From 800e568b4bc1607f15aabc206dd30cd687f8f2bd Mon Sep 17 00:00:00 2001 From: "Han Verstraete (OpenFaaS Ltd)" Date: Fri, 13 Mar 2026 12:14:27 +0100 Subject: [PATCH] Add adaptive concurrency blog post Signed-off-by: Han Verstraete (OpenFaaS Ltd) --- _posts/2026-03-13-adaptive-concurrency.md | 162 ++++++++++++++++++ .../grafana-load-replicas-and-status.png | Bin 0 -> 58538 bytes .../grafana-queue-depth-and-inflight.png | Bin 0 -> 43188 bytes .../greedy-vs-adaptive-diagram.svg | 124 ++++++++++++++ .../greedy-vs-adaptive.png | Bin 0 -> 98471 bytes 5 files changed, 286 insertions(+) create mode 100644 _posts/2026-03-13-adaptive-concurrency.md create mode 100644 images/2026-03-adaptive-concurrency/grafana-load-replicas-and-status.png create mode 100644 images/2026-03-adaptive-concurrency/grafana-queue-depth-and-inflight.png create mode 100644 images/2026-03-adaptive-concurrency/greedy-vs-adaptive-diagram.svg create mode 100644 images/2026-03-adaptive-concurrency/greedy-vs-adaptive.png diff --git a/_posts/2026-03-13-adaptive-concurrency.md b/_posts/2026-03-13-adaptive-concurrency.md new file mode 100644 index 00000000..7c962240 --- /dev/null +++ b/_posts/2026-03-13-adaptive-concurrency.md @@ -0,0 +1,162 @@ +--- +title: "What Adaptive Concurrency Means for Async Functions" +description: "Learn how adaptive concurrency in the OpenFaaS queue-worker matches processing capacity to function replicas, reducing retries and async invocation batches faster." +date: 2026-03-13 +#author_staff_member: han +categories: +- queue +- async +- autoscaling +- kubernetes +- batch-processing +dark_background: true +# image: "/images/2026-03-adaptive-concurrency/background.png" +hide_header_image: true +--- + +Learn how adaptive concurrency in the OpenFaaS queue-worker prevents overloading functions, reduces retries, and completes async batches faster — without per-function tuning. + +When an OpenFaaS function is invoked asynchronously, the request is submitted to a queue. The queue-worker pulls messages off the queue and invokes the function in the background. + +By default it uses *greedy* dispatch, sending requests as fast as possible. This works well and is used widely in production, but for functions with strict concurrency limits can cause excessive retries, and requires careful per-function tuning for optimal performance. + +*Adaptive concurrency* is a new dispatch mode that fixes this. The queue-worker learns each function's capacity and throttles dispatch to match automatically. + +It addresses two problems in particular: + +- **Known concurrency limit** — the function has `max_inflight` set, capping concurrent requests per replica. The total capacity changes as replicas scale up and down. +- **Variable upstream capacity** — the function depends on an external resource — a database, a third-party API — that can slow down or become overloaded. The function signals back-pressure by returning `429` itself. + + +## What adaptive concurrency does + +Adaptive concurrency removes the tuning burden. Instead of dispatching as fast as possible and dealing with rejections, the queue-worker **learns how much work each function can handle** and throttles the dispatch rate to match automatically. + +The result: + +- **Fewer retries** — requests are held in the queue until the function can accept them +- **Faster batch completion** — no time wasted in exponential back-off +- **No per-function tuning** — the algorithm adapts to each function's behaviour on its own +- **Handles dynamic capacity** — automatically adjusts as replicas scale up and down or upstream capacity changes + +![Greedy dispatch vs adaptive concurrency](/images/2026-03-adaptive-concurrency/greedy-vs-adaptive-diagram.svg) + +## Why does the default approach generate retries? + +Without adaptive concurrency, the queue-worker uses what we call a *greedy* dispatch algorithm. It pulls messages from the NATS JetStream queue and sends them to the function as fast as possible. When a function has `max_inflight` set — say to 5 per replica — the first 5 requests succeed, and the rest are rejected with 429 status codes. + +The queue-worker then retries the rejected requests with exponential back-off. As the autoscaler adds more replicas, capacity increases, more requests succeed, and the backlog eventually clears. But during this ramp-up period, a large proportion of the requests are retried one or more times. + +## How adaptive concurrency works + +Adaptive concurrency flips the approach. Instead of dispatching as fast as possible and dealing with rejections, it learns the function's capacity and throttles dispatch to match. + +The algorithm is feedback-driven: + +1. **Start low** — the queue-worker begins with a concurrency limit of zero for each function and grows it incrementally based on real responses. +2. **Increase on success** — after receiving a successful response, the limit is increased. After a sustained period without rejections, it scales up more aggressively. +3. **Back off on rejection** — after consecutive `429` responses, the limit is reduced with a safety margin below the discovered maximum to avoid repeatedly hitting the ceiling. +4. **Proactive scaling** — the queue-worker periodically checks whether there's a backlog of queued work. If there is, it proactively increases the concurrency limit to fill available capacity. +5. **Adapt to replica changes** — as the autoscaler adds or removes replicas, the function's ability to accept requests changes. The algorithm detects this through the success/failure feedback loop and adjusts accordingly. + +The net effect is that the queue-worker holds messages in the queue until the function can accept them, rather than sending them only to have them rejected and retried. + +## Greedy vs. adaptive concurrency — a side-by-side comparison + +To show the difference, we ran the same workload with both approaches. We deployed the `sleep` function from the OpenFaaS store with a `max_inflight` of 5 and a maximum of 10 replicas, then submitted a batch of asynchronous invocations. + +![Side by side comparison of greedy vs adaptive concurrency](/images/2026-03-adaptive-concurrency/greedy-vs-adaptive.png) + +The key results: + +- **~50% faster completion time** — adaptive concurrency completed the same batch of work approximately 50% quicker than the greedy approach. +- **Significantly fewer retries** — with greedy dispatch, a large proportion of requests were retried (indicated by the rate of 429 responses in the Request Rate graph). Adaptive concurrency had far fewer, with the vast majority of requests completing on the first attempt. +- **Consistent invocation load** — instead of the burst-and-retry pattern visible with the greedy approach (Gateway Inflight Requests graph), adaptive concurrency maintained a more constant rate of in-flight requests, smoothly utilising available capacity. +- **Lower overall resource usage** — the greedy approach pushed the number of replicas higher in some tests due to the background noise from 429 retries inflating the perceived load on the system. + +The fundamental insight is simple: the fewer the retries, the lower the cumulative exponential back-off time, and the shorter the overall processing time. + +## When to use adaptive concurrency + +Adaptive concurrency helps whenever function capacity is limited — whether that limit is known upfront or varies at runtime. It works with any autoscaling mode (capacity, queue-based, RPS) and the queue-worker learns the capacity regardless of how replicas are being scaled. + +### Functions with a known concurrency limit + +When a function has `max_inflight` set, each replica can only handle a fixed number of concurrent requests. This is the most common case and is ideal for: + +- **PDF generation** — headless Chrome with Puppeteer can only run 1–2 browsers per replica +- **ML inference** — a GPU-bound model serving function where only one inference can run at a time (`max_inflight=1`) +- **Video transcoding / image processing** — CPU or memory-intensive work where each replica handles a small number of jobs +- **Data ETL** — batch processing pipelines where each step has a bounded throughput + +The right `max_inflight` value depends on your function — it may require experimentation and monitoring to find the optimal setting. Once set, adaptive concurrency handles the rest. + +**Example: PDF generation at scale** + +In a previous post, [Generate PDFs at scale on Kubernetes](/blog/pdf-generation-at-scale-on-kubernetes/), we showed how to run headless Chrome with Puppeteer to generate hundreds of PDFs. Each replica can only run a small number of browsers at once, so `max_inflight` is set to 1 or 2. When a batch of 600 pages hits the queue, the greedy dispatch approach floods the function with requests, most of which are rejected with 429s. To get good results, you had to carefully tune the retry configuration — `maxRetryWait`, `initialRetryWait`, and `maxRetryAttempts` — and even then a large portion of the processing time was spent in exponential back-off. + +With adaptive concurrency, the queue-worker learns that each replica can handle just one or two browsers and throttles dispatch to match. As replicas scale up, the concurrency limit rises automatically. The queue drains faster because requests aren't wasted on retries, and you don't need to tune retry parameters to get optimal throughput. + +### Functions with variable upstream capacity + +Not every capacity limit is known in advance. Some functions depend on external resources that can slow down or become temporarily unavailable: + +- **Database-backed functions** — a downstream database under heavy load starts timing out or rejecting connections +- **Third-party API calls** — an external service applies its own rate limiting or experiences degraded performance +- **Shared upstream services** — a microservice your function depends on is overloaded and responding slowly + +In these cases, the function itself can return a `429` status code to signal back-pressure to the queue-worker. The adaptive concurrency algorithm responds the same way — it reduces the dispatch rate, waits, and probes for recovery. When the upstream resource recovers, the concurrency limit climbs back up automatically. + +This means you don't need `max_inflight` to benefit from adaptive concurrency. As long as your function returns `429` when it can't handle more work, the queue-worker will adapt. + +## Try it out + +Adaptive concurrency is enabled by default when using `function` mode in the JetStream queue-worker. If you're already running function mode and you are on the latest OpenFaaS release, you're using it. + +Deploy a function with a concurrency limit and capacity-based autoscaling: + +```bash +faas-cli store deploy sleep \ + --label com.openfaas.scale.max=10 \ + --label com.openfaas.scale.target=5 \ + --label com.openfaas.scale.type=capacity \ + --label com.openfaas.scale.target-proportion=0.9 \ + --env max_inflight=5 +``` + +Submit a batch of asynchronous invocations: + +```bash +hey -m POST -n 500 -c 4 \ + http://127.0.0.1:8080/async-function/sleep +``` + +Watch the Grafana dashboard for the queue-worker to see adaptive concurrency in action. You'll see the concurrency limit climb as replicas scale up, then stabilise as capacity is matched. + +![Pending messages draining as inflight requests ramp up](/images/2026-03-adaptive-concurrency/grafana-queue-depth-and-inflight.png) +> The queue depth drops steadily as the queue-worker increases inflight requests in step with available capacity — no sudden spikes or idle periods. + +![Current load, replicas, and invocation rate by status code](/images/2026-03-adaptive-concurrency/grafana-load-replicas-and-status.png) +> As replicas scale from 1 to 6, the in-flight load climbs smoothly to ~25. The `429` response rate stays low throughout — the queue-worker throttles dispatch to match capacity rather than flooding the function with requests. + +## Further reading + +- [Queue Worker documentation](https://docs.openfaas.com/openfaas-pro/jetstream/) — full reference for queue-worker configuration, including adaptive concurrency. +- [Queue-Based Scaling for Functions](/blog/queue-based-scaling/) — a complementary scaling mode that matches replicas to queue depth. +- [Generate PDFs at scale on Kubernetes](/blog/pdf-generation-at-scale-on-kubernetes/) — a real-world example of batch processing with concurrency limits that benefits from adaptive concurrency. +- [How to process your data the resilient way with back pressure](/blog/nested-functions-critical-path/) — an introduction to back pressure and concurrency limits in OpenFaaS. + +## Wrapping up + +The greedy dispatch algorithm has served OpenFaaS customers well and continues to be a reliable option. But for workloads with hard concurrency limits, adaptive concurrency is a meaningful improvement: it completes the same work faster by avoiding unnecessary retries, requires less per-function tuning, and makes better use of available capacity as functions scale up and down. + +It's enabled by default in function mode — no changes needed to start benefiting from it. + +To disable adaptive concurrency and revert to greedy dispatch, set the following in your OpenFaaS Helm values: + +```yaml +jetstreamQueueWorker: + adaptiveConcurrency: false +``` + +If you have questions, or want to share results from your own workloads, reach out to us via your support channel of choice whether that's Slack, the Customer Community on GitHub, or Email. diff --git a/images/2026-03-adaptive-concurrency/grafana-load-replicas-and-status.png b/images/2026-03-adaptive-concurrency/grafana-load-replicas-and-status.png new file mode 100644 index 0000000000000000000000000000000000000000..73fa37624b9960f3c5ca22d24cfa65d204337e33 GIT binary patch literal 58538 zcmce8cRZE<8#h8SA|aA}j=eJ)_P&phgGfe1LN?h{W+B`hgoutkGec668R}SN78%FP z&VKGg`quZ??^&YhD1xtXJ%HIqm#F;o=JWEM>%;QFR!YmrnR)RUgDf=a&pcy^mA{Y;J~1$u<(SK z*r!5Dq8AM=s@N!L`CT%9dhO~X9ou5_uCmincVWek+3YMibuM!ri#$__hc`9}D9P)3 z^w0KIQ8WmX*@L$BI^?VJ6+4ayJiL||yM;@Q*#z*2P zsc0t&vo0X|VrJLRn`F2rkk9&hr<)hJ_pKiR(tObYY2-kHZ|uOm6&R14D@dcJ1rjK6 z{r~u9k#TwIWG##+^lK7uq1)*;5o^hvb`O(q{}^=5vXlP2!?I6uX4fuT=W&bm0@x7C zmc2-A#nQkdUw_^isr8+~b8ypfV-s+JsB za*Hoby7Glx4Xn^vw?FOgac6@_L7#@z&dr*x2<2Zk{CWkFUZf zjRexI>Kf#9WICDf@Tm7f!44@A66;3~xz5DW;C+w8^c+i@@zVm1@?=a&TYh0gv?h1W z)_mA$e{iC%5H048ho`p9i0C)<2VLpAzP@Mf66f!7O*~O;cCpM)8%P>_-YZv*i!EDq zjD`n`P(3-s>6>8Jt_iq{tuA}j_Xu@&^7x(=XkTKeHZ0b~Y!0f61=8Yu*Ml>KIbQta z>U{n7qF+Ybo2_O|iYCXEWZQ|C>+YEtX)ijRxR$70sd6c9%WaGEt6px_%XnIN z&&`VDffl1tt@pc`X<;c2sHaf$B5ocsSA(_+B+cTWOE2Lp48<` z@jlK}USKH^hfT6dTJ$`<;i>N(UteifGd(l)T*7^%#237=a}w{%HAKJ8_b1q7m+C@v z;LVcIw%+CNh3tVKd09Qoi)$KBn~W9R3n-v~QrZ|+r61v-4Os3~VF^JB!?!6t_eSVP zF#MsMO9n{yJ|B!&=~>{meq3L3-!={1Qx(ZH(D%B_8}D^|?25s_U|}ITKzQOz+BCP) z_4XH*$+qpyVfHc6WLj#O0iTfKgueQQx0UH`(2;r|G)9hAwOcix)KTTo=jOrt@)!)Z zG>-p%0zPN`^|JJU3Ws-{?{qDQxtkWhqegV0hC)m}eA3Up#{P8W?Ky9F1SVgKt>g18 zWs+#F{(%*Ee{sZxV8?7e2-;S$o3(2qhF(EGb?fQ6cyW>p-WPR5HIbPI0O+E9L`y*f|z>bS-gY%OO+~A$FFp{=DIQo5 z@=^yG?T}Tm60lvE+5^UWG{%S^{iP|xKJ(->YxPaK5CkXt_&$DBKCa;nFF=1cP{BSo z7}ia#d0B*yhi7^j*~+{Ff_M5zq)l9}xNU^CrC)ohNr~!?4xKoeN>chy5qRdjp=baAx}ovudzOg zQt}lD>{c8Y$8$;B@N;~b#Cq_Gn<+GbzFND6Tz&{1UmsY!YJyp4l-9xQ_6v4|*y~B1 z?2sAfDGa2DE z9@vg(4WDeFH^_Y7^(q}bO@=V+@clNpZ|-D@`MQ>3eWET=RtMQxg*sI&8LKv88Yi4=&W61l20p}@-OL^VH7JSDoDed-0 zxKH@A zQAE8ls!Y^WmVjB*!g zA|qO*y>1f_;d$hu*?bfLfb53&z*6U>i>-yV;F{}>5qq+zu1>x7+_^mY7^*l=PR~0- z%|f4VY4r^_g)Uhk`X~Ap&YS3Ad_M__9qIfuHyF}3NQ4{oD`Ryjr9{YXq>mnRf5gpq z|JsHQ+^!N|yHw@7(hD-thb=jCE1Ce-B>R*x*V5XvI6t$VPpk^D&)ISORm@do7>STm5Z}u&@9CYtgh5jVB zREqvi%{|O|6LfknL&4Jq z?F&d|rwO6NV&bo0A9LkP(~>|VW%F4*_)yTCBhzS}OXVYZTtE!~+X4G(Y(lK{eoO~$ z8EiGNxz|hM*K`qX**>n$)lS{vV!lQG*w(ug|GlJXo$WNEf;~A>}+PUW2`9eWt5+C_mz?Xqd_QG><_mM!-;VG4PZ!Ra}}Cv8Vx%l{HnWli*?}vJ`ll zu+5^Bw(Pj9@Rgg-42>T@hCiv6@wTZLzJub7nBwIzI(AKRInd|adI|9`ZU9LEsV@-r z4Oh4pSzn(_zMb0fzC7|(SIg5dm&xO^!2x71q)G8!e9#jSNvw>MtbJnVI#L{cz9jcd zvWqc;ujWG0skd!enr~u{JU)&I3a)KUqu)Ar`rw(?(Q@N#R zIVpA0%TM4$qgRo4r}=rP7EIN>SjNhqd^z9faT^c7{iYJGCx4fcpXV-|sM#F2=MhKq z^nyBRLn#`s=PHsl1x}RR0TL|o^T@fy(S%w7_d9{YTT`VY;~KxWv(XX$A?5Ae6;uygbM_8cy^Ag5YpxCW;u^ zpx_(q_1=Pkb6QT9k#|ubff$^~BMXg(AT35B?`ER$7Gi0jzHkLW`XQF)%M*}*o98tG zz)u7Tpt%bVPGrEtBd3GB>y99W*yMu~-9nIl*97omX|89W@iYMZVIH2lAVGdC%~Kwp z*B9YL|GPn`*5>HT&A1=l&+f_oUR1W%&e@D&4Ps$4Q%TA3^Yn-iqVFl=wASk>hdxlX z(1%`3S+0#C^f8V5Xf=U8asfj<@dD_>4fkQWkjjZ&u6pHN+qd~)omjYdnDO<8tx4!_ z+h4cda$?u6tGJn&>7Js){m{{maov=m8|QL7O5d@LFPyx)+EQc7BmeE&DP5SQLM}@HBq}SnwUP$)YoSV@`q2?*H093 z=FA-YClI6StyJ`@ZBk8ajO&LXLGoC_W24bxK)LG5fm6tLaaA5LT`hc>8WyUGf%P!| zZ#qmw7m^);%is5aX&~oL)E*#!fZU$90jvK@AocUW)@Tas7AC+81GNGdrtJT(9YzV=nYWa5VkND2^mY;@h6!>S-N$Eq zza=|%{bu@OegoIQ*g8W!#!~rBS4}e7dIQx_1n)&9<6r5-EjYt_5`{0Dhq7Iu)<=G3 zoBpRnKJk1xy@B_r70EwFzW`g0YyZQ~c#RQI&Pg6iZyx%n0i}Bhx2 z-_0cU-`tKPa>dP_?t5iNxz;+cOEdur#HAW1{+>((;)3mH^qk;{fX|tse~+RBA8O~& zY^!+Sq1AA`f@k!Xrk9LClo&_GAsQvP9Y@@{dietbuIs`BG){j_M>`uG<2l=vVBK}; zq;P`W!x#Jg2Pbuh7e+wFPqLKKKuwM-56--oP&V3E8YCQpS8XU=+j_YNY{64%G`v_g z^XC`rD+S6E%>Tqxh&DV)j35_LQcb@MM1Cw=Y!+er@5w2^hnl35y1bRj9?<_8O}zx% zWV;MI4EITya(%{z`QG;KqkX0Vsyq7nH>!*}$CHKiFJwuD0ajR+O0b{b-yVpbY0__nhhihBY4U`{Ssli?4pQotuzWZ9>X; zs+jv*U==8%QMIotZe5Io`P!u2i7Z0${c@8}o%SzVc-|8^?In=U;{Q@;?9lpE=GY*K z8{?)uNOEshJh>}>*w$j;SUii6XtZngAlKTIw+9CLyDCOX4|w^NrdcRAO( zPAa!vdQhXCgYMy+DBW`FQ<|mzS)#_?4(aaY$f9pL}KQNH#)Tdb9JG$1-&aY5j5x3UqUnn+V zw_Z#>mw)aSJxJoLJA}pxj{UfD6xkE9(-W}W($k2937DX}CPFw!bu>7P420?QpJaxB zOgq^|NA6-@7DhN8F6$}?w*BfY&1 zcS44k0G3s%p0@){Y`I1jHMhiF$l;IJ$pOL*mr$_+>sRAMEw7F*?Va%9)Mdm|vkG5S z+R-O^8$>kbi2WclhQlOx{qgYy4fjt&(JSTNt7s3#WiD8-ZE9B$AL&x95`D{b#~n7*+?umw@85C-9U3Y3 z24Gin52cy9#vG-7bVDbH;s{IynR@?g{eAftxng#_CqG8Eil0f?t;{GHFmqSM_(Z3w zU?TX(YS6CW2lZT}|g2T}psWTcb8_%Rvko>?0);Tr|I1Qn;CEf^{>%S{!4qN4+7v!hEn}>OM zgA>X)n5avO0@Z$eh6j}Cu-wg-eH5BMJQB~o96}G|!0-d6Qm0>yZuV-hj!(8`sp!iv z6i|>J<{r_JA%vPGSBAL%aNRJo-aKUWB;Z!QoIclgHDzYutFZ+W2M-En5XCabhAeRy z!bkShbfL6*ZH^py5Z#@1{YCM04i`5?Z*_=+ar_(P3l3OeBbdgONujY*TI`>#>C{xZ zZYZ1xhFy+I-K56O$7_|EQVo%%pGuW+|E4b+!zjMNxp9JnM_yNu|5LM(U55xQr1Q4{ z<*Cf?-3)}H#jb_Dq?r$+^TKD@7x}T1=!;6E>jIR`#sS;4$CozBzus$5o7NFFGAI_Q zs-{S9OlLva;tB8hY3nfcYQY2~*po&VW;Cl5xpB%?AjBSz9`(&rjVcmSw*1mhCI6Gn zPYFhrF%mvx;`OTn*Q-s-#JbIPlrW>p->@7HJLB30b1D)9G#@-8QKV)L^)tC`bL3Ue z(NORZ>mX{`#G-0Zu()C-$k%jv zl)FBP@F;SI4fAo%j4*Yn$VZ`vnDo#^!Tab0drWb0Kd|22kanH$R^EU<6z(s3^Tjs=OaYle4<$FV;a=Fp5wY;#2Y>A z{S%K|w3%qhGp+h~9YZM20D2-I2q@q~6~oNp6CqRbefsq*@8WW#-OrIA-X!Yl`BOdG zY1h5ZQw*3v2r{u?AU=kP9o~P0;@j;gQ^IZ>t_&P5MVAf9P~?*~;l9_`cX!g8kB3FC zAT{D)gi-TUJl)KptXzDlr;Rsg6k@h-E|@rT9J|L#UUNmUV3YVV<-C6*gIa{R32RkG z+7FH=p7*urL+TNOOsJLi4G}^9S!;a&i!l^?@PavHoG*jmrP)X!`b482Tow<*674*O zPsWoPw$0}+%*mTGi(7ORTNxLf&Cubf>NX;~J{Piaf2cSc?GSGIz+0`Vp9ASC6~$Jy zVqz#mbrPk!M&$-AH)8~^_4C2wqipft$E{~G(xFzKEb=)Wf3AvN@wlrvD=lS~4z@Dm zR#@Jc9>#DJXX_VnuQx~NpW;jlAX5s+lwk37@a?+e%}X+eI3|q-3O3e&hH~PYBSNHA zX4=5WnL6susNGOq7;|%!Ea<})x2_FXQsS0_(i5%XJ?xK-P8W&`Z~1);e*u}tQ>u)f zGLKZV9K|Qcf-%J}BN4pbxCP=YPv6J;x@W7zjM}bO`POlN34RwMSHKe9z}LVW&HL`i zDRb)je{iT8Rg~##2vYQ2NDx?fE-A~4b=*eyD9oP7F_gN@#>vLN@a!y>>$z2pQ8KrG|(mZ9GErht~~=w1w)HjIV~I0|QIUUdzwG<4r{kY!CuOH|4+*l!ref?!l4l5Kc98~qld zm>8nCbrCNxA@Cm>Zdc^(%!GMB<>-CeUssIp;O9fqjmu5`Q6eUXnetpHK+?9AjV=kv zhIUyK)%^-eJF-g3MtBBVZiDTShzn3TB%^B2xZ6akt&ZIz{sV`uzBQAw3`7MXWZnPM z`e>BC;3R6(=$*3EYu4YHOPca3H+4D+(P93&KXUtB^+Ag16rY!zOmnnqBf+7DBcy+j zQY6@nNkJK%79`2fx-dPV3TJv``hXuTFl{^SGNiglM+y4_erA=Iq*F9xPMW_5SNQ3l zon*sG+q7u8S!N8M@DKQB;(Y_MV;~xxuJ0()os*Q6A+$N?2RDooU`e%GkqIl;E?T^M z?+-Q~@%8D3#Y0W*UC+o&6!|F>3)X=?<(*f)kNP}b%Ux117*>U&q;dNmi8q!btcgRg z_~0A%v_5*rZ;T)m9jah?+}kmKRbI-V(Meo z`z#Ko&v#(89<8YBY^Flf>c*7x&FpNk>yLhJpu+fEtVd3jLzNXXkd0ptG=0T^eWz0x zNWw7sRXV~iBU{K#`Z{Y^;N{_qKeuX@cUG7A?vf5bqxV<37DH;jaq2P>p zwcM%|VK7NP*G!73^P$)K0x_7tFPba^+AS3xlPM6YxM`b(2#m*bsGex9a}>S>Xu(+|_*yW@gtCp(IGPZ=wG+86j}3vqo!g`TX7ER#1#Sxl!wm zXCVgv6Jl)KTqwiPJqy0ZBXzqTky-wJJ*#7FrKSY$P`880L#m2p-;MtFm{;OJrxjPO)JFfJtFHym0c;M1-^oo$Tdu5jjd7zmG z|JUa+YG%i%Zt-kztoujM-qyjiQsnp0E_hfyiaO_6h6$IM%V#R3{8*??^PMtb@+!sZLu#bz@Lv)zVno(2D?i1`lqhCe1Z6sRv!Ii-uu2ZIXV*RM&JnAHE z-jV2=Ea}Ga+>X|rr>RtM)rnJhH^B@AuP)r1+_?sui@BAmQ6vQ_z%R@;W-SN#J~PHf zl|Xaox|+=zTff@_g7~$3d^4z!gG{a=P-h8mer_Itz1**|VFrk%XbwT-_;P@xwwLI9c9=*m_^dRtZGumc!swHh5lINDEfWo8b!0pj^`Co%fg2 zawdWZxWPM%wag|Q)4qG_Hf%Uq7t}50d@OWr<_0xn4DA>r(HV*1fAk7*AsV@8*Ij)W zt*@W2!{!fGX5cxswCSfwd9p2>KE~7@dEP9ulLF&xL0huo)1p4i@YiUn_+O%9^>FIFwG*L*>um_?M)Awcz_mna z6{Gam(C{Zme-C$Pn0ub|OLX@)NUFN%wIi4VEH}?H{>81gyPb^xgH%;yj3On+=iZSY z-8c}i7B+|5e-mAz`nD99c*ctgI5+fTWi<$k2nmOMo~&)JSX492ZF!+|Pu;usuJHa; zc(!l8YsAjy+67esC}}^M^p`5s+J1TL?H%1MbT3^^qRHpASb$=2 z)E@l&#PyQ@0W^5bt5D!