From fab52bab4120dd8b94f55a4dacdada9e28ff38ad Mon Sep 17 00:00:00 2001 From: "furkhan324@berkeley.edu" Date: Wed, 12 Aug 2026 13:35:08 -0700 Subject: [PATCH 1/2] docs(blog): add Dynamo Bulwark failover post Rebuild the Dynamo Bulwark blog post on the current Fern blog layout (docs/fern/pages/blog/2026 + _assets, MDX, BlogStyles/BlogArticleMeta) and replace the placeholder benchmark section with the measured Kimi-K2.6 NVFP4 three-node cascade result. Co-Authored-By: Claude Opus 5 Signed-off-by: furkhan324@berkeley.edu --- docs/fern/components/BlogLanding.tsx | 10 + docs/fern/components/BlogStyles.tsx | 8 + docs/fern/index.yml | 3 + docs/fern/pages/blog/2026/dynamo-bulwark.mdx | 241 ++++++++++++++++++ .../bulwark/images/aliased-kv-cache.svg | 129 ++++++++++ .../bulwark/images/bench-decode-baseline.png | Bin 0 -> 84840 bytes .../bulwark/images/bench-decode-failover.png | Bin 0 -> 90011 bytes .../bulwark/images/bench-outcome-baseline.png | Bin 0 -> 46002 bytes .../bulwark/images/bench-outcome-failover.png | Bin 0 -> 44986 bytes .../bulwark/images/bench-ttft-baseline.png | Bin 0 -> 90565 bytes .../bulwark/images/bench-ttft-failover.png | Bin 0 -> 94993 bytes .../bulwark/images/failover-timeline.svg | 98 +++++++ .../_assets/bulwark/images/fleet-overview.svg | 88 +++++++ .../_assets/bulwark/images/gpu-memory.svg | 121 +++++++++ .../bulwark/images/layout-overview.svg | 38 +++ .../blog/_assets/bulwark/tools/README.md | 25 ++ .../blog/_assets/bulwark/tools/darkify.py | 61 +++++ 17 files changed, 822 insertions(+) create mode 100644 docs/fern/pages/blog/2026/dynamo-bulwark.mdx create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/bench-decode-baseline.png create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/bench-decode-failover.png create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/bench-outcome-baseline.png create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/bench-outcome-failover.png create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/bench-ttft-baseline.png create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/bench-ttft-failover.png create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/failover-timeline.svg create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/gpu-memory.svg create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg create mode 100644 docs/fern/pages/blog/_assets/bulwark/tools/README.md create mode 100644 docs/fern/pages/blog/_assets/bulwark/tools/darkify.py diff --git a/docs/fern/components/BlogLanding.tsx b/docs/fern/components/BlogLanding.tsx index b5f8a1b7cf95..a5b4ad39c384 100644 --- a/docs/fern/components/BlogLanding.tsx +++ b/docs/fern/components/BlogLanding.tsx @@ -4,6 +4,16 @@ */ const ARTICLES = [ + { + title: "Dynamo Bulwark: Taking Cold Restarts Off the Serving Path", + description: + "A pre-initialized shadow engine shares GPU-resident weights with the active one and takes over in seconds, turning a three-node cascade from a 150-second blackout into three brief promotions.", + href: "/dynamo/dev/digest/dynamo-bulwark", + date: "August 12, 2026", + readTime: "12 min read", + category: "Engineering", + art: "bulwark", + }, { title: "DynoSim: Simulating the Pareto Frontier", description: diff --git a/docs/fern/components/BlogStyles.tsx b/docs/fern/components/BlogStyles.tsx index b223f6814a8a..202050d82a85 100644 --- a/docs/fern/components/BlogStyles.tsx +++ b/docs/fern/components/BlogStyles.tsx @@ -179,6 +179,8 @@ article:has(.dynamo-blog-home) > header { .dynamo-blog-art--indexer { background: linear-gradient(145deg, #25120b, #a43d13 52%, #180903); } +.dynamo-blog-art--bulwark { background: linear-gradient(145deg, #10200a, #4c7a12 52%, #070f04); } + .dynamo-blog-art__grid { position: absolute; opacity: 0.72; @@ -585,6 +587,9 @@ article:has(.dynamo-blog-article) pre { } /* Date-first archive labels, inspired by editorial blog indexes. */ +body:has(.dynamo-blog-home) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynamo-bulwark"]::before, +body:has(.dynamo-blog-article) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynamo-bulwark"]::before { content: "AUG 12"; } + body:has(.dynamo-blog-home) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynosim-pareto-frontier"]::before, body:has(.dynamo-blog-article) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynosim-pareto-frontier"]::before { content: "MAY 29"; } @@ -960,6 +965,9 @@ body:has(.dynamo-blog-article) #fern-sidebar a[href*="/digest/"]::before { content: "" !important; } +body:has(.dynamo-blog-home) #fern-sidebar a[href$="/dynamo-bulwark"] .fern-sidebar-link-title-inner::before, +body:has(.dynamo-blog-article) #fern-sidebar a[href$="/dynamo-bulwark"] .fern-sidebar-link-title-inner::before { content: "AUG 12"; } + body:has(.dynamo-blog-home) #fern-sidebar a[href$="/dynosim-pareto-frontier"] .fern-sidebar-link-title-inner::before, body:has(.dynamo-blog-article) #fern-sidebar a[href$="/dynosim-pareto-frontier"] .fern-sidebar-link-title-inner::before { content: "MAY 29"; } diff --git a/docs/fern/index.yml b/docs/fern/index.yml index ffb4b21fe2ee..bcca28d3427c 100644 --- a/docs/fern/index.yml +++ b/docs/fern/index.yml @@ -1193,6 +1193,9 @@ navigation: contents: # Keep this archive in reverse chronological order. Publication dates are # rendered in each article header and on the custom landing page. + - page: "Dynamo Bulwark" + path: pages/blog/2026/dynamo-bulwark.mdx + slug: dynamo-bulwark - page: "DynoSim Pareto Frontier" path: pages/blog/2026/dynosim-pareto-frontier.mdx slug: dynosim-pareto-frontier diff --git a/docs/fern/pages/blog/2026/dynamo-bulwark.mdx b/docs/fern/pages/blog/2026/dynamo-bulwark.mdx new file mode 100644 index 000000000000..784734ae51f6 --- /dev/null +++ b/docs/fern/pages/blog/2026/dynamo-bulwark.mdx @@ -0,0 +1,241 @@ +--- +# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +title: "Dynamo Bulwark: Taking Cold Restarts Off the Serving Path" +sidebar-title: Dynamo Bulwark +subtitle: "Mohammed Abdulwahhab, Schwinn Saereesitthipitak — August 2026" +description: "Dynamo Bulwark keeps a pre-initialized shadow engine on the same GPUs as the active one, sharing GPU-resident weights, so an engine crash costs seconds instead of a full weight reload." +keywords: engine failover, GPU memory service, GMS, shadow engines, LLM inference, vLLM, fault tolerance, Dynamo +last-updated: August 12, 2026 +hide-page-actions: true +--- + +import { BlogStyles } from "@/components/BlogStyles"; +import { BlogArticleMeta } from "@/components/BlogArticleMeta"; + + + + + +When an LLM engine process dies, the standard recovery path is a cold restart: load weights into HBM, compile kernels, capture CUDA graphs. For large models, this initialization period can be several minutes long, during which surviving workers are strained picking up the slack. + +Dynamo Bulwark keeps a pre-initialized *shadow* engine co-resident on the same GPUs as the active one. When the active process dies, the shadow takes over in seconds. The cold restart still happens — it just happens in the background, off the serving path. Bulwark ships in Dynamo today as the preview [Shadow Engine Failover](../../developer-guide/knowledge-base/kubernetes/kubernetes-operator/shadow-engine-failover.md) feature. + +We measured it by killing all three engines of a three-node Kimi-K2.6 deployment in a two-minute cascade. Without failover that cost 409 failed requests and roughly 150 seconds in which the fleet served nothing at all. With Bulwark it cost 17 failed requests and no blackout. Below we show how the GPU Memory Service makes warm standby possible, walk through the failover sequence, and go through those measurements. + + + + + + + +
BASELINE — no failoverBULWARK — shadow failover
Per-user decode rate on the baseline arm: a flat band around 65 tok/s/user before the kills, then a gap of roughly 150 seconds where nothing completes at all, then a climb back to the original level.Per-user decode rate on the Bulwark arm: the same flat band before the kills, a brief dip to around 42 tok/s/user across the cascade, and no gap at any point.
+ + +Per-user decode rate through a cascade of three engine kills, 60 s apart, on a 3-worker Kimi-K2.6 deployment. The empty stretch in the baseline chart is 150 s in which no request completed anywhere. With Bulwark the series never breaks. + + +--- + +## Motivation + +Recoverable software faults are routine for LLM engines in production: process crashes, recoverable CUDA errors, transient NCCL collective failures. In each case the hardware, drivers, and node are healthy — only the process holding the bad state is gone, and a fresh engine would run on the same GPUs without trouble. + +So why can't that fresh engine skip the initialization cost? Two problems stand in the way: + +- **Weights die with the engine process.** GPU memory is tied to the engine's CUDA context, which is tied to the engine process. When the process exits, the driver releases everything — including weights that were already resident in GPU memory. The incoming engine process must again pay the full cost of weight loading. +- **Some initialization cannot be transferred at all.** NCCL and `torch.distributed` communicators bind to the running process. CUDA graphs bake in the virtual addresses they were captured against. None of this can be handed off from a prior engine — it must be re-executed on every restart. + +Bulwark addresses each with a targeted optimization: decoupling weight lifetime from the engine process, and prepaying non-transferable initialization ahead of any failure. + +--- + +## How Bulwark works + +### GPU Memory Service + +The **GPU Memory Service (GMS)** manages certain regions of memory — here, the *weights* — outside the engine process. Once a process independent of any engine owns them, engines can come and go while the weights stay resident, and a new engine on the same GPU can *attach* to memory that is already there. + +GMS is a per-GPU sidecar that owns physical GPU memory on behalf of inference engines. It is mostly dormant and has no CUDA context of its own; it allocates physical pages, hands out handles to them, and arbitrates which engines may read or write at any given moment. Engines connect, import handles, and map the underlying pages at virtual addresses in their own CUDA contexts. + +This rests on the [CUDA Virtual Memory Management API](https://developer.nvidia.com/blog/introducing-low-level-gpu-virtual-memory-management/), which gives *physical GPU memory* and the *virtual addresses* used to reach it independent lifetimes. The physical allocation is reference-counted and survives as long as any process still holds or maps it, and handles can be exported to other processes. Two engines mapping the same weight tensor see the same bytes on the GPU, each at virtual addresses local to its own context. + +The payoff falls out in two directions. First, **weights survive engine death.** The kernel tears down the crashed engine's CUDA context and its mappings vanish, but the GMS reference remains and the physical pages stay resident; a fresh engine connects, asks for the same handles, and maps them in. Second, **weights can be shared between concurrent engines**, so a second engine on the same GPU has zero marginal weight cost. + +Integration into inference frameworks is narrow. vLLM, SGLang, and TensorRT-LLM each plug GMS in through a custom [`torch.cuda.CUDAPluggableAllocator`](https://docs.pytorch.org/docs/stable/generated/torch.cuda.CUDAPluggableAllocator.html) bound to the weight memory pool. From inside the engine, weights remain ordinary `torch.Tensor`s. Adopting GMS is essentially flipping a flag at startup. + +### Shadow engines + +A shadow engine is a fully initialized engine process, idle and co-resident on the same GPUs as the active one. That zero marginal weight cost is what makes it possible at all: without sharing, the second engine would need a second full copy of the weights, which for any model worth serving exceeds what HBM can hold. + +A shadow runs through the same startup path as an active engine. On each of its GPUs it connects to the local GMS and imports the weight mappings, establishes communicators (NCCL, and NIXL for KV transfer between workers), captures CUDA graphs, and performs any warmup necessary. By the end of startup it is ready to serve. Then, instead of serving, it parks: it releases the materializable parts of its memory and blocks waiting for its turn. + +What a shadow has prepaid by the time it parks: + +- **CUDA context, captured graphs, and communicators.** The non-transferable state — none of it inheritable from a prior engine, all of it ready the moment the shadow wakes. +- **Weight mappings.** The GMS handles are already imported, so wake is a remap into addresses the engine already knows. + +What it has deferred: + +- **KV cache materialization.** The largest reclaimable allocation an engine holds. The shadow leaves the KV pool unbacked while parked (we cover the mechanism in [Shadow replenishment](#shadow-replenishment)). + +So a parked shadow's standing cost is the first list and nothing else — no weights of its own, no KV cache. That is small enough to sit alongside an active engine on the same devices, which is what makes failover within seconds possible. + +### The Bulwark Worker + +The two foundations compose into a single deployable unit, the **Bulwark Worker**: a pod containing two engine containers, a GMS sidecar mediating GPU memory access, and a shared lock electing which engine is active. + +At steady state, one engine holds the lock and is awake — connected to GMS, KV cache materialized, registered as discoverable with the frontend router. The other is dormant: fully initialized, connected to GMS, holding no KV cache, blocked on the lock. From the router's perspective there is one inference endpoint per worker. The shadow is invisible until a failover promotes it. + + + + + + +
Layout of a Bulwark Worker pod: engine A is active and holds the lock, with a live link to the GMS sidecar; engine B is the shadow, with a dormant link. The GMS sidecar mediates GPU access, and the GPUs sit underneath the pod boundary.Fleet overview: a frontend and router fan inference requests across three Bulwark Workers, routing to whichever engine currently holds the lock in each.
