M2+1B5n1{6p5LsUOUBlFQE{Pk;#O{C% zDxS(kTf-S(Ws$RJW4%8Gmu?uSdv7WdpyIqHdK+I#@)Dq4(fS zub*+0dP3)GkO~`E+Ie3#HFz(EXkFs%3MNwnXmk!5qn0*_ZAWd>Gfg09TP6zrm;D?a zNioM`=_6dYbv#o3+K)<@;Wz8T)PwUcE;YP=G|)VMoo8%upX2RB2d|m9O)W9;Qoa&v zB<*uFs{&%xSNq9hDK{JG9x<~a5%=ex3&m#Q`*!}BI(_AhenQQ1xF0h)>E4f%MhpmU zst|y|fD~Y2DpH00r+}dd5!1&cSs%(^^Y4TOkZc(%dnt-KQTl_DN52-a$)S(NS^wLMiC~O4TwUk&w$}rS|~gH%~>{ZYVI18SDYhTwaEkfzP752C{I!s zeyDV0fQL6WD>bW{pEEt`Q<5_1V^6V9qq0ew1(%M$A`kU+0GL7x}l6(ko)}{fw#_o zZ=R&nEN|04OMJoIgrhc}oZ8SyndVPLESabdB&UTsA~yoM3=(^+^6u`@sG8HLf>8PC zLU*khKYoZ1W2;)St=LPh=V)1jt4@BKb6#ROekF66ICAf`nDKD|4%8Ml@d!)glo`$W z=k%8w` zDE>Uxv{<2M4yt|37I{^1j^IUl^3of;S9_Ihms#@~e$%{%?|zE{md##+ov3=i3RXfzQWOI|Bny2Wa;C5aG&me2G`4jOXi zz>1hd65wYv3^R@{HuD4n2JN?t{&G4EtjE7@<^B3vX%Zn7auA>Vbg>w!>j zR+fGe96mpXI=%Trk$hfvv#^5P(6{Nj{iz()pO13aomo$aJ?6t9;M8p7@#}V*P;qkP zMsY0Js_+4tH;ln6G0#{PLE$P}CGm^=dQO?xq%O=In%sAQhH&`DE=c-!XOs%aJlDT{E}LJkk_%HvRMI0Lo|IdaNdJaU%>K%o-U|pR9n}6hc#>{AYMz`t`b1z0<|WM2MI#v(OH(?g|!H5ih5~}V2XvkrRZEW{Ri+D zn|kBg{;fS1J=5C%4JhdWGfq9OWka16wOAN#ib3UQY%FojSPWfpFq`!bmkI4sGvn6^A zBXGfrs=lM_?VW8GuP0^f>dnxL`LHdk8F@FLeM%EE>A3Rq@_>`$oJwJW44*@$fs6{0D`V!L0tkoYM#gCB<*Gj1DUJJA6gBID7tHy5HW2PA$gzUsePyA#pUwqoBul zT(|J1h&G+PW}47rZ$0nRSh^YK76GP4Pn~6^gepeW+-ma$deJbD=%GQ{E+qj&#TFpV z;{lG1%gVCT8K+_gJsN-{m&y=vV-%2Nv<7rc_r_)0fOPrOkv@Zw*?LG7ptG$6v^1zK7|4E6xh{ z)U8}@z>tvJjgQ~V*&|z}awCoq*bUGf?WU2~4Zl?DC5Wgi4$Pi+uALRaIp5uSh_s`e zzS$y(fY~x4B!_~*w0FHlyB1AaE$XUDlTyCS_w5TWh|OP#I-W&71wVYf^gPG@m>~lQ z#a@k@Dl89GMd&9SEE-2j?Ak^8UQL~R)-Hz#>+EEBbmG#NRrCAMqbG`tMuy{(%#b=g zPseAdyV{JST7Az7}Re?U3Wr&2{cr}W%9 zmeDFvOTc#bBlm(Gt?L)|?KNNFy=DXP7)aG#b3-sfgF`FYNinE~$pc47Ie*dF(B3Vs zww%7g`$(T?nw!YdO`v$fR@eMM0iNH0{YpT3Z|$NucL5$xPW_Zl@gKQ%NnDTA$yWtB zqwFnHJcG1!smG$?4xk^qR2N;HZVz>0%1 zTv-1a|A+vvQYcVcnbL_fFZs99om(q*u%gicdreMl%8{E=oqC(BcaJ8dKVf7ASAbxD zGd~2c%$@!$JW9qM&C_*>vp?5zN=EAbw;!S@q|E%&psr;}T0FI|#;9oj3qq|^Ton0c zSvwtNNi_E;wRkLogWC#_+e%QmcI&NELR|~$tLcxY!@uEU>?l#=Y|sCaLBplg-{Um=tFf%Yx|^_-*(dQAcf%L`BO}b14N-j>p*w zP44P4&BU;xhW(Op{D0H>8xs6sQ?%+d+^cO zD+3MoBF;{<8w_@@oX%}7jmGXrqI~*m<(`Xk=$WW^VGk_6|G3Y$^Rfdl6?*?GTwhZk z0$NFLSEowT*icOgJ^<9-O+W(*$c=up_9VjqeO^H{Nw|x5(xEK=GKUHGwEtMa3B@ej z7eJM}PaC|649s-JqF@kYGcRd-poy@nHWb(ktsx8km!KvX^5c?VJNYm|GU@tH3kVLH zCBRMoDNT6%PL=D-XRDfGQb@N{0;MYlc(=yTf~*wMJ;oqIc#)z?a_^)_2Up77gq&;r zf6RZ%kXq~whL_vhw$$!iM}+(S{8Z4lFm)-Ff<5`10y*k;r^lWiN8(zXBy4B?C8@~2 zrO+m_w?NIDVm{JBO-1Qi+9-E?n1z7xcBlHV`Cjs1!sMB?CSvJ{BcJcuzbJ0`rkOA& zbuW8_q*Wh|==DyNbk!!~7gjb@i@*-RaK{92x(YIo*XK^ug1RViGc|3{YAev)f5uSU)xi*3p zV(n2r2uf(P%Bqz_F`Im>5<;w}%p3tyOIEIDrn2iwnHTfMVPkv(l@WhpelMN*6oM>k zFX{rcREMfGjf$Jpvh029*y~&iLQUHr7mH)xRO5iPBKhfy{eQ~IBftPW z1c;%{D=mk3r#-)kVg>=&=*ER>PW>twU?c1%&Guw+l_JP$#?u~}{RN{OE)Js$VVq3X zfyDN`Ni50MQ7eb%Sy~ zhvHI9qmVO}sef^Ic~NENg@YJ`RyB3B>;92|iWXksqtz~p{*HEV<}{B3yEcT57bZyM z+PU%;;9o5_iNtv)XDby-i^d{nW42Bo>bMmI+Fh{{TqY|tvn{U1nqf+Z=vmmqh7g%0 zu`TOYjBIcr*{Pv}?R{Voa~jH1jP!@;?`CFFS=N4-c;WUw-n?2qeSJ2nI3ld_fzzSQJ^};iJgwf=+wqMjiIF{RO{mlULVaTeZ(HL+|idMsrX6v#6(0`?MVVo0z*@B}g$)RmJuVS?h=WCs zXToCuHF5zs{!Q;LnU-`*G*XE*WJ2GJ*rMSem3He&ks7kDKGO;lKi(QBuvQ8}Mzyw; zAz)92lPkUmTep-M7yQ2aMHNti_E%S-^ChQ>FzD~Ua|#-B@e)>ip_92vtZSq14Ujq686E*5YxGP+SkGxtnnga30OvRyIXxJCU{ z8fZadZVVBok#{b1mVZjE*W+nnBVojKO~cPj*}%D+;S)HJE}Up3z`THD>i(V@pIj|$ z@@%RI>opxp@htCDxKeQcqnID~VN6e+CBos5Q7F&_8pHqfyaaf2hR%dl6Q!G z@wbj#9EVhie)=%X+6nFk2`+E3k@vvNWP{?Y zQTKmFl6-i}+N@r0Dxi<#IJ=Tqeew|-u$YulqG%%SX79XI8#LbJRAtsY!Y3w5G}El& zxiok@>lfmVM>lsZKB~|@eAauQ!A*KoHRPb$`}&{@XY#jcxX-q=ZL**eP?a1|ItHqY zel^tyRv%K#@##x@6J3?^T(zp?w>~#wXFXmq?