}&=YK0N{7~5qtBR2fVwfwtO`{d2@3a*;~ za79X1hW9r=h@K-P`-~9n=dY450gBo~oPr3Y`b!CL%Lp^GcjcQ&-bH9ItK?7~+ zNJ3YFLQBRNF&3fwCf>eKAYh)mihr;$7}PVGuLTjoCN3?vB+}yEuoeEl7NU%fZC|MP(Q5Raa#&r=^5PGwgtve^g}&PBXVQEJlV@Db!?s#| zWXlIzp2v0!9>45cbTN}R!bOBbV(y}3#Y~K{hRp<}%zU}lcI5rZ2>M&!kQCvNEs2k5-=0&Yg)q?YlwA9~kb&?*eJ;n=1 zos0B=ofFx?V9h&0X=hxTx49qR?!K1PgIbwqlX>X@AA0ZyFXAHv9&i+StqP&zk7 z*_7)&h!Ic0lpEWAo8m%4%{J-cGh|G1s_2aaRU7^;+e$UJli&KzU>>~jW} z0K524{qdz-T14bBcvYg_SCFs#Vu6qsyYtm9#axOd%B%&DugFVk=j>%i9y#c_o;xu- zCV;ZyLL4}6t{!Ph4COO`P)UOIW|n}jBK)29Vrpx!PN#_j&JCYo*P_cIf;Hsb=2~3e z3olM)@I@#&k)i3&~~9!qu}*@H35>7IJzAmodbveD&qLT|5=9$QaqcgzBnO?}!B+We{lLMpOT=a*By>xyVCMVCc7H8Q z(bz_VR5IPS>I!vl6RI2{v;A?kY_Cbv988Qekp%1w1?s7&_$^{sQ|^f-q6gnv%jf5b zl@pM&m$P2lUp%e(r=E`KE?e;eO3J(f*;oylIpw8}(8hFUd;1vc8FHEb=60()0iBuA z2O!a(VK~f%)UVH876E*#n|j3ske0-Un70b@ws$6EICE}bS3w%ZQ7N(bIheP}=EATtH?j>aW{ByT<%tMOwko{}8 z;<7zUYyvtsqfZ@~F?}-l?sc{#!bO~6%)FD^xN`0wtJlHhnflw^q^$(BeMX;#sCo}K z4z9$pQHJaUH1p8dG%p5xBfsLfe;F5N|AU^DGv_MSE#^Jai4=!5k8nSD*u03F@l9)$ zqaWYy-|l{5F`60KyvUiOhh2@yM?T-T)sLqs_<+l6a@nzP4wJ&9M0s$jhz+*dHU}@D zOe9+@_4rKoD+irfD}-xY!Z1yKG}1E^l?r7(xTM7FT5X@fDZ=fAg+X`8ReFN^K}PVq zI7N)sGv-+J-loHAf^ap{Bk&;R<>aaLzGPgLL+eK+eQ-gT z!RU8ah%-kWg8MDgvV`on+&tD3s&mV32K?e{%l{wK9$_3`$D_nFilNMgJeixyjr*?= z{-nX+^qrBxCfF)>?IV!C;1Mn{=erhqmhU(@u|u7;Mj1J@k-yx&olo-q2J`inNgdhw zv9-AE{Hg&q2j{`uX22Cs2;7o|#1=a!ol?kK5Ci-IZnoYo?Fee7HnL1&J-r_ZP0l=U zI%nw(!>5Km}N^v zp*TKZ_^atwgB9ufm=z0C=MM{TCc&#@Hc>_gvDiuF?Oeen3!V5*IU0Q>20=smyfC_n zOx~bL~4jpZmMYH8F3fW3+3hM7aa$M3qMG6%|EjBGYeUAIhyQJ>-6?Om@TV zV|_B#-&sov=o|Z5EVJ$AFjt_7c}^V@T|2wqN(KCSih-yX=zn-Uo<|Ne_$Sr~F%+xl zYTdQ1VZWEdzIw0b44kh5+0FAV=P!V`fGS{=8tH9UP}JgVd{MU9+M5s2d&G^?=|NTV zmH0}RFypQLwmY$|PaE`U7A-H62v~%}Sjl*bH8EEjs@X4Z$FunN8g`K5AR6rv37Uh< z`O;G`Caz<0(WW>ShymX4aDo|_opN>?O;w#ESHnR*M(gW8w6!o}8{03H{JXXvp6s;r zkq7WFg!?g~(5%hexEL1I3d$5TO{wK^C*K+vmlgZhAZJ>nmtjL!y=|HIE__Z3;*g48 zd}I;56f4hG79|gcvOjx$0l0PoV(+ud83>!^Pi%E2B3hX7j{fDMw?#4K`edpef@5I- zJ5?5UfWj@d02p(W_Vp*|0utA`vs70f$=V8V1wXI8WybQtW=vftn+qFxZ7VsI41iiO zwXl!#;2J%HF_0YchJFWb3)0)YqzTA?TngAp@traFEdA#D0N= zAu*xz`6=Ua*&D5L5><`;^_GfUjp!zBXxWBbv}i zeoPsyykP3RX7}x@w&w-Hdz8ssGPhc4HIbmY!`YT;#a0i*+F2B?Bxcl+ya(>bAVCM> zO4(Hpl~TBGFF02d`AFU2WXtr}%;^F+k*xlH1g@6v1p5(q1ae50A_k<*8~YPA%RiCkCd3zn?A@B;k82KT3O@uk3fVOY1S-4`Rx=*ad5!Q=c5} zz4dT70cd+lW!QWUkfXbdD|oY`@>7rAG1;83pA1pbx`KW?8Iqc#imkMfIU95GJLr8; zJ|z_1-j6~E^)YstT^EQW+}JU*cUhhb%f2kSD_64lz0aTVN!k8@5lch3yRZDaGn5zC z!7(K&LNkN%w0gdgr^D;A9MlBIqKI^Y)Aw$(Yke0GMT&II6{_cfeS0YfGo5q4pYsCZ z^a{QI=D6*%k^ZT+J{5=4#L!MI0L<*5Eat=JeXU6pW0_j5%Q~3yU+%f!>0_QY{peaS zWh}t14vLWnUuQcCR}N#ju8+}Ibe9h9{xajQbujC)IQFCpzTmU|aAUjloAy?pM77^K zM`lv+8)!{|w#fN%WEQb$^97o09-8i5J9u8H&B5sVT~s&Ay-kynz5XeUx7VQw4TDR5nJ^*QdERJh>DPtm$*k#x4sMa&y+;SeOS?7tg=n@&Cno>zb6W?F zvn_Hl5Nt266yxb+-zH)a=tdTIl$^YlI#>fXUTm~PB-X|e(qEz{f1~gSk$3^;I3$Za z=iV9rof=Ap5*NMOKcJ?V-un{kh;R;?2nDT@(LZRRNHr0)Tg;Se@ zk2w4~eCY8O(->z?z?~0NiiIeCT93QNfR<(=(rWIaM5xHY@?yMf=i4w!tXHH^Ju#>( zAei2{0G;;+2i36^lUw{7)a}LqL4Ax|(~C>iuRDsM;CwlW-*Lf{INKEleha=uS#1Q2 zof+%S=(%xHs6C?s@kw`Z2 ziB~rQ=nvL`2AW%1^TxnN(+`mhy)>Ltef2of3y{;JnTR}v_1{?E^`|ug7Mp&2hKtW0 zKW*OJ1LhDPheZAWi)onmro!z8aF73m7%Pt378?WDrWXP^r{)hVb6Y4N%X>Tl+g4sQ zKP`WT{@C>5xHa9L~8q z0|#KdY!51UtXFsvx?|)`=j>3s4WkHskQt@!dxle^5*kldv@o|^_xcRzD~D)EbM3Yf z$quO7^`+;QokG7oXA71xqSo`o^>JfPb$I>q@G)F`+#{Iwre6!uA1r;Ul=|g~q4~kI@q*aZe)FTh`P^$7=hH_Higtj#_M%WRBjfq0C!w<2CG;w8 z2`>GEG9^)K-a8+CqmGbQ&pK?!0_qxgU^ zMSj|xM6SdJxF3c}yvWja zpptDCF5^OUf~Aike0&&(lo04~g&scC$INg6;`qqmh`q}PHJw-!l5&E-;~z815Wf=- zNtsPe0)8{e8D8sm#aa+uI?|`&+7?Wx8wW<0ce+>l-BJx?aL6S!*nrtIGmwqZgyM=R%3E)6f&V;P6xrnYaUV;fb*sL7=v0LtjvK2tNLW;J(OG&( zW?V-jh=$S1;iTpj$8KqZlW)_$d<{zZ5QB)##m=n6;Sk3&+290kfm19_@XG8ONA)pv z#8pIlB0#Qj9evTMPg-m9b~$$R59^D?b6zqkcKw z#ssHE)EJ+0a-R4(kS-Q#r@cgY={klyXUypCI~zbOLZS@Pa2uJx6|y zkQaw(QN^g0BFcH=t(zMkQWAS$?|QIR#`5M=0heI`$VQ>>Sf?vMr+2_DWB>T)xIq;+ z?T#7Oc5CxtODiSi=N)W1zhgUZ7@xg`Yf{VUjdEoeL>Z>cmG1nr5 zkM6(uftC1;8nJR7I_$OP8-J;?Nv*5mhj_^Kh1|Lko5Ncd*FDmvD$LN*<{X<^ zIa?*`e#_rqnN5g>O@U&uB9`Tc_?-9gEy!-Bejbvb)x~hXBejAMepLe%Hc+mU&je6MgLI%>AVkwTE-8K^z}%G@o^st~T^8?aLh#mU{YXMRHNC+9*B* z=V}J@v~t_@+HN7+#B3Nnr$!o@C+~35i5s8J=-|Z$QI4T`@YXh|8b2_ZM|n;M8EK1h z$C&^lc9oIP*+weFLx!8S&XvPSjlUB`)0&G`4RoTfLFcH>mb*lyxpc5Dcav46!*21{ zg1d`0*uLO|Wx-LeSaY-A8`7fkL6arnJI@+Zp7(Xg2X~wgc&{V$Es;7W?-_V!Yj1Q; zLq1W#N$1MZpW_>UXL;O(JaqiU@V=Nv=90b+1`Fl@eq@P-ZuT?KZ+Z7x!29#3oT8BT zerwW&g1UvttnfTnM92ANlZyfGZ$v30;*==#bTLB13w;!#0^`KmvoB8_PN{9K%5W&g zg>Y}4Dn(ZBIdaiRc{-k}7~9-5(7twLNOljjWrO+=kM`-e)3>31q$98n-BxS%A(Lp#fsC7cBJ-i|uR-q@nczvQ4V&@2*qG zwSLxRdW-0Ec!2pLYNd9aahhUXql5Id-z=gK4TJK(Cdx|#Eh^lH7b+s1D1-&Rr%BrmlO3*@ENjw1Jxm|E{Z%h> zX&>=M$8hbpMv5cy^v6%JwSGQVGrPj-ws-dCID_?6G`>^pwt)VVFGoJzq8a=?#TG2~ zK;W@hNFln;e|UNFs4xR`2h;w~n$amf)(9}I37@Hmb{_7JvLm;qz9xF>m@(jQTni3A zT8qw_B|Xe@tT0zZ6F%2mcdc>t>sim_N(l=_#YDn*ey=cSdD;Tq*4PgJS`a>};ndT| zoDv+bS;O62Yc%Up<#oAEO}$_3tuDY0Fc0e=Z5#UZB4rHcKp%5v6zJ9qgJp zgT;;sGUyotl3#T(?H^@UVvX^B4uid4b59!srsd%w%HsldN4#tmB}CAGV@uM?Jfiw| z26%k@+BPZhYo!}vtLp~${V2*z*Rw+Z0YdSBO(R|XA+bKjjTN=Bc#Flmb@c7eHLRBr z(i!gCBFcgM<=Ikwn&Q)&veFxz ze?u*13Y33`a%ED0?|l20-)Fge*!Y%MmDb15D(VeD2iM2w;h|i+*Eixjxew_T#Fe5Z zesLu~Ivt9x2SqnQidTb$OM86SEY+f|dY|;6Z65p5=6C2{+CmI8t2x90ea+&#X%E zLP*Kfa7@L3&}CHb%U}Bkw`!b-0@}`@gm&rhyloZjMbIroFuiAdSm0k+FBm_2$cKGy zDaFt0U@cS(VWm?{G?Ej|sRmPG{{^5A2Y{o^!$7yo?-ry%RdQ=*{FbNhP%CH)=r&Y* zK^}M2fh$05VJ?pX{M`;o_tPRqp1A^wjZij?LROyBMnEUf(?(x z_VyTs1X$TDV{#vPJn`-ze(sHCc+5deyT2t9yrYq#3v~K~ca>D0lC+h7#oo-H6!l^~ z7oFDt-IVsek~|!fYd+CR=Yc8f^jSd;LiWA)eUziFO0Yea$^{Flk3bdO8a^!3th4^& z6JG53$i)|B(MvZ4nym;QTb=~J#qeTzMIe^S7a|VFUO{(_lpm;-Q#Y2IB-g^~lge3B zPgulhs1XbO1;8KdG5EpDaZ6cM+LO zCUla>FZo30A+Qx}4AMDZ;fX)N=HItnLL;hYMdnN6(@anQvVD-E_ZPqW2)x3#e0uMZ zp0kzLguq6q4SMTgXw7jW+X&;~Xx!sSJCXwmdW46JdiDuXI`!T^1HomCzQn8t=>Hq; zTXC;+ePn%z9L4y1e_O5Oa@Hmi(KZ!Wi|XGTD|aR!Hhp%U=o`Qz{Omd49fnaiAc8r- zH(|V3(ti=0`{E&GEW(TS)pEQZFt%}u_gg;EMks6PZDpj-Wq1M0zsPuKy8?YX#TM1D zy=Iky9#W2DeD*2p{mbxYTzZ(z|8Sjdg@F4~d}a7ii3U20SnrFm;#iw$`cpW0W4tnQ zyx40bM@`_$V#to;r0gVDMu+pjE0O;yTa&ogeO*kvW8ZUgV@dYYJXS}EP7w0pB=(=C zw9<;aSRD@^-xuChRSVqDZ*W9NvnDXnC{g9ZHnI_h(!|ivu~xhP%opxK6uAE4J#C=q zt^OJlOhW$9H^a;9|McA=?xmoMBx93$RW}mk=sUpX+-$PKh%ZlQeLx!1zeof5yi}mq z!F&AtfBe{FuGa}sYxtR_zNi-xUhr@GxV#^7+31n;Qh~)=i@pwZaU#3-zD-lY?vvD` zV4Z7c*DF*u_ew$V(b~7vwqLK`3G_`p&;@FesO%Y72;M!GQeh8ez5ZZJz7Ae+=3ju~ zAVAQ|{v_Ud$SH{JX4$p*>*W#94#)8&y-V`_q0`hcnc*sDm!Tbw9999tTfw@g*HMRE zJ2Ld{UYdwO39l!3XP#vHR%i7;bA)}N@!9L(?hBLDy}g$0Brcv6Xje|ie>GMbxadyk zS7tTzYrS9~sozVGfNrw(lJ?o&nvtrN^Q(QZyhIPZ%6AuDdPfV>!E}#h?&|tKQ$Rba z>F>woBT~?{)fPN1 z^ABAt*$&?!l{QX6r=WxBsZF6T>HycaZ&6nBb)bR{eRzTuo?sjU(n_uCGI%wQ%Q}_L z`U&9vuBs&JCmvxfjD!|ORB@Wz`m}n<%r~Gv?JeiHkiW(>O8L->ZwxRkOQ2j0Ef~!9 z^N*BV=LahOaB+Aalc8Qjf)5lgV>nFTg4Tlb}~;(Xlwi;qhnN*Z9~EC{>t=^U>}Q0jh|SQ~^cRTHu;pDVAG_v= zlX*!QR+``O^G1&nszC>`myl2iy@-QI-l%&SX=0L?PUtI|#B9c*0)Fc4Jm8{<{ty*xI9(d!Qt!(dM597^MeCAh?Mt0q6^q@ z?CMFdU(30n3-DT?Opo|)1{m{mfJ1E=muYFj{wV~mz%JlKGTKFbpTx=jhEl8LY<0{^R)6TnJmb=+ztm$b z_Ked7z!b_8RdbW=ul4Xo7?N{gJB8-RO#bRZ0u_Es6O$ohz5@2;kNt&g4Y<`AP0TiC zS9>|p?QiAEK{s^)o3%}}PP(->nSO!zO_#hIox?-fnJ1LA&#(reXSvH!fvUWm3c0<>;4dy-p& zdd}H3&R6ZB7rAYHucTy#|6->m8ZjL&7u^A!UuLV_S*jsyBFOI^BuN2EWB z*z~eay`K2n7XsXX*Lu6ccQ{_+PGK)lKSuP=)}AQMTPa7p28ASSme;T?n zEefYfEAuaqaU{3kCaZLg=xp@ZeC--p`T&0y%|BVRK+ijdu9n4aX*A>u*F%eopKsIm z&q`x5q-}mr=qh|jiCj{@%i+0TxFaWSn%sYz-o#;HwaIJtq=rtzukHw);S@1?o^;Zu z`g)0(WB)4?6ySDi!wKGvSJzNE} zONv&{4~hNr?FI?I>ERoSL?5%+F}w78F5|iAy_c^OT~p)qRFCb`1J1~CvN$=Jj-V7r zB4|GR=Im3s@yW){BpDIoG{S?lUz-9Cyd%HkUPn5-wn-@L+~ea}gkSz;BnOAjOV|JY zMHG8q*`bT2yrmk2gOJog2+~3C!2K7Yeol77^9uSH<%YN4#@~7^*Q@Dszft@7-3#~r z6>z|K3SroLf^vC7r@)k7+XDZ}`+EhQpsXxdKU8qC*+X|J%8)~WE}r3X}OE(n!NnBgHlsnNm0 z+Xm%)j92DbgXi4Kxv&@f3&&o(V#ymdqJ2!wrZ5p3o`9~c`5)}PbzD^K76wWP2+|=S zAPB?I-AF1i8yJ-Ckdi@KLL~*IBxmRl!9iLO32BgS9i&T1=@3Cc;BL_KeV%i^bL02B z_rLoG8`!hnwVw5?^~St2d%Xq^TC2^*N*xTui^da3CN?8(VdR0xo(<=pyO%uTa1_> zL_w3tR^A^j!$G{K;!s56WykSwr|V_+Y%7aDR7Qxt)?3Y7 z-ak#TO6Cf`%PDfw=G@tKwZQdRmmiQ~7 zvV3gckuup(RI45-G^VmrT*hLQu4Nc8r)|BS3c-|#8c_(rCTFXtzpxx7sVMYdK8^cc zM0#J{(rHs@cwmyhBJ&|K1?@tLO;OQjtD-H-pEpSL{SjKfNB3Tq1Cw51^Yafb12RZE zCM>$c@T)@83-^<)d7l#$C3$d9$1rUXTfC7aK$hy^Lodx?iwxp1Q^OK5C7!U?Ioy5JMC&-< z260Sy3}n+i9!2BR-HrA=Du1KHM)1-Wk&Q$v9d71~7u|L$R;D&386j=TQ$qT|40h@&SS)EV;uV^zi0 zRKg#?Nz!!j9Utg0H!DGxj4#255LQN;Qw+@BDAh16M&S|j?0`{+LIVV_OZxP{Mal2} zg)p=ezcA9lO)=wn-UwTT@hjs?daHTHBzx)pKC|E>97@mLA2_H8NMEOnd-iPTaE1;0 z%l=IP_UoVf_ZU^n%xx{p-jU!b*RFqAmgt7gpZeL~qcCoA`dB6kr;xe`52SxQlAFv* zY_pFEJICNb?ysu$!p77B*;*uX8zVsw*g3vP#I|g))9=-xMNZTrx?Br5v8o*pPoFw% zT-LVhGLnepepvi-l!;C>hTws_9hx`>Pb#Bx6{c^C;f^29D+-c*eE3(qYMLRiq2buItoD!Vljup7)D&Cu_Q}D61U% zW0CGgv7f@rqrs0aOKuoNb#sr-9qe7##t>E3RY^73t=)>3%W|2djj_7&xN<+^s=~si z?z4Ns=P-<_a#~z<9k4FD=}5%c*?QLA;3+^*gyVnY>z+Ow+9zUTRq&!ql^ick<^A9h z>l#h%)pDRi_&Vc8SyOMRt(My=6c;vGCS|0iW~r#nfssb)rPLAGig6cO#w<;2!hpM2 zbC|l5p%N+a5&uej0edKxph1o)M?n3lUgbL|EilU6grr>-z*_%?!15s-^GtPCo8EQ! zU_M=AmPJyKPZ5r%g|c<^_pDb+ztFjOlS-9AABC4nO4&;hWsp*l&UXE&O`tLYtM~sB z$WcwHyh)mOK||S9o`4G}d=zY%&mfM+GVDY9*&m#1wW`{0R_C_s2?GQVRuV$B{gD}?Y1_o=x%z@DKK{zjYHOQiZzohRH4iY? zDy^~hD^phb|J;UJaKA8rIIjMzY{YoK30?7GYIY8;#j@w~_C)7$)8o#ti?MzoDj4UV z+plgZ_&$sm47!&aOY9PO)i8S)&JTLnf4mLFxrCIC8;&dLp4a0n)H1^Jk(u!~P%DT$ zrC^mDYzoz7e7TkR_Htr6BwGyYNTKTK66GzEx!j^(39X>JF9Fn3Qec-Id{6>!?Tn&> z!-TOKFLcUXOL<&Nbzv*gSfW~C9wPPS+HKRz5Kq=(Hlu{D!rS^U%ZT!2Lr_9RUh+I;zsUf72Txd}B1<=Ls1<0NB0l(eZSUFfX5 zNu_?4Fo%RNm)>0{w+oIBUpxDW#HU0Xu2j>W(_e{Rm63bWYyjC$O;JrR!;t2w?vGbnW>AN!LcKO!HF!L$Z1GuvXw273I;& zj`KRnuGT7)0M=V3W%9pz(I!@VfkWV)ozCgbV%d@VYv^3rF;Ad#K_RK&VXh8=sGbbUt?WQkHxw1XEXmhWXR7D+zj~9pBcy(dd(}BbDA! z&a|x;44#jxynDhkHIs38`2>dR2A8A!$lXNgIpJN}cIgha1c}G*(FB{~tOJAb06Xwa zo`NoG6zS~sDf}P$*kuN=T`Yrkbuh89DJvZN6aTF*1-!j4&O`iOfjs&H&2Fr&*303B z(|d`!Te;6ZU%etOJ(Ew!K<_nnM{{TeoF&9%8{slY{?iaWlEl2UpH&GNPK(tE@OMmo zk((w&%5ASX14fiQna#^2w&P1Dq6F!2J)yTX_~MxCv~ntjzNp^MUWzmJiuY84w$^p> z>lLwSU)%YZuGJI0GuHXENO|D4&OQy*PDf(0utpZWNb|H3m3y7|emMG(>Fs=ug72{6 z#Qc#P719Oz!SDeWsu(l_SdzK&WasJF?H|2c*$3=CR9b|M3-9OWr}N;hA#>75bi%P8k_>m6jcC0N!b7xDD^J%yU!pen(RWvDnR;ZF) z0fL8xbyjpfHV6imp!XpM3y89Ko?Sn;I5T0u(vB=xt20-kl**2|UjN^z%}C^RWuWU`b30t zYh?tvdw(WW^*YmBQVR26n*bNqss!mvn)09~zd{(sx~S!44&8oVZ-=vWWG1rK(H-#rw=&Bmoq&Y!zKiLr<`Z z`PCjvwWpQ29PS)pyO>RRgu3eIIO|k+PA#xWo}irzC(@j6!Dn7cVxwDCKst2ON2A(q0Y9vDc{(zeb;PG zS2}r&Hz$cM29xDF;E~ImqAOts@Z`wlbi9uc-k9d(3#UnlCo5E5W#Ue9u~;#FW@I=o zz+pFdL_xYuZxG7dn=Sh=80*39->Thp*p^pITcWt@-9y*$2U@S2Y|9g% z%9LUs{efU9x%MdCjR9XH)uD}#pNZ1U-IJ<0f*0LAIhgc8eY#%4?{coSH>;yGH;*pg z6jPsC5=pF(u&`#_B>a5sKu}we`=aGUeKcCR1hrvU-yu0PTMLTE3YzywY*9_cEUtr3n3zZEQ+A8&>%V(jvutioSf;{=k#-mQ! z@K~L~N@jJ%@~Iq*H$nK)6vMhz;+6Zxo|grT*SEmOx?lG1jJLh(_8dNgWA`?R!uoUm zk8>=aEu8HjQzurZ#&HS7uPxR}&>k1P?CKA{ytfsoc&nJ&_pK@!b*Ek85<2c2&-}m13RQDu4y&c zrL%I(a8G)t>|~u7@+q?H`09y`FyS7n+R>tDFe6pnw|c{Rn}F3tm+LP$UKn=MP~L0rnb zZOiPk>|JS0y}o4@iPB^?ulS@)n;ExH5O{Z?1%{W;5(xLcjx-jjUhG?P+%xu_mo~t3 zr{DPm_``hn%Gi@cYm#QZXI1IfSn~Ur@ELCkzH?nnT}Kao>_>JjR3Zy{0=!@MDEs-g z8;NXxey57mqDHcuCAT(;RO271Nkgig5d1H#)UP>qN0su3Be0w_DPK^U#azzzie^^X8AR*`5d*Uf*rvz;_0U5-tTWyuoO z^kOu?B&g_R*%#-q0bH=4F<5sP3049Is~3ZHjC+tc5Otzbu&S}4c3>hq9xRdC@>lU; zK6Rp4u>LSud)N}dHcq5w0jnm1RgasHIOSkFuvYQvd6{H;@U{(rJ#3_nrB3t#yxj%X z4}Ocr`oCjnDwn;!{|M_x_)*>TPCkpw+VC3^Tp@B?#hdTuS@&j&xBKN#l+Cer!r}_N zj;NJz2)sf9pFi%k%)k;JwijRkMS6H(o4)L5xrDPeXblBaCxu+Y`+sZ)Vb#`U?q`7Y zqD!BG)9&Y6;0%Q|3*om~dcWd2VCGxs%Un`orx zIzWS%6m@L_VpH@l>moqviZ9md*gvq9_t3T^FW(6l^TX3q4 zh2YU$KcAS@z^V2cIO}?yPt5V)G<_4CnAgrHW=?RL4gsY{&nM>F;51DPO1}Z;eZGFBHP~ZYpKmhFaUn>D^Pz4N$6ZvZ;kOSeuE2vzb$9V-H;p4sLs4{^uKm|DbYjd^Pr@9LxPyGsk^?X?FJ_v~JKo2B@EYG)$xe%I)9N3}X`wO5ZyUS@On`*z2KOn<>KR74__Uk+otC>I#&;fY*K z@>BBJI69Gv_DVUp9MDs@xwM_4Y}a7w*WAWYZ-gNFt;M>U2X3p_$8{`9A0=-)QIT0pCpL7fC+zZ#FaOWd}b89NgTfP8-RleeZ5M zdRtdyaXO%-;;_2#BZV?IPg6-;N$-qU^RL4vfR0twv|h_2g|-z^@z@^$TS0NIs(1T=fI_P%hSAa z)>=JNBZp}jB`jWOkf$`uRLu-T9_Xe6den=@{8jIh* z(~LThRZZo6Z2?x~v3CovlPnPHu$cJ?%q3_uM~69nxKt?6H_1UM(6y<88LQ^vISiRB zbB_1y2O3f`?#FnBy%|K;ZqM19kdef#svp$TF=`FEq~yD%hLzvXDRVx~EtjmkJwZFI z$+TQ~o4_pV-0WM4DxQ%&ZNUuUf{ zcl-+LEV5tX0lPSRI=|oM@yfu7LZUyJ2V*NvRU*woiU<0Vmhj+Aj($NAFB%vvM6S zye4WZnmC+`V1EhDTG&%N+fL|E|HNE7_};!7Biy?Q+7`r57P}ZOKj#+Ow$M)Z(srj>bc0 z@B7Y4&wXureyLrtge~7O;?a}2ob|UE156p6Z^C<8o)Id%*-R_=!6Uw#SDNi1c5Qol zG8~O;m0qYCc^@)~pB%!O~w z+05X;J-e@nX}8cEheocS&L&wqD@t+ z?Z?g?W#(T|L9~|L60*})6T>MPBiH)zItWNklRlPMAJloda#6+@oH{P$9&6^fkFjw{ z7_GhBaNW+8Ja|#`?CI#_+(^S+>io`ECOTA`-BU2*O`vG*8)5pJ3mi)c*`IE1F8P0v zM5^eroA?uzhAUxwK#xO^Dxk*?_xxh2DV*FR>3>`;YzDnPe*ZH0s;!xnX8ssrPzZC$ zM<@}RC4BE);qC>F zyQW%e3H+%00S&kH*lG3ssKU`zx||^->`}%s(!yJ^RO3qR#J({@mJsESRy4|`VOax0 z#oZdWM|x!tp&yR++pa?t{+xmE5j-(*Iers-^-63 z>~Knt98L3gtmHp+&7O8M2}9rP`))tVn+Gd%VBHRx3`4t9O23SsTEOmig-S{Z(1@*> zl*%k67g+WPT?OX2TgmCvq(42HjQi???Sx~Uy(z%P6>%BQlpxNdyE=wQqQxA2wEO%> zX_n?71UAmd+?%Vsu)b(@qGPxi8oE?9Id3cUok^LMtBM>uX~&?N8zShKSqc{BNRwJrc(1(MwO9$BVb+aaQ<_?Y)dz73}HZ)(G z_*0(k5zp8ef&6T0`RTc^heE0sxKc? z({21b!It4}%o3sTs^o0?Mr3ZPex)!^eIQ=5j!S}VnI&KAzPRsNfASc8bJxQx&OQr( zJhHGrO0$>uFQV7@H(UMY}P8QK&wjZr(b=ay`Rm599G4T%HSaDU^!XMgTbZR z&xT+6<-^g^Vdyvg=#Lj@ul&@<(T{(Pgifb{6{4)|MQ4dyxCA7n*dl^p-Ob#uxhI9M z0wsE!-IpLtUbNomAO1?kFX65lyM8jrkZffx))>3DcOG=e?jb=PlmdO;s@iXi)#rOp z)Yvn1b$R>Qm}Nb~#Nt02c@~j=8SwJM-o&^2y}B%(}QE5{l)IspB3F zT5p+R?$$>l_z-YMM&* zC`w~AnO9ITuMl=&=;xo;;d@5PF}twk*4mv_823`YunX~O%xokOMDaX*B;pDSvhQ)h z2g*J2&(uE_UJ)syf2FP(A)e;m1@Sl`+?gH;`$hBe=wR9G$g@hnIm2`{{t802Rf${Vo`4VeQU;9C;mW7aJv zv*@DGeQ6TG`_2_STP;dnF0DFxn@;N~O;@pAcq@ZD57PLgMH45pf0Vv1;<}{NT*RzX zt!Jz@)kj91gp1u_qPa~1;K0aA0%3BH-GDuWGl$fDfC}4v^*IR1baVJoieaNJ{%mA~ zoHCF}vRt6ieb|u`QtzQ8Et@17_dvM;EVMfF?x&Ev)j+Ddo^4Az)L{N$^PR%6q#rWI zhplg84^^F&l1H;^C;(gM4o;m99M5$1(tI~xzf~JcyfGzS@lf}$(<)KC`}6Eva$(VD zF+=UGp%+6ZAMVwD80jnT=UzCnws=1`BsXzjyUI1dZQONGJ@)dTh=3Nmb7j!F(y@Tq zmaK#!xrpf?_ysFa{>$a)^b*o_nj&1Or|-cbDDOCBuTQc+m7PK_VJ6jZ&SbVV)W16S z1_go>@#(OFt!+P8nqm~34*UdW)~r8T9>0=)^dwu>zCR^3k{tksPK_-EM{S1G<*rAnMo zC=pI$KaR+3iJ0^n*FZ1u&N!b%=RF04p*zMDxxo zs7g}DYFNsKbsyZ3BV~6u9%rQYer}nijByFiB!=PeucEswwqp*!y)9vN!R;}%JA^t59zQ$^)4@_RO za>+@WcZ&ApN%xn12C>I;ixz(kvb~b0)``FT7F@ENEp^X&m%^$+H1&*xG%MI(L&Wu=eis`L%h!u4!YcXctX6O>Wt z{btm+#BAb#-ob5y0^zF@*%ljxJq6;zlrRB_?jQ7vBjs0&XvrGv4g{=DPuNgV>YHdV z_Y$cAfxL+Dut_q1^NaF1TbmzF)?{x%{0$++;V=WaZ&b(WL(vTdKf1I|uQXO&EuSs` z*8>7T1lr9VzB_mm^K%kmS@H!qod6XTt7U?ko2L=+#_i60}J_CAF~A<+XFSD)=R_4``62Bg=9 zHuR4AuWg(}_%7oxZ~&P{nd82mJXiOY;J_70yD8u{iSDm0l>d)jYKoewQPpF)m@POC z5JU@ZO0k^0IGTAy6=tlZV?>)yHB}p2^6N92G7uQJhf{FAzr&&qo{I}^^ZbAH(xN)% z)YI%%qsu+4ryvbkW5`|C_1c_zv*Ba0!1o}5A8dd}GW)UUDt_Sc?63b1zaCfmqCA$7 z)Op}O6EQpqz27*<0g#!@yasQ<&u%56d)`#IAm#SI$D$RS1oqbL#2&Lm1i9AQ)8aGU z>?IT0JWZ#VEWak$0oNX^a#+}z6Ym_0M1AUY6dQ#&IVGb}~N9L`=klL#l7GqH7tyGJnL0Ur zG;{O4LVVygwG-m9LOH-YDw$hvBqHxcQHSm%@Mz_@%=Bo*&*%!;FZju0PVAfUmMnv} zw0m(2wZFe*<>p+~qVYsFe9u~HzxZvQE{sx8i4cDlJk~2Am%Aj4s5{jidG!igFUp!l zt%;nSE(|3K=sho}0~_8;1P*=Qd2Sqgy!h#3{hSe33nzrLSs@)f!fQu&fksQw=&c6E zq*P!-=vMS^yP6nq3#ecR#Kz09Y$n2#bn(C1Ok|>Od82kQF(g!rT|(sSmSL2{tw1W8 z`<9+L1x^IJ679{6DAPZ#l9xChJPDFXw zzn-JK_MhbR0Meo(ZsGrhe*wajy82G(zi9s7@Ega9Z?a)wk%v4!a*0w_S!7B1TvAYI zGI!+~&>9Q50!xaIk4TExS7NvI1PrR$#cm+Ot^uO4{9If#0yLZ9YTYZy*UnM*oZT;)mGHrml=!1Xx2L9~ElQXx%#9Iu35GLiL&&vDXwxC1N1^u?GO; zKgfS@OIKSz$;0!WDH|l54ylB@j6`a0Yi~c#Ll^NcuMEFafl&%U!tpWe>^ZYJv$9%% zkr`&F*exm+Vg;ilL945&wW+uHWFyOJ(EmU1|92T@+S@3vaAE;VJ6xzQ<_)&F>*mE* zd3x$n#OR%(iBk_HdZ>E8KS^8d^A}Rd+`;K^4($WB1o;%O1L|Q|dam$OuoBX-65?m8 zt%U2Iz!q*nxjEGnL_5nu)Stj`LSR9U^N^2N6XdlIP~k+~+Uz7{MPDedAp@@=Em;cC z&tVHOx+gYZZ_)*VdGCQ~4Y3S^(1mg5|35LaLm%rt%G}X_2a^;582%B7usoWf@IGma z!!@=qFwARoVQr-){{1FxfQEyLCO${)ij7eV`wd761BO}CwtO?hPs~={OP!8T73s>( zm+58K*HX#yPx3U{q#Xs)(Pj_33*R|9{N?s=OYWdVO@s$*4WK69_yzrThmzT~THjMSzpE@O5MKj{YwPJ4@CDtN9uk!=&NE@Ezs=mdaG*ty?ZJMXQLWLZtaQ#V=B$UM!xgbp(d^qzDd)aah>lqw zF0ym}m-lY6Hy%CoZ$!(-{{TaXFu+8O4VmrIrfr7lMr8Xsy>6uXR$Z|3mIqPqUr$?{ z!tkm(z&fFoU|asiVe`-9H!s(~R)7I!yr}u7z^j07FCi-2`LArUxrH*zp2SQZh;Ixe z#8=;mka8zhq7;CbBcw^qq;9@vzTV9QW|=$tRI1pEeN|l`CxUHAS&Q9IVofb#{Fgsn zZLue=+j#k>Zk%61XP)pZ*9a9}vQM5t=O7)_pxkGdY>8f36k-FJ4W9&8I3&(!2=PWYha-#U!H9#nOZu1KoEdq2#a^@^+JFv z3UKXNFxfkWSW_>sg32abH^@kE=UwGGAYuSVdG|{_dME-*3<#Id5Mt{Hv!@KZ5EJX% z@+JU5w-xe@9hwhFXX#xn?iK`a9{`6-NOUj5tK>LqB~e19AXQjZRtqBv6M|~`Q<(rz zZF$DYd~~Ov1!6p&^u9*-6-}Z)u|pAj&(x_uLMR_f_Jig$yuV)SK)?86BlHJyOXP6b zJ0%LZopXt3Mu?YB&E6<815WanWb`E{g7UX}caZw$LeBQNAR2j=4DbG%Gi=WbEr~lI zexX3BQlX4-!X2baGCF~mUrULqn+@&l)lb_l#C1m!x=f&fffz4*EFeaSzK0asxP`N( z)@@5#AZFJL%+#fzQ@)@K-+vpEyBd3y41K&ZG@rwqw%+UuR;vyAFH5Rt0uJSPFT}MdA_UO>HzLu{l@ceg9Fq@wui1PhD!GdYJJ!sMZ=#X!EDJvvD>B4d#jXpjw9t@$OcUFqCfvzv2 zIvZ*i^;3|f!`p!NXrwuB#5G3-NsW5dnrSuEO| z5{;{GNDo1fA$4uuQ7G>um#5uQJ6fq!I?%YXc=rZU9Hz}-c<`rJMjGRN9L0X$oyvx5 z;wj>)AjDwv6#Y%%VA^OON1vakNwzPP~Ghr;UJzN zzwd)Kg(b79pWV>^phhGObgSlQrElJ-Y8Lu)E-d`NU4JEpkjO;u52bbKXSTuDIzCce z1L`3#f}&Dk7={#*-|fm4q2T~x4&N-Cpj;3^Bxe!=<19di>KTHuIb!|bG7ezo*cB2N&P=Wosn7kM^ol9@|1C-(VN`kSJA5iL;AgTlZjcGxU-_wVW!CLP_}L#h<;4Q%fjOl# zY-6-P$ER|4(x4GcJ!_$G+55GI5S z!FMpz+I;BDl$D zwIDR8YW0_1`+Co_7*X#d2~i$TfP!HCNA@%XDBVCHwYx=`x>>@gLDa$9f)MJImyTa( z{T{+}2f6Yh;i_?4Gla$x`D(|NLOB**o}{wA!PAT;o|;AoO8=v^3xkjiOx~1V!d=b| zwBSE0`mC|>?#vnhwf&lo^FOQwYV7z3M2$}wWCK)cRgptNcaYPTNbam(m=Y|J&@)W8 zHN=OG&ry9u6Gxe}FD45Dr%e#O8$7b*5y1dAIDXB4VU18ow$Y<{6r%nT>+@Qn%uOk% zG949knKl`%W}g$P?}jxRy; zDStCdSPH3s?p@onmD^V$u^F?ephxtr`;OAEIM>RD!9>_S92J{x^rfdJ?}w9%_}@eH ztiJ1@X^Jl-qbUu68resiGa-$uvjou`p*X!fp%g|#XgdB_@ge+sX9iPrvpm)5u25Y7 zBS~49$y#jB-ULZdP{SPG+H?UPZJ+$CIbJ+=+f+Em%99dF3#+XOG@%k?ttadj;_7V@ z23!Pzgb!+D#j}=3H5T?|)PC*yLl}m3Q-EP7rl>qlyhXY8!`ZHZ_nUMKnJt z25^cbjJ$}_4IjD{r(aG9wzOnlURaSsmf!k_S{+;a+4dOg+($urf!LtegmiHLik0^& z>IxkdDUJTwetIG@6t^@{9Z<%Ci%& zP`Wr=06_?3>cMFXiDSL$0XD~ZD;S6np+nPo#^*Tt;_X_7->P& zuHcF8;HCZniRL7B*K5WsR*4R! z0K(@mDgjg7wh2<90LOgyk$UrhirUiOosOchYl{r_@+{$A5_Vf_CqK4Dnp+~Jvl5t% zNrC|f>?Cwrne?fizkr(2Pt!}pg7Q+4VS_e52+)tuLYmp7c&{4wFjy5_+lo@Y&|_iq|C zFr1;!I9Z3n!1J%9hC!GmK=C0fG}fBZ@E_!aLxAIbTnsOmdh_-{JIT~`mMLg(?9#Mf z2-R=-%WCIEXjH+*iV`S>o% zg>TPt;2#6@TiZa&n(qDq=xbO9`eQJiLKJ}W56pFnKm{@!(p*96-f2iX&5I~lBX7*d zLCgel2Zx53b7?Ds2>L%*|0hz#y7JI7fA~=<*AIyMljq4FvH%veIq}{H9VXRV>RV0p zk9z-=lF4XA5VjI`Skm6@KPY_(Szdb?KLPRMTd?+@h5y;)x2JzKX}yavjsXMFUGOT(Dl!~)IgSA7QIVJi zIp(y5{!<&8R&}2|up`cjB0L37afP6&=a#y>pjAK(*QI8>yI+NVcNZ~Bq>7ZOQk<#= z^k`81sQk>(J@*gB&Wdy>DkCLEz`+%TF5GD_;}`$N9CYyy@|qzeXJIBw77hJ&)^L{0 z=Wf-667iFdW0x2t5|H8_beC`WkJp`wl(F`SKUS>3%e&j_&0j5DW>?G>b3=%=0(xYT z3CIU%MDMch&>}saPbbrp_kR$PS2pVERs>dFoaK>HoEK^eftXnrdrXlpR?Tf|o#cC% zT=(%=XC?x<_g&#?Xu2*DN*!<<;bq2HihY?t@TXvFMCp+n9IpyB*h7s#iNBtlQ^xaJrMzteCxIKP(juqXqqYm)L49)8#&O<|x;gNZ z+LoP%tR5--72H1jLaEHlmbjO94~I=S_4ac>2$w+~xZBAr=@#<*fU8?gpHxkoj2#i% z!X9C$!n>|DazO>%JYTW4hCD}ME|Ang>38FVhT{)cvmsG#XRh+89~FLybS@!`gavn1 zGG6vl%*AC81VWh`?{#w(mN~uObAAPQU@=E zuYu81yC+g>k;6uY|Kx8Qhn&F8KW)IF0=D;-JfusrkRBQOcH(Kwr}uvr=GMk9-uvv5 z7LP8IW-SztM_*L~^Io0$O{C#CIBG}2P+gUEqxAKpj(HG2>o>`3o3!nJ7RRy!md~8vM4XED#Ano-fk*`fT#CcrHI13Dple&~NdcP!(wEoH0!lL@NxTs&vuU%5Cn z|NS_neDF{3H-MF_^G-@JV`I?WWA`KQECoC5Z#;yy5&zBW5V*JEEaAj*@n!HQH(J&) zI42=MBrd;s8kxhAEptk<;B^80IxG;cGF!(`0W^_hIzK3N3noSKuR~Erm z$QqB9ibq%NfMFPB;a}G}Q`Tk^aI9hcKa@?UdDL$Gw%UfirFvcGe+i~I?sI*AOE(1O zX(t5bx3W%~a7LmMaOI}Hn~mNRq$q(jaJQ#l!7`eW&5C3ebF~7@CzM7=d6k9kS?DO( z5yVDqae5SL7{*D+x;gXI#O4e!?jpD^_ZQZ_`3DF8jnxw6ak54$o-B})4DQbv2EQv; zEe26^J=r-MgZ^FfDCGFd$(HpS#FWqsAfy^i@la%0U0}WNEJMPf9pz$g)y^^m989hi zN|tfo08(+&&^#7>eU4*?<1A;`g;V1##tmvg@Ko>+55fPE4^Bnj+9+9)e_k(k@f?qc z`8e5I;es;@`A{yWKJK%04nvBD6wP)PTx3U(Iv~A@UHSuL4qqxZF-oblUTFmj&Var0 zRq7h1zX$_nSu{9Cb#g}+ou$JIXnt{hy~x|AN6-FK+)*cW#4%%p{EkJV!|qRE2vJ%(eB zh6QAJNpQ|WuS2Lk(@<-Hv%ad_S?hD_DH#k=?2j$_qm4D35K_e-wegcSy(MX z;xStZ%~J*!>Ef25ergt}jRba(;@BhQZ7 zy!R_bKnG4W;?@r=U_O)Qh|)DUGlA26302@q&@TAS=2wXA9z&NWVibyZ*={q&eTzEI zB4{{=6{_K1<}F?ezo1BGbCW5D6g*1_T{x{U=u;Y|hcIT+Y zsk%GRx5^k%@lW-Qon*idS{#rn2=+2ikMnt|U_+PQ%nCRXP@qIFxL`5-4u2cO$^D&M z+@T1Zq~i<}ok*yT0HnuMCKOXXI$Vz~=s>>tWqv z0Y`>2ZLU~7*?)j%pgaTbd2aL?bX8JIz>)1t%nj?=pK(zD%fBijyrga zpl;#yzj8r>4;k<(|J!+P-PF*u#xoyvW`!ay&SG8uGj!>&layDB=Oj$SSx!Iiz5qFg zYZsr~I73d1D)0GXr?fL5TETpdJQB=OL)yxhXIUzR^;^*$q?gp>yE8=ubZ1g!Y2;UH z0_ql$(a?PT)9kaX4*|v(T!UE;?xtR~KKD%#TIKf2)Ufv#?9;Q}beLBEwoi+iDElk9 z|E|azk?XgAV%<4qV5E6;qeeaF3ED-r->4ZFlaK;l8pfivqF2ec>t1msxpgOZhE2jn z{ZmCt7Glv5F8#}f)hqxX48z%Brf)NN`c+46E?y{(!l-*bT^uK%RJi9F0B9FEmbxn< zjn5R-=5@;D=-P^D(o@mL>U2eay2HR{0Sm$J1_wbZSise<^dz;gqb)fp2CMQtCU!&W z*R1vY-QeOMgx+UnbE=w9pZMgLuqdQSk4j-(SlG)d-{-9_7v_*cw_N$f3>^P2W-7x@ zg)mvL9-h-e(O@tUdnvinRtYfi5+U5{qMBvuOEkaDkp5xjn}1aKLBVsk1Qq7o$S%gX z#j9BhO-mzpU%Dc#$4i{gh%>enV=6L@MPG&>;^)R$PdZ@FdTyiT3q*H8il=E2t8y?^ zkCwYSCx<|Rhw;Q2ljWSHsefCUq2kiy(woWDbL`=o1vR(=J=Z%gO$K&zat#kOPo+d@$o05X(G)^}=NdMKt#FT!< z#Cc6*!7}v`tsn!wy+8B^t$#B2S+Z^qqPG*jsfqxnZ@fcHoNyGW%}LF~Ur{=Vs!&yY zH@sMPddW*sqfG>@VfLQAdM0K(V0un^{(j1s*$n?>Z+x=kl@?#9AdL>;Z9q8>O?B{v zNU_`r-IwRbFs8;~kS+*J(!NT)@T5{(k1|YMnZrP;9jpoMi}*jfd&{_}+OBUHkrD|h zK~i7_WI#Fu1f&^KU5v$@MY=^w(r1r&-q(40Uib69 zAK%~mkzws)t@U4VtiAWz$0{^ykq5( zm3C;LYBiSS0e+`fK@&AbG}vPOB^2`fff6{QRt!Ky=spyDKf%4BxkXt`#9lV`1z@OPI<2I9UiI- ztwljBh+TONKMdVjcv+iI=W+rJOBY%-VsgSW&^1B#^wKZ!&{}s+If4?z7JZNV_s(W z?m$JHaPEQK#udjr^k9Krwq zbswBzc+wnnscfNBYEsEGYq2>?#t@|~7$q!BOZxODcM?_Zqr}>C%LDmS`3O%#R65QV ztpOCQ7yk_shNgYJMykD<4Ob3=thP-QGR1g#8Q$azeehjwK%wA9#i$`_P$-H-X#)Ay zG8&b~-48=F7Qxgp+Q>ncSz%fbJ7VqqFqAuh_PvC?0q&~GrGab!