+ + +Left: the internals of one Bulwark Worker. Right: a fleet of them behind a single router. The pair layout is internal to the worker — router, frontend, and orchestrator need no changes to benefit from failover. + + +--- + +## Failover in depth + +### Sequence + +A Bulwark Worker moves through four phases from steady state back to steady state. + + + Failover timeline in four panels: T0 Steady, T1 Failure, T2 Cutover, T3 Restarted. Active and shadow roles swap between engine A and engine B. + + + +The four phases of a failover. Active and shadow roles swap between engine A and engine B, and the worker returns to steady state without either engine reloading weights. + + +- **T₀ Steady.** Engine A holds the lock and is awake, registered with the router. Engine B is dormant, blocked on the lock. +- **T₁ Failure.** Engine A's process exits, releasing the lock. The worker is briefly unroutable until the shadow registers. +- **T₂ Cutover.** Engine B acquires the lock, wakes, remaps weights through GMS, materializes its KV cache, and re-registers with the router. Engine A's container is restarted by the orchestrator. +- **T₃ Restarted.** Engine A finishes initialization and enters the shadow state. Steady state, with the roles swapped. + +The shadow's advantage is that it enters T₂ already initialized. The only work on the critical path is acquiring the lock, remapping weights, and materializing the KV cache. + +### Synchronization + +The worker needs mutual exclusion (only one engine awake and routable at a time) and reliable release (when the active engine dies, the standby takes over regardless of *how* it died). A POSIX `flock` on a file in a shared volume gives both. Each engine races for an exclusive lock on startup; whichever wins is active. When the active process exits — orderly shutdown, segfault, or `SIGKILL` — the kernel reaps its file descriptors including the `flock`, and a shadow blocked on the same file acquires it and wakes. + +Each engine's startup path is therefore a short leader election: + +```py +await engine.initialize() # weight load, torch.compile, autotune, CUDA graph capture +... +# put the engine to sleep while we wait on the lock +await engine.sleep() +lock = FlockFailoverLock(lock_path) +await lock.acquire(engine_id=engine.id) # wait on the lock to wake +await engine.wake() +``` + +A deadlocked engine whose process is still alive falls to the Kubernetes liveness probe, which cascades to a `SIGKILL` and trips the same kernel-managed release. + +### Memory accounting + +Fitting two engine processes on one GPU without exhausting HBM takes careful accounting across the lifecycle. + + + GPU memory accounting across five phases of a failover: Init, Serving, Failure, Cutover, Restarted. Weights stay shared throughout; the KV cache exists only for the active engine; per-engine buffers and graphs persist for both engines. + + + +Weights are allocated once by GMS and mapped by every engine, so they never appear twice. The KV cache moves from the dying engine to the promoted one. Buffers and captured graphs are the only cost a parked engine carries. + + +- **Weights** — allocated once by GMS and mapped read-only by every engine in the worker, never duplicated. +- **KV cache** — held only by the active engine: materialized when it wakes, released when it dies, freeing the region for the shadow to take over. +- **Buffers and graphs** — NCCL buffers, the CUDA context, captured graphs. Held by each engine even while dormant, and the whole of a parked shadow's standing cost. + +### Shadow replenishment + +After a failover the restarted engine has to re-initialize as the new shadow while the active engine serves with a full KV pool. Graph capture and warmup need valid KV block pointers, but materializing a full pool would exhaust the memory the active engine is using. + +Bulwark resolves this with scratch-aliased KV: one ~2 MiB physical chunk mapped at every block virtual address across the full KV range, so every block has a valid pointer to the same chunk. Warmup does not meaningfully use the KV cache, so the conflicting writes to that page are harmless. On promotion, those virtual addresses are remapped to real physical backing — and because CUDA graphs capture virtual addresses rather than physical pages, they replay correctly without recapture. + + + Scratch-aliased KV cache lifecycle in three panels: Init, where every block virtual address aliases a single 2 MiB scratch chunk; Parked, where the virtual addresses are reserved with no physical backing; and Wake, where each virtual address gets its own real chunk, totaling the full KV pool. + + + +The three states of a replenishing shadow's KV pool. Aliasing every block onto one scratch chunk gives warmup and graph capture valid pointers for ~2 MiB, and promotion swaps in real backing behind virtual addresses the graphs already hold. + + +--- + +## Benchmarks + +### Setup + +We ran three Bulwark Workers serving Kimi-K2.6 quantized to NVFP4 on B200 nodes — one worker per node, eight GPUs each, TP=8, 256K max context, prefix caching on, and MLA prefill running on FlashInfer. The load is a code-agent trace with heavy session-level KV reuse: 100k input tokens and 1k output tokens per request, at concurrency 24. + +Both arms run identical engine builds and configuration, so the only difference is the failover feature. The baseline has failover off, and each killed worker cold-restarts. The Bulwark arm has shadow mode on, and each worker pod holds a pre-initialized shadow. + +We fired the fault only after the workload reached its steady-state operating point: three engine kills, one per worker, 60 seconds apart. Sixty seconds is well short of a Kimi-K2.6 cold start, so on the baseline arm the third worker dies long before the first has recovered, and the fleet is left with no serving capacity at all. + +We classify each request as *working*, *slow* (completed but outside the original SLA of 5 s to first token), or *truly-failed* (returned an error or never completed). + +### Results + + + + + + + +
BASELINE — no failoverBULWARK — shadow failover
Request outcomes per 30-second window on the baseline arm: a steady green band of working requests before the cascade, then three tall bars of truly-failed requests totalling 409, then a gap, then recovery.Request outcomes per 30-second window on the Bulwark arm: a steady green band throughout, with three small red slices at the kills totalling 17 truly-failed requests and no gap.
+ + +Request outcomes in 30 s bins. Baseline loses 409 requests and completes nothing for roughly 150 s; Bulwark loses 17 and completes requests in every bin. Note the different y-axes: the baseline peaks near 200 per bin because its failures all land at once, while Bulwark never leaves its normal ~30. + + + + + + + + +
BASELINE — no failoverBULWARK — shadow failover
Time to first token on the baseline arm: flat near 1 second before the kills, no data through the blackout, then a spike to roughly 20 seconds as the recovered workers drain the backlog.Time to first token on the Bulwark arm: flat near 1 second before the kills, a bump peaking around 5 seconds across the cascade, then back to roughly 1 second.
+ + +TTFT per request with a 30 s rolling mean, on a shared 0–25 s axis. The baseline's spike is the recovery, not the failure: the cold-restarted workers come back and inherit the whole queued backlog at once. Bulwark has no backlog to drain, so its worst window sits near the 5 s SLA line rather than four times above it. + + +| Metric | Baseline | Bulwark | +|---|---|---| +| Serving through the cascade | blackout, ~150 s | continuous | +| Truly-failed requests | 409 | 17 | +| Requests completed | 867 | 1,017 | +| Requests inside the original SLA | 699 | 907 | +| TTFT p50 / max | 767 ms / 22,353 ms | 775 ms / 13,747 ms | +| Decode, pre-kill / post-recovery | 67 / 71 tok/s/user | 70 / 67 tok/s/user | + +Bulwark turns 409 lost requests into 17 and completes 150 more requests over the same run. We could not measure a steady-state cost for carrying the shadow: across the pre-kill window the two arms differ by 8 ms of TTFT p50 and a few tokens per second per user, inside run-to-run noise for this workload. The shadows do hold buffers and captured graphs on the GPU, but no KV cache and no weights of their own, and at this operating point that footprint does not move latency we can detect. + +What changes is the shape of the failure. Without failover, a cascade that outruns cold-start time takes the fleet to zero, and the recovery spike afterwards is worse than the outage itself. With failover, the same cascade is three brief promotions. + +--- + +## Caveats and what's next + +Bulwark targets one fault class precisely: an engine process dies while its GPUs, its node, and the weights already resident in GPU memory stay healthy. That is the common case in production, but not every case. It does not help with GPU loss, node loss, or anything needing cross-node recovery — those still take the normal rescheduling and weight-load path. Nor does it diagnose or fix whatever killed the engine; it only makes the recovery cheap. Active and shadow sharing the same GPUs is what makes the weight sharing free, and it is also what bounds the fault class to software failures. + +Two limits show up in the benchmark. In-flight requests are not preserved: the 17 failures on the Bulwark arm land in the bins immediately following the kills, which is what losing an engine's in-flight batch looks like at this concurrency. And KV cache state is not carried across the cutover, so the promoted shadow starts cold and rebuilds from traffic. Carrying the prefix-cache index across a promotion is our next piece of work, and it should shrink the post-cutover TTFT bump further. On backends, vLLM is the supported path today, with SGLang and TensorRT-LLM experimental. + +To try it: [Shadow Engine Failover](../../developer-guide/knowledge-base/kubernetes/kubernetes-operator/shadow-engine-failover.md) covers the deployment workflow, the [vLLM failover example](https://github.com/ai-dynamo/dynamo/blob/main/examples/backends/vllm/deploy/agg_failover.yaml) is a complete manifest, and the [Kubernetes quickstart](../../kubernetes/getting-started/quickstart.mdx) gets you to a running deployment first. Bulwark is being built in the open in [ai-dynamo/dynamo](https://github.com/ai-dynamo/dynamo) — issues and questions welcome. diff --git a/docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg b/docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg new file mode 100644 index 000000000000..a72d4cde0d27 --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg @@ -0,0 +1,129 @@ + + + + + + + + + + + + Init + scratch-aliased KV + + + KV virtual addresses + + + + 0 + + 1 + + 2 + + 3 + + 4 + + + + + + + + + + + + + scratch + ~2 MiB + + + 1 × 2 MiB physical · N aliases + + + + + + + + + Parked + VAs only, no backing + + + KV virtual addresses + + + + 0 + + 1 + + 2 + + 3 + + 4 + + + + + no physical backing + + + 0 physical · VAs reserved + + + + + + + + + Wake + real backing materialized + + + KV virtual addresses + + + + 0 + + 1 + + 2 + + 3 + + 4 + + + + + + + + + + + + + + + + + + + + one physical chunk per block + + + N × real chunks · full KV pool + + + diff --git a/docs/fern/pages/blog/_assets/bulwark/images/bench-decode-baseline.png b/docs/fern/pages/blog/_assets/bulwark/images/bench-decode-baseline.png new file mode 100644 index 0000000000000000000000000000000000000000..ec8aa9297f46275e1c9d4076c323248f38a6561d GIT binary patch literal 84840 zcmd43cRbg9-#`3q9MM8(AyPuh%&4qVBr}qbm1K`>GOKT?Bue%wvJxs}uPDjP&X$$E zl4Nv0KRS-uZ{^isU=D#*c4X@1|W;RVPUs$#g6nPu> zJd~q)X!+~=2MjGLNZ}p-|NGFo6F+>V{9%shc6}fG{48kcanyNAKP-MH zukP3fwlyTLtln%)TtJ=?cm(9=_Huvbuc zFdESKH2D~btk^vy-=`y7~ZF?Dx{_pl)45yyBIpIL?uQV7)@;X#;on0@b8^ z=jpG9((@aqp$@h7ncD3$^5IvUw{1- z8X8LW@9EK>{lI$a&P%-_32||qXXo&$qb+H?S{bsO^jgfEfpXoRznAehhv@I;=H_0? zva;;V%{=4B9JKg-xWTynt>u9O2aZRkK7Fdc{A*2FrFXWH{mYqME%2?WC4Tl4{E|LTpNZc;W;aM| zh4b+WpUpA{6WEm^O!#&=j<-ouZu5DMy>!pVN7Q+$rzTSL7?YB{{de+4I**lwAyKCZ z4Q44yQ&OEFX%otBpNd#*)Kk^Q`>Y0_N9D_uiF zLvN}*BO@arQ{mGSd6SM~tTLv_5SzbDHP~jgF4?_n-3oJ@4r!@$1_< zYO!cruQNISGrt=BK`gShZ_>Yot%I6dS_X8*9^@PuMiMG zw|n<7)B5MHuar~m7U=&Jc*s$YZS|OtsGZVM2Lm{i<4u3f3{=wIBY*kY*B1~LCfD%2 zL0QtWtGc5}o0EQJrjl1sF-Q^G zo0>(~`tr@Qo}RzYCn$v~#JkK63VGaHvu;D3ptyPS;Xzh9XWmP1Uxunl%gEFVE)OR} zhh=H7I2Zl=>N9_QJn+!P@7D`(EeB+%yw9ts*z~^pt5PJc$&5SCvpuck<=~bA-6E^b z+`D)04*Jc_&nKAvYPT-B$}DhWo?3G0TG}#RXLDFQ4rizSBEBwmP0r2IPsOgSuPz61 zXy)1jxGg%>Ye>b(bKgFf8VU%793B5T-6s?Kx6*FK@2O_nlXaIQl4l80Vnc?Qu*@49@ucx6fB_ViJ_2mE`4*IK>z# zgz(+SaFdvg6m{}gnl3kQN!=r4)`-ol94!$U6=mh2es~852ggMebZNrj;bAr)q0ny3}69Dj#&1_~fkQm_%XAHoSDN-tS*6IJ?*9Cv-G4 zK92SE_08hgD@PpVXJtLf9uS&GeOg9F!1H-RLPA`eB8rA(``e=BAMHu!6I9QipSxbL zaN*b7=o!l0V$Rp_xw-Yk+1SXH1MF;U8HwD-g@l@BE_--Lu$FafsL5BiwY9zF(ig(t zwMW!3-(@y_F72eHKA+%jm!Kz4G&WQSDqg&Jkjc@Rb7T4toCXO9SZPh3j{rwBc>Y)^W85$dl%nDO%Whfgny6WR} zYyFYVx$5+4e)0Vi135!cd6QR(7K=?WFtOeFqPjYRuS}(W2+g|z+pQZ;DJuH9Y^I}; zn5{a3f+Ql6HBB5CLo{#H6?Q%Gg9nG3F6vc({P@)L7fzy~@P-W=7`EJT7;V;^Sil<8 z3+~yu(>TXw>F2bfOu9Bt7PjhS{;bmF%dCnGy!lgWSx@hKR3~Vuc!k%plfjhRHmx{( z*x5RYY*GLGtZ(}M!-vOo&))a(aqYdmlSe!IM8kJ9xlrG#b8evu&2EpGXq~Ow-}=T6 z^XTLX{?@{`P<&@=KqB>Q4@t^rT;EFeuMFn3JIZ7?%6X;k=}B##`T98dt&S_b-Yikq zN0O$drcmVGT6cHNBn@(KC@U-L6MujYTm)Fjp#=&_YF*hju{iueqY*iK0(Mai)!sbg<|fA4AFSu`y2E&?r)2*4 zQgg~BMiDC}L6dXt?#noAp}xkoQ9uztdu}PorN`L~)#Qw2l1NYIPWEgik#wKs=7z-& zfBW`rL%WDohb*OLp<9l|VWYQq-+v|ADvd$ZKxI8|(UJhl_tU3O={S_w4jc&0lKjzn zWq5e_%a<>M+-J|8Wo2azDi=6!n5@P%%L<5qwa@JE9)4+c%tmXdCX#W>>xs{?-f3yp zM~qjNW^4aiTk^q|k+CX`J-8CvwCkthvG5anL&RN$aWcZH4=1nGouUq%zvt_#^V;C{ zfC>(oWnFr4cefrV{fj2E!CtiPx$Dd5BaCV{rxuoOtfM&ogZugO=V+RTHQzihakjl5 z6PCn_tE8`QD?}nqZIX+dSz4GSdOFIPe`u(wAOl*{LOF}41!~Vb@F8aM}9gxtLY2K1;(}xb7)mQFE%_uyEzp=5g(aE)6_!jGT*ol$f zpv*Yh-SNlRm#V6&H*em2{P=Mr9eaoZJA3{US+@OW9xg2mMWbpCsE9g_eXOa861Xa- zrq+lW7aJQ(oI&))*?pJD{wO7dGoKD6C`Ep%s7OjmGHpri#9L=*rML{gdGh3mZo&2H zFriVDfW`UA+S*!bN=g&_%F~m#gsnP`+6^jD=yk|cZ4>e?-MD!(qxf}uL&JW+&+1_O zmJV8@b-|oEu1Q0EeGK0C;hsF#d8^8>M>uTwExmkaesS@F?Chg#Y=$^WZW5jgGXqsr zz;g`=%F4LZ%F5kEo}TLJJN(Lh9zJBoK67z#F))Z(*R68lLeulJ0mK^34%M;%wV)J| z{jm@z&lDRrXz{dfAdWw&r{L??uK-UMG&M~HLJxaSs?rPD4OTTass+l$sU{I8%)I&K z26KB6W>+zwDqur^QQ~_?iUyvk2_03{m?pE$n>Wvow~LrHCT>V;&9NK8^~=u}OHsdc;erDSD!}%o zw{fC|4@CB}vl}(NxPSwNs`%_20G&lw{+EuqJ*z85iWsO0J)+QUI=VbnO3fAcsiWxc ze;|eJ*s%jUwyHBfrDSN<+}wOph>r2klm65Hdo`S8dmJYpJkg$&hDDv;5<{lBAEWCs z5SWo6n5m_ssp$f+nW~egB_V3vl@9=GA{d4)3;6#fvjQERc<5(^gzO57pPiX`$SmGw z*c18qaZJl7(Fd`J_@EpI4qU~n3>p)CBP_lpP472>AM+f?V@!V~B}Cbdi~e~bl0N^9 z6EqAAa+Jeg(vACy7w>UIJvF_K< z`>*es=|mU`vc`BJ91_LnypaZzdS?fLajjUA3R000m|X7f<*$;O6EjIclVUs z+PrBKj^b<=!PW7|SS$66kBe&rl@_d$`?&x34JU1FCTSIA$>od^ee4TeOUrRa>-^Ua zqw2S%Yag$Ve%^PJIh8Jr)tW#t0QuU36<@q{SQ8m#%6b{jkTeUo}9?YZrHD7$rwA$6P%~a zY44;JHh7blev$X)nc|e%{d>d3{=zeyU4-9%_~0?$>4eVDEsignrIo@??#Qw8zL&d^ zRW8mJR|Fkuz&1xFRwYh#<8NI9eJLyUB`f{$w#-3^5wbskFyPMfxHz3W$Lf2NYsO0Z zrq`}ri@lgXn>T*a|2*@vb<)$PW0-sgw4*%9&*|Cxe#NI} z+qKbI%8%^IHzH;zb)ys&sO=c zq=P`RlIgc^7m~Pyl7+`DP^!wK)wPgcg3hV(DhI|a2kvp6OXbjlO zPEdwRzN}f1aw(IZqRgIiS#KDSa6-vty>$(Hfv$D?4GTTH(TUDHP}Qv)EWEwF%>~19 zbB{}X1mbpcb31G-nNErTu)uS@rQS!V*R5N}p%8Md z|Kql>_>HV+5p|<;*rNiIlBkTp!hp)z965iUPTJ90-{gi)W1Ax;CKf>>06F60M_H+l zFD@k0Z+efOw$ylDc^SZ!D3aKIIFbu)E9ifr>wNCtF9aiS>T)@=mqt7L+GU(IqANZ* zcphI|w40hldc~}$a{1Xasb~JBmvw{$y-T-Iu2)TJbdfavi>#*dUGA5`qxmG8pO&tKIIm=JN)W*=++;$+c9PI?qokkFrF>9t)@VkDwH z@!5@|Tt3(y&zSFWP0P*w6?jqC1$;R@Jw4iGFqHe!+w37ruy$`g6*U|C4DG|hsEV!{@dXfvwvmj*v*jMiv|M0UFw?(us2- zXj)$o6=!-Ktqds5$qj;lRH$4J`Z1pb5c@OHNje!P`MgH%)`mM<02?gJsuSCzx3_m|O-Db~d84YM z4$Had)RmRtBGyp@E7;G6IXTa91)?cH;5e$-aEpSPoeZi1I%`xFvcXhXa;!0_Axhj8 zvIZWwm^&C4K3NP+J4bu`GWGB%R8QvS;pr-L7mcos27Lo2+{h}Z*dXXW*2+(zBa2V( zSkiBXABQ2$&A#8McNoG`aubhM#y8aQ>FH^$lpvZnXz8X6@!UGO-?2FW(-h90O?vsV zBi)#qP)XK-0fK<+36#44#`v>ptE02)M8|Cw&-{@9_iuc#MZ68fwwDTS+S(nVM~uM`vAcIO`^|qo!!q7gKtNxzKMV}Z%#>ko5xR{oNlnUwSALEx3;=>+8Oej z7&F(sR;ptI+l;Q|M9Z-q$<}t_D65X&He-_KxTifcef%1aUeC^e{^+^}UiN#HJCE{R zhEOJ`I6vCr7sJWy*Yei#(yfvys4R3+z-FifR}am{D~9vvF4=kff-nLI1#QPQGN*(} zAoOKn>O_OI&)VN@mxt@)Q1}#feuo@5)}B@CHg;z#<4cQa6aqUVBlhT8W9AR#<)E&g zW6#h@0rSlP1&b)Pj(tfNw{l1Y#%^uZ7_{#ACARiW#reGnVmE`0>FA``4;;w+e!^ae zP!QJe=+SgI$jbU%ekLwM{=RERhr`_~S0(|mvGxLDcj+06+V;zun3xzEvISR;e~v9DkiWzf zL8SzyOTDT82yAqAHR!+ngM&XtntW&;2L=5AeW?u>Ndwd7&fAB}5mhUHhzmb0_HXqI zmUiMZZG7=&?IUad!@0L|V_pgKcB%|n(})EJ2J-j4zIF3vwzgGYO)FZ_K`yR+VPSvBe6Zi+2&Q1x=SuUWP?(aN~RH4WVAdUw4dJYHthw?HTL+>qW34J3W-b05_ASWqVH8nLyn^W3z9Y#5# z-5!U9anas8?lAHMqUu*4-nJ<&;6^Og%1CmWfq?