~qk41QrmAXrh>`m`HzN7J-{osHXZw zf{c2WX)R2=LdgF00}DgE+=X1NI^kVHxiw_V5=(v zovh9D8Ep^ou2Ed4G*w^;R_<_ylgANuc$ka2mlF--QtuEDa~_&Y(23bJGIZ2qzjlWM zc0uoNV?r+5*&(zafYM~ULbK5)rOCIXR`L+7mW4Y>S+O2eTrlon#-mLIXENiGlO-+t5xJI#V@^PCU#ABoI}LUc6U|HddF$1x3iX!+yt1f$*6 zOiK$?Vv5ykGYi-~;p$my{=NS3B)R1K^363`)W)IBw#CL1YudU-fo%h=mDsq6)rk#3 zPI7KJgl19it2G7DC)MJ&YdA@v)1}~74(ypB1J#EH&lup-*yFcM+pe5Hkf`eMIk)#aK-lw%+~r#}V8c_*foaB&Ig4cK(2A|OnDe_XM@1F*die$+b^QC1s2#iVvu6nGF-yM=n-edl9Q1fXj zRzgQ&k6UyK!)?q1p59> zI?Um6;}*09C&WW8?RygsMWI^*gvul(B;pIs{U5ejmj0UHcEyhTo?Ro0i$SaDhbo{s z1oa2Oltr?Dg#Y8BE+{=>R5?HPGvTWn(v6t&jtI~GqP{HTEG0oiv?LZ2Ug=r6pGN2t z%Ft=!x6*iWnXCJvN~AK@`z+t2g^dc{fjnrmeTeI}v)AzIayh2Uwq^50sRs8wCl{PJ zjY&{j2NH#(?s1)B^3^~X!EV34I2`fu$TwGK000&)H6Z+cP^C+x61-f`CI)RmGg-Ppj>X557sVuN-c^YxOtN7O=; z4kn=^7?W-jY%FQfFeh-h^7&t}bm@Vzy?FwC<%B~*HsbuTVV#cRcqU75*j^-?aPOqC z@@{EzzI46~LAr=r;Ua(m*#ewDrgYDkm#!VO(NN<%I)a|Q8>YZ2>v#>}I{Np< zvj=FH3?WO51Z}C1m7JMAe)$9g%Pk8E%^8)q1Cm|??@YL{Cx44+5In|m0Lzdpk0*Oq zk~xOe=yN2BX^|sBtKi(KC)(1O`(wQ^YJ^BloA zfbJs|ps^Df75EltwTj>TIg0roEI>%{Ixmw^YXr->-yFYBCNu;pvheP0Y*U0`T?~kqzj4Wa zzR=3IJL2gn+Mb1Y0?ctMK3fpminv#lb(j81W*q{c4OT9X2l6ol!6W^8K0G!a~hf-H%euDQWZYu1&)GI-uv@`WSI2FOImmDx9U9jVYUpy z!f!`+0?Fj6{+HoJ*pywx1R6n{1?F){gFRS^&OT`?)lUtgMLzZRFnI_%y@4r%r?G9Su!Ak@tu4wDO%pSb^9dI(F!-h@`e*t)$h@_()XPZBcgF3&m?DJvzT9-+Qv%7 z+HcJ&yf=|X)cWW$)B!O+gRVjQCP!~jJaDd%MqNUQ;;LUBl3ZB>3mw?aXfm@k&4hMcC`%PFl zGBXlZ)ccyo$bmso6m^52knsH|`wzl6dc2dU2;rL#sx*^BnC5ZRv{LPud_eB$xSeFT{#Kkol_K`LEN^Oo|4? zsBKwnkZ$EHwQSYKbbm8e7MXk{ej6Q(e-_BAC*UYVQefVbt=F!pNF=eO0`fuNEjd6IObD z6x%P#0?dQ^#ZH$c=&(JY3LUtkJu}1Tm%^<>qRN&00d+GO3FeZxbQf->@mI6=ryn}G z9ckkJnr?H_bc+~M`{w*VRJ~f&>wYCW=V_t`9cB;cEN*DzXKu#gfh?9?^ z%-mVi$h}?$0J{1lGdhKlW9bMA-J}{rw}9~jQ69Bm&?gI6z$>1CTvXjj1K0w;qp@6R zkdghqq}UHU^R^p!wJ3YmnVq5Bs5x<$V7_-68cX)hh1LTW<7pQ@7Xa3Nm`yF+z%=1^ z=|VMAlY2<6(yBA;i$^Nh?Bmz<`DOL=qs$hF17**bm(sWB>s(4A{3cV8l+@>7RYGy5 z+!1bhcxv;|k7y>#E^HiH5||pbQqvr+6Z)6&?M7TueCO{;T10t%MW$uTlwMnw{($a`;>!#a-A}_8< zJ3byUM#3oKkbx6*?NE?ETT}Jn*pPT-RqGAt0X-&ooV%sZrsJ0sAkI_eC2g|FbGcI((9Nf8kJ=B$xav z!ndfwoLvQ$RpbW~Izwn_%*KTa`h+Vg9fGUER9Id}UTBX63#obVHz}wgy-Pe&`QVCJ zff?LgnI0DOAF<-1U$5T!Sv;}7JX%gbX@E!Le@3@1&x?k#%rnLD4)_*PS3wAW$4~1Z zs>McRn74%vR5kb{n)7&ay-r-}Yikp8t~@{=#&Uy0g4T%qdl zs%6@7Zi>b5HiO9eA6r(VKd1z#j{38IPk2m?QNhm5qKQOyitdTt z5274!d|1sA8xp$PkzHq8oRLkrYrI4|>%zA`lF6&!yX)NW7yP~Z^)n=Zdrb=A#^uDL zSgr_wJa|;YE9l$6Vwxt}Ar)+Vy-W+12{haIsX6djQZ^^85&6ynF|A6WOD5QLtPoBE zu339ewLj$@jgY<;cg6d`uL^Es0U%VWOO(rTi{|WZ8E8Y{L6N4o-N-DxL&zRGs!)A@fP`|CS~3Ir@TH{{PRI_3Q4cR9Va1zi0@2 zHUUR@09aDrqZjv)eTg<7B>mG&;ZG{_=SzS-i~Wch>q<}z8=imvK5gz|aO^UgCb|5d zBF@30Kt~^*_bFRy=2t)d+FFOEV@Eg?m5g)fN~?W{VHHkQP!yF(k(9oi*bc8@Wu2JU zrFf>8p$JGJEx90l4PRwVPn}*86fVwPAVbEvm!>^M1Fi&?H68&iGncS&N{iKD{{xR_sF5v>%7fI2d6Dud47+gYZp2WmorWa%G>w;={rQd#klAQKQctzDsn` zAQ(n3#;$%9@}0ItcQlwVy!M;+oOpk@u5B|fN+5E_EBqFM#z`#Rlj1(foy={YZg&PN zTphMDn4f!j);BIcSoY z!=&l^YFDrrVCk(e-MT%w$1`F3+)BK!aqKzEnH&&ctTZ=0t<^g^VyLq^FQHU zzLi#63eaJM3IqZ^b~-=zOLlsQc$|mesnyw?fc6a5zC8p5ZpWlR>L@pI`r4kP%6^6x zfJT>Uj1@b-cdV8IZ5PiBU)%cI5)VpOK?zgj+kr`Z`yGu3^HPn`+2>&Y92&UbB3~M0 zR8-7V7f$_Y7(T+wV6~wbTQo#NhavX?;}k@3;~)nVb+2 zVnhb)8HQyI^{Zxv67``cd3Ej+Mm1f{+t`|}EtbWn@xA+)yEuZRh%I@$%o!sL_&N#@ z4MQs5G9g`gAb+Xl!Z9P&bc)QVzsyUZf_fd5EO%RK`y3rFNVpmyhN`k0g)(8A@8p;p z677DgEEcW4bMA=!TVr_TY;?C}sC1mzCGx|@dhMKSU9k30cBwQpC+8kv)`NXmA@?7} z*ss`!eiZHrUkV4ZmkA>$C5~N5_`>W?s9=Lu2d7u>ov^Iswo)FbqMIVgh$Wvh3msgU zjBpSa#V_%{8fFMJ2+JO`tEQ|-+(Rr&F)seP^oho~@bM%lNEt|0UM$~NFRaDy>bUi2 z6qR~yVD?OMBF78t&FEsXclBr_nB^{{@U1KV%$}5l~ z&+%}UM7uE&6l~3-hc}ZhhMvsp#%eN|Q4V3su-?{zPTltwNKtu^s&Op{ZxqciiwU+~ z(7rhjhO66ORl@Vx=z>aUR?