>hPQ>m?hGO(<9>b zfH{;-o^z&gr+1kiKfmU#V0ywYS+j_ZV~95fdvWSfNSwFRUv1?ehsg{Ap* zM07s#aHPzqcK@d{F@g3EGp7k9K(9}~^deE2a4jdBovSm`Ry(dlze?C!-q^R|%>N7n zW*7GOvtBIpm3y^B*`Q{nE%5Ap$@N7-_GGXINoAZ#Iq@y+dKTT^D?!wdC)x7uR_PW6 z9MuU+izOPp<6L3`T}MQJVC-LV&=XW{JdIG+1@MMHY&#o=(!?eW+ww?0wVnLL}Wl4i?(~HS8p=9Qe*Wc5jz_{~% zphG?UL`YqP1Ms4T38nqqgX0D?%$AlRtekV@J?U+a<8ImJs)R~JWB}@x&mw_K(mzc< zZE$jSX0gov%MCM}kbQ)##AbQd_-pmFQtb5(lfx2ggWERto$^jVxuy_86Hy?v{$VqB z=gp-vDd1Z$jabtnVJ+_=$@+v5wOj(^&ZVxiS9x}Vg4`b#UztxRhk}^7sU&K;$X>y< zpbp7Eb6Vb0Wyqxh;h$=x43GbRjzTDimez^Jc(j{OKNhjoczaN9+ zz-+a!0sn$s;AnE0|NUFtt>KL)s#aB8Z8Z` z!qU~U&w-)|oJ36vI1Dx)~iZ&qF1V(j|)Zcdxo+ z3&y={-DxQ8=QX=wGsLzntOZ&9a9KmW`mQ@YI>RCjw!3r=gxSr%n+*32GH^^hcWNP+ zhUogvJ;r-KiL=jwakc_KR(8UlcjTNG=)O-%p-|Ox6(Z~u>z<=!SrkJ5JV`kDp1&yT zaxIaI2>UO*XYM+&@aN8f}JE1|i<9A4-b$C)sho>M|_WK-f* zRIXZPANUvGtXco)3D~*08H1!^L_k#J%QSj{-uQoBD^AT(97mfqAyrUj%S_X=;L~6< zQMp;W>+P_&dhJbJn1Ah2GlqM5=*jocyqr$<_Dg??E)e&f7Uc&V(t3@^zO>Fn@^S@d z@S0yx?Ty4RygMlxp}N&PruvXnU)Q_;Vom`tU(1?MB>nh?4T1k=**i-e+hdr-R0!9s z>N+DLLPcIcBl;>l9<=$fi&U2ugt`PxU3AIE7^d~*UJ87O05*Tgeq4t(#JGkhaPeM4 zs^Ip*9iRY5GXni0dD3v&SmXneL-hsTMg@rJdAumj(^S>KIn(pP*W+;nhl`v5DC*JF z|7I}afON1S)}aWIR{QjVlES>`O({%pb)o*rpKE)4dT(cYC-|s)YXCwgQL&+z3EPycT8`gtX4IPr6PVyfLfJHTv11Y(I4}Lz^x-N-#bY0#b9W zW^G?8C)Gmk9REKNB3OvOq5Q|r4bpj8OxXuXwZK}`0qM%hu_|TOLcLHu}Kw-X|=p|md@Cx@M?fo;bR6=>>$i`1R?6D5)EKzpW|CeRuc z2iqtAqp!d*6&O<4f0C-i&BVxYQm<0%CCN3gXwi$tA+R(&6=Q+J zMON&YE+wvjBkhfItv7lLy$fqkR3SW6pZP^!0*z6UnJhpPmVFRNh#88Y-#QO{W}B0+Gfxhhe|Eai7j89XJo_`m+-@K)@sbBVWm5`DOnRXIzWx)j zwrdw{UIw8cCyVO*nyD(zogY>0SH?vHo`b1&{;>aE&RvrwTY7Sf%R+N4QisF;IXb#h5h8ogrHS|;sE8jia zVLv)294vm3_N*^rDJEj=QS>tcD6Qp-iki@>E`eWr)m?6v+K}< z0hH?Zv|OOY>+d2QH)klnxJrx;T@NWp{Fl|*TZ5AJ}$QMkRN*_}_Ml|{)Mva-+py-G-=jhmf(khc4ZkziyjqO2HcQTyavS{iTUJKp z6k62yZRB?q<%L8PRsLxuk1&U@O%bL|x;L5E&Qd#GR6~~y*j!0eMEPEV-SOA%0eI; z;3f$Z^zwg5O26f*FeEimr7KZ)v1WT?l2nqZavCegKi3RtHjV%YMfCn6?EJ-CCN1|L zgi7qIhwJ<8FNuCSRaXI;Rb?5x&6L1603TvLknQ#&s7y5H@4!a5!q4k7`;cIK>6X*F0R1v&q|jr5C#vYld5e>sfyOMmeWMSU z*EhB~rwymZj?&H~Jyh0knR}cD#CP6Xz}J9N%%7-gJ#Y;4DbISeuWI@04Wp(pCr}75 zU(j0oMO(nWx@q~u?{N~cbnJZ3R%(7NrR`$rGXXmax@T#Z-9l54H~S-WFRQ;zMy>&m z5_xLzNnC-8zrfnvWR z$HOsV_7^Up!M}0QQAe9HPw~`)?I`BA%1i9dhXq10Z*KinNA*2uvT0RqxAYyL;+}1Sl|hhrU8S&lk= zq8OtX39lBOQ6)uuiq8AaqKdw21e{f43+9C)%-B$0mYEK_56Ao^CJx&QmgzA@;a5Ev zZr@M*H#u;+J&D(N+t&KPjLClb#|w8lZ}58nA^ev-8OUPuvLNYgm%6b4i3z&5nF1J# zK$CC1qjH+3Tl>=@o^Y90ZU8W6jT47#h3runYd;JB+K2RTyx*?nO~z)&$c+ZvgFG1t zO-8noR)uf3E1qbi4I?mKt@KIGspt(C6)uCyBGCQgU9E%SU}QN$R2#5(we~l_ek=8mMm=A z$oT9!!Aq&IxH`4hMyX1Gbh>F4Ks#|5_>s`a2-{%nepKUHfXyIVp@4}|#(Rr!U1Fda zM->ett-6gqoGN6$*9iErYbVWTYLV^ZTFQ zA3l2H!`+EN-;DgoU?9&P_YR;tFp_<(#^onj@=L)Y+eJPg$36reKNdHKsmTH%Bz*zZ z*l2{a`vtig+7%dx59w&ff^F*18<=d-me`gU2s}iUM#%+1b|wp3FJ?H<8$|Dc*j^p zJj=_SxZvi?ZgH=vitZ`^=~or)E4*1DtS7-rc{qcj+y%gCy$s>QZiWFxhyGkU#nIo%J4cWkzuVyfv?a%ZkQ>eU3KW!(3n*SlqU z`4nOQU?t)_(Ny?OO}9_h+ulb))+3*)TmGE} z*ththzPomT)g@35hjO3Z-x~fj7)aRq@>^84Tw&S#trn&8`(pS00jPQ3%&cA0VA1fJ zC@bKUWRKuqgjN-jY%!1)gEG1{e9F$H<*Xk)qKF$n{1Z_+$?~7>x3ubpcatz$%CPP9 zbr*X?2?Jg-m4zJ6<|>@$gn2)HV#bXIa%lStDnvYVBCxNKX3O2O+UFdOL9_#OUXi0R zOy~$eQ{ypzE+$oo>X;wzYrTx~wC@G5n*e}jWied~chKR5ZjYDoL>PEj*7_KH2XfsG z8;1$P**#P%0jAn2SWaqQ=~IhdtfJ{ci_uGJVaPBsoid0*yPaSn|$%wc`ljRg~^+0fJ7?@T&Z z-(q}I4^Gk>-NiF$s?PTLCv|Mq9rM4d7v8l!&P07|;2~nQf69!xxCDCYAYWx*8I`xk za>h-WQAr)44q1*UeOq7M(fw*KOM&0*p9p#Mou3Wv5IvqQ#i)7od1m|oL?UNi{@E(^ zQbNJw$F0UQEmc2%;wQQ0sjSj)6Vzx}XU?;2wIc$m>1$SrB9$yHc7#^BxZbzH8#*3C z#r6XB{KRVx16WL7sxN#!Ia!|D?KqjlChZ{w;>uo)?U%!vOOA@494;l0RS}tgTszXh zw23iLoOvJF)W9h1xyE0_`V`1y|$VDLGg?E?QyfG5;^XC0N+- zOuZFT@l7Ae?vz}Oco9A@iYzM$`L_uBFnq5A^?-w2loL^Bp6QDM=WD*r2Pk?*afm{O2prN4{2HlVkjb307Fc}$A( zChRQZY|`44NA36w%~&X8TdGpaQWQQ=kyBRELZfo98wV|5{Z;FozxVR2vjawwS1fWn zYSG`)M7$K9V;77E%B>Lm$jNsd`q%pM$G2m%(v0ZkyH;%3t#R4x2!}vt{Arzi{`hL> z>B^e7tNKV^Zm!Lb22a@-P66F?x09N}i?98mn;M{7#vnQimmoJMFFvDzK1O&pkvj3f z3FX&Y>a<1XM< zuMK|YXZ4=|OvSznHI;e7ai8X_sw|6f_T0|P+b(8=R#0>v@TT`Qx-j8Gf`7@Dfs~SY zQp*Wk1n?QnjL9qyb0AJF{{i6L1Ndtz)u%uFRr?=e{MI(KP_3A&h6 zcQU-OQP^8J)AHjZnsMvLOSan>KulSILrxwl+<({^sObr(KxfC-KKTdB0UCCvcA0ohT&~1Zi~d1X6W+O> z6fqI=N3>kAhfDU#CQ~VGEQp>I3?jSoBrF{I<-T#c(jf|Ys4AHL?ns!MhJKKLW*BeQ zm50F}54`G1leT4VZ)WJl@BsVEGmvph#n~U4AcELdxzfG4dG8djr}2d4of!(@^cJ=! z0Us;Lz!TG+*hv223!rSMPfQYW(9=|E4{`9DR1W^`E86dmkcHkuP{uv>a*|p=&v@_u z;14DXRzk~9CI3rDMENoYsvggHLcEyK6xfiiK_`qLT|k*!@K-`leFmM_4uq0s$@2WA zO(aO-zYtk&buq7gQSn_Kp6|v{z+r`&&c8MTsy&^*vb`E`JK(KsUsCR6BGIU7CdUgL z?t{7o)L8{A|GDu(C88WR*Z2Rk4hWjG69rV$I{&i`TtSqNQXDR+_=a6@0ztPeT5cq& zqA7lV+hhXV%<@8gGvKK_n+&?Y3=oSEnNWZW_@?UjmvIfhZU_s4^(VyN{!;xGwDyHV zvUw*+;^W0fc5Ar6!vO^BGmW|3c8QN)%7+)(pj9T%EgGTNn|L{I7>YFBlhhwd&0Dls z5ehzFZV>wz)AIEB`RU>QGOLx+F%dLOTPUkQPZsT|Bxcf*dnU8L0SUhn&b+!kie#2W z+bD^p7aYMFXyKKz=+#D6#!c!18$GD15)rhiDL_)@IkGR-{f^Eq%0~#~6o#BXL)xKSwsBQZA(aXiEC}H5jxYwm2Mn;rY)6kl~% zO+*O9k8tu@6a4e@*q=W?2T>DYGrx7V>VrY@#Z(^;a7H8}ll_6mcV8vY(m-P;(2mK5 zf);fCm){pa)Be=t$zva0*kWJjgYun>X`mk*_Jf8C6bhMv>&8ISKmEa@ROO%kcbXy4 z^z9nA1}eh;8;LQzZ+DKpCX*0H)zM5&@X||+h#TyyZ+&gy_By%4z%vyJTR0=)p=p<$ z8VN2on=mg+YLL9DR*&QX!hJ+S5L!_%U=KW8xgrQ1UGQwmKJL)EX=ZVmHRp($Q<$DQqa+mseNE!Cy>)8Rdn}! z#LteJ<@Odl1v!e67to0D_P~R!oB8H65jk&I=Tuj2K9e#3a9(vKhk{^8cc`H8yzvpP z;yHTMA@|Or^2EAiIlSPQL8s0Fd?uo+#fgHyxW>t0E%m$@iEr6+t`GhB`~j3l@=fZJ zr*|gv$6v>uZQ-T7D?m1EH8Y9QSRU9kKDcLi5M5xmF`CBPB*S}g1Q+OZT`l=ip;pD` zo4|=ST}{Xi6%Ah2_FvcY#(qn>XO8z)d06-QHLL)yf@aqZEK}}d+ zql%|`4VPT>OYddsHzWrEhk#rhil$TpKd2?0%qoQF>=OYe+I)hc_fmHsKbUbd$;Y|! zKPzdy!w7k>T%fEYfnjtfVQ&xKR3^!${2xhN!J8gTl~Q^-1#35ebB9_{NV{`=HE9(P0*27LtS6C4YMZMlUp43w19~j%7ocStlPj~4Q0X-b?Bvd%IrKO78Dqm z!NCy(jM9jwyvYF!*#P6-2gYvzvp9gk9QjBrWx{^oS|l)IBRZpO+JoZxN8W^Eb(REj zrK9J-Y{Pe9l)5$#QSFH-Lg#~GYIk@%Pdg;;YpJAiJt(z8fz=YZ9`L`*OBA$P^6~N1 zC|jSbIrCO?WOk2Vn|KtNOI|Y+mH(^_q~LnT9z|ygJ>iKjx4DrZ`|KHny#k4UFZaHB zm(^>f0K!m|YDpLJt>6M<1^9OP$V1O6C{LnP;5!I0td)G_{iVHWaN?}}2hXA^ws+UW zls(?REh=|j67hL&e&RTNzep%fWc}d z&XIq2T*t*zpl^A~OxSmSRE|nU5ykzS<7#&1Ric+sX*TPQ*!Mi|#Hknsxaun#5a0A= zK33^*Tyd)SP*)>u4$wMnoIxs>LQC|6LoRDj%Z5 z_Autflx!t3iPpizK`^u|Uo|0!ao8;QYg|z6eGxTtG?vaQpAWQ;)Qm8&`i%DAa8;m! zI7zeoCQ8o&Za>{<})P~LUr>J`1-{7R%n|1AVUCWQl@C1Vbuc+1b>tF*va4rWkY z4ROJH-c!Zdf4i=zzWuWSbuposVUe$#*r@HP5MOA&X2DC%G_^E|Z(^5bGJ%mDmy&}l zw7EUTJI!x(-gd+Wvyi`LUbY_~m#$l4hje2yN0uX|b>pp|( zPdl&IACzch#e2AUdk-B*4q>;xHd-r1>^8zT@ZMa}xAEo+k54Z#m|e69D}Lroq1cP2 zKB$5ylAX#IUO1rbe{sMtxh-Zxt*YRWNvGP{%%M)=UgMMMnF@!2xH_*e53NRP-Lv`& z5iG_+M)CIVk2h9J;te$1wI?;|z4x9Ysdi(bz8HCWY=)iqAOOh%W`8^4bu>Q5xl;w5 zxtHZ<9$4s#_aR<;Fj62rM@L;>soGVt9849e@G3pNQ#I~1o=`i^ECD*+%zU_V+b(!K zQJkJvWL;#XBB^*Pt&r9y+j$hKm#rTI^KoDy+)?y5_N%wQt18jhs9GFd5X6_ZQw#nj zLQ%_5f067O|I0Rzmg^^bi6jm6M)F#MO`Uoiao*)$vA&GBno_XXiM1z zP3fWR)Ijl4UC~X6m!NlznSn=R9iy=O)9MP_T&Ix>Aw5`Fo|3`d=+b~A9${k&Z32dU zj~$0yx}amvvLNmzesQ9sm${j@*9JpIM_p0f>b-T!rRLY?V%MwzYs94=4r%=oq*RTl z(NQqcsg#F}!J30Ah|gm2S?DuPARql?jFJ)M09v(=IH+E;U{XSu?ACxGx)QcaZCB^M zN=K#7rNQWSUCCRO+1))*#hzRFhSyWgGVjW9r^MB7Ya1F>$ZbfCJ*6=xsH*G$o^gipo5yn7p6tFCKGCv6+K+!;VwQkjH%C@br?2GwQ9wTaQ^^-{#`| z@#$Q5aqolEt5^$|Iz6*{67uTd*Zy1a2!2f1X_-UFF=2OS;hg6-YT%8o&ARTFNeVUW zD$;fe8O6i%`tX1h4w2pim~2&B@^zX>X4jt!eQBSRm--aks;=-Zd8k?d4(9o@FYSl2 zU!A?a>DX*Rx-(fnHbt)MSAth{ptE`?{hyhRG;Hc;9{BUd_vzrfy+Lw_yHay{qz{sF z2w&yGMj7iN_ngw5!r3R`D#o6!Gum*WC#ByX{^FBZE8fwmEmL&45d&l=fe}4Z5Z!M^ z5;)5LjZtnDGNUNKd68#b)^r()sF+RMF`w5gcUJ?f7r$mPy0qKu$eulY$1q})xMt`f z`?3U>61DbF^(zR78@Ho{sa#}*r#@&k{gsu5Dkbl==lGoLudmgrpmV>szS6wK{t%Nr z@;<>pnC#)wA>pHPtQ5OCy$*co2$Q%=>@ZakwZXSqst%cEy{3v!d7hdqvvO;AKdp(; zN!_$|ZzD6FUn*nsfhb*&NrEBZurW~m&ZNS09WT9%WgvVlK+9?sLzo0&m14!^m{v28 z`N~R9Rb6QBVViKj!bKiICc?1(3&w!z)L8zSuzMMO#!bD(mc{KBCGQ5LF55mYwZ(D> zP_3=g(cBA?c<7GVQ-(%cn?iOfTw%GMbylfA_u4f3cGEEtq(Pz>e&X)UP@mkQ)LUnd z>h2>k?c}$^cF*s!V|;jPoC48W6fF7jVq=5eMqvpOE+SQ}BNp;u$q_h(s$GmEHHwd* zW!SxIBgD0IH}US&rHEG3_NFdForu3@la;dNVDjnL`3k2mj<4=*GbMcWFy!_);=986 zO3B!IAh|_ZUB77ids(wysd|?8h;+qAwk`I)mb^$lQ-f!1=y&!?#xLfO9g%67)ijQe!= z9Xo;jo9!-moIuSwE?Ew$u7BGDlSP>k5yhgFoHvv`TU%;`g6!|K{?6s@m|Xtv%mIkO zE}-#AU23M{Xct*8(U82L3m19}Y+*SLG5!vpAzja+Yj2O%JWimIwIJsNHtv?Fyl3kC z%Ol!w$g<9&pQj3h?<0OkB|Qex`^jB64vdt$)p|)6sP5t^zhuC%Z*hE3hF(gAW7lhIVF8sN2gf~atst*oB_k&o z*H)SE+pm(*3@91ZpqFNTm5gtJ5)vpG#ebEI32U;Y?6w`^kbX>CB zW>P(f#9a|}2dK$-`r(NY^h+D#Z(d~TK`z!+rTp?7-kZIf$k6Ut=j!g>Nlvb%QoAnj zz`Lq*V?r7M5PFSW=T?d-dc_oNaPp!VLgk1GG~)=;zx`7X{X; zhGoa<(mM6ewqNuFS8E(tn4aSI>fW27xN&)N^GSf88ud$ZqVuyvK^wuugR5&Z-@T7? zQNER}j#bF3(Wfd7=lLFOO5bxw*n^xmKzRNEjzs3g{=@m zZLkVCCq|RR3{4_@(6fuI+^eiNtx@Gci9;{SgmDYVlGZlqjdy(a<#2^)Yzytxsy0gTuI;#0b$+2ak`3wJvcUB zd*=#kkZg!s$U64RJkslz`IyGx$HSCS8+G5fOM$aGOm7aPd2V$R$YoRCeaGPNB?rAE2EoP!~wipQgsOwqH7 zjmK1?5>M}Ny~9&Z_?Z5_URwipjb?#nn8G3?lY}Do@%M3<8sM;&;k!qr+Q%lD-ypY9 z(Z(~$;awuQBJMZ%xfB3RjrbYdj7K5nH+iEP-n~TdVvAY5ad$VidOS*uQFazig2ZDf zXs%l~R!Hk>LlW=rS;+q>A~{~ zZ?=*BAGPn)5}^W6zMKIQ1@_l?bXaag`lE45Me84}hr4DTbnfUV^d;J_b3d%+c9ow0 zv2!-rPSEK8lg$4UoTDtVD>aECU&mjSI3AMCm)k%VF`Lg0As}*%T)V=@>XRB=ixpG0 zC6WO%sn3iLU}u{PzrA|KeTVFQ%B($9Rb-IsW%zkaW6sz;X*Fq5EO*#DLzCKS(zE`RfWA%t4I&!%=k&Q^ zma0a~6OXN`5COgpL>fvzIB&1!_c1wt+07sO%>A;CxnKOT+K}hLK*JjR;nTcU0`Sf7 z5&rp*7iyKy1pA&?+7qyjJ^ggOv?QZD^@y~hc@fp{pjwT@tzJ3c`#HEZ!JF^0qR=}eVZf&~OUj4WU1Kt{Z}Ru> zy=HH#M-PU+XC!zEnd-L6aO)x`XLO2;ag+A5s2OI7sX#W;t7yx2l+X;IV%@*FNha-z z5xJYwo)}THo8!25++SU(?fCkRjtkF1@`ETl3z$op&gjO+sk#;JW>squ4+U{gv0Uzs zgE34{WSH0pnho6mY!Jz39!e(ue45(`XCWf`BRToGvdZydvzlK`YJGK>w%lXSucCKT zx#Pxt-V$vlzamK=h_(4>*`Qb?C#2wlYxOeE+t5pXxW@c3k-iAGbBySWBXs;@k8OC$ z{aqvLBzhj7cnT!~k$=xgU&qG_>+AIWHSMg7Tafphe15 z8*>ES_O7TJcL88ttYA~LbnoRZyWGzu={99^DiY6zAPI>@Llnu31fV+b=pzSYwAwT zGBZQ@I6l$6?fyZV{ulO2dWH`DNEgU8ET(aL%bTff!lR2f6}~VYDd(@lLyf6#b65t< z!e{U=FFrldn=<8`1oROryX3(ny(HnDl1g_4P-OBJQ+> zpMdH{4pxH12e?dP;~Gw%WH@Gg^WYTwd7=|WOT9BwaUaEzkrNPar*l{T5rjr`2_fB> z4^CJ*l`nPm9kj{MdQneB>#>DSeb(-Q!plQ{SXU-E3eSYaMv4}oJ0287-L{(ux45rN zETgJ?bi$>uXmg+(`-1vMl z)!@8!c!Srpi^_3>+jp9qhUhO`mbWPUAGJGQUX!V8jn;D~sXz*vt(}fU7xkWO(3E8a z7dZO|7O5ZCv9O$n)> ztJ2}jtUDfp$?HRd6inmj+__LZau#q#a+Qua`{rVn_dZAn*;$FHOg?+U zhGWVpP#<}qu)2{)-wgrF@}W^mSbkOoQNd=khQ>)xX_%+rXphe1c^{S9Nl~vV9Lnfu`V+$vr;aPX;Qf`;B1#$j$4b*bl40YI(45#pdPF zsy_A?BlgfH1)a2FT7Q+)6>U!IN(Z`v_wik;9Q&GzyH#qE0~CaCzV?#LNT`Gc+AP(w zYwf+M{>Mp4CHIv*N;7WLSrz%Ov!)Zaz&!gsoGSRPsXcwS zeii<%TRQTZGjz4qs^hVjN^SJnZH~jyv?1RNI}cC54;At�D|0Sc!4P9{N#3tqt=I zAb;q1J{X6J^pcU`10}wHovFzh#H%%{*D8H>-5ob}l{vL5?V7x0Vsa&ko@rs}a7E#` zYPT|egMdkOXlcb@m(jt}UiYa@*RCBKgWHsQ{ND3pI{S<$X?wbQ2hm~cYb%Gg*3w<| zwKa=Z6gbt#fy4cBDTeix9_|ZTa%-7fEo(p7M}}DSJU+XH8bo{>9W-UamW)kvda0>y zy!YV+NK{Fsz_-uD-cZ0v0i}XWjYyH~e$T&1&}IR|A#gLbemoNqY)k8IY#QqhB++Ls zD$1i^+33Imu#?JFDtl;6Q!jF6T~)l2?mjiYSkYjLXMK)a2{`YPw#`!Y4BVB}u042M z{d1=$f__RKNY0aZ@wk8|cQ!Q_aGny2?*S}nMT@i|6mxw*2 zpWPQ0QE}dp)0A_KOdO(oQFUqfhSt?fSL?x6TncxnUKDM_u1{bxC!X;rHRwOi8#~Wr z50&Tzg6?G9%C}fxbIchC#FcV&n=xQdn7fEYz`?sDkPKngbyE@A?Ls-M(F1U{&x@M3 z5FFBVLH$2&#W^TgpS@b!!_z7&AFU|V93hpGs!>60*On`)k$t2_L0YV^XUKm}&8j>k zC0cXw@TQh9vez`+tA73cv3p>>JUdM7Tg_8+8mhh;wQi~}sGtdhDwZJzj*Z}07TQGyobjc&5YR)T!&U~ROA z@ju-7UYPqV6l2C`Wi)N4wCrx9k9#j{XuOym@=|@i#S<~ zwLQBxvJ+4p-==PE=O&s@QiW-5MjzUV_jwnGeE|hQm0TH+Ui` z4T;9EMBm921q{dHu2g-KdGo<{Ih58Mr4>D1e35TfYPcWCwM6EYBc(>=61j6@eYF=!mMIig91VrPL$!)H=JxKId`M;iV~A1>LqKHoD> zKRd*+Sg=6>T79G^687VSeo}x4%<-WLnC>L_YZ$o!obo0x4C-P!Ryi<^3K*QV{%aJu zE$}lin`-3OB=UaXXDBco{$db0Fjxx?!qvYRq6JK?0zrWnWN>UH;5`@!R|%Lzeldmo zHk2?HV01Ch>Q6@Xlf{;lcox80>+Y`#30r}aT%f309ZL(}*8%XEb1j$B*Ei8=12 zr8nJ%#*0*!ztGHTPZMJIXeCv#*~KjZ|3Bph=C<>y7|)~v1Lt}FGjQGq#DRrX7YF>f vhZ!sHiJ3aTg86ep0gjE;kNI=#GrmKiIw}5m#8==M5f)TlUGANXS;+qZvL_ng literal 0 HcmV?d00001 diff --git a/images/2026-03-adaptive-concurrency/grafana-queue-depth-and-inflight.png b/images/2026-03-adaptive-concurrency/grafana-queue-depth-and-inflight.png new file mode 100644 index 0000000000000000000000000000000000000000..7ed51a00ac2a300f901d538691493f265bffada9 GIT binary patch literal 43188 zcmcG#XH-*L+b$eMkx)bLCG-vfq}R}kRHYXQQj}f=q?169swhRORFx(jq(cCaCL+BD z=^zAgjp|DeJ?w|SzRrDB8hU0n0Uiz!UQ#k@Hcnm!CRQPcIGBx#UlPIu=HL+% zHl5eXYKVF5p z4JF(p#l21cKn~`FySU5yTLt9UObjUBG;6c3`+T5eIZpksg-VJPMS2I2TKnc3>yQ$I zFW{qjA{h!0Yk#kAn5C{2uz&{(>wT{oLGv(*1=pWJiO|Cid(Mu$A}zBR6F$eUIIJsih-QT32M!hXzZg0&N;v}niuYV4&v@n4I6r-*1+@2v`*Rl#tl@ZC89w(})B+WLDilj* zggPz1WiL$dQ(GIc2rg*JnaSNf5bK8+Z`mS}fPh82a7o0yKxtAEFa@hF*ou|V4_shK znDy1i>TjdGg|pUpD4rS|xqTx%*S_Qp;@9}0rbm0mp+$PTu-|y-<&$wrp52t!3!8`O#Pker-mMr8{?>@5 zbFh|{oSql|Oe$QVHV)qb>XO@OQ>5+GQV%&P*`QE#>1-%0uO z_U1#*8gkrfb{`0kpfzQEFr{5}Q&9yzPuLE+=AFrR55*t2ca5XSre6dIJP9cZ`0*SS z!X^LZ24EM6VvSDHL|JTn3W`lZMj1xE7qV)E2+Z=w2DMd$Po^4f+c?8`*m%m)y(i*F z$_w*T-bnT5<?5dJgXmb$Nn<;SP5Wo1G7nL$~$4+nw~lH7KZ{zD|-U|DAvy@85!B zoGq`CjQLXMnVxdp>NC`4=S~+Ew=Du`?z}7ri8=X|$&O;TC9)=dz{fbeqJ%K7DEraW zOW1Xu28vu68p9QOEyV+-TDLADzR;I8D9yR22#!j;IG|zq?xPV44CvGcIyTKc+%{CX zJ1CiEIq0SHt60gS25>LpP?9L^-itJ8Gp(K8@uc@5rO#b$?=Q#ozUSAa?kUas#KL!- zt??s{E@9>#5`s!MBDM|yq!Ax7bmXyDb}DZJ^9%os6mTQ^G9)Qs!SU1U!~zDIuOc8T zY3Z1(b>BD(f=haqBi>pQyev#fTWZ@usyY}p>D)4kRSD1)*|BR5G4z*u*cUiw_8slU zvB2g)vlhq3RJVNR7Am@pB2ghSxG zo(JdUcq{zHivvqGzNWdpUhbE&Xy7IU`AB6MK4Cl%Zx~^~X z`e*hl65sf4XOHa6Zx>pvssq9~Jttw+KP{j^kV#>vgulXTV(Pgp&{F~i^MkUN(UqTo^GGIDn&RpNh$ttAQNmn2RyBdgjz%gNE}95Ey5&kE!S%x(R6U*uQzm zZ=T=?4Pxe#do|J$>;1X@@XHwegmSi{LMCET#&t_qgKE~n@3&Lkq@>I*73ARNthIaK z!|2_x2J2$?}`aKLP+&->so11+B3=}e1+4FjZRDWR&&oxvG?NzwnH7mRWJB^#p#JfN2WPGk-uBYqe|4z9R@oD^`ktcJcOu(;AVZ; zPLbx0UzyJ79p3c~cw4#cCX=p4WxEF8eO={_$LtEWv>g;+D#C^0{G#)d*6 zNb*9ZCXN6#RXn@403=8N)f;t2^n6^T=efu@*62^abMPLHS)VZBfgHFzjfdarbypPU zb7UFGXDmlOAh2~gR5thLZ?eF!5ZQ^~fmrf-b!pBV4#JcvOOPi1SN40zx5QLB?6~z8 z!|(=jML=1Zk~zzLWTIx=oF1PUl6Lig1~@IS5J2Kt-IWTpEcJNIq>&;^il+QkZR^uV z3hB)UC7Z4!5NAs3BoY)$Ga4VWEIg>!q~gcaf|%)z-;4W3*Cm3$YP+pHy2Y>gQP`&V zm3h^)daJztepiPgg{M@eHyiX^Y*iZ^mCR|$LnPEKoW4v%u}rrLTo}z|l}|Gueo4Wi zndBF1tR$}uyNm}NOO!EQ>LR1n!9TA9RHo&bb|_ikL9K^hsUo{571}olDACi0j-Qoa zh;RM1I60%oQxlx7c|p7=_I_uuTdfUV<)s$#jI19zAUr@nFESD}MOiwkLb@e4Wes?N z2Z?!cbI%6fGwSw)p=!^VWJ7b*mb=VngBbx`jy_X%DH*GTmlV00Z$Ml()?q#DtL_L% zJQf9f&n8`EFE&!NIL}g~J=h^F(IM!I45C3u0xbQ#E0iCVcIC9T{!MOG5SOX!v>zu0YgQ?K%@+PTGdO0Hg!qc0IyX}-C#L1F^Lc^-*Z zz#Bp-V6= zYt_F>E`%Wasz9QI2l8O1^BuW0nb%eZw?+pJR@~vHvzI+zQ=$CdZrPq3^QkRuvb+kX zU`>JExaxWFW^2Ib20OMrh=Flet6+6vtF<5!j_P!+Rdp~EtPfXeFGM3I-GuOyu5NAE zwRnad3L4~o9+g37i^q>UyIxlMHDuveey#VDckNDe#;M5q-sMqtswfY>6Z86Vz1^s_ z(Bx>mKzZWH4I|Ab#;Vsum}7}JQm@Vu*#6{Z-+=q8@l|J_9086!&43zMb z_rrfbCo-Mr>q})|H*O4LbTyAkX|>R-Rt0CTy}7Gph$+PC{+_cysSF1M9J^&4Cl~Rl zELb_q_z&JzU~4-cbliOKp1gzEtf*ShOa30-8m|L;t=Qo%5ztTkQ@C4{x+x#TaO;EfBFS%75_}&}j@#mK ziyf&Ws5X5-?MfCZmiU?FDV(UCty9 z825z}C7xg@cm23uwzSwDqZ-7H`0XK6@T_H@lHKbr;!NAG-<~$!-QZl%ehxkfE}%?w z&8ERvM0}SQFWrbH$x0bB5czV9Sa&b1do`3 zn9#y{i@WVNY&3LoFOcG#zD)0#5DmEnfpM-a*53|2WP@>P)aPna#QLefPE!Pw3-`TC&x^li_yqa9igh=Fllu2@CchETVuAiI-})-S4Rp;w{dzGkl; z(nKj;`hcVI3U|BjCZe0T>q|Ay34_gzL%gtt7P_%PDEew;o*v)}W4&>LS6h3r6Jsy% zI{e;!8$?=@5cW*e6p6+8QqmNe-ZoigM~|yWgBQl*1R^_2%(yWdM9wq$)QDlP7fzE) z1`AXAKlxZZ9*SoG<7(hR+P%l)`N6n&*t2Ixjp5Y@8Wu1Lusg-~Q2|Pr1cHUt!T)^Y z3WO*^kvFEXp5P#y8V(cy2*!2NM&2NU5`Ikq;jm-f3;eODXz{-oxYX~)IEq~y5+>Z= z4W#mu$i4X)YbhFp^9TrOS4Q5bg3~Nw{hC1u_pm;(0r}%W6tQMyvEH#xn6M_XE=j<+ z|Epnk6Z4)l@NgEwrjJTgWK}|n$+K5+q+ZHO?Cv+_D=#Z-Rl1({Iy?uo*Knf%Un8M} zfYCes zN_PigO6L9vtxkaEvZL_I%4_FZNq6v&Qo`bAa3PC2M!o`j>Uwk_PQrs)aOYX86k9rN zUfl`^XJ8z7_$4}$R_D}1IFe&cG6dI1{@Tu||BAW5kOi`yg$q}%#Ck_F;#i8Ob;xbn zzJ7akjK&bDkYhe<=h}H7b#0}&5F?uA<%x}k`i`inSHiO6$Cd4exY~jhmL=Vf2`XWc zlZSNhM_{U;yWg08=p)DQJ$aVw4P1ji?>IGfzpcx<*d}akv^bA8t^MU6utx!V%8k0x z`Ms&pF$&D65dQzb1)e~nD z&mro)0qE4o26yD0X@>BK6NLo%Af>o}8J|JD{jYJqpZJG+w;>4;{>$s0e8}{5hBET# z!6636n#Pz2QwzCQe;c+?8cN&Tb0Zoyhni=vI=KvW$7^hxiiSQCEmiEmFSuE zPQi5<#AUoQM^-uUVXnXQ|GDF0n~ppy-xd9JDt$RlT*3e(^YnJ$Nd%3$QnTk_10_nw zCt*CM%fT^0bb3}rskDsgOBXdt5+5C(-&@Awkmp@G$Azw>;V7Wx0i^`Df)J=g!6QdZMVxxXo70-}#ia;g%lfmxC+|0QF3^R4XP zcl@5ZihELi0FC&zd4Vp@R8+x9`;Y^d!^HdfR;jCD$_X zBOJkMcL*>PqKt0*C`oYY$oGgyOX=l4!k>*0Q{>|#%Dm2MP<|xB|9LvG1QjeZso%+~ zLrEYD^9c8NmWChosO*mRk{NQO11j6C6Fp-DpOlisVH$dsOU3Zx8?By$$8bD`0!&5L zCpEgmr}8gv=MRbhf5sB2VWcLm6Xw8YFa2^)+X_Nlw>k{{sbD@IL3)tUr5X!A+5EB-u7BOhb0fRiFc6 z4Bo6ajieEBx${Jppr;=2VT5xbnUd-?semL8;MCj>pt5GWNk>B`1wDwoB(S=GYOzR00Zz@WR@9KEEw4zhUNWw$RkStk^T&< z^go*n;$LLqmpATjGtOS~XwpJ13p%-)10FapcV)BQKoYn|NVFOQ9(s>5!;SYQ$_J(Y z#dp4JVDw}yWhPv5w8Qvl!(0yxgwAb}OkleK7)sLuAj=@6K0T-lKJP4TDzucNSlQwtBif*0P1qwG z#8oC?b~EX_*@(DRc`yzaN>u-SZj{z57IpU9cki=)R@(LoIXh=EO|4&T*iUW1*{@9P zX>m(OlGDH?G14FzQl61#1H~V$C9iCn6uuh19~oWu-$lokbDx+ zH@oyC!3bdA!o$vBun$zJEKs9Rf64He^}W*GHx}Qawv>{bx#RYq2jdJTmoJ~PXs+NG zJUwSZD9^7BQ8OY1X@Ef1AMn^!P#L#MCVZcM{N@4 zjc1mr8HvZoITxH5w-&S6%=(a(-MPfD8&v4WV0lIjmXe<6`Tog*LZ)QA z6Db#|fTc<-dxDeFPk7^6(Tn;MCbVTnY1K1B4R1zs3(9E;52*?_IerxRUSYTe5@8wS zLM(p%z%3=z&#S+}tF}R^>x)g(OT-BwI3dbWyeW5P)WO5qhyMxV{i_eq=>Degg;tJR zn~P~(z(0+1tI-;1?^r`D7jXLnuqXOrSUl z{Nh>=@r(jBs!6A#aL<)OzNf6FFpwzU-k6Lf%MLnsUbtkHrI4fJq!T!vUNQ$n{v3kFFO+h?-@?^TZPIz9) za9zK<{MRR$ZQ3<)KMU6nZ7VzoZ~v(!{(0kzgU_1bV%W!aA++x^;uq9e0sSg2iH9x4 znPsKVLZ}UE{?j0}z?Xybw1N^uT>#0WZWQEBeotIYU7xV}{1xeYG{1+wAfhauf9tIJ zR~_@#`+L<8JC&VDZ)Q2z89k5e zRqleGC)P))i!qZuhYpaV3BG4|r!}vWfafn5Zh3BXko~bu1{=#*izn;T<_SB)E)Wc} z!SV)ox}oP68vq;P1-;^8_tS~rLNpEv+3LiBp z^p=^BW{tVl$S>7b&SHp2E|dm0@0xG`DFKE`1?PHJXNQ)WpL*xRZ`03fBN2=du0tSK zw+b+7<|F7T5!7T$1JlZ{H-AnXFw$cniDz;RA8g2WpOp$NfW*y4&@j@#O*@<d|ILgbG)Pj+MBmwaJQj4vy^Pr?4riNQ7Dw|%OGCFw$AW~tfu(Pc zktp6O1Mk1ARDdFhgy=bXnhkD-gZjm6Ow?-{t+-ICuYXi!c)NE|><9l4v5UhM8Zwu? zCrH>OE%fs>)NnwX9F`5T$^Dk8ysFBNvH%fXPmo9CurckAOF)-N`WuTNm~B@TU6G^{#9<;wNF(57E=jJ7tlTXuf*RbYHA;9Dfh}t9z^PTXCRPFq9w%Z%Fo=0ocQKZ-Mw#XZFr3QzDjun@FS}i>k zMvQ!ZfUJj1N6@T=Lq28;*R6IIiQBeFJP9_d1|7gp$i`L})cyh8(+0aps}~@adERV8 zR16xP7$bFcYxW}|Y9Se2jJHIbJc%1Ix44oO_8Yp_PinUZ`?UoK^oq2xnczot|0zTL zp|^+s=;$d0+8E0r+KFgV*czO&OmTZ~75l7)a3dW382It^Rm_my{7O8OZK)3`m+Y~nkOu&#^mV5^!U{nx{AC}a zU}XyrgP)miYEs*{k(NGw_LG&M>kZ_5!H_s z)txoXYb6kJ(_7Kh2E~Bf6#}Re2s{r@ojkjtmVXrP^n=0rUtrUNQ@VWMCG|Bn753S# z4GiEYQcu0g#!3)d?r|i&8k;*SijPx(4Mx4+7d&Nh4a{Zo8!zHY>PnEilGt@?Z-@aM zYjgR1G+;&jSi5+ldaWga?$x?j5Hs;0<^9pjGl90;^YFvRZGK7C?dBQ_1wDYvJv*XyE z2`Td3CqZIeCuYy*yu#ia`2zn6f?Iwq>Dk|%E5U>cHm2p&)I0DBrSk$x$OcoYz~Zs1 z6_P3VI6w)x8}~y8(wXe@!;CYf1A*jJ>(U%93^dWQHq|+%e zgddk(JIOi-J)6P?RtvR1Hq)g^NU=E3?V{f;GZ2e zd#tE+|2UBI-HKt6wZIr+=uw6HH&RNNeT()Ri-x}GTJrRl-m&4{hz8p-;8lv=t$eYk zU`~lF%mCpxIra8f734Evfo432G!qNT98rTpTStsVJPE4>JVCqzO|Ze-mN=n7baY<7 zY$>3#4L0(&-`~*^RAz$Q+gsN({Qu6Q_ZV)f7a3e@t3RWUb>2+y#tbW}9E7-b%oKnV zJZ~=FaUa=t&rw!1(rtKTkChb7q(dMCjZ4_Y!@S$99vC`Zv7;~IMI~jL40PUupRoJv zb#oC+!cXS*f%%*XP<}2Hz3{FSt2H}xHuCY3Dslv44`#9rX;E<;Q%|CV-F-%#hRDFf zNUbkskpQ?64FWkD$NgNBKuF_8oTG#Ojuh{|hTa7;xqg=KX&Dwtri6VS(rdnUNzqeh zeX|0zAdus+wGSNBLaxC5amMA;d;Y3{jw1doqJ&D0)Vi0GIg!LKE&@FfD$mi=q2 zv<9fS@jUHyPY3sb#D5ar+mX`x*GM3E+>S`g1RYCMasi@3|F&c-@gN7wGsp>Xa00N; zI)0}r<%T*||AG18@QeL_U~YlR@-)q>9G{Mg>zE?91Yx?@yown$>8k4>b1J=)(G6M{ z6?1IPCvq;&5>lwK9pRz5KPh&mB7@Bxm8eccV5;@0VD`b9Zw#=^G7lu>S=8yjmm04Z}242*cz*Mmu zkK|hC=$qP}Q#b9wm-RuN>Lyy2Uc!A=IXtv|3h8S;J))w>UkpSw?w|i2x5Q|r06cEi4C%kq-aN-iz8I6!8b)Nv(JA-Za8dk_z(I5;PI{MfnPiE zwCP0HZ3#i@DF18436F32l)_JFWs1FAPZ$XG8!gmbrI*ub;eiPS{}9kjjqZqQu5nC< zOz$y)d!DMq{Rup;MOOkx28=8G)0{`})9=70>8rLu_v_(4feA(b8cqq5OG`3vebvr_ ztuE#UIJQcZ-W4{ugyn-~EXQ%s-Mzn@AK(shS?VH>yGqxPf&UbB3y6fXHl9pdgsOxn z2m9`H^0EOw^AzDv7v*`eG_h+?Z_P+&bXIn;l#ML`!4r6O-HtRP_IKa_&%&Aswa&ni z@-m+6Jx-!O!T@bZRsAiDwuq=CL;cj={0ACR@BCuibo=RCOvg*!lEO4NcsZAjQd>kv z+$i8Txjou%-!brvb%wz%ugH5{rPB-JImIKEiq;-E%hgcK@9@cHQ^1O)vv{l922Niw z3RzzTr;j}@xXJ8(LPE4KcWdpj%$zlX#w-h0qN9RqnKotVB$UHRi_Y~v!R-D3?UOhu z-xdu5jGW&z#vIAaH%GxlykKxU=j-JcTg|1UHQExQezz_HxM|+<<`1Bo9d(5AOTf9aw|UmL|F*rymFZJCOkm^*fOz~UkuszRtAtSYk( zqD;=$(*|?b~1i$c204nNha8__R{Y%|x$oi)<<7a7b|t z^KJw_I~p0 z1r_?)cFl4vNCAwR@Ns><<+H-T+f4=4IitWZMa+0>a|UG)LUm+^Zz#*35Gr;D_{y8e z{y_`oRqJnNDBIl8b%j%;Ww`{#zm+3L64jI+QB1c?+^bt5b7cPqG@4- zZ^FqnxJrP!tf}sH zol&D{iRzxb|DgBoPw4E--d~=L+{CWY+)K$jHAl8V2{0cfjjiBIzNTvyYz-ncz-T@R zvI&M1Rpi?TQNOU6JcqjE+*W`o4nb8sSxxWX;Bx3S2v6Ue*GJk~S@tuugo8%Sh>G^_ z=ji_t)MvTX@5gzKP#waBgP=QvlXG^%lb7n{vkfobVZjoL$dx9FtrCoFWuZfq*xh|h zQxq@Kv{6R^yC2OntK?y!huq;s$LIktGj;nd+9=ljP%vkp$eQ)ezYX-qItV{_X~3F&%8!=*V(yo=`5&SNhTx5=wOoEX)B zBJV;DhTx;q5n>fvfR0}q6{RXGwm`VQWVtQ@#vRQ00G0RUC$p^%b|dFdTp|bg*v?B} z(}%rSPsa1W2r>RQi%MU#J3s2OhrdG4SD`wkMgFQs#+ARiW`K|nT{oYAFF8;s?KH`mE^T<+ z-KjM71pXUx#ckqaFQ_B$?LX<+@u2{#FgM($0Dt&OwBkhj$~=_e;C!FhE5eTB!omtQT;y`{5GO5&w07whs+Ft#PIF{EwuOy4 z=Og^dU}!E&%g=kypJFtgK3yHa5m@Un^%H<}+-W6QeY+Q^CUe3qgduiDhVr}bx&DfQ z`TYX6yw{~Xq(i$~DQ`Q-a)zCd4u=J=HrIwviFo3YuoV9a8v0XjIv)B_w&rXnJLg}a zved6^2nvEcEHsf9X$SdRk_o_Vay{AJ4Qo;wf6{)!-WHGfi0*d`nYMDTQvK<{A$c7g z_k&@t&@y9OH6Xr7D)cTTTKwp@8W%sVUDew(9oWv)}l(7cXmP=ge`J( ziuSyHqG;T3c)OywnP#)e&>JTXgdS9SH2~1@H@QLc&{=}u=gBAQQxB!S;I4(pSlt_u z0Ya?uJHF%ZzyGZw)cvYRdGHrS#EnyjwP#LXW1v~HQ#eS*wM`@9gtRTLaM27M+1>o> zuX-FV5iqd83wb^Sa_2+|3*i^|dpt8o_JNKE6gGiVMYch3{dH zISMIm9nz(QtJ*}Z7_H#(e1aNWagqa&!C0HN0cl9M<0Jj|>4Lr$g09FU=-nx5tq z(J>S{pI?`!g;T*0`npJr2bJL!B~XDlA_#`r)f30yN`4qSHvY)o`0_z(&gGa#sWj2q z;T|6_NLwnRefqgHKmVyCkr4rAD?*f^Zd5bb6Zp~? zoE_9qb(Yf0Py3TR+jbA&ejZ(x^fq#P|EDVSGsRr!Z=$4svw}l+FDP& zQbH4AGy-WFi|)B9v5suZk_(`C!LihX6tHS7)BEXm4rv650JLWa>qDts*>d(xe*x4} zXYKa0^}8r-g#X!