<~W=ZcgT3XsWRC|84Uh&%|6@+f+ zzW4(|2hq__-Py8R$n43&iLiKlm+9t9){uRg8XK!3MK7kT=oOScJ|NGdo1YER@5?BH z%K>=#U>E<_yvagQkENerjpxsw$Ku4OCj%zfF#9=uE!!w1DA6xZ(k&<{gr$D> zPAX6?6CW9RX9)BsG9G9pr=Feb9~dCI$=2rSiMnT{=mEfqjb;wGO4t(n_wA!(1qV=6 zR7}AmIa$+r-| z7Blo8590Y>$OC2Q!YeZM-vi9%WR))of9aLkRv$!j<4CF2kJh);nlk@yH8_IuhRC14^rB<^ z?^juE*~H%~k&FMPd&T!&MeHJZ?fi0D<%X(hociblIr|H{l!0kmXVSHFIVTSMcCqWz z_xN=$Zg#~md$6BRpX4&Npqmz6>y?s-w$3R9NCd-aG@H9e$MHBIpfgYj&obGz`gRuE zcI|RTT?NT|z$|_oB(L|~Z3w1CRkekvQ9e7kwF=!9T3=ro9T}lwkzitA82Qjh@T3ks zRaIKW1`~e$WAM+=#rrO6tZ!#cAd3EBVdByJ_KJ%^(KlA*a^(;@@qW{&*4oz_ubiWQ z-#3l@uYUe~sl~QUw{cQf+@{vd)|Hnhd}{Wvq}WdY^1pF8Z!J4JSwT+D zZ1~0>c+_BW-O7DgFpZ^4%-6q${y+>T<3rzQKI5{H&5_1#5q!fbHAf_vU;mO?A|Int zW{rLGMs+U@pXWU4VN1(A%rgV#7iurin?ZKNTtc2a$v{I!ag0-i1YZp%DdZvrnbNt> zw^s6ZKKfEjzT0rSH3jWVhh1%Fp?h9@{2*$|_D#13BV%J?-dcQ7y>J0K2Nly%^i+M1 zkv>1k75r~xbQE%d=g(e>$~*H=tid3^`-*gN9zOgsHMQ%_RiEhS^CRq7PO-be>I9l= z-Rto#f_&Cm)9TrJDI@tBYrSJ57mhML)HpoRl-v?=%nn*$xrKs)f*^x0q11I+b>$y( znK2xk?96lOhT;t29d_29{A}2DOqf^XQA0UI0&)!!y*HNgs%J! zLf}SL$R7GNA9}CVM2TNgQxm+_Qw+IRfDs}k+ysDpRyOF@uw-ObMOUgDBF;NkVa?sc zx$7=+@|y*Iefn|6yqv~$o!3#e>viQ6mJ$*BX}(|jKI-ly%I|6De!1D*37by3lSRz=+_Q7nai04K{ zG1Jn%>zm%Pq13(mD2a5!{5F4AkIwVn={Mh~*nM+T_m)0asf-boE$!=!bxjr@J2396J1WQbacMT_o2cNXWK zHBxsMia+q4RCzK`XM^*>OWt8U#l!S0g_1nM4UgL!5OoG8%-S=`7ZTj-GAs{(gb$yv*s-b&gdr7cX4M zMCb8b>SGCF41GHd&-f)O60|J?VVN`C2|f~de-!;mgZdZ1F&{-_V-sn9{l%Cm7oa{q zae9r{Vp8Rdauv&$B?-6J-*3!&^e+ijXCDYqa`IR(H2>h7#d$%Yd=k);Mye*_SnN5@ zDCe*DaHh6Nl^IOK6VCNmzFxV!bwep|wIl)pzz81)Y>k}XT2k#f{vGTelJTuj#p=g? zetx=XB9d-{p~e;-+lfWFQOuYx|DOO%2QJ+;$ylW;)!#-VbdnjX%&fX}Bi+BO7y{W( zLYRWi32_dr$hvT05H-tr@rR|$ zF|!PW3(%x%mE2rIbpzE352o8sKCD+5QQCW0|uk6)#vZbP6=fN%AM()Fw@~m1Asesju`m!^v@jTchQ<9mK0&nmkKNv-_p?@k zTu)B6+YLR1$DUHkMImfFEay*=TJLWEoTQX+h@0EeBN{rBv5}F-@8$WeZ~a&#qiToJ zbn=?>uR;ZV^ym?ke>*p+Re+bjA()qP;yBy$@>g}t`=zdL**tN4{c8~~OO0*L-4{`q zA>l2w=y_skHYmeIKLr;s-=!gc0R9BoAG%|n;61F0qx`B)V>y%b2RLL*TOrpFYpS*H zk)Y?`Uz>NJL`Kp)j)-`v#&z(%fTR#2C8!x7w)KJqh&(K^3vhFfL&UkV5`~l!go{a6 z*(-&Gg^&rFnwkK-B$uX6ojBpOkOWP?4~IIlH-gl2t$xZ`)1D$gM(3jc<@&^{pZB0A zOeoQNotb$sP^O-yy9`_tCF;b(&K_TK{_^F^TeT|jo#ZL+-Mwq#7S%&M^k++d{&bcC zmm8QC>pSku!R+TPHbV)7UHpub%Dc4pn)42u;GJJT3$l{g$p&8>^go>CPkOTyO@qc< z1^_$wY{06jn~5r6VZI*65^X_+z6qFOwZR|tTz2h$bSBqv{5noKpiTF@n6mhs+KCgz zs9+z*et@E-YNijC-J|1nPk>}7FDvVenxn|x06hp4i{GSf?_d(Jn0>|L1BfUI?b^aE zo??EEURs6TF0XV|8@FJmkzem-f*K?1JYhRbST%?5{lP?zj)2+~w;(GDi zbqJh!_QQme${sy8Jq_p;bV-n5E9+@CTA?nN=9iktBbdHY;R%LWcAPz>XT2D+GJAju z{rfiBU3^5n@S{nQRg3xTyr9F|qF*-#a;+B~z8Fi)FC0Y}I*b~md< z`PT5kQeG)w0%J3d{UrlOAuREH^!1{HIjS%+98dpLk2rB@k+XQ%4AT*c<_( ziE3QW&Y9%g-k1|Qm3IS58a$cmB|ZrW512ael>-9|6>={-q1&G0gRqW*g^xukw}gpe>Hpf`Cw^^m=I^a?Em8S)%Pe_+=#_d60C0Mc5r2 z@L>=e0}Pwr$O=p%?l=}AG&zm+k2!rAdu6wC4buCO{Z579z8&Kghc7DyY8+kxHib$`LB$jj9c}FqboSNN zuc1ZN%0h@(@z3r;i?crBxrOQIHH6i=-RC<2e;GNRhMLd7s6QC^>CnYgzC|KG1LTA= zv^W@UP05OUfS{sCgJ!4O4EX$m2U{w4=DN%p!7FyDgrgRGSo7W64*povuz1tiV9M@; z#7g*<=yRSG)zVWh-gaM6%K0D$BKfDt4 zqlLwktets$x4~;?AcW7KKSPHuyy(q)s5*rI6jvZ&#X~9v)*FXQh(at56dnIMCeC>D zOZpHr@#^VoT3TWF*oO~`d9LKUL_8U0RJ|eG1grAo9*x34UzE)712seEd1|rh;8mJmauHZ+T zd6fhqpmT8@w;OzLiFOMNkIs$v8izM+%=tF)B>SQO>pm%l@<>~$HZ7a%kGY+9-&^H0 zk1JC?l4Zjs_OBekmW6o!_E&a1yl@{HT4rXC{*RBagurP;az&vtBZTH4tBh2mdNel( zD3Qi;*S$V`0AZN^^Yh|wOQLXKiQfOzL0`THr^_Noo0*weiE=l>Ck=6K@UkxgD%lR) zcM*v%U4RZ(-B$>G?0+?%JXtc(S;_vXf{}?0SL-r@DY`l-lVUifW5O4ivK;B!2f`%<%hH5DUtf+`n8cDsQ(ZE`xGyhp(nt{kWr9KRy4k@9mU z+tiMGr?~=OEVzTeg$N+^gA#ghb5g6%HNo18Sy|u8hvc)n8<(lbuPt_OAb6DRA%+vf- zQ=^M-4-Fk8xj9v*eTHtS7NHlyksBn^eVzI4C=v*ML<<_q$}4MJxbR-#dHoji+%RK9 z!;qcSSJ>FuwH&VnR1Q>CW(wX$j~^=wD$aww(maN|S4%cCAOT@#=@oWNR{-2x%b6_t z-PO|Kgr(nf+W-JcINBIJ3l}x&sLfX-G*PU#F)`(%5+Rh!8Tbh{C8JVEU|ji*T&g&oM(Gh@A@h7epu}n}nj*FxN(jrzkfCC`-7& zphu&laJa{jD7(q5Cj`d-%x}{E?auNGpqc4g^ z7*aCe!S$%B$F?()MkHM3W9)dFgGEbC=f)fk0`Yeh7#*~`dqS#BBg6I5Fe1S)rTos* zeh-EXd86uva`ni){Yg4W|r!@}#kT-RD&~v6*lQPEm_D7P`9*6_kZr7v?~> zg7Q67fHn6=U|a&h&Y8*S3pk;`&L zw_05sB~tdz+j;c%ZuJ|Ye9xYeTX?iQu_Z@Tx<~aN$ur_^<<9j^d-nNE6mOS%pcQwN z^9_hzS(ol#SN;}7BV-wvd3`4I>k~&e2`DgR!fO!}>*~C>Hdt!aS!ko7wG=#VqkEWo zo7~+eG5Jdz{@_jG-S{>)SIrRLn42LA4AOsHuW^r zlEOpT!#;BTo1`5ULZM<2??J!nz5eZ}{(nO1Nkv+VIocDVllgWKKTt^UfF}X%qmthm z)pEt4ar9H#o*=(X?rfX=VqzUpPu6)|?49|`ga7QxM)75X z$Dmtz0qctYY!Zz#Y_uqZDS-M|j(msFpz0x1i(QHhT!HsXdskVFI5arSXw(T796t~@ zy|VVkQ@k0h7{}*(Ncoiik#wC1sB2=vkU5frrb zPc_XTqM-V(T(T~>y~CRHiuMfW;HCpGA`Jvg>9-3Moql+3464(sZL25q&AphlarJU3 z&BV!6B$urSrDPpA#%h^zRNJuAs>~oud-Ml97;hrN?}2nALLTZYje_@MjxtfPKF2#J ztEYUm&4DQ;?ztisTp4GYTW|QLBL|lfl63T6p5B28ZYKlQIpeU^Va{}h!b zH=J;AQj zs~C(mTk4)lGChU#^(NY8&bv2vueCO*&R^1{CUHA7aK$ zg+%SE%cW7EXHp;UZrguYG~!4=^6lGq*f}`pq+ml|@!;a+O~X-q%dv;l!`r-Nt#!&d zn!n^J^PdUL4!VkyoMTW|E=g!Zt)XCXD_*kPz46k-TLdl?!^1}FnRo2?umrK}!H3$x zp#c^8tLE3&kS6*HZxvtSr$1dnyLu@Wa4B$N9Ow6}@4EkN@1`Ic=Tqi`)$`Z!w zOjGB42*N!jtKKdwvTi>4%Q!Vvsv6qQ*2`aB)4J|&2X4vN<>29Wz4`|alNK*O5P{Wp zOjf0(>?`e`leA1G)5OG@B6$&Mwy~Gi0C6CaSL7@D9bQ+6&oQ;nY2#;`oWKdCJMDqA zU;8>y@XAiyE$K8Rk(%ETpKmqsL$Y`T88R%at^a&ZP7cA0`#P~&G7TB0_nEF#f$g*+ z^1{k??3iYfnkxNO4>M#ikW==SdX|`+EU&2O4)1f%loF|UmS6tz1!J8T)$(T=x9W3b z5Z1M`7edKu>TO+`tcdP#bNkW|k_nWOh8VL`Z8EXbP++@r9g;trEMeemO!)}O zd7ts&Zr=kXYlvlXe&lU>Tq!n3y1}&rxuokMG~%qcku~z+yPRGPqx(nq@0DQUrJV-V z{^*4>poC#gi{Q*)GfObWuq0DTH5!GC@;BGf5J`_IuFK@pySH2>*5~%Nea|>krJc-o z&{D34r)=)w;ek};g6qZEAX=aIAY=;pov~;9fNg1|oXM17FTBzc6KN>dJF+p6#6pe) zO@4UXLt4Lj-8SDl9fKX}0B{BA8o8u53u0j5(8l6aZH`8CbZCdggA`>ORWpReUrcze zF@ceu<)x)~h0qyPW_9MR3AP7_S5W%_(oNH*bP{3ygXR~Q_~ z6S}|Y40reV1G}}(Osi6?ryTq9cJU}K*8XBWPj6a*kuHuehST#IMJuxV`(HSi`u`6u zH}TZfK&!H}wA7F3m@Q~JSdeb6{k>s3X4$(rrxxJ$f5tFmjbd)e-*F&1R*z<^N^(ElRjBIlc~)Zq*a)xylLwH z6W>x)V4scR3LF82B>N*pv-s;*s>bWJH$=Rg{#m|NE1WMm$BC?MFrD>b+&mycu%wIDN4;Zh82j75n)9% zc-Yzyf(dUFE`(g%o7B_^-7{O6j=p;Jibe$;J`xSo6hj2W(MB#?cA24mxQSF=oWV2*#qn&|Bj4>0jc%{H%tm zs;ctT{YUo;aqs(|O8$|w0x8b>VMybFHzB{ZQ7)jVFE9(zA1UDaRv_g0t67Gf3RxvM3@zlCCl%h<(MYm zo_86J3oe9CkJ3fRCK$og%rt8PQto@#|F@;_3Ns~?Telt{e@9Ju;Jny->6^Uj=Gq}jK>th}=V3pBN1 zf;#^a+u_3xXjD~HO2o#x3eW>EPnKT_hONMU9;v8~$6~9CN%Gnt_R_l;>TdEm&Z^1? z$blbB1fdy(J0VmIPJmRVA~Q1+@v!jN#loUY*=w7l+kXDt{wZg%{zvA70Uz$jbffk8 z`Ihbi%f?YH`=gNHu5kieUpvagYdtpbM~ts-xO2qRPIuEW!D?1=>4Zt&)gzOT7#goc` z8#it|R62Zgi(fgS*!0r7w;a~9Ye~0RSX=Zq^8LweOgBD0Z%8bSHM2|0;`|{4i8M)x zqu(}8O!w)D9t7C~PRAk^`2^xPm~~J*1oY>=j&0c_Dpq<$JI?!Y!Cvn<@1wE&qrd(W z=jk6BGH$=YOy?}Q&>sNJn2<47mM1;KMP8_Jos4}GE6Y}IBB&T;2oMS(%_hD@GwK)A2^{c&Ult z^&#&MxAyKnf(Tn8t%Ch$w7tSW9^46FRzZ~q@CP(>b z%K5-5n52nGFx~OvttSLZOlZdvlWYk4OGrqdm3hMW?}AWf{t)@2RY6lBRA2ycq=Ly6 z1&Wh{`^3K2oidw?j?}j5F0>4dlJ?nw$g#-&{e2Mdj=TN5h6taWygXy{c&Af0xK9&O zeJN+nWQRGa*f@IlzqiO$BPRwFP3<4KomTzaI z!>y;8j~FRH%5~?6zzqBk;GoL`huThY(hIj5{BI44G!u9!Xm>O%-;IMoRpM4ux^+XGX??GGa{=!b8RoL2a$_ga+O%-Kb{1_-VIBLMgJ zToP52ASN6`4B~_9;NT#pT6r|zkds)9e?|Db{|X-c=J|7M5$$|uo3gvx6btX;76RZ@ zX}Sdr^z>yGyFt{@5JNR}be(%|fB$Ze87@qBFa5NsyjcS`CUkHDyS72FGwD3X?D?P@ z?r5(71vo_L&A>t2-U$FQJVHVjVn0L3B!ZKJQvHbU;$9XTw(Pn#{Z%?eeX$J1!TB$I zt(AB8S4Ce+R$Tfhco25A;^i;5S&ApA9S4L0aWyhB(k*mz`Sj#qP;I?nr<)z_VvvRT zUSw&Ijxg*B2?;R~WI*Do`V!)3p&=oyKc~P+8k?IvW~)V@Dd5*9p=)nsMWVPG_d}RM zSY9!Nk5y9A6V@^2NKCFh1=od?i!oAv)>B+uTp_;1==q?T%Tx&kF>D4^%eXO71qn;U zj~}?qslC<^gEn9uZ~vvhHLJq#It~T1`*$LDBF7%U-yV%{4c?Xj7;qPx{izobB7(lNl)$o-zyP#YGeyE!{S}%Clo1NVECAZy&aRa z=G#>z{-GM|X5(&gTVfs&Nhy9z5(40T7F07n7S{IFkL5?rsny?t;Ru7xpwcheGPV5zrVR z`Z<1``Kv_7n@H=oT{(^DKK^6x53Bk=^6K#1sIVU)uHG#2d&*A6Kn?T+kwkwKkt^_L z)YP81_?+H%*)g4o0e46VjELw!ldZfG+6nPIMS+;geH0S%6Jxijm$DwlBoa0(@%gEW zt$JW%Vt4<*=iA5%83Qvv5Kae;UBqGW&Y3cV+Kro0>)n5K!w;gVu5I-l%&7Fda zriYLc5@M};+gLyW@g(4}*^0#fO6I{Q*bS)F73J?wgB&IF@(DdS>-%W$Rk0pdY`~UJ zpJc$ETB3$LXR`HwiPcSs0dAwa57<`vf~ni)bd;Bu=ie^xXHSR!IJ} zv7b%g$S{0QQ|F`y@d=uKR-&)(cx2a>L0>q2@$s0Z)nKk1i~nq5AzzEVj?vqur`ro& zV@xihysrRvi4gKcK~=_raJ%YVx(7G<_wL=hwRuD&Ry-XvpoCR@{P=263^)YqU@-l= z@D3(!xB}%87VRS6L5@9)F*<@xls^=j+#g&C72WulEs;c0hD~%zN@@^VvimRl_)<40 zw)^(&`!U&FJ65W#YbUErIXyow@;fp#6n95qlawq%m4R9TMMjk#rm-}o3z8_V%aJ*O z;Xi)qvO)#Z&}|c9A!+UY$An;zzWq0D8d+r7Fy#cP)^}%8A#C{6nC^C>>x}CR$n4Z^`eI-D1^Sb*86V9fgTh< zs45>TEBBKTCdN97O_$LD7w;!S`#>tn9yumO=ER2K!;C+WpOS6(j$i`u-bR&l%3?Mn zjRz}F5s|r1hHr??@aPOP+8igVAxbkoCk7(7D(R}IOhY134imh$`@9G`2qwpIX9$5> zOf}O=9d{ga22zxg#W*x(Bh=M{26iKZ`mdSC8BE*5oW>XtLW%LxEy$Y{3&TlzDwN1u zvyDRfQ;aAwpT1gGbv%raCVaCGm?72lvWZU7>W{DA!3e3!^^<5io5tC1fJS7Fg!Foy&lAhyjLOj8uE+{qu97XWw z6Bdgq?D-!9H5T{iApg-DbAuTUiew!&g|}V$ zY8Nj$fvUyC7{H|+90x`?20)8D20(zQsxpkRLTS5IQrD9u%EL2(-Xj->F(tc>Y@5MZ z3JMC~{RM!LDuYgV{I4U}tg&s8O;zIx+;n>%!g82C=(o-3PjkqhoKxCpBs72Gzvq#K zYt1H_Xq;Ww^ZvGSU7eiisn)mbv6NAv_bX5LbeuNgyMZ;?>=cjYY?|4&sMNcH`yCx| zuk56}k@YWv!s$t6exFfHqY|Qn*#y@^+IO}&!7IkQ=9#9;_z1U8`$qd zb~%)(MN9w+Z=)TZ8eih~o~sGYo$AlNQgG_Q5w%U~temdFO0wkhGKko$@?U6_V~&LU487k6TR5{rb{b zA`EfPPylytBUQs@)qZw5HgPX|fQ(AXcDbXgA?zNk5g{g<3W{eHdW5x5TSv)!Jdx52 z3cGQmjgwZ#9m~plF89$kd4iMYe%+(>8c@*6gj=()VH?$%Z#yj-xfHcB3Gu#(?*nYL ze3d*%l+VuXrs)Bd7i2IEx*)R})KhGzkq^1+vgZEG)i18b+^c!H;K~chP1raSN>nH8 zMttnbPCi1K9bQ?ix@K^+rd~uJ95ZJjVu5>nj|%RIiuM#2RO6(#J^FI=x3tQW6MNBN zYc}V%*JY4no(Q^^V?=nQPB5im7~@Z-rU%>2%t#D;|ByF++|*5eRr=(W{%n8t>^%@0 zLBxS~?b5(qF!**we5budX(}(v!+Iv-`&v?u`hWSaUXrgeFh#1WfozL`sHN~pU;k6a3>&*6_<_unLd}b-}=SFoFw~85y_y2QAGhe(s(a*@{ zGx0Q)Gs9>`HJqB<+`Cs=ht5YnV|7RUpxd|abRQA#<-wbHRkliexO8|2N;aBY%Z;Qp zq(e6UXPZu-OabJ@YlDphMa%P}3fx7J|c z+FPH~dj$Tm^e)TiU2JvRn?Xh0U>_l4=Mz7lEqY*Lj*s;+`3a3}apyss{n|LFXKXZQ z1&$bqf(g)-#?5xHLXf%5jY`sPm4Yoh1<^@>vs` z;#EXtSogng_AgZ-Cr9Vkx4b$uwF0KomuR0s_0w(L(H(;X;UoR9)13Y1HJQ>MI^o_G zxT&6!(nH+r;p0YedWmirS1v@-#%o#o%aYM@$jJvhhTHRuFvj-)%yR$!Sls6fx9Xu5 znCHV_vMkDfPz- z6qK^vm}Fze)p2<1&Nao0&UTg(&KsMRs?9IPT#eAcPJV>=Cy&P zK?!kBqbUqT(o1t=sQ=`_^;2dc&8UYYrgz%mdjBJuee1QOnQq?NNz8H~;-#jhMobmc zOG68=#yB4)8W@jW)7RCFihWGkqdO59bpu}zFEw>Iv6{lVxGl+Le8fzN688aO;Wr>_ z^I*Va=-N@>3Ea-^n(QZ1Yw>vGn}6S76;ZAf&WRJ`(g;5| z>a>TL&%*us(KvXCO0?z4K(6Sqo@rve3vP(S#>cZmDbyfPl1gcZ+mMw;-L;U1z?oZ|`rP zea7*}8q2Z9dfq4Rd(Nw-!q6&**+kd1tylh~)KsH2FMD5Aq9WHi-*E*hs2*%EgCr&;>1k@7LK=WApL4>!*VJP_>4U0VUi^zEg)1#L zu-NNjp~qs)fI4)AK`uU@h2xj@eV?BqJU4T}p4 zP(v?6{S4M@TM-oGsSgPWkTU`Lm&Wqw#+&$xLFagUg5ikGiom%{7L?`vQ_Y@hLs_8J z16~p|=|c#0DdZDMQDHass0#=oXpGmHmR#?1JB@x;3MeHu)swEOV&Yot6?%L_NKwS%B9GAYRi_(;$ka=G$6 zcrXVwG7tbz=!4V%n#Oe~O99w9a2G0RM%XtHZg-H@K*;GFkbM@4=qgVr2jFk!P~d!L)Zr1po=!6hY*#jeULokaFk(gl%~zS`^s zaL%w4@PVZVRJ>qj0K`nc93XQ}M#iqwy{S46UJ$sJmX;zc)232-h5Eiv9;`x-Au5VY ziGW=o0tzABheS*fR5WaC9{^}T>2fh)S%51BMyPl|RXyRd5sW~r++nQ%lB)UYWR00PR7RBWCY-JkSsN#E6w~Kf9v|nbJ2RzLba3T zy+Qwko0ueY+(+oOPT5n*R7i(}L|c~9DRmtkGQy=oV>iJvwqKgG<~B;go;Iq8M1q%F$B)$Li;ib3e?LG% z;xb{eQz8vfB%dRSYR8vt@wEmOpG<+V4CRLa+2Uress;h6J;-|%N3HTW%3o{+aX!3L zz9L@-S3f^qi|*qPkowQmBtTvTDIsRDI9UsQ3LRoh%*lZ)`VS7Pr}u7d`ul~urBAfB z=83*3zqq~F^hB$V-7LO}DXv&s#UPrgxUQYG>6^;%9TW3Tdo;>mUjDT`8*zo{m?$*} z%((94tw=bY*mcCdrs71YbZ7KgG3U(mAGS~zi3eE&7H$NKhybPE4VU_x(=+$4NmBu#LO_B5vZd4DJzYM;MMD^bMv0kWF=)ostqh4c zV2JK8l}Mo(LHhDvJlaz>KGJ{lXg4hnm!aCS76|ftz=skplc^LaHN2#2s)b=9{-CN_ zGy6Q6iS7+PuK9q)&|-yu^~92J_5QSDLivYg{8$X)>TLhmytIyBtp0&7)vW6UpQyMr z$#IPb==Zq;9#H5dy`xJmk0|Dvq3kd-CQX!|rD~`Do6rP}QPbNm95Izokdei_^44CF z>)FM~#{b|bsy~lb$h4QF?3C=ZPoW|e)Bb|TV-!Jha&j{6{FT}F2&`KYgO2l?-~sJg z1b@aktPF{d95SrYEM99Q$pK>TO1Y;DI8TS^|KBkp!_0T>UyhN^t#Uob2V|sbnJViH zw{O(@PR;UJ+lgAsye%0Ve^5>h{=ecD<`Zg{ylJzF=%pbq4PEMRpKss1gda<#Fn61s z|B}D#Hxw1|l8Ejwnp?Ru(C*JqmeqPxO^?+_V~e*C`8ONNC?Zo|MuDB0#oQ=GFh55! zYhXoA%&kyK3NS&-y>XQ^NAzf;h#I!Nxbep5MlFV@U+Y=0fI^ms6WBfBTL$bh!P>m| z$3BTE|CjiHz(6pZu0j+A#PM_h@4}p9?99TzVBuK~oEH4KNdk5k7jH8`)Cj2&Bm5Xv z94VR)-{;nYih~KHRJ7=Wo^tK@TXh)%=lA~H>>)Gihh+JiPd7~EA3!4EVR>_P1fSo* zqha-V(FvNwFx2$yVlm))JH*q&Wg^?vaK_$lQT)=EbV<<68q9Gkz7O)*Et1^9Y$prq zNsa_+klSVq+F`y$*{Xk>?Een6AIHA$y^uy@B5NeK;M@b(>!!;DeAgl0rIIf*?#sis z^mfApM&?nsL3?Fql%kZA+tHUx-_9}j@CoY9AJ#}W`Soaf+tG8l2X(N#qM@O&)*q*c zqin${0M`m?JB?Qxu-Is767L;>GVpTi>aqaPx22O|^1mivw_Drf-MiSk&eK$);bIyh zUP|SvO1-@&&1R{h3lwuC!%ap*4wardUfkCEtpYI`5wb3ymjhFe#Xt!rnv>1inQ<`D ziteia0e3w(ZS_eRzh6c?ImZGwBHJNMTa2elfclkx5GXeCPs%h&a@oBLvb5Oi7`uvS z{WdfeHgv(*56|e9RKn(8Pjykm~&?*Z#N zOAOc_@x{QW(B?l5oaJ*m0zhs&fW!qo2jpfy&3bX#E3k#2Mu5}n_LY#3K!D#MyLgC$ z3UPUC5V-<6KU-jbAbTTW>(-R7#$|Folen^SMqXZ|WNATFRBP|uk8?X*!^Tbl8rtMD zWg#dXj7YwyQ&x%H)+qIUMcu#utzvVq{`cz7htYCipwqd?33QY=ZCo!$2Rao2*Dc zNQea-YY@CruzNc4Pea9qFcO%&=A8#~a!!6eLYI>Wa3#o25r!?eek@OcS$Zb5e4cxb zou9Ovj=m*23QU;Ie)s`^in6jKyj6Mn20pH8)yvuQ?mE`G?f^83W`zMRB9TlBPvUiR zVJ1<&*5@D!cNJ@q!1|O%o=Zn;Up*1O$ICrt#fyzM=x;F=G5C>^y0*2p)`Oe{q-{X1 zDFk6zA*zbLjLb|Z@SBg^qyJ_3sFf%{%?r)M*k9be@oAQ>UVRDw?r)+&85NBe&WkS2 zG{eSFf~Q$eoX{Rdm2Fxnj;fh{DXG1$idBs00@t~PzmJoA4hli;CzJ5C9$J(b)*w25 z>^)Ku^ebl(N&St=JtNs!9W}Ml1$#rtfoq#rA}9lF8n%|P1fJK?JCWOR#N=CpH0AlT zCOQVu?ZT0Yq{imR0ugJ^2`GnVt_oi#E?_k+qMwUBG}i9ylXj3r-^sd$v~7~R7O+mZ zl#(i#Un4x7%D?_bDU+L6^C!z1ecof;puazR0fHyqDxK7Rka0swk&yMe5GFuWIM57t zES?;MHTGI1L0286;ew^H)aq`|ZdsX%WOz5a77yS|iktx|1k&9b=0peYR4Hs)6ETX7 z9~FU)sP25XYw4h_cHE1I63MK)_GvT|LpUQrvKn5|@g^;4NX*rt0Jd^Xa#leyT3%Lx zc`XC9X{C>Q2vn8svo}|#&7zc-xsNN7s?vVchya}vTg;4l{^Z=S`KEbHm02Y3Il0!##1GMwQ8YJZ!%1{NIt_Q*V z&;2Ig4zm9AG`MpE&(d{d?D-IGVRW!E|GnT=cwNbb+#@x7JOJE2_~yTFPwI0Juuozv`83*mdu_`BwBkuQIQKAc)ny)5EZF!RAzeiYV)*CL%Yyk9s z5NK5jaluPlz+rhp06U0+D?wcY{bL~y zMETFrNIp6}xMK72D(m=0EBVlb&;WZ%9gg;;QyFo80U>G9$GIKQJp+W;Wa(<(i3W&A zAogrSp12a5<_C(Don6m*66VHbvbL|f&Chs8O?mlyeNt~@CB~3=3E@E7nxr0B^?-^) z+QXv#2>?8hj2U~&w zCqdTZ0j%yB{;fZ6(oq}5*)ccb)}A{(_p!6}f6t>N_!ur04RNvRDA#{+&id_n^arB{VGMeiKns%?mY6%OQgyG zsBVF1LXc2uYEq~O5)L89NXpB~aswd*Sp>f=K9dAeA{J-RRF~+7Y8t{Av$A|2bJc0} ze=ykm7}Hw-`fVAJAEz=f!s2Iedtf9jwjN_;Y1X;?`Y-V5r@}xGr?nvvDjfo`9UlIB z+sN0$fF9-b$QlbJKTE{`8Ea2AiELJl?q_*hT%=n3o0p}kJ^RKYytjA?jqS@I@EZnH z<#oJkd`?*G6DfFPSD!{i3bKhURp|wr*F7+F zRI!S4KJ)DwEBkWyZwn8?A6SW8;(4rfy$)1@B}>3G2x0n&C<6d?6{MwYr5O@Bg_A?A z4LGwykQ(O&FUXKzx1l|x>eNSdfS^8> zk74Eht|v~7aCFVP$Ab*qgE7d{q+^Zwi$CIwxQIg$Zj7-actdtvLxdZe`z1+eqZe6b9~2_+4K`@-5!O?fEj^hc_5&eCsp8jgXldhDW&Jq{v!vk-&jfXDcpH^zMa!IB!N}r~go_!FLp`<9h@f zO#|R)U>gH$4pR3Z*~oAF7Xab8xlB@2eG<0ID3*LiFN7ak_1+I!yF2jGUu5lB{6{ej zq#3CUCdO}7Uc<2fFs;CJEpv*b~bc;$GeWKUA=x!vDu=t$;pEiiw%l6Z@4cTiXjseE!V#+Wvjz0l)31DTDi1Pn&(u&mh)@~e z%de<$ztYhZhV?ddNk!Obg>A(-x{0~%>zy?V4W|ns!&XZ`)KycP5&-21@_RT$U1b(= zJ#a5ONrrL!%2HD=GB2A6Px_+DkUp?WO@(ln$arQM=T`6-d=vVWl`;*&Xd|f~X06X9$pnfRJ1-_P4X zG$C?lA z{5r|td)6JyKOD#Pi{zmzQ46;Jl|EoEW>H&H!wpa7T2;Eth=+GO>3{)F`p!tFvi(SY zqX(=;kPZMrmM@Ic+pzDJ);a)Q7cMyDYyBygIA)HXqDQsc1AccQOiy_!`xG$BACDzf z5}w=L(&>*Iips!us>X;r+-`Lcz9mAfYP@BcAgsUU~7*WiP}!1i%; zG~t*s@vXMquV2a-w-I_q=p&awP60dch!UDb)Y$(Vh$UajR`knOnQvWccD3Rks8cH% zNm+VLOxZsQ!Cmt0A_DPvoU2%c&xFw5^MR){4P(T>=$@XLxxBm#)M%F}Aip+x6PnnE z*RLTi>TS?E?iaGw1QO@GB& z?5@~5amN*+sRp?cl9E`Xo<@B7#FUg`K2h&q^zNd9^S=&T?2Gj0P1QOqvL3F_^6C;= z*x-I?Ap^=f_w^lro~DYbnRxhck%|O)WQp^QUkJ;UBF9*lQUxc`^=l)Z?}S!T%`u5a zAMy$G+8AF${>sj3j!2M-*-6y&I14iP7Ux0`BGQff&hbtF4}nI4lF9=8BcRJRF$EW$ zO)dh*lpn{9*xCubDVaZ4<-tKB-cFPRy3h9BR#usf@idQ6oJ=OqDi_L(h`6<}Y*20@ zp4KBjV2}cv-2lFTG*x0eyj|c_wE;kdkOZijfwy2`WOR_mo91>QRy61Tc zAK_$NjK(fCGv$--^HG(@D&v_y=6nhQf{=dRhHLj?TrXekU)%bn8YpGwH*ciG%u?+B z)M^m}E*k`OU?y7ucnZuUPad2=U<@kd!NCE5DNyqa0<2CJDebZwIT_3A^G>Hj$<8~1 zozh#0^j$zt7t_fn@~_`S!a)-3cp+QTiR?oA8WZX=P2_^?G8=isHNwl*Q-SwML(o<^`-G6L$#|!@;4-8;8Sa1Hmv}jVFmQNb; z>unfYs*;Gb@1AZmzCRx55X7akYLw?Bf%-$5btlJ#2d?vb2QBYhLBTzW2&1%ja6kl-0mgL>`c*79CnQsSQ@ItvSFy|8ey6YbELM;wP3#bL77{1y zM+osaP+m~wz66gxr4c|`;0O^Uw}BfEel$nvQ%^51G|Ke!tMyxI+S*nev5x!+ax^6H zCN*3hu+ps2_@6HeUui&&2}oGYO=p958Tq1awfJNG&S&3D9Juv^QXE^IF9^XZxsv`6 z?R~i=y+H(kAPCVs03(DDNj_2qh+IOXXYDS?1X6|IAmm@b@Y&3_21CRIgfee{g*#WH z1W+%=sHcb|67tZPxHyYn8U>?ZqC?CLOH_Mua!0%I?dPBPTYhqJi+0o0P1ZRaeFkzK z5u_aZNSueTe!fn?x%DUt3J(}iXAABJ_yD2gs%}ySJ7y=8y*3^Sy?hV}07k+FCSXo$Lrp?c~Uc&$KM@1_)ok&o(r{aIqjH<2`nI)kM zRrsk!G`eIucBM-^yL)4RXOj=5NG3DC!Gk1e)dL(zn7i$Md<-#Fo}!A&w~WI#t2`-E zbybM)RO~LOU`zp~ediYwJH^On`fRkxYAPcVzTHV?>yK{c1)6;0H0!ii3D78RKYY+| zJylgj?Q=SPm-Xra?mKFf`pWv+*W&RQPIsO+T=!KUSdif(Xh9gWutHNv_pt==LNlr$ zqt9T|$+jsk^n$4Aq3eEVPmsFB zilf+wNxypa2R;lKR2T!96QB!