|F$PZs8+%zwPqaHr}X#2c#@He`UUwXI=f;uC?66bjKe zuWn2c!3eX#mioQ}6-jl`mlGz`wS+hpGN#`56c=r%Fck3~+ar_Ph`Xv^h`d)Et|m!s zE?pLh-Lx8CG-Ho}Vgs6sja$L7b}#Ydr<{lCZO81zDm9`t_So@_$@I8k6)v*A7&i6h zR+U)|Wuh?i8HuUfm%HAl5{+Y%&vvN+J(JCLJ)cXQk*=P%5j{Ts(DmNh+h%k zmK{gPmf;agcr+{#oXHGc$zYa)3+-|w^i2!v_drCe_f*1*>ugLnBm$i1bxx2Xs07Q% z`9C5&U$@Iq91RQ3y5#;YGv253p3Y!G%|{6ZA*=9*?KjvfxIRVi7kmSgwd^X9!ybzX z2sgf{f6Jk6FVx~yiX>(5DhLu7dx5)jRKt;Tao^y+NUJ)Bt2;J82L~Y&2{K(?ic9hN zb$F4erIh20y)ExFn|v;3m3CPAg6$u2Q?8+2BX$K9LcW_#X*Uqjo-SID(M3n<8hpg(r@GKXLIzwQELlI|?V67=gO86nx407&p+f=(BMHNMj zc&t9*J+V2ogJ#Uki)fDB1^l|rJqCA`MC+P__O9dfo7^cg>*I7)ViWX@N3XuL4Mu-q zvM>Sc7hY3FWsr{v)VQve?7M=RUvXS}mb;!xei#9Ete(Z*07RbVbS0s8c zS@uZAubIYQ6Pov2VOH2L$4-0acI6k}U1c2;6WSmQTnR6Z0i*8ouyIah>1k6sLcWX~bOCLcC4%t< zD0bPrff$%2vy9ge`1$*RZaz&@!u7 zGGILFAE74noqGl{K9YxDfNUVl$>0eJD`FsS6KIU30_QoGeT~&gTY!_j-~?|2CmJk)K+J-7-UA z^)$Hw6y_h5<~263o~li&Mde_K{lWn5_monAPS zO_?!hXnW7IF7WPVaA~%FMxBB1fzao&$^y9Yt`(s1>}9&=bm8X10HOL26wZVf(176w zwBu|!Bn;E;ku~=Wevj29p>aW-tB$L2SnOv8@dwEJFtdqw6IYN22g6F1$%Mdqs`&?} zdcCyyFG&YixteSq%jU0Xgv=l96hh95_$S0Cd(;D;W;@s0#CX!?*Fb$=&KUQuYS4I0 za0j>27E-=e&wl#&HdD}N({`4=H?ih6fzy>T>;|p}q5e8$lk31kEt1MBY`~maRW5Q9 z8rFTat&jEAY;|VTb=`b_<57{ueQ`GZ&wxtpHzgT$^FP$K z%xv+(oPpv>h{(vI4VEEzC7*1XacN)~P&eG?G!vb)e7VB7Xo^ADA^KP9p@JKHvoouS zT|nH!#c^#xmB)pnmIjdQHNL+^KP8XJLZS%&Xnd0;_ggFyM+d8jJ5q0?Pgmw>QG+vWqX!?$a-)N4Zn=FbRKS zOkANqV{*?Hd^FxDaDKctzgMJHH3$9@9F!bc6@a880d{&a+|;}E>Yc}&K{D&cca9zp z_tE>_--=}$gRO&f$Y-iQqM=S(9rt4cKW;9Rj|_5$XLXuO5SU5$oiSVLaHdZX7JAa7 zTg_HxDOx7exM4^hbtz?lzwmiO0=B_&$sfpZSGzq-$QU6Ev51!^YAjd%2!;b zI$ZdT_W*r+(Ts{g2zjp-(+32o&!n)&Li&KW_5Q--wTnD2ST)(*EpETy+`e3vb3vn2 zySc_oRlpq$nphI3O4T^ud3gy{N)_QTe+8kCh|1F0e3pUZ0=)}6y-c7Z|NI#$ZXG}D zHcA1H^xungHE-qU`Yd5wxO4vH**?VY--Gh)0s;(UC5uD$v8PXbrKDRhp%dYyQ&`{E znv5$FquhFmf5r9-4i3)y9YfX;5 zATQiF%8-If2m9MM9sYQ^9x;mFx?~Gg+!%xN`Jpvk%ylvS==1KTV{Zol|o6+7Db5g)VnM*jgZ*03YR+Od63QP(sTp33EX?*{5cSdcMi#BaF#(pVW zx@Bk>zi%RU_Yq@lz;GPoM)n~IbhS&bHhog;H)0LXJh^zu?&gDXD%wxhn#pModtbD7 z{HjY6!|6->N|VA&kFa+wLUt&m>vu(#uMXYuIDrjq zPF@964ac)J9bv#1RIU{YJboQ7eT7p8-w4DRwiU z=6y{LX@~>K8N>PQ2sDYiQFi1uI&qO0FW>!58pSG1t^4*){ZsN?8|^|68}Mq)h;9H3 z%>H~i(9o{rtbovq`O@RXtxlHfi`1(Pmc>V>fmb4U-#Oa?c)1W66F;WllMqPdw6>uW zk;rBEV$0yWO&#mFl$cKH31pgn1bU@j^ohqk^w)Nbh~Oeu;pn^6_QgB0?Y|bB!(k`; zw?@4^_f2wcVkqPT?zU?l1vUHfn3bl^4X!f7qZ{u(b7I0g6^x`?yk~}HhofM zA^h!@6dDk1^aGaYlrgD47I^9C=nf!Tfc!BUh&T_>q%(0t_q*pp2mhd&ei@FxJ2%Vy zlfmYdlzvqF)pYvoA)Bm)sLh|D>#ZFlzwfU6oa<)n=kC%=yWP0~S0YhUG4G;{3vEDH zW3KJ33B{>!9~sAMwkeO_nrT!cr(5R(_jf3`u+UsF-khy1mZyV}eR=ZE08=tBBGesu zm)6ZUAaXTlWq!upjT#3Gu+lhm%0(OAY5`;7a7JWMGL9azdq;r7MhaIAQUX5o^z^iZ z&mKh^FMHok@)&8fKu)V=&ivomW@5Gj1qS|gEV%q)nM4>E z0hgEqqd=L8EMR;oOcW6GBpgXZRLnTVBas%}{&1t@Q9`&U3@zp#Ww=olv%{AFDx1*! z(;0BK(ahZ)93jw1xK8nn3!lr*VF z)>Q6Mid;D0hGbDH#xegK&|Xnr<{`ku1nx}o=ytX0fyiAFiOi2)cPGBYKzfuvu&j2S#ht;_`3pGs^E6+*8tNk_U0H0N1O~JqsRLXZuN%76a-Bke@npuQHwL|} zDnA`(xyI)Gf0#^MNBFn!#4wlV*;|W6XJG!a(8RncVhd#ZtS>8o0sj8|JC_3_{2ePU zRQo<8y2x^=25(G|We@|NqHi!)da35u;T!1n^Wj4AZV0Zn^@IlsVNbN$pup=IkIMmm z%zlTsM+eVr#&PANnxe*NK0MUtXl~g1R%<}l4b<-*#vGm#9K(FO6;w$H&ZeUNs>J>a zWXh9hD%fk-x^Li1%CY1H5p8Y4kp%j}aE$-=ydkFO%XP$y+t0XJ5-ZZG{X=bF+su8o zT8q*<*aoksrA~yIaK7YcmyZIV^Z}l{h-0N*=l6rrA|=)F_aCgdmK-@%ime|(x}`>>5MH(Sf%cEhzBdL2 zCa6=wjh^tMNXzCV_&Qz#!oB<a1x@zs}XbG=eiGinsf=(#<{c>$`EkTN#%l z{Sruf!DAo}OQBF%A7AvQO(?9RVd*fBJMOu-ID!u)bPN};-5dlYiX|mn;=^C)afGp% znN?VU`e1PghX$tgvHz~^1eN*b#Ioe)R`ay=WJ;g=V@aFVg;cDG&ktbM3~!H@fLokJ zUw-Epw$HIo=9Z;lr(MXyve4D|wIEmZ<`=Pe_f0{Y+mmeDw^N<_hlfpod#T`r;;c>{ z4RU%ten)1AaXuKFN`t#!3hUc((u(@0<10$(<9edz>}7McZPDs+jg!P8I@oh9K`s?