}dD|R00XJQ#efK^NIB~`DG^!!LRaf5furWOI4FDUR2sXO;Drf7? zlRgP)Jj|_FxrJD>AK`bBP=OBBqgYLz(+UecV=VH(-OUEi8zR9174hFX?h#;~Ck1f} zflF*IV{X#Irr{G^cU>YvR6QqUATMqGvJ8PLEWOr8j_^ zk28!kJs$d8Ug=rt6f0-Y#pXW(@hlvCSHHpE9Z3)^y&Ix%9wg^I?bez_9Brcz%1FG{ zX7tcjuAir74}=b=+1OaNt-ZyLl0r1>4?TDpO%Fc_*j``r3Bs9hp5#Kk-ht7}$Xrm) zF2W|b%U*!A0nl@1M4Gs^Q2&2q&8$(`wo?3;JC8l#~EB;ai2l5$_$)7~x(t+T&u^%bddE8~@JEYn*C8W@$0KSX^a}np0PXq=>W(;R_yjvT3wWdmtlo=u|yM$bJmI~kVXfgcC!??w}#h$Uj zx<4y2Dx(qxUN;;2}QL zm*|H-h$ZkaM(>JqM*HwByE#yBS2ZqTLDZ1T3(&!BC?PoIMrx-rQXxMmqsrnYu<}## zHYp@$2^SoK>q{NAUZ(QLr{9;DjjHd?w6j4!37O>7DK=C=XbTE+e>{x(6LKRz?LW>a zNG&S61Y$wE#~B<*+M%W)qLD9zmfcK~$7S?RlonV%L~s4$unh$%*hx`@mU=;(khR~J zqH3K<@*k{Oy2H;33*aYRhT;RT5 zHoTOcWkHeXoAi8`JM@;`2rn7Hk;o@+>Wjf9c=K<6LN1T%RU99Lu%Kc{E5Bm%({-Ha zu8X&lsdJ+Z;o$>wmNI8ycQ{Hsu-ac-^>$Q5I);N{xB1i%(IE2a!_+ylQzd9-1j!IS zqZ6!aeI-n;u5fF^lgGUx_YGSqc5lbDWs|jf*;MHJHicU=(BugW4 z3~dI0hq6I>rVI5Qh>@7rg03D1jiM|lZ$+g25oLa7g%uJD%ELc{^TmelvPRQ0t!fm} zCcq;>2T~t5=CdZb*-=kB+tykQbE%b(?gmavCW0snX640$+FNAkJMVsjf3josL($(e?yfevjF5JsrqRhE{n4qKoMw zf@a1Y*&Z&9o1i`+(#FDFl^1lsiu%!E_fnl4&)!uHB!!<)A*ezIp{3H(0v)zvbY$o? z6;!Z*2Ns#pksV0f&|SkS8+>gf(D{>wp3KvDUc0|i6jekb{-kJv6l&s_+z=*1KMKNA zTlDB>MV(zZ0B57C@tLV~N-dF6Oq1tU-9=BZld1U4z@L080snDY2DP-nI^9~fWk>1x zm+Q`ZbWPX#G&`3(HC{~3BSQnX&S)~7`(h9z*OdtOC&sHBXocNB@x`w!PYc18@5$2I z<`1H4bfk%cf2F=AfXv{~d!ZF|OJ9Jl$S>uN5o9fYDY{JyJTDFr4vfJ8VvKT1$R)6f z4xN^`TAmqCT;7XfD35Z=@DR`nDS-d$_qn_lomCH$CocOe(8u+t}Pfn-6 z-S0aBo!UT#4o9O=(^8ly_z6jS=x~5(HuVcoV&zxnpfKpRgSLiKH3v61n}>CE{S7@< zHr#xp>(sUckZqhR2APp}uZSw)kEO~}ZWcQvfzDXKoM5I%Y++dBAp$HS$k4P7q+FBN zk`}iMBsP4s;G`;{SXz;_Ihme-q zuxcY2U4y$lWG9eI*I5bu$A`?Muth{ghcXbuj$cM#If#{y(*0lwJ60F4n(sr7%^Q3c zl;Djhk0-dmN)j>{85*L2WPFh!U;t?Q6C9~$#D{A?$QsU191q)6Qb7kj#M1l-%5N0( zghZsegDl`9C8!Qm78mHLM;Kaniv#67#Huzn+lt*EpJS49!^_)xrm2h}oB&de!^cxf zNwiip0$uOfyL)o^FXq@DfgLiqvMnV%*QqX7Y_*VUbYdOCcO~eWj%bS9@<`y@sgq!$Eto;W}HFtxeF~`ct@MjQc{lgpla~ z6&K19DfU}&@mf6zdBy0Xz12MdhB{!xyJmiC34FbdAmy;bDrl1|?*E1gi#2 zy&l6PF&>pp%<=M-d>BXwe*DNPo$`?c}!?%Waq7s35SUQ`a^-t*32MFrH#Fl2#p0+;93cB4y==LemQ zTi4DeM7DlUTiZtqE-+WmmEo+NZiQZxp4xo`u z3d5j4Vc1NmCzdQ9LmrB*Z?i=}4CcEOxO}!d=ET*+&BUU(yTrBPOW)>qXUJ9#e|2h` zko3ch1M|Rf@n``QfwaemxD3=d4e_cg{s(O1cm}?19AGTFLa*;XDYJLJ&*x%g5#zW> zhZQm@?TE`qv3l%sf6$ky4OUd2+p*t!o->h|ile6em$=mjf-_b1rEx++31+{rUDCx{ z5dLF?G5l-=Mh3fM;+kIzsGX$!lLYj-M4*aL2Ag8D&7udY(-v=Dn2T#1jT%5@`4ANN z+Sg$5+wyUthRp)JUN?XFv=mzI$I$jj{doPEpMUNL9M_?Fdh&1r%s1jp;$N1Z>j3-K zh-(Jq{xCrH9Mn52X4tS$MY%B+&SuRmcD8}-oyo<t|}e7V?hasFSU4z9F6w*Ps6LS0~}OL7G*y zJ_2?Uhemt$lYaoBUV(<`NWIwyUERPT_G{ZGL6qnrTCc=s=v8mGsZa;<>eEHz{X=G> zg3tOqBJ#f&FGW|JQ+uz+zil?}@Z`eIv zxw=A$Dh|(^l}z5Re#GqP_QihDyCW@qnVfX$lenw8RfOU1D zK_?R6dEB#6o3pT8zrzl=`~&rw`tADnw8AjlxHoeuywje@tcOB}=_g=>>bj9>spW5O zN&HH+Tu@2n(%XEMOLgsuqWZ1( z)OBa^)yilWX<-`cXjN|1gz0*ZG9^q<-TiX{*~+9rr*#6z4qA#kes~v&E>c03{le(6 zs(VrJO+A5aS+Gk<3%`J1!Y$YnBIL}TgX$lwWk!Yo#zkeD562?QeZlo{Nkb0sbB zOj$I~+%ju^H8SWoAG%~%bhbj)q>~8=*{^4+t5ZM#@ZVE-)&7qo^$gW?fxvJ7BO z5jrOKl65tD>vz}i;v28t9cgR0xR1P$e7kSo>0cj9F5l`v*0zIAigWjEXxP2jG|g<0 zbsRED6F_ka_%m$F`eZfi+aaKYz`qe-f$D4zGjbFV37K4nOiSAIo4TGB8gv_4N`8KD zJK%CH{u7%2_qdcgn^hB~4l;D#?TXm%Qk+xm-@)Aia}N1D^_+_F`M9J?0O3UO_KuBV z4b8x5zN_z7P&t|()gDkr5mb5-98HQ%ntkklI{9yst+78Y&c0}4*eWE_W8_E?#A>}H z4ym0N?5PaSzSB>?nwg(bJ_q1LDMb0&kM?&A5x49qFd}F`pZrJovD^KHChnaB-R5xc zA!68litwiSzNkC2;!4*U(UBHUQ`Z;cdD56mBUvAZAOo-aE!Gy z$mt@fNBrWg*CB6<%Yz9xQBO4Nx$25ultm*~d|jvTXMPj>WpxITRyr^7VjH9DrV^8q8*gK&=LAugoEE$J`JmB>T#a+KpH{m! z5Ht)VAoTk-bHS!^EFE#=*Zr*Xi?x&WtUhv0@r$LTja>t1Iby{V{UooN^Dje#AoPy> zlqT4(UP(!6Vv#5pWTS>%8nza=wY<;wxa-RAm9W7zc1)yOR@Y`052*unoGP5x9zshQ zD&9D4+=m(bHzHX~A2%u^*Z*1Q0*BsJc0MRH@+Va1M|wpoX}JvX4+hssdDw^R8lb2c zxIOZz;Vo$R?U@5_^b|CXAmzuH2Ag4q1sMfQ5?hCHA^kNmP;P2?%yW{d^%#rw%pk&^4q0a$rDeNFOm(qDLR^+w3` z?zg9T4%tskH#^uc?Jq?1EKE~Vh0X~jevrVi69dnX>zEXESg!LGmeRm)<@^>M4B|xF z?-(gy!T>5*tP$^(J*lgn0_XQ&Ts~?BKYe`D#{hENgFN@kAEq8CLqfWUllDRvb2FTYGjuN|VmE6^c6Ow0+x!df7Dh4khWO;Qdc`zI`gVQU$ z?}|PQy)PAG=HSm-S={SJv-Lf-=w+ zo|QkIR;t!gL~bZ|$JPyiLNnaN+XAmvFWygfzCfhuEaeY^&W1&XXQHD0GC7fVy&0^L zj%TX2`PZFdUt;cDkxNL~vXg^goBEi%Ur>I*-J$ya zjg^V5Q|$+(xKK;>UU{fxWA#A1Tt7c;MrbGfkOK<}h!5F;r+JS0#JPE6-(ny7PiTas zQuq=9J%hH(iXUfjRj{CH-lA14#>?l1CT3EHcjudD_Q&wSf-mjvfT?ueZ17jlRd8nM z(Ar%#d=2sk_k4!iEqMDzxOhi`?%1WIf|xCkn8hXyxkGOqODK}(uYB8rL*;BL)}Gqb z2WhdORJ~+*QJoj}bB;>pWcmrgYS3nx**He78SLBc+xxNP_h)sqO-iD8 z5UY3oBhuK#UU{4C!B4yO$Mr%vUtl;OG^-R78LZ=QZwr)le_IfQT|zs{cTv%)ZB#-k z8(7u<(7!_slbuwSGv)Ysx8fE&jq`r#|kx;s4Xh9IAo1vRQY3UjoLFp2d?vl;{ zR7x5NfdN695h+1<58ltc-{1Q;ti9IrtY@9sd!2pu-o4eOHQyQ;E-vfns8HFlO$I3< zx+U=27@0DU!G&}V9Yq-EXgGSON_>o@6hNsWIr4uG5EYD&!!$hL>=KZHFx)3yshTD9 zI4}*0yJmQhlUEL_RwT6x)uL{%e>_enS3tf3sRU;geOLUOT#q|A`P13H_2NRWLaHE; zE6S<;vU*#L_*YP232ONNoQB_VJf6I9DSpSDE6R16ktU1 zuTdc}VypATjO***8+ak{NXC&30tm%B)7Z`FqXXe$C^_b@<=uL{#YMm8qz-^l~K4Eg*$L?wi}ZqQDOwW=khrzC;1 z0Czbidk=U~M}Z>VsToLQ5${bBR@mX1wJnx=Mj($}PIGp-8<%YFmnNb!p~yUnTLPh= zi;oS5{=^8Iw6DXW&Lwm11+chqaq6<$gwPrw@nH;?G&F;BaOtz2_cWQLL>Qx=zu1Xt z6E#S?VnL*`IW|of(=RH;3l(B+%;;LTXnSt>e7mbWLjOtUFQL=>;W@M*wC6g|8-=rF z&|O(V=x)s_IE_6x4ddqODy}xsa01pQyS~#I#6$>QU!X&FlRV(-)qTFBg9YZP zg4OT{24aNpYZ-l&svAjLm~ylvT9FE|wh!uV`flOT0}1^PoHnxmMXGPzYR{CSi?}vW zku2m@S*a;bu3A*+q4z|=n$Ksfh62{B0H14XqFl$ysUS4yUu!ms>Ui6JRNloj(ZV6+ z$*AYxV+Nu^Ty$<`IRq~&DT(~x8W|7S>WFASY==n5-F^M2O;4GbEkH^tOb2-fGNbb4 z=Vg=S9WnMj|0D6jSv4+lPA|{!t+2L&RG6^^6eJT)ngLO$3}j2Hw(`?uT=t zg5dv!kW?e5;Vyf>wZT1D`zH2*0Mi`Hw1wF4xgpl@m4VYipWg(AnZB~piFeZK7X;FU zY9XeD;b-K?!0l}0OKS9Ty`}(w$?AQCIZ}Xy~SaNrCQF}(qU$1(qJ`V$VpVGB((5~4zp30sExm0@t8sx8 z;qGw!IJbmjDc&sN*ScT#j!_fjuvoh-6jT~pp9^ZHedLv*DO2{4El}SV*^K;& znP-5YJUP~(LaGujp32z&svyrj%CFmKfg83Fz^)sYag?O1(s<@0_n`x_^ z(wP&4;?D<~gUhbIvMByDN+cGeX)u}2fqV5;Rl)~!=d^_T%cE#-S^oCZj&cZbEffrb zix|UBTH>etzK{S_Gf(x@$cYwRVKGh7xnf3>dY+gXJ@nx|P3MtU``r0Guh5~(prr53 zL=!BG%@m7`o=b_8jVuGVyrc%*+vlMDqyEdr+bJOCa13lWv7QSLzSDD415SgkQB4OP z3P#xG+^DxCNa(6h;XWH_YAcUkf~9KTXNKI3>+9co2lE@}sl=q8x?Wi95hmdH!x|>_ z>?W_f6O6b^Y;b_oT#1Ei>p%ZWm|jU(enUY{$!#4m3%f|FE)C>lvTh+!)ZhjhH=K=l zXeF7mlyv1y1<9(KMss$hALs;D62)+9jsn=0Hfj}SYVkr0sI7mhO8`-M;Y>U=6Q+Ap z_X$aa`1BSy)zt9K*PM5Fd!3%LKGZq}T{u!N$R5`{Pc~V(hae*rT=f_|pJ*Imo)wX- zvE7HgRB3$TZg|?_vTv&SzY@8=_j3G^nKzZkKOF3A3=zF&(pb@jRp?DbBo4lF*7O&# z!RgH+Imjxr(2YYpTcWv5V>~P3OsFhkgC>ON;U%VvKR6cU0orT>A$KCK8O50F)YtQp zj46$7)GcNnx%*r&WR|ElCL)%MJ6kQ$M==nhDbba9=S}qkSPK0wdEAQmYsp-QrkWlFh=> z%z8rJ2yuq(ZnJ?IPx6J3S{@WlL7GXtRUO&u|3+dXnr`TCt=G4ZvHvS{X(R4PIt`0j zkX+PS^I^BH7>6b#u*eF&0Mj7Mg+_ty{p?H)b8hPv+SB_F9EEr0{a4k!|5M?oopGcu z7WW|uu(mD*MS1uRqW-#VFL&QH5NJ-`!$RZ~^ z{ZnGp_(l`WYpyl;N*Va@=zxE&Uo46|f+2!|pqB44kMH&Pe2Gp4A+SD+@bP;+4ikr} zk>!I_z6xP$B865;OV8HaO7$Eo<167FPiWz^a0XP}p?*wJ*8QHzTGo76+$}WY%I7BK z2JPKmFsywk89Q7qJ6>f_ale(|{>qEHD7&%^kDe-*0$*I38>d9Id@m^r(_D!&laIS; z;T52UEMdqfVxbbbPuF|y{NY-Iir-*y*jkVK^Zuw$JX&qgj#W+Y{?~b)AXkK7 zOp%=osZTy=tVdtdn8(V;jwIqtXj^xp2l(;+f}>dudl_O}nj_eB7cLGQETWCH1P%3i zzg~3Yx&L_Fk8Y)#1T*!kw5PG2YFB|49VK|~xMlHx9!}=tcvp5ks^S&wqn?uB|FLx7 zN<7KwD03(e$xW9PDY+#X3Z>yiQND$_OQtV+k{fm3(L+l8rr-5}wj<$V=dViW--6^g z#v{6hQ$fnQrACzEH85$30LLdB8fVOc&~Tp)?lIy(abuoRLSIrL0%?(3Y?oc1Hd&em zsoNC&tKx#1}@nJOQo6(mmId7I`2 z=t~86NT*p%d1{1`TD z=T2}7{qPUI)Ny;3_>G~^jiD->v`c46VMLd82A2d75-g8t^#)@nW&NnmR8)He18ygT z1ah?&YI?jrN7=b~sWue*1R0e))m!h{q_|*hC6f<$43ib~Ge1E}??h9<#h0i-+76_zfKJGsJ*aft*;sZA}xmmz}{S20ZtOh%~>r z&ygEU52u9P9(|LNJMj7gz_FMj2Wrz?uaZ{t!?r+Sbl5=))w?yNwea-&VshV>B`E{^ z7Z>xbdbrXyZr1Q(K92$HMZ{p5P z<)j$;cv|?$_kb>=+hcjzUY@20T0PfK3PJu)CR~3Bj*a-O1m8j%HWv}NMBG90@S>iv zjcWLNYpmZ#F&vTupAo%pZ?iZ(m2l=otupeXb`IKFWl1qZrB#VhR;GEW)?~aWYztDG zaM8PRJJ>+~ndMh0)m4WiExJu-^!b3|$xU(Z-bHmu@x0LI=JtjHi^?9@a8uioWtSv% z)7MIhti6qzdAE;5Pms7zgq58fd=qAH3I0nGDLZOM1OrB`F8=;ECMpsP8~tu3ehV%M z0uR_}arFz*qw+L+dnuBtsdOhV?ko%@Ew%fTT1BD0fmIxk2lQ{c`)Zv|c_W@pCH}2L zLp@~m^SNx%?Fy8QRb^|d5HJ>*TZWIXzhQ2~+4nUC->csSLB@aetp0T*^@*_lP6&=3 z((bKR{NWAb%L*Ni+iDxY(`Ok}4hrh7oYG`4zF*;0UGRRLh89h9$kaANj7hWllk@UP zwqBG7BQ^=9;&uD9rcq|~aqud=zjwnsZn8*Aacd+eZ=HpKwmhHX{xx+uaMbDCv@_{? z_40EaJO3olhka7lc=901iY}4nK$pg`T~gSWs#9aarSnWC2qdMGKg8^VJORBP(z7+o3*lvGv9A0sI|a zAgdl3S3-n$*ium;*A5tY`!E7LS_OT1CW7pzoqGDDF!fQKitjAFh`?3MYf{JF7f{L` zk>b_R%!NuSQEtlqU=Rv89BO`jai)BesS&^Hcla55rIsnOGD)vJfPJI(s7Y-judSpinR?G|1^)3;*0C2-WmbX$OVZVN%#+ zp@9^z)^#i_FQ}U5p?MzhcZ68$+ctwscbpPI#tNYNRpRPVPs8^mtd9gCtWScRG_E@( z@eo=Dsgr{fzwUL1E@q?_Zdn%yi@!VAVrwQ8-Lg>rcLt~DL+|KHRmmsM> zb0S(&?(k5vDs5vyZj^U;-RQ!_4h~*z4koO5Ec!bK(m#m$jh@k_5^@{!u_yejld4JC zC^J(A7b^XuzhzDwur&eX8}KXiY?mWCAOzgB0s~25LoXGQW<2lXetTWy%vlx%2O7#R zmx+wSX1OP3-smhHEcXyn0bJkbYKV zTd+};WlsPq?CkeP;w4!R9O$J4o>1snWYR2nrg0YbFLMq~9~Xr~WmYUe<jkpFuG$LmD{;0@V6!$agnV)hCN^zzQlc=Tl@4WfI& z27dQ-DEq+!fCgSQ5ePJBe&wJbz{q}Xq8|*7Hl?dRUEmwFO?#R!#`aBryydmaV=7d{ zrxu#OX*!j|!&E0`%Y%Y&pmE^N01?w~>o$gZY)TQ^Z*MRgGgvqsewLONUbO%b9*oOo zi4q#!Md;Rwr!1??yi%lI}RjELfJVbCj3?;iWKiBYN z0q;BS{|1EvgK6vxwHw#2(X5Nnj4^HXxmBaU(nUOATmHkehAmay))EEYc<=Qt zg~gD7Za3~=cZt+(UXV6&mF6C|Si~ZWsv67y=N#DFwAiZ4LAz+V{j5{}8JDm_UCcP^ zZAKMJ6oIO=UWWiS`W`k43nP)CU$(`66&vNp5DL8ZjMs1`A1~#8r&SL^X;Zn)^hrLC z=8cbied3bh!!3rm+E8z|DZCYt)Y(-)4#Q69*zhZ;`pg9|V~#S;}$S8X%H{__5)dh4{_;XCLhxEc^_F#N%yCosLsTw?XxamL#8B5Cd$Jmmem$&?+Y1zC8+|H8I+T7R?s!%sBSp!Jms zEtyjG#Np{j)O>*4gW4+}Yj%U`4j!?@_Jx+cxeKq?v$FM)dHTD7eZKn(UtXcgwvT=! zjImVPR-IPh1kV+)pEs{jKQ<<{d+=}AUuHl#jx4R2@nG4sH<;9k`hY0T(a^{3?-aVw z9w!JGUtadkrv=}#THDd{KWp+MbxDScfqiruNUa<<%bh<9c@kzL-zR&+=ZaYI(D_w5 zlM$mYo=~dXyhwXhT1nMpb#Kc^G}K45V#yn1r}jX#z#@f{e=phEt2NbSDp;qcW$~VAKA2jG!eVMhChC_X}h7Uki4r}UmRwjH?t_z140?ptiFtu zztlv_dUMLZBmxH_KzXidhdDb?88RsFo>Y0DDe{M$zgZ6OllbP7huG!(bsX;;-6zL6 z{$zG84}G;dMlTx^+jn0lp}TQS(r>~bvvcGoh#^!^s<&=oS*I7LyapbqOBC7hduEUN zUj|w#SM|$MUT~2@S)7O7@y1%WP#|r~+3%bL1>!5d=1=a6^+2xsoZb${K>a!=yL#9iHMh807I` zu4``8A#Ygpg1)>_rB#L*1wFPMizW^_O*ci9QswD>bPuow9SS~h4;+vnagXw^G1{&E?H)heM zuP&?CsJE-u{-buh@|F1?v)l5{IH(rKaHZO{zeVc2@tGKaxiJ&ejxjSWE$UMDdqS!3 zSB>M95XotxOcJmt7W`{sM-8v5NnfadKLixi?12OL$T&V0`?hsgcj>gkwj_$xDg9+1#-_5C(`LMXE7r$pD!$C&uhDZ| zLwt&V90`F)sd6c3ya}nJOqU~2cLC#>J0Hun*Sv`TDaPE)b?-6bPdG&J&pIk0qql7OFhs`za zqVS}E`AJ#_J94=?+x{Dch^!C^fbu{yvg2tb0p{OAnlx6>kgKKu2TCLVj91anTs9Bf z%*>qLJw{{pbkyT+o}2zh+j>WqEdPl5GONRX0l^emAh>G~zpacGw85=%w)zy>e$9bH zLvee;%aQh;lh{s|qKR{9=UKyd1e2&7(@s!z0yvOjZy;O}^nAtF7{9hrMdGniA#Z3p zxT=-kvMr{BH6FYX*<5g>i=BJ^K{g3)n)$=x!;YXe zPdNMwPs%J!wa07cbZ)yR8eCNdu;Tk`CR+t0K!%3m?P_h)dOTj}UIcv@ZIQF%DCVtY z={caLLE&LW{L%zx`Y5Ye)0-hx6@SJV+SkJ*V!>t%C|?b_`z|JH-A6=dIdX}9q0}{2 zR5l*Q7q7OZxNkgBi1M}~Wff~W5&AQLEvQSsm<^?+Ra7to{&qpNO9hYr2VdoL0m59> zxJwdds0PTq`U9w1-C0Qnj8IstIUhH;_V>ILj6zVax@wf*3K8b2fV4X1sByb`l|eM9 z4^`@@ba$U$KenO7oAjIG;@54GM`EEq+MrXU822y4zkt4Wg|BlJNn0eR1N^yl@ULoD zsXN1D7!V33rWb`mv>2%)o*SzJklVjr#ysBoP$jCt0ReU<-`AE#?NDcFQ>x-2JogeK zkF2&v4v5f7&|MVnQ-$0A$YN))KO}0IQ`DUbAg%v5B)-;S{0C+lmr4wE+$hH+8Y_Mz z^#>eyF{3keL!FO4ayld(cZ>rmuo>tU4aIr{0ID`gW3bw<@q2k}p$M9t1(bAjFug@6 zG*RzFDBy1X{mVxY7u@Fxi%k;9O-?The5!yXT^Lw9>pp=PCQ+4`+I{_<8&QPur2&dLce0C&#KtMu7oW;Cc!>Y>fxPNBC+ zPV)pnsd?_7bWd*XP=lgH!hBAz^sm>nL+4DKqE1>-sZ+QhF;trIAA2&h&jM3`^g^2x zan1(9WpAn%53^^Ysm+P+B>0pJeYLeVReV|`3z(MP)25yRXnaa34-hmX#{^Nf%jH1Q zTW*Vi;-!Lt`%+Gt4kioO;tgf}5hA_uX@k4xN9vvP7b{-D$CYo#$|udDVD0IkNiRYKacy*~tr74vu8yZe zGd|+8sjNGH6bGyLsv|A;`oijTOY*l;csg{6-!kiXn1BXuY}Drx{_*22TJ-zyxi>f^ zw&_Jq28Y1Wsbe&cjpuX*KJq<5sx;vz9!ZbJ)~lFd0ef*wY8JSh>vPX7V9x4JijMZj zJGV(NPhpFcjifYdFGd=GNx4}TIQ{(SxRS+M>RGflQe+`O`!@eYHvMg1?6!z>*B?t> z#7R+z%STw^9ak`5%NfSXqCpv~q(uxVBE@*A+t%cQqV}*}z8d`$6r24X~WWD^-N^PqasCq>DnNlG731j8XJ-1nah%3%eAcGh-uD&L6veb&-ORzC?c_j(QLiaBM? zASb~rJf{5ZMNC?0$11Mi{LD%5Q3FICVry!+?&~=z9rPpmTx(m&b=gEyKBokC?n(j_4+oV=~fU0V-f zQnZf$1i3uG75)Is+BD*~5lmdGTe*4ylUxZGmp(*iXMYygBvvC0+!dZ($V%Q!Ti3xz zjxJVx``gRsW%ImQ)Djr3xtqFaE_aKXfw zcc_A^O*&CpG@H-TcX#RcH?fxTFYX;Thg%VO8IF+&LYgW>m>>^;P4x*;IBHuHGxj0nrUbTh=u50Qj%c&8566^b=Q)*LSUB!HlS@WU1Z;I z+#YqR(ckgPMNCAdCu)egVPfKNaDQ@35IiaGFqX;wE>k> zrEkeCi7^|=gEo?;LKrvZS!%!amf|k`pN_bWltM0q-*EeLMMrFNN*4H3^yS+Z0WiqYlapo~#-6`?? zQju8gd1rBc_}nX8`yN5f*_svqT{^VIR%l^SwKq-ZD=J#JeFX$n!RQ*~HGMi#z}C@D zT7*SMkpk5;3rIjgDc81Gu^P2ZwTd;P0&LiYhIYQ~_`D07m^g=BAyCrh z)8<0;v(w4MNmKKni`I*F|2gR$pVLdi53{q&QrciIwV&!pk(-I94<&+Q3*6Mw87iJ- z?uU-?@;A`McrI$Ywdaq% zcdb}|jEr`KaJ*Zv%a zi^OkaMJ}bYBThD|Ilsl*;T_wzkIsQU(D(?yEI?zSgK#jsf1-&!!2{iHxX5caSq;t& zY4KnKjq;GW4b@s7r+G^S=Z5!GsDEsnk?YuiP3>W|hy8kHQ%Ehu^*sryD>py?^H*;Q zaO$`u*lPiCFiFjRFfbVACv0Ztj9gHYW@^&e*9kq_c6?qi58hY(A6jN?)ZPpag1Cqf z$<;uD^fzZmunu3{AeBHt~e|c;Cz!f5J#RKJW=g~Y{ z-<1mX@tu%wCy$0pHn9#w&e^MTAORpeNA_f;MHFB&61cINH2>7iY5_n!K@4{?H|tY2 z8MrUsE^G+)>SXc#5I)t0d6mx^Kg-CB_JSo2Fx(Lj_JJUWOzS2l2Sms&MT5`6$*ndF ztVoQ5eGCia7j23Rl${bH$!nX0LxDU2HjyK5$mQF~Pyy{JR~()sEq}$se1`z@T){R| z)!8rD2O28BcmYFwWzpDOI&*)LIIt5(j*u!<>3e8H2ok`-7<`J+VxARr=LkMSkyp!^ zZ%Pq@#vYR)=>tj_nc;=^6Kg`92JK989PdnsN1ufpa)ViOc_r>H0C z>}lgzsD~*yaGIxa&&_1`PF!CKmZ+?G-k8r7uF||QV@7J}Fry;NaY*klP~ozXf@KwG zqB$Pdd0=6(t%IA{(*6kE7DXu=GeK`cY*FD*B*DVqfC%CDQ&MN#qJaFNCJ>CZSH zeU%J8^I?~FCVj?t^b2z4`V#!Fuf;-3bsJm|8-8sS5BF3E1Fjeja_kKy*VFHSB+m?R za4UtYEp)*?qDbM#6X^b!t$>uWv*fH(N0`sP@VUO7R^3++DPVdZq1}Bdtn$wlg%OJ zK~OYkVyO5TNx@e3N&7tpNbH6E`aqlY^3@-Ok$%r0HZhbvBs3imRas)>Cp0r+qODZ641B@0&)W>nR}r=j*sbk^yw^gc(&tf((-%Snp0_M|z4x zW-G!;BEhZ=%*e`5X7CJ+Vh;HdZJ9K5Btyk@kZ^Xj4H$Wig_iaYqhgu;a2bl;_x|PSe5qXyRtGt*I5XaJreZ|4FW$>A1o~hLD7!NC)L?`>3uEDmUyz}sj zE3yS~5XwJft`*%+?=lb^&NN+rOAIB=RDCdgOC97EHm9cZM~sOP_18}eAPG|~&;bsb z-#_|}eXGncIi??LY7)q9gR6(IMuJedpiyWuF+2;J>k_%nG=I}V^5X{OshL=1MB4ag zsQ;i~^3woOrX)vYvf(=FjOi_cj_fPqOJk6fsbJTTX2Mn>Y(hB2r9WQnm5G_!BEGqu z+J1h%3SRA=#}wwtLow8BRDP~9pbpQh!qv-mTAt8me6+SSMW{RX_edY9P=lZ~zYK#7 zu4+q_OCNBPsVe&;R>wdxAX&^e$*Q%j8#X@zTm_5IK45zN1?UnmQ=vfjIdf+n_1qKB zR^=D9lvY1*HAAkfu(logflPhCMr6z?N+Gq1`*JJ6O=fi=#0mdU_(KBf97lR2!Nx7- z^=G*@9ehQFnrHjR+h1v56QFa9q0VK4=cMHSpc2ybG%Kg>(Bg{vlu;;SLJxh3jZ#q6 zo>UlF1evo1`xzk=;$~drv+sR;6AhS}1a}HyfBau5H-JyS$=*XaQ>+|N&WX{ zv{5BBR3ihnWq$#YzJWYSk(94`d(-?ZFUGIEqg{4(_(wX(yOxhnlWTKDWA?bu?QjYUe&He6 z;oH&`9fXIFd(SId-XR@F_HUGCS�%o&6;kB@^)b@aoT?w;cI#M#pnwSDMIz5{sl3 zMnQTj`Cj_W!|OZ)!MRH2XKQqEP0wf4Z6zOX;HeusX(p{-?DjL*W^i-}Ve_DL4sWX> z5$=j9Ibv1?v*>}?p_y2kJM||bF=ZIIO4pM2hjvg_7PnpOM-{Fl}3_ghm)RA#5pEz<)P0W$Fn5o-Us!k`N40W@mc&v)~l1;q}6d zMWPi!_vL#;x|M$8I~t9s+*C?k+{~EEEK)gaNJaG6LI#$ zPLkTbRT+OdB%C4UN6%3rJES!bp^(g}FEF$FKEme>0S2?iKv+7K8qqczo2k33F{^MJ zofdotH3jVb8vXJ_9Vup9efW5dgGiR{7F=v7gaV>GCDIUDs_>GM8m%IpV55Zo&D!s| zoKqwGTnN&1ig5RMe7)Z9-^91LC*Y`Q{T-_zO5}+)$Br*H02;^6zJv=EPyAuo(X}Jz z&l98wLYye4zO=SdL3h?*=wW7+c8@n05{dpwHSUM0q|00AFLHT4%J078F0Q!I4s)i3 z?tWNiBviRTY)Cy;gIP`Xd1~vz9_n3rhMWJ0lv#GzCN~ryyYJ1EfrS2HLe+h>ir5X+2MU|Vn!^t;_ z(_}BlMvt3+myQqd_d1ncj`wvz|9?q%gj|}E@*>&o*C(cfchP&R{(Pv$Rm3$UmG3p( zv&Cf810)ML|05_+aeO*f>Ve^=-Fh}`xX<*1O5fG$Uhj}x40f5i8r-o=w$~~Dq=w+G zqqU4cup~+W;ORI*oDqCbn&MD;MA1UP?lEH!?j-nyq^UrJ?p5Oeyg*`hzcrTM%)}fv z(%zG+hLj5g4rk(}JhFDI>f)Pwf`9KcE}}`kLMZRy{DWG87g3@QXCJ=JFt45Vvteh> z-=Ea6o%9fLaadWYGQlOeFI?lUPe3PY)N^k+7><_MY;_s6qgN4j72FK6=^Z9WN=vSb zZrKikGpcq+xWrP5wt+Z4^e7q6GGRp>IYmXb{3wzPtS@zCklN{(ww#=}j;^U<0PX)w ztC5Ww>z2PaC(1xKfc{W)M{tv0AoNYWTiF_i*fgf|UF*6tobPK^)2IAk(ggw<7q1+x z^{}wQ`!wVP-`w@=5LwrAjgOfz#sUH2A^qoq$ak53MLUK8nhrVG*lFYLJt3*1+tvic z7@xSGEV2_Br*n-~pr|;EAcZDnUaKD0W-_~|i0yR>zJX6q#C>86@D;tSeMx=u2p`JQ zs(1D7C0QsNM}o@GyI~5ZET;0;PgCg>aQF*XLviotOn)MyM)Q0r*ZBN&I7n!)_S4ti z*i$R@%s!*WeV$1|IWl4)T2540`zBiSbb6#1teU8_yLU;|_(OYrSZGW{U6Cma7-~Ee zm;axk>;x-$C(hep!D82&v9@jDk6;KkUaN=$n8~QzF6{$UW&kWJIJ_#)#X` zxrqDI8D+l;CZ%Y2p~v&kepF^`7!Z%JJ#sSX59#uvpU(M;8uCq8xDQgyba8_Yz8^^E zfFP0ZPd&KJ_L(fn`&hj>RANq(EAzPkEqp+~nA=WH-x;Cf8*^a#;31|WibK|}!3O7r zJukq=JyZvcK-UA02BA zje<6X{Z2_w!r7(MOe<~XTg{`WG`tmEZ!?JY;e|`zbCqR|B1s^+g>$R2& z>MbvHM#9SU%(3(esp4d?14j+==&E`e^)P#3P#z0Og7<`v zOl0D+b7)IJi$}Z%+MgK3ySlA%<7vrgQc80v(MSF1@+*PBxCaD>%D(zkyvsVP8b4SNgsgDRsxyx>h*|fjDn@Iv$xhzI^&a z6UR9(c=TiO1m(lUw9YY?!Zk0h{F7&^n?85Y+;liEvVJ0$9UZ%+gUecGM9zlqKB4c? zOt?yVFRLgRp)+7$^yDl_wx`BJabY2cxeQxpknLMbPoC;RTTVG4xRQF{5!J@66*pF- z3XA_tj`D++(N$lacg4BtFTA;3*p0)^!qZ`E6HV!r8YjQRvOYf0Kq;O%9VA=%frkm3 zraFaz?-t>nac>8DI;I`@raYKEara^&r)THb=dbapMeKWgVv6;wl3bj2EIi%aadCWH z;1l6AH1`B!5#*k@{Nc^;aK={mHn_+!e8G*A`eW%1u_MY-v z&Wm?li?`%L&gP40iyZo@H;8d`se2!j1YgrVjhEDu4m-~P766Bs&t-`3mPe)w6Wn8y z!p|;Su-MSIyg?h;5Uggq~xAjFK4~w&Vc#q zWcyTsJ+9Y%@i=E14( ze08}*&y-d9Ww=P#%yH4T&5@<ICD+5;%g4TD~ zIEil^)ZByLNw%5tbNSs$OQxr5$7x$=M*wmqNFl;gviFQHP@Ed)f zlY`yC30Taytlyn;V6Yi`%nNpThmMw|8XO_%hst8OqlD%Td|M$+&NzKPNP4t21ce+H zDbfaQ$UPS0qZuiZUQC-T#N1OmTgekA>4A;A)vd>=eKq{%7tNVgAn4`@kVr*OieymC zFN=f+Gguyt#}eT-LA#xwLpXz7zqIqX5Iw+$@3Dm~cVx>DuzBJ6P#697%IBZJshQkM z0@sv%I8l52DhL5?!fH4D$&4l$1XVNNA2J^D8gcF+&=PH`E?VIFyduB5K{&Gi;ScpT z!HYY+r_&4##<6j|I5I+cxtolLF{kp*F_d_!95yy*C=qQtLQ(-= z%|C5If`JoW9|LAvcd4<&L6gpFDZ@vCx&By#Nj?oY+mV6^Yt*Yj zn%3e9hfBeat=bT|O;rwe9^hj2S#rP{Es z3f@axE7Y2FgtM}>f52Ph0SmH`($Wx2X8kz!J=4LgO9S_4&7Hj=1FfXmvRm%kFJ4m6 zg7w@UQ+$zz+DF;8A;4ZgWXaAmR&g^@jInr}Qb|`%E+?tBd+WqYJ?Eq^LU)YP3~^oc z-T7urN^5)HY8sp?hv|O%y&@r>OhD(@h45`K(dkxw7g`Qc3DuA$;K4p?IlQD`#Qlot z@kY%{pO8rmFOU!)x5BDSV$2LdN5sJWnSBk?Hu$@^#J0=Fgj*k<;_hic-6P&x6Us#t zZhXaGahFg3wLB=8pP0jz9C-o~?abxl*WY6zh@Ucio{#g})db9#8`}9zBIRLu!v5C>>%uk5Ln8C>VgCt*T<-|N5}x@LT(ODwihhWf-U83^3CQJV zOox6Bxw6O3V+NnzRc=VhF&|IZcYX6gHHVLE&IT{e@dSUZ^kAeBpC!%Nn*`Mt&89T0 zGL_SxzsNBV#@leQLFAq;%8FIF*Tg*9ztSqC;Xg*j|I2jfsrpZ$;ML{R44$5-_dd9& ze5JVGmNdk^?F9K_52$~2)dRKuzW+SqscWQKbFB)?^=q!c<hq8c|A ztJi2eEN5waV-9v(NW43nPpCW}k1r>jWg(EF!QO83D@^$L@aoOE>_qy|a@x$%7;P2!+@azEkHSix|>@bi+TA(icmk?J*= zLWhA$z{tB}Rg@yPtc00S9GfYBs(Xiem^s7G8B^1zm3lf`hxCfd-1luo*#qNNoNMjN zeG}Z>!fFSh!({Z`9g#tQxSTGD;KEsP>`<0L_nggC;m(Y{@3g0x9*2|Z4P1SsM`w1t zxep)uP^)Ru!ABnK2OMV-2J<09mbQHdgbyD$>-0(QXZreX3^!xzQgjvGo)DRruKK-^ zy=_Bnp%Us7Z0?C;u|s>SM3-~Tz=Ac=}X%sOhd&*zrr~6 zUN|vCPe>Sc)m+zrXU3bE>Nu9_a*VUd93uKBd%?E|QgfHl!9jyKqEq@X^4k1nX|)pK zuot3v1OT9BBeXXEYkO|c8{F!$s%>KTVxH47o;#Wy;Q{$vh%1=GK0h)F5A!ZUI;nrr zv|ZYKNsMJ+OE}7K;>#k|Pa9pbjZb3<+;0#CVAiBYth#WTeOyyl=D98?g@5Ti z&U`T!q@jU_(F`7nuzZv|^o&KN0(m}lc&bs(9rujxauL6W z>#Zhn3B|jwHj33tIXlh;wR)vQw6rQjvmJcjFZ!c_yJe$gV(@H!4*j&H(7o~H=I^?O z$Cr*3EX$E6LvuKu%K^P?+RRORzgZFjkStammDQ(b$U&3 zvF7l_x1b(9uuF)dW3@O|=MxeU#tbb>(p()f6oW-(>C{i(q=2v2r_YIxpXk^?RQq8? zb#``eqPFFsHw*0oEKtdA5z_k866eVhw{fSi#i6vpGgPALGlC?zSW=QWuxbngF}=D8rLI zBO&Am>G66p3xI2!+?-rN4eXujKsc85iZop?y(loY)G96&do47x;OyBO5_K>7#<@bdVWU%35!=x?rTq!K z?^QT|&oq=r2N@w^@k}c?b&ZtD@(|LG|RTYmX>C30VAco(5dUoXz5SH?4!$ z{=kfUsD`S~Hx>C%lHtt}@3mX2HW0qrMbW`EBfM@5vE4fCRZm8kj|iIPII_Ee8&T)d zC2^OV+Sll=IAQygRN=nMp7E9mfU1qXVFR-ThZW0RCcz|cL}XMc676ZC*8v&?APXAS zbAE({%-DQT161&&4cddJCM@PKo?8C~uiETAR4^WxtI49cl}m;G4Y_Ai0I2=9-O&5d zoI>p5U;2K;PvM+5j51uxj-oaE#ZJU5RF%3KGDdP>4PD}jfEVeXNJEe+PW(j&I0 zui`#j2RR0WvO4nMZSZWv)H5woa2|#W$n-l3LY1g$M0vtVPWLIp3#U!MvMJa z06!SZI5rBRf}Eg1SA5#RkBoSNJS4t25rG{tf9)IQ#cRZ>3S%DpZMHFvW^iDJK*&91 z&PQt)5RurZ)7?Z6wz%0)hV-o@pZQDiBO3@2-THLETPws91fzK)*;*untWN$*7CHh8 zI9~w$ZtP&Zjz@Me0(taK%*R3F0e#A!JnUqsQL&g1t_E{3|{wkX6z0ie7 z=%tgD1yitGGoR@db$Z$@*+qQ3YNJKxcieI@;@!X`aEq{uFpllg5bDQWWh*+)x?bE? zB(7$4mWQ&m)$ypA`Cxwtb=I2*%7Ia)Y;?-m)-XdvzWw3GkYs8W;|S}JP+;3a56W^= zKbD6bGbDDf*z^;|U;QU-_h=fz1}p&hWu;1py_J=C^Qeep%{7;k*w?YiA(Rv;3b&B+ z9lC5X`KSo~ZR51J*Z3vwJAb9|oK)efao|DETh2WvRHW z-NRT7yAJw+nP{e>_1t&)(OT!XY#+rWK9&t1(r=w=*l?`kace8}=YJ^hnTGr&?Ii|k zb4-pctVBphS3aY?QQAql!x&kCzy1WENykXKS_@9*foIU#d>A#o;NRT<+-Q;bs~T)1 z*v*cF z!wp|6m|6nPm}*s8V&9H~#NrpPw2!B?26zq?z-Zf{=hiHp;H_Xr7h!#MW2;lM>KI6_e=8-Sq>yTXw@U=A)d<343|pSD0fquETYBN3)+v zKpP>XMEiQ!3E_esufDCn+O5pV9!;!%sf@cwTOP>3b4FUfrfu^v@%<16ZWDDKlMi{{ zNSUeZScoItdu_U0y=E32@tc*;U2L=t3-(&b0*toQ*LK0Ai5QXMtNCQushVQkrKN2d zzzuH+8?9LK-eoe^Cd+xr?;hy066ecchfSKetky94)jYZ{lo~$w4-D;d*2qI&KNF=i z##aVAnl$6l>HW`b4h!89O8m$?vS92D>ut0W1<^VyRYWy8!@NE3;aAVb^ss`@5%FxK z1?=sgJ`1b$ZP0z?k!`QIm;_m{-%|K~UZC;p&(Ht6%Lh#oU{NGoH4zjyRG}+ffw!o6 z66%|V(8QoLn+YxF4GWi#Rr`evMYv;b-OuWZ9(>K5&}F2QIa%3@sBKC|K4yIs+c_U@ zYv0-@^;J`J4i(L~yeRj}1X>iczJ<9l?0ox@eaS{N@#iGb9aGgCZFNdyvC$#&#JQFA z6Hc*JnKrizA;F6*J_`46S_!(C)f8TmJ>3gtq$v*kEmuy5vG0I2R%=QeJlB4JT7$~D z=)|m%LWnkFD628vwdKV&HTVAEH&ays8P&+%8@cUomrj4qK6UnlON51;Zq=IbGeIW9 zJkrBXFxy(i<`>acU0N65BimHUB?q2$`Y{yl=tf_QX{H`rh)pLwM!k+RgR0fKwEX*i znGH#wV5MgCiH><( zA5q}>T{hikva7}Ber$ka@s&dNjKXDpep3OPr^#nwh)-DZ&a|ZUUS(L$h9QVE%M+W= znNF{D7t0W#EVcCR)C6Z|v*2UMU_;fSP~H-vJUfW2 zj27&6z}e09QCDG|O*DVztGAcY@$^!mmu$#g)4EQb?>COATG@R5L;k;ddA&D6h^R7j zt{+D$;Iz=48`x@_g>Ed?NSraY+K0AA@S0LR$kx`8`&Eaz&qzehnl)^lhf*<1XK!K3 z9br5%8@rtOEHb~ene?6>EYneIW&D(2Khyoi7>4-sTAcv68D_PNysA=_fCCQe_|ZjB zF%nw5>NAs^(?R+ql$!ToJ~7cXTg}#OY*q_Xu#hcS0hG4#k8RG}<9;lKPg*VyI4k19 zaiysdC>2PJe(64ol~CY^+r4)2V-PGPb6dUrDuBf-yqnns5W~%6ax?sobFAK0O{OJE z{gBhXhRXu_K+%kB*IWv+et^hiZ3X)l)*4>(Sk1ofIT5RvwENuh)PiBDewf?@0CTX2a4NjCZ4Nc>ic*CIQduEMZ8(KI*&3RietitbR84P5Zu++Q_ z{yZfLc(TXT;@#4WpsTCkupMBr;LzY|qI&Y}J#V3+#w8(Fg{PeVIp*d@4=eGRkUq>= zTnEn{z6Fo^Q@&c1pZvV5@j7@|1eLJ#4y@-4cT^7c?QrFM#g92-qfb^~bn#@C*X`Fs z)AAK5%0eKfG@j1ASmON?oD4!${>~;xMb^t%;q)&x`n}cWA7he{-&8P? zqP$-Bv=@D;pMFf0n(zxs49C8YupWR~0VV%tc$k}Q zYIdLg{erVJd-B!w=Do8NIyeiSt5>-#%CnzLsB;|?!oQoA>Kl(W;QyA|{i1`!r#~*$ zS0y?6j43emWGX#lEmur03l+~Ln0D{}p}X~)!ojwh?1k2!$2p^d z@chE`#De})<*)`EgK*)jA(mzwhq?A~S+Tui^y zDdfe1cRE4?>^>>6$a6)eCyrT#X1qH3a$wIbP?o8)j8*$p^TR=zz1KXc0mJv3S=?t4 zqqd@mr4{NQ&)ZXOu|T4mq3p|Ys&OjLbd_ME45+7^2!YACOs;7!aK z1~2C`2K9l5EMw0F!NK!_N84m`uBCIX&fhy1G)H%6=Q3jUL2L))$IhE64RKlQ^IXIQ zxngP@o$H&7Gwf#_lwa{Yy@9D72S0Foy7(+v^$b<*nj0vR8YH3G0u?BV0faa&FYj^q zWfj3m5Bf6o+E2p;0B}PSg65l!Ej=(OK7rspj0nP7G=j_p!