+`l%4|r2vmHEc%QClWmw?Mu2-dq(LAwkTQeG)490Y z*eJ3m9y_JiNxK&J^zrDEEXI~%X}_tYObjZl7O0~qoC$A9*j|4Sp^%Cdn%z^^Th8}^ z+Ep-7jwY3^^KClHbeC@x6BX-qvXu5p|F_cJeJmL`eh zs;|e|gcVwQSX)z1+>}F4Pk-&fjOf68ndxf_DxO7ev$_Fx-gUrFI8;O2mv5u#w?=^jaN4 z9H;eIVKT6HfS3D+K@$xDnSk(t>@z?^2}mr>KdhhyXAI^p2hk;LoUs%Tnh&))s2?&w zW>VXKKWl0Ay%H&cxHN8(B+JUr$}byhqC8K*U!ARly;n_%ZX0vqW}A5sx`iz1O#ZLi z+pdCf89CY6f`4i@8?|{(q=IfBAKcM^=(kig>4*4hj%gG96tV)`?etw-qst~|E@6zf z(JlU@CHveu$q{%xTfl-b@qOdLSvA`b-CF5)Bn=~vd?vY61V5@~G-I~we?X9a=lvRY z+|#)7c`{c)YWW;ACA{aWD|hI~T5eQ4KGeG&I$I_DT=xbT0l$PRWBND*jB{_S^R(ls zwu~`vURdo@6e(8f8y!8C%5P{LoMKh=re}p$l<`vTj zmt@@UT3LA(^`4eWEGs)V?6ch4iKhS|zo*^r?aSx>EVx^_KHsQ4k`={Y7e|XeK*w-g z-voCyQ?+>ejr!8i%mC9)0V`{6d(}s!HVm03Z=M;w(M`=~WCShZ$rGA)owqlt_-^_o zQ*D}gX*7A6BD2|5AqL5C-1{gQua|#^?VnLH>-7?ZU%b}$-oXeP!F{RDNf@jnA?vVK zA2G{!&RcP(mQ)+Gly{}c!@xstLdR&NzcVq z3Nm?n^ue6Ows{0O3_<=74>R=+%piy)I~bxlzV{(N)@}k_&HhjftK0aQwr@B7;D+rH z116sl&E8ExV?q~Lz@>^zIM__jm-uf_X7nDEN4aQs|6+#`8P0%^f&v0yyi~e12#7p` zj62d#9FnT4Bkkc2!5E$dz@b$vhw+CFBRHuzv1C4o3E$(6k1RwlN6IXwA~aP{i3z+0k;g+JE|kwIbT%5O<{ zpl|I!B#?jj~YL;l6#dj?|-k!x^#;Og(xHso-#I+0_EvWFS zMoVC)gB+UI7X@>j$)8{SC=aKy()Y={xfkd^XG>SFh(|~pR29^z0!dmMGkZs%|#AW?bp?6C88gR_16ELE%LWPv+IQ-ZFW_C zGR_)v@Lk90a@-x?ZH$wX{y4K;d7zp2L91?t*N zg}b7_!lDa)mP6L~^a+it^`e5G&An$2pz~5vBlOTl$ZQ%P7M5^N5|is#BJmXRZj*xp z9%_+(2>;!S2Cq{s6iyJ1QoPrlzd$X{uBB1oCRNm+d~J{Nw~VKop*fJm8K*4P933gO zJG&oHzF!aDJRnBMVM%cahm3Ka&1uEN{OQ;GLTJ9vjQ(7WP|Z}w-lZCT_qCH?#Ym&E z<{+O2tY(O}4{&(IoEu@E$AdqoVZ}nQz#zhcr)9UXF{d!>xiV}~kN0Pjr*AJjfC~F} zkk^5Q#Q5;bn<@!iy45mE1?<*r-=6+C_HUUO%xVHsV=+DG+T>4nW@`?&({I<~?OY$Q z%w*>0hRxZ+b7}bYBvG9K%W7UoekRY{7Ga)!O;T2DR}94`lvoHIKfL2A40lS5L0A9< zFUN!6v^#Z3860$p=!)pd)S7j&WeB_l)9sK0Wff+L_Q{xeaw z4(~jqJ&C73PfttpggWt%x;tG{*=N_Ja>x2D6?S+VEy)mr@eXsc4~d(nz4UI_T!~MJ zls9DTIh z{uB>AB43n{M5^kDH0s6=C_+;3H+bPP}GMIRd! z0oG`9tf&Eg-LhDs>%QTTTyMm+>vhfZp@7+)MXU|G9{jTaVK&YC*dxP{F&SidCpSu% ze;oXCitiJ`9T+XCt`j2E(AENjO?FS{oUGtA7xQK$X)^ssHVQA67l7rk?s3|H0-_IG zIlv#7xlDXL_?dI(X5RCa8A&ZKwYzr>eli?b+}L{|>qAcZJaqkIfgNK`L`f_a-5c7& ztd6SOe7eZ;_c0Z+`OMwlDxJSm3gyq!cAHY+44jh__TB7)3R~Oi4`l`%tWsVv!xc^ZQxUC-gIKsS(W4i*LlNV-3 z;ZeK_dlzqN^CXkHi2M&o?*S0|O#eFNlfQKS(WfE59v>pC=R@2@l}~b@@W=5T znh`Ft@!Hv(sNFZI&-_;oQtf2a|0tXr6`Un|>B3%@4A0c%VTI1!Z0krN)flrpNZ_`@ zs5PI!mG`%`>AjmYD5o)Xdh_sX1eFcBmWf7&d{kaX*LLQEU-YFQTZ5#i&Q0jih#f7Q zjBzCf;cw>IvgWD3Iwx+^V)|If!yDudmzA}9*RL+g+VU+G78G$^Vt_xd zy!^aA+&ajc{IlM}#2+zR^HR9@fvkA9PIg;3oSt9B37D(C9n7nj?5X>*T~< z7Oqo6_dUv-N3RQ5I|(~c(r`D+oK$H1dW*vI0D#@yx1*TRYFHp0bSr#!tbwnJUt!Ft7*cD8L2lK$vL4AG_As@|0; z$BND;^&>NF0m&U#>KH7BuG_?Y7QecWxITu_`H8OfR(!v0;9u(GLOg{9iuRJPicMm9 zG|JjM(!o9W(lbQLcL#?@$DAwcB6589_-Z>dJM^Q>$II()RGx$lbG#lMQ5_;Q8k$mo zTkCS1(Ee>yB`t~YMgV@Q5<*|}uw|a)#ch)lGs{;#EZ>y&Rs@0=;Z$WNejK>3Tgs@D zmXPF)Mx~S8mLWIMZHwpV=L&q_f8FKYl<{es8gIALq=#)ijb$4^eefoBzs8k?_rbVC zRrv=pO!gsQP=8kzYuId)-gPs}ZJ&!v&OmN<%VzR7YOT=Qi*j~9868l|Umi3@L8p$S93z2(zh~%+IKz%zF_|~1V%3;2 z{%x^IJy%}Jr#`~fqsP|9=C9ToO!jpu1Dc6&#rTD;!ZWIK_d6+xsHe+_M?=cy2xn<# zhy{XRNDIqrv4EG4(#)m@f8W2$T zcJBPWV<<*J94*F9i#%7VJog@QojBw&brwHz%X1};I}=lLFdVV~7Z&19Y1j=?{`)MJ z1Z0EQh@KLR(Y)%G3;7v1{w#Bk#=BD=L56;}l&RF9`O)k4mrV zmF1KzteWdkkgw-%Nf1_q1lnka=biz7?+(&E}yL>u1PJF1m?glcGGLNQ%`$^z{3j5xdK{+d~Hp?o4swpV}JqUAwpS3+hU^Y-g&k z#-wyNwvV;rQa%TQppLa5E`k@4R$q ziAeav9VF11fYfN;yB=iZm7H?t+0}2l5C##=BznQDBpXL5LoPh>q`Uk6;wmOzN`BwT zllgSbhf&K;ruhKJ6+c`rOi!zdOE8gkoBf9qC*2*U4ckA(a~a~i;CsexhpFH#ghr-`6`^rntOpT}m%4Y6-G8z1)qZyU%3!bKW1vPFilOqF(51$0#*} z`$}+3@l~ayk_w7wvg&#q0f*Hw!Ss6GqihbwV35IDYzT+b$~H?N*`ib&Nm#TD`tXIV zqlbyj+)q@uP|PV+aS1@Sc6~sRY!eot+vSTXEPqL=jP^s?Y_YoAUrLLtTHH>riHwX;tVvN(s5R-U0NmNjKe-Piq(C!FzW@-+b}1(`*Sv2646-AcQ8nD6y{ z(SGw$RTqem=)Fo0B*x>`YDzn(f(*~@%VauJ7`pXY+p-6qyUyhN5e65=pAxklYVYn> z6BD~#diB~caVPP5JjUq|tLdRu<#2_yshG5MMY2wYkK^X#$>EoX#WB4dqrJ>`7dDtk zU)e{A(upH6rhhH`irfC-{TuruVY{Cb_hQTP5%EwNPg3XC=R-s$+x~cdsxA1ZcT1o8 zJ^kI7#*ghC@?OF~QcLA~klWAl2%vqGUks9Ag6W{c=!|KPC4;Fdb)Wrj%UR^J^5$g? zHh0MHeg_h!M+3^&t`fF@d)6xNnTq}B?hnD);<L{oYyrg=hu3y&%vJIb=1(koYsX-VQKlatAO0)7~Sp5zryw}d@G`kaGbI9 zS0$yj#O&(?mNwpk-tmMu27{g)8#(a;Q*dWq7c#34LwkFL3OmYal17G1!zy3)Z33;xAncegd~(ernw43{2;Nw$ooTvIgHI)9iZ+C-dO%t z;ESFS?x;VhB>U3!)(HI={+>WBO0kpe^Wae9O(ttLX|YtWnpyO>P43E4?qg!C3&k;h zVtckqa3`kzi$;R657JmEsM}*kdsh!m8_Xe~cq*|VPvGo#M48)Y!oEGZf7kq38QQ_o zPQ~7!;iAxWr*kBvUWbAfA}#sXrq|BU7vOtY+P)$GSOU!-$`S^?`eD)cb+kMMXl;M# ziVVN`cZzG&oXea6_d-OZ%~G%;$DHxBQ2tJyhk<}N5Xpkbwq74q3cH9vp9muxa~?{$ z`>V+5Hc!PQ`eM^Rqw3(Fs-EsO*;AZL11?ONBgdb8Y9Z6w^Shze>CWYzZ1S-5_qhkB z!Mp`SIv!_h=>;Yh3_)a{+CAv&9A{gXsAc+?sr_yJAJ;8;xj3)B{B=Ufp6V(%Gy9Im zIzr5EZsWXE-3NPT_rZOn*L#H}YT+K^diROi{o>ttN|)b#8oF>#$8US2Nw{g|H}Z8u zFT$r;QP0x&`k#%jI{(qoyAOAtWDlI5HcG#8b(zGfu(U5jj5j+Z{ROLIqT_7l47`NQ z)ye|p3d!l4hbV4lM$5RqI^-Cur#LP1yj9pO^Vlb&GCJ}aItG$DqU9;~OX~S*^69$1 zDNRI6W6#AYT`O0Kfe;tpvA%*m95=CNdrzk&Xua#}SG`j6TgaTOju{p&>tzVWGNwPP zp;C%9eEqdoFR&Ndc5pDv?6s=e%*!XXK%zgizIK}fF8OQeEl34kQ5pK2aE+6mMUQ+m zFP2QK8k?e?zieYIJVkl3tAMN|SjpVa$jZ25>NgTPJrc-GGYd`J6`abnchA*2+slh!PJ5n>@=(Vs9;w1=mqth>B@ zd}%lBS1m*keI7=|(BH|4zCh`_D;#5IV#aX$&W(Fc65|H}u?GPf2QD@O^Oq~S`LWy+ zVS(pjscl{fE) zHtfw4TeH5v;I-;Ghnk?iKi@hlMFz37hB~xM@o&A|^Gx%nS=&X4khGR}szRT5DaT(X zlZktLlh}fhMB9MpD6AszB%7i0HkUogXm>f|Hp1~bAIv4MOt6^X>jL+KWSOmob$x3n zBq63UcDMQ`D_`ZLIHk@_sJ4IH>9X=h<5W^iqod=1MoO4skjA(p;q<$egpvs&hD9kO zn`y@A=j4^xtA#j?)c67xMAEww8b?)w=yM(AuofdT{kD1?-Se16-q+)8-;`#4)g2!G zIw+@ZTq?kmkG~vaQ(GV+4I2u@nH#N_su#I(RGpNLZ z#r;hsJ6lYkp^K?19vR7%kcdmxoq3YqNJ-oK++S@nG(q0Ar$q`7L?w~WCzNVTLGCN7 z-vSdyUJwu^Oe#69Rh*{Coz1+dGHbi@?ikNU+^ekrTSc*5%Z*KTc(6Imsg+H3#oroq zeyg5mmDgrhpAt_h7^=F5_5MZa(aBDneP}Wdb{c6mmhtT z%7?K)S=;R_F}cIfuLkoVcy(&wl0bfR3I<#5S#5l~vMjEslF2-KxTteg`Nx;+6y&>N z4I+EQ{XW9DQUf#!12in9M@bY)6JHBJf)w{-{dUP3I;YBFK+mW~u{AsA=>D;FMzufW z{G{Tid43$$-iMiKK=WXT;eO=cp&qCe--(^MJYEtK@Nk(tQ5j&oLnQ2D(3qkZ;A@Ra z+25R*&G_Nf=1E0VV99dDk3y-3OY`#xvhsxtu9LCla$07^sTK=rqR!0%L$=@964kyF886d znR%EpbG+?6fBf8M56$Z(|7k1J2A`X#@oDUL&Pmzl*mqwz@uVfuPwaSl!hZ!|T(9|9F=yCPY3&E)E384_KH*C3W`ehuyEbb&Q4!b%R zLz?cx{A9VZ?XGz8^xMu!YTkQj_+kWAqg{g`Q91(89o89Q#37Z;;!aezvfMk%d#7=X z_d8}@a!#0it8*yZ*fpSG*RGc)#$^q*Vh!4uB^ejROT3R2VzxV6^`Jc4LR-wvx_J4V6V}X($60)ygMUHvHhiZS8&3z1A@|vR$>ZUf4 zcgo7hh@9IMbTKpI%te!SHEal55N$#%%p?!CF%5ZmKI8oSnqN@sowDCq^kKb?dzdi6 zfe%wS{ZWHgl!v}@{NvOg$iMv`3|FwMTXa@=`YIJz((rJuahFw%_P9J3L+z8I2{vOz zx7i|@7A5Q##S6b*+qQRv%n((RwS=fO%F3_E zV!^fK)upIv%+5Gjy`FqI;mxoZhjwfkF9X#zBG$viGl~!q5!BVwxlCw^+rxIIqje z>o`a=pGTHc;*y&Y%p8B(X7m&27J7Ms@4&YmlHMD?D*CE$t=n2QQeA%jIS*GpU!hQIF|vq;F3wO<5)7CTp^MtxKQFI)YV#$ltHGQlv}jp* z^JB<|rJU^9adnhZ#_dFYCksDj`zp_$UqvHmO4|D49|x@VIPC)GjU&sqnFI$$9Jh(-cw_^L$YqQ)4b;#Zkhf@m}rUjUg9IImNl5 zJs8>i8QGuQR)`{omVAo@DfALWn9zdm-1Oh2ws*i77kqmEBguu~5^Iu1i9?P-eU^%G z;$G(2_0la$tRPP8yn?OT}kIfP^fT_@kg=OYrZ*#hiH=5`rTCnV8#0MM zCrxnN`a{mup-6wm-97Y>%@*vB2p)=bzHnK&CtG351h`8uYgp74rKHS(nx++RX5$|2 z8b)+UP*et4c2^(QEvoEKo}fMLZ_aq@NWl;p$m3S2l$tLstYUXywpuoSIOXBl>W5Qhi=O?gR-<13?Jei{a|jOmcO*3`*Uva?9OYY0_Er> zH8oY974ju2D>{8-U~yo8%UOz-n<}5!zFugO96FD zK$n2vmA5J>9=`C-)wsacad~#hPLe=+4zuiTn2X@2vGIt)uD8XSlCtJc$4eA%GpE{U zX?kx&6Lp$tSkvE#Q~ZTu5Ln02PSyPWh@80maJX{*sO?5_dofcNvD)F@#WvaqWMrgr zCOP$1C10NL9-nD#dI*`H=#f9i*LnY)N|Y=l#piboRN>BXcC=rk_6OobcfzbpjZ zuosS@`ofd3ib5y;Eppl1pCk4I8?u{P;U~p6VR*^+#a6c-X&sADBE1%r$tNU?9=I!2 zKL5M}T}tbb&rX!jhhVX`{FRXxX<6YkO}w_-jn!vZ`95FGele`amE;B{kb9`+SEnfH z^s9U9QvXTxn%=s!HrtDjcqJY`->6&rNSRx2;lb0FXfpITVxDvaJE2)YmKaX5xMIZ? z!5Z=}UaZKidf95eb+NJ8a(w)_L}t4G6XrCRhoAk$_-LCoLrDLJ)2(T?{tH9Ch1K!4 zK#emsikod#sBL9Ydxdwq1UFyc1T=|dm6DR6KDtF9VVw4yyZ`nkL2PLd)+@IXw@oso zP;ore^lGC;b85zC;wfzIw(-_yt>FnIgR*p=DEmDF-?u)e7{%T? zzTbeC(e6vMW%%K#teOuIWm@@2LFG;s>(w#-W5K+R>*7p1?uOpt=k#~{fw3u=* zScolrId-@$#*OOqF!H{g

gty5pd#(xfvDG+{8}M&^_GO$C04SFX7S4WUoe98I6` zC=q;Nj!$5YKe}2!ik4`LrZ}nl)Y9g|i1v2Xf{>|tu4yT0>QU|Hrf;8~-NqTp``Z0i zQ@G`idcTHnnyQ=nj4dn0jC`_S#(jQPhgFsy$HKt=q00>PA6oN~x$zs+3=ED-)M^=3 zprt&9xC)D30S$-P&L20X z_=;c7t54>yxW>KA*b0B&ci$~xp)4aa>m1sn;3qX^!9e%bzW71ZRElN>_5 zoy>&L3#JqLKUGGa@js+9*4{ZRIK1_=U#R*Hnh}v+DmC=Qjh}J>xim=6UhvIdo38)m zSCdrRG41fK=~K{rL37h@Ya47Ej~b(nB5qop6fU*wE{oJHyr)hl;meT}ZVF?@B*$~Z zP4WeVtdH_9e?GK2d+bF&SG36F$G=j}xKADD=J3SV!DY*-Y|FmXY9O-rJy!wy3U^vY zBm;xN=Czl3TJ%wmbMn|R*J()Jf4FVkZ&1nnPR$BB43ye1Z1vTbaqv^L*YA zTzR>!cU8Sn-1Q(l%Np%7>&M`n4_R{`1)Niha4!FB4p%tX6(^{d2`5zhS!fwAMx zK9$&K6gu(_9Rv7Jqmu|cc=*Jmt@Gkv=Ed(#=X_68I?KnFbbeL3bwL%A^EGpeh9YST z$9SQu;^<FvoI>{}JWo+rN>yfm!yq)?;sFaOl`|Bfd5(_NuGgEvWI?E0V2 zz(pft?q{R}i@PfR>oy{+4zu;X`ud&R^?8)(&4R~3PuN!lS=e^-OdO^cF5`<5d>|sv z%h7pa9+a{*@OExukflIqbGP!D!T;gvD}bU3`+gNsLOP^Dy1QGK?(P_$njIV-zqP2*$S+FusBUjDtQplDty$

xN3b0e4ub4nYqbC#k}8X<>rFxe3Q=^l{TPHCtRd|#bnbX^e-j* z&ekq}i%Gnkb}5&EPQWQ2B;eZC; zA;M4hEF>u5x~U&SV3`=~jp9Cj)J;W&d(RXp3K2MCk-I01R2N&8J#niJpXRequM&Rz z;J?3Ya9>xiM89wBkQJwV;K6isdego?85ik0%Q(^hezy22_Q2a6P>7lkgsx2Z-c~ZL zEiHMTG|U59uK@A(Q}`z1rN_8GVRZ%>QWSSAnzTJ@-fW_4B5k8w$WuYTQ)fZ7mMVuE zC77%5^5Tb2k6c~?aGuG$AKngoPk40t=)PLm^#0gq6|f3eyJIMt)A~fL(tdrn)jt?# zsdxP$Ge07QP@{c^Cos0e33`4TMb6Ld`H1pe>Ud_5A*egQR<%sJY&IERO)9CiIh__9 zPW)Sl7>OF#bsX3Cqu`I^^nTuxtiN_&BIcgGGa%$YM--crBc=OsE6rL zd2>jabBzCa5FiF=HYg&&sTR51lo;S-m~pp1pZvBT6h)Eah5e9_(2*rwAXdW8byS`a zb)_ybQH%Y)^Jt7Zq|2K?gXVfx4s%R`cUg>c^NDA!v2J(WEh9aK#=t50<`?@fgm_so zLSu%c#aL-9_qc5_f1KveMXXfqB`=Xj4?^05kD2hK>x$H-^?L&y*%ySZs#uV}FkaC& zYJ@Jf&J6)gZo;6s3#h_KJrdyC&1EC~E9Uy29N+++ne6^>3oJPXgTOfD_G5OHs}blO z?SFPq0@}BJ``?;vntJNxcABJkq_kwgA|g8L^3N|)VYhIZAJI4a#Diqz8B!BN*V&sr zdN=lvd8F|6t7!CGzg^T~;$4ycEVdp0wwl==wZBT}d>wP_Zf7z$0Qsr&o+;so6Jt-k zRK_wj-m;-cSxvWy4y>+KHbXhv4C0&(p}$sHSd$mqMls1UGgdC3VDR}r4-R5ra?(=85?O_TK0DKXZH9LTVMye4+P>_YEWt8R&^qO{dv5cr8K2M@C0Iz@2)Q5*_cgow!l;SXv}nOvsgTT z3txm!PAd(Da8;@PWe8LjqnW)idlfiD%BCW15~O6M(KfD}SLen%O#XE%q;CxH%rBT&ioPuH3t>r-H6(RuTkpJ6Jf|LG7Ay3!<0Cr=vm^aXeh;} zV2gfR;HSKNwun?VkzP;8MeeW9)70zWxg{ep(bBQ|4I#iiKwj{Acf0nZGNl1(TG(8i zBZ8xoRH!ThuFqb3#%u@)bLB*AIT1X2@qt{b9Xy8vIZN05m>uA7T?C+Y?*V@iD?2+0 zcuo!uUAI*iAR+okI)L2Sg!e3HK1ksG3rGG@-vL(j>v@PU&^B#tZ4D2vZi?4wcfSA> zkS3?59D$orT~+nzGNlVJG7-3$Q7O58s(Ghl<8>-tjMl z+@AKM=h0D(S!X&icWZ?<3VBVXGFGWubZQR3$*Zjg?Ek9bDIP~fEY1BdhRuU^XQnnC zq$xh#{m>2PfM%=kdlbm0Ql?6k4EjEMnw`ec5fb6^d-{?5+LrzG0JI)+v0aF;`EwUs z!m&Q)a$ewPdQnh(RY7H{47k3ca(&s&Fdsoks!l0=ROStCGz@CqBVbSEOJrTxU9Fc%JL-WyHL$ey6@NoUmpq@z1$}{q zHAnF4M%+7LIe1$HFtxc~DC3x8R!JKHrb*dr5^qmMy8vWHrKT-iq=GL)KrP9gJNrRS ztbk?F;Ry33zrIKUo`}c(4QV~VKLY>*{GRB&EP;wLGBU?muyMsHV&$_!&=seD%L<@b z(1(9pX#=osP(az9b&zoT#uFX1y1M$$tRjp$8-N)M%yjikyBSJ1r2b@#rgA)#ou0;A z-r%6*Oj>Wr-F)Pxs&Bf_^}8Ew3Tf;-U3kO`Hi~!2tIU+3;|!od@w?yqO?@OcCJ{^b zta;Qp-t@wirRfH8`*M7Td&_fiiI|xjWW=SfEip=U^~5>t5EQ&}+Zi)|@Q~67ejuS{6^2)DlixCEc$Y@e{T7t&ZF8 zHDFUBEO_Qm1GOR%(A*eAtHQWuUf;UGM^LMBW#4^Wtl zz4fcAw&Y^ImmkjG-lD3MqD}8QToCqIxfx&Q*MBS*!0}Q@`165~!gM?mfv+otur4o> z=`Rp63}MxiYH=mBwzImrnaX0li~c${cT#r)oQl!Nu;LFex5Nt2PSCX~29}LAA6vf> z2{o9v#DIw8ukSPS6tUq{Qsl8;;;7=+cyjA$88+Eg|IQ~`g zbE0K{@=Ug?DV@TAq_jcDXMuXgqzp{>^n@IL{KqdY*8%TGEOnmDxhNdiG+Zd#Wyj2>58MKnD% zykKHJkvkOkliN=;gk?7$mS6XrKvHyf-qe{{+Fi|5Ih#Cz93A!fEAHA$Rik6J&l&af z(=dWwSV&~dhX~v-8adN}fn5(&*Qk_FCD?~k>5N|mi+-102M>33C9vrHW|xykqr#?lvwUhI^B<)oc&d+b-ZXKYKg3Tf@m zQQd~dNV=doZoq%(mr?ivPb+JhH2CUn{rcVJUUxwC6F)R2BXTS|+Xqn4qsJXEnbkZ> zIKINOkwoumD>W)|nZ=73dzGP?Mc74XIf-5+!QfEwTnO|s+eoZEy)G~Baxxk`igD|D zj9GXg7_7tnK4qSnrC_$5IO{Xf$`W`^!^BhK^TExLLRzrxW=?* z47*}u5`Frpydh7G#IN=#Sh%Rb_Gmn%B{EH4>`$W2r_D&%`c++-*>*P~EQj?snl0-& z<}#^OSgy!QT2wC5Jpb!@39}l}>o%;ijeGrT!fPzW0c%>JOD>NTYq4W-v$PHPn{?Ss zG9B#!+r7S0pmce;ZMdK=5h(?tx4m;L(E+6zpWaE&LQ|n)LUH|E=c7nGBrY;o)dE;x zVCO<<88*In$dn~xx4D#f!Z&@NbR(n8T+ZNYAwIocFFq25AWV54!0-;RPXFh?7!?)e z+x7a7AO<*o5F-YCV$zk2-)Xd2ZzUv)8>-T4OJzEG z>O6YLbc2Kn*C5Xsi_I7e*5&q#k&RYXYc1^=fkRYE@;B!+x1jL$a+|htn@4{aC|Jfa zJcZbx_DNJ_+Y&tnnnd9h{JSptEwIB$fLOuviM*qtgWK?EH$Y_>mNXhzOO({Ew}>r7 zr=9Pr#`V^+pKC{fq%12&-)*6iS#lX~lCQ3;!qsE~4$(#FctzNkZ4ZX{fDyGpLK7?9 zJYbMTSEKHi`zCAsS`U^6HP%~9F^$3TxGa)|u7{!NIs>ftfr`&xbXH(juDZJtgSSe* z%9pt~`Po~I4dXO*JSnbIABp)-d}rN_M*2Xw)3weF98aLoIb8Y}LA!i6G5;nTKM5@p zwUjvuVNY=*I+fIs@I4X?Yos>o&OBS-otkd$f`M{s_4-`z`}S?&?34Z^O#kTw)JGnv zG2WAr;Iq|Oib*0EFjr&Z# z8ZA<-f?v>DD6XeFtVvgNFgvX6-DbSq^(s- z&5x%zORf;81d5e3t=ZjkW6{o!60KTZ)pn)y=4ab2w3;}uVi`DuMV02CX|PEU+#~3T zyo9sjeL%7G9-EM&kStp*NADh08@J`g?lA)E<#mLXu2Y8L2r}~{ly`)m!$-t>dnVC%im!&SRA>QT%4RseUoQqPY%*z^v8i&3 z4}4hdfGfT#!b?<#_rM&<0ox(*K0dB_HJ){t0oqzlH*VGGe;a=dZd$H)`_?&9nV%u^ z!FdREyE;pmkke?ZaKV+}k^XrI=A*W@M)x}&HiE##Q>3+X_c!F!_~b~-;b&BA?!NV3 zz8O-Zw=*cAs}zH`D9;$x$mVL_b&2YX`#uw2KivA0Ci3K!fsG57QC1cUS1%5HKeW}q z&dSIaJoSn4Nt*wvswWJ^f$noj7Z5+^?I1Cfl4Y#zzi0wXFC+8gPtgQ zI~%{9_Kcp*t8z+I-@z^23SH5=&1WMdAu64t*84t-C~F8{$o=KDk;J6Yvq%tKoYvsN zFT=lA{Luh~@Tm+5nlC@$lOUkeF_N5LlD-b5*vY^YPUZFG&d=8k&O1pSzWqvz>l9R0 zC~Z-us8yy)sTK*2rv?AHjaL@>yB{FLv?1ahxF0}xWK1NY`+KYg_#zCpo$v_rKDM|b znwGBLLTwSUPmPojv8gyu;0Iwe$jZi@E^GfMM+&g-3GDvqqrF_02#1O}k z&IGp2Z%MD$0ZZ-T17PnQa(CS$_p-p}P39pabQ>zRX2)7pwd_UnpN6)Xv*5}Wt3tE# z?-F6!*Q?CT`2_aL(1;08mb^rwJAW0#xLgMjK9la}(on2b=;$e%(o|#hWQUd;fTzGC z^w@ddUnS29*P}NBt9(5mQwi5&gBWxtcLbnDrV0NEYlC(S=WFsn4vMLiWI$8cL7CRR zd*iP?#+5$d5(!F_v|D&V?+3kreFX%v-X3JqBna`SQWH>sC)3hL37${0-& zOA6mY3+*IwT>%xyD^ zD3!fsWJ#fCoDJrcnYk$+5|v;O+k7V^^mkjt zm-O%MPhY0LI6sAicJ^WPg?4ZXg#(00u{JbGNUkrw`qAN1r~r{xP|$GoU`>@j25a{WN~M)8+a4O537 zR~|>}fQ&x<(WWPc=KQOdpJDT;-5D~HTTNs3Z^IiojjRLj5$t%lYB9&=@{ ztqiTAfM9&RAS>bF-JLLk+o&Xw&#VAMc^|pPNJ6-h9X+{q(lE!%9Wm`ag%p5s<>MQ1 z(5>C@C|*|hWC{kx$qZeO|pl)v%aN zmR6IBn$iW+ft6BbSo+lvjcaws0}Ux=y+{2-{bTM1$ZREs`0+2If&~iDo5*)u#0AEG zxv4(H7z3m&WIAmX*ET);TZc?VwLh~}eAGLQk0DF@26xLMFsnapymDUDR>Ex!$>Qm~ zGCd2NOnOLvgAF zZ1PJQp0?+GNUAf`X=T4u?Cw5pH6UtNX4G9T2O(|7+6?kn7)!Q2IX7^oq0%E9;I09} z(R*5ES(MK{|HP#2dr09z36O#TtFsFL=Pj#{%LCZF0vd`E;+=w2gWu~&10%(aB_!ZL zlF~de-x{<5_c3bE^i|uYLugJn*HtDrtB{Q%;97zs>O7bKm=GO zW2suykmw1rBJ4#dE(9v)(Jqr=x)g?IQSRcbnT8cEoq6(sqD&Ylb-q$F&6M0%zSsN; z^R`8cWgJN{uZVL(EcGtElg0B?+JmJ`cB*O|;sF)&bJa6xYS>ZIItENQf{uhZZmOE8 zHzDKpmYM zq_h5pD%AIEGL?~HTW_ogB}tIqUnEo_R77$vSdujMBprq=K(>r_ctKKegmPXOJ&M<> z6>8gQR>?8y>~{{@8kBoK&i?5-l9#`ePn4LFoU*iB#%h*wwrmSu&7on+I_ug3SALR@ zy^@`J4F`)fFcu9VWHtKNJl<_|ut0R|Af5w%fWBEDKYl!eYmC!Vu_PoN(d9I1+8y;P z79ZDB(Q{JBN7e43kHblV8V2;H^_Jy(Y}lWKc1TW^_RSXy8&#>StH5rh7r`I4fz)K^ zZcuuQ_treK#L;JL8&kQO}uj9Dd$(^pN= zL}DNKi17uxsi;if@8`szVTd^ZRxSVRNIEIQ^ViQ_@3v$7E+Sy}zTyMIP1}VD@^sA1 zb~ewRYQeLXV(^P6w}85xBViMuyJ3!&kzYzFlU!lYB}8r@h`tTQ6(!s!;t8e4N|ML~ z5_K;xR1`Ze{zeOB%Z^s(=+=5|HSKaHuv&^LP{c(06F5wVD+L}soaAOL-?Hm0a-PNO z+>|dGFReB}_Y#($4sM~}CI(Xf;HGv~pva)HEN@{}9F}Unov%xrNdVQW(b39{otUke z780OAtM4%kgYCe#>NsxP9zoDrT~~&$A;V#tVb}n@RnFTgu5nsJTJEwmc^s(DZgGK_ zLdgSJv}-Q+?3w~>^}QqpGyI6GR=?}JTVKR)&zLqKeuRPK58{fT~Wz@)mpk;?L6xylakeb9rd~^{349?=l5xh z)X?!;L%c*fzVYSs=1%sDrc*M@1=^y)~Vo^LVcOKlRNPPBy%a>(L5B9v4`34#HImrv(SM zNz7NDcbN6E+Dd3Qt;z4HP7s=MGdf>BnVJ8M90QOy4&j9BA1N;2)A1JXZKd*a-8?10 z{j72R?7rlJ8jmPuqu&qojJF+&O9Kp5y?Ofhs0{8iVx5uBynx0#;Ljrlj}Tx#OqtSt zw-s^V<3?8jSfc^yTL;jN7kWAuIT$fb(Hn4B0r2xX7w*8{cK{7WfcKvzl!HoI4=C3} zi6_|f68O{&8a}6KV9!`!0G`URsfU3+v7#}K;c zm#!R`3gO!X*#JiSkc*Itr+y-0$mmkz0v^Y%c#8jrSJ9n2jPyGN6w z$B@?x&!QS<@7A~C^oJ9jM)?Xgw{HOi&61nX2G1{xr$xq^=V(@~q~LF$Zu5$pG|M$_ zo`w58l@5~1>c`XFh7$c?73n}Uvf=bu>I3QWyYc58iE4X)TJCJDX9qUt&b}!2B5lF7 zT5MC^V?d`7ZB*2l{3~R%>NUcmJ8sJ6rTexLT8;b|e{vG9c4z?VI+Z&bESjB*H=sO@;ubTHmcIowZwnr~Sh%Vp$F9dE zOKHRW6TFYSNc+M;fyxBEr(6MPmoUg-2PYCy3hvsT#S6fkuD{$i$uPA9QVjo7lm{>Z zf`I$pS?8mz1^X4y3iFvRmdgPw#es`Y2{0uG=uTaar)_8LSMrTTAb5ugFY~JpLWF1m z4B$B>OY(h!?R&|?@8ZBke;FO!a1z>4I+-?W+E6y7?c&f-T#-y$rIs>-HliApyavs- z^4J^)N0TG)8!_GNg>}k2@WoRAw%Ui(eB~L*GNTzhAx|Y^B!TnCskx z0Qee(>#v|;zWnt<;p#ecwBqG#NkB{c-MIg6d$_8}4}#Gb_@D~+p9byt&dU)vBq@uEDvs}{ z!`8dG7fuPx&BDv;ccY|#@^;uU|1id`0;KY?v$KH--SJv~)K^fL0Q>;20GD!2Pb)xk z1Q45l0=%?dCq+;_I@bPGY#NtsN7D?II?`B^$SFiM4Hj%Niqp_9c|gR2f4fE0hv=gy z52v)JpE!%(hgeDPDYhbTTO&nB6+-+lTzgh_a%2?PXBgFVEX7f6AhM9N}zFvd4x*_fUNxM6QF;`@HfuyBd@$W(hYyDx@KnZ0XVV}!oY?8p<2jTv@q8fHM z2H+*jZHs64)U@=t{zPspNZMPAZjkd-!XvpPk@&obx)lp5$D9T74hhEy$=QH`7F^_3 zSUM|07A=7@Y^nV7z0twZ4WnP28ViLmDb7d<;hgabP7%yl*9L*-Go`e@A_6Zuzk+ zJSF(TNIT)+{721WMPX0x?kFsqC2k@-ri9i*7(Uda~?Cftxof z1&#J+i@?