< zE40OfAGvMK`0`^G5?DS4q7Dsc*O^l}tV%v?vX;FuBz*(FeYR$50rV-+J5ct=mrd4Z zAh|UapE|~R6!(vt2LmG7F7^h^IzXSJ)$x1jeIb}<+M`7-jmyv1_g!n$XCef@I`pYM z{QK8YIfdL`33bk&2YLLu{)}s}K)@mAcXuDDF=9=mp&5D(<(7?AY-{Jv?ihkhY4xJm zj$pNaI9@gQz1Bui$ZQqjlni4-f7JV%#H=T}Jy1aN5e=-WAGR<1q=K7t{?1r$9l=|b zk!4K#=paN4VKa_8Z{BTrxMdO#sOIg7@bK_7N(1p>KY(6hVI;0BEML+2M@arL#QTQ3 zM5TB~V%BA;x#GzbV=ei-BiK5ia>GMv(qNuHDGmUHpb_^jg>ZKdHXC-w-QQ9~B#D)< zT?u0|ctBC#IP-`iM2XObdJ<)qVgBUsEe1<@IA&v?xG?6u`Qz_ zS8n+-!;X6JspW}nv&Z!lLN7<{^SnM%9KcoFq31pI(W_Nt0eM@8p1`Gj3Eh`nzq#2D z^00e+^r|n^3bC$LEj2<$;H)fpO_sXig^r_=>1kZ|rr-SYLC3v)-((Wgqv*fJA~-Tq zG!UVHpuwS&YFbA_7%)|(VBfCP=|tP6l2JkX>WLwj$^!p4qY7g|$S^isiZ(v&{YF)0 z*AxKE=6-gS|Ze0u@B+uA5^n~EJ_J7J7vCD$2--uD{SSW?qXF0+YhBWGLw z7ktct>yF*H$Jq}%@>UK|#ep_QgTxEPY}ltA8DpxaSBnYfZ*2qHW)c0j$$^EjOJfe6 z57p?Ze6Nt46-6$$2hK)H5zH?zCnln^#U8eaO^17f{9ltAu`^{&O1-1nGoU8J;&xx^ zwl!yP$9%fO=H@;jNpY&xUAQu`+Q;=Kt2MBcZCQY9>wZ?&SoxGPz2=J+`{~%>l-GU~=hn!+p+XFo~JX|z)5 za+fA<9bcaXSkcP(*EGc&*yUV?J)tB7+b7?U4M&SxCBQ_WRdKNERAwpox~hIMqyPHU zg;>EYek>PrY|kX(=P!uS82x;GS&Q2h)#2P%kJmUP`;?`OH!sAR zo(1x&1ch%i&ON?2%Op0dm#^a8N-a<`fLq{FFO@)-|F4p*vR|@|l97?g=ZDg|Ek7^m zIU+Cz=i%OTg?X|{q#R@$8lCfxDgAYEt@@y zAx90&4EwU+{^6xj?l8BJlk9zKB}!&**N$H!g+pjeavSY;YrVj@TzSavAVFt7Ku(&o z;%c#VfE^eZn61gKlv1VF2@1)oDKPSx376Su%pbkzHq|5j@al6NfG(z29qvZd~K z(oxhLEU11*+daDsUPWpvB?NRvzqg>y;B#k*74{Tk<<|0`-JYaQz*Ap&us6i{&L6>~ z|9~Jy;wi7b%Jqt#l6`X*;;<`!St3$P?N-X}XFZ{OC4O`_ZGpGTcw*JqKtE;cvn#N@A^8g7#iF%CwO#5NcE7{<69E$z`wfy z9pV?$3Bsjq(~TR50cKDHAEgMzo9AW-p1O+hfQ5LES zGV_94OCx|@pi@e6A;q^kYMZY*{}$~(DCiyC6^RNOozJqA^}JA~#GEAG4PG?{EAgO= z&oVAqDoHV1Ma>E~8Zl3L-m>NxLqGD_`Mk2Ch#=sgD>Dgf4C>)*UTLfYh|MaO>v1@;8=So{``iR%0J`#o`Y8@x#{pea^yDv<;`WsieGB_^WuW|# zP;)cMM1i+o8uugL$h_)^;_Y?apQNJ`2ngkc09&33A2B2YXV`ti7u9{csT;CmyU*npUo{3q@!pMJIVi60rfZopdGCDM{J zp1?N=EI-7?+^Of@_TUhyE+q=m!fOO*F@i%-^W9vVp$uvP@TfC0HK(oUSDL7jmGISS z7l?CKbSZns@P6%f-#cBktRAv2ueaM4nG<~C)S~RY_mb%Yj;Fc7F7uC+6ciK*X#j?0 zg*PUA2lxlem#MQ9GN#fawVjbAWZcKU{$vkR8K*_Nj(*?|P zEH0yw&^zOC44xB9 zkl}k(I8Pp%?{EeztU^)m8B=SO1neUrmwg?fd0b>y)1e)XO9 z`ul62LyOuZC*{^yiO=K5czg0rUW&}Oik&O<(lu3ke?zS;w(Warq8{VrF6o$;TwpMg z(xvFu^WCzSV8%Ui>d}qDxyd(oJ-;K`tie=Hj!ab6etCtYj9~MDch^@<*fqOW!>lso zBcJAhh&W~pDa)qHih2Zjh^x}ys$gqs&#D)Wjg})dcD+#ttd41 zx9weyOnO9FY>(B$c!au^APt_#Bk7gWfvpkNnkCY#>oZ3UIhu0ME*Zt2N9Kr7x`ma~@7}d@cEPiU?%oa>s$Ay!ki(O^EK-k(@OT5}8eeSIc!y0aHg15r z{@-cHq}LHX5Fz71^rle_yHsm@C68Xgep1<)9(K0(=I{R=(EtcHtT1jPP#;|%)_uC6 zFranQM81q<@-F_P!rVw8tyVw^izJn$m@oOSA@uF!Zz$7+eBl9$I-V_7!-#}p+Tqf; z>~p2wB0fCX&aeUf6ssT5oD=*rtP8e=(IZXWhkQFEL;!GBE>Ks07|wK=##dwD0!N3m zNF}(^+o_82d_GVrfW(IXBH%EE19^W15KQg?S=dO08b;)5lkRb==_-6PWhUyjy7*mZ ze6bcZ08222Rw-2#adqW-mT;j*xy}3&~v3~VrFJV0E~hY zsO#uph8ZOOAK>u<%QnsEq%}J^HEkNY@67h|fWI7eB7-k1kx{E;*11wo<|a^tFE1hc zYh>o@uJrTe6M8*+RO7zHs5W%mD{s)ikLIbGSh&+MO6FX6za7|Lb0vY%(Wt=m`*S6g zpXkqEe(&f_j>lvM9}TIoA3lZ{{YI!fav^kFPHRF4kc;7@ z^{M$ARW94~_|h)-XdBz-4NK^@xojY~Skkg~KM{ft`~CS@is5lvE}ljKTC2g*?o)2R zBmgV^1AG6Ls-bY&tN~>Lw{Pl7MU03CiYU8xB z3lCQyXYL#@lNAT6!Z0ULwE%1J2otQ#|Gfu54W7!E!a)P}1cKQj`ETOz?q4RcXf$dl zIBeF^25NV0wP2BT5X4>yJ7{7@Gr!~XNCJ2;ImX5zfp(w}FPKABg1M!6fMOvv-h>1? z&9Qv?snza87YPCO@#mA)P4u|j?ZHw|g`EemYQpf(No5DvKmf2}&Wdbe%amYi6kX2% z*>oFsz$;ftxberrV5&yk_eV@AwF*%n?(Sle|E($cW`On1-3*B%9Z7*b<&7K7-y`PY z{A$>r(dMs^LJ2N;&x-mHU%amE<>TfrBMfSY4kNr+=G^;I1tKjhXO&)bquB-z?+SOP3t)1#DY;dzAy2PHu3M z^(ync+mS)978@{d?FSeq?E&jt+{e9ctwrZUCXU(d)pGF!Oqq3ilbi1K+#_H{8SxJx z66`|ogN%c=pC7KsT7W9NL_fI3ZGKCRDh6c6dDr2XS_}KXT`bod=+YlLbjX!E&L|P{ZEb-1Ohp zkIvefEF(LCgnxZRCX|1Y&tHmqw_g8pwIS2Sb;ji?HFG{s`K3b1{OJ=ZA6{fvGK*mq z5HyiM;wL1Uj~C?