_@=ArBlF+{}X#&SV3dY z39y)*ohC77Do+H6nR%kL=Bu0H0^%@$2)<+QX{)cn0Ihu1rZ94{qco;QQ1&Q&0 zQy%}PX`g?a#`@pL2D(-bg^93U0CJ)iU~(Vp;Fb-zs!Z%R_wkB{VfA;U$}&Ybqy$bc|Z|4JEnU%1)T^srA3 z!#Q91S`-TbJb84#f~X|*Z>`Bm=*JdHPe3GezW~B=dIIt5_!K3Ulk39{s9NPAiJ_@y z6bSJj4?0L9i#Z|5Ft{E8n%d{V5q3nT)dmmrf9_I5LVzY@q_8+Y`qM)2d(Fr)w(c+! zvAo;=9Lu$hA%=T(2EY7|whYj>w0!YV7E7_m1`b*)hAoEx7n+~Ev@f?A ztut`L!05eF0(2gwK$7k24`nN8KF%C|^*Y~oPRC_r&bL~t+#D(mq>Q>t9Ki8A_SbXJ zrWN>|!*%sivy{{B@C$+FiFwa1^zdECgE^?R+wF3wv?U{|LyrptzV5He|eVt5##aa73SBx}Q=yPmrMVBd=xa{CDZeFICn zDxRQ|2Es1<6k$4yT?dM$uS9DQTO(XjwDBfviX}#d!vmnk@O<5=haKb)=xDLa49Ycw1P}DULm`?jQ&ulmm*QB!sS(9 zp`UH*lXDF8qFy^>m3#0u_ezJ%t?LyZxA zZ@_I~3$lTY0M^aR;=BE|)40Cq!exDG&xw*X657~p1MQSrF+WQN4cPsq`}klqRiq^! zvs*XChN=LAAUJipNntaK^7)bZN06mD^Sa*l*EDyzES{q)-<5f51Ya?RM#rbIp(5;Q z^8s{TV5T-lzV@q)WRT%jJDev*Jp`?!b0lKfNMn`fIHg_@UbKVgrrdDm9!_VP3aEF+ zv>38;r=~64a~l&OQ_CC6=wjf=U1gS<4=kG3W&1t=nY6Pe%+pd^CFPL$sd7DWz(?n~ z#0eRhIm@Q2|5O9E=-%c))$q)BnA~PAElczNvgSl#1Y+e;U%feWunCW`HG|lT=#Z9i zrhdlR>Hj4m1ZX5?2C%RQD_Uaiu%Rf=#03FZXrb(a8>s;fEvJ zIF-HjHO*BdMK}GrTU~5yEkuXqqu$O1voq-yAaS zasvB2a}TLapv}w~8Cd7ltntmQssU3O?fgN$h2po9B zy0ST25RQBcStD|BhEGwiwt9>Yv)lnuWhk5Qe#Iw&ycbUBbXhN6e_4-rBjD!;Q48UB z#V0Cj6ZE7OGT)Z~YA|}heD4{zw8-QNfm@`8hw_aaf)3_6@+#U` zR;f_ODdI7L3)shhdX4A+B(+)9zV)7fOB?K2nTyVYpp^u3i^res<68c-k=Jq(a9&i? z9QgdxozC!%H9F8q*tBOXx+W2{+Ot{nA9edE-{*ldDGpxE6ZZZdte!Q4JTGkeQ|8Q9 z#4|g*mP8cS46AVnt#ur%cDs)FcX+-V<~iL%ej;*36?&>uro9nDlrT!{bsFD5*wIS> z0hsM>MI_bMjdgR~h#iOla4c5L!g%6@MIi?X2xD{u%?)_Zu z1pkS}vBz0*Xer_GN`KnmbV?E~EWm^ch2F9~WPmHYI5?8Om|Z4MedFJkBQVL{$1W<) zvToKkRlW)IH@H^QTS?*z{Oaq>QHU6*KVANmV6E1AsN9?6iL+lsIkMt5;CH%*GRnF> z`L)v<3I*!=8o+eE*Ccf{y=;35!O2?u(4ak-fokUBD4Cs3;G8}V^e-nOsPGK1oba$# zS*=bP@!(Y9F5!BsD629vY#cG|Em=~N9<9q`TFvt@OBSs^&--Vv=hr6Lc7B1n?2pSG z9yR5k`+7+g6m&ks45nQu)DyqEs*7ua0{cFmZil6P)169PJex?0Tom{$|Gt@^vcaEyH<$Wmi+Qt35g=p ztX~6*!wROqlBK(o1Son*edu7Cp@OdLcvvD8;spVUvjy=FFowW#9_f0@yC2jW&kC^; zxVHSr^#d_ZxKF literal 0 HcmV?d00001 diff --git a/images/2026-03-adaptive-concurrency/greedy-vs-adaptive-diagram.svg b/images/2026-03-adaptive-concurrency/greedy-vs-adaptive-diagram.svg new file mode 100644 index 00000000..b2de46e0 --- /dev/null +++ b/images/2026-03-adaptive-concurrency/greedy-vs-adaptive-diagram.svg @@ -0,0 +1,124 @@ + + + + + + + + + + + + + + + + + + + + + Greedy Dispatch + + + + + Queue-Worker + 500 msgs queued + sends all at once + + + + send as fast as possible + + + + Function (max_inflight=5) + ──► 5 succeed (2xx) + ──► 495 rejected (429) + + + + + + exponential back-off & retry + + + + time + + + + + + + + + + + + + + + + + + + done + + + + send + + back-off + + retry + + + + + + Adaptive Concurrency + + + + + Queue-Worker + 500 msgs queued + sends 5, holds rest + ~~~ waiting ~~~ + drains as capacity + becomes available + + + + send matching capacity + + + + Function (max_inflight=5) + ──► all succeed (2xx) + ──► limit increased + replicas scaling up + + + + + + feedback ── adjust concurrency + + + + time + + + + + + + done ~50% faster + + + + steady dispatch + diff --git a/images/2026-03-adaptive-concurrency/greedy-vs-adaptive.png b/images/2026-03-adaptive-concurrency/greedy-vs-adaptive.png new file mode 100644 index 0000000000000000000000000000000000000000..242802ffb621c17f2e8f8ccb99fba402115426f8 GIT binary patch literal 98471 zcmY&>wq?nWde6eJ}D!~tWJ8wf~Aw=hPG zF3Hi1mS_0=J-^rU{K1R8?mhRs-zV<5cc0JM` zu8L`Wzewoh_T3tXj9Xw~vpHp)Mn~L2Du+BA(g>F#Ddx#l_Xt z)tQ-@+}vEdfaUD$?7_jop{*^S-@oVP=HPI6Z*T9imdw=D)VJALJRYBrkg&3{QczG3 z5fO2CcsM;hotm0zV`EcXT)ecj^rY7njYfBNc8-sa$Hc^3SiP&Qt$q9UZDV8O*RNmm z^YdF;T24<-OG-+-yu5;ggRxj_d3m|3=9hrLfVQhxee|KLL3YHeuAwhvB&0!T4P`|GAKXSpvlC9?w#qTd z?R#1`JB67TxNats*^s_rDAFrP(FXJBt!ax*{ka(Z+{Kg~*Y|T-#-AxMlRC%6WBJdg z_Uo@cF$2_;O?{R9cB4G}&7P9KE2`DMeh9acxwpRh@$~kuptK%wUp3R7hl90Fx6%rG z7C>1a>L%(i6jDE%TI{!gYVfJ%ngsari~H~Y7$!zxJf0nW2)2Cko^W=zWHZ>&yKZ?I z3q_Bg1!NT%KkZeS^b~NdCJEal3EO&N>zwnt>}oJ+b~F6`jnGpBJi;#$RGTu0+WekwKp7eyn-H>QqG~uO0gvB_+-P5yNsQ87)=4C4jdmIIN)A- z%}y7#C{r4_8osZRn%`~J;z6D%?@8D%6xPpd23?rQ%g8DXe=F*rxTW&y<|x3jRC|+? zfSVJ1=yof3P)%gBJW}#{lC3bG6XZSOv8_+6veUvtK`Z`D)%BEbd`}9qbB~^yx6z-n z;uA8BHF?_(C{%9ALO7r)I0&E6^e^?_s=FLeL&Q`G``^hF{BAAwZvXOI-1z-((3Tso5vqnbaEcl@o)A=L6Us;=)&QTB@B z9(*6<_s4IK+UHY-(Mmo3NK!w@NiV{J?=XSYdx1@d%d$WW70N(Q0XiOg%ei)|Ab5E0 zNMtS}81HrZHP0&nf~L0R4ln5$gP84Y-jLYb#Z&(JJp}3*hj51)O2gD7ObjXlXzpqZ`fc&)(pqx!doJP(vegsT~Xf@T^zmn3P!;ZEvtfOR4Jm+Y%mc z90VO#HDK&_)LpgGZSIkOC*`RZZq58xgWfYmEMZw$r#BuoV()Ms zw*AE|Eu(zEyub+-7+}y~LQo~y7*?+kM5~9NTE`tlz~kbfJE#jiJaz`7s)hCe%izJ; zRR;a%J4wj)B7&|Sj0tF>1IT6s#=vEDF6RN+BX++q9~KK#agHaBFtjLk9N(=)f<4vX zh*vvA7|BmL>d<6YHMBh0gyO{b9ZpJaUnpD7^hDy-_*r096j*nWL(ATMQn=o(Tl)#ChotIbH zBmtLNSr;H0g(D*;&w{l+B4nu*MHyAf>0-L9F7XmDI-!A07^kPiH9c?PFm+5>Hb~R6 z)DEqdioH}slg(JlC_~hvBMGp|9$DMJ=mQ0phv{k?osQa~9Zmls{4@pVXIDKY&Aybx zwcSUq-^(~`+UkS`UlhqI(_Jp#Mme~l{@etl3=nO53!mZvPK+yik#_=0M`BfKO8!A? zqt?41=&x}IN?=`0CUHn0yQ-#3t{kis2sOsM{s+a-Xvqv=0 zffP5^N>eJqIHIF2S=TXUSN-QkqN7sa+(xWp6DrBib@#1vwi<)<$UoBpPb+PvZBALI)8XjQ%~n4U%RNpi zs;qpF9HC1e9;x@9nmbXw$VHrE*dbwgJkxk!>2Klo1dkih>N6kQ9{_V8nFAk!dn~dF z7c})@83JDgv44#8)Ksa>dJpHGx@6oliG{vCv_=>CBpJneql+F1Y~3x{-PkfLWlp|o zGR?Q1=*Z=v;$DkW|KV2)^g^GmAJkFotltb4I# zR~1aWFCAHBl)>M1MfdvR9vJ!4+Y}AZ0eD|$LON7TM8@3IL z?5JG4yh4m39-jH`+>PY(+GM7}W-axu$J8e`d86vDW<&UUGBA^B1|RUyzo72zp*-F) zPT5%rYENr?U(o58#_JXvRc8Oq{@K}AiQw|@cFs1>uA6vCy^9jrLHR#4=G)`lGXmNx zC0I9Op1PwP79nUhduH~Vf2`j#7STTK;T|TmwCI^p^6w$WHQanfko_q{8M9Q`j0DS{YybNS>zg{bQ*%VK2In{R2rst~}$} zheKy2F9w+EzT7l2^lJ7H)LBy6MU}v_^0NsiFkNg<-lO6IqgRvnpzkNn?@vaAO=g=+ zO6Byzf?UlO#T;A&OeXVWy8*aOp6U{~jV#_hA16roSYbHxY*Ih>o)FAJ z9beGB=k9Z{$pBM(PXDtn!#eo^%^h=|fi?F`Iyrm8mkX9W;_Ks^awe;kOUH0I$)z#! z{vlPh78PQ5T|)rQCIT~&dXCWdA4yUZt%X)j-s2OXoHR}qZ{1lamL9rUqJmnlzBgR@ zPWro;W@#hCRu*59hYMeUNb3TSF?mL>P}LF6QGpFSPE)Q<=jKjibPb-WGAE>_k8p4G+zIJZq3FlR+ z>b#lyX}qvCEhxz0W2xYJHfLq>>QrgazHfC8!nx?1_dN=qkt^TOObN)xw9~geN#j)> zS{nm<{BX`}hwu7I<;02$5>oPTgv!EH*LAHw1h+oeK2vprd^ccBsJi*)f8N|XKv_7c zqK{^>kj~+hfvm`J?Ft3OZ6mU&M<_Y4rc(}JQV!`!EOx}S55k~ zvasZ~P^Qd0m{u7D*T23?qPg)_5j5N*z?g8EsWJzsJ2Cqw*Ut7=pdCE%9W_(cKWO1@ z>oVacj?zC`CQnjK8hZfXn2GytG;#Nx!X_pwvr`UGWxp|Rr#?X4S+Sh;6^ismppg7y zHYdn#*J6MWjYnJw!#8+bjj(fSE{KaYL#~#Q*4msrOVifLwVr;w+RkK%>3jN^bz zdLPvK!{P8P#2#r7Qb~;RnLF2QXCz1{d&SQBJ{Bx(^{c8%Vr>4wm9MU$ni3T>RO4S% ziSXaMF;8@X4&^9e7w|HKdxWeS-)`HlXbB!n5C1zyK%bTwH!lrjh6P6Z_t-X$R-;#)KErf7Gc{aC%2++4moC zF#C3}d?@ya5-^zh^jw)yhsyZ13o;?@EKAYrF1cOZklc!$L7XF7Sp^$KdMQuT2D1^H z)kiI&i+{4xnb6agUwVp81x0wS2(u#iJTuZ<)L9bCB&{x$?nPb*Rg;cg`7gm~_EBi0 z-;(d2tXNh0obh9xLY}CnH+}j`jJL*$^1xv8ThC98X?lxM-MZOoSNPZVKe3Fza(K;8 z`S*jU@q=|^>z%^fYd{ma2Q(5+dI@F^*Y8G2DWgUh4|{e0GbfS9{tJ^sj>8hwL8&Iv ztfE;HUs6r}<@>Q8E`2q-5cH+4n6xb*Jf6iG=w)oh#`Eo-xeh!n4<}$vnn{sf?a~PF z|F)6q59s!c(RKF?M_WlAC*|mjCwp&@?eZ4RT2bYJy={czeA?9N1~G=9DdN~l zC@P$F(4AD&>uk=mI!(`HvxJtzw4JX8;c4qgVwFrLRY3!Cm-Rz(9nxqD15I3a7<^>p z5Q&p_Rz~aB(DJ&kPc|dPKb!co{TX4O7aPZab775j?ePPTVB{=-npJChjnTdrm>_=g|m46z_u~aC!HDM}ZN)A69sU07gO&!kmdClFgQ|P36 zX{NT@IJ!`g?N#B2bIWXFScP^yDuy+txu#6&8A!JSRM3a+n%$wUPGJw6{*}h%b;uls z8QL<`k6Iyx>LNolSw`i4W$5AyKz&PnZUE0}zMLnO9ooJJ^XC2?(?#^%*yoNGr6b?s zt{5vk6}Ru!9;d6ASdEY?8^X+wuiV&pzwf(rc>A}p_gq|jpovvXwyQGHgBNlwA{$qO zi~a`XS_AN6F0!F#nm_~A&8=Cliy61|8*ZB4bz3I$&^1%%tp5??U4y9Q;cm(g;y9yQ zS$JQ4Sx#rl!+gAxWaX0K{9yeyYf{<$kOEugFSps-=VYR;4e?Z#!s)rJk!FYd#grmJ zt7?np57s#oUBgS*^VbFVfs(tqlnDpke+DPQat&C47hk{V&#<}@Nqd4j$eVCx}zVA>qcE)yHoi)9y>~ym#9kK-+7fR^T?l8e_jHW zfa?D0-(oFhqjrmX|K{U5&zzhLlT;uyD69qY=@UzCN0L7k8+F`dk`A``OYn*0u5 zOO5l;A{WGJ=ThE7>)KB*k1K|U;5P{%4vchs2Z$r`^y=jF7K_DcYd^f=RC52ujVkdU zOXm<{;HjT1V7yp9k9#79tBd`EeU?Afq}?V^(|qSgn?|1hBchNUdInRvK82P4|5B>r0OuR^sqCDy7T?rzr-t8U{N+9GPjU$bxg0;PSF?F zOqzNK&oVTqGmr)Ji4P7vlK9>I=pGENj2>`JmZf=8Syxg>;Hm!)wiu3AM$i3_&4zo* z(O{?p=A%cZ!pw!YE-Q%IKFW+ExKIRb`-R&WumpWgxx2N0ErwSWrTnD%^p^}?qOp0? z;zs#@nvigA6Isc;gKd#E(d;ZEnUKf-DUp304Z*_^hY!%e3m!ipn+pV%wD);6XH*4c z7UUa@Qz?_lcF(Q?0w=N*%t6^+_YC@pVeq=;hr8CLQ=0Pa;{-!zqg5&4Z{diqC3F6s zpVv9{*!?`Bjl@LJBp$RMp^d*}h%Q`Cgqsy+Gk$ptJl6$40`19|-O+;4(5-%qpM{A5 z(ViL=bPonom5(!8gvi?I67%z4y&lgN(iS=Y&5r#$6$QP3I^`W6kw^!6crxb0+vbuF zE-$&Cv#Tnx#4ixp---F7L{xRGhU&p$MqGv{+|cjY*!=Qv@*9?5f`}_+W4XvvsR^5Ns1(6X90T+DE{M&KHT_%d_|Na0yG!^CmN-S^NZ{Iv473g{;9)X*e~s5?xFJiz?E3N%bPsW zn@0I??#KRCL}I6Ha^7o@yT6`Xg4O*lOi^bmzw_^Nrwm^20L7iz=QeSx;rLpNlYun3 z+do3SOOWMnmlx!VoXd?wOx?2nEhbi7?9fY-2J&M`fsZCtUoW=~kv#J{#F-AQ6y+#S zX_DLGV`2D<$+=Un1vc?+|7k$sa?$)1Pv0&re;(PpW!B=I$&q=yd7d^@)PR7eCG=H# zq@SM-DT&q3bMZX$eBATt@w3vZ-(=klBlPix;ry%DQ6URAGUDdAn{=V~nVyjEOnJY! z@<3aAl?3`q#e5D#VW5Px2|+yKvgDsrx6$Q{>2rDOoErPLP*jwp{6&yJ_|5JRK5RAN z?kzptw8Y!QKvrj`yz{yLqRt_H!lVU5u`73PA*D0!X;bA>lb@!UAHvDvsmPT@T2?C- z4Q5Ft>xJ)f-!PtG%HUHt%1hr+O8#O*fb%ni$Y~P{Eqjwf=qO6tbx(<(xDmb*?hbJ`tQ}FJ0Su%Z?Z2c zFSWH5^M|`tQ9is+`MK61saf#*gP0F=Xlj(BQnr|EGA=K%HjBd(bt%<)%1MW3xljHqdJLn2%PcpZ6B?k$EWop^aW=$+;D=Iqwi z+?$2Gfk`){Cw_-gMT;rXQ$0}JUokVOT=*88TL3t(S)W|kK#nyu6wH_zcX;z^Ep!g1 z3B3h%M8My~K3F<8^`^{77`|@f`IEn2O#c-<>oqf^w9039BW%jj%1}x5-%YdnN88ob zZt!32KN1h&N(6)8ju0yNyvqsn^~qDS*>K;a+YqziM1& zP&1Ue?b-EvR;Du&;p$>>n4AHOn;i8*F!2e0S5|%IeA9lt=+%t&)dZ-Z>XZe&jzE2! zzU0rJY3K-nHrg4;!fj~gG(VgHZ25HBJhQuhAuW7FSj&q0Ce`&6m63tEcE4Y>7c!%M zrA$u@-=6;15hymodb$}lR1JGlsTK4KD#45d|Dulcrx+gJb+h;bxwyNBYJ82}$>3d5 z1C81>NFn2DMe6kbK*Azj*C$rrW&t>|b2$rPK>k1+X zPDM2-hDLAf4B(CrnT|$cluA{K0Y3#<$l|4f~O zP0!)E0uSREak#N;T`9%uaw3ys`5GeDf;ztV_TQ zd0OKPD_kyW6e@1k$tq4+t2vdXl6L2uX(pqyFk?Q$wK^l>@ET7wYfm6pu%j9DJpazv z2O-l`H3jX5Nu9@%HP40|TsDzgX@?{>MRa|dWwycu za4-V>bP&qc&SOIzojyWcqvdzgjQSP8F2mK<+EmG(O(LWnfb9l;@yI>s9b|BQ@WCKk zxjm7lwMr~yGMw2lTd>5k~|r zJnJ&{{v)mR{{RW zfuNloR=kUkgrfaK|0t5AQ_Mu~yhexaI-&o_yff(RtmR#PlsPWPm&IqUSF7*_t!nXP zJa?OGyK2NZTnJBei1fQ z%Vn}aFNwFp);O$ zPQ$Q4^MsR1oU*7vj;1D;v?KVlf|)8z?A}NmE8Uik+5b4-W7?I+sA`p=k-PZoh-16Y$;eT@7yhiFhI1*5naM( zerVv}A3tnlOetVkj+Lny)X~=8fvpiD{qB)io)`Mx-U2MM z(`8a2Ky;!o29OZ4mgW9B812{#Q(ib@l4!D+l4wU6BMZ}Xk7cpAcQ;wL0j+v`8!`dn zJU{T2F0a0De$d>bziFZC{m?glHO3v1Ta##WZz|M<8X@{;n7de>C&Ei^JhI#vsqI5g zt8-vDr&k#88Ge3u8h)NIz-Bv+_d_j;yTW&vRM9))C8**sv=NHO1p2Kv9;EB zV|{2n7nlV9$h68};wU+WX$}?joq417rwL%OM!$gpnokdvwQS3NHK$ew@qM%N@jit`UN;ee zQh92e`sr9X#ivK2Nxx;g=9nL_f)EEz=;&q-A7hw<{tr9vuecB-FGJ-kler@$6K6X#+eXLI}E-3s&bV_zlTKaMAF0TrY`BbhX$-YU6@bb zU*Q>{gR=(qneK~!7Y-p8_&th~R&g=u(iSso;`nT3(X zis^`~nj*cHlYCU{7RQH5yo87e)t|{=VGdgFrG$Y6$M1t!%aO$3W$^E@!n-DkMNfo# z8k%Vr{fMQ38qPTz1{0eACM8%@EH)SM&U|q~kxd8-Z&bYwV-iSUynR>tx#WlMBym}~ zR-|q7^PDUiUXw@3W#iD_=|1Lf#*vJ}j5M_l#hz4AFVZMalCA8Jm*pWi4Sw!YCT321 zYpX~MV^s}CIZi}%0H5K7ikYeC+>TcRM)L&DE z)gaWWv%k3Uzgv>UcFPrr@xLg9+0zTNKKRtoi}{<#fbU;&o-CXaL4L&z975&YS%cr8 zg}SDor(u|MsK_iK8PoBb2HuhY6@Uw@KtKYmZ}qhqv#Q_K8YAJR)B&^Qc0CHCtF~y9 zjCbWw^kEMxJOeu|uy@!F;klUKCwn&x0)Cd5UYEhMHsnPQAlqlqL+*5mw4P6TmP06zEfqLA*CAma$~?`$+uJ7jrF-6-fAJd8#% zpvzw8Sanl>WhhEE{r0EYzJnV@nSROshDX3;ft|c*`d^wkdzp>$tk> z@cgxJM)Tej)k^9BaX$`V{@NCX2em-uT?7`dRW}yBjuVhT+9U=qqoO0&duZz9mxt-( zm+vk%SVa@Y(otn%UUV8Fb92j?e}53vd~51gn+|;4$w)YGVqt3GW`O1q%4`$D zJ#u{`5e~j@>!JFt2_6pY$*vm727%W74tTWhs{u9KN5l}4yQdX~jDiD@1o3j|USKRUI6~`$>A3yi!YoC4)FcSj;*T=8pl-q#<2KH!>c48RZymV3aWaaNPgwo!M=tM&Q=ClqabJ|E@X4V zc2d5}e43@sVw3Rd=Pblwh1kJx-v{Sw&Atxx?1u@#J?D0|QCU9V`w7){r3kbwjBCwP4hBU~peXYH{m<)Vqahuac&INz6isuWi~fwY`v;nShdt-*~g` zMHKmetsS!v&#T7p$zE>10vUV={Jb6W3B!1Rs%kYMwrjLuy#7E8u}-x(Jh$IM=KnN& z5c@JtNQrNEWsvKcRqQ~A8!=!(4hPVsxY!t0Yz?A+^*`NHn6+Bh0Ii8r=mlfy%D*NK z+%*|k)P-=_9U|8eh}uL9T(qY%eYlj)_TF;IWv@vaW@H|cL(`e<_RlnFARq_FgpbG|<>*gU2JE+y$63zdbN|yb=^$3sy*bXf}YGL+2 zohF9F76-fk=6QX=(o^XzdCw5{bIdMVS0;Y}15vvF*edF`^N28#*u>+|*!l%+%-kX6=<+f~Ey-pj(-BW7x+Ozn4K z7dq7CK)Z^%7aLQGA233<+jk5;WJN!6(3A|Z!(M+g*w(prg)4rRZ1RHV=W^>0Many0 zix~DVB$+Kc+E4z-c8IMVf6CHp||at^(}$}&n? z*zWK9r-`a4!U0OP_B37{aQLdqL+5d2qpkCh__v zNmAHau>5j<#49_BF?cA0U*mgD$zrL{H5k1^Q0 zod)P8wp(ZgLzb#6Yvgv8SUfWQaO4jfH>tn_4GrXkhIVHj9UB^Sa>eHg&Bb-e`|}EXsj)Bh-<#>nkC)! zMS5u+E}GeMkY7*}#k(cNb6(H=d@_=bwPk+~E(Tj(IH>{D8cChY+?OV-5?DKXvdA%p z5U?r5RRN4D!(=9xe+4mU80LoiuquorwNH*7U5O+}s^R^K(W{FBTPAYZ z?m=M!JnwN!wV`PZ3Jnb`*;G%5Aqw22-#P*) zz7u~3y3RIJ~&>{IzC;9EMx&CN>nwU*< z00P{^s!Q`D`ngrRzHW6PH%%wZu*V!AM3u+5efwA&hv>UjSy`ouXXwZa(Y=WdDR?>7 z4-w=jbI`;&l~t+W1$1eAIEhfmpnH2sl#57{q(9gyvfUuE8lFqtcZk!`CxbsjI|~Dc ze}YAAHx8jW##pjaB5T7(kmrX`lVPYio`yF*RG6q;Fb;7}H09nV_D^w&KRQG_k5Py* zw>`E%6>p|Pcx^~?J+hEeCj66_d`&Ud9B)TQG;WUKsSpWKE=8kG1z+5U`)TCg)g@HR*hhZS%* z8ine)*BYfoa<=tYV?SkhJEKodY*;Q0t7J){^Gluy8dhkLCqnGn;)0UR%17*VJo-HP z;IW%+4wh_JEtve+M(`aa1r<@J=A_ex+2Nhz;@vIQB}y99|M3t zvi!)5UiQlMCJhN_Vcg>NVg}D*+CE+G>&mOGYqv#j-XZwkyp^Sjm9vL6`a3%e*K+bk zdnj972}D4(6(3?*@?SiLCUnXV7t(U(ayyq6=*B76uPKnoNN?nPI<6XDK6h4n^>afO z5#B_S`OYd5r=&7|z4*l)_zoj)ZD^5I{%R!XEBXVsHs=D@hkgyO!%_~b7yZS5ObLMvu+~%dX+`nU!MV@z%1NNqG$=#Sdrm9-kb$t*jCLPeO+hAQOuhQlv(hYm z71v**=%UcGN>fLN*7Il9p=JX**6N3pvt6%G)!0&8HE0`Oh{r3vDiJyTU;A4a;|21$ zSiYC@e{M#<*hquIaDX0QgkD5PAt&bJH@~@gX9pygl9SH4T0%C7k6)UE>x@yIa?Hv1 zrr4WIA&D-t-*GCPk3XSc(rCk>%FJ()(L$cA`t?zHPTmVyYEL61Uee3y@a$OWtDruE zzKP}C>H*G@l?S`MVW0lS`eO@WmW|z{L;q7X_Hu$XnH3bHbu8Mdi~b0*65y9kAEK$e zk*RGX%<0OX*PgLPeiu{~RQ4u*CIftoKJPYgXxe4?LDBnDL%cjL)bSL$_wuya7JW+7 z`A?(c6&jGPd;^Gop1q2JH!b~h1eE}O{|(D?c^X?Lj}eKHr6!w?3Zrl9-E> z(}VcbKy;b-=fG(|(VPXr?muoDFDD)&UJO%@!t(<3Qpda7wX?#KVS2+axF15@BnBOZ z+%_bel`+`nq(T^^-!VfTgy`nOTi{uH3h`xqg zk=dt}`UYph&S;+8*FdzS(1Pe?p15e2iVat>aK0^jOVgy)gTb-qsRX`o=9tlMvEZ`+ zP*9C7LZ1UjMnmuJmWainj%gRgGXl|UzvelgoYL{2k*9pycAPkuz#Y8R4nt=kkmAUgCWq`|oXk)%0W1fVabBOx)>M#*uAB z$Fc*;T^nM;$p6Un57*YRNcPgGSu! zhPwikl%J%Cvit=<)Mi>?TSr6Q;Hdz#MA*H zhSm*fuE>eJ(&yxoAoL`bY?xG!#**P`PRKMi;)dH0jsuYrdQ||RS<6s(aY_xC zWP<2|h^`>?I&V?^wSGARGzm6zm~2eh0McSn6=4yFxnX^uFh}`Rf$~!D>Whr8Uc)^& zAtV3m{c@1fkwgnX2#{#~cXeJpsnbQ6?z4E(HPRwVp`KplEvAyW@FLKxL zw%+mO{UI~JRV~wqo$MxO4)o!~NwAfytD32yE8}QO!{3=!megpxay9}B)4ixpOQ7I+ z(sBfx6&D&@H&Zb690ZJQ`QLr)qzOb8I^fYkjnspY!>`uQND>_16 z7hC1=yS{x%AT$B2gBtxYX;bV$PwU`mGHmD+NN-~QJ%J^)PU}vB(~6QVg2xXbv%!$9g7=b6#<3RT zY%k>|xruT|mvUuVcUJeSF4HDfFy3xt`&oR3)XF8nCUwB2F`G{flU`w|3bX~|M}14h zkmU-{3CWe+tcLf|QC9-`wj&-&Nk`^GUA| zhl;;NS1Xl1e~)0|U%0ni)Rmd9vF)29Y$i=*l8ODs$ic(&rW=3 zXzIq6z3A&p8`h|ZQq}*Y1oUQ-K19glekt`Mk|DZYG%>82`?V*bjrQg?z*!SC10G+Tp)O9T!jn!f~`%ZKj}%|>-I(evCe7Ed4Z&43P#3=SdmVz zMw7~U7tz-A**^3U;TRVD2DbZqTVIxRm`U0Od@3BG@{3E=;&4!(Y3=6tUCR;@50vh+ zK0#s9o7?rrNo)%x#kdcl`7EfdI zQdS#%)m9&YN&c^8jv$E2lN4a9C%u8P_&1;-ozP2D_sFcM#`tM`9OA82uTBBEM$dGo%WMx z=wCY@6CY*;I#rq*TJWv(ts0TvmUro8DJZx&m5RUG2v(0q%g>+jtD-wtMH)U$<>CHN z?FJc`?39d~B0r>v{zn7*+}S53fu6ucV`Ohkw*!(7y~Ph#F%Ef9Nn#R$AZ@79JFP5uc1FR3 z(O89zDR+BlP^CfYFWQ91IlhFQA|vGzkCiec+&+J@(aX=oG&~Ts7c;q}{#lJP(nw%K!H{DWY1H1-Whhj)W_Y>v1b^M#mI@N6&?~Oz zmcGw`^w7Pw`)LZBIN82ta(B#pOYVP}F%3G2vL+Ram` z)LcBv@G-Sg5~O8Xpd4raME;zgEr`cc+u2h6!1VCO9jU!Qmf7F5Z4!Ule^%SRGc_yK zXlPeGyu0zb>;1YEpm>#9=gZSkZBo~uAAa`b<=~)U_p1$l*D)RV`qmeG`&~CaA*JU^ zZZDqc-{PhAj*QYIS14D><>e54g?uLa&fvU(AyC_@o#dT?@9^H0j}IB@|3;T-etlx* zoo14V$`nfLU!9+%x2QBUFn7r5awUISEGiPOU6jn+**Kmy_+N^dUfsqfgP*z%ZfnSf zyRKD0=Ed^jU+~b8jBv@5zVz7s(e`2ZRQvPr(VeOLMKxpwt7ptv0`~6L1KwbMR?kb5 zd{EOPXBW|xORA(Oq-oT;esus~nEB#EwfTyamJW;N+;W^ni5c=Kgk zeBAWBM@afi`{rJJTISW;`kMIU#n(USOb(w?=(yx(uNvIOovHj$St_WKDD!F*wpulY zZNYVkb(xcKg627293G!jeJ1 zSWKlevMMk;fs9_s1@|xCm8kB{$1N~-M(V;`&GDzv%$xl=R zX0@Sxwu?V-Lr%J7(Vpl!UF1~S&bQ0+272Z4RLZ(MmDKcN_MjF^1%%_dpI~MzZV&4G zlvsHYA4n$j{Ck+qj4VVS9>f`d_a3UXuygl;HR7o{Fc!DS4r5YMNF zMc;Kp>RZCZJ*t_3oOc4 zCjMaU=y;45IZ_AK$kTWI-?g9y!i+jlDBr?I5F0?r&|a3m;V#lZ9t=>)XT{_&GE zJ*(c2{viPw5Z(K)2S@YH#?+#T(?Z1QC1&lmaDC`vw>C_k;A^V<>TwQs?PgXq4X>pM zQX;?T$IBOS_ZbamTv<3~4oSxC(0a=7d8MmkAO}?|*SRE?go{l?7Iqtrn1bkTeRSr~ zy!HRAwS0lB4UM+hfF2o(zr4lxecbN21QhxIA+I^V{V5WE0nxo-YrrFQXEe2b52no; zwQ#iSS(V=q66$QZ9j@(K&hy;Jtnv+LSQ{15OzTDW?!@}z36-*9>)rZA9c^3je3J`P zM|sQZghAIvXL*fHH*XixAU*uUvX$qs(NJ!~xDo!rh@3?)a@H+uL-55u$+7F5liaHH zCbF~m;=a4DpI+z>j!4EX@fC?1KQ?bRpr?7oRn0nPN`CzFi=l~MuwM^dJnNP@XUy62 z++`YCrU9$fGG6Rv>ag4$eMfqquijMd8bvGLzPx**w9CXMIz#HO-W_wVmkUr-7{4D% zDw>l(tM^IDD^rq0&E0e3@$psDzLu@eMHkkod4}xu6uT$&xHD(z)7v1EmYk_SW-wQE zy@obgQ20lEev0c>10>|Kif(Qn?xkM0OsP`~;$y~WBB+>gc&g~#t=%gxYxo-dYdmk*i^ z1XghmGBnT>DjjrmzG>YfURd?qM5sphqat$YR&MFEPj+EfAuZ}d2L2jF1`~PZ54Gy0 zX9S8w)DT{C5(`mn0tcRW2^!^w`{8yEnKUNzj@ocO4E0bMK(WhROkS-u_sn%V^-qrj zOkM0FnT$65shHT>u6A2jzgFAtq7zEEf4WXSUin-n{??FzG;3t+h+Rbc!JL7>%JacQ zb0fF(Esa6JHwr-V>@5#TKHhaDB=%J01y&!3rRvuNm{2D0V##nC<5`@1_ma)YQsy&{wz9*GRy zDCSSy$Okys@J*)PRT^edzx~(4Y!zGk)dP^$+(63cNM6=Oa?7w;D%QH=?}--M15HOG zSklnZW6jA_XcuS#;Z2%)n@cw0`XHC4Lh@O|S=ckDLPv)>Dd#VVew<^DNCSsN?aV|{ z4>W5R;V;yuq*1pR>2d_w&3Bv@{oTmr`7=Zh59IaO3=n(!=8wd~0|raxQ)T{&pl~+i z)GI)7u`Nf3Ny|)gznn@li_EoBvNLYuBZk^iaaxuTwQDR^g@NQ7dPm_>MFI^cg)%eo<1>N&-lg`XkCTu#5ZE{~_wD1ELI?hmY<~ z2{}5X8)>D}qd7W6I2r_`K@pHVKo9{z>Ek&10BJ!9DS+%N$qHXOF?CLk>8^k2Bqjzf(rL{{?O zfU$S>U5+t zf%ciVA)`%6%8G%>Wo7~DMWQf^zjsz>1lK*wQohpfmS<**>A0rNu-whe!ff!hF)_KW zWwgjRf2OlN!x!pTsHk$%OS^`6FJLMPLWY9K$~5G8K}Iu{9~j zAS$t?aE9+i3xLs#phqf}vdAUz^9?;?N!Lc^j*8L@Ufm$MxvB0>m`Vc8Lct;mcick4 zw_;h71L&~Z6u&I!F2h-h0i zFUoAw*?PPnZ>W=AkHgoeaZn9e^^4Ij9aYBPUX4dcJ&^U|gB`O~5FZUWT0*wgWT>GJ z-($kd2JgmkGMIWy5ZE5D#!#MbirR6}hHuFHWRHkTQy>~oQ4m_hIe1FSjns6^u0uB3 zGX)Chw`khs#Uq0q<{M1ry)aS8w#M|3FqnuDx!j( zs?mES88`GYFu6$Q(g^!lI@~iYmBf4ajlY`!*z0!I#{+CZd@ygQ<;Ts$kv%76A*E(lB3H8z-H99bnhmd@APMm__sACeAvN*9j^Xa9W`)3N!wd%$yTlz6V^BikSyi>;F- zgy!1{ixo6k$FVHV%s@tGm$Y?_$i0bPh7kHnm6e&*?d_wASlZ1#B_jx;;yYp8_q^A2 z)a|e@{V`r-QuY|WuzXs^zuWdZ;e3xyOJ(CJu4E~$9@v9Y&HKGTG4B$Ls}k3!D_>cQ zT@eZv&CqGS;FNrBhAy`Fqa*9^Hy`zrFv*N^S6?JdzXn8Z~ zi;FljJeXjnnF%YPQk#d#8iaXjl8ofrOlN)H`f*VT&4DPjP+!`Hv|uHfg@70$W4uC; z731jp2GqPJ;qAOg*?k&FQnV;uWKpRYuQMgD->P0liY>6Vlto0^L`Cd%zobL;08MM7 zWV4IZ*Vj1b1v`W+yjP4&B0RsO@mZjMtAwMizi$29`)Pjsc~;lh644Gh4hb<7=&E0gm`*AG-YY1xlzzFF<&S5LZe~orGs@KGY7)GGjs{_J6yw7`@R}%uI7-a6WvL$khfxJ^^cu!BXmBDU&NvU*X<;kZ!5D z0dvHCEF=*N5xV7Bjw&=#^wI3oZWs?6SQJi}*=m#-RdiMdr;lTD z;mU3e<1RL@6`_x@7@G80jJH?}rLv#S{TFbAHz-Oihxa~qTiU}PzR{8|OaAiDx(f+0 z%9H1AOgqDt2BesjhJb!eqhV4bV;kP}*QHv;hyE9Hp6oC8!HP)=KiMKx)pzo*c0Qn% zLbOiNH8&Yyb+4AH*Lcqakf-k^B9U;*QkB-CV7g8p60(-Y z@lOP6PcHETB!!*)RbMSxwuceyKY}Er>>})xxsO-(FC-k)PSP!szw-(&xPbaxi`w;$ zx-e*|m|6$O%sNYt#t=mv=$M%wnRBM8(m`19SWA9#p--3MPNZ^s1mN4I?F-Gg;Z42L zatf;@Hll-Ai^+k%wDagxuh2)sS&=zUa_V$MLuzGn6aXWhGB|DuMqBumDlTCraF%xk z%YTjVdhmLBEOE{-WwON#P?NipO7E>$3d}0^K{#_oQ?wjP70y?wgeHGKiPi(^7FL?% zqkfYzq0u_LbxrCOeQR*WGvCdx+YjZc7Ow(uLNRt~U2B~fCBZyewG!t8XRZPic!lW| zflHVkIO>`2z9kFbE`V^K0dNy%!kXtrFk%m&+3G*n=qCLjaB!s~4dcu3(CK6-)-rN_ zi2xF)?KZ@4ea&!9yRtMAulGDeLy?61jg^}L)|&M3ymzHk zQqrxo=u?-!%cbuNS2ituRifNKep-lntU)Wp{dbgnrYvPz)-`5S;JaFw2Ctke_tM2) zv6bnA7PZa37uTbKk!j8G8zAo%u$lja;ZXzb6#ELz{smhaF@W~r;|H7-Ek7j83jS^@ z8FBXfBy!no__>~;OYo!Sp8EW{{sS4I_n|yO6CQwPfYvtvhZfYBhll=7ZlP?uq!^9_ zPA|R*7xtjWci+c^=0(5Z_7}2)6Wk`_(aBUu$jx�s~6(0bbH9R`=)M1P#m77nJw_ zkvEkVIlvtnce-zhjC7;T^x@wsUvW~{G<-NZC-O0TvLmUm`Mi_83;4$W1=o}AOGOS7 zPT4`;XaX{!2fz1nOj&3)^QeAspAZ-@Q){`t5VSD)K;j+a51!#ie|B#&t8;6z`wqqN zf3dF&#k9tIX{fCT7zyNV->AYm76D?zznbG!7kpyg)X6W*@qe7{1oLXIQ_k|oBz^pj zdvx`)-@Nzt&a>B|f9FCA9;~Qm^_f{SZ4G98ZS~CPPwfsra(~z}tik&9)=74`duBwD zCdyh)r1T)y?^d|dL=Rp{CJ0_xngrsyZj*Vv96T0H3dV{3!UTOg*5jr*;n!cu9Qb@c z1L2w|b6sl!&oEGTnP0Uw7-~d*nKEy%NhE1<(g(uMo%z2wePtMzcF*>0Lqgg{{-Bi{k;)Va5}=J#V%FhBaraJSf8^?qJlHzTLD@QYM)C(GrJ23c6xE4{tDg8=s3>U9EtG4<>PW>O z6lubmTA{5igc0>0bTkwq7KPr9^BI2H_t%r_6b1B$i(t{Flc0`8HM!cHJ+yrTDxRR1 zoa`G{*^obM{mAX^n_h*icLRd>Y6k4(qMprSX=eS4*_cII=l;JnKHvWNc{(7v*R{y& zSOcoT`#zEMX<4x5(C{-z9$&M9T6Pl!#GMNd0GiAJd&O01sl597J`M8R3LJk=U3FiN z=EK=qIMQH~@O3;73$wb!yorfsvYOV{I$rLKZ*;fA4WoY`JU5?G!bAeL?rte1%y{3M z0iG=8mMQy2@G4!PvX~hpNlUEDEDmE^xwR{6)#rT+sIe zP-g4PtnV$7;jN2312WK4DNBgu_yn&QaPRj^M&mdrj*1YnU}?lf;GNX1FUO2hCBO(T zr!pY^zS_v=Jdos(0{Z(D04l&K&B}P5r6MW7vGBVN4zN!|`4tT`3}E835*su-8}6$j z)p)=l48yzmCezt^Ga`Dk*ZKPIcYA+@VF)m&Xt8i?e!Xp*y_-TMYFzKreHtDn{nEt* zKMs4)hOTn+Cr{O_n_maN1Yq(>cW)||$V9rA-l+L(pf9u)FGnzl)vRREkygTC)*mnK z-!1zor`>JzW6LigTkL*tRNo$8AF$uvrPL!=7xzUgkD4^Px&x$N*UQmbeluND580$| zfrr1vn`pnYAN**Tb-Ed@nYutXh%M%H&WgOT9dS|aElTo#lInT&ju7j{-I+e+sHJMc z_O6`W7?h8*h;Q-CC_JbHye?gwNbr#D+las!r?6>wI=pbN;XMMOThX zD-;9?(ch^fJhz3&!!Tjy^f}jkkkhQtW9jIz2+eTB zaK4F)mG>PA)!ZGT9W{GCIPcsOH?l=fyCwV-^jPFA2KK3uqxcEs>olgGr>=*S%lMDw0Ztt`)_R~_bDjnEkQgSJ zCSXDb#?u=_oZCkJ!>(t~5vk1)9r~e0*WY3$i>j==O=C2eW{_wwlH*--2i(x&643z0 zH?WKM7hM4%EEMkA&%+v-HuGrTY=(uM&l$b5eM5LTSUk~+vxpA1V;jj;go;tRY4o5T z=O_@LbyqV2mRMyls-bwa)v_Dt{!b}ryPdwd8b%yEW*qEYYm&4{FtEbTdkh{~tq83L z1M(fQH{}zp7zo(RvICCBbFF6V5w#MDaSE{a4r##TL$~{C7##z!Sh6%hnEjH8eZe{Y zHS{!R*eUid+=>8BAa3A?aYc68PsfKK=b_t&!C(|#I~V}RlDK7Pl^UH)c!1b|cm_mR z&cd3BOR^e$Z_*>5qZ{A^xrErBGOF|>GS8*33`>G|`z&|inmvw8)r@7& z%{5-NV^*4Acpr!NAXCI-)r>eVoa!*k+wcCJqr{KudTG4%{6zHY#9-AuWeOJm z777|o@w$)ux(0>q;lUwoSrqY)oWq*_GEKRO$%b%5{~Q@n5N8nJWw+Q$i#P6Vb}|Oe zEHE;%Z)3Bz-ZN>47!a^XyqwrKA|q3*mF?bs;R2#&{zV8PGmSMekgS`o@l23~D34<= zdxumaHL&?3+SvTFa$H1ib=)>1bmwu=Y7rJd59Jj9MtKWJv@B}|Q9tBauB@*cyQuqQ91d&P<#pKzde zKzpb4>}q=Eh9#FYjoPK}xIT3LTvP^y_Fr9RR(7p7TqT`phk7)0mTO7#vS@a6eTeKa z^UEwfb_oPE{2<(}YBtejmBP>shOldf1X#R!WF?T9)h5{hpO~WB! ziiWpJt*rNm)hv9c%jz~??zLZHWoPLZZUVA#I6oB#n%_p8m}8gD7cpKW;6`&i#`=Wf zMxB0%ZWLGbnVV4hXS2{9{a+Jz9fjnvhHjec1hXPV=5zm`>9A=|0A4mO2$8z5ea}ea znbXbGbxCgf>wRg@!`IGXG>7lI3^*!BvJ~WOO)c31&!V#LKm|C2dM@a))ao%S?)Yx&IiU1PTZn#43L1Z`Rw^+RL@`H+` zu~c;ZnKckzk4Cz|>??ck>0W1JR9Ab?!