}C-?Yz{=v`jNzxUdYF5XLAawTiY&^oar`lP82l#8-%xjLLjDWCDm@P<1Cbc*%ZX_3P7JsnS6`x=W$|8Zc^p|-g z@p59C{MG`%@v%O!Xbds|74HjvqrX<442!N*lg6ZtYlhx;RG?x{A@tQ6PH|C*$VjOp z{TFSjGW$k3@Tx_ygRu}q&iHE|Bs31SF&Gb4Hnm&7T09%4({mVEA$d~Pd$>uCdT6CA zxATE??r+cCpft52_n#NV;{tunn*|!A^Bz8hXpf29jAy{i{ z+^@9H<^3vdsswiaX}Zap95jezyEb{7BOEpH4mfIKEr~!w+>?7JHna?9veqB{h)5|x zi-M|hx9!LP&{pd+_Pc6}lQX*LjxP`VTMo7@j}kANRo9)iAIub~4NS6Ga2TYp-ohYx ze5G?$t|Z5cvdd-U;i5q7apuBEM}f4vQNUL?ebM1Xl}QxMB#fjG$%b6R4vp+t`gV0S za$R^degP>HaujG6)VVDCyP%qE%Yt`I=Co3`rtQnsn;+IJV1Mq{ z00WI2_qc2BeK(tyv%${p#`-SX?`Db$^+N*pd5W0##dYY0KgdU@f?@(Y1RwEK(r^*N z0%8Z%)8od;0yTyH$|?N#L$EeBHuet+X)VK(v}IR0BZW!$v4>FjREtq{Md#tWiA) z9gI#0Y1Dw2@?tMRkff?y_^K>DfjOG^LC>XU>5_cn#P>06yeUUDjlN#Z2_1xJ6IWX% zWzfchan7T|Wu_i)&2F{K^5#toMVLSL8C(<42yOx16l&c99n3!9Wi|8u-~x)$phCE{ z7u5>iX-<;on5V`vE(`a!`z6RSm5^;X&DP%5+PdY+$&HKT*&&1mpXoBEHSKX}UGU?> z*dM-+Djw-}rR^j_1`nqVfDC}b`qS>hZATUY66WXE3)*qe4Cq~8yh&US@p8; z;dAQa+?+(?nj`n0N8bw$%P>f3@|$hH8*D|bXsdo)^_%fK3m!4{{jmuP3RPrtF*DHc z*@}VV?kKL-&#l(OT3vzEo~JfykPP3Er5v;V=k3_?F1)zMd7mv0?4oaMTKsH!kU5L{ zj{oE)OA+S~9=`_I)9lwKQB4GgV!k8gQ0xB@6DWadE2q#1+@~Zy*Gk7SU(s}#G`zeX z|83%$nwkRvk4DxyxG~x&_%OSHSenb@zbx_?oiFbiS4nVIwx-$>JP9()f5-P8$K%95 z+1t!|U*#8|Pr&JMDQ)E2NtxoVO80S3Qi=Bb_x0+wdx!Hiagba?w+Jv-&kP!DuPEQ z=NRU7eDlU6;DNom^7RFIY8^y#zDvUF==S})6IiQREJ7CJ_{#QmbTLmrzi2{^UaqQo zAS|!iR$8QGwvbw!K1iJ8|F9_Bk=w&+_}1)JUCL^K37jx@C`zabZqV zG}5Wv`qCE=bf0^FOj3|WFB@(`dcz`<>NK(&wg0UApc4w)^)yXsT)BKjul$ufK^M}# z{920~E;~rhBKOl&`oS_fX&I^FLLICMm|q^&kLxhbwqNs*!^0t!jY~qO>sylV9&;gR0QltY zq(eDP(iE4FKfAT=8>Su35h9ZZNR#>P<|{7XRPgf9+)nQCt$i5n~~W}Ko#Lf=8K6?DfYA5 zF6*CUw1=(NF)VZmrr}tcL@O%g;q*s@g##SK#GKCAj zHvQp<|DK+XM>_wWiPOop4<`?xXe_#ix7mHlbwU%#ciYI7wj02XtZ%`uWDoO=Y5c}C zY>t~SD{>O|Q;Ur}?SCeA%h%noR7Ou3{GS>k(97XD!-FLN;EDIK_WsMn6`j&oHs5_LyR+{061DwR3#R24VJS1Kn2$?pFl#XxhrWC`u5|kIi}@crLdcSB_wN^s zzEAUAFGUdZ*0wgFh0K{VQ35gl#H{aqGpq5sLoM8L-t+NaYZ*xzp)i{8GSHaQIBq{a z5+1^jm!M``xvxpW&lif0Wz2+wPGzG<{L7_oPP)t);BR6VO*vL57+2za3c3_p8ds&l z|8*(UwiD4z5*?Rl3W0!PZ;%~GAaGI%pUNMpJ2w|z=k zz3WpbTDb^4#|LR0ll7aoAV~`*GugRNzzNts!tNIl=6g4&KB$n!2f^wnW(<_lOO~7_ z5&zcelkGYg`ZI8lq*U?(0xA0h<`M44oq4VzV`R!jz)9imh3fgJoev%DlVV-NEFrLv zFjf)j@~|Jx7z03M#D>HnrVyo{ItKeNA%s?G$g5Tl(dXuB(WHeronL_Q!&LFTTZ~}t zP~dxk!|XqWW+N}beQ$(GC<=aE|(fG-wl6p7trb>i9kFG;6zE z*RyL#uR|ZYMC5ww(?1yB?w%m&)z|#8DxqxPJ^yy%<)( z$@2#9y5as^G0Zt0@+v*{H;bzHTbJPN0XE5uXWOY&?HBHrr(U-bHC-I3l(tp7?d*TfkN2&7lM5f7buav%jxCqv4ZjB#9LsU1v-mEu{Jf`0NgM> z^$-`cmd6sLL1szcV`#dATg9p#gKW9q8W<~w#3})s3pLbm++egG*qZ&H`?@y#=+P6$ z{`4{*38bW=pz?F^;IBHJK;_B~_^E7CnMHJ;?V|Nk&J^c^5C<+%0 z;DiJLL`aIB>*6)+yD19b6a~XobL=A1sqh{V!auIoYge-+vG;R6=RBD`Wz{gQE&C~2 zfD3T}EnX%zdg_78N--Km8 z9|6PTO_91*P{`hkKiOObr!x zRoUHZ3s}^(gvYsrP;CDfbqDi!-sfd_QSvD@Zkf0p$={VMnz28wXFooR*zm}sNps>M zyeE2xJ|_Wov6L~T`!ISv8+m~rRNWPI8&0qZI@=4^)n_3BAoZJuGlJy^Hf-$E?J6@mU zhD;MS=~k>+W`m-(WgM+v&9?0_%=fXP8uYVuB1{8k{yRvo*x1OMlQj6m(z|sKb##R0 zh&^I)0G|5!&~mRle6-is&9HEOw&mx?TB9a8HT4ksR8^$p(g?U-he+j8nWOqy5f#VU zn0cCZAI7!L>)IqnCQd&Iz zHq$#kVwM_~>6qm7{PsA-gFo`7FN`pRg+sTCr>73Cbs0S;-W5ZGYHjW3PlG4!hjQMz z)yt>X4Cqe-yu%b3yd+Dj)!HLs{$DR^)-)nuvr}0<%M(y30qOj;DV>SySJF3Mv?=h6 z{(OwlzpbNYiH|>Bfgam=uD#-Xg|O)Y>#n%2fo++^f3LaZPg>MY>2vr0x>A5$IB>5_(iM)+(U|ou?9& zV6~?2(FQ#@t+P(o=%02zo?Zdg$bjDdKMz=Ln zg|Fhy&u`s)L=aq6WZa$T81**-yeU{zRKgImN^1`5ph})ujrrYXM+tSoafO1^IXj4+ z0SX1_6gsO@-hqvdzLUJ6q!504#Uk!Oxu&+O0Te**cusI zmz?<^n*8(kmnV(uCIHI=_7l*StM3d2*kq?i27T`Z0Gf)0xw<#SaTD|cMDZ8T^h6M5 zFpi@aOUtx#NSLU%t*B@>;3JbeU|{o43HtQ(6!63qo4BZ|tOSh4arE6cU!E`3+Wf(6 zvoD!jpHm-(unCD!XqQy6qk^z4GATu))O4``&`cg<(tT+P@b+mt-!jTetQ5Mzkrt{6 zCgn~QF+@at@Zqc}5%3Yes+z-u=SU#02Qqtm||1bv9{w|K`E#FBhZdU#D&_f5PCTsgD17dcmrX?T5!h za~wN$wxWUkY_?-~RicZ*-Lp~eILn+vi5qo&3Qz$CZ~cIT5yr(-c_3z1Ghc6PSA>)IrEYaGJ5P;bm2XT zb#}YDX}kx8cGL58Eptz=2xSt!bkWWAY0OcNGAHt8D2i7IQKM8jtz~)n^`8Cj6MvS&V4sczs2A`7|K;o-@%+OEJsN#wL`0G{l2QF?1}v zhwu4GM!Oi&*j9AV+a|KF8}E#x)F_iZq8PLDYHC>BCSH^RSTxjF$HpQ&gj(FC(`&yO zBiczAlq?_N17LY@74C12L%yXf1)M)5EZTljQk?SctF>J5srbHNm%# z7N7VkeBF9EIb&*CRgE<8{P{6X*Nf>Z8dnCRrw&)&^yk2(Wk@73)R8t@z9gZ}{hqO- z+m6tqfA79u6(BlVUwOB&tJwAdu9bk224Dj_q(r91iP8CJ1 z7A;Et#!))NSJEiXqNsEMAKu8s-wAHPE5RaXdNq8UCq56TTKN+`KX-eASI>rZX6RMY z1kJ6ds8mHqUnR#SZ|%A_Ozztjo7s;RZOD2rcU7m+5>L|Qu?f=7bM|_d1=nSpUrPin zbkYIllY_)9eJBKKw|-1aAXn|Ef`eN05qC|pd=?)mc!8cTOCGHH;ph5kyh41Tvw}5D zq;wG*E>cYsX<*?pP;$FQl$)LsBYbtu5RVck*CRBQqKy|%;Q1+Lo+O_)Cu*lcm*h}O zi52sGMmve^_+lFu(Hk>b#mL)p3xPEGQ!m}mw=KF#3Alp}2aTJXc4i}3{W6-Knud{x z(U3zjo86`e3uI0!jPOAg*`BG0`2Srbh|9|Das`Fn-EZ<}sMPp;TrdkDDRb(99R<@^ z%vgwW5&~f}GSx%Y>M1ks^lFedonH@1q}T|GpeN{w{gg=IJQ5!YJeJrhR_upKsyxZnGl0+s3nDFXsoQ}k7(V4g!=^`hkKYyX&eIB2J_ z;1iF)Rvs=g!8u)25qg)76d9km01$p_ES8eNW)t;$Fr*)-OeXP{_hGi!6;uqAVHDwh z!&;ZGUPJ>%fGP@`R3B&7H5{q^w}Td);BZWJpL+mN5gMLNer=`hu!`c`q&26NL%1RG z%__g}?QJ8_v_$F4pfhwQubwB+d4MO48N@{T@Xr6sH6m2*G5UiZI>`Ua?_I~B-VhT` z$)^4}2Oh#?CPY@ts)_xC7i^v&EUE2x#th;iFx|21I30|*NCU&kitQ{%&<_D*RfWh! z;!*F7fO?((&`e*iq_%-JH6xk}e{gII(t$L>IDJ|l4@S}QH20fmk(sK&;mPoEM18;#hPBENFQg-*^hkZK?2*l#9NGhyK87Z|08K zk}A~qBn1^Ql_|Lg=8jS!W;R;dn$&Y{;ExBpdsC3f)u%7vQv#W#9>kdnPrWL417`fK zC>jv&ic)M4;$7dm4GN)s4B}~8?!T%rh!ecHlQf5_bU7YB9}j)B{ZdE;Ds`USm3T4g z?c6^-zi#;8JjSC!5%{#W_8iYo&RsMpWk9-}ErTZ72=@tvlw*2O5KTd7OX{NsPl%^x z=|qIPel_EO5JhJc0`s&1r`fB^iiGzwIxxCd(Fq=g=bz@hA z(j?@p9~-Gku|=00p0sOJA=Ro#HV0I_VjY1a=SvkBI#04ezNs57p;$kqOr(S_CKMUR zaR!whg|mK|{|fmFSEuCpRW@%bH3;3!SxbF#8Qq?@RuwoL)=!9w;a70Z(UzpaVIz$v zQrQ8LJcJu@%2sS#oQ_N11~qa3z6%Z9mK-+2iNg4s^z`&w!2HZ)IDX+ch!C^scy8H? zrGs;=XjFkt-!*?kH5v_(2hN(G8-R&%-|Y8=q2nH2E#sy0!Le5RmHlXdsPtl{oUQdxJd$e~tHxo^su_Sj%YQK?~9)xi9ih6$g`po zg!?gEFr%(IlZ^MT;w5unz#A%Xz~`T{g&hBfuD1-UvTL`$3F$_Vjzzb0BhuX+3P>Xz z(j^NJq#L9|K)R8X20@VS5|9SzhIiuq#QyJnydHdZ&1+qA%{b37enSuIA?pkXvrnBp z21$e{+F#>&Sd&go^KyMgjg7uUob!J1x(@+!7D3KvQL|;w1JW<^@TuwAcKwHB-bD+N$W(;zSGqrm#OE2{Ru5-k1eRnX}?31ar^vWEH#wTHg z7Ka(~d!Lb#aQtn*Fh;7Gv#bRL#>}&gV06W0S4}Z1X|v(2=uwEvYAmfZTnx8hD61Dz z))O8@yE0WHZFqhr-trEIuh^FAl_kLfLh(em96L+K~PjhntP<`<2Mj(v$n{qWA>OZP&>k3Hp|L z9*Vrf8tHQD7sjzI6mR296&fjTFRN<4E-!8FixlbVigW0r(}QnDcHO*W{Qc^yqHc^M z@fdunoQXS=@mqe?M#(~K^gdsS{g5=Nv}42v$I#o1v?^ps5}Fr~@Hz_t&B)(+GZnRq zL_JpWuuvCru^i`Jq!?#M|M10&yR%{-T$!0^#DzdLTu)RUvc6vZSyWl>MOcXU6BhYp zlf;>PdU$W^@os*pi{k+fCMM>(row@LO@CXrTX(@u=-tBx;=qoyM%YJrWp%Jc4isGm zOdoE)Kf#NSUw+zh?B}O@z`AOCdBjCHMwoSbXf=yRN@DT}6Sx`QGZ@p*8e}{}KNP1G z><*OF#WJnWjX{$;aM7EB1?<6MTiz=={KrN1VDK^S> z3BhqG0c1gFhIg)halXbV6Le5M2nL`83$9lI?WhHlj=-Uu`Rs2pbS}okVTWP30Rpkj zmEX;NGncI-yCY57-M~&g@O?b$i(bpgb5WPN{gl%+YiymGLmk#i0ci{MAD=sfuAaf9 zWZ8}qiK%}HLvZuM0>lvN*4EsvSFG*s@?KS6IwI!1ZSAMLj zii_I;C=m7g8^d-rtHy@d4(w>B4W?3+G_>>Z3-0YL4qYugzYDK3W7iVEv<0lz((JNqOZf1rCIbfW_hyB+hbnHskuF0d9RVQ*3D9L%*<>A7X7>G zFgC*d%Amh%t*yTEk1o_!B1pIHcdT~byN=|CnXBITTn5E!C?hNn8jN#xKy|pRw2}XB zH6tB}pEs?6EqUa1pu8CJ^UPq&8H#nVLeNS~eO%AsKvC+~F~kwV;as4!;ZCL?h) ze+m#Dc{|c}T`kC^y{g^5L7c;z%bhuEHT*{XaL(j{+WE1fUNc;LX1*p14M8?o9uexx)=GP-O5hMD}F?^Th|L%rSq1^9h?TXc-?(wT=V_lK;4;_^S zJZB-gn^U}iGz1s{)t7owQahmvvp||Bl5B6W2)C9WK&_3MGX(E`6nkOx! zeBW04StCHW6dcZNmdqj&#aNA)5wthMPI3I@Z`n_-G%dBNO(zr3k0^B535y-w4wZZ< z+Ky-pE3?b2kVBqkv1h?qu8gQ0SuEUVXIii6i|b zGGNrWtiN*D_uBKa9Q>^4t6=zpGsByuD?=VC&3T4^Ad4a{4}D+Lj2%F#@$xJEm$)x9 zhfF`FzHPnKT+6aCtaV%~LclSF`5cz6wDEpw{M#Qk&3p(+A-=4nA^(R}XpSF|TuEaS zZTd1-tk%={QwjUf=EHyz7oCo>!$kVvUp-m(fA~hP}s_=RtwK~BUEU~&f&g1Nyb$WFFy%QPsaLfyAtpR$9*#f%iA za4G9yHZLU3Z}!@ww#}KG0JTxj9ci&Xtd#hDF2{RZDpC!72@(bVsWkxIi%2PsUl=rC zczwH#<^S}#E;6zq`>G6Tfg=s78c`ZiMBV=79$z7A)9pO~P*6i9(MyDOy-e3kn(w_N z9J$5ldNjkz^z5&r;bDw-`bG7F<24^;l|pO8(AB4l)XuTx4G+IXl8!NOgdsKW>QYVjDN!3f<{uz7;i&1UP+njR}*`B)Z8HIYW~=&y;-erN|Q#$|6$~Iy6CX) z_v<$(_)DpbV>Ist87!^O*k*_%ab=Ui)nEunmc(VVmA&#hlV}q77{5GqzC%5n^aEu% zZI)xT(>V{`I^JDFAjm9VK|Y?Rc#IJ}DW)%nEh9dY-PmI=LvE7u1@8Izo~5Gs8ycXb zkUO&K9}5@lgupH|I_~;udTF$Nwd!2wK3zwy5TRDW_#NjcX@a|` z=42JYQ2U<-=r$VPp`GoN_#y^3ij!-#ozEJ_^hYSa+nY`jRvxCm{vc~?Zg#h z@sF96RoG2w4&`a;N1big>Uwnstg^mU*Bn%@va!gF=j;=FdwR>;Yes8DYsy5g)igt5 zcF;3I>9o(aU%bZ@i0#GR3h5aOq8zoH33NfCUE^^XPy>oT6 z+MOS8v7=LOI6lzsM|O6}gAbOCx)JYW6DWX{Nh_5LCJuw^L&OF-i`**02wetK`9(v=gAvJ=#`JzUDjRCynR9eLHc9OC`wfOqV4%0Z6I@T2@d$9SMocy928fY!Y z=p={zir(*r%?4pzyNi0p=WTop7HvfAYsBQ#LKjDo%P=dbQbbQOufHRkN31h|Y<=E0@Qvp&8CDZp|V_$mU!RS#3ip-wRgGJ%FOYX?=E)1kKsNUUu$D0E6d|1Wv8<5|(`# zKn#sC0~H-03ktQ#PY#i*ls3^iLxvA&d9LH|=>fpU=NogDC%c`6+}~%KMtQ3LvS}`O z;6&FnmhP>70m0Xp+#+-*9K&Myf1V4s&i0E*)w;4gQJQpooLC0Wz({o60KOMB?h~C& zOt$`zMP4nvMMVsio_m{EG!uT-KPKtw`I`x`Cb}bhGv$n*G+Oo~6N^b9c#fDw3QVoO zp2`9A3{BT56uL>|p_1KKi;A)M5SoX~6!$cLADJEwQO7zvinq%LHuI|uXTJ?{H3RdN zz-03lO#n2Ru@VYx9d7B0nRm7eC#S5C!!1{G60HW=e@PR7wvOR%?|Z(ALl7&DDWk0k zC2l7_B ztE(zr0WlWUXL?R?CK>x&Lc;hrB^W$twUbJj2hZF`GEdVv!K*uptz2FrFlhyNP_bks zJbo=}yQLEX?kO)NPZ9A(|Ds6aTD&|lDebF^Zc^-bv+*s=zf#JZqbc?$di}Us;T|t=yu9knPJy^ot{Yp4)&3n#21n_dcE)y zoZOLgv_XPzpX&n{@EZj>@eoXKZ?eQNV05|H?{6Q9QIK0dDf*!9La_Eeb2P!`$`fYSP5|! zM}!4xhYefyx-0nPe(}2>zR*%inH;U@7sn%Y8yf&Bhv1jT_od z%{ashiKErIAE;gF-@*sg=2!k#U;P{3>Wdna%AFz&9~MkBrN(+<4iP%n>}k>oLMTw0 zy)LYoH-UX6Gn!_=G?F<<^-xS__g%DZ*3!lM)eH)ChXs_$>IkGF^D&Ii-xFM?Xt><} zK6<=OP{l)ldv=B!=5IdX#Qlz=7^5;(Cx~c=6;4zknCzCiDj~yk|EKtFAa>eq+f{W? zj}c94_2h4 z;ZPSZi_PXZ{6g-B(}!4_uIUP?oVCfm`PaU>{o?lu;&+hsYG(9j`ftb5n54-*p)vfx zPB~h)m@W2k6(8O_pKlJP{A7rwsLNvQ&q%m5OZ7GAU0S5j8gGzKlUS1M3m5vUD<|Hs z&2O_vbIoSSNlpEE2#%ZQ+|hhI1fBed4tl60EaM$27ZqAsJ-y5esLJ7 zL?>$*!jtY~$9+KNoo2t>2Wrzad3?NV98;`Zye!kxtPmol1qtK=eFGjN10D(pR5Hi) zs`y+aE2`ds;_V{2bL9H*Ca9BBF%G-OOZUhn*8jeJ;3yNM_6n}U+PmHz>C#%L8QX%Ffldeg`A@(8WZsJ3`yKVEQCvXChAE0+$8S2 zwuq^&K`b2GLn5Oi$%P73^FgKy73A$Do`~(tMl=<(E$Q2|BfWGKb4FJ#7eXURWr9*U z4bX-2qrz?H()qTVwF;HH4&+znc~ySJIrgbJCSRLMdGDPF%ge1ab-1Up0pnM!Z$-E7 zysAFK)NWoxGzJ4PkJkcL*kMlsR4SlQU%OT zRrzmU2CZh`)A5{qo^2Ep%VHX@(lp+e`0yeQewh9fe`P5ZI7?G?{kzx|erAnccL z)?om{3oZb#+wSPJ{?z9WocM<^LZuV!L<*<+HjA7w)o|J4wAIDy z`*-eAcWVV7am3|o>V|At4SW&BWzj2KxYYjO zWjy{?BatSuiqBp)T1yJN(KnYS4sp!JotlTwFtu zd}v60hE((8XD>g=eFBteaHBh4q_8PH%U921VOmtml}^-FwN~B!)%b}+-z24ZjNQH9 zG|ufbvd+FxQ-3gSZOuMDDTAPP9|NX(V;85QC3Au}H4b3dzPc9$okWa!xlG>jB6>0&Kt7OM|wRH8JRqF|dy~2`A|@kRARQa+8#lMB?z5u@3a?=BB1=#f6z^ z&mpv6Do~nbn9|j0qA|0g&Z%g}?r(c#|4@wA^*3i0H-R=Sd*1s7_2{+_skYY^`F(AB zH+tDR4tkKL<>_0g7?y_fcf&O?E|@UI@xP$Vksj&GZ0TRv$yPR^<2sBjAw37)x~SlbZG)(-jK>IQm>#k? zr47ErM4+Q8*FhCaQng-fY_?Tp54lj2A#($^Nmjk;^-&p$$k!7#b@UmoV<2>vL2nT` z2bi<6utZLO0_Sd)QI~g8L|L#Dt^z(>*cziG7mG$eFGH+|-DhlHmDw1*b?SrRMew%> z9xA3&^^L9JYt8l++evFwjakVo^)1%%D|MI@49QKrzZ5Ku(d{*9;n-;7C-|rQgyB(_ zeGGM(lnmB1>u}`2A1b#!mc%!F*TIS^A$KYOK%OOlk!oVtZN>?R)rfsdvn$-m`=n{S zToTms$IQPbjKPT|MB{u_1!4(V!wXrBT)WHzj=>2HmHowLzVmC)LYIqM08#Cy@-(=! zz*q?6h`l1z(?cOub(FH^jnLX6e$-L)LCR{kbaRzYvF(S}J~G3BLy+nIKT~|64Q<;b zwnmQIB2Slo*IWKkfHnS&BUJeB!u!!y#{_rpp z3jN$S^z%d9L%0V|qfJ}C6s0AE1U#27AXRAT=m4YKk<;|x_wU%^KnqYs0Q~%q{z&LZ zl`hM(!G@f$>uWD4wivcGdfyW%AS+qnriSV*t8Pk)u=mUd(8SQBz9xe}k;8eP^UE8I zzEov;f&1r~j^MeUVB53*!ye+!kZbxm`ad}~@i|{OIC-}YL}G3=#)}zeA*lC(+S@9& zUc?4;IKfqSSyH`-c@n5}s2YhFee9%tPNekhqe?j9+RQBz566zf zWwSMiS>=MNH<@3h>$VZOwB(BdekLY;ljr8H-6ukbiY__;9+7aJ`^T!i-65;+fpXJb zfjXz^v-RqR|Cr_vf_Bd+mkSy12S0;;yJYgrcRX^(*|HyUiMnMR(KU+dXn%y#Ytjc) zq$B_*9OQjQ&zB>=SvzISc-yykD{WiZ$TC zc1w78_(99b@S}eYGnD#(HN*s4Jm)9m#_S2m@xAr{Ae}U!gGTCu+z#Up78E#mWh_iR zas}TIg7UiLhOB*m!1WqNjmtww&B_uF4qDe7l#h5R1!&}K>h#gO_@h4USWePvg&fO6 z_QD#k6PYr;w5a3QoJXJbE=ofeQ(7h7vh@uzLsety+!;C#YF)-GVDy93Bp_28`N*)Q z84>mGxd`PRXb?Cv(%?P^EJxiU%k*cDe?GES;xDB{#*j<167*90f8jD}tdT`yoT(AU zC_$=6=ziknDuG)QDN zUxHz1o`kf?g=J{`>=#ok8N*KJ9EFlp@CzU=EP8vklgY@A{QULv-qDKtOMZ@QiX_M; z#;0(4ePul@^~&@O|HMOY*1l0oDMacApGszJ8m>)%nkQb!8~wMa-lSlW)-PsDeVLI` zXQt|(^xyZ?LM-ePuy3bE$f6z$WJYUe7+&B6&&Rg!@vHNEiXIzJMCLWaYY)v z{!R;ocWnHuvxV>AFt}7`e|+B1I}p>7MmGkNcUlixqVDK#% z*ZH+Jm#P=%Gkj@knp-=PmHQ10(|9G5g8cj`f2`j%FWN^NMf9DtOju29M1BeHm5n)@ zyG{gLyj(TwU4@oaq~e#TO5diUp9H!Hf!K*B>Kttw1s?ORDMU9Sis70v)_AY}%M_8f zLC2b1p0UbHb|TqSkr%**s4aPlceyA^ya;35~?dt=@&OOQF-wc1WH z0w2qI{aa?@x5{7fAd+8B2kr0s2-+WBeA+h8nmtgp#)FH&CcKVYBR{ADJnPS?|1Q~E zZH5|t6S^N}WK^bAP|m+XxEPHVy#<75I?H@AXKd<&SxzAU8<=i`9e8=mrIAhepB+VpAyZ%2g(uRlM%i!s zP7hJ9UDuSR5D||KUE*`WfC=b*aUcSugQgV=Zqu*y%g(QND-O4|{&)yKk|*Zs-agU; zvPMF&^_$<7N$1Ip{89Gh|1*EX&zsHc@KbZhTn0&G@dh`lT~9 z4trNO`=jLq^JKT@FX{?#fvKH_|&ky+!7g_R`Nnhu_zGha)F@+Oej5qod+k~l~rOFdr#z;Y0h zbiE$00(j(MU}O8_&~~*5puw9N?qiqbc%ks`bAOyn|0E`pR?Wp;g?}wG_!+w9puMO7 zz$ie%4_OeMkY?8pAI+xPWf6VC3}M9NJ{DC*fpLx~C0#FeT^B}XIc~l`MhhQJB_IQ$ z7ai{M>x~+NgVq?d->w7Pml&|A@l7U4l?2mSzP?>V({#ex0a(`;_a_aYo=Dn?J5MIb z23@WF7V0D)DE?w-Y1LIwAnM~Tr+7?3t&}hc_7%2r2|LuO^!d7zB8^Ite6ge4VtUB& z6AJJu+wY_zTa z)_1Lj7nZh$Vc28Sta^Y6cy13!=ym$aH?s zRi9cKxoX3VCRkuk@&0V4Ea3_FRV;JPc$H|WkKEgKA#p_X;r0V{RDXY$1`(#&n;am3 zBHPy?F3XqC<4&TY@j#qIr81St#QW8hr`Mk!+e-B8da!qdQK~3z%@}J}9csgQ%J2gB z_E;sE?A=Yf+vEw3_-6zewy)PCLgcO5c$etDT{QV3%;uHYFq9CrMLvFBT-QkBCq#u$ z=qWb-)m+SCLA|YiXk}R^i)<#JCu>v<&@A$t`uGI0=k#j>pZ`bp(W}oke*IkG*tl9$ z1-#B;S%vNF>e(CcDdPd9F=f0THVpzgscmu~q$7F3ze#M}-S^R=FpfK5-tN{P-ew=h zpE+BpBZPx$(7ZRc4kr-OK*jYKcB3pvM%jZK4g;{w>a<*Vrmh(mRdt6dv$%qAsP_W> zAKF*8Do?A;HW)v$eWkZtW{cNDf%z5Vy8O$$FPTMXwEEJjAg6o0u5YnMR9i>x#dkfO ztPl;?&QMc+HBbwjIRw;XA`&2|Ex|^STMX1JYK+M;u0`&{NBoG5ifZzVY|fl8UTdY( zkbx4Jl;Vw84jgKN6~Rv(KAfkgX|qALlZBlhJvIsc-{x5Sb2N;p0kdZeBkzsJ`ZE=A z)j506Zv?m!i!2x0cJHcrEMp@OA)0J zcNd3s{YAM2xiA4a2V}=YU%uL}5J|Fw{pNtY9#UMMswj1#^x}K0oZAM_i`?N@uEyJx zIaGo=W$(UCIdU^?YThepgGEUO!l@+!Qj*wr`#4{bT`96xWPJ;h!-S(l=v$j+>%&0p1lj_2 zeR{Up6Opt|P>4DeVKX|qh7GR%;BMru4fx^<>Wb0Wn&Qzs5P4gZ95`T&_4BJd{g|2# zCG*lBWyA*eQbpWPMOy5-Oi6Ffde^LF8q7$Z!3QwLzEQ{&k=gwI&j)@3kM2otV)opg zts@bA(?vxv84nuBH&2y1e$=;FBHm{}00<0#Hauv5$sF>ODulJ|SBLD+xARvf(rx9G zbFAzqvef4>xd%di3FEpX+RN9%1yc&o|JCqwY3Xq+0wdV3xE1hv$RAKu|000%uFuzP z?~TKIi}%A~5&6jBA@+$*#w+p}+~1jcV4jy7%NDS8qNT+VXMT){ut$`^-Y9+%xGI8R z_Nf5|rY4=6yK^?)QA;;}KYGM8n68#h`mrT4QSt266~Hc04Qx!`xt;imlE1xkPFqIU zf7Va1-9tY1(|3}Vr^LZOa0*}Ux%cwJG$_kp4Qvf+XXO6dQj}M9u+^ZLh93Oi?cm1P z(YAZSmEV-HkXw2%H!m>+cS}39AONwvMF@F}xdbo6kg5-8UYovu&HZNj1m`>|jAIeD z9~R7V*xBE#FyC0{F(Mt$X$*Ug@IxZUT>Tjm9K>+r&%-l|wYS)yO*qcxvU|`esRzsF z@l1B(b3)kSgk`#JPT!M=C?YIy9iA6nto5!qV`LxfMB!5AmS zhe-3kZLpmQQ+=)^bi&#znctdg`31j8NCJ+&5IE#jZG5{fz`l>ewEx8*Yx!Z%0U#o* z-^LSJH>hn?E9Cr^@T=ISgiLQerKE7i_Et?R1#d#kgem?tCO~Lkj5koK$=(E3-O>KD zYG-7(56x{;t|{WNDYrsV9!m}1RbLPMlv+jpBr?vIQ{?=oUqxSg{0I~52BbBfHwGN( zcnDErgzRuE9qDjA8LY>drEoAcq1@c!Gu2|5`D9x0cER;`7bg0qrJzxW43RH0ay(kR zqi9_bZe$g)i#P)V z^yw+VY!o>tW(BdI;ZEu9*5PA_&#bxB#_89z)e{xsj}15yO%%}MYGJaa$PL;E!Z%{S z`I;>g0o5G|5O-MB#o|6Ag%5Gpj*+NFg&6|WL7dJcjANSCBI5sPDJI>G)e1g%n5NL| zNlc>cqlO|&n~MA*6Xe)*Uzy*vuTJIJj|Clp}U*<%La;Fz?DehnQ3}RU@goYJeR?;T|8eg_c8l^N0qddg1w3mY%kDZ1sFi-)5U7+y}gMC_fbb8 zR_~ONQfa@6rMyA8L7Z>xN&IpwuOvl1V8uVRNx~mvn5;}~!x>w|S)~x4Jjvbq_#i;Y z9vTxX%Of@#G4Mr|&ob!Df#rK& zsO@&VXS}vaZ73z1u~-ZlLb}-ni8>3nK`5T+cl1diGNUmZlIe^Bjv?_MOYFH31;CJB zFm|#4%~?FnrIV9PY=6b{^bjV7+}MMn^Ax|aA~fLGOZ}~x{1?rhjm);7%mZI+l^6kp zoaRC$FRrI%uwWZXlx7Ik@{GsTO6;9`$I`f^T<{eRqSWe(Cvyu-9IPu;WS{~OPq6J); zO0psRD-G->@40+Ft^qDInD>8b!ZnF=NVPW#I;X#=kK8}^8ZkH#eK29!K!)tDTDtgM zEcxHF@o{zwaLU(twU{&iDy(zjhRKH&W7b)?G#kC`%1>TeN-Dc3-+()?7CHGeE4JSF z*T|k^<|@`liOU~1swQuq@4u|O%jOw{#T7I}3@uLSvzAf%_AW!KU&if8*A4dPif=ub zu;mA>;9Oejf^7?brNPkT?F9z8A%bRn`w~U$a#ortvU24OLC0uL*~P0ypzP0avw*5j zh7kncme(gg@F5wIZTA2C2ML#HoMj1Q?N#t7fem8K?lQL`&L6NFu!v7BSKK9`G;lqGQ z`)e6?AQkAE<&*R|IB>sD+CPkRF~dfLS5}|BS2xxcQ?0FcZY$n)1eic1J+`ed4Hu4d z-FN$4z}z15y1G8|FB|Qh;)(Z~1=7DX$45VYhauI+(pYn*t_#;#lIqQp=)L(L!}Xw3 zUr{G*H%4YKM3r*SDq^Gy!-|(D>#-{SLZ@%3eD`7PmiIRl-h3(O&&#OP4(cz>mJiAP zO=cj*ZZ!cHGI6@L>|9z1@-EEI6#4`>7m(|<;5kFNw^P8yx+1+V7_Kdl7lQjj@<-2y z9-aGQkP0w%2MA;1BBH2Kk%|u`ChrKNOZOsK)O6LJQeu40s)Lktz@i^Mp($O%>w8WJ z7hoG-$#{)8AKx7+Qs4Grq?lXF;|9yi`@C?5IcPYM1Q^3=Q=A{BPBXmYCYX@l+Hwl+4{7N5+)8k zbB2wsE&|soT09%MA3f|ot3B=pSfU0^0{nt4XG>`BqlQXd17=NxtE>5{WzKWyf-{Rm z;rjudwiFSGy#+^F9iW4(+QpG+OV=j)D#TIJ;Sl6IKl5Arq>z!