&yh4QBIfunS9iv547uwR_dBzx$)cOsPcgxYFJn;ZO-z@04zCP@2 z9&HDl_>_we6S}RF!mg!0L(M<8Lt)V=zpKoq=2#PS;if>qu@>9hB69D*3M{?W?EDZo z)okMJs#Uyw^Sr8G_T5t|1j0=zF_GtQ6RuzC?$d|=(W#@3GIZN_mv_;6xAd?24$G2vYk znJ?Qm+Qv%~%6=s7g2JBrAwbo!Lz~)&8qmx^fA^#%JBY3(k}}*eq&!Bj>JP=j<*>wk z9+IjW_tS-L#b-?4jJTsR1P_cCX*aW~R^En}UF}II%W2rjdQma0J=lmhIcxl-i-D2S zt9Y+xGpaF_V}N0MZ4XO_HT>uJm8@oWn*vrlMF7a0MI$6+$l;>T<>ru46DH1P#b0eu;;4p`l}LCuQ{C zes#e>*~L|lbGvX#`yJ9q(7fHr{i9luVXWK`%T7C7wc@1fydol;mXw!H@q z@BWd5fi-Mf$beTFuO|U#uK^l9o><7p7JBA3My4SeHda*9!JnD^+kE9_B`K@NRK)w| zN*^>+TBbDFp}6sn`B$bQnPLdp{9dwUZh+wa7i$fGY2Q*!H9MH@4n?2a6BzMaA5w2=rfR*Cez z_)xc75l=65BN>)ION+l*oo1DoY0Y&!$Zn;k9@f% zyKS9+KDG?8PK61&2q3EQhO9pn@Sf>Gj7l3ShOvUI{c1fd47hpekX>k78+Cb6Y*Yvd z1AodebUt6fGc37aJbU%2TF7(YU?Z1X&k2n?OKUqPK0<}=-KbHvOYS1d4^P}{w9PZw zUxcOzc16OrI30ahD>y!q(#o6vW*rtUb#^cxX1%m-Hds1YMvrX#sl%Pb%anLv`vzeX zDDi}x$=Aoq&|3%2bg#;vm~wbjl6enFJ3c>7mmmUgd&YyF%_BIB7$tBdlX*cHJaY?9 zJl~Gu-vW{j0a99{+Pt5HxPNUeE+WLkci(kt8%mo0s`kL;5hdaBiL|uRDaM157s^6b zWZN1u%(xuo8-F$PDQLx4Q=@w0Xn3)~f%?~cS%~pytQgI6+cy4M9syT1Z&Ad+I*>1* zwN^6Zkteae!V z^DI(jXdNejy4C%9AO{qO1*)l1HRk&KnV`$qV_SV)^hPwWSQN2HBq6u9$J{4tFX)gn zhG*W32Z8_70`MQbtr2*BFwm8R}**>t2&E$1<1;J5B|`bp=zJ zfjDYCR7l+s+CV*x3PDk(Y(W0)*v(3BjU>>)RpaIEkm9EL!jr8h_s2^#SALN0#wFKl zU8ak0?lIiRUL0=P+j?<1FJ44`cg$aubh$O92B8}f=L-kdaEZE(2Qy?|UB<3oO_wtp zG@ebgglN?bBB#0eFXs|LX{!AP)LOkPZvqrUNT6~R4gNmsXIviVGeLj}1h$2TZ4%pR zcNien?Pa_@4Vnv@4;Q;i2^)sSXIGWV?vBScg(3_qS1{CG0865;2JQ8Dt+4JU;<(Z^ zl5wilXkDBqNY--V{vu&YEV%(hk_`aGPsEYH^`(Cn=sJgCXSpbn_@a*@!3rMgv&)A` z!zq|O1RFj#SfD#<~`=Vuo9f zUnp-KGWn=b-BOKdFKmSYVNL9A7z8t_+Y(U-s+|Bz__)e~ z)-g8pAJQ)deQ;PN>UCxcfCm>Cl_Lag7&vsCqv*F(T^YO=-Ld%3nnG8XJga?gvmv?X ziwv~C(O;TQN-haYM0?`dwV^%8HGb!lk}}44wAi6ZA1X|g?A2ZEeYD*$a1Gu1d$eye ztUR`vt9^dB zwH;eAy@dPt2ZFChr;MNb^J z2Z!HgZ;&AnC`Y4OmfUhgJ?;vdCkr%A6pYw9tvC@&po$`|3N%a-BC(6sHY?Mmq0}OY z8*inN#I`+8nwAN!WHuwbkveVCLT32wFIdZIiWcG_1#CK*oUP1jSvx9(*48pd4jOq* zgVtK(w`1EUYt>jQ-mmW-YD~J9`x8YtNs<&@xxXn!YN5k{@Ey4|z0lmO|^Ewpyg zcYZj!#DOnCQCSjkRQCW5`#uDyM1o!9@JNJQs019AfF{M_1^}GHQXQJn|Gg)9nO#%a zLMjKz0AiyLP<{tz;uDUzfW!n@=x8dkQoiZ5EF!7ewvnnq2D`BX$`g||bq}UqI zuq0Yq$U>{!1V~!5`7*qJA+ch}lwOEXKxdC6wE_IcgL*zMl>d5xCxBHuzq>v75 zunP+g36B*PSXuvo$b(!TW5WAycxDY5&?1n+7Ljk+M^Q^3B$IS^&h(zI`O#RChU0aJ zBRDGQMnh1aG$*XwVDfPDD3x4$gTNFd&r#I}kzqRWZ+`CbuxG5FC1K0vYrn+;Zx2Qd z0zu>oP5Mv_dZb(9>=n}b0DH}a?n%g~)u4Pt{Xcz92yES1$C|G0;=>(X&}Ul^9~elr zQqb7TGe(A5`_^>aB@_O(jkI>Eh~0jKHJ0XQj2VQE%j^0D2sa5}H6GF59*96D8r4m| zs&6_xXN(^r@IA!LD786;FVh@rFTn>Wl!b&i?w7G8`}ZVeyqWR9&hU*VuITV+3Ff%$ zlcR*CmPBv@_7OzMjhc9Hb#&a|d+aZ|($JqFpjfpwMMMA)D9C@pi~@w`|BV}%h1#e- zW0`SV7xum^Z~*y_?k|@i2!ONaKsm+lrKuMDr#gxrh6VciKUnmtU17p^OlaW5gQMP2 z5l7QgEJ=8oi`6tkb&nkm=weYw0q0>3Y9ObigB7%9unZtwpL@k7Z&X@1GwiN7y7yX_ zSw)KYQO*0h_~86P5f>G`aVqGc$4&3hTf?28R;?g!jfr&4ep#njCxh{ygtbDuS&>&4 z*_O$V2d&!C;gW%p4CaFZuA4FX3gMd7$MToVkaCocfc3kzzF03#2I=Lzw!&M4p06^Y zi&!J2l^vnLAfM|vjDCOe5zWRq@ThAd1D}_WS~gv@)%oOnoO7Mamf}G3-!$u5riNy<#L7p+o7$p27imE zS3^EpsB~H6Iym9_4Lep7&{!3G+ix$r`|+8-1)F=@Azjh${%SW>LWeoaQ1@kb$L9}S zI{!N-sa;{l%iB4I7?>N$J?TnrS#CKDFwmk4pRP8i8w4PwxuhhhUnxLoyL$%4up5X#UEk6toC_}tD3B)pZdLA{ru zZDAa(34EOaUYD_x6Z3)}_V zPMB#zU5nh^vBLlemVK^UKd+h0lO^J`w>mi|FtcfdZ#_)>pUe+5Q=3@)&|(!KEHQ7n*Rhi zTHCG)%+&sOcy+;wMiEE+TTOLsE@z+N1t0GkOfxcG!KZa%g$yX&77-BF4_OTLXr&&Z zyFyY-|LUG1V9^yxM~a#eCaxUR!f-i;@UBoaJ!qEduzuV{qxpSWe?^Wn$7SNunEyEN zwqgqpARI{r=1A7MNJ5&JVrT)OHZqPRT(cQ}K; z37FWdvQ|K3G2Xq%3Q0y+>)hBd(`K#=|E+uWUD%@lwRNsm&~>ofJyQTD)GKhl*w z(Tazp!qzcQCeW*?YK%opEtbB_t-l$Z&Xb2GZrH-m=KI~URAZ#5-+_xkb_!)c?No4m{7467tjf#=9~`D)%_ zQZ&Y4uc#Z=&#WSrPsUAHqqeed`*eK}0Ki~5y5*_K4+m_yAo^QM^nLCPZtXTlyf$wV zuj?3F00R?