{{k5l_MQ)UO>|Uc3%IM%O5vo#&P=eszT!OPR%7@KAj${gYt-e8du}6a?N0olj+)M3%^J1Q z+}NIF=kckk`W#bG6zzO;vDVtyxUBu$br>=X$Cd_pU$71`bwQ}SPhh|vd_Yc)VzK2!Y2%ld+Xv(`Egmv=hurr)dUH-pzO(BdH{{lq0Q#td_x7j z9#FySp4-4)UQQ7)D=O#xJ(JB08hVby_ou3r(VPdpnG&wP)%VuITUjx4(_J~94J-F= z0#{XRJuGk77vkj2F1RwSBh!N21(WG*m*(E+rQZ*jjO>x4+af!9Tb_e7)VjrAU)&kL zYN{+(R68+7YA>S;ReD?y$BUocuNiO&G)&BGkbk5D%@^QpMb(g0JH39@q zhyUzB7D)n@kTsCyn-ehVHy)cO0;glfM)%X>7~Kv%_;kBq-n8Y8WoL3MRTvRgEfTNA z<}Ho#)Y) znLDo!V>k=KL*y)5=2N&G$w8^e-Kv2-T3gl~O9z0rI=1MgO`B(3kRQI7IT@gi8c#yo z-_=tJ0ZZhUE{vD>kEM374cgROq30N3WC(nu#)JM_iMe2T*#Y^p>jQ6573I`b<9S7D zc1{>@V`j4r@2tiqCjJ2wMNYDf=b_*J^I!;;AxZzO z&|K!^$$Aub*?>h%M1v97!DM;e_ET!|^}28eE>asmUIe*rs{GBggq2NK_I5CmWm|*` zR$ARGT}?hfb|=u%w$xfXm@pUL<+da9sOPqMvD+1z{^Hzt2IG2Y^LE(y^s|+Sw1u#E z{@kKfUvbz`ir}e~&34Jj48`ki_|7pUJ5Z`e!vzh{&;0D+^&=%Q5B@@Yx} zb|fiK_H~Q!t*BAAqJtioxahQ-_ENvo_I z$$O^>@YC(d*~8<7YrzNQ-cyy7a=|K1G_;=mGwj0rbrNZgCcoD~ziT7#8~)bFUOjFc zf9XJ>8gT{7!QrF*eq^3M@@>&EQ=>W9$Enw~^R1)8yELaQxDSHNQAxvnS%dH}^mSax z^hbhkHj7dvgn)T6ZKv?Fwq&2@hRzUiL$?0X$>CDmY?12Ysp8E!inZ^sld}O8a`6mm z2D2R&IB0;f1i#ML)@1Zf%(1gP#GX|O=UbP$`!|~pitWZ#IKnag&y=F(=T-{6dx}50 zdogmqn0BXly7XO~FWX)y`d(F&My-Qwa@*M`Qh+d5CsD5|IP-lp`<=MC=p;*;;^xlE zxt~Xd(Pnsr92`6{jk+sqx~V?mbB@i{pT#5DK9x=;uh~y`kuE$$I21E6a$L50f_8%E zEq7d`{%KYShS3_B^>9ty>21n9R&+7&^kHgNs87aM^RhFk<=~Tf{v!+1;#TjGFK^w? zsEsu!t{}r%3o?AF_yRlFYxF)9{8o>}#jJxAz`QRK0jXC^-&qP=llVP=jYj)#a?QfJ zUcXUBx0R3j0*e@y(LcF`@4~S@q?5R*a`G|7?~(i`j<={kzPV->Lrd)NW*U4aw&mGy zpm5jy_eAnKG()8%i4S`Xfgb3Jpll+)Y)h(=&LJP8`Z~2lg~Pv^W31#H?JZJLs*kO` z+gWayo9{)(b{thkdN)!LkmG-95)fjb@n~S_Vs~;9gU&wzji{B!(6E8@%eeTG=Xg|S zc9kFrpH9&jw;~acK8_1vB3Ot4l$roWG7TBdrhT$%rfpWz@uR z5xr&3In*bc9~P@b&g;Ry3=x5J(;?LiZV4*CUe^a41mQ*QT|$N(wW4Ef38ez62#UEN zFtg94rQMf=t{|IJbk3)gEMKI9JQ^27^RIhDOnvQiNw6KE)B)~WtWdVRkRsLVws0a! zlEg1FXrppX5r_l!EpU}oFex+fcOlT_fr^kh32{00_~WTvv~PaoQdCu0Of0a57WsSq z{B&`FUBE1k%NTrVY1tRj=TF!mcUce~Yk-5NZp(%Q_-KDU!B$B{s-B?1jpLJ-5Qlk7 zeJqR`sb-}&`LuETcawlBnii>MrXfOY(Wv431im`&#*qv*LiS)4rlujJ>QHQntyCRV z86`NFwg>KEtJ;8~#f*u%$2ZS9)OIl*AeG+UH^2O2$v33c556j^hK&UVkOJYGGEad0Q6;H(r0mwqi@1;!1xk%j3>nLfWHcFNGszt_n>>s4*`=?Ro$o4c*61 z2)RpaHpJkuS$Nl60xscmD{S4Mm83#=qwx;>*wp({IH~g1sbG&bd0tUQqA^_mdMtdSeyNGh9CIJeQid`EMLjieq(nHl~^+|KlMPV@B&&m-y9|& zMJ5hScOalk$N&xF-(;+P6IXv1S6bmw!W%LG)ZMwlkh1Z zU5-4=#%#X(WN2f%JP?V+?ASg$wnt6&^qj;uAKj1ckc7CLz}_IzjkN((CkF>y(OuEc zb_UcD!wOqYMV66s8)H-Z(&BaX6&3Z-k!kP}3mbF3TELZDg-UjT-AL%iUgyz|U>4@t zg)Kpk$(l4wy?LarIn_$NQN_hng;}`>XiUK&b+MuZ)9#7H@E(y$=+D zqQQ31%2exR_&ZUz4lDSza0wW2TRWK3YdskZnt{AIg*b?Y0O^o1%GlymL6UjVI1k1- zg^Cu<<0l)CAl$c=1YTHwNqt#GCmF5e=IvxgwoM8m^Wtv`oFvr6K&;`02lhMb++jsl za020fnBRuv*e{0A5j7T+mu!DKL^h>Lz&%{WjI)ysVnP;&V8jyR7ktS&>`GM!qvr8i zCy#jj1soDJt6iJ}5^?0fGUqjLK4JOSCmA~e z7I9=6r^ua2t1JQ8$=##{qC}1RhAV?VifnFNCEgvU*rp6xNI1EBccRg^Mj}XBP_MuL zYtTDZe(3nF+B6c3^$TxX_&QBz3wY=ue;f$CZA5^fzTY6u`oqa|d zLEq}_sB@3EJdKg!$G9K!X2`Fkajbu{ohWQh?fcGXW4S9~xtIRq&c>QcTlN_>QJ&XC z+njK*o*5ZDW?3d&g1JnHba%XTUy1y7za|B|p(-oBUJ_#WKFxyS`y=GgMq~1wAhYmj zte1LmP;^k43?Myg zWt)T%{W;l_%SFe8nkZyxYy*c^n*52ni_Y;UI#{3Dw=B*fT*CP$DZFI*9MzM{bBkH3 zj;>TL%WO=8n06Py-__Q&G9sn-DZlkxLOZx2A*n_(o=RJRl|^UJj`8eM-4GzhMkV@9 zWa91NTC^udjd_6MPs6LsZlbOjQU@yry!^y>fx5}6bv_m|;;qk56KYEjgZ4y2BsTB2 ztP&nyL`>&=UJIzJ;3(w#*gl|b<*2%1wx#H`8A{72<@s{;VGacEg^1iE^5h0?r~>+e zglwCr01}yCsBCGFS0>(F+c{$DUHfJRE|VSERsc~>AUMG@LU#3)7mDqc%PuUTAqPV$ z9L-qZ6*i9(%l&NF%!c#lNM$Z@AlrD_Hw0rD4cCatj;0?-*y#`dA;j8|$}#r(eJ^Y} za29pQyC6Cupn;qu6aBht?yYHDy~rLr0-JXDpO_zM^L&%Bi5}Q*0M5a3d+$_J>@$Hq zQ9ZEfkXe)z??@IxoSq6AuAJ`?vW#vsQ~YkW#UWhB;a7FcE_)nNKc4hAj4`5bZ(cBP_SL|34R!WP^O;lc8aX z*_U@hu^Zq2PurgjN1KIMCRc5b!Goy&tG{thbdFD=;QkCs?`>{34~qC9ve?vn&g>*K zI0PxYuOcjdsA}RZ(wTQHi(A}%*Jycyu95;l^NsV=LqlU#e0}Anow(@kz@JA%{`V*U z-03QNe$Tw(;b%XiG;xceRES(@SX(SJWx`ZF@F%vUw)aXZ1o@>M+!?2-GPf~H?8-Qc zhgF}v0@~<9hRl7VJMpIt^$@ftMWcz+%d|AosN(U=mLd}DDDnq4_~1?69> zR5w&z<^GcVf{^0e>MB^6^(ouT%3~)%UH>TYz2P;l4=iPHD_1D&NAAVns#S$UWvQvdZkU$ zZ$56jJsEJOc;&kCPwW6T-PPTa&krew-f4HJww<=@3@?U5Eab*t&FTGU@N;WjM_l5 zZ9cOygYWEXPji` z&AnnvVW(B0%WWmK-8`DX>x!H@$NxD@iZ$bg5w27A3w*6$F+eGPL*1S40++y7ewua* z%|Y`fK9ILvKi(~Un7tlbaLKJ!DcP!-#Wl0t1ROMLH6n2*@o_v1ZRSYo6+g4R+8^>S zRcIQO;H#{8RB;C^GUbQ&Ub|+LRQ;xEARYxnl}%YuueS>$9Epxqo4xx9`@y zrwz1zG~MHKVQi(O8cYR!v4}2Spk*9L`c>a^w+Hv~6ATs{zy31p^|S2v1{at2euDVJ zew@VU?7b3ZbOV%FfTG1^%VquBdt?^Z%Dc*aEA?LYX+MGZmWiXw+wM(PB;ZRN$1i96 z8Xob8Bn;+#D))ino61ngF3WSw+k_;&Az(v03T9nMKZ*^1@W;u)-4#2L~ z73CO9Qhfr0r@1*2kM254ISlEyge0FBz?`M?p#fncwFNMjL93m&EDwd&%8fXQFlOOj zs9v!|s)rX((qs}38L0bm;yC}<(HI-yls(poGfpqzRDTd+QY5dDsn-!$Zb4UCGb&-K ziOX9rW3Hprs%^dp)Nf|xl$Znfo?LW+wtlhRFIShEKZ*hvS_v~||5>dd8bp7`IS^Yy zH~dGXLs^lV>EE8Z3xA;hO0PfY)Fo$yyV)h4y(G9I(b`fz8UAXh5a#?xx$CPT`yh#j z=^}$RtrbCeCrdI#otEC=e7c}>o~|R;Hm7r%#@T0i7K}Tch(yVD${ht$F)<{v87rQk zyVw+dDuqzL8CU>+UP4Y}#!#CR^sI3?gsdlfki|7$%$e4K*-cebfKsooy&c>FMx9w| z9$Ed1Mk^fEjOa>==`BUl7f^C8YK{3$t+yu=Z$zl^Fh4f^>EF&W&|8)!YfazCco6=~ z`u*eh*{in-Pd6wfy3_Z6`#(*TRHlKINKX&{VM`)CVQuxXpCI+6ykJyzV$B_8TJ^B- zQA>Q(I=SDzPPk3WsF)pjVchxOWptxX+(n%Sr}QY{h!&8=B3sEZV?izRT2EsCsqoOmUheLhSeoD_hU;0attc~yD4aYH{gq*weenqi}9 z*COrUc?ZU^w!v6LjAA)jGz6IvPv9nx?ozr9)}`MVs)OK~*^9($S2e-W4OA6i4yV}b z7*oVv9c;ruMF>)nXkW|BXddpdY zlM$=QyuxPfu@TlN#_T#r9%1o5SaU=jto(T;T=RpE-1~c0Y>%%Y=1+`mR2V*W_0R+}po<~}hz?BcTGnn4w9So?+d83()^IsSXsoRi+ zzyZ!$Nr`5;9kwhP7Tg2NxhpJAA&)jmFqC=oJ;mN z#k%iR1p}_6N8wePcrVpjFu4hjp=Hl&a=89S&4h1je|rgi7=;vjMj#n!<;e2Q7-%_4R9`CC+oYUlrc(f`C;wt&)=vObvPin zO}#aPP6X%dM94;PO|hev7F!ilAi@)jh2dP$+zZ%~Z&-B9@j!QX$aE;zGNMOiFQE>x zBe;z{ZloiyX7|nCBcTg5cu#HhRl)#uE(z4ZfRlxd>ANdZm92^^*e4!fFG8v1%=-x@ zL*pPdc$aCOFL>Cvw}T#-8L!aY8K0g1-F&L932r^mg=({1ei8Iitn{?{HNB6nTC$us ze;0Yw1;$)s125yOW2^%DMm)$*+30)I-SBI7>SJzz`}o)xSpDz9UiaOKM~A0V&klrN zW$lOI|5Tqhv*|C(sUkMN>f$IIbYPFsI-KpB85k`OE51PPQL#J>p&b`BE6tZ|29DoJ z zhiWe{vL)1^g=HqTs;2i}j;cta53ri=SbS~kXoMs%HBK-ZJ|;BgKduS)Hiz%1@GSDz zTP8Rb*l%C{vDr}CMomEt7saDx(S-w=nuEvh>caylubF`#drE^-xj@Dp%wvYB<3hjh zG5kK6%J4N0DTTfHhOx(%la=NFTIUsh`lP4~XDtmJ8)48KM}ReWzJPcI#=#ItC+6LJ zAHQW|*RoC@cv|TcoKjVu2WwZfK}uR_duNj&J6G3-UdI z)d)EG+hRU~8K30~w)7N0$jWPacAo#CmP009-hTFLy$G$ZR9JK%gchyg4L&Z!uIw#u z4@hl$&B7aTmvFk*7nZ7Ht|*^YI6r5q&G+kP`(yMN6At>=g5>Dx=JYh=$=S)W%+wfX!Z!O69O)C;XN%vX~?@ zZKkOj7~r%bms;?dudmY(d#rS#M7Oo2gkR*?x7LV!0A!q}pg%)>fNZ^+_9et_pm7&WSNd1}jEKjo8dVgj{|UW+O^kXLgR^F)auRR9 zFC733z{6UWSkq9PY7}F@FyYQq6X{Fzh!}LTvN*V&Dd+scb&*i*joR1=8uM~YCEVKc z>__|UcK3%>evcC(GnaQCov^q_HHH1LE9_!bk9oA;#9O{`jCDfg*$%)+xwTSfdrFTc zazC9-`7+tG`M2aro@gNWd?v6O`SxOr{WDVbv+surhmD&Fn^WEVXe7)4ImHlb@5y{9 z&-LEN3J%vaKO()2X6tSojIABGea~p~c=w0DYrVg;bq}JJ6Ws4NK`6(y%{=A&T`n#k zuTYGuxvO%v5qKtfZ_N4)%(p|Aw(v!GPUl$L^6F+*^EO&V==5*j{FvPIPs5|MgU6uo zXe-7qxOA-}$^>_xG0JO^RL7?+IoPqY*>+mK(9w#tP5c_oqE=|mI#FtB98W=fwMLQ; zDTGa;CtmKA8K+1bb2{uyTrQqEANsP=sK=;rHt>Z7cg<;wBv;LBSyy$!2_?x4RwPg9 z<=M3gLAb;DnBSwHt_tS!AD&krbUB#vjgfhb4=8Zzhycp?vS=k!rXzrX#IciucgU&V zl&{T9?KcMD9JnU?s3njI+_$V8GlG@Yz#89TNJe!-?FRB~;7hbVQpPIYQ09wSxb2=g zPM|^LFSGVbjwM;hkuBnDQy4)*)*c+qE4-_RUGQUvUu&$qNk$0?og41PDsV6rHyH8? z&!R-+g0{6sd#FxQrL&!@?4;o$P4SjP!KyZ~9TlcK*h0m+9(++#%GmD4kSN5`~(0TIZ0wJpYbMt!#B8acmFk8K02ACUWo29c1688rV5Klufs-0vs3yE8Gy zksLZ%m}%U7bn2lu+FF(3*63M>~4Dj_C0RpHo;#e)bOZpR$lK1NZXYXyQ)lF#_qCI%3?aCBXmecRNHB?SF zn2^9-_HF@gZW8WRf})MR`9?+~6YU6)bPF=|i?M$1aB>HB%o`$Wz+?oeaKWc0{zQX> zGN;b692mFPE=Mj-MIkdRVXLK#mXLvd6%=>bPSl0)%aIjS%lxs9DuvrBZLPOV9! z?x=?}B~D>9?%T9$!phg+9ZNW=6yGVtbGiniNk5tKD461wu_T^X21*j}y|7-}C4R-i zfXOohT+0}#=m9lpG*4&L`l%y=$I-5ng37s6KV8zfweNOxjqwF~SKGb}gd149J=!!^ zRQ}nOT+*va2XYv(T|aA7sAd7jcG&*6h;A?#z@{%kat(;FQpBnzi^0)`cJQ6gAkLVH zqO%c%!+WDUN_*LJX6>l>sa+-+cVMZ-XJB|Al!lWU`5_~5-3YSt^XKW}XyFMQp;v3- z9dfRrKllz|PPDF?mrfm}H&PWTrJp6}nm%ThjF~>go{ooFKz0Dngpsb|%-Iw|grT0e zvzhn@;*Tx~j393g;Ji3>ikin`bb*sp%8Fzw|^>EILHLcCGxG(7man<;cMPaGU*3=EhWYl!6)9 z$*!f*cM^_bX&-))13s@WA66;6sz9s`gOHUaXAQ>KWGqF%Nd~Z%d&5yRf>e^yF`QH? z9uTov8f*EQL1hcQT%yOrVQ@UZOEL;zap&`)A5qLsB@7S!K=LIzgnAmc3l5sCH7$fzq(W zC=QVngB(odm-c4%EbP=Y3wRX%7n3RXC7%=d`cd9LMvOYZc^p4sc9*gZe@D^@F`5iNja2q;tOkwdl_)@RtLy2NHi+>!afHsbx%%T+n z`neD@&VzieG)?$$;_v~^+yz0Ebyh4YYpYh(S9nO3!5%{L;eK>A?cn+l1XLCG@|rJ9 z5Avk5R|LyMNlfQnWfq1a8`H{~=8Uc$QWKiH2o7~7fU$BSA&<8}Ric+>CVEy84bwhq z`a3Dp7{fxmXM6(fTZ(usPHlcBiVS_9ZkTAZTSZMq^T!xnzS0vw4Xl*F^-Yy^ACV6~y3&LY5%)XV`p#`+Mx8%xIh*Y}?>n{JVh_Z~fi zvCsF>ZGyx+C^!(1AY^4A-0-LgH8z0>Pad)n>+#J)w5dmNp1v3YVuOhZT!LuBt{GIC zV}symku|?J4uY(2+}|ctN)P+W5;f@q6mpXIy?r=@=>&@)4{aSH+(bgR2+pqO;EI7) z5AH|x5d8pVaC#8W-Y!Ij{o?z=Q(F%Y_vBuoCeyWk^rp4r<^z#G$Qx>6tKpiwrx0&@ zG-=|%gH{bFMsFz$M`d}wO}1Zb?IjhEjR?niH4VVJpzG#bfO7lQFV?SlA$(rZ;*g$R zi^55E+sd((W-;eSdfK3c5XVY-S;2Ti;YcDP3x23+X)_s+dG?kgUrYDcn?te*iD5$X zFq{}5B`J;Q63sX3IqvltkVjvcg_`g}YQs1=R>GOoM!I6m<;AXy!iiFwg30`9hm>mK z3mU@0Qx{V`x?nt08EE%*N@;W0{->Y#0ZAyzOSNV2!8F;vb%};h|Jh4Fwej*8s}62T zx1Ud)>~PO1bUlUm#9)SLJXe5|MMRXHl1u;B{ug zAJ3DC_>7=GUeJTW-#z1twK=p^QVVPzldgAg4ALQy#$=dN zYrw%O{gdtvq;wiSRQm>ju@_YF@qwfID@xkz{JTj?ccqX1=06TF?c_P$(}Ly=xR;nC zbV*zv9DMV#d*hPLmPO$b5@LR2;QV>* zGH7uN&cRf{RJN6=qR@ z7L-}|PKRlTLR{!N8@jf+(>2ZEXe-DDTCEv(#SCT+-YS*F>mk%b0Mf%)49gdEcQ&se z`sN3#4Y%w4uT}-nCFtH_^zahJeyLA!$>0kH61rZXXoPe%mj zfH&KOc5m9qJo$c#5pdk9Z(I*?JE$XS9Pz^;DN4u2Qj5yM=hY^|J?~KEP(34vVJ%Xh zg`?!hPfLi4@5}bcIl0lV56_HQ1mnCu+=cKOHy*O(N0gQ69D_p~^0j^z$$}spEarwg zXuUFXerU^aC)m8#xex`$5r@XVz^!YFx|x%Q{hreF>IRiR~yUJpn!8 zxCbC)Y^93Z-T%r9#lASheEK;)MILrNur#;RMDfCDmi_UM#kC*0wg5KocRhEpKN__o zD%PY=MLaH^5Gp10$CT(~%d25t`Wn$K)Io1}47X8tT^=WidxoA+Uml+FJ@S5GlodA9 zrmU)3{Zz52BOtKPTz~K^gBZtgMZUVH)Mxq>EO);~^|2J|j2=>&je^6+iSq}cnKdd| zL^uWTj1rxR1DL6rHj5!RJ7~nQKnm%!MMchk&`5nTMAWn@Q9bNbRAvT`=eOC%&C;v! z98F5wGFE`+#9k&lzReVp(Jw4sO~*r9z}4*$1}6$hrU)9qcnO%YC-kwor$7&GZMic(BB$Ao3Cs}`U zf`k)!dXbUW0wK^)8JzmvpJJolQtACMW_uakzlY8P)R}m1Gn4tj!BRMkD;CIC=5WXe z(ozJ^*olwQ-pWL-TgEfGtEG5Dumf_Z=aaOF2u0c@emF9KU@in!rpbW)}w>E?)-!PjOigU!MTV6_?x{&I>v zbXb+QvMGWDKt_E0@kz!Lb5E`wr3}a|m)3sU5Oh*$snGXi-A(nws?KPT@Bd@!tK*t% zqrbP&Qi{?wP(eySq(i!EG@}tjM}u@YL_%p%x+KTO=#e5*L_tbmBStC+QlfMSy!Z3G zzvuV9|K9gL*E!esoO7LX-8)hJ7CwC;^Tce@0%!7GrP=UlTg+mul@-*0h`zMk_bFKb zBnn-jWE(^W%iu|KM94?9OasC)rTu`mPpG5PD-0MrMJw`awKNVebK&4PVUt3(gkTvOk6-51KH<(JA$N(aoY|*k*7~mTJn| z5n=ER6NqzjV!6r)kZp0gP;2A}%z1>d`ft~w=kO-+}mPiG) zQQX)+*#~?`-GRkH_s~U+YA|gdozgl#Ll)^aOkub($ZTZn&7#=GJ?UuwnV7#C86c-w(Nfe0oYj`bUPHkg)>xUBOW=!j}5eX ze66~8`rf+~w_S3(3UUMn@_>?gY7k4H3GX^UuPbd>a5E|$!W5am`VSj}aRjA>L!O6k z;FLuqhpo#X&2PG0=a!1zKJhzOFJ6y^oM*0YvlKU4>ADsUlhu~l~# zlA?`zSkSrES)ft$5N(+LEqcLIln*RW6q*l`sPD`C2&TjS%Pm;G0U@7biM>}l63s2k zIqskBxV3)FBEOK$NDZ^hqWL0~>A=5OX(uWSg7GYPoTa_!7PwMP)KI@2U4ub@ON$Yf ziSrG~@r>LD8R(R5j5OHUIm4u<;0o8p{jNTsu6ovj_A-XlY|%O1g_wU^B!J`hv>s{I z+cH&w-m_>&Jmr{hW3IV9`%x;cDgc~JSs->qM0t*hJBZ!n!x6i-_B%K}IRIzD+VT+N zsJWQvU$8Pi;23b z?-_#FY<}x8Ee3<-S)6gJ(J+kV4k%QK0n00xZ=`BNjL)oKt`1QIL_4+>$-kop=r|A9 z?~=y)a*${${ICm*7%wb`1Dm_3LfkIt~On_Z*9x9-f z55wCH13^7-M1mum<}zR)1^@< z(Be%C1M)V@tonXfP-jU6jE@cp?Sm_s;-b~m2H_gE;XDQ{LVBfXR^jwytywCLY z#G3}RpjyREP7`$Y<=PqB7{UYdI?H7*$cKokG(=Y$csgq|ExtIF^EceaQ1CSJISC^T zT6DKC06hQ>ibbC34*t`HrVHCJrKenjpM}?eBj`3Xp@n+F3KtzlK;{|)%Q|`ynLs}% zEJdIJGnk416i*-8j$og{P7ktC6+OQpiAM(u;FYH-YO-}YTlos87yz>&ZW7nAaBzbH z@#X0i(BxyYs;eIs28`7jkqx0}_aux=_70u!g3_oN#|uu=RRqz|yBt9e3Kaq*vtl;N;MLQnv-l>S zzN&2jG?t6|Z9UQpgdYGhqX*G49M1F%p91Thv5aL6mfq+HT$N7VHZh={8J(phcinGX zuh5vptF)^zX7@(24yL+`D=e7eu;9G}?{_S^Rr z8N!z|PLa$z<~^Kgt@nl&pYpa(Z9ybBdHvD~`ks`SbNREA7+iEKioP3SJ4gJ)b07)m zgQWo_+n0v8l?0SwB z_L{KsY~NX@{Of6QxzJ@TuFW_KH-;?huy_RBRUc^VmXFy+{9`mS)d7UyzdOCdVM8L$_N+um=AlA$mYMz+&3OVP zUwHm{eVS+z+Cn%6Q5Fv61pR)A<~ATQ><7C!f>vwcmIT#P#`~_8`RkB?L$hrPH_CSb zGHm!{f&Ke+A>%^#M4Uyl5c1^C@d%-t?|rtKd|;M!kmInskrVV+%d%#e0*s3NF&vh+WL>hfFTU)VdqQUuQJvgO|g@uV7<{= zpJ;{!gMdn?&s0?QzB;vHcrL(m-$Y}hJRKb!&8n4qRcwK%cbu5&$^F* zfDVX`KCNzdIT3$9VG8M_$`)j;@Ts1WQ?%nGp1W@+hv!k3-ijR6lFx|}_(s*2nT4n0 zh*#I^)#Xfr+fjSpxRLUWSS28!lylS*M8Zx!%C?*;95(E{{^5btrjIkD)5>tyA+;)b z4WY}sbfsbUDDx`eQXd^b0kxfE`k|#f#oN8k^0zATeT4tS*Rac zVrLEU_XzGpGvG9)6AZ^O`k1WRKqb z{LR5gsf-MyPp@Ib<@;u)J3TKzhU*JixXi4*K6o{}pTh0EK1iRCs=aG;HrE-F0Yh1r zot+Hd4r1th9KNguV$U)8r~`^(M*Mv~jHzN?)enk;zmEJvj`JTAL(Gy--yK~71q3@_ zFCZ-KcW9W)KW8ksGuJ;AhIvxqI*a!b4U?Xe+{?xud7F1l*gEkO<{w%wJC^7>coRpI zQOxy6yQZc$pxbe9@EZD^_<5(~5~?-;1?7HjJO-$8qD_^FSTi6DF_de zmuyyx(imo0Pb0J2I&u?aT>sGHy-W1xE+QMPqx6$vN%=7rhZYc~mI#mKVz+b`sLKx=J<=Q4kVaIl@g_iy-BEjR}B;aub!6%I|5TjIxm@4 zR}~uL%src&wi;@y>DX}hrnKZ(5w9_zfWM!8p%WFE{{F^F?KR41@Zx!%N$_8-tuzt3cOx)Y4b`|R!b;|uz?BB4t)kj$!@me?jXjJd z-ZG-{g?VW^j->6Y#3G_a1#4ljEJS*GTR% zE7dF%t_8Rmc-qS-X^ZJ4w(A>$W8W_dh*nHIY%IOCVs7ws2Ty*~fPZ*3dZRfIYms`0ASWyQH=&qO;dVVXom51eGx+M91;L0;n z%7+`lw4kn%S9!0j8=bJW=8slev;B|%hGc?1Cc81mhm={VyOmgV+&Xx^cMoVOugtcu zy5d^gDU}Y0bZ|>CZ03TpH)JOmW;8I9_c!kk1UZ7i}t7NJAY5(}(< zr>!#JzP~BvURBbxrr0>%Mcm4WM2@4%9D+MoN1zI$+UzVkoc;kM4Sq68rcdDL5klP5 zd=9rmrKHNVv_xuS^X?%YOlctyGITKpduopt%K8e5Z@C!W?s{TA2pwh(%rSffA9g!hh%ejEZ<;Dguqw7R&$1 zjqnUDo6;$hiLeChfL09)(tJ)50?Xd6dyd&(c>xFDqrrXNs_ITy0B&AoS-y14$z~>s zlXE_Ta4z6fy-Q$9KZySwbFAwZOA7s)k@M4^HtFN^Y8`0j-LR^PzNgE#Ze$Gqd=Ldt zPN9u=2r$D^UE4Og#dk+gzD~0s_dXS_j$>${%-d?+GQ`SCfIguBz`jjQOvpKOCMnib z*t_Vq706aC_wlRCjA~o=NJXDp#!BU)3&_*0Q+!~0v`KVVl`kml=@5GAuTh08e%Wns z@m{dx)@JNV4iTYTTPO0%Cu;A`#%h5z|FFfzw3_!4j;B(x@5j>kq~Nx-f{4PihL5P5 z6rfm%R|>|O4z~zQ5=n3x7!+aIz0gF=fj!amFSvH9H1g2J|5c0iKOm|94@e>Ha9>Br z12A)hEDa23O!srVcf@*TvU1KH17CPp3k$SPkSHi)fm)*~z(`C!^c899IV+I1pcO6- zAb0x4%6@I3t^yP=h#~dlf_4&uHKAC^!MPzfL7Ee2Z8W;S{qfCG9@rI=7}+c`M1Ae5)w{fS!$IwG~rlw zHMejcWi~fmG5qb;v(c4XZwrT>Zu*5YMipf)8AoCw48vxqYIht3B8IzLsRM45QqF#W zlvofN{hD9{f}vIj@IEm`x)VH?CD{;vG2`P*`0(A=qqwZO3%)?{*IuM4Ck4lM(o378 za|CHgg-_@{hj*s1_p{9m4V>v$;fDC=62NZYwcAL;dz!rbiAPrptxZIlZBXtRccf{x z#ORSR%2$<@+ohCsABd&_*q8sA-KCGxG*3iN42Mc()<3KaR+grKiVLJYEvPfZERY*Mz> zW*s8TVH;gYT1_md)+d__cORUMatQd(09gE^Yr-^r@-u{pGY%66DD(DYRvn!3(2#4S)4dgXAcx}`b|W3t7KUq z;S!X*LVKtVtKbj0|JVVeLL)1tuO_K*{81T(DQP@J@NJdI@SK^zp(g7HYkH4jkE@IWTp>d0CyB6g#C~WPt9Z?M%p_M9P?Uf-;EbN z?BG;vCtIOWrqLaMt$w;2dGlOAMP|FQAV414yNQ5l2;ULti)gsv*tE*Sag14@2MHhH9vGas&e=`0R zwU>M~oGJZf*>K9Eql}~cqp3)*s8nCrTWKY#^q>aDN#YJ#=DOII2rz3Rd|l7EAEwCS z_ng$Lwe`n+%N(QWJ#mfZN4MEztBJ8ODVY?EB{?w4B1QRLj*NG0d6<2mD3=!kvH(8+ zonq2gBcU-VLi}B*!knMjfQB^Vf5Pmmgvx!@1IK^t>F|5@{{{SYFkl?|1SZ(hcelFp zDLcX?-BlonxX^dN_PV7mrQ6wn?y?dtxlrKz4KwFR)jlw)GP>nQo=4XR;o{CTu;osM zJtfz2Mo2Ic4lAAbj&89#UHpTdpd!3{w&PgsIXO8u@qJH~vhp{zDF-5qiFfC^9uPJm zkmSyQ<$wM-t&=I!uj;teK`M{a;y`q<`n^Y4rt?S!2vN|PJ_kxOqTWUaul#YuJ`G5N zgG1{qNF;d4r(}q;QXYz1o%tE*kB|Y1JDm#z>lC~eclP749wR5@p?}GbMV0_9*Ht)MG&d;r?UmJR`*zrl;?ag12t!Zfy zPP{`kS$s(_5q8w;(~=3by8_moF<&`UfV}E0%Exwu4@@j86o4~gcTLFHxaAygfl5gr z9gNIiFX39_B=DbJuiIgEZA=x-1tqNWP{lFucj5?#a}-fe%)zdQchI!6``#{Q|DS9d zl(e`r)T50a|A4JM6%w3bI*@(|r|GTm$PVze^d(v3t3Iyq>cR)RmcIA7VIqrKD2ksl zgcIJ;U}yw^l4g0ienjoxc-hwx-(J?jDB05&bge!XW6H@0__l-XK*2>tF_PS-%$h?) ztN9%SxDg4bQZ*C_+TC3pDdri1V`I&e;{^>)@Uf-_yR^R`6Bn7D5cz5rX|bnVc|RXP zB9I)BNOE?(pbhFww=n}~%?OcxZ(|b?BcfktPb&yzWV}&@Y_uusZET;sC+E( zgf8F%JdNb!GsoiYfT!!{#NBYd{?D3Z7H?Wi2|ht4sh)FHgzz9;U$`cGRa%>QZu4?{ z`KN1V2!S%bm)T6)M9~UDp;cG#tgR$r=W;q7LD)qL09vs$i_aEi)Iq`Z-Uk}vJtS)c z-QG6Qe6*cLkqk-*@Mm?gVhsUiggMC(v%fGiC$P_;GS)fy zxb(-P`xc`^wNi?oZ0={V=_Q0a_cb-CNZ9PiOiOYa2)#Cr=(=v!O~M2zY@oQw*owro zu^-IvAsS-hnpk8{_ST~7n*-8Rm19}%9Nx=nBLtB9I>R#IL-GX0Y&VAM*Y(BZ7lig( zzLwiL-8q{d4c;}`^K6=~!8mz;t{b=2 z*^0XzLnTSqua32ATT|zG24}qs=z0|$OnA8 zc3DUREv%;6)(;TU0_8BZ&dtA0s8-(!y01DY9CW%cK5ia#@P;+IaQLJJWspXKYV$@M z8F8AbuK<@PPm5&REucSXrY-h__^!>Jsxb(x*!CB;q5PfdDp|6q0sdy`#QWY{Vk*eq z0<}N%yB!XmQ4^DdK6rgHePKb6`KwSE)D5SE3Q4Yu(f(Y}`< zqj56}u+Fu@D3(El2*Frqy_js(gObfQ4~gT(!GV-ajBW9(4w*0kFbyYaGW--!TD{%f z+EF@DH=cWlVU`0YNWNK@?&tL4GCu2@q&+L*p{!&TgnZ{ds6KW=(0AjWSdxVWPYF)N z*uTk2{G@@0TsOE{-x7?q5@*6CCcwegD6DBjcRCpPzCx{H47NSfY1$dIds7q?kRDN* zg|s(SjQ`07<0%vLeo8uF9G?lwOH zCs9^QMBq?5>8h#E;I4Sk^#Ru3yVj2%=XF6|O@1Fvtu6Z~uR;6_<=Q&PZq^(e6H(nr zgj0FY;XDEu>eVWKbqTDWH^Wg~;cr!05bSpnNS9N>nMKh??7YyPk{C zsn2CCdBn=J8-72e8Y98JPfAu6C@xJ^EA8;oqnP@b5!;-1t|Y2eOpxXdzP%u-vPd`3 zy0V#p5LC`veRFja7siHr&Cj&HZ|-V9!bY}LqtEQ(;M~u_w+jIbj>_jwj>=659ib>@ zzc|t*+#v(_)4{6_C(pMf%o<`P3zgCWLorssAPtZ^jigBeN)uo3 z9Dr{zAoQRWQe#h%iWJmGH6!D#lI*=&Sd6JB2M!{W2&bINGh2v?dba?~|3ek>r%J&L z@LUL-9oe2R%~+Bh%s@4niRC;5>uADosx)xRCB%-XuY9Hr=64Sve;g9>eQ~E)Y zSNrIy|5+2nt|=y;C|wc#XZxL{oe)8wkGv5!(8Q*Non^&MFH^{=L)vSbNU`nYJ6DaM zbwAf|sYo4Nk_1Y-=;ER3KYL{il_8V6udjS?4}OYC1k7~M{=4-GY`~z@ zN@r5C^oV#;d|qSnkbc_(2NzpEyC>2?CeM#xUkuXlmWS|=$tCz^07vE}Ts&;R3N`}_ z(lEOSo38FU(PlB)L!3!g&C`4hDxfOMis5`I6GIZ|1Uvm3K9Bl1!#{kd@+h7ZX|ozg ze~7wCWh+ZS12L)h86BI#h0KXcrlBNkLzpn!$~ZT-%9$`%c~bv69^UYrWJJ|aK_IQp zcVoRXQQY93=r4tAU#qy1DW7T5-J9%*j#r|?L8|WS-t7cqV`_+{zbtY_+mL0YSs+I# zfJ9OOQ6c%IH!M4^@ZsKJpe2pp___5_8#yf;>M87K<5AKo9? z0LP{{DZ{b1qY;wd0bE=1Cu(1qDvL;cd@mNn>D|5%AM@>}=z?`-wiyoIPC;;F04Fz@ ziYz)ebJDo#sR!MyC=Xuy!40D|)g*)uQU;UBBB0&Vxuq=)hXHDk={6*{z2Ofq*JJn@ z7d7e2n+Y`(lyIp{ean7hlV_sCqo4Te1A=$G+s{m!E*)oFw31C5c?1K zWv}}}6-AqozJjvo*ZET{aTEa8|5%+0f}OfPzs_vK`pHYCzNSE&T};!+@F2%|&`Hfi z8}c)oxOJ0wM7hdv1+M{~v zga!w))e=hqf}EJ_EM#Lt4pB@E_&Wz{ZNu;m9peM!x&Q zgaj<$Z3jO-2Ys-5)e-b|_k7@Vt{&bVL*7W1$W|Jnuk2M;R^jDz$p96f`%OY_Z46z@ z9vrdM%;T-Z_GQ{^6|rG){a$rp?oaPE7v63$^ytGu(|jv3K(O~m5DEC>@F9dHUh9q3 z3m_U0A;6Wb2QGJ__ERYQv|s5DO}Lb`vs;L?I@8}f(`DHkFV9Ye4+5AJz&PLW$CoQy zP2+iMWmh$g*h&G~Dp)I~6FH)R!U}S(tGLIKpwL274CMAD9G$5@DhLQWtza9AUS(N* zV6rP7s?{c`7qcZLL53Dd5J;B$Cg`B7B0H~7T?`-Cy03Opq0EiKKlqy2;U8WZxGdIW+eM&;<-sWo=A#WZBb-@kF9 zIQQ5_*pzi~4l+amkuFc4J%o zm<^GRkZg!X_xjw{*Et!v%XxO2{$dcel_^;3C}w>Srlg6xN+mIRp;N>krewj%g%>8| z*CH3xaaSwgrShtVx>!r27WJCg>&#o5OOw3C30u!DWUf{hx$0_0RZXA@iw^G9Ke#0l zv!H^GqnX;Qfa4VXW$XSZrspEMIQtIVi#=)^(?saIO~pEnY~?u6XC|PcVc7Gh58sgD z5EqYfiE{g2sF zUJ{5@VuXo>1Jx9$ZCCr0-}n68I0Jj=mjz8YD!r94?&v5*5wvCbQ>e*hA%8jxPCC4< zv)?d392NYAM9U_ihk4C!_CDhUyWu8!;z?1JYE*jE)5oq6xQZ6s&PQ$dOEwMM3yXV1 z;S1M-k5gm6C7s5#YiE(2=pWpD(nMFPo%lx{!Iqpa5Z8@fu{Ob}R>01HYJ#TKadTT+ zNf90?&H5%aP$rR@*|E09tHB>gG!?hn8EHK++Y)&n|3U%3XxjTFM40`B(etTf zoprw**PNd%sr7-bU4;7IVb;9oghD2;w4fXIM-D0gG5srb;S0P+C(0s87o)jthBeMJ zreIbyt=oj!<|CNhyH~gC)L%639xS(J&Wr}Asi$+6o;mnJUC>%x@Cb>ri<*P^Vau&% zu>G@AQgY(XW41fgDr1tAVQku(R1AyBx1b*2{GsM6pUOQ+bc^qPP|gSNF4zec$l;`) z?pcEvjBy@L!}D*eE55Kfj9?|SvqarKxd~R~_xnC8Juu+FuID1kL|8s*>rSUUzMdG) zrhM0Mf+HT4$4ewpJr581LaR`4r#H+sP)%2B=dxE$z4ns1BE9&g6F!uLw$bCXZ&^ZsZsPp=_sL|6=~eWL1%~V| z5bZ*i`@@v)#ixXz+v0_04?J`BUC89BM3snEnq19}H*OBwQTh$ou||b*Ue~Z1f=vBv z^fflg>Sf0!PZR9%MJQD@Dm)Qv5(`*&Z)&3jAFS&a|p?Wk9_?(bJ@ zom4s#eDgGo(Fwa zU7#JK22oX#I_pX&P0B{9sy=*m%nOU0X`$NoVQl?&TP>kFfMfhNL$xl?B*rL^WH<0O zon5?D+_%iZx(NP_BA@s;WRsQ$wexhFJ;Twp+~Z=VQ|#1o{+_q8LK@0CB1i*QWk0?8 z*BX~e<;Ox9wvB!v<*+)==H(%<8Y(sns7V^+d|Uua{R} ze%t(rk3+4oL`MCSx=Wv%>$u=R|E+UI#m`Q)W_RX*KW(K zQSdYO2fo)nlIqd^SEs5Q0$K8iW;bZVya?%@%XOo&)k6)AVSJdWnsIUdyR5X%Z_ zfXW%5MGVeemy(o>d*rjPMkYm71!qj&Gqhw3ECJn?K?onwyOr0kt1%gXBwSj!zH|GI zbNlwzwsQTWKV4$$#3b>_%@ug(QnW)grOOZPheZw|^BZQg!K-nmkCvYaoYW{k$Z;#O z;Cy`mi=e4OOBbvs(mzX56MmWCeA+VAF~IyGRTC=hzrNOLUeNXzTL`CVitZzwJfulL zKhLeAY$|L>u=SCk^?c~<+ZE$1b3nL!!)@d+tBT$?s%fw}3sKybfcxvXB~`l_3(O4L zAP$q^)zS~G2l_*o3%wWvZ-5wdaMW<|mmT0ibrRUw4Ml|)O(yp{%8nX-nVUWn!yt93 zT6g~O!8mUt?w5*O&Xo~_Kb#=%0~H6UAYE8MBY4s^$AjGQ>=S6hn)Z5mqpa4ZAz8JZ z)?ShSqtI=4UQ_P{%Pq(v8QTN!Z@QWxB;uZvyh*Wp&bi7`x)tqy6c8`v zC;tIQYD@@RcaPV}*ZLtjdkSecc7k@#VuG+O$=~SgQ{`+iTZeDZ`_v$gH$36AP4k?k z9iWT}Z;(ws&7iu2yYr%dM%t3IGi>NHjRZophfaO&Rb$M7`cvCS%Gu5_N2bxDqO0ZjNz$* zM3h|l#br+El0Z*fp)bvzfWDetZ%PdNGsN*b!h?K4P}!@H{h*51>~5`H$QZpAjvfDA z3FcjIYB^)%TF9$oe!OViiUXJut{n@KLWr0kk9k^n@*v4h&nI*qqf3$>?Hx>BGe6X* za1M>VB-m}?#awyRO8!W(cwY|fhEDemjmFh)@$UnJ)Xbz$2UP>+F+;-c>Acju}UwkOoa_$i+ z*zC=OI0+g^KKUb(hcjyLcpdLwB_%OYV`Zax^ydby$e z@dV9GuUCt!GhyKgcA`u<{ZT85Oy+@7WsLs|v)q~zR%(gKNxe-P30#RCtFxb8g_kKK zIDUE2vpD9>7%Q4=&G>F3x_H$8D}`2%Hif!H}HE zaOqnWXq?j;Cy3v(OR+)PdNS`-ct!7hOEhMFMKigy*u!5#uhbO|YdhxhiKu67CJ)1S zKdqJWvd6pzICz-5jH=C}(9<)A6DY)~u*Ca2C{MZE%RlwK`@0 zSL?rP`CC4Pjk_D6TM&nxp!?ac;?$JM*GB_#d0HUHsL+g~O) znS^;0=<0)irk)X0GExkZLGMCv_0y5TNGd10GJfCxOlTMgW8 ztwe4$S*|a2ABIb@?K@qo9U1#gdGIs~Wf;+&?0UljQPX0H1Rcck^f zKzAa7)8?x`+4iC8`F!Xj+}3-tU5cGmHnyr;uk}2zH*!#nOG1p}li?T&w$5@d8B_u& zHlPnT^4@gKfEe>w@IU1a?*377X@E1Hp8lPyXs?K_*A2dGna1Ow9xLCXU^&qEGmR6* z1{j$_kCozF4%O8B&HUB1rNFlKGiP-5=)lR_4c`xK%(?aN|J`seu;H*Af0lS@@XF_a zTxtnWD+hT_hV4Ox9y_-at%S9K+ye~rD_h_1KYRGOR6H{&%`K+Vh9Cz$x7DNuJm!YK z8%x?rxWlnE&<1}dGg214p`@MEbyvN$M}uN7u{pPouf6?SJO?@6?;@=a_p78#mVMJ1 ztRk66N*Kd#WqxUuu&0&S-`tjaLjrYZfCZe)!2cX?rVQ-|T5O_G)e3&IYjnvtLH3+h z3#oxayP^k`1MF<{!!|Fh)2G;IguDl2qMXsdKk)4D89Yhh5shgxA4<#r zaXNn3md$Sk;q5W9p3Jv4aR-;Xgu6Cl)3k6iTa#8Z{&qI6qzYmNuGA8zOEp3FO7{EDC(n-(! z^j;-Bxl1Vj%wvi?sh3ZX5fC)=rde~4Y6ibLGifi@YBqdLe2r1ObABj~ptqRC-faR| zkJ{TCiXQq&0oee-Fx)x9%nw|@x7A|r6X2Yy#EyOy>qPhuRcCG};zH2LD>#XGENiAF zZglo`%9{lvO(Q6ZXzz;Q;yop}G%{-UXgEjRy21uK<@oXRr-w>&Q^>BQ`!1NKGP{y# zuI7>1-0dgtiW#3zSl?iH!2cqJU7lgoKuq*^Eepg``z=0^bl+&M;LO3BwOi)LLA0PP z@jUM&>Rs2{FxQI zx;*A#9&&tApu*D4tMZpGto}3C3&#)6JC7A^wC_z5 z#IW6)MrSa_Z9Oio9+{AGdN|3lGad6#h2wy zw)D`s7_N6=o z7j2mof(!re#S4KUjI}Ea$ z_FfJBHo{YOTJSBV_bq(rUy!dCh~_5)Tt~k&J0@50DM=DsW$u8{Dey;Jt?>q z_4S__0I$emf{-X81F*}^g#vk{gK9@0UnivrUhyA!_Yc*!ud2>{$-;7E(*3P4tp8E6 z&p8VjKK}MFv>R2iPYl1!Z*kw(F?>^8Ztdsu-$Lmmd{_3D4f>tNonsWqk(}P6OD?4>4eo^d}Qg1 zt$t!{$7OiH-aGnxat;uyD1cP#4?UP-t(ThWwK(jjZAw&`ZjKy7jaZ5SNpw~<6+^P- zIaPH&1^{SN;Nix_`dhwY2dlZc!&0co2(Vj!tSo*M5g%v)yjkJIosyp7zXOs_4BCwE zkSR%4?vaeSd^E_>?H!}=JE7pJ^6$hdTA84 zah`W)_)kCeTYrJf8J8~c`k5A0Zi)c^hKu9_r|V9--A`s~5ZLaRzmM-m>Hv!V9$-t! z=`(o{dOiOG7)%&%6p~oK_44Eo@24Z_ts{R+yS%+xndbVRFW}c4?_Rc{s!si^gB5SE z?z+2ZWd5rmPW(40=vDt?#H@*VKR>2%(3da!59Q7+&8?