(O#<=obONy@If+YW zpfh5hs7o)qxJ?`jr75#Qq$B_DW#KpTXRGD(_J&?RvZT-@2;0_oWa>pcj&ygEL8vOA z;`889QGejn=Srj`-t3L!3euPrl-~;sU{}<_D5RkZ17eq+^QY5Ng8*m z3j2)|n^}?Gw_vz@@t%%Lg!M3}#`e%hEHGm&-`#TYwFH^a6^w0jddao?h;z+s$^Z6-cK60ECX9*B`V-vRXO;g zaYHF8V~Tv@+mJ+>YfL{ITV@RBea(bnv}U3bo143WTN>7krCbg z=Mnm)b6-Gz7RpOk^P2Gh7D?oU`DABDxm7#WWE0d4_+d@>%gXGj@NL-E-Rlm|=WmW# zh1f~t_!B`tn2Y6w@aRhvBHC|5d7D85vUPq3R}GX<$KWql^zKo%zT<8yXyMqM`+O`_;mO~%XY71zzfa>rlCSWs%F;jLO!|_-W9V2nY6#T1j1b*UcaCJ*Q zSiQ|GyC^%uARW4F=-R^$1vC6T^;+09wzx`=B0|hM*W;ks4T(*;@kYaG*LililjcwbH&l;Tk zMlJ<=@zIqTf#fKLl9F^y$fiho`;e#sT zxyCRy(!KBVf-xPxO*klaj%G5&L%i%Ry-C67A?YZd&M(w5`teUR1?tEVUl$g9Jl1CU zXnY#L_uahg`OJAZP&c6$w^vh|VIrcq6eN}=Q}|}OW?)s%-@8^dySN`m!*hkmnYN%f zyv&V}NzF4`SXX!sWi#lLv}ZVl8S?=1`#y))i)uDD-m9it znzfcLS!qD;t%Cm)+R!dEnhnp(8-q#@L={OQl;I=m264B}|D++G+P2Y#nU5?#gsN|Y zZ=L`m$uL=DvC-f6{0Y2YuVEN_!VwCC2}IQ=%ve z7q9tzO#)KIY;`Mady0FQm6OUpuKuh?dQK#AY3|np?>vytu>|G2MAAQDa7l>x}@K2u{VTb|l{?+6Ps zq$%ll@sv;9rVQ+4$PjVM`cmP%-7@;iN`XD1$TJ*EN4QQDaU+3ccFV9Fdoaqd&!x)U zl@p@nKMgo(QP|->gq#6udX)a6IDgCChz=l_ZRqe)_9+stC0+$urt(~kRZ>$5`Tm9l z6XUBaQ>4dlb0L^x8I93w&cvGGz{+K%k~09k_?!!i?f?T=0VrAwSAv996^urRh@=+>CM8uE_ zNDarEVt#!~w!6bsP)~z;JKR@ZcX-b~5(g__IYxL`Do>}>6&3T<6iyZ%T;RT;559vz z{a9?%1p|Y};1jcW{Y@pRaSgu!=o0hUO1Pf$SKs}h#~xAmc*i|;T|BpxFaOq7SKIIM z;*SN- z%f`)Te`-ogM(~`_A<(d22lNiavsE0+&aj@8yuHl-C^Ef#-85V;%T^6G*;;Zk6%=p`Fn3v?lN8#u=*6u5qPjq>k=!1r^9%>bl z{69Q2dw&wykrm@=7J0+i_CXyhd{kXasdjj%id=U?5I$u;5)3<{p`oYVCC_QeBwxJ? z!PgXt_a;Q}Y*MLm3DkCkOHEf+Om%o(pFFW+kVXdZ)3&L(Z&8>KbO;U(Hk)|eU3 z1S`kmAKU0O8%@G89W9+=>S|X`<;Ysy*$s7g2djf?+f}!uM7XPk?w-KX8~!Jo9`H`O z&nRk6=lXu~g^XvmFE3pjUEhX3StnrZEvc}lBEqNmb1m}9>1`q;)m3=3V3FLwsC!d0 zjj81h2~Y&Zc0a)etYW|%1E^qVL+dWdUIL5VU!KzsmgQw!m|PlBOLN5ZPF!NLh5Np& z@|JxBb-S0y+dIiSKh?KEgt2v*^#j_2ic#~+If5U$4Vs*z@suGFu$JxM^xVZ>SJ25d z@dLxP@%=sJXDz%$K&F=CUI8lb1)#<;FHu(8Vg=$|AeqMAMSR2Y!>H!hH9bdK((8kV z%|kCyFOGI9SWeg}CKdTTsFcm==&v_2p>lN~k_6!(EESe;35N3Rn~V;i2b}>!rHRX` z;WSk?Il`>9_g(qL^H4)BWtCsW=;PyDFimc7&uXgGe)U>~ zVSD_7kDz7fK#Ds+4VN~8Q4 z!pAYjgE3;fd&5xWmhp23Q}DV^@LkiKI|x+u@;X0R&34Vmwu;bPk>?TrQ0I2CTB$08 zL~jj+s28Bk-@I&qACnNZJPQAGPyTA|=k;+=hQo_sxW zd6`hd-##u*#(6zlbRd@9Q?cV_!W4S%iNH3#@-6n`9x#@7>P9;k&HC3i(Yh!}nuNynvP%FH_mfX8w3i z66+w^fo2hshqi~WLQ-n7_c4v{CljVk`FXq?xyl-_YvVW)y}ix@?U5Amm88}{U5b8E zaNGRCV1(3XJ9^Z;@1~s_A0wieMIlebOc_E{@tJK)X@YaImhPA(I;*lVpwRInnk?Mo zyM$Rm4Kd@U8u7gLvW|RhT^n+DK$OQYsI3O$tg;gc@jUpY_#Nb%?a3{josy`1Sn z)jtYv7!otxFquxD1s?u}%Nz`+(-&yTrZ(%s%GUwV^|d zVWc;tmO(YtK}re+Jj*RxR^2C$;_AktHETL0-Ivba{vZaxy+p1e-PN%A$RJJqN0{KW zDi5AZS}jwqL(VuYe~B<|lWjPEs28jdycMm~O?Fx=e~Z!kn&h}Tm8CTlQ`m6hfmNF2 zZTnKeODwIVx2GFz(GPaEhUD{$y`P?nO(UB!4fa}LrE1`QISjs|pbEZZ zLz?gtpEmg1OT{)?x&8!ViQ|Qy^~2ZDNB#w;?w*KsKPX+=k&wRy-KsUwd0-BqvGnSR zgaAy@=zBN!eV1C>reUk{XWita-rc+~UgR-?@-A0t^G2G_66K$V*4tL@`&4)gxc@@0 zJo^0vfZrGf{@3^wOv`lAN(~vl)x3bl0K$~RVWeOtsvtgvEE#(X?8~Tbfj9sLlWDu2 zao8Q#ZujJ`4R?KzPiWbr+GC&!1p|yxGD(o%Oj&9m6(u=D zO8-OgcB+kj5t4c#0%axj6mGa*gf!z+gZqP7_El8^a^CC z`NEM;&PjavtDTAhVjZHn%ikXQu`=kB(MW$htg*VRw8JZ3V!KLYvHIgiieh=2{9O>J z3-V?WB^GlhFe+Kx9Q)J1i)hrzqH*(xXecQlR~h~U&Ze08V(z5MnHZM`g5!s)mlm*( zJ20}@57=+ElxLZ2(3wgHZbCC!vSd|;_}xbK5SY~5`@LO~;l_8jZ15lsanI*eFgCg$ zGABGAXTJVTlXVR44AJ6?wbaLtsznmy&EO`}P(iyk2FHm6PD3%&&Oc3IC`<6(44d@I zjg6y(YbR@>^nL-pdW?D%t-fH6C;iB0mPT2Q{(;%8{_{aPe_|=)lxjV-X$SiQi}mxr zULac7Bn`-p!!2V6JbqK2R8K_^Vbm?e+?)z_NB9Imm7Qc+8g!}kLTl`CH&&TKj!dK9qndc1;T;yK;pJ#1Qwx32yEGQZwEsx|QG56&1{gms+9$@n>d93Br_gD2kv z!8u_jQ(3hZI5~9K0jgd+C$jN6*g63VdF+>8(r$pYV_4Iu@J&#WyBn1DCu`zJSdt*x!QQ)O?htUk1w zEVXz#w4No6Y?6?X`2s@HkcCT|Bm#&B0OwKVpKCFiq~bZs_6*W4n1IOl1;0Pe8Y~&* z;8=kfNh?oma#X#hkd$GSQUm3{)3AYmG58%R2HzxEWS|-1UhN)8gkHv|{!EWizkpju zwH8Fmj-};lzF_c#@6&H+_CB|qUr^#7l=STeUUTu7N$npX>a>Ol5vH5!;==`N!-DgA ztW3F4`#n$?FtM`U&5rohyKD|mmgpSLH()_DU%$TJF3f6LJeap{R>~WF47E0FbX@(O z$V?q8+lGJy^!C*MW>cG=S82RzNxs1Ecc2DWvXsG!bQXvx@7n-ICat6qEy5vUB`5yw z&$=%(lyZg?ATS8s|2Q=`{6t-#F@%^HcD_OvRIttgW)p;B#tCs3GswOiAx~-Yh8t9m zXwuDH>(C&xsQuJHBS7Kvr-R~dOGZt?Yq7}K1m$Wd+$b{;IN<-fslx~A)XAO*J`(CqCnvrEZPH>L@J zc9}GEEw=J4i}%DkCIzmM2i#J*cX@*#jH>7J^Ya(`^V1U(G_ArQ>6y=VhVoIyd$H`_ zURQSpQ2t0@HGrW^&Nq=A>BR4UT4tL}H3?>A+$cjNEpX8VFLffdns^`T-Y7?{seAJ8 z=^&W}fi*J%J6xpC06lb$SD5Ys{qk)z4u?{)7?0!iD-qrZ* zgR#x4BAIbq@u%~^ZmV!*%{pL3#NY!}C|&)`OC{)s<${Zw0y_42Ji@)LU*_Zd~eoC;Z6`m^fa25gx79K_( ztHB!^8;?2b*y85q=EynV-wX*N64J-;aH}-T(5J36Al2h^#)&mgv^5D0c0|PF>oB5Z-XGYJcI_r%v+1PGd0$#c*(( zzwq;5_LCHR38QY&)2qQzo#0DTODUcWbTz{H2R$=e?0-dZa;Wud&RVp7mh2Gy$#fTn zZ(*7QU(+I?_E%wA-12)k;|9bgIn32=&st_lA#fj-M=y|9_9)B@jV>SQ;{j@%_P>3CXO2TeW$gY60*8Ab?W&5Ajb^5Hz>a{t#O``mQ z=`{Qj|5tswUSrUPY7zn~VYGw&D05XR5V0gJ`aHDOKrPyd!?{&U1y^Mz=>Ua7}J$zN@OW;6U?BId-Ft2cXQnQ>`B2d z>Oc^?S9bxp(&6LV>3ZPlC9)Xy6R{PK7t7V_Pcb3n5X>A~ZteHEkxDYse1wG&Q#2$INYZv< zNm8=;;ok*bbXM6KPtdth&8aFTPs+R(t0*%n<|<(#PONXELE9FHLUU6#aab*V)>#S{ z@&c&CN9Vp@futrP1px}Pui5nF8zqAzAd)SX^3xmdVSZJmV7SMZ^QnY!Kd1!l+aGNP zyvO8RVB!E0+2ye@+}0QT{8kO~I;FZe-X~wQO5W|yCBDT0U}l&VlFzjr`~-h4ud!lK zc?eKrQ1J)(W}Mqpru!~wON z9fd!t!l>QvM;Z@^u|4?x)6{csT0zhEpHeGyqZf-Cd`DL;)WPV?<3v zC>AZj$&MT>Xk!d!T!lR+FWWQ_)Zj(t-vu_G2gBP(KP4A0-G6|Lv` zYHFjw1g{BO@4>1{4LxYuEq{bF0?z?pT845H|ETagD-rQNzr8#3AIWL~qx)t{zglIo z^{L318zF;3M>eeSDVf95f5QnK*I6i4@~O9+5b{7{C9&y$)xWDg^N{8kHY#$z+c02* zVPIdk_xS&c`|7Buy0G6-!XYI_1PKW#5l})v1auUTlu`s~1f)c|OG-+*qyz;;LP9A? zk&+USQo0+Z2L$djy!iTlf82G~_t!nkr8CYsXUEgOz4!C*YL}y!?4}d2l>ie8`dI5e zR#zWD3FG|{C_e+oQ+Vk}tM_*ngof<8ZxVq|Qhd|?wD27YgfW7WhMF?t#cey>D{!W8 z)8p;?joMK}Q}{i@5H&N7m{_9HC;#T<=4gNK&k{`($H|>~457yi&7O5#ENHgsul77> zW=~C`)IczDd9lzSjH%(Rra9KhO>8H;Dk#lEE=guYn^mR12{~D?A2IyG_G`g`t(BGB zpcej8*){JC45XQZx8c-;oSgtWnFadH(PH!GCU2C7&hKaIVQ~)F6Y4fO|HA$EjYr_ zVP-;Zs<=Ur*AF%>$=DQ*hg^EL;pDpM)8{0`Tv9-UAVh(y#@GS9k56v>luM!)%BA!e zT9H%|kWxbX8p@hKG$d$rsi97+t?9=@&|uNOCjQY|_{K~{4(2%bCJ0ef1h$3gdvR*> z;ZK=|3w*iCy%SC-DuwjOnyteo%V{BCn?G$dvC5IZMF#AW@9@1dm~=Py`A^P7Jr#=S z2a>z*8hc-VOR#2Tu_2EyGrky^Evfq>Co5h$>pk7V+IsQDp`vmvjHlV+WLmsyC}W6tx8j-kaLmm+G^u%QdI zjgwyukO$9KPm@#1>O^H$QJ?gn*iC-62rR@xV1IPUBTF?AdOKM3>*zuw;cP`gZ{3yS zh$dm+kfZ`)>d-xU?--R z@GBNLh)SD}O`c%cqt)AaQf3-h_izC5l1D2?TQm2=udXRp;f3QUArXkrO!Ncv`5R2v zkuG$adsl^XXc2sPDX=5#=xUPaiWrhjrWq@Rtt2-*{`vjyNEiWqE!kqsd+F7Ey@%r{Nl=8vS-?Bmocj{O}sRKY9`JL3)MY zBxWCVeuP4-b>N5NHDn=7A*6z;@;i<|a9I39Pk5+G@=B}7to5w`5lTWqx@lr)M&a*| zc%-(#BmW`B$ngLXpvwcgeyt<2ZBq%i(twLP@h>6ijvu}!T;pg|SA+H0LK|oZr?7Kw z@n_BvI&*6nDcj1tL(i=>8>LqnZIEJ)<8S-lVhbZvYqSKK1 z4ul3-_@CHk4GVGC$m1N%rq=-SdM99;H-=O`WUx^@X2EiYFFKSf-Ypm=i+>a_kx?W~%B-{_}pC3f&TKgrW0PHw%DPBZ=Tgiz7uu?Ce#7Fv=V(Ezqo)o!}U zL9hhxd-~68)a2l(U-U&EG9aFQD_AGXBTa_K4h^9w`A<0JM6h$Z>{tv*k))zzgPN%9DU(IJeIat z4TwM(lm7|c4(WCoduRef#ZnEN2+4kz2U4vdBRawu?}#3UMR@o}3??DVDiPy}7i8E5 z7)@%<9I+<$YZLQdp@vwC${Ra@UK*eOt%(AhUY!)8#EGs$R$@f}i2`OtASQ{AdX#~@ zW0NF-Z3MP4uX5iQ_C{lW_ewf;C~er!aD_`6KN(Z#UU%Pu&C9|~g^RJ=_Z5Z5eBI=5 z|G5GCw=O>=@rp^R`{wED?fSJ23D3QazO}0dP_dF8GWlbu2>;$n_WYQ6g?gSArVgsC zO($CIccs4gjym*@{<*CxZB(@lP7eC} z`y0Hw#hZI~VLOqV3c{kmDho3+G*a;LWn&E~Jxwy)w7!L*M?xKIm{`19_}~gEc`F5~ z%n{+Ao`E$)71p4PbPm0K1LBsF3xUno10p?{P`DS@PvQP?99y!p^72T*dFRO7seK|; zLE}$=?^B@uDvr1=q#E-aD#}kh6CLLPOhDYc3s|HnT6C4$OMd&tUzxthdY+5Rad}WA zBMenB)>a6Ig+eNsD<5b${BHZVI(HeQ`GkAGOMcgd(?Hs7IKQd z|M;=SO%zTHArInhmXg==^Qae@gvZ}xqK}!qWsINdf&M`wQ0jXk%Oii3WCcP-IL6%1 zbr?U^*4F+K`T-955QC%j!Tuhk*Gb*nba<2b1OZQbnH|0i@9(>j#j^=B9!olP*@L{aQLSOoHIi{fnph4ui^w0bZwehp#a+4%1XyO zy}x&Q8DD#g>CL_0_fFRn00s!BOG-+xo@j1XR@r2v+$#6!zc;s{P=xh3C$C-<5I_;* zL)8tJE*bWW?d!o%-(zHtXVdG_HUFa!<(Qgk8ba_62R7(CrT^U`)C60Jcx+~BN;UVgU9w*K#!UI;zt365ja%hjJK!U7Du6_P=7 z1U1sxwr;z=$ehHFE|XWv?x}{n*&{9sxt*QL$|&CQ+4NFc2qCsWA~9}Not>Q!Q?y%L zZmbH{@8|WzwB+UG>0R6gp4o%ShplOgMNj{4DBH2OGHe2Zf|cuCa?mA6Iy&|k3Xrlx zwMv&o5+zl>NjS`ZTGD!DxU%5%b<1!Z=vavGGr+l|t-Q>Rv(0qL@j^^+;0onDuoTDo z=Xu&6ol+z)lTj~)F6dOm8x7ElI%qjh#W)T-n_Q%JTgWXjNc}k;%qztlfz=PIExZTt zjX9!;T$(OoZRAqj032*KF_{4sYhcii*KUz*r>*izX5umx_N#NlQB}eV0^LTlaTe zE|W&pv%?V}NYno#U*Cr#NMgJ8q|H8yu{bZx!`H80A)&t;w7kF5SIxk{u!(Vlx@BD- zl@wOT-~_fi48UXe$B2%@fKi{W=N@P==AiMZI9;AfBIwMQmXW-OU!3vl!g2*RZ zKvP|6pXLXV!+vJRyS(+OIhW}xSK&|+F)1k=gPofK0N{MkI24xQsMIR6$>0crS&Uj& zNmF`XQsN1Ps6?n-8*INROY2ip?W&;aMOP~LUGRWz4+YM=?0iagWhTj%;><9%Qt1~h z@vj2h7|J+aU2zb|#e&A;-q(zbGS*iCUXQVt= zx0__!F0;*}Mj6iLy16(|;as#{ayL8lCNq#ucU?Ouy+UV2^|lymWd#(u6@C_6%i0RiwibFu+Mw%&RW z@>3X)SSis?-uU*j_n`pp_0Ls!Jp%5=adNk_d!EZ@mf6l=*^7wkg44m?R>lI+X`XX3 zHrSNeqAU?jz{p@7*($aEHA2Jr_6v7?zecjk*|6^|-pIXcE^sEGj;Yf3P<2Azov-VC z&n&oz;JX1-@(b3Vj*2vYOh?TR{*t!p_R@x2I zg%2dWBp4TM`thz8Fzl%)2dk)R*7qJ~xQ-%=P|Lo_>Kznw123oZ#W$Q>X+shzlo~pp zVeETvUJ@50$D3mr=}#Uaw8_b0X|*?x&uleL3MKFaXpJ+k^y!LrtS$1V4&0_P-gGu* zFy!Yis;Rlg&d$Drdon>q2r|sRR!j~G2~jKiNc);(e)>0N4N!{MmMIMl4cqC~G@^)1 z@9v$i$B47Gx1FS=rO{8(X~OV>H_nOKRRT&jGPF*mOZ_7)ZS6|E+T)qtvfPy-*5jX< zkglHziHRp43qzf_b+#@6Ek;!{WGW{A>yTq(Q`6JBF%DGFZHc}2#l^AOazZHrrd>)6 zBFA$9AnAG~1FXb!D@yZ<$M4dxu#-%akOS8f$O8(GfG@+t&CN|-LE$v7PL9g6Zv2fj zC5~-34_R4RclSy^zxrqNqBgd+z^1#OKA~Tkj{5KUmH7MP2h`1_d28{Q=$ydAqnGf& z79v_(Ux)r_YHHf$g1VHILqC;gd)YFF50zswVx3tkR8zZdCPERY{k`3ZiHV}Z!dZ$} zrpR>`)nulB#}bgI!hv#eanbIbpPePvk7s#SR_5&Fw4E&K2uRB9Cjwa+lF~0*T z+4D4tq*PU-_ND#hvre(Fy!1J7l0o>fS3+}Bjj7L0DXbpM_hirY1qKGXi63;nl$L%* zXKiDHevbdB|F)oRzMglE^z`(!`~*Dq0J6(VO9MRa334{mk@~tNLxq#cw`Ho(wYRe~ z4F+-E({D~8^VoXMZBu67_{78m@Zvz^baZs&nYsjUcb;eQ{AUzdX6EJ#g?Fd4PT+TL z|C&%$QGsc>o2$98xpW^phS#@Kjg5^Vw|!@Qz0vw?r;LmYZh{Jb04cqhg~bDjFVDQY z@ju+r(cvLOE-o&DIRUPr-DDZQopSZp`ubv;_m`v-&sDNeNL)}TT~Onp`GFm+3qGFV z_~*c$o*sGj^J~v$8{~0jHB!3-oL48;*VkiXso2?HLyD3&@2@`}&fa%VE4T20iF2E- zLpzQnH#A83p|2yeva$+_iVXX@LLt$<|HW2v-^PiIj0~DHXP~MLpXXjUn_%P2T1T?z zR{d#RM%8)4@9$0F2q+;Esb@^TFgyFu+&uC5^Wx&-@%Pu0@2IIk3USbhuLyQ{1q7ng z-&jvHkfWWh>coZ30py-86h<$axf)*uH9E#Fxv%&{L@2{dSXwTASyl{cOBv&7l!rs7wr@j6t7gWfQP$qD z^Yin-E8U5-mn~j!e5tMV9{vp$dw{6hS~#hzOT}1_kNN^IsI#+kZfC4-6=yrk0iztQ4OMWUUp}#l*zib8z}Qu|KXQZ3+KS$iwLgm?ZVQB|e08cVp z<%p4mM?MCWmJ08fq<}k&^%-R|Z1#U+Zg|k0E#p$pQ$n3Ob?QS(eNRt}sh2=j*y!OE zA5VS7Xq`}Tq@1S8=9tuh?w)`R0$E<1=T=`6>*3{>FQ){cdqT+C+>sCW3EhIK!rI3MK)FCwd zvzjmw^&K6&z~Xs%ko-TW-oX3XS7(NZ(9kwmSOR+AyFf}rWa!bJW?eRD*!Zl{WkZ%N zYHDT%a8f&D-C53?%*rz&x0oZI4&j@sP--hu8wy>^{6->fyU{r{az#~DwY(P;AO}kJ zTx4cuX7Fj==kf9RBiU(b%RLL{?8g-GTw^t*EE~cFa)G(AIYUHC~^k`nr&oQQ?2> zSN}gAsJjUjH*THV`KoMZK2qh5lHAx`0{i@m!))x6pAU5xBT%p0eYf}~a~j8&t}Yv| z6T6Dw30nkGx!YU5E+-cZtI#wwc=-5GJh9s8*LYn6 zKNaeIA9G&+rYpeJtL!j?6J6A{Lp+i z<6~uIa(-jE?yp}*ZOYD^Ipf3756cbs+bw=&Wg?QwSRLK`M)_r_*79!f>ltz@kTR^G z+3QMIywfUUMiIKwm}zMZwj~O=4p1Wy;*T`XUV%2fu0O`C8clChIIqR>Xn*0sIdxAY{V1{8T3Z8St#SW;q7p~aRcAh? zN$`ksb8@0(Gmd-fwZ>msWT2y`x3#f3N71~{_bw_biu=Na@*iYTU0#rjDp_Q5axS0gNMBz`X(_x$U0pp@-2Hn^&5IU>^p`K^ly#x@ z%FS%Pe0gQHd-wW*`-6gmPZ9dPe96M}xveet#f#C6g+9=eVGLrcTU#q4DGWf=-ku&K z6B9_E5_K>Uep-vkd8WN#vZ;oPzVtx?+CxnMT-rL!b45p$NbFtf5pM%x*y@@c1c!DlSS#g?2 zi;U1u)N%P+clX-b+D8yLnAD*<`WA9>a(jDwCMKr!4V_e%pKEJeJUmq{8)i_FH|P`> zGcz+--nzOv0;Xffj)7a}0=f@UwMikfa&zxETLH^}H=C54JZG+kehMy6aIhR?jR7j| zqMCu3z*s}D?z#PQtTF5?B^o>`Boo%R1`t9@N(!7BP+V^A?vP}_+|qJrcsQ@CZlK5n z3avP<47;yRHvj(pyS=ju3W_dHPg7A*-PP6Qr3hSHS~4^=O3NVq9l6b0M^$N}V@|v2Oe*boZ@XyFd&~?*d z`bz~=wSnNSp<()SASKQK@1d}HeJ3CyT5x;)2&ARp9%P}Ljl2;+s*JjG@1C&PH;(d2 zuroGgNmblhy1La_S#yg6MeuzU-PN-?)hs0{ z%64T~%t1z9UmtYE$q1w$dglayd(>kWu~?+k8(&}F-rl=Af|aY?^}(kTT*KB@SB2@? zU&%xvndD+GToMofVYsyK32U%m=p7s!#MV6lW^(Z@J1ch4u;?m7M}Pk|*dTD?T03wn zMFdPtOk7?ilZ{VL-@S7uCNc5HilKf{Ny*G(VZe)81yJxcQ;QfONj%&>r@*oUS?$lYIh9|UN!H{G40N@---pd z09*i4w?2Sy2lcU-b%@epLJv1Lw{JMasBfczr=~G$Gu^Lmv->_Uf|^4$S|yHwd$)3{ zHuWqm=_x1-EG=_izivdGp{8E1ke0Hru+Y;R1#X9lTHn|J$Rgp`(mp*AZDn*Hyd;4l zLj?oWg)|Tqabk9vg`ZsjH%Lsp4rKowJ#@j|0PVlerTcZW|bA zX=#C~0QuM@Zw^;>o_E#OPKKrdIEsquhMhQlT>&lNltYvS6b2=Fg0%?@ zFc>oj8AZispfy1XeSGSG!X=hJrk9rJPo1h40MHC5b~d^a2T_ynPXvkxa;C1l18fu? zxbf8|IG8A|#opRlUuyKuwD*=VnV`71I3wd|)NOHVTU*M&o9kLTRZ?A3RkI1lA@FDo zuPQFyjOJAB>h5;!*5~Dn`2q#20Fogg3H|x=@!7MfI44M>!f?w&z)6pejqSSL<#cuUTb3%o+G0PoVNxFlV6{6OVB6dI z5Ej;vAs4qiQhk<^QdM0YTj$OSvpQ8)RtCDAew_iJgiIxl$jHd{BoTg>^;w0)%YpUd z5I|ofAtWROwF*QB6#KJ*^$cw>0n^sX2rn0xsN43%xE7=7gsq8tghWIzl~0~L0r!8> z1_O3#VSb+Utaydzfd_=ZWXRUGHn5CtTgyXoaXcII-HU#2-f%#e3HZto*F;;X<(oXh=#d2 z7nuAn_s+Kjc9Jq&g%wvoN@tL+o)>({z~crf0^E9&2W$@5DHNfkf686O{4f2X66d?kihPvjE% z=`}{ZjyEHfu8zPfFkkoY-w0^OVRKHvMjiD;V_2MQ z2G`vj>L+gw=L1|a2JlQ;)z%p3L~PDUNO&U0|E}E~-SYqOA20Id1B4>Fra6T>xenV8 N8A-*Pd1$>S{|BgLeK7z4 literal 0 HcmV?d00001 diff --git a/docs/fern/pages/blog/_assets/bulwark/images/bench-decode-failover.png b/docs/fern/pages/blog/_assets/bulwark/images/bench-decode-failover.png new file mode 100644 index 0000000000000000000000000000000000000000..e88d4befb78e86faf1585d63b04b046224ca9e33 GIT binary patch literal 90011 zcmd43cRZGV|37?2gQk#_Q5r^8N%kmN5fa%^5|Nd?M`<8YvR4RM$=(zR30alwgpllP z?&rz%`HtUp-GBVebVVT-pBj>dOg?c@V=xdvupdo?F0g0*9BS0%LKv} zRsw-UgNy|K=8s)W0AUk>a6$5%szc=OE_)Z1D{I>(0;6~@v|O;4k3GwFSY@+8?WN6< zo43W0ee5UMzdh^uB)Gm4rBCKMHYZ?H9L zh%CI-6nFP7$yb&g1j5^U6b_^WLctdQYC18O`PG%BHj~_y+kOYnjEuCUuC_9}%=~Iv zm>v?&GrvRpWZrJUkM}zMGTBWac;5WeS!kmne7$0`_0SN0Pm8rC$CuHJa<{&UE%zm2 zRZnp16ij@evv{My(a{kpWSdfJAmqAebL-YC#~&V>Nblaemv7b~?QZ%dt^L_?d7jg! zgXC`7+S(c#4i?#tJ_`)w%x_6lh-ht9wYJW0qiV=;TUk`5K7-qze*W|4Pm8jJ!G({RP(}NKf(W1_Id3kCHm#>z& zI8Obn4IVxv9{V}vN@{%se@Jj}_{Burg<$S}0^#t<7gcmPCv}-Os)IST|8_f%UoCZN zqu-}jXmx*eXeh>=QP|E@SGPOA$4#EhaU?nEOPXd&l2XimU5D82^h}Mkn{~m&t0-Sv zUBcGN)k=5#@=7^==hjLr3pvw~r@uaho#xce6S3@l`-DOGo2i|?{*RicN8Ojk@|Whu zwO>n+ol5%1*woZCJUsmF-8<*MzuSv!Q!lZac9$&3bC>2=4Sf9gQO+q0TWK{&UAMNe zv8TxPHl7eRl-SBl%ei}7cOB%dxy2jKzmJB-?oX%SeTm7X@$!g^iO-%Wfv z8t_C3+jEJFiyu2?@YZ8fT?qGhcj;2Wo&MiFveSe0N-<&#bac)?Yo01Z@Kse;i!c4o zu6(%X&>54~KV8M-Omuvv^S`qjKlmRicUiEi+o$I;DYg6I4Y!7vx&iDz>zV+ju&^*X ze)HB_yrf%qY7|=C#O0+m2R?gdwYt2}k#AwqS)j~H{pHISp;DHO0$z8g1$;nAbN*PyN;&^KM)gX!Iwb3u>)KcjhnH4F?!BzS}&!5waI0UQ; zxXfGn#FZ^i$=BU<5Q&yNk{M~$S8-q1{!gg*_m&?kU$iaS%$jy>-%h#x{>&OqUlOa& zliKQeucA({`5Zi@?=_IGLY;f<9f|sH#*O=4YrE9zI?;R1CvNK=MpMB%cpTJH3}PXj>d!R04)~WO&b9Q8nVRl_zU1N;6#X@|JmYIRUOFwG9E9c|G`CCPct%n+@rCgUM zs|VTgNXH8b1bpJGtgH$;-Di3`-drb@QXUK*!G7;HskR&Y9`yS03-K(CG#?+IxVR&! za@)c#8uEnkS#+B&j8#=tsg=&4R35zldJy;IKH8k%TWgTzBr}Kl<0lF zr;QqNZZ-Y5zhC!Tjq>^ z@a1rS*fb=9Mcl2Wpy`v}fHsbLI@6S{T2DZt1<$`}gl-W1D?@bDdKw=VZPjmBf$!ezT-^ zX;>7m04f$m+MQeLhOyz@Cad-r+YD!2uiPq8lV{dpVq&7}(06~hC8=e}rNWEcE8vj( z@>AV1RJ7~YuWM>*9&(*|+NS=hZ6qg$w~kFcL$__%#x9WpJ>kJy6qa5Kp0Kp6tjif+ zwH0{}`V9;W)Q6wRj-+K^V4$aujEQj{X-#(GCw7gi1(vaI-UO_&hSVK$`W5TGw$yV} z`Y|n!0U6WFk`kBMk+v9@DR04B^rB8SckWEKXB$O4AMEVx+;+&t5=ZR(gPpO5_BPhl zX=fSK`s`yTV~UN9<)C5b;j!v2ar86)7(H2eUP2;`Z?@lG{QK^b(c^)&%`Gi~fq~dA z+7x#i}I_=%BPGP=&k)H zCnhGuTo8~lHdTWd7R#sEECq^uFZ6J#~zIl46k>7qKk7{K! zEWBEAJ@!1?gR zR)UAe`8@+>`#w`ja9u5WZ~J;_kqEK#wys@%YjlhshtO zZhWASh;|xblX!GFx#Uj2bg|tSN00S~&1`IJUKFWC-ic-5qquXgfbLRfZPAF8nxp;{ z#49q0wi^5tmX?%J^u|&?+b{0R&86s%^ho0%ZRd3GUu?}rf{jLQ0klx;FblR&w ze7WacR`-Z6UprH#B`Zs|@;FERbH?TIp7L@>xg^CXj%_UYGUv{{^CaCC&TnB}s8nP> zzFM(^TlLBn%_}a;^Zou3v6js*FH}C*g(V4J*ka{H5#LncvM?1I8oG~NP215r%>>K2K?yw8&HkVdKrXlUL;v`mxRT=LU(pw7zjbDs{)*3^~pLYR=+HC z>U+GuSjy#OG-XDI-c1s+b-|o$K8rsCl{nNL=eq1?omRZ5SjtxZc5K-}lcrZ*mYDeA z7Vi^A(Qt|*G`?*nXGAGOk9(daf*qeY#YllngW6|6B`yB!+D}YY@#|9BM(%Cf^I9|8 z5alm|-$E_5?Vw+xj6dVxSejNY>L*Gvu9pj_F2bTr&|%_*TIyAxuJhs_kN;AxufLE> zO+}@mtbCpKV7__R;=)jjMOV?4q!zR9IkhG^3(|Tl!I6juxjrswrLNxCr))V65?l=iM_H!+xvnfRi;OkMfyFcdx zisEzjo>rb|A*v~QV_>bMGIiHVC`E;SX1B|9J%Cw|9FQHCZi#?#^UI<}3GJ#^__Dyd zfuNwEt|HqAA=?vD%4&YK$;rt?WZ~rGq^TLEmRjG?(4BQt9t~o+a07|k3|X>IPEKN3 zUZsT#&!QNq!JlQuJHhPr{=)}631$`+nWUDW zkPwTGy!6=a`I*rlGft&f#!0jH<8mkZDsdY^QLkUT=xt3_LDS>)&w4^E{`h$8ZHN>+ zKNp|Z^TChq%88&tcj5JaPaw2%3kiKU;Bmzk`_<~n(0V$WxcQ8?2FL0|<(^`kq0i^{ z+<)*uG4$khJeA-bZ#2@r>bbA@@ps>9N%WITC;|k1&ZdG2YZxtTJJNa~kQs=(6FoV* zQEX}UtKQf`HyVgpPg&P&`L>N;x!fA4BvyE%`U!J-#iO^vM~>)Y9SREz(ICfq%H6xR zxXt%HB(7dkjGI=b{(TJ&B8<#7tp8+9#GVIE8>U??{#$W>hmzRBPhcTdpYJ7(*6}?N zAt5qk2hakgr5}vC?JA)4uMVs=z+E|&c6S(W(hg7&yUrWZ@vN~twZ-fVZAlc3;elHH zDynBnHHWAN#&ResLaBU=i|>2VK2y0ymsP8NILSrA!