%bEWVDBIG{;Yx7DIAn*~<9e5$XHmULGg~EEhqr4{3fsEaJ;xnqOv2ChP z)kig2$C&qHz)7NTqG1@c|1Bu~LhNL{lOI4_!b?<2OWeVt=55T00V7KEbvMpF4|kN( z8rk6Z*?c<=kT&sU@*doIPp1oUqGsxYBc)@xN*4`oJP}z-dM#n0&8k|)Nxhh~0Z-)V zU)x)|iq$W5A}sMt(Vx~r@Osh>v#&%?*4laQspPlC4u1{=o$*Yf;&IEsw(xPI0_X?%@1#Cdu&`k{BJ&y#Z@lP$U3 z5XY&t0&ndV&%5M_YQMgN#T*N&$?jBHw|#PCpKiBV|GqPtG>JBpCr1R;;k{PKh#+;l zuI$vHVd>zJ*1(BmC1Jqhqk6Ao&V(|z5-I|OqTB8ap|RP_z|B(2MIQ}{z&W}ZysOad z^z(!HxCL;E4rrzQ(*HqdUjL`MM4wK_pFTM{3In`rR$SiaHL{^?2H z<*;;Zw@#f%3W)dt=$-&@aS%vXCo;i2V@z*6q3d|qW3>+KpCV~t(63}&ud)*+5Z*me zCF-!Mwa~L+UItl6whTPk`;h3u5E@w5QRVPBs2O4Fm=hRz_s6F=V~j#z(u=4r7wum99Wy^RzRgL#n)95r0%o=co=^w-KV zNr78N0Z}y6KIseOlDRgRD`1WsEb_jqA2@?u`B{ubS?#l1Va|MaUtz3#YoE&@<9N1I z`|&*ju0?0FLW*%8QzTVXq?A1T3>UtCW2yLx%_|LCeMq0ocnvgt;n%Z)X{W2RVA?DKh)U}*8T1@0^I77YYlEuZ*#R9 z_?BB+kG}%$10AT%B(+TBa3d*+C52X$5kDCBLKa|180|=87Syj0I z^+F(6AZ7UdZ5CjFM$!rR2K+Iv-e2=!Ax!7z&-(4uThn|F9dgp3a#cW&;Uw`TiU?U483jvot6_jW9rEv#n(U zP-BU5@A4o~;o&(q@L>Uf_RQKw;p5N6D;T2h8A$ph&{i#XKZe>paQWQXM8k1^X3FN{ z{P*>Sq21rE*suTwy0myE7T~&bdo*BOz$vWx59Pnub6eG8AeT{pvnSBGI!y#nN;3cHhmYXHKO(2WJn(7beBi5LtQ=$c#53*kC*iuZoS&qj-g$|AK z5DVTqk$GqB(|7Na?;W}}bT3#EOIO@(#FbBpoJXIj-P-c=)8E;MZ4zwse)!bq@bZ-3 z4#V9`3#;jL5;0Zvr9KmM=LF!R|B3^dA0Rz1F^W|zTp2jD$l>|&MLvN(1{k^kO{v+9 zGccG015vqoC0{2F34fr7oej$-u+S1-|7+RXv`d$)zHyoQHjXIk0+gQz(&qVhVaGz0 zi%qFbx{!4}F_QTuNX9qS$)Ff3$sEb)QD%C zOOj9yOSOjvl#wkoKvDE}2Yj3cgrv{USCbs&Dx1xq3jNKDqkrg-@m4rf+u0yR)-n$d zD%R+3W=)ovHDI=3iS?J^La)1Bf5GWlz<6BuOddgIbWhc|FMNt^y4_(<7L!SP5snIP z`NLW*U&x_lC66;fOx>$y`pKyif`Rx|PLaHLO^m4{RH<^Ye{e8dxQ`cRi=!E6`gG@6 znrte^0p+*Ys@l&4IsO+%stCGXpmLGIhKu-;^9+XLkpm*)8Z(a;pjRya?GIqSO~MAP z-8(uIHoj<434QA5UuMFkNGYesv$q&@J91<7v}D)v54EoO-6QyZgJ^jduq69sbiH*0 zarVyd21)?wF5$^u{oik%?(f8ygG!sd<}3Z_K0~%oJU1CLPV2n92bjJ^tlzGYc3YLy zf=ih~PO$ssD+E;OUiz1Y(mM;xK{0@@i+nb8PHryC4Y+ZtU^jQ*t2{%Ec$UWCDM0S^ z1(A5eG2zhu-@w(RIXM(V4xm1oo{VkU!i{$PWZKqy&1X>tjDe0dt`ElI?7QsofP_(} z#jzV8bh;>gfzh&%f}Gp)IVpXixZ@V9o*z`3V;9RdPY?cu(-%fz@JpV^P|e(frdX2_ zf!bu#s@$pogwX5r&2I&b<(ypZ^@(p}^WrhE$THqRL=#|Qu%3X4DoZ?utipfQ+_{3= zo}e=B+`CLtx9!|a!4~4lPf}cKHTfPM0YT8xlHvQCK5Hslkd1Zvge#TAN!npyiiqlhrnua3M38e$4f1BF4|{iCT!L z2=HWzt{S1-SY8?ej;gKw>0GnvocG@Mn;&=kb=%H947_-M*qpYLxT)vf#7ug^pK0R? zgym%5uM2zGa%CwmU; z*igY&j!g8e=+dKHv%UxTzPn-&bc$9NUc-L=GT5aVy$fRu%{5JjR$kz8IJDr2qnUgg z%Kw7&y2%A>8;ES~>SAVSzl-xo6yo6DgCmr2Y_wRA4PnCWf}mhe|39U@WmweP_dX1W zieeB-C@BJhgp_nQNJvSCG(!nP!vGc_B_bf5f{K82hae^0In>ZFGz>ZX_n>}{=RCi6 zkFU5c=d)w&wf9EtaM3k8`o&(c>^MzS(iBM_r}W#5^@q`}FZ}ZGNzn6M zhw<2lx3NaA;%vvCA3Yci#mZ6HzKt79%C5yL4@)``)xdiL%2MSGUD#Cs6O{ot#8^Y4v5~j?qryIPM3OMPrq3&=f!(o}C2|0k zBR$);mTiC6+@ep)%_7YDM?MiKQhITja+5|y$Bh5!f5uA9oP?bc(RUTZ2sCD+VF_M9Y!pUNCa)Cdm+G4#w zlE;ft3|O!2HHy#i%$>mdj-s;&%s+G4W@tjjN?4T>_^@F~!d@kuO0U)m3flcHcFH+F z3TI`h;y)+q1xDe-W6v(CB_Yfy*k5JYm1Hw19PHp6o=#$8%NnBNWza?Q@xj{r36%<& z-g6J57OavcU$RW>lQudsD-uXV5N~dzX~1+;XTF=iuPVW@RH0HAj%G2uB7Ir!V61+~ z`6-@P!L%J*m_ty6Cuy;tq5%<4-CP^bRcaoG_U`NFE1y1hb0&|7QmyQQQLTL5v;EpV z5eNLK$>Yh36YmL9#}Uq*3nkjWv`%W5K^)!g*UG{@>Q4qTvWi(Y-^-(I10qw#%%}56P->}M7zha5L19p^3~PPL0d*0r==ktK=v=pxqkgT4@p&DoHD*C-`2>JtyuGyEuR=b_RRQEJX zw~KlVpt5F&VMA`^8nc2)>pS{S>RDkB6`8N37%wFwvJRAnb$?c8blFR~3h5nD{F!y0 zFMzGu0bC{ykcoi@cf~KQ=_9-8P=O}Hnd$}0M)zk2ytgoj;F6s?T(<&LCGZS z=xVx5s9JL<=OXcEf)Yu z#sV|>4F-4XTuHGphE)NQ%FK_Y@?WdOF4egvUgbfqKhhY}FUaw2s3#jPx_4QPoEK?- z%aT>pdHza;EAkC{&3-)(Bdb>BO@HbV1L=(@JZPQ)*1%_ys#^9a#LNTo!lsD|@OG|tpTe2&Ti#nEr< z)$bGojE@P({j=qNdzwMe!h*x{jsN}e$AjzXO3XKYW-7pTJu*@nS!VT)`NzE+I8?U|PGIO*< z9RqepUp1(Vym3!e%<9+h-qnGKk!q!