=)DAUk(VEMPE|1K}nfTTtX z?^0-UQ@CO;8sqjW1`jN3%^T(FWRwrq-m%1epk3vS2&osAri=4`tC8ns+IV{p91!B@ z{|4%Q+lM^rf~rx_$WTY|PVE=@zfYtBdx05?88ZEEV!R&)MLv}CnYjE$bLxu$w`E>s zTeRlm%)gWE_TO8F{+aLM#H%G1CyS(Pc{BNE4aE#b*k4*ly}JA8)mwU|_F5%XpM)r% zpvI9u4?{2ck_9z?+wtw8z{~4L#2Z|e^x2pxIAvyG9411(#-k{PueG4W3}*Uix`iWL zRAvtp)1Sjt#YSf~u(HAhIeK^I{5f~n z612i0wKc{3D(ekM=d~?BY1JTuo9aD)?CWRVHJzoUf!)4I9lwT&EmVD)VkK8$v<0Fy z(c3SCZ9D7H6o!0=n5MlR6-nK(7Y88Q+WLnHQByH=w{!>)L0Y~8MbRB}5vHpjm{2)W z3OxV$k-Kl*0YJ!-4rb_&23m^FvJgwN6w~QTQ)TSW4fN`gzFSZK?LzSM*_IxQMNTDK#U}#n&D$vJcZ4xwj|zbBFYu1_bj;s_LuQt1 zj*1*p@s6K0lH;w@`p3{>J6EDD$7HsBlMvQ6&3xg>@v;e&E#EG5dJJL$BlXBEbj2kN zo>!Nd>Akzp(JfzWof#1s*E=)X3BOdwN$;hBS=xn(P`slvUFHXx!Cty~EFf9?{bgYA zFMwv}Iq3NPKR@L8_lFJNO7P<#O93ItAc9cEPKe>sPwU#0cp&RO+Kw=yqp|nU`Rt)H zr#^Ra8hq7>61DT)fsOzxyCE{;Z}{WX+wt!?!}39Gi_t-tVz{*d*@h0;3^XWG2BDGD zxVn$L)4wW2zK$~EFq5oZ={*IO3}lrW!=H@eWe5r?tT_KK10Z*nFh4bJX8j#8HIZ)5 z=Wy|pc0jHN5Q)Lx z8j^9UlFdj&=n(R>tAt;F5$}I#_2ED!V!Nq3e{=U;O8gT$Yn&$52oQ=UHs~?h@sTc5 zi!_3@*kLYa)*5%(qoRq``tRifz2xr`JW%l{JB#AY9`uAL#}sAhgo1*lc$lr?mmpY> z54FOW$H<}MKRwY3cEy^)kt7}nV7%t zw7v5;H3)D`vKdtZT&HUN)k#0efe=2rLOkeE0mf9IaL*~vd*|6(T4~V$4B8` z8700kZm2&KeU|fa?FC0ozI4*HBGq47DtcKXT?IwY=d3!Uy}VYU#U9ok+B+$o{UMld zlVWb;ymj(Vy7>o0ZGoBa<+pK5{#{Pk*=dh*1Mh)RNGq8GVkT8)|DxB-yl;qR`NX}r z-^HUiqe#_93ceUzV&FY9T6tb<1LPDSt}LH)k(QWP80RrWYuuI=?JUFNYHvjn;er*@ zAhGlV_;^fsU7%W9ivZ&7gE9&qstfJvuAk|Z+WBbt+fVHS?8%N((6~mzyR#6Uq%nx> zD8%zzvzq&w&rU?C`o@3n_TqU~Lm)ny#XJGI zoxMP*wdHpfR)U*=l7dN1$5h_SCGwq6drQ&^Q2C4~+t$ajv{5{anR(w|A@iPx2NpME z7tRDuyOx|rNxKthwyevs^cZS8wRhu=>TaaDl&;G7xZLc89zKs#Jqn-9Q||^+D&b+& zdt=PYlzqm9sEuUe=H#R9lT>OVNrWu#zyB_B{ty1?y z*L-@z@G;-US$D3U*H&}Dkz-YM;P2CegbvA#x_L{m<4@LbfsNeCjyY=6_A+C+uG>sf zCe?#Ooy5EIX|GP7%NN}*ybD1uKY(Cb-DTa^>w!_x(MEGh*Guintst_F_kVqLCYoS( znvLE5Ry!d)@9Y>u_%7IXz!`=6S!0BN+1(!gjrs-TO@l4}Za7Y238;iU z`N})qLSpzuPs*=b{o~eAnv?jAYsZ)9+&D$oc)nOnQ*6GTv%O3n2V#RUOb45vtLAZB zZl|szXS;pVy?8J|!`ux$n&AA=T@?gw(c9%RkIKzywfv<7mUxzcbn^l3N1RgR!3Lnx zE2e_1eQ2MGYPu5H-dC623YK!u8t~^q{Ib&@iI`aOUzaF@mR^z3Y|i6U-ee!61NE3L z74fmy4grF(1ehniziI;YjIl$qv~d@}5gu$~Uk{`1zaG2xJOxQdzCs;H)kU5dNjEm@ z=$cjH(O5zv zDHLdRHNRcS^7-QoQrun17!xMO@9xQq^hck-bke_UOIt8!(KuAnN(2r8IToz2qMd~_ zo=ZC@XlAj@;mg%3SKp6&@oTpY8+S1znn* z*y@+b6Cg4eu}a2L`T+Ee(;d%39WbVJXvOG+p50GR50M~>a{Bk!^hpepDK>9kpzCWz@y{`;kukg0^lk#|i2*WAS(Q(tj zTj$s2?uIoEzQ|Gn*mqSH3F4IKwF1@*x6AFg7gXS4NXud_yO`U{#WFRjZ2ytoJgKt! z<4+sAM~EFf!I}3U;~g|Ge%NzGF;CCjT&M<7&WHg;vpX}KCMVt<$$Qes-tfgChS{jR z`l%N+(%?9!fGX#>D5_dmi79x^}E znaH}o+2_XN(r^!t`lQ_b*#_G&_C-9*(ry7GHmR!eZgcnOYTy6z4o_={;Kc`BE{DYR z+prJz>jVo?WwEEv#*9a7-XbGcMxYs45)>(cpFgd)zU$ zEGvTT=W8stiN?#rD(hV&okI)}(h3suQ4}L84Nq zz9-d7`@-LR=r3lQUpU?L#aphbJFk64uNS}POCkFWnI2d#;kZsYF?Xkg3a@`6)BYf~M?~!1ATg-QW$(-B%dWJ}fATsYfeBY6 zva5tMc0yj{985W}O|jpwW1*y{fPghpB2rOt>}iLHe2kW|a!d_{4;b(!e)`pxZ=+ZH zW2>%ZBt&^-Dw?!t;VG0~bf$1UT8&BglsmW6l)6A? zkLR--?~WVOL~$neM8y9+7yfp|v748aeD-H+?8%IrFiE+n2%3ZbyxV~vHR;+jnEL&9zps}`Mm(a?(d(SC)r#`>|ZhmmpX-d0AZ9`UL#r-Pp zs;>(yZu=hDa+-o_?fYaKEdPIRSPyp|`RpQ&LWvX2sHGl*y%I7onbqmj5<<!|QvaFO!e*1*eOw;YnZ6z#WQuTfeL8z5-40Ip+X{EYb^Q0(O6l#yV3eb*L^o#6 ziw#N}ipa%YZKaVf}Iz1(pv1Z%E^CZ9;{ngSeLeXd%~`J!v6QE<7`y@ z``MbTpJJqjkw;>Pyh;Sl)A9fDY&Ls8-YYtT1t-SY7bUGk=H~Ffgm^ys;smQw=$8+J ztvRo-*kJz`xvW52Zzp=E!Gk6rXj;@Wiq9&g|8Zd)=}5nzV?%gH>R{1&7I%l*Cf4a- z7$xg}{l$lbJI2$RyIjwCFBict`;fhnY}hbD)O*Pwjh3yj{FbosY$dGlzT`T34RKn$ z;khY&*H)cH*DKKEL+z)YlW^se$Nz__w~UMG3)@C%q@_Eh1cwIc4hexlatJ|sU_d~+ zK|mc!8tIZDhTedZq5{$}12U*|r_z1q|D1E)-}8RhANOACj(xAZu50!0NS7y|#hCuV z;{E8dqx-qn3t(VCw+m9eJMB;dYG+z}@dnwt`NHH#nAwPX+>lEkFZ?s7@YSmzyibEK zqTt-Em{PdzXk|G;Dz8h%k=C&rUhWy%>+Sz~PcAQ~G0h2HJw@>ExGHM_&G4N3rMRhS z&CSt(Rv*Jw#gm)R_u4=6y}TGVi7wukQ#}l}(3c!+oJ~VVn5{a4$;I&V1Ebo$LL)-~ z)ddImu}S&u(N{c&*w0FkV(V3H32|#RJ%QAeluAQ|t2&uhjGa$y7OqQ_AElTzOt1Q_ zj#(3$IC)jqir;@?pp3<>NYPiC2{Q`$(PDOdyq+BXS*psPIHkJGLdE}^GBFX%__!PS z(2+gQ*yN`UDeoFlS|tP$ZD5{Pt14pmLYpWDcTA<%6TlII5h@RDQ$nGH=y%mzrjb02 zvs?PxsU3Qp$*t2ci@(ktlqK;6_fkwVzDllYTk&OjZCGmc;O`o0SM2kCu5>obr6lq< zP13dcEC0ZsX9BFhG=OuTL$0Rk0ZxbY6}x0TldI9|H*gGsebp136Ww#O-?-o3D2N1SGmnUq}Oy!^UXsHoWbk*AuypTVh)G|(BNj@y`GBH-u z;FR?u7Tn?Y7u2k7AjW^E+@5Ae#Tr&!U>nV*g8p~{rGj_hfus^e;+Jb+3>wXq~(1R_sNW~#yWg_W` z|Jd;DnO8+c>lty#mc0P)2_A^w|9?7eR^PGX2K{dG6eZo;D8{A}tHzF04r}kLsqt?4 z6JdN%om~-&-`=MK;xTI%nlN4R4?i}{;>|RabO%ppu!OXcUU~kHzjgAogA_}OU6&@> z=F#ilZ=;@T_aZ;9GTryHKb&8xdw zj|5y5BT30v(_UvBWrk0Ag6EZ@M{pKs@$;3U+P**|ZMpv7-m#U7r1kdmdLJ+dx+*NX zzT5P#lDgh?;cUX-sbK$H@|U-`fADIY9ju=r^yt)mFIgEU^`BXO%M5qnPgQ8ayC}DR z_{fs{W#cz<>sK)Ls<`(C8!0O!PR=scruls_@J)IfY|U-KtzmCja)YoxnkouvYEr9q z!(&HUVVVIEOHm%(9`&K1=J78vbPNJJAr{s$dn6S}xZ{vKiUCRmXAkNI2CY4)?d# zl(lB)M@7Z*)EC`SVaKLX~@S zcrax}e&zu@S-EEyE+IP>K{|5p+#8uSaOjbM51=95g9!>1&G{Zq!kGS)v?B_Vc2` zaO6YB$=l+mQKJ5HHR;=>b;11+QBQz+1|p;Rt>_m(ky7z%-U_+YX-}|+;Ybdir_kZJ z;8PC#{3Kc=&P$!?+a`|J78##DO|HAtVvjk44}LkQdw7dYNk?YuQk;Ajt&gDo#79q| zut^>h*frjYiL5{HYIe+&YsRd?koQf-vRQK$EatarWug_SUXD-aW$>rqjt#yw$7P!M zVs6b=6JEBD|3X$(2;bgBx85#1&%#7knj}&C+_R=jK|Ulhow;Tt7o9dbmc@D=Nx9nG zRfV2WK%)6mH*guI|8tABVGB(!jx{X0mf>AZ6^-AEny0m=X53G16l-p7!gKWYL?q2~ zMQbuA1q`F}cWcbnv9cq46-!1O5!KF7%^XR{)}Ny%JvB;Rc7^+5Ri1z!4Sg#na{;YR z`d8fARL(9sUl}d(YxgUTs}hSftTAt=74u;Qn%?@O{Lj_Y<9Qe`yLA0`a(=|pdB2un zs~^+y=8w@!*g3?@nX*PSL&qnt8YJZECp)`D6%}Ofu@=|KQSIsG=H=J&o$U{DY%@Uc1rIqD*;cix@U3NybrzLEI|LZH#$2Ec3d=Y5uF>?J*naAS# z=H7Jv`u@$;j;G}gSx-&olRq=0;@O~WSuBZqz0`F$b{zQsO!T+jbNXc>^`-pJ-BjSb zC$MxZeshvV9vEEtDcGncOVR;p6;#c~ml;0jzCu5k`RX|=zi*lQ|9Zbp`K4!^u5(S- zow0rjprfzw)P(6$hIU5CF09$;TzFmYYxY96$u!Lv;oXo!FqD-sRn=Ti5Aj)EIYo)$U$w5Xv!H}WZ>}SfBD<% zC4@Nrk~7rxI$f6L``^EU9b+GEJ)0t#J z{aoc@Wth7us;}RZ&B!u&n3>z^S2ySG3hC^aO*uH}I!j`}Qfx84*#yNw)HCQxy^xVp z_opIxNEzL1n=Qz4w6K>5bm)MD1k-wkjBv_M<2)v@gFt;_*1fHvF347AM7Bc+5dX{h zMU{HlsZ}hQ=5dx9QvLE+wdg$ZtolCT&k;fhALSo3kLunloLq)0Hn4M1)YRcf6fKG$ zk+j;PV46U!2K#Jx7Y35-f@thZG@6Ffy`*L&08I5`$uh#TR6(-9v1-b3czXPO$<+~j z$SkWWQEX`vvvbEA4l=A-bd57nezA-ijJI;-KSUdXYLrRRwFizRSQxJ`(RdL8JoC-Y zZCPa+D;uu!5n0~#B7#0Ya;&$Dg>Rv~c0>RC!XEneQEqx6H;7~sU}@zYK=Vd$PR}yM zL$68}Nv|m{@Bw#}K^La@0Gf*{z&tpq4(i0cG#z(dPKG>H@~1Qde$JZ-KrPr%rN5hf zFWzmTT^NUKFWv$xPwzMPkJ3_ODj9=Je9^i*m7edBVlN$&`VK8Y3LVN~UkkH+Uhuy@0Ry$GWd#%Vw^(Or%Lg~q0P^-1o z6zCs8!w~`H?!9*D9qH)E#EDK!UPm*LFk8F9st7amL{trwnOvcHe9wXSy6hSE>&D<4 zH`_=^2DM5SpXM47!h(!>FbeV^nyp;?fwa8?cz)0R*Vem>_InqBYkGA;C3-{5X?h1C zhHc-9lF9GP*puu7qyqo`JoaF}lfg4wOEvB=Q<|%9eh#PoH2kC_;O%F~OXwW#-6pT5 zgQuMeWEKv=*=zn2MUHR|0n8n>uR1WlOzc3C_E_}mo0Ca~BOhuJXa&40=%beVhc9y_ ztuO!f8&iRb3MmOmxDL#Xni%^a&=^c+nK}1s_QMpzpZ&j<|6nGEVl5O3qCJBFgZh9- zH6mX{awe9fg^llFHm~8BosN(jjca2MUvqTW0lRvR)jibq-^%rhhQE~r0C%zZf1aSt zhpZEw%_h$PWeoOY#s0707$<+=QPi&Ho&-^+E%Km5yDEdeKMF4I?gJhf&@$O=-hLRa zc2(N-Abi@G0L2lZig?c}CeNs5Xo|b>z`jaU9l1Oeqi*%uur;YQ2ciIxQw3quJ5L_^ ztaz6eRdXV<*aP+MDQOxDbRchk!--*Piwm>iMcATSYM%O>u4Tt?N!%fj(gzTvi%C{? zaaM3;GU4Kk$o{IVbS&goP?`D1^0>$xsj$n5&1eI7c#Jcb0>!yvI#e%kZHg64x&mkV z+LoN^e4Z>#0?p2&6rj!Y4XDzmIO)>(1BU;ZJ+|h>b(#d{dEB&jb&V2eBVQZ@kNm=D z6|iM)1sgr*^hUAZKk+CzP3^9Y`;2*Dd|KiU;2uK@h{D1{3ooKrinJakM)p!^6Nct> zNL*Wh5?zVdG*Hm8w`NK;pvZ?WJ%e?SuhNIZ=M9Z_EKR>@MH^!q74{xBu}9G)q*3{M zF#7wJ`)$wka{#G~YsRMzze{6?QwxY}gki;_Ms5e3U~(o$;m3O42DF%n*hEoKjGx6j z-Ch*GJ!k`=RG)RatxIOM1P;A@tX{EKj4;bLIh30G5&NiNw8SE{IP2{ud$iQ`t469~ znFfm;sl^$su2*Ivfab$QV%At`b{o1wAL@AA0RjNyHV9Fv%4mtMBUf`u@<4H{iqzM< zZE6vQE~N-&h4_O-EtKre!ty^|wC*Hu8=|H(E2AA_^AvFvBo--v`P+>zC(tBOea#f0 zp&=vuBiHbVv=@7s-DEMc_B#Q1ImQp>GuWk zwbi&UdZ-2&tO2N6^QwIt}~BQ_XOjgwL|0 z0k*PJmST-73v5K6b@fv6;}Rv z@>#XM3lC6)Sh9&;)nzd^q$0kLBjVy$`jkZa#1;ih8QA7X{G1X#tam>?e|7IS+b1p9 z=ec(Gb>&>=;LwA-7ny5>-NqfpZXKdRi;7O%9nbHz{&lXJ8yERKRH=E~>Ox9Sq>}l( zIgX4JylyUmt?3>W_`la}7U1=73P(O@F|Q0#t40jq4XXV?OW-ry2ecBmSZ)posW})O zSYLkYga|_n1}vvL&xnfD70B$sp%JmhRVLEN)5G=pt)|WbAiFLuyltN`v1iqmaSM_8 z3ia7eu-<#;)hD6h8k9$9=#)X5uPUJ8h84Q;;Fyxm{N){jv= zCOxfrccSqKX$nhE)X;QNqFLSpg+hb=NG>`asMY=4XDF|0w_hzH$OS}zh^P?R@IPfD zgdUmk0>jYnM6ZpMI(YHV`Xq%qMj@8@AfaK6D%S8PlD~)4>SvUqYEw5REi&wkFq3Nf z85iT!FFlmxpJ-3na8Tf8K-&JQ>jzUa7O#X)(We{4M3F z=_y^s!t+E7UBfis-XuXadOLVrb0!>usPOjS)6LrR#XtRwiH%job&~m}0qP%2hIsTo z=U7gFbl|p4M3~*tkN{;Q!iy#F*=Wd794G~mS&7Xs_&cU77G>zxq1d|C0T96 zZNIk*;dyC~C#Q=}CG4(^QTG_6H;znSv5`8vPTg9ltgKX9H73g`$YRaei@x?5#?p}t zs#2EkK7had&-$4sguko8U(Z?Gllo2t1mJs>c+!VI;-2HH6i;9GuC`KJ(Jf3cB2-&l z6QyT>w&}fqY-7N~xfa5i;jIn!-H4m7PDHT_e|Vz}s&Vt0@i4(|`&Zo0IMwHR9>hcD z&K&{OkN$vrUeh>3X1q$k8MMr;*Y|8P#_f!H9t^(?4cldrOyzvz0Ll0rW$jiO2OU79 z`L0WS4BVT>u5I?~R)-$oAmv%Aw%zzF{!m=z`p+cmVA53T*=V587ODjVEM8bbWf7pD zQu7QPiIBjT;cKjb>LBBpxK#1x=IRs0nX~InR!wSv-~H(q?8S2-XJ;f2dW8hbqfI7~cmQz3%t`p{?kHoTYl+CBx<0S~qR}+nP zYX^4}12*8MM=$GlIRSa@Y*o-x%a0q}NWI(+j$ar;r)?|Ix1p07pcip~f#yMKg%%9- z1pclRmr;yd_-?B^uXqMqf}3!@D}T__a`~hV`heqchXqrc+{{~@hq7@sO=nV z61#rZVrO9Qi$I51`?t1}uZT{boXh1>LkTZ;m?e35dA;O)4ADJQ$A)pU!zN*J4x3zzsvd zw|(LuuWYMb;@+rqi9q4)vYbFLB{3n+=>TXVJAwUP3#36phvCuc7Ih zpz*W!16qfcuTvR`f&GtJ=QD>oY}jSnuX=|3@OKUfTQ1zM!7F(r=E5LH2W_3+P4Jcd zvn)=z{$$9{nHN~BEd=;fa7Rw>~$h?=j(NbExjWiumjj z^tv1uIBjL1g*Hc;4c~Pu{k?$}q_~;t6)ZuypjRHa#(63N2Zn(^R7ubd5x@r-(NGKh z=|nqwo5$YVL61fsOSQ^I0Cs>Nmgj3i(}*C|aRWVsr+jfkCXYK`jz#RY>6!~qbX8~| zh3!WWd*|O7d(vMOXSH~o1sQjAn77RDzdiWRGSQ^xNH}JIfA7n1lLKgEDcj*+4RT+x z>rv}Jd_L2JbF@TKTzj+Ow5WL?<-@%26>_`D97RrYAI6b-b2=BB4RmQMSJX%#AYO!R zzHUP@`zJw|j=Mt>YxMTZ2%8bRUQ6(f+zOyT1q(IGV?bf%A&LkkgsG@qhS6Dg4+g6l z9O8ZrJ=iR`q0i^tg-ZUPPQcy=at@C5W6kG|01O<5!te&$vKqeo=cU7IRAh?W`QAMy!5yN{f#EQhnoaRWkkSyXv3@BI=lgj6tirO2vn`oe4?+32 z1}znCh~Tqr_%7XIFBwlC;RKI?WPUY|=EuWo5sA1H7ozc?M!YCPk;U|XEWz*edhMg7 zFQ6GBwm5V2VttO_+lU#Cr|eJ#K!yWFd5P}RIsSK!#*8G!L)yvHP5dfFb&qU>N-o=< zBR{?mE-@D$Ej$zbJpDP#CHE_o-{Uf-c;@jbn7(h1=)8`>kP9DrL9#j+$GkSM{c86mvYZ+B0miMgF=^(%x{EG-dJ{t@?a89#U2H{GaF; ztrmzab~*p4Fm&%fFIF?Mj&8KWM@JX{4pV2;Kkt7@i)ebNEjc6Nz+NO>2ygJU_VY7`GzKCcY`R4Yh`UXX&;K_cI^k zGTl}*$9K`z09~t9ppd^C!8PvkCMbDsr{H`m^T$OpC_GQx783yB|K36vZ%_jIOmy)e z3X?|!dVVbzYm6_%Ra0^JF zi|swO4(txeBr4#*WACrPI1Mm#nzyo2pr~Cj79nl_F%crJ{;l{mgy~DUsjr#x9REs5 zR>_0(g@pS}n`9H8<3y)oA(go9N+^zh2|%g^*$-v8LJNhFdYK!%k5bD}t_Ey@c(mx4 zIYJLCbD_ph@r7*qw_>(%NKqV8J*Glt8F$Y*)%SSyMrEokD4f|)EFY3n4LZHu;x{F6 zkR@kK9cDTB^K>N)V_Ldn%AF9@CJr{rHl-Ex&=r!PI>g?utFfTxcVFU$Wo^aSRihzI z!4)<)(cr2#VCz!8R|t?@Cr0#6nGz~Z@gVnF`4F|WBjWnK9p5gC14T;P^`If1iuVc! z`ZW-!Vmu@Ts0s4#L*vj2G|GncWN2oeVi~{SDbFsQy)V)o=*4NATL=zHsPZ|B*<_}{ zv2S<^R6Om+!H&#xtCW`$ME%V8KbLio+YvsrO5nae|I;lpF2*H-f5QWMmgRQ68EKn{ z3jG8Kw>>j3?n1&(ExW(Cv_jWmTtH0-t^d=BJYeH7g{mXyA1oo_dc+=P3JMT!+Y>3~ zZ2mwv{~V;-4ZOKb`m9*j(SRQ1a6#d@2Vdt9r#44J!CoYAG1{&cGNxndV1Q2(`CyU2 zc=&M(yG>ZW9pjK?u_|nRN+!eja#v)0Xbnc7rxgRa3Y9m`^WHNRj%7X!=MTAhH%p$h z^e>-vS2DZV<-FaQM`rRUu=QPa$PZ;B4L!@w#Pr=2QYKF58MX>=FMcY?@^+&oevwg! zVRe--b^R6v`8P0!odqrIrrPkJ2fQ`FWR1%|jLEERUm=h^Jmr_KxbSbq zX_cO`j{EIfsozxcM`gr~2A+1=P7a*lBZG6yzSo^TA?5OZgX5d%3aIyP8e11jT|$c+ zoHamnS-#RpP~+?i*?;7#Oo*)LW$)5sdtl!(17Gw#*<&|&gm_ef%@8DiBd zL6-KFx+0Fm+`1%-EXWYibp{nxHaHqB-Va8W}L^{dbKb?+U-a!hOIb0}Wx5i?5W%_{zFD~peSH64c*U<@Pi(55+3xK;zWmV-bGKB+s~~%e8F+RiMIn&Ozb|R+90acE%l6nU zBibX12?oBuNW^KnFQ$&lGDm!eL(U$dG9Kq;5v%nd=V~T~4@uYt5|7l~(6H`ozywk- zWiHM1wFRMxs#VjrNhW9p(F9l+>ff;OLw^b(=0r_ow-{m+$78aTL5#J5l?f4jEx%D3 z&~eVAjbn9>i4{wt{@1vp?G=I$cbpht7xcY8a&`Uboc2(U(=?tA zs6HAHjvhIJHsiV$v9-lVUYys-pz(-I`>l`-VTeoun@0z=qj*4p%`%IfiuCvFXjQX5Oo<#~!dia#i@PT^G|JGO6uvo^GCo+#>L8d<4ErJ(9Tyo%!w( zu<2yKhp<-bHd;o+#d)%_aFMZ@x>NHe&0QsyhIz$ zFxF-c9EFHF^g!NQ3L6|#es4tB>^g#*qIQtuuLb%A9@-m^k^+AT@;x$Y^1No&AcjLU zi5UOZme{i1pSK!a(PA$L3;a`>KP!9M;@Y^aYaTG~@3(rLW4kh_(B@I#6KNr-5FLgC zi+ulIna^3}(7L7L1Ws=bOHOrfg8VF)-6`tbouZA0t%Os~$cOE9OBq!4>G1L(UZvUe zKa^iSf`*3XmB~OUoUD4EP8Bf~JrxxHWBz0WEyynS@Napf`2JVIGreBb3fi}gJ+uzLh+7*J@f+O^=-%c=&>V@2k9RPhRZ^& zS*gwrN$bHA>U4@xri=L?1fcc!I;KT%sBmFcOP3kzG&?O>%8M{M(dOo1lqp*O#Sis?l3Th zxa0H3M(Q34LC5!E&^DH<6Mau&Cf7Jf(_;=OcgrJ>!g1>CC9n`!ROZ9DPU+0VF`)*? z70KjEWS=#gu15;gS;4Rc+`i+x5!Z$+bVc@R5YLN-;O*a53GC=4y4b1rF&5HTL6Ps= zbo_U+jO>pujowc3ETJ#eNBoC#s$;1R+v&fp8e~>&(a-`XuztWWdQVH9;pD`np0{A~ zo(AZpKM!i(K@-+^xn7&kJV?KJR1-eRi56jjvd{eMZuo>|?kv0yMHfqlHM}PLN%6)J z+^A=H5BGsyqUbMUJ!~I@?cJVfBGZ@f%L=t0jY?DL`s>{u(#z5S z&Ac$CE%Xxi1y#5Owg5PwBF?YZJ)@0lY@S{2t=vcXD)wu^zU0N~Rw*PQhti{MqLq6v zvxT$0%O$6gr(@@pum|r}+8oTi230JUsiKOi4Y*sRxuw7aboaMrR8^y1r+y?kV60KG z)Jl&>HN1U9aJzmnCuf(>DDrUQXZO#?{L8;C@=e08mbyAZpBDix-W+Q14X=W8FkB53 z+7!P)hxq;Tegv?%+bp7iti!uqClk{_#zZ~P0cE_rPpluF^s{#3_~qfM~mb_L+}V17dzKZ--^MS_A3XoX2oG>W7yCa5ex z1Nq7SWms?g7%BNVT7<~FKHzfK7F`c}!W0O5Y%F{ld!2Svvsal)Ogp&TF#hr7DYzwG z2e*;Q4Y&XUP1@}&towBgI!)z>rNuYBY^A6x*hOgEmx;1QUL^DGw^cjs$ z=m76+>o{$S8>oj4kisdg4Z1cNz2kR1?q&tnHo(Jj`kYX$m$dT2V!IYQC0V;~1?DBb zv$EK>#o5d+Ma=pNoaOyao~Unq4iXZKVUwBsO3?K06NK(%h_UrLTPcPOAjL~&0GOum zQU+Tc;&L;M;d>=yy6$T%?1euoibx|Ub+PyPlqt^9-N@!Pf1gL9f6F{XgFaNA!1?7? ziDL(YmB#)mjJ-ZvteKd;{HlcdxM^8<&r98v5U&SfTI1ZvY`_(YWF=@RUjTN$1#nR@ zxY*psBB;2cAC*GT0JbA6G=rm@RwSyS5k7Y25g!EV5=$5e*+9?(v2y=ks=N<1Kv&Hx z7z1X2D`2ZK=17^ObjAjRN~Zd-XnkN^4`25nTMXM8i8i%Ovu~xvqroBJPP7jXA zEIX`(zi=w+AgiO$V0eE^Y;l3(mIh2yMwKgIZp64iTn)uxUaj+;7XJpCZS8p$+fU-8 z607A47JIWED>ra}-95EaO8PQyQf|uftM>IZv@P}-Ao&h5v;UK5i)wX)7u=`bI};U8 zvWk@)YSHk(9=h7fLD%pMZ(HoPVu*|5vdYZWdM8Ux_fHwrA-IqtP02(^5ipfoAGn{U z0RukSx_b83XQ69!RxJy6k2+tG7bt(IMEWGlYJJu-hI^Y};Q*p5iS-rt0l=(2_xL8U z*xY=X2N$Kxe3e6l6`ACzj$_B3zy6A@HO`?XG=OyCDdSINm4&iwFl&IQ8zi9KfyKWm zK8Cxn0=F_wKSu7)@V|kyO4Xu1TpX{?X@Df?BK`Og-veLX*8-92rI>6`Qbo#1tRnnD z0)B|N-!yM|Q%41QaA}R<5rCRQe+hu$c?*3mWba0D@0`@!z1|lkL@KL}k~xTOiKwUD zb;=1w;dxX@YDg$OM9EYmhoSy_J{8&tkTF6-a0|04sO3^v4hn)hQvoAQyI6{;FYJRi z2!g*D#^B(#urcp`or z@1wxcbLt>cOL`zjxx1%F91}j_f)6xMSWSiEJHU1k-?QSc)8(PmNwg&l4{XAsIp2CD zU@(9F{1N8YLc->(G?6_q=>$;bOSDK3q5$8u=tmi(i(n*JP6zf4ug=Ww4Fvo*=$xwP^4ngv^CjNGt%iwMGptB54a-tT4ECFVKjEw&Dy-*cl_V8gz=m5G4? zY3fMuxn&J~`t$9#G=PJAR&z9_;s#Sw9cG>3+~`@#5b@&)f3@_YzU5bZj~hQAZ*eyk zU8;SB-sWAD*mzIE^gS1ZqQO1jFlCn1GBY!|(heZuMo#V$5u)NlTyJU8EXU8({rknA zJtYAStRqcp{AH{Wwkv$4R)3{7zjBa=3Fz#}iDI)e^nj_RGpl6ghX|CrhE5dPDE6QZ zodyL@5i}X%t#{^^$-KZFKX}ZlZLII+Ze)Jt5)q0xqf9;@0r1Ndr>@wu|Akh{9r%<7=xS8Pxp1Sxc>^;i&?`&mDekR77VAJXdVN)H4r ziWs6w-~QpZ{F*?CU1P6-k=l6i-@wNR+hGQ10%50J)%DR|J`$%V9B1tANU!;wQFFWt ze>YYMW^yz$Eu<#gALS-xPNRZbUuVi&Mg#pz!B&9}o%{6zn$&n`LY1?*hS+Ov-TSs> zLH4{)lSsuNMVE(-Q%v0(y)c&JhoxD5S?Z`6!-U%_F>GzraqyT$=ouE2^%91 zzy^}Vqdi}kcIeU!syO0Vxg)bknJ6k9sSnMVrw86ECmnf~nBTL+1&lej#qYUECPVCz z9%tH=@!N@wWm)nxZ8<(x$m{ZhR>3DOYHl^JAvs!)QBAW&$~R)2D182qHxPwk#NHUy9Ho$22B6ZVREKbv)o_4+vBqyqbc79{Cb1+03@7zDI$9+Md{Gia zz6XgMVI6+#3ec(tK5%5GD{(@&$GP)O?UK@y(pd$T_7$$p2la~i$`pN8gC64ChN&zb z=O;6_mHm8;9c*HgejtHigtJn|@8)n!zsqABXXZHR>!{yR&--3X%x%Q>L9o@>Tb4a9 z>PyoOd9V1|25%Wk# zU}8J-)zh5{$IXAm+tU+2Zt{!XJ{~&{K6lTjI#~>gyg#P?e0qNB1;z7+yM-c>Ru0<3 zFLJe!mfvuH%Kx3Cu%~dUWvDRE0gEj5zLb~2#fOUOZR7Q8f8$Hf_`Lt>{-GsGzV77S zNeR<1m`swaB!%S>)E&Dz-hT4y#VEAmq`4dW@0_K{)1ON<9WX7FkvLs`_>+}&{VWrN z$|VP2!=qrbQ6lQkt${FQ1M%v(`re-d#<2yEeF@7>2)UrP* zc>d@7?}hnv%ddftu$nuwVl8{^zmuuABR6xwO83QBn^>8uqdU8pid!3Q4W*-P97tFU zv*mhT$U!Rw?d71hWSAAoRZTxsyh}us3Bv>8J7PrFyGY`HoF_=+`iLofna$@3cDx-V zDj6YsFRi+#%MOv$*^@=Ra3e!H&KveH*R!|n+%k{iKfSw)AaU}k3s7F&Z5FIuQb|mP zp4=C!=6-?d8?nL;ETQiiHo(ax1sK-?6dpI01*{zX{o5!mi~#u<;?Hb? z;iA)}rn5{5GCh|wLk!CLCNLv%2rvC z;ush%nd1Mhr;BK&KM8YDo!d!l@fu;9USfU>cBvbcfx?QPBxAmqAMNPOwa$CvLOUjv z?o-WRs|t}99KzNN(j&utMuC?_ zzh=GY4UOEDkPgh92laxJ20~n+3=1CzD+KMm`W1j!Nb&oSIYkOI7#$#+2pn!~{{ZdHAhAe8?k{;E!gAziIt595` z*AeWYNwsDG>pknQ3Hp{%zj3_aA+4|Di12Q=-wNyOWe|8unJ;+A5V_$HU=Eq+k?7h^Gln@8v`PM{3AbpHIUq-2 zhk(9D01G~`_~6*;=SXi$;bqLzXiO5tlEsxusO#*!6nWedRw>!w0{Y1jc0>N()0KVEo=I@KRi z4m>ipj>Y-o$j*q+$}e<5bzfcoTZ4re_Lr`F@gjxX9-uvF26c`fSt-~)Ga8(2Y$5PH zJje92daLg@Z6jckL@XEt;iIRh(m@xOd37ZHzt43Hh>Gj<5)0wT0+%j`;)>%rzFcF0 zb$vj-`WS!eiA&KHWX?6hJ&54t1;Tm6!`S+d3nw1PWZ;hT&50UlulHv`2xvfmiwy|m z4E>#8!M`d}lMK<-@86YKv{!~&fL!Vrv|t_8@2meAm0Qg7rn>5JJ$P&5srpEDhFFs5 z;~Nf|!J~s3Eu8Fk5KV_zOq#Jrj7&AbeUI0WQOFep_|jS{nTj8IH2M0MGdf%A2Un%4 zCTj-%n>QAIEvL)I9S~bo^)>AlS_V--0od>T3ISwu{>EU5J!$w-Pig~j7tlOW!#aD_ z4^TWgtSF&*_8aC{853H}JDf&C#8WGe=kU0}eeezp=ItFs>zi#hTjM;E?c>$U3|p)?gWb7uNg&`2@`(%P?AMs)^Q3zgu4k)-EC_kH4(1~sgv#Hg`wct;!{*f)&R8% z9*`2!J&F5NAmStt&X*b+8G?^n!Vm(i#4?W_K)vZcVB@2&2{LCCkw$!KDjlrdv&z>!v>^Z^FEsnfoa<6EL?P<&%uF42p>{yF zBZUA7M6HF&v6)9b6Zk^t;fEr&VR!KPePmZyPY)fqb|QxvzfXXm=&^~QPXVPmnFpgJ zcRp=0--^A9JN@**N2o!|F&Jbn&tAs!!C*4gDQ6YPLyS?M!N9kC>ImDIol~0 zPj&ju*~_x}u!gf}{MLK9&D(Adf>O+U*4Uetz8iAs$_O{N($OhRf^dm50-td|lu^r3 zK(pVZ#UH>eUoBPYC&k}|g>mc2?2Ba)Rx^sUOMI7H^yGigDdg!J96GN5)G;0EV5*wJ zdqiL!zfMc%Koi((BzAxM8O~>5eO&xEo1p&SlqLg*s%3Zyi-p|r9x`M*`E>x*_GXOZ!KK(2N8H{$@$A_i6sR8#r-Xz+*WvDp zGg{0;%CaCRn8ZmTs{YrhOskD|q5vx5bNh=-QBSE|$oN9F@?FH~kXK^m*G*QG$REC$ z+rO1FY03DUw^(JtMXfU%VFVxaZH^m$!*VzFqLT4_K*}x2xJK*P6Xi?Tj^b&uMADD~ zO2S@0P&>`+(6PZ06D%CvD90UQgnDx2k+&-P_`&7hF5fv!-{jHW{&Rap+x^Bd4#ETaH{gzUk?#Y^Q10W=(X4-o zlfJ?Ru#dAtsXZ#0fXF$8ycwAnT;!s>Ub#dCS5%m1?rvRlrLFx0Ay0Hk#kp}sSEpj@ zl?Y->h^{i!BVSoGp&vJ|{QPn%)Xb?t!<1x>|79g1Q%Vy4;`j!ip#IwF9o4@=^iGUf zqtLCK2P!lHa{;ZvvcG3VW8iK3W6K_Khyo|gV_IR|&I)oM?d|P2b}p#<50!?bfojky zE$x0U%1`TzidCtR)?b<}?ZdMP#7}>E)z~j67z{4OcWm#LU7~bOrAo5mzv{Gl)>qoL zX9dEO{YP>iJXPBI3+MFvCcS6djB&xn*55!Ez<=9Lj^DZX^xyKz$=|aVkU}EVnAcmk zM;3U-po+uzi7*!E#eT*!k2esh$@F5Tq*tqGb2h+GGay~9QBd^xccOp7o?Hhn&EYs$ z%^*!XI+RH)cn3b|f%A+4eewHdVW2jc`jfld4g0Y@{hmj(M zx-wH&fS`WNEl@VV6ctc6=3S?3(}Z;ja!JD|szeh+%-%Vvje3y;1M9zP#|3VeTk4*` z__~=KEjyysDOSC8$WYxX7cIj?5_qyKQ0kbqSyg_PHUw<#!dYdu)GKXO|4u6U*vu5p z14)vAQ@_RFaf$O7&l5tmF4aj}`bJq$L-1)U)~Zp4mB?(qR1G^=g8!);DRL=Pp%Xh% zaV%zdPfrN^-esh)M%_9dTnA(jm5N0SQr0$XNt007*Jpezn^>eYgo(ifU>5f7&nWu8 zos)J)b+@(3hq3Q07rmKx3amSqSj{h74ZCK_3D_UlONorZ{Mjh~={#Sjlmnh;7B(|r z3iB*upu;}Gb_M_#p08s(KlV0h+WVj&WFtY#oX|P|D-&bY;{q}V2E0$V>Y@__v_btl zONSi5*~;mFiW>4p_Qy5f4huBl>nYESq7#m>ljGBGl*OkzggudxVKbmgqEFm6s;3lt zLuAlo_0y+V5Jgq`MB@1LDsh)|OSZ3uXy*UJ)K@^Y(R}gZT3m}1TA;1I z1TXIHE~ONAf&>px+@WZJ1PM^QP+UrI`qJEA z!bM)ma;*d{XvWWnL!9ljf3pO5GwiFs%R}_QwOzdiQCnvx^*bbl_q~AecfV*=4;rJ6 zD-(a;s!r1Vuu8H>os0M?!f^CN5bx`0&c#+B{~M2HA&u!fwf@4^8^$aKHsLkGjNSJa z{XcHx@emYSJD_jp+WGWs)KqpMnbbP*fWR0N2BACc<>KA@hxb3_LkJCtUu!rF+O2Ygu=d*G zLljW+e}n+co+|cmIsL`59q?xZ?VR0hMbF*NTRO~fFV#>cKjNpJOuijFc*hv|JyWz> zSt;W}BbDk6`dC0W>j=R^%6;?F!g4peP)g;i_upvYCtoLh445g0@cgD?a}R%p`POF^ zMI<4;v*&*fhxxOWSTA`D!B`2LIjN~|rqUi;5z!U0#`B^nhVlcgn#)K$w|V&nYq=gH z$d++1#7~4DD_sE;Ke6eJNoG@PbC#W54EsL0dRbS|D*yvcmHz|(xc}5L#B^yDJ}W7uLD16k_0b! z?a6Y+-soD|4$U)AW?jWI|4?Pc>pAGlVolO^mD*{iwhr5TcW`Ph=4+sWf!Fv!TE$+x zSo+J{*LTv&P3snil`L#ttTD38HRAHpa((GK`8YYbmGeWG6ar;7tO`^$_+xINg-+tX zze&8Y?>UkRa&4>AmF(ZN1szp|{-L@*UA-hM@nWI|)Ezg!snL0hod{4Ii1Etm^M-Jd zR5@F;HLFEvKx9B7E>RjfFCwbQo@?jf6aiy364k@GseEXlCNINH8h_CN3+R7fWSN&^ zDm>g?X~wf*JUT!v{9+ioMb@D}tD?zQ7RuQPJhC+{$0j~&mrSXj6Ebpw7X(PYb~Dwz z{uSVhNR#|LWzu0fJgrldl_Vc~IJ3nsmckhWO^b~Eo~`vpKllfp^7KW`_Ky488QeAT z7l_bw!Ym4hKCcb){1p$mrmy=#c-cxq>wYGaV0Q|fADkd=YRsk7?CBg#gBKjxm|xGU zigq~Jui6<6{bo&!t_+$OjqADXDtU-YS;j4fXHF>`U-@C5N6Hq7wJgDcUqeU_pY~I9kR2idiPvYH!`df^zONfe&oAi5pq&k zQHq^$WEdU&yN$WRam;)y2st*x&l*dRQ+}ZBu@_oD0Oa)Nu4-*%%IgV4!OqIQq$M#Z z0P~M<035X<$bnt6G#_?<25o2W{4&3kovZw@DLiSaZfF0TH@K)RYy8{00|8lbMFw0G zC+}qYr%M3k>}q~)e|=r`IWszRB#Tkt@rWh3i*YByJAE&`*yJ~{-h>V>M}?epfZz-~ zjbmfZ!=8NG(2A1Wy{S+k3saR4QyuMm9yDC4t;@muynGjMq4$$p&+oR5oPE z`x*+`kzond8l!i@He4ewX2RLYNhhl`QhX`Ku3ztYguaq?LcGO!QS4kaFUEpW=y1_I z{6fP)?nWH?VwMlO2_u1K$Di4@9z*>W8w(pk5Z-(SEWdB^!xBe`{8I8%Sy>YH=$ULW z=$U1XpZF;fB|LO3-GuqLk2HQ3?V$U}MGYp~!@ZDwKWm{H_R}_kgT2^c(1F5AoG~Bq zr;X9eQkro5+!~d>kxkt6I}hIMSv{z1VCGag5k9UQXySy7%DG7m6a}vH9OkLIY$^~( z#h00*F%_hqqxZ8ZM}#tl#diIW8O9OYU@A1@qQRAQ-yvtyB24xAbJZ?(Tq#K3k#5Ym zUGg$I=pB`g^^Iy`;xCEi8-c#iI7wi2{(j zoQdo6olDFqLL1fhW+){VI8>pT^Vu|vt{nc09AvgtEzW?!KHd*yawSwn?slyhQ!2UV zWxYS7gaFzlNd?vS&n!z$VjQUfEM<%+ZFDZpjJCkc!7z5&IV~!gmqt+FCV|zXbphep z(kp9+YjFx!^Ib6Ir{B_sV3V3{cUY81x!d-bVsEBpM;d2Yx;|lPQZ-@5Gw&Y!m05!A z8h3|%M*W2v05LrIZ9Eo49_Ogri-?n!;GHFefmrqS4QM0Rl{fA#ec5uIQf(HvJ&ZlR zC|?6Q#y%c4C2e1SPp;~xI0JMzXbL>qE$!&1AC-P*8HqL(+wm|a`KY&7vwi^#zSAl7 zX}*>&4)46tJqUt`jV>n*UxbA$eQ%J7S_+}Q&Ght4BYE16upaacBtP|7A$f{DIQe2P zYU-h)EW{XPs+PjlR*Z#PP`X};@T*>;+Ys8OzBHU1pV)ECM>^M6deB08i2F1Q!>b3s z4jcE%X(|)FAxv(Sj)FWG*gODIKWt$I}*mB+gcgyhZHwU<11gjCGRp}uHO8e2Hrf0GnDL>WQvZZ+r;0LTlN2GEpMslM(Ct|j&L>1$HPV*e= z#dc`g_rx15#_^3%3>jsa1Z9O#g|Z0p7>&%+7H@>x5r62L20HBT$CUB6;)KucBN_6| zFU*KdV6d=0F)@wD zp`9}ftMfc^OI7vyn{*zAVzoSPn$nyZ=k{YA9)8zqfY!E3qt_Gb0gVjR{p?l9B@%-p zepmm9dN>Ro1`aZ3(Z;VgIbs!4==MnwS_RtfMj2xXjre-Zp{CrNvJStcB5kuW$pYFy z#S+g{)yyW__@yoEl7d)_y4WyRY|zH*KA^&nOtVMLesh`-+bU`N?EJ#h^s0@kF{^&n zBD2@*iq_X^>9w2rFnTut`uvB~Pd!Lw0qnRUL@#pZn1=`-#GI+BoiFOy1aPlM2J_ID>XFvhlpPk{F2py`%Ns-jBgT7jfQ}q5IZ{e5-#PvvGL4LA?TIxR z7-mT1J9LPY?J~L2>oe0KI^6Bu4ezBCJ}r?(#g-tXlxUZI3~1T@S=VtR1~>R(__N*! zAsa0Dfzt6=`%UVf@awe59zdLn3?ifwHn=27Y2G3+EH5;ZX_5L!be0I@IAdHLDu&Gw zlB$dT>{;=sreA+UNGm9u{PMc8Dvo1-8PRUGn~_`K_V|Di^*%Iyt#Ba+ERZ1ZJ0j8& zo*BnxE_{{ns9@$|=Qrf}6L(DPB0D^%9GSdu{G@hdFgsO9HAlD`ho9z84dn@=d>5tR zQNwuyD3GF_N0EI9nhteuOS`vXIeYOngw2rV`dhF!ANViU^k=?kSfaM(()wH znXz?QQWSh`-~$2vwE!Q;Z8DoF(-S^Wr5a6{sa+G(xf(aalkq-T5j*e{ST&JQI0E9)Y@#<)}uEgyerv!W;%Ig^f;^@mo|Jo`1*k6 zRT2EHZoG5xWF`Fa;Y@#Tc&>J6t{hkrE(5!zmJwDU_i_h&X%kqvTTiwRW-Wc=4c+*y z@$E@M+LzeH9EtF}IL+9$O*3s9x-x!Y)i1vNq`OZ#nD`fMI@EDFzP`p7M^Vxr%0@Q} zD8f)qf7;~E_;hVi-mve9V0*DvEdBd%HgKJC%G~`M!