$?I=?jyFq@Y&|MiG}4?uUI8y zzrMZ-04MHNGSF!h?Ff*Hs`;hZ+|)EpF-aR&?D!Gq94G{c9+wpyEUm1HMiwO}T5uqw z&dorUNzfXJFjO<~$I4@otPA$Z`9P_W%E_KRv{0NrV-`|fKKK%M8 zk?!O3&2O(~{;tc(InHx`u;umMTsvoGmX3a5Ki+-1QRIg13t(=!gelP8K{osVi67U~we9i*p@CB5Y{2+TOExZp)-WM=dq`sQ=7M~~9mi-MAok+@Bp z6xxODe%CZKtfJZvzZGU>tr@v_?V#TSiX+t9N6pPp{lR9k!)Ylg@i)u`@7EjpR_Swv z)JX{5+w{$pFQjhQu3cxsE_N%*-(&URq1`E$@T}I`hMy~hJxETIBY0E1-KkK?Bq~b* zN-qA$#yLB!P^q-0M?1Hk3Zc{O8LOP8wURhxmVc7syw!Ho^Lz{2e?C_tn=pM=Yw#q! zX6CJSx*C-PRz^vt%Zno6GI9Uk>Hly?fIhzI)#c>PB%T8&Y-$u9_Nb|4=$78BqnVa* zk}Vn;89~vUmgI|I*uTHJe{$#6drh}&s{QXK>SteHZ*4D4~5vN2axHveDd1=@(b8~VIOgiXi7Jx4o6gYs31Y6(G*C%5F6tm4& zTmKlI0Z-RrFFBeA)!l%!JJvt!TwH(cv`QX`MUYIN z_|5*>vT#7hTuh27BJCxW)x!W2iO_7lP)mtZmRLb5tL+Ex|LeMH+J8>Sw}y%pXh9o* zz|lt9k(rr!&`+8xgi3--uZ*6Wx)mUQy7M8U(<2I$qkYw7%7-av{iG$kKC31qBuK|M zrL1iswCFJZ+!^EE-cft)MXDD)%g>bjz<0dgh-HxL-OSqviYW*q%*T%HJjnZKm6nlF z%<5;&QJE*7$70arzK+fYGArogp&o6zwtv#FA@V|o z#-&RW=<&qj=OVVYyfBU5{<|fq5o9OIu_3tcYPe^n<CinB_a4>_NJ~j=`CWY6rRtu}AC=hHJx3x&e#y#;O9=6my?A)?=YQHXk`Ds_ z<`k|zWm`&hoF3#G>@IhAhbFbFK7rMwDNf3lhSSP5>#Z}R%f!3b^AAy}dOFBAO|b8| zq?)1_a!z@FNfc$`u%xWDMAoFpw76}BImn~s77_pLJKNBH!u}Rize^+4?{`StZQx^&7llvUMdp^i%7<5TS#X#5h&*O%bT}XX?AbHO6?Oh%i?ZozAa`qG zmc3`?%BcWdg2?Gr+wvGBSG@gq~OS{RV{?Zcb21QXFfF z-xg7?b|UC?yZ8ES5qd9h9cqiL?5}&)ETL^5bUfjXgNyphNeeuyc-9o7#^@PPD9L;8 zCKg9CKoIjxjd{X2vkxUI9cNaxu}YBk#`YC_rG8kS&jRy6fbRs^;d)blQ13 zFR%vsnGPTbgXs){R>w}9I3Xqm)d`Pyz+ZgzWJZDQsG2a9_^r<`dfeB#40xJ4O5E4n z?CkhfvJqY4^UnUnwb<^rfS`=BM9u_oy!BozfFE;Ut<@%LRns%2 zTyB({nV6| z#3Qv-$e2W=i04nF78zxWCr+QXURzzsYuQP7!p1E5X@JIA_`pt8)5-mx-e}`Wbx1t( z>q2u(;?>x8KKa}lyu;wBbb9m4E5(*e=v$-h*(_ZhB1}xNz(eB86QoSgpN`V+mSGOW zy4NgNEP(E|nb?||{)YB9(ohOEi61Cm7^GY5|J4*nElkN4bDs`Iu zSX&!A#3*F*%5~}Qes0~I$u?Z{0ze$IQgmc+a2}p=l%fpTUb4+I;)GtxCCxNwKP03y zUp&8;IbF}kRTpd~u?SJ7?%pf)UY@E$_GYql`sL_|WY&`Yim?z7k8)2Jy%t zs2yec3HXYmMAT`pQKO@yxu~~y;B-U8SJ!iG^RxiB3d7n#7=S1X;`z=nTRY!e^x9hw zkai!6tZVP?Vk@U>W)DKz0Owu{U^@Sa{W5hf?g9TsoP{N+sK^O&mC5Yd2m>~dJ@_dK z)EY{HN2E>swk{Vw^^j(T#8CeuvDS4~f;v6B{7JZQ4##vmN?kwI7{~Qj%Va z*^RncE)+6uoe~G-bT#!WSFknAK~x4c16h>UZ;}8Cxp)bUD^)J3kc ziBETe1mgRQ05D)hgwzc{o_*ruGo^2`Q40xVOvgAm{o+_t|MtO&`uWqKny+SGE#;DU z49`^5`_)EkDIWEgnQl91I9|Peow&B2Y%{ti3nmVSsG*EqA!_p`B-D$Idc`K!bL1*wH&1n#?IP8qx&!a6G0{bYUdyBP7nuF8|y00 zhd7+9+6_ww+-250Anp}p?QyhX=;y55+-oQrWK7(pGtFp(5bCf%&Yowl=?XA0U577+ z+KO*P`GYOS*Qixs*@v#5aEWzldYa$7^H%#rbW~I+6efHpx43wDN{R{o5>FW2C^O-O zZa;OO?VGxXJvizg_d*sQ|PIgHRx|BJYRNjm%L~*>Bupr zqNnft`~ezX5jrOX%$?iQ%}PoF-;VHJhbh+p|?jb<_iaxhGTvc-{92t|5s z3lOOXe%1zF&9&axb)n>*_D2O=Vqa;-jooxOav_za=e51sM=FaeodOB!?4}myu7=-k zH9n~DSS}$>JKBA5I0bj0M0o%L+perL<{3A15gqTvd$dh-nQ;_{aLeDXoT6T zv&1nQ+NKWI*J~$v7c19~vImoZh@0e+*tyAcL6S`6RBEaBAy`c*x(2M->ksGca*RZ?#4eRt2-*Y|6>w)*AER)B+w zQ9@^O?o8h@^P-4SG@6A2*}Mj|8ocSlwd)|e*dks5z}jP-g{N`vRr~dRH^o<<-y?>3fxp8oMgWPBYoM9LN7AY%XJuKT zD6Fl{m2r4$#KGNklkV^hz`K_ z@86+l8R7tWQ9PBMc~7MTB*h=gH^VjoILhWqunR)IikaYZt^)kS#$gL z?aiaJgZ|tl6L%|nHngTs20XVOI|ZE-kWkU)3XnROD;KCXHYRzBfn;2o*7l%tbXi%p zbwb;#!NK7xnjw)&AHXTVE^PWg?22#th8Dd?Y`zzQV=0<7lVoZeXpJSrLOkCC2M!!^ znb;IjubZjAh3O@BB0yRf5DvDj#QF0^pF;1&a(c4*>{YtuRcL{1B%E17%VdvSAGv=KFL+%3W3wzQhF-wEJX1k9CXHWtz-_blV zZsN(t%3i(aW~7nI!kj(tE}nC7I7d@hy>R5JKD>JDM=NMekj8K|fX$OQ^$|l{S~-vE z4I9JHu#1R@h>E&?esK;6%_{(~qPe*lt&NqBFR!R*5!ZRhZ9X=TE&0_ehhMP|#UOej zNpRoGi+bNaIAc@ab8mYE;G2n3!Fb7Z1I#x&JUh5hnq@zCu3z`EhjK=0ncHQJ@Q2Fv z@3=tGsikbuV6F7w>snc5-JtvFV?e$VEq`EAO`?3L;7AyIGnrSF{+&V{8sC92FW!c* zd)0d^3p>$ixc0X>J`R36AV$0QsfTIGQJ;Wg5@-xNPd|vfbg_eT=lg(2l8z0mLq#GI z@r#0olQTV;ee17PE2?`%%;WQh7D*(87w4qBehEZww_v&FDOVCjFx+7Jp;nSC4}sLzfwH`?a}eei*xt*%)UR5ic(N+1;?RN_!-2m zuIn^>d~waVB@tvQqv^`X_T9U6^Ubf~ctBc$sZd!_@oSia2Ex{=6OJy!H)hwjTSQi=ORptnK0{2xf>I2$wjaU}fkON{|hA7Ea^J*nD^z zorw0VL$4>$TB>S_bpA9FBMjFx$Mny={}+|F#?X?&pTE@>biTG$=4I8_PBn?c8AIeKQh-`scuaV2Kk@$R|(! z75{cF5JiUC@uMYo7g9Bj<;#sx$Gbk`f?g~k5+JN84d7B{G&Sd3Ro?aDS% zI?r%~@Rl)zTo8Bk*N%tw*9oR-^2{qsbO9TL`tIJQWW^+QHnz;tPf!XF86zT<)ZzbZ zNi2Htc$_^9xn5id-Vw?@{v%Wp1!-KF8m1sb`4wuI5~b?tT2jibK#k!=xlmS41j$)< z67|{e@Nhht*DyeV@(OH*DVez8G;i1 zy>hW;b#3*KR87DG{;cjF?$+^RL5VrX9!bVQE`j1ZgN+Op_-A(H6gG~xzAi5Ug0I$s|j zGA2-O+kEUHe2iB^pFNWx>$4Ql`Lp(yG@?F{)n~SG+u=&G3+69+&UENEy?C(ysF#L$ zONjBCLgGtNVm7GvrYe!wJgO!USot^)Tj`2si>^1KZL}gVp8@& zA?{g!Y&TNB->MxaCsPKF_=U1Sxk)H zI0=r=VG0e!*z@K>%XwK&vnJDoYhD4*pFbb#$XCZlRW+1F?%1=UcSb@?v*nUYF;nCV z@19gW>hje@vO%lNWdSD<3N+G=H_m*Gyk`Al_(_j+e5U!~m6f@k2)zQJHQnhM5Scaf zG=GsP*)9wIu#2->f9Bxtqr9bVNmCQF`E}|1)p{a@BBx@ekU-YNY3`3%p_+-w2zWRm z1jAGj<^bN@`A=!N<5=aAS~M9IH{GurX!bv`dGN|Nbyf|I^h>Wk-#YP|QS{VVRyH|> zN6!MbCp32$GkKl*Po`mFc=*9;H3O$!QQHw!v6wZq#pb9_a7W3Rkk`V=0cUh7E&G?% zmHPhudkP7F+7a_~o}Z#WutasHv%QOxjXVhX63O8WN~X z!yFcIG~}%ZKWSp2koH8|;JfqVJ-km*=f5-KJ$lKi9|xwK+?`81PSw@a0PH;+AVH|2 zaY$Ry5rojx=1fvZC;BfMOlzt-_u|4b-1WR$P5M1$t}{A5abS!J%q@6UVZrBkov7#D zmTYbMmCY6~N0<&1poinl6SnhlTItjgQYLAMon9x0CT>=cSH113ID4^%?H2XFeC@+V zfw~#?rc#O9y3rqz2SbC;i4*|x00ToY9)@uo!mYRZwS2XWXs^wi>=B)zV0u3i)aurc zl?#?VhAI^=5&NyowfF|zhN0w$ZisqK)VTo)U|bBqSyA&n&ddxLf6t3TEG8y6m=A;; z{wJbOMRX$gP0;lrE`O}68)ieXK8Tbv(gW1nr3?)dC1QyHAf8+pga~z?&-B~GyKRR; zFD4?15rdWijeqdT0FfhL`QfiIEcLBdMO61kU%lJkK#+Y(qw73&Mxq8aRRA3W1_qS` zw7%D0M_ClY4RiIAAhABGX#fN0Wv|BQ3R%sQQm351yGB<5{P5EO!U4h z+95JkbF>_w!lHbIIY=(X^=~`!%41lN*Y+yFJ*jDFyycb=6g+0%d2y3Or(;f5niw+`3#je*Llv|-ZYGn zC9+CC*SzcdwUez3?a_iH%e{T;iqr7j zMzd94R?*X}hFQ-ua*BLYw1N#;Sa9%{)_q}F(rj3^Asm{Q?K7cf zt56@O@int>#F2!BaMTL|sdBPvxL#m`VK(fDN=Vsis>IK4q~HK2UN4;5xM0uCp81V* zf>y+gBZF=!;FS7n9VTLmV*!p|tGntB^HZ@MMrl2Y5lc^~W>bbov#O{f4ynH4m)cRRy7$DWc9qx=UVBCii)qHqlz<% zxd=eyf))cd9TK%5w0=Po%5cu&Tw?+XHt!X`n56D|tt;hnRw5POI`Pd7mK%59!7-rNCt&rnVZM`7i%O;_t( zy=9MmhoLSZA%O()_8mK-+FMcaj#JjsS(H3|_KXMR4cUKQ&hbm6(A}bkdej1>->(dElgEjXx|Ez_q zmRXuL|Fv;(b+SS&`=-T5RX>nHf9T~kgN}gkMOn~6$^2jd7e+jP)Nmp&c9_&Z@9zs; zWd;Je6KZtRkM%4W#T)AT_CM<>@BW}XHkod#l`F!pqU=!J;l2KgDJ5jBg=wh1=hJ3l zJme2A@@_;h1Zk*2rVE&@-jGTHm?u-eYWwboEl`J$@I#!1=y3-QR6y=sYII+nhVtPK zyIs+Zo8Zv(zbt~D`6HfWM4y7=z--afD9e`bc2*2c$w6SJw3_vbxb@3jmR>rhljR@& zoc&&+k=tdAG6Ju-9h(^7wrq9rcJbHLYJ@^hV!~x{4IWc?5)$&WsIpiSekJ3!ls1%4 zq#~A4u!X1nHg?Rm$4*gM$MRF+Dz2S$5aukyX}S9P`&Xut_kTWYs{T%a;%ekAnPt*; zqEM#{8QO<==g62)i?q?t{@)t9)wDh$Fxz(17eK@gJ#`~3{N2X+ev2D%{e(r}d@Ad< zJSlTuA`>mGnh%*{e5R2E0l!&7mBLUAzMmKz;|STi{XQZKJ9h0Nsy(E8M9wO;n&c{$ z@of~O!=DdN{1rv3LUIymN1VBNC~@@N4d6E*%8n8>kUBYqBU=#1fr21Q)?VtI@2HP6 ziko0ql_pFSO;QJ?Tr#-SI@hg8-tw5`r65zgL&`$Tf0?2d4miG?;?Tp0j_S->@Y6Q~ z`p_8k%DdGrun7r;uNwV$?`=CY`12=bhh$p*707VEfdaa|$OOXb&J76~g2VquTge$E zlB8x6&1kr+Y8n!YOpmkuDVUfJLP0YA=SukrX9;XaB&+*WQCoMa{`eoZQ)=P=O@7WM3+N<)h|D=-#~KBr2`Uc_zG=I=7>6%+g`G zX4@iapXFwKnAtv$xQp#RCEXaWCi7-~85*#H#~go+=p8Q%xyIbumzGrwD{kw(cOAo1 z$B}Gsb`a?X*s!*?hIVmbwY{w*S@MXooZNN>3ws0-P)7J@xVX88rWc;L?j@X*!%}SsL)PBfxXW`FAD+t?$En z*km4@6n8f3Lw-B;KWj6Apn%oBdBHd~z4+s^W&sgiPQo{R$DXfkYHzkk@Ew|4Nj#@+ zt#^dd+wS+brvU+<5m&CLkTBvq^PhRUD}>hdU>z^_UnC8qM4f{v^iR^lu`j`4HgYE= z%x?))GiyC@|J~m3?^d21&9AP6=a>*RwYR#fb0s@Hv{(Ae4pAC6n_Lv?oQv3siX%kX zob0I?tW+kom*-`lUt0dW`?C95p~R!~KV3BM^(PU)231}BJEpCrWzr+JD^9!a#*G{P z^nz9}f}nT6+Rpsb{{ysN9k3Z4=)s;tWq?#r@Sz2?)n;JJyhmZB+U3W~ep(6t zly?%sn~=huv=m+?T6!i0(|E4NjM~ECF`G>%pAQhX$4FMOPn>hN;&cCVy=Ea465$=0 zp`XjD9#!eL+a)nUq(;Alb80CzVwkC6$`?V=jOvdNy`?}TE-X^m{z+xuC29;ReUeX6 zO##@Wlt2xpr>8GLCxSS7mh9As?ai-GlIx~VVHRZmND=X3{M~e=PsmqI^APwny64)r zrk_>6x8$b6G?6E7Te;UNvuf>NF{$yiejBcVo&7eZcu;6WSOw z5>#XzE{j{~*t$bQLq|u5Zo1yXp__!al{nd<#39HdPl?kA+wWKO#Wt*K@mAgLYb!Vb zdL<5bV2}c;3EuhPHNXQ}M&t?z*WwQWDbRX8JU%cDO{w6A46(>MP(_DqBJ4TeJLVkB zbrq~06i&otegcF=up|n62`R#9uYh;=wrSf5BwbNg-%mr+5G^Xq%$x|90rD_@5MQ04 za$y_6qWFXUm8pdVt@M1V3ITPpTJw+n;+uYKx7#t#Ey7Jo=wgdyPjMAJNe)czOa(%RsVNl>BgZKuXKgFNT~h7mQhFSNI7)zXxIsAU<2C;Q4N6c+g_kHvz^t6$px%r>ARCR1j3qf{P)?dhMi-6sQ zpSg{s5dL9d+X&(e~;_jRXe-CzD^-f($l7c8HeZ3TZQE_zDC5Ge}{2N z#srHZL0k-cxUa7d7@d#%4ImTj1JiFO^Aq;tZ{qWUyyTDr{{`U&IQ_Remj|mP63fupAbQT>8!Qa`} zj6^Z>KdPBk`h^4AJkJ06ea$Tqu!P3<=7x-R+m>$=Y34rx^T*<`B9G;j=_LxhP8u}+ z=Ts{Ue0uGskiTCMGTFB4;0(e)Us_u~t6(zGMrd@eH=OoMtZDW;5DLb)QFPn;fPeth zkZBpQn2eTT)S9~Hu_MG}2D}EaT=skK0s;fA;TynoXv&^(S}7hcyWKv}{gEh=VdSk8 zNd{25dn_CJ(AB){j7 zn2xUQDx$@jiUye)Hg=b&bAiSI4l(!E_16yHo`IU}3b*sGOY#n!+W$jhe0OcaPV2=v z$|%LReX<3emSQ~}#@A^wrH}H^zSl8#AhoC1bEAg5DhDFc&RVuNyVm1OkE{A7?_X~+ zef`7Y3LyM=>e~;@(1!m`4(XBc3ftt|~*tj(Yojj4O5frNMn5CLjGl z@sR4s0Cjxz>ZH0-vFbjo4nOxbp0I;* z*_T++3y(4V#L(Ol;QiRLv=7F~;O45PuDO*?fbf0Ng9`N+(~wFLe4M9GPvbB5pN<01cL>YUC8R^qZK`^@ja(#cS1G>bI{AV^>nNgj=iFSLRX=6($MLrajeJ) zZ0sg^WmSmy*L3f@R$blwkkb24a@#(u!u*yB4tqAa3$mw}_Q@sWw@8rP_&;?MedgW% zhnmXvh?nhqxZj{P^|6#a_5FM#KS@qUd@_5hFhJ)?G?1Wjy#a~f?{=uPa>9`1!%FYR zk9p_#h9(_w(4bMynkPYx%+eF8Uyt512YN5_lNdb7?{*p`#+C)GnOE*WioyoS)$xdX z^`KbkaqmM#j<3v{5dwl;H`j)9qiEJrJSfLdrj$@D?V_{PMu z-K3xL9|l-@zL1DL%ct2sHnzF7%8Sa!6Vo-J0VZD^SFo7upy^J`U()Qqjy~Up|=@E`{Kt10~|H5$;jg+RjpJ7Urp5}`$Gw(EFyc6McDzC zxj{(@;@SOZkAwRVLn^!dl}kbvL$jn&c)o`JX(E|3Q!aT6R8LR5DU;r?urJ0t&ly*e(_u4ichF4wcPf_D$| z?QcAE=0FSScx!7bBtiotqdjzdY3AFeKv7iH)U+O4L~#O|F1BCNW>|rY((O1Dg%ms+ z2S?fkcIf+v3z&762;y8cC&+`&P1eSIn#EF*YM`e zuq03!_A_U4|BMh>P;&AD&Nc)93~u^^jP8|yM_No=7G%c}X*NKw1NkOSsi*EkKngYL z)6g`r_5FEy5-mc=XlZ5`0%p(hOp6jGlpVo18zTj8xP6g0MmY;RIGXet=B$_lhvBU{ z{P1Q8=GFt_9Ug8Jnf`?S18zEpc*>^;{&7$?JxoYDroVXcBF1fT7~-t!@62lAtidlL z>A}nr??3R|tDdIjh@Vza?WMJQrPoN0{xh!O#pvVm{?Xp`&<~(2G-gy1uLln>nD}j~ ztrMy?7MX)dGQP=Wrb%Wdumjs*v?HIG#v_X6DJdr`R%rOcc#WGO_~2w9aD?0)q~Uxl z{l_r}No$0MF(C^j;J6pE{@hqH1!RKU*Th7z1DdaX97QEq#0)hqyRpwQ8onudKQr1r zkS;OwcIm#v^+J7k`@+(9vlx*9N(sp$O_&G- zvAXWOM0mXKylhTW4a>1cqL;@i;pKIUjBV0Rj&>cVL4K0lJBhT^Wz7`j)aOGzi6_RK z?Do;Jfd8c&MR#ChOa5cC{sI=G!o~8{*^I}JcVeCc7l_>N*VSA{Z??)jD(-}VgfWDIl>L(+~u8XSrHseG#jy~)YR;nkWV%sfyuqmLx#-=yHiA?!_; zDxZBD83#PSK?^u?yQxRNV^x4ehSy*cDKG~voSS5B$EYEuWEe=1<4MIETde*-@B=rr zH(fyry-s=-LtV<$$0@x(sUU}N!|m}hu7L$a5yLSEv);RV_m}s~jv`{k1-EEc*}9wl z7Ec&)`UCh*!*v)~5GuLknnir7pl{X3`g&0q*O;Zez3`wA6df;{fE(Z7-n8vH>>zR` z6nTuS@#!*M8h=M6P@rQDIrwdvc7^)IpO(Ros;I)|er(O4`zOHp?@?l(OaYNH4mQpl zTXoIL;b*C-YuYi<6TGMByZ7F!nC7!+NI6Qh5um}_(D=?`-)g^J?XvGlNKD+m`7S&| z6wHqdZ0PJv>z`n%d-v{vw|<&rV)BAl=c~#12u&4#hL~&cXtVE`neW*^?M1+y#B2u2 zCJ2-%ggPvvSq5>GkN6saZ<*&Y5n#Yms6%{JO=|a`-FFPwXlQ6a!6N^!cwf&us)GkH zZ~gm#@nL3W>DWu5GIA_lxTwurwuH$fDS>BT55Ry^JrOkEgMothm`-LddNCIVa78%s zqHfC$Qc_iT_sgfkYlWe^sHJu>iWI>AgLsLN2t2jlt;tkO$BrDiOOXXnv(g=7S5y+8 z+SqXlckg*c_{>^YeDLAJudcxP9=8QFKb#z~JtN4UYOa@7TWH*>UEXlu_ud!#_9-O5 z5dQ8!&ID!Ypx*}`F<#o8Gy1{jmy=afMn+6h=lojM7e;yofqA5XGEJm1Mxh`LS{06$ z5;MQ0MuMeSF=B4FnZKFTyTu)|P6G6b7){0T9WKOPudk_jV|N$ZzgsJ_|ho6y+J^=(bMC?KjUzC947qwwdVb;uAgF^4xZRcKuY4u~z_I2@!Vj z%P-$|AD%Ecg9!8YxU`5!9j5q=qyfUQ5Yf#qlSHH1&2g8hLI5f_Z z?e&%W6JdKS7bU}fN9_}n?z*^6Q6!FE6?xwAZf zr%nNhaeD{|HoayiX$LXNUds~Gy7B>CC>km*R*il)QjtVN?1-*3{8txc+p@0$SzP#Z zHw_FhptlVq5Or`iaT%p%=Jwll7uHZ(`U9>&4IzghIigto{dNY9zgB5<6a^1_ZXipP zRE$mj!ptHux`M9%$r^LRhw#cFzyr)d6MOaOR|_O{-~W)(&%vsI%3$ZICS1;JM{32W zW!HDF0JI~Ht3@_A;>c7G#cy0I*z)kH1)@R%fFvj&-~a}WaeBm|fI(ak9^fplCM_Uc zdA<9JF(dvvnInjk;!GLdyG8I&V7=iH(k@;Q{#60t52!Q1&KN%s7IyCc;D=WpoN7!L zUhM=v!`HjUH_`6jZ3rgcuV%n3iWGHLOIFn?t0t};>IVJ<+A#uRXShulqRk{~5SKuV2cncJNE%+}5|#w0 z_8Vhi;1TQd5P?sMa4L6gy?4bN_Qn)ChFk)oQ`P_^gJVdFn16fI2T5tBu8804yMdr= zH|B2?qeXxvZ{NO+s2ye>V=M*er+Vfb_-EwFRrWCYzw=;Ke0Dq`*J)%d*nf@vPv29{ z2W8(!lJjp~P+-iDR|c|Xx=1JW_}`Kvh2FR8XkqZ~-t(H~vkU9QZUY!BZ`4xHlp7T@ z!P^z-%J1}rZA?Cq`equ(-R7%|w&<+gNa%s|XeZ&K(fB{Kdb>RB&xg`n=lQp3I{rIm z2P%)Z|12i`C`9kj|7L5VFr0S{4!(nadHW%C1ujVG6Uu5{eGR%QoXFK^v_q0PT}#`IWxnSxe>~q{x@EaX*1|{)DPg~!ZD)G`~@R|jDSPyTK>^+qD0s>XR89qMa zHq2Ae(#Ixq?k6I}gbSl<<9qaBY+QU#6uLG~ToAC*snKaX@ozfS;lrUfZd4c+i}0!a z4?ML5 z7*6w*F}ix}3mZ<1Ahj#pIuT90TUADHQgxo!da-4833Q`@l9 zyA_|rSl$+8C$8PMLC=u%&8q8{#_9v$g7+Lyl5IBSi}suoL&9rl+E$3+2C0QloQ+VF zS}G?S+jY|;uDf+jh*o584@t_yqa@=_m#DAk==>g2ecJ;pz6X>z*4DMRtInw0r`@5!&MwbMNK0^Ur& zV|-N|-giIzD>Wc)z<4sO-f;RoPrTZ|KR?@)(TmZ@SISf5#5eU(oZbCK&hR((%*vRCSs3sgx(;cEa3M4$k0suL7W@VZV; z6gG7lvK~q0Y*%aV!aE8|s_B-`_mLuk{bJKCl@++N+OP&joF|)U!{We8)t7Z zhp)!DEK6g_$YY83|90Dkn9_Ic+w>wia(f8|3KiEN86K)b&e=DPb@#*mPajA(i*m%m zP+$zc1ViDC7s0b~S}OmR1m(`HB1cu#d70`Wb;~(wYuy6jy&#eGG6`o+&w4;)eZatT(oTS>P)IKKHBPd=Yq z{I9KqUa?>)j=Xd1p9@V@t=Ip`nA`v?-w6&BoMkK`Q>h#)D24;KRNrm zLfV*{rb|QT^*_Af;KS;h`~t) z)FBd)Qsin;?;1=G5Io2`MVDjMeav0FRcWGXBF}Y^xC98c3S)nDv;UQF$)7o1J*GSgrRwoYnO8q~4y>(dEX}32@8Gtl`q#`LL-GZcm zbazNecb7;>iwH<6T>?@P0+J#vE!`aw0@7#woIU&5?>^@}UUSVjf55lzd#z8cmdwLu z<>WU$A-6WZy%t?5!F?kyUDfe5asCinv%XRne#3dBYQQm=x9H^FeX<$n=njLH5u(l} z0Ax><1&o{XkG6kHcaYkroA2-Uki;ZXEutD8o@?TZ-BJDZ1J`~VVN(!U9GFR=jE-=&RzlymuW@X1P3Im z2K}F50l>zIt_;-wPZ#^P1TyaatWJix{&gu=lBti~O+a~{?S#Seq`zX&XG>CLnSs}; zzppR%3dDsMu=0TL#tnfL%y{PI=ObtnR_S|4NLofZ;$^LOgp+yEI6}TIVj(pxpXa(X zn<`X21)uilRI3j-sG(DX=HG9pc6GEwUl1BaO&T2Fo15)P!`YL0*@*O+z-N_b9n6Qq zZWWC5B1vyVZksm;lg^oO7dAWi>EBm~S{R<&uoXAe5;PwmFlCjdfLAJRHV6&*l8D`i zV;BSZg`&f}GrON^oe>9ohxPUKh|&|0h%gR63Rv{e5STb%tH)GHQe_1$53@sGTVWXCuG-aahR_@!A z@@Hb@=*{V6FQ-xF*ySQuv zVs|hFf|3`6ae$7(@m$w_%!Aw%yp_LE5JFFI2Ex1G4Qg=2mkVZDLP-En$A?59)Nt>p zLTg^kI9O$UJBY2%@1MOFiJa)2?WdWAmd}QFUz%IZE=bQI6w+gY`dI^j*ZuP*0zthgNA^m8IX*6~V}y1EG^G@-1PI>V2arzCt|nmDL&&5IWlS|fF}@Fk-wXtI zLOTZeu(tk)h6`y5t^brGDaDDNZPKWrJ#@kk)tQ{{Ui7sY{IKi{Z3w#c0j3lILnBy5 z?TT+@BJRDeCvHg%GuD z=1n~OOsec=tGO3J)6eL!V;)9ZPb-DpUACcfHr)B6LH6u4{Mg@0P!Y38Mc^F|typyM}s! zIc_Od5s^Se#jH`Nk<$FESX|*^$RS+zK27NBL*|74LHmGfTquC8&cs4l4&yJ|13J5| z()X2-Q>N&};`q8`RgA9Mlp=gWG-Xwdg`ennTO&HLxp)*9cvrB^3hO*&4b{J|M92wL zWv)?1aCly1oAZU}olb>6#6R%7FR4wL!a=gMjIV9oD7~dC!jD_tdHruBmfg4^LiPY? z_){JLA#YM4To9R3Ss509xdA-xwF=6EI^7h&sR5DvNEZ?m1o-Y3nyNW$JyuP|c#uH_ zHqUKWzF>h&sCxtJXynmB-B_z84%7a))?D`kMSGS*#@x?#h5q&aEjv*!zTs1Lyslr| zC}4Ppkeo2_-jC0!2}{X|u^~aS9uoTc&5Q4}HZWqjW^nPl)HAo{`Qa+7SEI`#8PHQ+ zzcwo9{=EM6j?;PtL1+hYh-5{rSe$590rTgIte|&_P`9TuYn2u*hnd;P=e$+?DSSKf zj|NX|D#$@WysoL1KVl{J>hZl#snRz_ely3*s{hja$JMX_@7p^OFw1~us-do~E;F+Q z%kst;`1c7VL3Vt7rFL5!A{j)RpIHWr1xu+a&ni&_$jK;MiM<70_`CamE|8X;#iL%y z^MoRHM=YGxiPM$<6#>E28fDoX2(iV6cm;eijKDi+N3Idr;sxKp3_e` zbf+CEJM?-`vZN*@t-p~UxcIh?y=o5J_unYNXj~ONJt3neB*feLzmvGGuZS*+uL+6q zu-|nGKanGkMz{gwu4fG(=-mI8AHXXu#O#Md4nneI;E=6QG+Gd!K%$xEo9zK1 zyXUu9?vmQ`BT>0GA;Ybf(Zis!F;gabLbDu3L&H3JIo5vC#pf`m18bjCZT-wx7&;ot zU(pI8h!a?G{ZT}J$~u<=}}WsMsbvv{^4PqSjx60g9Rsv(~abC7TmI* zLJj5N)Ne>foQ$7W8fXWOwFlV3IRWsf+c3mUDi8V$*!ZAi86CC-aOeLPA;zq=+r!yU z4kQNfLik}zko|NH_5%Ryp8Wqshyi_pDgv$c3v?QG7708@r(zxT52#kZLL~@l|Q|d1Jb{#L0b+l9-FUH(}N(G`xs0*_ucA6wX+y%;@lTR z*50Ch=EwK=1#m3vnIPfLJ@fk_0nnjsPXjP50N{@P0Iv*0(}HW@z9#K;q^7GM!C`DX zce7n$QAo*&s}R<(*TQZzB)!AH3+?b&I3$x`9y(@>+$2V z!e~biL3mmMX?9RX!sgcqM**M{;|Ad>WpZ#(?aKoPiUp`&fOvrfKyLskA-$guyifrCg0m57iqVs8 zR3ztjMHfr|Bduy%LUgew7#-3e3A!V7ZetKYKwroIq2_F?jzg74+`#|Q$v#ndq4oB| z%@ldf4yEhGCMiyz+P@f(MwtVY3~vWrP#5xc^gJ@mYVywN5Gv1*f3CrUTiGiMXtWZ7Yq-X1MV6-G3o0Zauvl^RI1g0S9HA1QUw{=583Pil}TbmOtLf@jTqW}5HzaQ!v z$OV8^7yAx{D}veLuZG_NzNQixX!&Y}|8FYxE#u)$t8mU+xBQ;o6(B->tXjLv9psTk z)f?M%22ugwc7dcq(9p2ffJIU-o%uOFc`uSt-hD9_a)n@suzUtJ;-oAe?0{k&3SEs(X+XFp;NSS!w@9uf}LHYLpqKD3B4NP$*xpVT^ z9~*}Rv7aF!MYDYkQA$rV9?S_m`1Qxr3nCfPa$*{G1=dt#eRq?2B!h z9E9fszu*kKZQt735aJ#9a$%k2=jTVjCD1&>P2GN@c6x(XAH{(S^@VK$@%s+`sa3Az z4u-DDuxF_qHzB16hPPZF0-5`Zeo=d+)g(i4>7O?AhT>~2@+Sg$Qry*QkkkhpA0i(X zLhzt(ft3l7-=$K3(4goa-WKlljp3cUNJTOV9BI!pN#J6BsJgzb#;)`q$Pnqh$qrWG z|KRV~8;#;>{ywyfq;3>@&a43speI3+00ClA-L4l$zG~u$NUI%^t#D6xwDf&U2g1$^ z#WG)e|7HE`M31kl$FB@Dh~|_JKi_6_D`tPSRLLnF8zg9y2S zPVgE^GvaT5eUNl?Uv*krHyY4tvPsCFa3cLQa^0K%ZmL(3=sh(r36Ee-7Z9MjAp5Mzsx24@HzDX7SlG$^Ig}iPDKBH+6 z=YS_N>eBzeVHC(I2RN8S#7_vt{^_9s%F8%GG!Ml)NDjP35sLD5tQ|!cJ$q{uNPn2r zm^p%Ocm;CQhU64H+UEaDFTwjsPDuIWrm{NWTLWRORKFL>B3&Y|TtPP1#DvZ%BKp_| z5HhQ(WL(6c4^Uv#-g9ki>Lcji$A3(6D@YQK_o~H2-pjV>C}@w3&hUOStzJsIpL3H| zyhwP&udaH5)9aKCs7U_7;gTy3*7iyvW1qOH@)~G(Xt}Cx7~&U}Fx(5;rOn7FctjX{ z?66jss@h)q4^{(?j}i!H0T!NDWQ&4`D0jq4KUOH$dNAyXAqul*#w{J96vda>D%uiA zaBP|oIJRd=@3WA*Z1Tl~pP2oX$g%gV<|yW3W{_Xp6>rZhtvER9+9gfMJ*ouuOD{Hv zgT%FqRP5#xnt2RbK9}j{f`u^z3kT2a=g*(;3?bYO(zVmlXP}RVQWfCZ8PopS)uu3u zDhy3#b;22CO~O;JBGOj&bA0qZXImo9lNZJwIghhY&Ibe?