@9gv#VX+D*YBcLF`J%4^0aNO**;5Q~RbkJtV zTCdM76@Q0F{K z6d0f~@YJAAxVteNbwpM?byrySQ~5&2+6xY(Vmf+XZB+{xxr;F2%-$4{;B zhC##_aX#q@Fj`#u^fJxknCnJZt>>-{NGC|`3T$=^_2k<@R3uoOZ{k=psD=x{$FEU~ zga8*I^T3-fF=Zfi!FF|1JIXaw3~(Jm-3P%MgBvtO|wYwRa;@sjvR+xmnwNKxg3;B|WL$Kfai z92V^f11FM6b)?lq-TV%Fh>Upo=hYau*SNfH<-eV{U6BJMZ+A^G z6Vn?^*(eKfw-CH4F|hW=N+V@*>LtGu?MG5xDwX1? zqFR-Y8*ZxZTY?gw+|*_{=p=oQLH<+euLhNaWl!R?qit}G>3!-})A^kE^?fcm7&2YA z5LMUlVM6_I-LuFbvTtjVbl#UZRPf2#t5E20G3i?A8Ppv%O=wRF7q%Tl(E@~j zPjiL3`$4rA2J^#Lq#EZ%Fm>{+3+8(T)b^++jsKK(ni>NobBsna4tot+6j3~b>NH(PCI>H> zK7D}kP1_aOPqZTse&W6olfm1e7NW3Z*O!`pUX>j00E@-F=lf78LgTtaptVsyPk7no z)PW!JGhNHnt3QU`;ZoM77!IKcxn7;dbriqSzoG`pXc=IwTLm64}{@ir_A4Eip4?>{Oam;p~a#OP*c$AX9jEjk6%r zDR=wQq672;n{QvSJ=&wU)_#d%8&ND$wBe#yn>9}cS%@DqUEzb2Ko&lTLWU}emt|=Z(p2Wh;xYlw!_~S)(UKOA24wFE?fUFju8d|EJ#V z`_eJEN`{Qr{o*aDqwg1>Fu8_lo!<-HSdMPKE+Vyz_{?w~R!?VASL@!4wx`3ZBH z(m<7R5wmlEMV>G6lHfqf!ROqE0b_1oVvXn*X4sj+TG}*A?G45&T<`&RP2+8cs)%x8 z*S?;8_B&qH9(r{b?{}qxXdPKk1s{&Lfv6|qI7bfTHjM}LI(lY%pnZYWBclzE+uCok zBzeq}51cedHl<7VHHF<$IJ}85wtVmX%E?q1C>BYbds0Jsd`?QBH6ye^SwhD@lic+h zW~$UytOt`52Ayp^Ub9wPcBFrSclX%Jvl&wBTFLh_R6`ivN5Z8Pgj(XtTo+$OM09H6 zxi;DFdG&~_hj<_CY^4!w{HR7Q#VSOz6gec-xAaXeX5Q)guAnFvDEk9>dud(d6&G9r z`XpQHYC^eIoEKqWmcwfDi3?%hkiG^nf*qO8R6g4BFe$<~^z=l?n@Jz}B1e-mpy6c+ z`U}VxTmxy2P(nHxV?epP<|5AT@vth4rG`KD*7~OFK*@^!J+y%5ZBSPV!UZC9DCXdNdG77+#cqR6Ff(? zFQJTUPZz5Yc{h1{CO`dT7@o*Uz zV1*dN;782sE!7!QttHhvlzzcVevj-Sb_@wTr&2h~D>c5Ob9?#x`}ep~hrKy*SDvp=jdy&?Ftehl?yoeY^`6LkZjz~9XrUC9 z;Mo3w!+q&v%oWp^EVBBKQ<>_6+a&MB-lA4x*gp)|2Q~Hne7j=hTa7kyiCk2cqKG<3 z3#tDSa;)nG`*94|lyt#L~rk zUq&aPaMWubifVpLhq}i$9*;PcT#Vo$_i%nkmy*HU}-D_S3&+p0V5e?^L&#Jo~sDG&973MqqfoBJj3XAZ{ zQqH;T@XR#vY5|!Cinf2o4AcQjUk|Fj=R|_HyFAbUTq(9TCfqCHe&>JA`0#FQbumVo z^RepDWD}`SLOw_ZN1qH3$S~geen41XU$0UAAm{j9#HzEKUgzYSdfC|}L*=pSPvuwR z-i7>1OTz{G(5;SH$-1Iz?2i2CtA!%NP^0og!Cr9rL4{< zwcfj*w?Fo;O@ud2;G0Z2$;C)Kb=;fxNvMD&zf>#|h-$O>wm)4xEWAQeG-{wmdri}l z`{U!#O&IX@2nY%N!ND^FVv5|aA5&SKpOl)hU3ix9wyV#j6wz+5D&(aykXw6`B$%Gg z2C%8WD-~p6rt0`yyy1MxrS7IAgF~PE>kV!<#2IAfjIhPo)%q;(;LQWA%fz zU=`IuT}`(S(e2{@oJi+z*jOuyrEI_ht4)|^WiPbRs<+_zE6z3^InJFQmG!wjJ!?I0 z@g=?GO~Ve?&=K0d$_v0aKIij!tfu?$J!7rkDIsdpdG{)4`~E6r0!o61n*~yy9Mawp zyP)+&<5EOK#QtJ>cz2cxwPoBLQ$`}=)UQ>2&}U73U0>tR-Fp^Wyx|m9@QL>s>6&!Y zXDWAgzDe5|;gQCBqtB_21!bS#Xhmk()09gJdhXm4a9#bB$%)GDdYq#`|9{N`1YN-; zlfxJ7&8vMaRzl{|H|p@lR^YB_yG}6-QdPg`mfHO8x;xDp|7TBBF<9&@y~DBx#0$IfA#b6}IeXzHZ#%8C~4<`xvRD!twO)hZ^XOKTkArx?7Z6$I|uX*{5uQs*h?70{Ldus)T=jrpr=bZ3{)-vhmXu~KnaNBPZE4d8_UMtoLqcfWAS zD(wio{QCotM8ticn1#~5^}uD*FMA8^K#QykzGr?cw0$8a;;&In<)-OvLrd+(ND3{x zqF<4K4gUfcRA~p4mGNP6Kvv*pbipgK@0Hj*VHq%my*!n(S^W1Nf3^DWfZ)=+mS5+D zKVdkrTFCqh%-imWh){tnEygGzVo zt@&0YbLQ`W@tKCj6FcIoxB+9h3DAI*2WqW5FZ~dg03pCF{XTDioioN}1H@;S{k>3Y zsX$0S$6b6`qyU+wej_wr{eL2IbjBEYuf5eEkP++eh*8L7#HCOH7zThDmfoCEb86lE zVUFuXh=-3aS!^?);kFWU5|-f4zdBI7L-$+HF%j7-gpSrd@HA(Ym$FhRZtD{tM0`A7 zi?y_Z)xe4afhRBC%OvlmG@O*muKD8~mZm5~G5?%Wx_>HG@>R#6**#z5pAkWDa#<^w zB6Rua)mFwz*#XRSeh{BNk{BmeJVoQPn$3rE7q8K%BnicGWQ5S-u1e4_GhYUHJPjW^ zo#HFl*l5?KCjw_!n_p@mCUa(6cc7vNvymSJTx?`?S`H-Y5E$(q&Nl@~?aJnD0<2s~ znuiZb#KpybP9Y&N4MRgiE+M3f|F}b?3{xa&mA zH#tcSgTY#piidW)j=6#<92^|>_xJ1C+7wT|`VPVd4NLb7qgizN%MTHprfW$8GJuz6 zpOBdN97*o+R5AjAh^%gE-hdo;clLlE^ZF)3YF4@slf|Y*$p=2l6V0`d=IwQF3elCx zKG;HWZ`hC_0s+b(bE2O$S43^3LgX;?Kz~#}M6B+kw43u5bX%k*D;ahRuy1hUsN{>| zm2m?dyKP6r^5fupXrrf%?