|JuvfZ`rvboH3cQ6;ibaw(8F z)7p)(eQ03pV|l$Dd1i4cSdZ4932(gA?hJ^!3A2FDO8+?2IXYU$iTbHe_S9Y3;%;8& z;#=Xs(%te0_p1W#-Ec`KEZBhuqITN4Jc1?v(*hnhsbxPq*0LiGZuJtMC9a|6hv4>^ zN4SgBfUfc#Ob%aQSh54CA~a_!H#_r?uh5$%TgeS$~fYK#y%X8x~3$pPJN{3PuvXWM220xuZF9mp7=L& z;bf^nir)$ckNCh>L|1xr@9b%tjv#QOJ*g0Gqi5j7Q={`)q|BH1kw9Ba1qpHC>5&mPtw)$ZdVQT2KG@)7tFw301(cUH0 z>2m*}(-@RJxQg#^n4y#V<}H=~gy>|Yu);N%{CBB&MIyi{Cs;pzt@>zvN}?H{-E4Yf zTOAmT_=q}JiJ0PZIHn3}ffG6Xfxv)r3$ECSonc&9sc!@4zzCfh>$F8kwd%A6-?lv) z-N=lKoKlbgCW{0W%kkm+YT0i>DUyaq{>`89kzl=(Qr37@N_5AoPy(6m)3zr(3TFi3 z7!CZNXuL__ch<4-SgiaN>bOOxLSPv)U_-|5rLLYB^*)!nbyU=rdRNoT%Uq;##&vQ3 zY4kVy3%krz(!{7rd&}lDrvTO1sP`&USgQ9bs{&1$Cp5G#cv0Xg z`D{1WlS^&$A)nIvFEg9GT(T(%Fl#f& zlK4d?IbSu8|%$mIKT*y|fQVkGS5EA{?LqtQXaR{uSKTZ$u0F090^+Dpy#TfjoNxyPqSl563MFu<9)ibd`BU9`8L)UJt*a3D5qgU5EkhAM%Fx^2!T zJbciuos5u(R!->c5i6k8<)yr6Bb%!QT(kL`VqF?FmlExICvJ`w`%z)QHY8nGsNRrit$gNTYY*$Anh{qVk9pCej7tvMu)8|Tx`!hD z(uUvoSHvNP76u(29m}VeW(ky7Y6+BONUW?hduwSWvi5(*e^4Bi6TF`>-c<~c zx@ZoK(Iy6hN@{czWT+!BGNKjzH3 z)!+>#wPf|eXCi32?@tJFfC_7_7hMKm(Wo05MnGRcs$;=GQ+U0&`6E{0teQ)~VP_Nk zX~$~w(+5SOd&2%GL#GvdF9X#lP7>G=s&wzXn`Qbb9l^}X^hjp77v}gaE<|&rmSpC^ z>>EJcYIatpqjhx00hNVrBY%3AYKt=;L#ld3Di1fC1KxQ@#8-JOeX(CZU?!%$vp_f0 zt+ce8%o8fM_lxYIBWf_H9g|l!kfTqF5qz|Ly~}T>Zr1!wILqyQPrn`x8l3;C@ydU`C{z->C;g1ku?;52 zP}J!l7d(S1wbWlZ&^LtCpKR?9#dF7fVq8PwU2eGICNbqQhap!C-k2Tja8r*%PtBj& zKp~IcPGV+F+YnoH~vn%P9eOWwt6Y zlj93VBds@v-#1Wja&Sbypq%^?v8NDw;(t0ik=6@<6-+c#M*QN%r?+ zWk?y!0&SQDHZI$}V=xt+6+#>8uH8$K!zhQr*+0yp)1-48jjJDVv=ck+k@tF6QSX(R z+Y8)9;C=L@MCk2D0bwHDf(&aIwo%9dU2byIhN~K@YfG>6zY6EcOkn`N&x9sA($NT!#>pLTf>{g0zHZ0NJ;f0VC#zpp_7~9>*Fi z4F<<2t*2+KhR~O4TlP_latfV_V4o|uw!pjfL&cEkWXxuwQo4VIMuo-pyu@r=(OVWl zM#}wEwozcG>%gVZ>lIQn@0Fr8iHWX@^!r&VmUzvPvQwigAytkH+7X7~h&>8)!e)b6 zjp}G(%l>`_YXos~#WyniU%5ZS_^=4I(*XuDb!CEg+T+Ey58cgh)JfnG2JRwZ3hbGA z-*|>RpMC_b4zPd<({!TGh!^YJ=?IA~*#fhXok0B(hu87KGed`6g@AH(q);qFRYc|JHn2fH8Z(f`W$q}vfn_p_SW=&=*K zq&G=vfT5zEcn1sG$f{&6jn+cg4?MWr+ffe2DG#qf|+)qw#Sm%!>V39?22>8T51${CVK9n;T$w^b&$5Eh8C#u7zo z#B115M67_vRz?-s{U_W*9w3`DDELi>f9phfQ>=Gm+e&UWLDmBLlK!N}JGe*qh!|p< zdwZ~Pmp3;RDROBKb$$#K6%JI91s4dVTv!%7Y}pjh6IeZQOfrB9N(Mt<Vc@`m^?9SU?+ zTbqKd|EqpzyDwp0ztUxiEOuOzug|vnP(>HCt{g4OrSjoWd_P!c3nSI~o?2$er6e8S~tBkwf^=415r^ zUag`qso~!CzFt9Ak!}&-PEV!UFw_XV9`5exd8ha&rM!$ruhY2dtY@gH6+vgU)SLcv zw6&TXlC!!%hU~sI)X0kFL?~C>s>hDxHF_W0)zL~yESyIQxQ!)iwPrI%B&s`U9$h=D zWPM=BrXZ&`Wq@dI+U&`TTz`*|dryYxJfq39V40u9@BrH3eRANbuc!0LnelTK;@*-W zVgcE6`kvC`AA@vuOdT}(^s!|_XEeD6V(x2)a|wz%t0#4imK-#3>gfK#tGMFU)S|5M zE@xX-zAS<`^HYEv`^^^M+1)4vG-;Dwg1C8N6(NLz)e^erL+Jg^Qe)snSQ3o^_m*wP zldS~>5VM125v>bjk3NB9G9aQARRnJ4_N)~p#+VK$0gOcxTU_XDQJ#90o)L~$a9 zpqwZym)EPlajF5bINk-I`@WHN`hldsL9>ehVfygEuSw>-*djD`NGN?xoqP|O2&|9} zl&@sCdhed|b=WaIw|4sU1NJizf(%KFq;$HsJ$cm4iwPA@lFxReVp+hyLt(>tl$I{y zq#%*OJX7jCf5$MqE7-J@1%}VEYuR20waafyZS?ZqD>N!*FabkptHJ>{PX_oyjfC## zf>sWjY|);6PXJ*$TL(EbaLp5vwy;5%IFk@C{wmDhNWLoCsuSdfKHpn?PGv}-sT`yR zhIUH=={@o||G;?%{Gg;fuLPA?hp_gd6;rl-sf{{n0o?&BDw&V`z+SQNRwQ2)ktY6% zhCvk=xoTM<3%di3V|?^Szu}YDM-ll)(9H+a_?kYbvW(yh}@ z5MhUaEA+NYog5%X-Ei9x7e;ri#<$R!DA8TlrsN=cs&Lj7VC zu zeL^E5ta_qlu@BNtAZ?MrU$Sv;UXm|H+=DW)=97_RX3(=u&}u|pID1F^k{497KtF#% zd9j=By@G+hGr~ZX@nnZ!o2o~&KkT3E()&L4P_NY#v~l#Y!IY@lk|ew#!QkA)4+`di zNZ))IlLmQ0%L=ip4zX*$RZ0ax5$%TrJS_jZj(7cUe}`{WqnPO0oxMlDYe9yA}@;tSKf*?t1 zFphTNizV|XMR}B$a{#UqKnId23;Foi(+2MY!B>3qAcD<`K**gq*=Q7!YRl*;q$`}i zOFK&hNWKMZonDnFb@jkHKk#P(G8`2YWJ#6(gJLfhu(hXMws}t$IFT%KMEy=-W6!3* z{}Omj<*Tg>h5ugyDhlI_dgEd*JbN;w`4-J1za}D02ND8DbmX%yugbuYY;=o1R1C6E z44;%p08ai#Y;~D71UL!!Jq{8q{VsU74VqjAGQdEA6QKE*|KYBrHZ}%dE+JvP`6QI0 zr#B!F>PYpUV7;0#kYJfe75!aHo!8s`FwmR0f6bv&ZKS(A5Bz+GHGGS8-gQYr>4@M% zUfeL12M2phGBmll{&A~NdQQdVewnqLkS&Nx zNB2{}&bDkHc{{~A_6rw}Tw98y^$`R|NqZ^${AXf$HXWHCjVYaEx(&hzw~78|>HM;h zlpxWa$D~z(t=vFUFJ&*LLR~{UP(@ayXFXyDYKROTIh7iJlLEbXHt6 zKX-=?nZYuw)7_0(qr5)+C8CvWR5dRe7!SOy)r+# z!dJMv5W%S+{-HSh*}^#KGy8{f+LX!Rgnig5b+IjFim6|1CT0r?l^#BX7`|VSj@*#iJy?C+{z#5FKOb`yeVhVI!ISn z-{pu5vS<=YQD&HJ{(PZ&F;8w=H70$SZ6)6lPibOVFCi^3Ul-W10icBom_GMvz*jC%bGiUo-UDa=! zm)O|UUXr$b(0R^?v58`TgWn)ikky()V`^*+vBSf7ZHn{=;&aZrmC44{j2q3WD!GNH zlJc^MYy@(u;$Db|%{dyYLP7%k0A6tH1)yiO>a%75dGBtl>q*_h^DAzu2?bD18EhNz9&WTt%!gKYRP*Vk|Ly-qLP6n2|@Jnt)S&y`b& zcVh6!p(@Zne5|_VEzbu|eX_Q~x<8lu4LW{(l%bM3R85H-*;wG0O9#&$SHAw1$E5nb z$kGWIZ5PHE%FBZJQDo$(Dnd0-+@?NxH|?pA*%XjA@uQ`jJN7vltw7`dhRR4YfHdZq z{lhD2dUHj|nVZ@$8b)pm_*GNhdbAcNeJnIO#sZ_PvbJ{yr#pE@YF#Yz8wJ`65h<1Z zYBR=Ewr}w)?_z#?SyyokUcd8*B2JAcb-=M`;eB)LA##L%8P$j4y<|j}foxTGPUOJo ze5yF8MvII-@?n=14d+8~H=D(iMQE!KeC+~DY!z7T3)vY?AgYC71?R&4RS+8jM|Cy) zvd@XKRIb6OBdy8IsMYRLrR4I8qIdMt?WOA+yK0#`?!5;M>5F0W7a_iRxm4?LK8!%Eq>W0w#Hp|mOv@1PzQ=1V%>(VAGKHo zyTPkr$MC0mcV?|1xl1D_NXWfywRI?02xd!oPY-q@|0k0{lCy)x+IUR9PUL<NU~0yt@K)Wchsi5Y~0KXD%qZdr4j85dUdqi{|yxU=|h)GLsu`-iV&VGfb z!S1n?&A(#TfM4$FD^-U4nv;=tOQD>DU0{b_ss%Z{H%DMUD|)B6ezS?_z*t8 zBH;2v2m8a8#Z4VQEyJA{rLO*ATQvn{=o>~LtPh&C*vwgFd$)^n6C@(_vsRZ1V?G4* zPyYEoy1HD|8zXgqHOkA|DU3#LoElWkYQl24vO3yPho@aMLApZU>*}+F?*4y)ZTgK9 zj@XSZ@wf8vPdA=mU=@2sngO-%TUx3nGCk49y^&6TsExe;%8DAA`00thE1F`u{~VZu zi2cjUq>o;#ORqu@cll=v&nj5YzrzkuiL7iy56t;*so|kCf=Ea=*S<}z6rv9K3bGg8 zOG6CVHv?J)umg3A7gQ}Z-&i8aq3V&Z=ptD(R07I6V+;_JVsBA##5YS#)j1z%Bf0_k zzgWX9GVfauj)vL`>Wu2J)7N*b|A{kl?9B=MIGaQ^>RsUt=|)a9{;%QcpIAfUf!A~` zL=vG!$(qVd$^1Aqp+M;4p>ipO8`p=PE6gg7w}c~T(d3wh+5fMSIEhxNDM7>6&n4Qwggqi5h=zMU z?DEIDfVTHf?j3O6AGD``$tZ#%ACQnQt&0u z+UdHPI6*P3>Xs|9+)Eag1Nk4yD5~S}Q+{iM0}?Jx)p}xsEDF|7qF~x^1}&}hnz}hh)F<~TXzyRZ zGJMsRF2rf8<5S0yglw8`SBr<6LsnK{605fVXnpioYhu<{HrCs92MXZGrt=i}5H#R> z)Ht*p(f~bh!b+g+py*E7&Xm$Xd1ObMx+_P!u9m$B{$pGIk#$>8f^9uB@y_~*p#bap zN9gDT`}rErhh6vLl~TO-nO`miPh+())a=IiBB(Z{a~0V=)7vsK(l5(GUEv1P_QXea zqZ`G=r3p1uF9>YRjkK{30x!^$=LG#zZ!RMhtUXe1Z6VEJ0U(Gr&{T3~q4+hjR~Y{7 z6)!y7vN9FFP|io)=?>}9${?dqsVpT=Xp?8za#jBF)99Y${On)%aV;x>M$6mvP30ft z8jx)t?3|loCC(?N5@i-Ar}#}cnsXTGm&)?{t{79;982))m+9qY5vyrH8#-5EXroL( z@XJc5>W_4;1aK-eng}WOA^KX;SZ6 zQ#N=9ebHjvQ@8{coxePk>0UwoUi!%J*Ub60L1N&cz)Mz19>Jv4Sii+==}`2_vXrsQ z9f{gV3|AT8h3RZgm1ER*J#X8z?ANQz+$@*|rZ!q;lF$F@8{%E6H5*YwRa}EYmx?#& zn}HIZT~EpP2GJG^$6vb^PaJPa^`_*??-$W})k_HYA9P4- z6zb(b%MV{B?Jy8n;bVLTNZFW9)0$}md-C;`T_${PYvz5`ki%!4p$xT~JH)e+MXQIb z=RFVQhT<=vqWDZ&L6%$oJT0BQ=*8pDrp_38qD`@~A$uwkZYC_Rd#v+~TEwz11CRH zC)r-$$q3mgJkt;j4l4RG+Q_ohf%`{k&)vD-HDZGlN4OQ&QJ4s)E%%P(NxC~nL_?!1 zoG;_{@pw`wZmz0c*e$!gY$SxlGIC79z6CU(!pPGzkr?ZV{N zi*vpN`A8dsWmXqjmWqY8PR(y!kI`SjaBfL4MvHHm6f@&m`plmKKa!0WoMN5pd|>0O z{oEvh39Afv-|X8nZYdlzTtD(OvBWvEJSq(_E^7>UKUxODh*4 z=o=k16KXX>H-EHC$X3)MqBI=7pc&rR{w#OMrX?z-@;9QUrQ7PSH}4e8?h5a{kKm-JouA3+xK>OBT0}*rslxUQdW1gVPyDfU3;ubs-N{a!e?14KeNQ$R6e`%H)iM0<~D}kr_^D zxoYL}==qUnev^>z@7FqYG9X@-I5m#jU+f~t6!e1#qGqC-vu}2*lZo{1hVA3v{WFWF zu{m&!!;6hil$7Hix~jVZ7i$t3p|im?gjk>Xnk?eJhDY!R2hFZsr(pYFObLd{nyG|Y zq*@fvI*>!a8`59iNu8;vS^_6ktKG7TTg+a!z&P0xhWb#?bws2jzIDK%lWL^E(0rw5 zNwVvXWcnDx%&e4E)jH4?EL6D{z&g=jHemb-(CM1~0Vq0uYOa^lE*mJ)5Sz~oB@Iw# z!JdBZ+KtPJW=Tp;0ok!dS71i+o+BnsfU0)mi~0kthgcT)@tIB2AGJ7um33*+mc+tq z7?h!WxN&jt%_b67!_fiUaqT|WEy~FY+>iUAx$Ux^Yq0r_YD_;460z{!o0s)C35pup z(9HZqloHS7ngde5zNw?C+<4@pB`mMJv2GcoF|GK=DiNF zOnyss)5}7WZ0CSPDS?DQ@x8-P0W~uc>hwYoh)ayNkKwrtqxl#1r_Q;>4eF8&nCIQK zUW;ysr*Gy@$CbPxgrgcCPoqW}k>8B}8n?K(<{4Jg~2X#9G9(N2HaBfdRBC}pm; z<-_3z1|V)m$@Yd1rzq$DjF~BQ^ss-RtC^#VE(<1aJBu4G?T1?x3#l&@%Rx-z(TtKv z`!4jo^#2ExGXy^Lx$n1$CT*8&NJ#`;XT1sqfso0JzQbg1gsPKev5?A;#0CKBBj&6j zTIs5H5W>lVefs|wUxEkZ$k-MfY^Li0dluaaZHLWQn2=lt+HF6C2BNPKT&qZIQm+*lcJ=Vxj~<(DL9ZVt zRx+I>I`q>|FybB6{_1K;mFOh50>he>Sd$7`sH`U7;snZYt)FMmiDAdF1J{}@P@yJk zPLgZCP(NDkm0*v4Tpwo7w$oj1h$5;FTw9TP1~Jsv)<1lI`c)}ptNyTF<)1duM}gRM z8JMyH3+TF^c^?Zum(nj+`m40#2u=4~{|h)lse>k@rJhlvHZ6Mh{}n4;w5=YJFeg4e zXw`&{h0wOzq1jCSpb45O^pbG72ZlFI*H}Q&mXy>qIcSmH6;j)>;)wFJ1oSZSMG48m5d?4u7>MZ@86!`C2i z%^QQk}*>Lz606hf@av7Qv zgq#G$KP{MX(!>@H%}oHd`hh9U(3R<=PJTRv&i^QucG3YWrc4yJn7Gb;qowW9ume-t zro=+{fTkIZT)@`3ud_(@h^ay^@K4s-=3jXxs7Ck+us&otS+F9Ct||2RDyrhl^x^oM zCqBd3^H*B*-6gl%?uMQ-S2}rarZ6t{Lhi}>5N&o1Ke3$;vLk4+wh{%YYM7!RcFfWb zp;ZFMV%I_Lrm%1Bv)?plztw41plMZxc$}}iTm-QG!Z;t2eFv}xBN@DUP@wtUO`NM5 zqIkxsGSb_4(M7JPIYsl4jI$-)I@r9)Hog)dzEWL{ciI$d4fFMOJP^A&bGK4`Bbskj zLk9UnOJkI5Aq2o`2LdTdbA_;bhSb}tKfm)E4$dw+yj|8>hq(fL=pg3AG4}Hnu~abz z^FxZnDuYDAhzI#A?)B0V8Mn|n&OHD8gVv^e|NORq z#ZP$&&Lz7~#StsYbS$=kById9tw?B=^5P4Mp69vR=efTJFBUc1+3`l26J`m%gDAZj znSl1#A491Gf_jb+PiZIXUd*l2wEC9eprDb&(+(1mO?}-$4QY~g@5Wwt$Gk{$pv4JI&FbQrsY;v`^Hel=M6G!Cc-_UGgn0fm}CkdlgDwM$5IZ~p$@4XJ2 zK5M-ZB}8m!v+))hg+r>6lD}Y3l@#{JiXZ!^AOKyk7@^(`XwT9#t`=vr(iRnN>t<*O zZ2#pHS^Z5H_?lIv>`CJ+yLd`W!!f2npt zykKLlSa*BFRsy&7L;CKvSWsG|enIEw9|2?O$UYELmA;!+Ric6-UVvX#9q4KZZJPKB z$d=;9fjo2^e{ptzkcP!dF3?FkK*;o*p>#x2`!gMJ=+tY*B-4097+rb|QsBbQi$8wG z+lEiXPc!w&-%_py#HXWl*1N`^yT$Xb6^B#i(ZyeDv49{a$u0b`Cfk1LB)T76u_9nJ zkXD8$davNcgQNn6WXVp8>r-K%ZL0R?pnTcX0?n(X*Ky_hq&SqU4o$O5iU*c;WtJ5@ zuP{q1F!$5qx8ss9V{|ho9qG;MjIyjY`sZ94mz{%_y!0;30#Uc%UHpBz zX-`3(O@nLdBj=PZL?N{-C;?Q|HTYusjD!o|OIeo7-K0MWYPonA_<>-Vxk%R`){8(z zi3tO2F+LiSb_wJdZ~1M!vAnMTVP5c{Q)T&}l)P~0;JGM&HvDpSlShf5XY}ymJdN;< zRWv2Xw>A@^CX5ZK>b{lEp5v}Fd%dO!r9S`xTMUV>IaZbSm#ZAE&2JhVIA}G5)$cCc`g1|(;tMk-I-IavY- zfCRvUWWaC>5d>xSZ{blV&DX&yWTPER%f)+m@vmb|kkQe5pCGgSJ?0X8%L;W->U2tJ zpp;t#iH=;$CUl6mMjs=GV7ukTf*1xq*IH&zp)|;2{t1LGgcf;1DH`fnQ34@y6yAxDLjq2oNEC^<+oTi~a^td2#q(>s40hwQl3p@|VbgKS^ z1$Bq)?h@onWipPvdx^O-_jBIpa7 zPafz*$5P!(${PLwLGvrPR=7pdM{$3vi%!P>|PE18S_$Zhn&)S|Q##2G}sD z0P%u+!EVG9)`%O#7OA$adZ+KUCr zzShSDp1?VIn$%5xt$EImK|TaJkPMQ3`Yb<++FCpzF)f+ka-8%82$AMeCYmo-{LMY< zr0JiyM#=I7s7GiP4nV4b2AS?KZ03r?MnQGy$Kb#73UYV$Vmt^37}Y?i34v^}Kb-v* zv0G*785qcbIlkEZA=dw3pdW3&*2e_i*)B%_Pt%s zi>1(e#y0`xpoeQYTBuSAOR+AB3nefeIhtUD^6rZj>+{SJL6u8xsO)i2>67)%e#iJ( z49KWKnw55ZsqvvyPVP!yedt#(*;l*CxJMMn}3TiF`VWuQXA3eAViz($} zdrO|x)mkt8onwIiPByS06n>T*l^dTpI9W}(oZ{i9c=&HZf^!jT0xjx>m=qCN3>HNG&Cd5gLz*W>nuPOVWURYKfV`cF1@bpVuqR+X>jze=CRo_x$`B{&MD6KWq zrr0IQFJIvE`A(bW`!G4=z-!!dyjk2To+*MD3YR@=Ej#1VL|20=? z)@xPMz!!XHeS<+R24;t$#lMpbGp&c=E1D~`hL87tO&u41P;3gl5=>9JSz-WG;vE{a z2E8OELk?qM&lCa%2NIL7op0`+u9a)Q137&j?BV`=c8ULleY+%#|l3z$bCD@JB^Wq_B1mSqs*bp-M9K zSP-2aU!6*Cwfqb}(~EDaiTm-FvO{Jl>8b!*lTERynF5E>i=nJ$G zuXHpU=&=Z}$$0JRsxc&i^+=j4CLH(%y9k7X1KryHz!;)gy}X1SftOvaLt$lcgaN4& zYUYf?aHIjUj9F>o#~?#m_54pp_&M|7vtr%ih;2<}y_plvJX2vyC~#7a*pZ$>Tk2&; z=y2bx5%`@G2PtyrXnE1RCDd8BHvyg}?{vFgwdlUirgl)40RaVGlfcc1bde#C&&3lI zUzM!ecnCJ#Hn@fyV(rxm=H$JxDWw=~pb3Nm=zb^NXO%mu?k=&phtejDG)qox^q= z?v;aN;1)!SX>P8|)VPbH5g0ZNRY4PUs-=7iNyV4|y|Er-{s~+@^1AlkLO^kDJGtzz{Kv{xud&ZANAz)glZ`uDU2A1+73Dvwa zLUl)7DkMo~Wh}UQW>_?*LWSqq-f4|#6$zNm8@wVZzIrE*x+JTftkopx|L{oT^_g;D zvc~b{*|uIzUZEg3H&8G@PZ>>cLPot!mbvq>@uXfneta05@J49j@d8 z;sAq1_k2w2`a$T`8u-%Hez*yM_l+bnfXnEbjom2;7n5}en zY3Zdwx;v#qqS-}BPE4w73V^z@&)M#sc6SS zgc{j(b=nI%LNI_OnQ{-HlI-#au)gsb@AG4WS|;D&R>!uunRG2Nlmo(#1)NHuCF8uO zdevD1RV6N}Kix|c9+-V`70Rd%2HuD^6K)H~E|vwh2HK58X38Cn<0HVb zMZ{SPmQleXU)&fj{qhB(6ai;iK+n75e3QVv?w}6qrD=+Ki}C9ntbh;}YzWE5`lfC> z1hlp%O3|>rD%2@>5u?8Ju^B52ktkt&SQdgS7kO)$yAjY>D-a|4&w}VsHo)Zz{{??Z zY>OAnzxsvB<@6I$z4VJr^-STK^wEx*xdc0D$fuO(0ZNq35H&=>fq&6n1c+o@Y<>Jh z_|L~zb#2FhVXItM+H0(ibWF<_ax|C4L39?f2?5s>Oj4aN6^Nsg3QS-`Po^;pVjB2#}^&b8O0bvTseb z=)(6|GPxCov0oavfAN9eE6CcLBXWbWNz~E6euMZrc~||{?Mn;OM-&Ci1i)if1;3T< z*1s{&%&CvyOLM6=n`*e``-E?rIXCth(p)>M^5!T;(bP_r3)o-^DSY|vhKLQuN7Z+5 z$)}qe8g#?+7~=pzkE`Ls#)e6~g`1Y-miuS{*k4*6+$fEhhRNS|4@F;oLU><5dGrqi zBv}@)r@BDjE53#;${<>S=VbyFy`61dl?Y3de@&hHAPw*`E!Wo*bT8vz0Cr*nb6<-+ z-ut%1A@1nnC0r^=*JSrKme5!Et2l(_6K@f8F77+d5D$W~{DKGf$Nj|Fvy$$X&lDxf z7Z_D>iJ{&N_>!SVsA)b_-NIQwZD&xFuDH?blhcUmz(Q>%ZCrX9rKok{120PA4UVUe zwl=O2|J<7h8gf1V)e?{N0%;_-l7WgDhSMqUD!d% zR>YEtIrRLBqtJa`-DkPodNtH?gZxoG6K9Xm09cXs!@oVVU+A=UVXyAQNan3_`~Uedlel*>zW-X$y9f%4QL^=OAv&bL*%y>yc!VafpNP6*q)d9yQeZNsgM-Z6^gBw=-yEAc_ zp;MtAmnt~>+HMHxv*q6RYrGsnrL!IfV%a&}H(S`*vo@iJUo0E+;=LS-JiCrk(@4&XQ_pds~W-Te9EahqpcwpTN@i+#P zM+k0Xa~nY_Fo?^CSl2W4?eR8s_7@if7)W{wPuOyJ4T-7u8anvcaRpq%AxI#*;F$5bGe#MNAR_JaEd4n}~g2l=*RFjq_({BgdzgVUF7t~eMzz%>k zW^rJ&_gyGJrWI*|3FJUthD+_0>tnQ75Vx9eds*1p+zGa%eU+>~bYx+NM-*59mZYl& zA-uAH#%AjJ`xQfCXi&vZa-I|W>l?;je|B3zMA(sG4#d!sJi^@)olxL2=|ZW*geYg# zx-Ql)dD~YdF~lB4kOR)mvybgDi^hj5hQR*qHR|t>6(+~bR)-l%ae&!rMY|6@4DYMB zLP6yBw2w-peO0>elsh<1BSu@Y>J9s;SlX>lVku2oXF7L>lQR|s9SwREs#1KG2aN2e zjz||-!K~uXz$w+9M_x6sjGC>1jI)_+GUoIK%BIo;+y#*c_zJEKE`D9B!JNLBT+!g3 zoK&cNowT@wf#1)LaNn)IbUY#3T?~uPo5N1F8`Il%P#<(a%&>xH9{+1C&x%JVWgltn z0m&u;y4ZZ%EN*}OUcFs1%9-yXadFSu*X+-nlQHLeK^W*4In$-t5_UFRA%E_~nR2zl zjd{q`mI4~j?adO6)gl09rP27mnLKWvN<1^v&Cj;lB?VA>uM;B_FnpK5`UUOQziPHO zZO-}8FLezLQ?n&r>cKV=-);#SkO0@r0enO809gT28C1dk!;AkZ)&v3fka?*l^tCtTX|KKr85$%ksCx zT=CUPPFf--Qy7vK9`pqRRH2F=HWT4p`n{zRejsLa{&?FE_(0KP&4pX~Hllzqfi{3i zyKLMJabbB2n^^9MriRa9?Av06h`xu;D2l;rD4|YSswQ9~1Mv0z5$WVQPi)XQmBI$?8mz8N)Eev4RN)2Yne45t+mWno-j$t6_B0zWsVi>y1Yrx}sR*S3IzFx^^ z*t3${Nxi0w6Xqp?>VR3q_n%mf+S0S9^W|ybnh!KERoPxosn}@l0G_0;amX_XQn2sx zf`(s%l?%f9KP=GK1sb@jQW;mS^wJpiP*%4|BhN=yCP|SsqxbAKwNyJ(7rb|5+RpjU zyV4fVn;krrtNK&kX_CE>vFAn~8y%gg<+1DZuYzp@J(OHIAbN={utw|a*%23{v;9`- zl$MrTwy|EhF%;39`FcY z1>7hve9BunEe(_LMAj?5Qr*}TH0(N{(0ugDG=fJ3FECKB=_79(q;_@O1rS|0x2}w5 zecC`B#4aLAz$L^QvOR*cQ3`6u4Z8kE(J$hxmWq7orEFrJnnn;Y&o6F|lxFgPIewiRaoQ zRbQ6g{TCr8)U=n7Zs*15~g-l*eu_aXbW0SZUkC*ow>+m!sj7r9(` zd}$o09842GUbPBbCN1LSeJ=Zo_m=~DjipD%{dW<`<>-~4z@;VP?Hw}*js-iF{;%K( z%*M!}#$~KRkp!%0vX2+yK*lTU1UXv$3*0w4K;VkOaxQ#ywH+bQo*`6)ssU{D!ZZ)t zke+W}mc`Eu?5nnqk+{Tx`-gx99`n;677y}Qh$YSMvKH|Y`BTebmS6be7R;B$+tAJ` z`o1lKk1}eoh6vTCVIVyqk}uOh@sbz*+U*(@FonXohdXY^ps^kB_3`_Aau=S5u+jz) zmi`AI75s~pr5dRoCLkew0Grut^Z?*N`2&!E+}uTZg$S_*O9B0@V1SF8YinzZU|?MH zMA*z96V`~`Q{dPo-11sa3(*Uz35;rh$P86DBHW)s+C+rD@YF0*uy=0&nK4lDmu=y7 zKK7eZ0a38(kXwm3p-bNIu^9VnJEa;n(pXEVXqQK^`EZ zaFlj1)tmHBnW8ztQQ921kj;)NRr)co_F!SL19`ft1HdVDaqNKOg`^ndE8d+3FuIP% zs|fgNOt{Cdx96{hB8CYGOP`M5Nbdp{(ewY)T)(OhJuL-PtV08(dxM>8ZTiCt8q+6g zBuZ$(sSQRUtkpQchdTOL(f2|+vAYL#aeJ3;!ZMT)HGpiE2pdQSwZ()xazNRQoQ$dz zugY!}?TcX1EGETsK)K6m)MGXab+WjD!YM-~OZMvF1+uUIr6!HC&P>?%O(ZVLE1Tu_ z_pk>8ahxDpjQ<(#ad;I96~aeex2FA);z#&^c(;k7tQFfFLSux3N%&^Dm&PvtNO4b7 zVpr%uW^)me>kk$9K9=FZ_ZMzHN$h~ zMcEv)>nyXM`%)0E3>&UMD zITpBHWd!(kN3Pm%j3KI^4AE5jH5Rp&9qCv)wzNFU2Sk~MI2d~cHe_U6Za#3Pv5;Ahct9!M58Nk<;d z62bK{#JAV_S2k!*bKRZ(zU)D^w8B)NeM(Pt|icVK%bObk3$Swm1Wp9sE#cE^Mj(O-yKZuiWcP z16Fp4ZFaDy(wWDVR$IZ<|DQ>;R>jAtI}TMDMCa{s(9d4V)k<99$u@A2E+RNm?%Q z0Gw_P%Ibty@54n`eNed|SC$oTX18XJN-AMh2{+dtxC}bG4Sr&#Imm3L{Dh*_67g(@ z^uH=v#9-VOgmV>u%B~KV7VfV{b-0edeq$Xr;b`Qfltd)TN8pS8*(=MbYBweua@!jW znpS+%W4D^=VYfW(zwnK<5lP_Omjh``1TFltpF`iDW!V$*iC$L|Pn?&Nx&l) zAZ)Z!9V!UC;Kb@6AD zNz1FQTzww~9xSuYS8s1`eXXN(F6{buKWHMvE5%P^;_hT1320Z=>JXC!%A%Gb{nF@( zJGDi~Vh+szhWtI}#J7Ql60w_&;SgU9p-&yq0KNM!ajVOL3f;^4a^0mlttGBhKb#Yt z`|CyqnfjS#Q1ty6b~!wGQ5Tfb!os>={>nyu3o#Z?LQSG>6_FFmZq$JgpYaMIk1GcK zAe-gt%8|1bS>i%cB^ey0B?WyG5O=*+>%p#93ZKDhNPJX0u1*}JJT7sW6g})4XHN;A zWV&DWiRu##d$}1xaYap_AIHjOr3*>RmbA#F3w(|kJC?-jME{*!1d^G7qA&eOc&Bbv zwE6^;N9Ot}Gl>_%x)Y(6^_*O=llN!s17*si0QRh<);&3;?Re{AdPzO*1bj}tMki^} zyOJWgnqV_g!`=oVoprpx?vDAH^~#-$&yFv_p89(Wq3M%4tIzq}(xrtNM0X+h6W9JF zD#cQ1t4?Jrw+BQC@LbV2&|JqF<$EZBcfOK>byo{3?Fs!L0e1`ZyDifXdJ%cYN@`^ zpCf2&Kc}w(k3Q#|fY7H=-&>1;j>7SJSO|yksJ`__W=!%? zrKu;5-D_LC9Aqg>nG2)uGbdN3lxp_aj!?Zs;Tk6zD~vO}vZfD#>&U^F(aO}Ax2l98 zUkMjfMCpnNZ&720Q7M;j%&EjY@88>Bn30q)BD@kbn~ z#na1k|Cu0Sp;mx`a@Ul5p#HQ2N=`{MaJ@nNY$yFQJ_x*Vk>X?8)DgDuhx$4Gqe%V+ z?_bYXMcwMs?A^UI6^CZ_RASsDLp5*7bHH2G%m#@rX;krP;P?ZouegM`XFB)Vn)V5A zapO~_Xxz*`lXBws)4cv%KsIBoB@N^KTIL{~?+{wT$;;~Vq5t*NmfyRgU7$KPeL%186K&= zuIu(^`kb=2CL)dc$SV9GKW|B^HJ)@Svb zN`RVSIgLM|`SBBL7xATZWk*0qJN8+?6nM=Jt7%I|k+Q}yfPX%w(qPT6>$pqCqr=!~ z`+Vin+aiTBIwal}!^k+`6Mx#l!P+OQFm@AT{u|056!I|C7otv#_d zRqjbaM}AOgZ>UVH(NU&`aeT)1qoXC4Jy5htn^h+Uv$-qk?O!S}Y%HJaIq(|j=y}5E z&NR2iaE#Of_a^p~#n?3Ri3xX(Qz>i@&5m0`EC7Bg=Bxd$TYL4Q+xh1r<*^IbPyg%L zoPg7k%MQE7j=$EZS8`!t=SzDo{149At2(_-`v|g4{R%$^ZddPL23O`2&n9utF}w-J zG8HS>#aAubr$_IqZ~O@$)dyZB`>Hhl7kDc)!^|f^0&0)$o3mIm3k7Q$kHn6J#HJlD zDWYwr)*Se$=Ec)0WGI@u4_u)wArF(FqX-IzgqjZcK7lh@M=_(f&gl|$A{|q%Hp29n zpS8j4Ve~F_cJ1!Xso>|dvQd0SfeW>`x`u47a;pYLDcKW*I znUN*TE3!Oq;%HcWOveq~#2017EN9}c7F|no*m9vXa;J{H)l~f*6P_lsiqoz54e3V; zHRK#9{%K2oOTL_KkXOqON2So%jFPUEz&nE@&yE$cA>}QVlUH@()YkKhi)^T!kU*Oh zVSeheXiL9#m%ChU4c1&vV}_TkqL(!|W&Q?e>8Ib`YMl1uWTC1K;WsGx#Wi$neccTr zFPuI2#Kw(Z0h1xO`7I4C@^_9$gHU+i-z z&HfnD@&W2+^%VziDjpqHar}IS1lBHH@Y^~+F6b3U@K6q;wLBvEV?rXine+fEFdF6q%@ z_c+0jXZ0N9@X!_bZminuuN@;i^jrk@|FzK66eGb-YhwL#)x(A~5vJDjXDVks%&t!E zwQKq&$F}G+dDoV3;XBR()KsR5xPwPg{L=)JHlPX*Pvr1c5+^USAZnfZa9uXn7#Bmd zwk!G8Xx0@?(yZ2dIaf*9k$Faw65w4a)4hdKj2dAW`Dg)^C1k$IVC1n`=N>%SWLWHN zIyhYOa)8gwAhdLPdPa_0_|I(;zA9(v#)7hCWDuHiQJ2NisOB_Eb~YP@yj-2N8s66v zw9^DMA@$#R$i5x%*0oxS_}$9OjmynMT)!j z8qAr@Hq`|Ovl9p(_NbP?p7;_U(i?6$!}x;Oezg-=g`}7SQF!&$ss{m%)5CvELpFuz zk04}DyGPDmSC*)HT3RcoV%erOK0uk2dmfk#?`!6VC&R3z=z!g>>Xx$Bhsq3+pN06(({`vA!Xm5DQ3R-h*r?1VV?2p0tvG}?*bVshws3t;Z>G`cL^f-4F zyw(X_%*L-3#vL|Ds-~8$b(YPN9ltZp`ulbGs!XToweM$`<9x;3GQBY8YjNMk0L#nu zvIcZJ7@mB(NE?HaCRd(3mLrH?^Ft>CBz?CE-nH6buU+QeKF^iHnaPKm!)mbC{?lhU zR9Lyp`RzRy{?e}dtX{t2tIT+90bW$4pv;XdW~V>PhkH)_XdQH9JqPvFT$6FyEx9o& zhJ2U(J!s^BYyXwyi6|)|W9MF*zhhaS1=&L($(Q^Iz!Cc974T_4M9%C~?FgqCYWUJy z5K(p3vffExk3fr8j+|gFoHP8k=-{ioW(FoPe|usvha~;`z+GP*Q}TNw2m(h;O6(Qa zq5E6o6u(d#1wt7W@jInc$LL`1<~1-frxUR5I^c;UYm_#vHJnR(z>gwu%sY#x~^aAS!+5%T4koy+tvB~b&ACo#b0YU z+&er|XFb(UNUFTY$A{VTX3uwHr!whlhHi|rU%B}#4yJJs+EK6y< z^2}IhRSg&y*I9dMg*~^TpMY=@4kj})7b}4mxEejT2|ir5t+Z6WE?ACO9Z1^3rkOnM`QNsy~)RxHMB5!+2P7$p#uOirLFCOQh3iu zD`S1|=|vz73L$~K>}!;=d>UTbsdM1My`h22vC?1)=; zPx`<)J0%;G1Y$@jk(W_qaLywtqr zp`bw5ULN(t@&Y+-Nz19P)y!qW=xCC&h(fd)2^z?SDKy$pG+6`=P4Q77aVss&lRu_d zu}h9nDaT8*`rgXwOa8ejqpBD$@2TfQyMQP!#$wX98IS6=615DcQQjoWd)i4A{>S<= z??=K<9z*q|xgR95P&Y|l2;C4&Tz`Z(slUtXSt5EZgM|@K;r^a{&()(Nb}>mMf&GJr z6k1CWZ5ug@Msdrqqi6{RP z0*ni+(LmKtkY_VFgE-|fj4sYf+f6*1cilNBE}Et3)W*&K$@qMs>B}?Y_?}Y^XgR^( z^i%gC?}|3tc!$8voYyxF!ZWe~sv>PN3znMW~G#r>lb< zM{K$4{>b5SBz;MFis|ldo}%khI}j?=zcao?Y+iffW_|YOT(L$%G}D%HuUFEZ=3t{i zEUS<9wFAg7w9Bf7;grlJ8X$0!Vm$DR2d7J~fSlc9P z74RhbC-dWdZ=in7t~P3#$z8|r6N2Z=N+T+|5XT!{R_v-X3MD09>L=7!lu8!?nKN&* zC%8fm;@;Hh7P^kN?yT--8Kv9ru<6s!#!U$7f2z8&mCO!9w-6i03Fydt{b0D9wz56S zNqd9d9TgGgbc0T$E{9X&=cAwJsv8FO#rLpiJJ7xmFHzK?)w~G_gy7{IkgYcmzUk%9 zE}&!x;5So;l;EFB@+PTP6!{ymCOI;0uTE3aN{4{{9vj2z zZ``}-Pz>xQzevnjwZxIg!0KL4V&E^Mq3n@`E_V1LNv&%JOAD;>S+CB{qg2 zPH_>>D~Kza`nKb(8fP7D2$%k+y?mAXtfx=kh3EnAPo=kwiC=ULhjDA9ob$uy>G}cP za~osU{d7)PwaloOxw64=z8q$+N@a@UWq41ut1ge>NgKIIT1*Kjh?C9fn~t`Ry$0Vu zsiGM4j>j>QD^e7Z3BsbGh$b+!z-c24gsd5v)Mc=06-BmdQ&Nh8wERycQCEHqZE4>1 zH@`#R=Ns!M_&7qLM7t9WqzmL7e?yMpe_A1rv_pFxp!;~4Y*22QxXz0Y3te>Ay!e%U zM3oblfnN6TQYR+Fl4<1V+HblXV6n5|m zU(#3Bx$3v^z`I+b`vppvP2Xhi!OJg$y_%HkdC9%nLZk2=_HI%*IgfrCsi^osOOUDJ zlac)@7^r`>sF|#QQcv?cEmH2?ktF@EftoF4T!f}#F(a9-N+id2O!>uaITHLlGwHxI zPAr5%5E5~5;63-#s!X;^MOEdCh9a2EN7o2)FInK?$r`nu$Y+!_pBSg96<%`D-Zw%^ z{~MX(*Pv;rGx8DNHrx`8`wxcs_>b7sz{wsKjBkwXQ_d;MlPUIPsCdaF!$`D9uVvA( zMTt`hM$CDPwcudphCJ9wYB#zNuX*IHxHJjEH!r zDQbh_1_SJe`f^SlP;Un!y**TH8~(>+;LkPKkiQaibeqA7SkbOlYVD?9&ZO4d>L;sh zU7j>XWRW}VtFB#9H5RQwZ`Pda1b%JxP8c`3YjWzX=McR!kyG1iiQo1+UujnAoNm55 zY54xbvxZcvAvITgqPzT2u%=1h7pe8G{EB=$Ef8)9(QK?|)qVq6S{5xN&0`w&Rlgz` zCvq#ON^6zY>wTUoWpkg~=wO7A3*jjaGH#Qz9 zGg^3%6@T{gFctk`;cScQkM3Q4;`q*ho!hvKZ~Nwrjy-gs1^`nSS&ca_4Op(8fx%6pw4-$1(t z`1k(I5o{MOW?#bAY%{9ey{27ryu^Ehnz5Im#rQ8I_9XJ19vOEY&Jz4B)XZ33Hm8tl zQOdm%`51uQz;5D3RGw+Hl2(rScOnvjn>N&pLBc}1$B%^70A|y)IDCbiXfjqN^2wDB z^-toUJk)$}IG(t0UFN}>D(RZ#ZTUB}KU)d1^J5vtv*V*LcACKT*z7Y~Zy|bD5k@`4 zh7CN<&*4#n-|cJ`?zhVMTrVwl7KRM>8;UJx>#FU{H z%3QOGsYg#ZjaDcp3fjoKa-4UpZt#UdLvYsHz`xh(NN=`u3iG)aC%vHK-kpYu^!F)G z+Eq-Yoy%18$-SLNzMLYcq~fa0()1zLSNSqR7Dy>T%lC{m2{h}Skln`u|k4xVj1eB^d1t6Ufbi@9V0ZYqu5Au zC2?ZY-uWley%n``*32Box*Dxu!~F+CZ`qWU;;8Ir`vtG2E#)s&<7w&2Jp0LR#haH=7RtPo_s1jnrq+N5TL%)BRYAoRg|QH;Dr-!gaeRmyz<@w`r!VZZD}+oB11ZftzkbhciGb-wME1ouVrp_%3?^Enzx~$h1u89Y_d6a# zJQVKlbkp1L8xtZM9P%zY1^pvp#;ML;ZnF048sl;;_Z(sox2v?}r=`C?v-rO2zVz@8IRgSO%2_Eqbuf z%U+DXz6CZ=0tV8AmYJ9j$W=8$oO=@CWZ(P{&E{?1L69%{d^l*tO&fKQ5CR?xRI1<; zD8^9B>h7<9CM?NRaorQw`PsHNI2Qb|9`#sou*}}+JXTn=X*xSp&@Bn@G%q?adpFva zMj5jfLdwSZT(3v@E3^yP$re8D{uicAhadEbGoO;`>xVDLo_paTkmnM4sf+MEYtLH? z%EraBuJW)fjaCU2*)Si<0!YA1SkON$Q1M%(9{s4$iWO(aKjQ}HeaSm~acvjqu)U{%@Ld2sY<*w$t)Xf7iCDr`aY=KiK3c$2<49_Xm zMiRvZhG^9 zv15c1bL^>bH?TK%2)GmMk%H_40RmwqIF{@A(J#01^}ceQ5}7SAj&IX!c)w5qs>U9z zDh|#>*TW)G(Q-0$T9yLKT>Xv;Ud$Iwhy`;%pX^G$G~a_*W((B#op{Af$f&?o$eK_Z zN84<(zjN3>ufgexc2s1jNJ|Ln_u=%$M53d^c=NX9=Q2kPw^%k|85?aue_w9it4A*G zxddTvhG#q<%|}xTyl8sQQE(Mt=W=&-`Q#ubA1-~H1as{yA^0jXy^5_nJ2_0$CNG*u z*K*rPo3LeM|E%0F`LTT6v927OJnCwBUszu00fb(uWg>ml5Ajnj@3%~+I3DSzqdhWc z2QGZ->fB0kRyRTUv@--=&y6%fGOu3LSAv}vc0Pb(((@cAtyX)V00JgvU=kXzIkw!{ zw&#W{3VC4;XkH((b_V+a+Dv#>bP|C`tL{=Y*qLSDSe@)b*?r4f@ zq;&AaM&a;ZD=A6%mD`Em$2Jp7m(5>-jME3torkkL_e!OjQHvxxPy(pL+A{7H#vU5d z!5d=r`w562Q^$6cRQs$yBIt3w)rap(q7&J;)I~?z!~;*^4#5lCL`4vDcl2K0(eN zR0E8Kxq$3+#TtDLE7u>qFo zpfYb8A}F~d)u=^oqy3cxZ^!>01S|@NEH?!aM~@II5)zDgBT$G756TeY;Gy%?V@x^t zJhyA5D0#t#!aH4tI*5vQpEj=3vq)xy1>kgjDCQJn#5;-?ML}cji)cvn4=aq z5_J4qtKuh($~|g<^igAt4jT8wB-pqNEE4>GP2Ur8b_e;EgD3C7*UREpxc@gt5<}hl zwMK}Lk1n$|>oNEdXy9Z8<3k}X#1EUEW}59f_d1Y*jxU4bL>qIfFav})HEpQC?v>_ zN@$fFstq2cduQET!*TwCU zA3(WX@_$O6()8DVs=y}BC*6{fOMZ8&p+Kz^V57MHP^~iwCMqCYrw9!4%M&sxXvyRJ zX385F$A=#ut*)6QCaG{_hkCYiP7H0oZf3_e54}bdx-)Uh{)~cvTR`exp$rcI!J4-0 z8YUa6!^KpzSrPO?07hx5q{c^jsQrF`VP$m)-IH-X!^HD{T@0+s@ zysJ|kj`S@Ikbmbg)bL4u&Jx?)?~r!Bz`Z?N_K3Y4xUC6LSK~_k)yPt@<(I@<=V2`; zbD-L(Sht}<{`FtGRIU^#wX(Lors^@+Efhr^%OoYBLv~$Jm-U7l0r<(ws7O~!ngstp DNDj-S literal 0 HcmV?d00001