@(ut=t|cdx_z>c+YL#!jrv;MDbZcEWYh;6#7+NbDKdHN zqGW5c9!s4b`k6HA&~(^Pv4q^Nn#%^T0YNxNUnQJ{vwwG8N$7~*a{>t{*L^=B7DH$A;_X8|4OQ*y_jSArxDI3A%)CS`+w9)6e(2o4-X9uM z(OSPCLV=jphIaTJPID01&7M0*xTTqGyn3IV|6F1S(?5!e9gI6J0lj{U8xJ6ra#`|$ z)Rgbm)h9&iNXyD*e=~zU^wlQbJgy+o{d%fHo!icfUF2wS(lyF4uRdgtV}&D1Z<1F_ zXxu89yRJeUbO?A5hSavcZ6B@XF9e8C7~y9R8TN@nQjd<~(0u4b>IgRnL}Ji7Vjel> zUL-Gh1vYQ(9(ivLi9Io4cmtih|EPIO3u{1S<{=iN;X}@%zt(U(33J%U3hvf{dk=^E zhH=&Ipq_oLHmCU6?&rawjp<5P&tr5vSk~NG>?L%leyC>r*O@McN9O0J7q~`hZ{c=~z>Ppw9+j(J*VYHlI{_6Xs7$@db0PJ;PLq@&^(OQ_z zIhBvA4Ru@G zDGxQG>w%YA@`jLeu&6i3eE-XEV8U5Ib%epit7>l)QqXiZ(s25^v`T~0i89zWL((do zIPWU;Og@X*%pWxe4Ll&iE+qg!M+=A2Uv@W(2+XcTkA1w%1OMb`r~ba=MK9*dv88{_ z?us;KcNB)f3CYQWI82+SKE`CQWvAw{aL8a%OPEfTVv@d?4fm-Cg~bF2C4WY=8UNKM z0U+Z8c70Icbtt7ENyF<_v~+n3I4CysG31DkYDLI6+}|$Lzl}XZYyX;MofyXPg(R&# zLo}JR5RBAXrK~7C0@9(0yo8~zEWc)YvnOXqB30Wb^V6{+Fd zo4~LFum}r~YL0+Q17JsVpN>V7aXR`n7rYJnyH`1kvSXf`C*zirUNyn>6 z-=w~{@Kp5_rd%NP`Ybf@$Lw|!16u%CZIZaHiIQN4);c<8D%*@%nkpaCar~=|itIuG z{wjOB+9aIM&i?b)`j7OLuj{OU1o;4!_s@VeBr@=;3ot7W}m=#*%yO^yeda|Rwv&xkEUZ&#P z4-!nLF@8jFJ2|NAc=PSN5V3XpM6Mw$@-v(V4eoE9x`WYu009;QFO`@DowZ4YnI~cp z`An3P$RQkd9xmvz@qfv9tqEB{!@zLC2zEeU0gX^qpfk{Z8Vm##i)kQT3rRqJ^VO!Q zY^vf>Ni5`V2OFayuq1mWDCYII#s1HcXJ@EHohe3-hrh67;KfC&N0g%1>~y(N|L25d>;&n6f&Z0!kN$hYG_$=P zLcIl{6@&*pKis+tbo$zP#AN=yofCYMt9!m!^8wUHstr1t%LgIO*&LeMCkZF@GA+T3 zh~dDq$K>Vu;Nc1PFr#vG!BK#gx?kad(m5T@Ub33Vh{#rvU;SGcdIT*7MK`?96)Z0h z$)^d%!=+Hj;H(G&(ggzTxJ5Lm_}T>bI{~vROJ}ap)Maq`4mnKR%HKil6<%jZw|;S$ zYg{sX*4=OOTgv#h(3oR?0k6Mn`vEA1B`1V$LJMLB#arg^1B1h$crCB(1Zcx*j60J> zsg>dt?tPS`QOp90T84{FU(wpvp=WR5%|{+e4LBc(@EK*!AYW&?X0Jl?B!Xz8EzUr+ ztK)7(j%TPkv0>+BL9rE%okMde*_ZsdW(^N1<)O_8U@)Z9Wr!4FiOj-|hp4>2qTTGC z_pJC1o2Ygdr{6DnO? zDAN_86R+dK2@<{akGB#i7Pl}Gpi|+U3_M;&e6~_84QuO?XZW)lFkZhK&D$((>-~L3 zd9$QmwZm(Z@Gn~O0RBfMvG`$p^x1T2E*fG^+7d2>j993@BN}uQqkX z1U8w+?*lSkyh6a_?AA@^Xp^2=QCvK zh`WQGk(Ns1klJ{B*Q9WILWj@nc58<7juij(!j&9A$ui46era<^pOVuHO(-M5CvaP*e8;9&3Z(>wK>&2OT9mgpoaOTu+| zLcKlS*qt3IzfPSEG8_-Z_peIxl3_KIJ*eu19BjGJtfR|``cf-XX!uxQnR6el*lnS~ z$3eE%){H5nSFJ_I$Sk$Dl(U8kc032|M&3q?bfjbT3SQ?|!F%BUd0n;jo0b~qqudL> zIyh4)GJmleHSvwDy`Ff^sG8I8w!lRZdB&I_fxyd^0pH@EP;w5Lm^PVA`oFlRRrF~q z?ePY8mBu2gSN=Wy7k{N3kW^K+GX>aCT8W7)-P;^_gfb{urGNLs+l^Si6}CCPaZ^z z7!|b94Wb>7ixEEH$Ru#ixgI&p)zL0gr0)>y`qr9l^nf9E-ej&sqJ`)6R)PS|V13KL z$JjE9d6OmYjxQ(|+U?9_r6IN6%~p}?nJ(UoCOni`Y$F-rN?YGt?XL749Vb~U%O~>) z=y(JWi@sj2kUOO4)m}Z(VyCAxKCD_gR9Jn`s#deL&t)&5d{riye(lE&e@Ro@F+(KG za9N0Rdm3`=(dUx}Exk2Rta55?=&%c!xhUuJXt(XlCby4wBzodQUe(9j#`DQN8C_|6 zy!V%!Ci8D;Yyi|WYdfBf&$%l_}-`Y-wcFK)xV;-(HP2x`~B5@gTP#=@xVY|KYW9Gcb=!%-*`4B!OJEkj%!e+ zDz4EF(=Apqtpz+KoWzsq@*f^Wb|#uJC<&@eIaf zzH7#RFN?~U@c*tGkWN^EGPsm!vehKi{92hmOEgt+ldRm@cT__+q~0TGQg*7Qu;pd^ zRk)Ed?CCyhZ)E%kXk5{ikS2+qF+f-=;rtmfN+HW z8QHJt*}D6u3iEzUny5K^CPJBd)RFeWNNEvv?~QL&#*4Cc@8jX`8i|Qaqj@L)*1Wpc zH_0eQq7Hvb?ji(9{JoZ*!mnC%Ll--DXKYcBe2)QZG7aGK-q2NwVgvwS%b>P22U)NLvd}=0tv2Su7f<`0r(S7*aQn_Scvw zW{jRS+$!1!U@B(F&57!*CE>@GbJQawxU{~T1Bsu!e+GjI-b8)v^ zo-FYxM^6UVo$T9OC>iXo78N+*&~@`!AVrfaMp`yK;bLh1kCwUIBpa>f-QBU%$?d9# zII+8J#7VfZk)hl~$>Vv`b_d-a2=hmDCLVKrv~e-WhsykW;BUZAy^@(jm!8iuY`*Yr zd%E@q`C1ip4^-?@U`F0K47-hNnv>z=a^aXWZ`60HS>BeVi^Rgh$&;57*XU~X|Cfq% zOZa<}A4FSyTr+QQU0X`W8xQ|l+!pin94n7l1 z`u8euv%Xy)Tf0r65U&s;e9ta*(6-851P7I^L~1ne7yWuoU-UUjG2erB^rlT$W86d` zlPFTi=(&gw+V=i@+J%3qAA$CbdoC!cI<~Bi6Fqg*d#f2}|_C!^eb>p*|}^yGA?C;qw z;`*yS8S;$@SUAdePU&3VCSL_rqX)ZlZLpjlP7LS`<(J3>UF2YNw}D^_-}VWts%z*w zs@QX5negBHo(J!ku(^iFCwi z@y3#i^dN8vH>A`ZKT(o(>M++QMerUiZ+-nr?0&|-PGoQx=^Ard#H{zAIY%!N7S-x> zjTlCC8;E|#o4z>Xc3rAXF+5aijLJ^0$f?NR>ZE6jdG0`zC~6nCm-JsUwbl0b#zAQm z1z9bm&3P3zr-w=lQX%1ZBaFH8i@Z{cHE~#n41afwje{g2s2HQqX8Tt=&?>)f_@)sy z*53l9>1M-Dtu!cD{;yTQgHxW~#QOiytiLZd!{ICe{rDI+7WgMGtt^!*Vf_660k>|m A(EtDd literal 0 HcmV?d00001