-p#s*A&Z2BOTIV1+8!wk zq2;Sg<9ZOqubBrYz-u{jy-MsJ)?$PiA(ahw{|Du{AFek5rh@o-aMnRlva+%g4UvAi zxgogtq@<^?t1;_-?%_uNjW5{$=td#W=12UD5{8d;z5})**KUf^x*$3HJpspZl{wM~ z_0H8*?^0EK6T>!#;MX={g$=0~-)dVTrx!L4<#F#Rm8}hJeQnSg{R9s$n5vf#C68R={`B;Y-TW()hCz#Fmkrz#Kn#{zUPR=oobNaD+eDGS;5va|ba@}`R=+~Me%Wg*) z;hfo*CU7(BWdz}7vUU%t#s66w>C7LyZ7B4Cxz}VXf5lJrc%zs8;$2UlbALdg{BVfZ zHMcLb|8<{9&3KlNJn%^(ddnI zh-4XP`u?&yd=xTVrE`!{r)lw5+6Q21EwJ4HRA^LyR%mVMTf_H%4t6{elG$U7iprD` zYgn=j*EEN0@@+{L8Hv~OckUMNHWkvG9hN?8vWs_4VvNrR5k*owLef^8HxDq%E33@% zvD|Oai6H%?fgSrH$jf0_%pco?xXq%%LcMr8x=&YA&L6CXD5^3ToVmi4<9~dA=#F@H z8!yV1OmiMvh%LC*`G~RBJPd0rpa!jv8fUIEw>X<=HJ6v_QOXf6l0$U}E3te-!{FqA z+LEeN8Vwz7wq!^0dE~w|y%O2ZEwVH`3FCpFcDxWNJfaj1h+|iI0^c-LEQl@;1c3$l zyE~|XB^^sgC0@1lJpo5r)nX)gsq=CJZqcP%M`hlXIghzl{`k4;bCdW^q z^AtWt(e#dwHwL!n)#hN}(HGNB{HusM%ShW_g^AYPNRzUq(%lKgK)>s1n56VqDKMkpDdm5iutseT3DyKmEqpLmF zLn7jvR2l@@V=>->IY=d|CuKN2*PeeC?H(AZIsAg;gJ<&ha^+>6RUZmQ7Ka&OlWnUo zV~>5%_n^PxR!x98_l(l-aZfpt{J+HCF#pRd$K2qA zvS1mq#0a{a@iL1R5-oyea-NBtbFfDgG`I%J@0?AlQFbt6%)< zuZ6YF8*R*(KmI2-*zY6w!h&yH%=*idYWIgv5FdaJlHH(LXc;$Nk8zfMmq_wQC=@{i zEUl~t=OS@m=IPUlR7vHx&gg-3&c;ctBG`5z2gRajHf*!fKi|p#_9UIFRFxI*1;dwv7-!rRPC6wZ!81UF5?9I42iJ7nW|6%9777DTw=57VBMjj?x@mW9gXvee=7#g2%T zNEuo0yls#uUc4!JE1a=Gr}_5vJz5p09?tU~KN1=}z||+$-@JQm?X`5AhRNXke~xHS zOFr(&Syh3wrG+@+7UJ4*{$6`?%t`Y<$C5TJ9#59_^dqvPVKwzf&dFF1bKSwR6w`Ip zP9Ml08+q&0CJNcsi(gSUR?E^u*A~`v60SYZRL}3;VGQ2^6EqU*iVvo3L$FM#UUaex zr)}kb9j$4+3BvqEKw||J%yWpIMQqWau?DRWv<2zHzI9+#rjG1L7}94#IRVq5oqd#3<9Mhv8&muf#I6z_1Lc zJM0kKnGz^SSp&TIfCgdXJXs&AO4fN?a5kKz-f1a*X)9aGXjUe4MBvlzXYW(c;YBHM zE@?2%BHXO^0(5!Moy;g;zu2sW1IIlo={=TE_V_4M>Z)EDlUIcr)cpk6g>l!Q^0_i( zPg45+9)RSz#Q69DM05wtl7qT4q$y>-UO1cP@x6)zG#eGT`FVZJPZg2}w*V5I^dsVm zf(n%dk2sESx%xDf5p(s^;2mCSBSKcssW|H<&|S zKhKI)luoY@X_=M4yH6t_E*HvK_3-Ur$hzXGtWUA)oy(eH z$M~Q+zX$C(+@e#^lxoZSgKFDurmbwvt#2xYy@llkaqT)<Em8Lt~SKsP6)Pq@F#tmZ$;bEM%xvz_7Ux& z)g=$!(?;w17SKbXxG#9y12JR|5eNp7Jpew?sR$+aPR>Doj|k)#(KK}BF#Ew^vD15p z=q0)j6SHGn(-gX$0P-WDXHnZNad!!EeF=G`lYbnK&(&x!V=Jo1KJ5CIe$1Xv5*qSH zG$)eY|K&;g9rB6jR$@y=3~fEi(2mk$jrQBuZ*)}Qhe+NCZeLr9zg{J)o)lB=c+dGs z60DPFMWu~a@ZbA_;>`^U2c-0HORmJJfI zjzTiemr#9!sgx6Fu?~u5?YZ!ZR(@8kIy-%$6ZS8Tu*AO$#0F*_bM(9+aFBF3C z7HF+=<&yC4-W37$9sr(*POjwCEyQ_cCeoOyzC^}2?CbS>WU`dnUueI7s#-)5rJsLz zu@(V6?3)@wv7cR;%+bB{KbBeapSiHSQ>1TX9gY+iKmVZe?Leg2O{UeSh=cSu zGj^zwgsQR;$C}(Xo4~@+V)Tkok;7%=1=G0(SU3Ru)@$?`w>kyB6STB*Z<+-8_}<~F zsO*28R|6mqkYt5CP|O09u!e}%98l(^S_0?^!C8Zrmh4^t?@q69Z~CXUsYvQ*y9d#) z@?3Om<&!#4)Dn5`k2Lt-<2lg(_tE@+fX?F;tG;zaJxOhx6?&VSx1Hzc{FHVN&J{oD zBOXXircqjbIBrW^(4FBbxf+WTZ9~d?3fE_#x)AW#H3F3=F5Da0w>WM7XgB+5) z6+a;=iMD8725Z7=?)wVo9qD&BhpLRQ>1R5fSbUZCB%iUr2Nnnvp9CT(O{|Cu+(lgA zr+Rhe>!`+fM4{cUCxhPq^H3gH4d;W90meYqz~g~gnnACDwrBv(7LY!`w_~3UR>MXI z&*M4dYJ;ihLmomIi%7GkqM@S;!BtUHGp+T3jRBfuvI!ki#GmXF6Y%#_1;L<8-%UQ? zbDqyWA)O6x#pKvf-#15J9#iC5H{a^numh7H5MV!jVrB9)2&YY?3vGZxJ6wtF&yrK; zRa`H^==E&Ql+zH2`2K_uiP{tjv zB5XXyuiay_`j(4Et%Z7H1B0@oO-1un_Fl+qr4o+R*HUgTHER~-jK7c5|2H>$@aTNR zz_g!R``=+mtb|@nX$h%yzxiDhlqGpxCuDgvpL0C#AtuS)P6*MW6&4bjN+0SSbuD0D z3G7nSZNkBqlw(CZ#b`Ko_{hGuiC?8$tBxEFD5SUaG*gR@QRv{Ap9M^&Zi=$ zBqh7!9rWcxl=#0KumuxirOq}KK8W04a72Mi1q`*eFpII%R>uqUI|!N&#On~tjVlJw z)Hm}AkaE{s4$+-PJwpj-a`MbjdhR!*rH@cFl$%8$z6->>ucD$NCPv1O30%Q+;V@`* ze-eC_#ij9W)d`!@>S^ty3rib2)KBGd?(23{S?PNUi}0lqjH~Fr(^R$5+-|IPs0I27 z23er)nrrJbjbXH8?-lb6KCjYHPd-Vc|DvGf_eHAc&8kJb#W?BwkedQYo4Vd3_V5 zsh}5XZabkusQkbxQYT)RL99EGJ!5KT+GgJ?pb(}LmfcPv_YeUv-jyCjz`M~NMiFVn|Ac15`nEvT;HAmaJdKUtRwY~z6WxayJ#0B5uQTl{r-zIut(J4r zX38q(?FDV#{Z0*ockLkiU?j_n<4V0NdwFRBB=0mtM@Mc)HJc z?N3Onx;CbIHtHw8T|supp7@Yg%KOTt;BONL**RzF6RsUeEvXg#R|@%3BMo$$t^zl( z`Ef9tQk`xKD)LT_(N6Z1un0mrFHJwHt3-%CC-P*eX|hCt zar6V1qi&TIJUF-nLAQ^crU+&b+(Cf)L3G416rl`+z_P%l!SK(gDE5w~C}xA5&UU1g zj3xJ8ajdt+q8}x8zT-(PB{8u^^NDTkEk+iU%ZXx}38+S{b>*$wkSqI0@!`Mm(V&aT zTd&J%ri*vD`T1%Ce>FbBBsIHwu;p-=dGcWaAz&`Mpuu*YdxJ73u4Gr5SkB!4LE~CS z)tk0zWlf?{^V!|_>A|I@Gw_k^NIww=BpZ>l0Z|}UKzsb2vjX??1sGP>{8nJsM5H3X zpvpb4pF(~qA~OoIlR!A*e(61qf)~M*-`5DK&MoFo36k~bDtsRvkEX?xaia)#B&}$? z_cJU>;ZyQlADvz+ zU9KN7jRr0XvDSfFuT~G?+Urf_AEKSz92LGb({OOoOm;7+2`*@Mn`%)Qdw9Lho40OB zu0T}~H=~%9({jWnKpH<~aE*e?Nbrfr<7sgPgEznC7;>7VYsN={pJKe|Z_eq#@TK5n zST>WShvXZZjC`4fH=E04*OdXggiX;0EWO|%9~*=b_WRPzyBGfQHA20go00N&Jc7GRP10>}T^V=%fU5(u&@tR2(D4moO~Xw?#2$dK6MXe- zi7qEcMAdHFO=5HBL*S=|BKC~T>3C8BUA_s|hss(DGq0t4w zmoxf-1%uof^84p@*XTZdqqLo=@Me(l!1*5yFT?NHWQl~6n&!FJ%z1{r-54N$+?C(6&-Omw1@--$xU$kcBj;eq1gz(p zb+5=8V5-<|id5#MGZYd`u0z$IkyIH{aoQ<4IH(Aw^YN97i}2o7qCiJb7vLtZ0p%(D0~u3C@Gb$N-T(djy`b#eTsM$w zS62Q8y^o7AV{_}8Niq{IL6@mg(W`;)x21)Y{+_S%Kj$ktyy0WcUKli{cB|9{)i9t; z>`uGsk2{Bq@B5;qN_%)vIKA!U((CQcrpD)+(x#VjSn3K5eyT6C$L;thM=fd#b1WTA5aJbjDqkYhHS;7v?^3mQEkut7(0UEx5(bh1Jvg*Nj$= zlE{;jIS~cF2a2Q1Q%jZDi?H8;g*Q5C7!`5;wZ~L-9-y9q{BwaxQO48eBkt@3%S>hg z^C(97%LU!DogXYwGg7u_=20{6gnXt;j<<|z*Sqza1KtD*o+{R6|Gh-Xfky_Nh+7Q%?H}gEA{~3YWo>F?4xvLdt zusIPox-TV0f)!;zD0DY@@WE0<+cV*Ul6XkTC&L^{x;>Cl%1kx#L0x_JOJTu-Dv{Wp z_31eoQ0Qr^SV_xP?|yE$nFwO$^%K*HpD`6~C3OcKPWE}&^{6o{Y~iIAp`6tNQcsI^ zzS!{+zW$@(=Fzy<#AYEM{b9@B5fb_}($S0l?q~YjW^czZ7X80_{wY9 z?n~)wD7l^qJ(OM<4Qy_e|6yS1Bu#RHt^bYfz^+8$#jd+56No;h9{86OKn&_ZW{>4+ zm9TH8@9|XoVt}Oy+%b_!G}9P8>;*6w1vY2#%H73-2t@n5 zfBgN2>&lJ@Ig) zQY31as-7ifiLU!JWzGFLx+J$JUt_P0!&oA9^}AYpNGW!o4Q!G^o0jRpRG?druMwXX_PJ1o7`z?a>TWr=Ma8U;WHq<2>87AA= zi}{0r)$O8R*5(cBP3DD|TDb?k6zVjrr5w25?=N_Zr2Sq)GuEn1E82belHyX}YDHJ^ z5cLlhPRHv=s{yBXp%Dgl6ZTQ&4RO5B>h$R4Wic(sW%LtPqsv^Gxw$^N!>yO|rhC~+ zEG7KoVcprMHP*nNFF({_GGP9?F3D@ZM#3xhitWCzWl#O9(2l8zbIp5^ zbkDm*NL9=vIsLl2&KC0@T-nnmZQ{%y47{mdi&MraN59CJafX<(MzmUwW+=KG8xQE; zT}G4HWc|S0sO#aTIZ!(tem?2yFD$RA+lLeV;fk0(+byN8WPkLehb5x0oVE7h^3L;x z%%?ZsirTYv1!pL~#8yr&#Gedg;O_@j9`u*2ilOf<;ahw2uD2?$(*O6gQ%#S)eOuq_ z2y<094;se@L7(C!wS^pC(Fi29FIJq~SN4cJ+c+W>@T)&etyiD0a&J$ds( zH-$)vaE5nJMEJLw$P1CZ0l{2%_Pn)axi7(ww0}9&9{bxXKlqL>-AdzFT)8hBCu%Xw z_#m*ksyIwm3c{Sp#=VHIBsSEt0SK=wvn^v{I*xS zoB#d7%`82~NBT>{IsCyE?nG&m`YC5$L)1^xj1zLOW%GI`YBzR{;>#MODm}dl+3u&O zQ;vT2?&trSs3-8Q)-3G)*FAS6!Eej*dNu*Cm~NRn^SAtXj&0aRATwgwu;f`iCtLUm~xcC`*Yy|4h=t#~Irici~(kJMj`3abD z2sB#jb#3-*W{qPt$wa5M_k>aTVv2_wxP8_g_O_|v-t1i#AWA7_s3RCGH+f!USC@=0 z*-U|*xH@qu&qC>+lfnM&r_kk#hl-kJ`X4(R4dQ&o)4f&IldTnttJ%0@2`O9gUP;cg zx4dR>cegPw7EBR-Gg(LANEkCsEUQ3WC zeP8*cPCK4lc)!bZUvBfgS$pkc{Fb5;gvzq|C=zt8-a=H8J{^z_MV8 zwAjtC%`+}d=7#c9{VavWo=ZT#g$$$2c~>24>*s!$<2@^gd`9hq!PS@Ael*42V8DCh zusmb~?d8@Xf4&Gj>DwXu%6hAZFG^0CO|)7cT5Jej&Uqu(TRG1Thry8{=8X+P(QRDiaeK^@}r^ zx^Q*gVzTDGjMn6ivF#UnJh7YX>#pJFJrk*$+~d4fPWD|D_N0fT?jom<%OS4o9_9Po zL+v=@u+dbl^y7n5=O@icwj=H(H5&z7fwF!upwu(e-|nPssV!h}ZO7Y2Smb0c4E^H$ zmuidc3*T8@HPW*8DR#Jk>7K7x8cQ&mcU+wu8P^RY!PT{nxN1dwwDUfY^o;FlFbdV~;Q|ux4a0q-UuH$w~X6Ig*HA|Rv zaUlakgU=6C#8ag1?9$eiVm4n>HCCVeNa!>Loz)K9lQvbc2e z>qJY-EZk{HMDJWaU?QE)A6iR;F`X^1_>{GnGhWH$9XgCpTw+ihW9KiV082iWsjIJC z#9h_imsm`OQRzdAgxNHKTpfaO=j?Ua)`M%FPH0%&s-@?n?_FvY$kUjktg{LjGYFb+ zqTu^356;X@nBwy>cB!U<-7KVP+s?v^A@Fi0z3NTP+qt%*%TZAeqx+t5jbR{Lp>I$J&Q-Hp(8A+C=zi5YjeyOO_X5=y!shIcLe zM&03SuiWoS`Re0z)r3?0J{f<^g75-ctweedChT?wc351L39WvA_;#QU^F`W}SK#Z_ z8OE<}V#z;4$Y>7bY5}u?Z1FP~dNBoIGb6tNq_ml+3~RM?xaGBLSyDGKF%#{{`d=k~ z<+i=$8qrP@ZAcPM9_&q7s5sgxq$wSxu#UIZ(cX%>&-}TZrXQYT`9dlaw(^q2cg(5% zz8E^o=kEx*hw;S<7%^^!F3NF>N_Y3k#0cFTvX+=0Gtn?l?HAm4-fKrqm~NrivCUwp z_cm|l#F4*}A)kJOi$9fV(jQZudghawTb^HF=_V)s5amOb9Z_gr0mE=nJcI5T(O5z; zS)J^e1kwsq6>7=y=%wMm59p))hmivM{@!fGM{yb~7%}YhO&>~%Ydk|ZHntzqg=NJN z-1QW0{KY9GlRpBI?cynFGKg?x*(5V$u|C7_nqwEcsmP3}AQwklg`;3c5Bwte&`WH= ztAKVQSjL6*%#}tNpYD|Z)H8nW;(CNt+*>xf;Ty|GC6O>imD@qUj)Psq`)7=)u+Yws z&8o`GpCap)7Xn6~@(wTP#w_s@JlvV7D(IJk@|x{YEHQcd(cn3exMAt_Y1$JfS zm&5DxCn#T419&6a3*7}`IyjTq%1dUQMn*;vOC{F6Q@U2}K%tF)gth&=oOkNv3CGX}N&vY_vw#D^yKijP_ZWAECQyj*wN!2~`KN(Wh zr(7(vBaTXVDKyIaDMPi?4rPlxCb@lH(%qYDFScxcoAPtArym$An+)fiqLq2Z|t|XDHD4?~x`V(!>Y|Z}ruxFMi5ju~jU#EQocO3#| zW8YM(F=D|C*ee_y97SpAPpM@1_#6;JmU$nCyW+8GX-l7Bl|Euwq&UzE`^c@U`k=qR z{DS4u7t?<2n~A@jm-Q7}#Tk<0?3FeUTvSy=;E4k7o8rpPi1{2Oq;beS>mL3 zPt-8*JgQjzB7efeTy=v=f{bjhCy+Wem_h7mUwiKH!IUd8u44Ilt zx34AXIo^y@?1>Hv!c~b9UL^vw;(9wBT|3u9qHp^5Z0Ng3vGjv|7B;pCs!&}L}%pDQsD)>cEsf3wvj zvrgE&mL}q%H2I%rk7kSB5E}|8xwvVLAF8e>OdANbL-&z(u{CZ^ao6%-D|E2!tL{BW zCHm4ZyOijsDut>^gKj&X8*DXH;qL}DrI7**9PvpnQG^zIulT=GmhqUq_JHdE?+$ei@!q&U7;0Ox+tZXmT+ z&y3G}geD{B6?P>gt*fQ624?Er@tFLXM7w?_FHp=?Ca)y-G$gTD5DyVTg*HP3pyv1B zR>zE9t!I`6Ls`kZF1Po?kb3B?Zfp%_>&8bhfvo19*sC-$3!AEs2UBWyjC86o{{koC zS1M4&UOd&moU~2#a+_h*woy<^6h%k<#$!F3cxqv&AE%({<7hZD|DK7XpSRLWywz(m z-XpM)=UBsbr}$-@E;1J*o6tK~-*>?XA4>UO)B+?vL~Vv7?6%5TJ@Q zSQs&|bRPWtBeAn6J?A^ugd8jenOTryT@Ii==na!CV6>$gBd~JM`SGUm3N(#xluTeX zz(-~ z7)27;`1#|9`pBPF%Vmnw)sC_S(`NF< z*3;8S%&$BA#KXf)e}&^nc$;`iDLwzgA0%SJnS+d*T?D?27$~RW8sny++Qvug=?1yp z0@LfXG8Tr61!@(S>bmnEr@~b3Y7WY0k@q&o{C^C)n{yHF zDq`Vd$Xgn|bz4xbF72_#E~z_@zkRJ|IZe~2;Vg@n)^r>X-mWJhn_oGzRpCX1IO3KJu+A*C}hw4|%mmYM&rJCR5fQykrT5jJbnW3rh(I-yf7tSVpM8V%=M9Az)x6`nhkzhzqce(+s#|E0$P|5!HNDfW2Y$5N4J zz6Xwdwhwcq&4O_}Q$s)V2iWpV`O!iV^X$Vcep$5y7tiB>l^mljCYdkzn88gUZyuHUc$JI z`_fkye!~$`vD^Le=aTz|WkHXvUZJ$~I#n7y<)hE-6E!}zSwL6BgxjU;YKfYb&6H&G z>!r0vGtt|y2u=fqZ$@~TdJBnC;s%UemO7f>#DpW2_fo$~OEPpU-$fI}y0G}1?rwWA zf%$kaJfERw=Opp4>dDGc1A3bldvF2UXNvw~`-Vq5domJ{4nu;5`986-V#B`#&cEZt zH2ywIzZL4IYv|84Q%3wgQ}^w>ZwG~YwgI6ep6F{y6OX4RlzDF-6aG=cZF|Po-eob* z>;8Z|X7uKlRlb-w+byS<9esz8qJ*Lcj;HATQN#!N7`G-CT?IYSkRFqfkp$9`?)Kar zSGHTf7sv1M{}A;RKyh}#vWo?R6Wm>b1PHE+ySo!01a}sfgy0TAf(H-o?(XjH?(Xou z{P*5^Ra7Ab6zt4*&P-2F_r&)pnc527mE|Ja1Je{wwUMFsxio!iqbI(iff{w)_hD^& zFzN9bZG^(Cp!Q2N9}2qecdKrdi#vs|mxgjbbKp4jS~tEm=$2EbVyfa|u9_HdeC+m*FCT`53kC#M#u|k0I4hL3RcUNhAm^Qy{hdF}}EN;wYdHXf1&=15cAt}4o>H01CL;Ycr$ z!A`!hYm&zINl#U0uF>F)0MwUsk2`#_Ui8$=YDipOI@;47ylaExDzhW+-^Xp0xQ&Rc zeCt#p^qiWS8wSINK|m+p8_+hz)nsWPi*QdzqTue~$*1!cW!&zf%k{$Xaf<5@tAQIibYgLNyT+{|lVw84&*+TdaUcpvlFgS#w<; zA%K_m>xuEu^?~LcOqFB``21oUj}s)c`-hn)_@2AU(_jH|m#@%tKz@)>ax|u^+2(at z*47%#XIVm58BO)2>&J7~$mQqhAzs?u8~Xz`{1$w&-*J^%+wS3H>LWua-exR$y;|Je zK`rrE>2bBIl?N(Ac|+{PRyg&lCWF`c(3bTYF1NXHQ+SSxdZK4(axPQT#4d|0;n(sc z%IwZq57@5<6Q(GJ>~_s+q4UrnJWXo{l;)x78oJ@3SleCx$N{cbOYfJ8FAhV;@w8#J z(PzS&Jgo{d&8aqr&<%S<478^kceQW#hm9P2E`~QYkfRIHw)l~j!QIvFC7k7*3Npvv zdV{e9rx9GM^?)0}(8cy3<$_xBtW)bZP=-XPLDE|GoAh5S=DHBg+YhpA;S0*zYc}JOBPG5Y*vqyey|kr4$Yk zjYZW^9?wj#0D~B1;Vy}Vyza~-LmEvbSr&SjM;b=il*9c>1B~5cBynWfx1e3KE5ygx zpTUaVJoVmv`g26hyGsnoymy{mH-w*7|J=8&-1!Kj7OW2nw}u|eb-syis{y-U`spQ9A z%u9Pv`yhH2-u9TdaA$yHGGT0>$y8~MgeOdYMDQ|2xq1OZjUR$1oUGVHC%E5v#g-ld zQ=0u$l+Np6duDa(ZKuVlzX+MB!-6m+*$!0>nFw#QG{p6sua+DABvS)R`bq~csoiJV z^i?IpH{ayzSKkiZ<>uAP9ga-$oUt_-#y&dC)SPRvQ}kxh{RsNj+hriBJ{TSLRZ)cu zPo6kX{0Nyi#$2kFH7M3oM1vvK@egQ*>4{|^P9G;9D=tq^0-k+HgDp@ZueIbV)UKO& zdtoDWs&$|vcrAco`ZVTF^lC~7OMRrJ>a6XUz=Qc>)az&KHreK{^Kjz(gACv1ja@Lt zE-&bN>)UX|+RISs+oN3fS)pymzkpbe5Dlwn(;G6W*9mP40Z09XIJD{#qK+9BCI5Q% zVBB1kK8A5{8fNWDBqYhV_64iPftYo zT-UX|*sv-lU`xxk{;N~3LJ2YLg5kmQcg-KpMnIt0nF9~52OG)U3^RO9>@e_H&j&g~ zcgHxg5M$zeZ4hYB<$lFhPyL0X>sW22j)DPEb*0jILT0dzQvW!Nq50c#OXwpf=zE^Y z$nKdy?bc}tP@~p_X&B=ea!yl2TXTmrca9iO1e<&zG_lm+U_i(f{?qAPEi7G4ks~tG z%x@Uq2<@b;H>H%kWU>+Mx`~bs`#lS&H33P*X_j18XpmBDRy718BfGj2Q}gfPoc?(I zfuqSAyb2dOdDcGBykN^#Qj$J1J0PlF{X+o+(jV&`spGHQN2)>fNxC!zy13IsZpT&{p#G9o z4!k3MyYHJ01N3f7n@)9#CB4iP9S-o9aQ_7;+{ht0A_c{wPd#8x3bz_|P$!*;S}IFR zGkJ+4;S;(&Ql&QAuphD}H-nI#uZTNpSZcKhlIqH5h_Z~;;bZ^Yv+7d z_j=<3m3%;)mYuY-@_tM)W-5t$MV4D7O#Z%)CM5#}SCm@?);MqGQ25Iy%D5S0nXKA} zxNikT6phNKaEu6Cr`tSDP4Q(!ow3NEIDg2B!NVofA_fVySl{5+2~=#E>2_TO>&h?xytAZh>ZVO2w7hiGcf&wf@AWA-}_n>&M-E=G=qW@O4*;Q z?>JWv`>8wVIZj5Ap2J@yC`)YqETktZeojYQHoviiG=E;JUy?-!qU+l{978m!lYg@t z7?H?f-HZ%s4|*<*xzqdEq$k?6lI>|SaZN1xUjSWob#*tv;>yl|$3++tazs?D_kcN4FVaXn>QYUuU<&^Ob{+{Lvu@ z1XNMR^nVJ&?$roDEPcjo26vH7uP@bvq?62G;FTs!;as_`(|5JIQ9xE}`kqV0EM7|j zBKXb%694qVT**Y6TbR)NeUAg{JC!3Gc_2nyzbxO7IqTp?^&l5VY@&?*X#=D3)R*gT zA{D8u9GJzQdg1hbE*K*_UggDaeZc5h&G&xbNLw_a)b!_J~`R&@Z`JXen$(#W&)R3uJe^AhHnjrnK1^v zbR6%A6aR6PrIcUR;4 z$akIt^I}-tz^X?(0#Nx0?g1%)1QC^hTV4NAHGypyLl|pfn-Q72D_JAmM#r5K(5`FV zo9}p_Y}yTSX_8#s;*ad+D-vwLGIdjw+uj?|fsI}amu7?l#htp{(hS=3i;2uE8u~86 zLxC#nzhBK~uRdr|VWGJ5M6qQ-@HMS7IV5D3)&&}AncE!mfK+&8X`=p)kyBWsXmJYk z_mp%xj%S)sP7T1HU1X)f&RHeDg7HbMf}^Wb%}l$*UgO&cld`XhIWoNo) z!+_4^QA3nJomLb!1}pARC?BH)yc550g*q$s6s);DLYpq(K?4a{gs0egThI9#?h*L3 zEt(di;=+u-Yv%@8h%{Up#n|wCRId>l9JvtH!UK)~GP=Mo{^$|G#^GpBm+A#W0*TZF z?=v6pMNH4-N!|~K_n^Tr4{Qf)`aAS!qYyH4lrFQ}36h--av)-l`Vzb&7VI3Tpw5l#zs?sp7)h@pKm+l&u_=;t4J z%pNsy{$0|bIg@O6knbaq?@PXw6+{Ce$VD{u~laaZ$QpFF#* z_JF@)iR5Ms>G?t}BFUxE&mZ|IDFJf}x5WfLmWE9l)+(_?nIMHOeih6y?0yp9-u5}k z3jn4n%)1@VnL>~5#Oae~nptLe*04tpZS$E2mN0MfgXcmxIWxB%6eHF+J9QF(GN52l zl2K9=kXA>~- zu-nX|ziG*+l7x2HC6+R5D;#;e|XB)i>?lc(a2>#WBZ({JVLhx%Q^#?GBT(Hk?~`6%K% z?Zqz$lz~7jv9r}>(~z<`h~2nrNniY7&fG^r-Z&KE2;I_mAhBlDxtNtJ(SN7M6Afw~ zN|6lEzRSmM{{$2k3lzN(h0y`Ep3p4t%YowC^B(x0Q{;rX{O;9!r)v>96_2%_R!X%)pFiSC^hU3X0m+jb=@>Xkp)MMTO zRgFsrvNyM?*R&zyK09jcV+QW&0_VDxY$t{bh<`exf19`2&d8At)SXb4%>eg+97 z>i9;UV)vgT!eX4lHvvejUTTcR;Qas;>n*EK3%I2J|d(2|r8IHq>|CNR;H3Wk07UiQ6s z_s=j?(vFt0B)Zz1w@z2D>`1<^mdtR1*gWgO!rS3}imy}TDf6ZNhYG2G$!Gy2qb>hY zHXsd`$@{Vdtk$fdRCyXQ4O|V$=V3O4xqpkj?qXT4c9cB|m`i#b1u{sk4RIl#2!73( z#AnWZpLmojYOB8E%ep93^qUbyjVw)ucqC=T7c=dht;d1RqE_3+<|7I&45%An zuL=b?(}r8_DxJ)6Nw0I6Y>Ws!tCZq4UaB%)j;AtSuK~4bU%>k{A~G^GYkpzDeG6!e z?YmH}uCCUece%nCQ;`QgJbzhwy?$L=^^)15>=jY`RPjot2a8hGqfW8g6A@=v44m(i=t6h&GXlagt;{8t6YZ zx)UxFW{LW@*ruYA#tE>jHzA;NAFjRR_ns$HeCZjh4|?qD5x#0O0&CLPvWJJ1tL|~% z>?MdV8UO*jq8(9#hi&B{IAtuiz-RsN(Dh!rnyo@}Jo)dtr5P2;*oSz8IvRk_o)2K9Itr1nKlvmM3I|v{OE4SHbE!86C z{*E3>&~T7h+=(Gp#(Gwj6mc>+ow$oqM%zM`Exc|twW?krWM>)@-;OgS@z0sIVF2Ee z#~R)R`~5qd#!nwI^?@vMqP?BRZLZ)#>LH=M1)RlvPpoKFQP5COymuH30S6bL@6(S9 zIXDTHb!3GE&smlx+cUP*w-ivQ5>gI7nLnR3`KtUvXy{+C497u{JHGB(pL#TN7D z;!x0SO@~{04F--7du9p5eSLaQ} zjLDou?maT<9|B+3-o&8)59#h799t2m=g1y=$y?ls{RroO+i!p7ik-b_szn&~PWxaj zslOGbzb@V%NVrXpF2Gh#5kl$KNQy)rSWm@X_o=9d}|EHrC*#I%*E~u0qqv zAY;H*0PAnlM`z7fqo#@a8pFR#6$+N^ytvzgV6<-^w-8ZEI8=ZKo>PecGnW;NkA<1O3Ump|8$~V_MF(upykPka-mHosZ@P**pB% zcVg)|BUV#46Df_8a6;lR=}Bp0OSND=aJ@d3W6e>h**0lg_~Wjo*JDuZ$iiI#pOgj| z7?G$IgQT~OZFlfoqb(-Tgq0vx89*?5U)io#2o-s|6<>HLLenpP-iq4sp*Ek8xZ6z- zfixU(?{TM)-Yg|lM{hsfxC-F zz@L*-I~;$kAfEFUN3Syr`Rt#`@lVp{bvvJ5%~Y3}Xx{q(S&4CX;8Jp16hPqmZ17t3 zk`YO-?|+iC*|7VV#!cwm7o{y!353y!SjbHuIz<$X?TGrkRfw)uh>lY7d0|Rc-cPFZ z@mn1*iqZ0I>|=>TVN`T8)QD#t7F(P!NQ!AZO!ns0(r`n5`PzFhaJ)R}pBX6X>2 zcw93L)eu{yjJ=2rJ!Hr=%U{0T=sk=a>(&6xNi>+>4r#HZ^ha9y0F>w&zTgqr|9~p0 zx1TL^p6n$skRG8|StaZ^OPBo^W*qFyAp&cc{N%;{a;*@ z?%U4xTG^Ea2QjYIS>Wa)KJ(j_hr+Y=mvfSRhBaePOY{XiM((41UGBnwTcC#2OE+Ad zwqv})_azC=sbv@NC*?I!zw6CvsZEL{dDJ3N(=sVzNUFLIB zR8mp`7!K4ZxH<|o>V;WOt2;R9B*^csUi=JiCI9FRH(I{98j*ivyA5Nom&qm2hspV5(ij}3#(}$h1tjv|xGx@d?^E}P&8Dqf@EG4{}+H;+p%yaC_icJiBB{Reh zV-0<`LBy&R=D)u}07xEySu_ZhlgZ7!nPfGY)Qn)?~tQmq*={AzTU%Hecvezx$Mh2dMoHmP;XKCei@!rOSA zY&<_tUn5g|LwwIsruC^p3*N;jAN;BVk=v5{{R(3fBY6X+okMPeKCcLM*?*y9;sz(! z@yUHsb-IjwYOk%gl`e>AJe|5;$>*|e_Mgljz$c$@KJC*jd;Xf&_AQ^T%hTQ-9aQeP zGssX{PvL_hj1FpVZx;g4$b?<2*2P>kkrI{&{wW2`xeZtOqffye#MW1i-gh3r1nxq! zUPa&cG503lkRFkBZoIVN?vA%6}sg3BQ>n4V#!qoN#fEplU{3nC4+1;q$2o(Buzk5*RGa9<3fgOV#a7?sm}H!q zYE3vw?4paAL#j3I2FBjQ`^|QZX5OWBoi$0`^;W6wH!2nxx*7qadS8ycS|p55zZ7Xd zabfrYcrZWiwIT{FNu<7`X6ZU^oDpM z1Yv*;hyo!lV_ z3qe=F{oBS}^(5YA^R;L1lwR^ZFik(J-$GR$E)7i#1awbV0dWe_`*wKq#*f1>ob1HY;3E8F3Q`P1fiSX^ zlUAz2&5r(KYh9OH*odmfJr%EqC6IRZBC|{6$oCiari$jD5CPjaO5w z@^nF5+D)eOwa^y`+$ij|jn7RfuroT+#a9ihEafPJIgdRjT4B2wTkEAk8y=CPC4Nqz ze|-2eCvfRQlcCUz1gs5l7ub`o;JV0%`6=0&+3y+O34EQ27T+XAjbRyJv0d=+ zsKR6rpNC66V9tV`iofM`g;iuq*aXal03yYL+hB2?wYi<$z1I_U#vaUS!%NxHUGwLr zy9g?P!Inr~a1Kln<8nk4Ql^J;70OPuiZJII0$qA3^un1 zvBrK29~peqn5~pss!*`7rPU%|1!s04R;v*^pEz`D16lYHMjBXMs+kkC}a zX=;;U51zUgO3vGqD+zd=Z8>(7xS#Q_&nVAFl3@vp6zu;dv4cK?16T zN#C!yh19OaLQNGQOWQp-DrUzxx8hvYwHl~gyxfMLYDZQ4(P-`t$?=l{G~^QX2WiYX zFX}T*Nn^a_FF~3%&!-s{CYT_hw&&}Jx@XATO2%e$q+dqTlXYxaL%fbYUdi$EIm!vH zH|J1U-m1@}JDt4Gj&Zb%$Y&Yq_xzc`Ds$y=rsBq7z)%z+zJtr1iiIs9v8e6~Ontww zTF*lTRoQ4|h3jQR-#e0*fxNIc6urkM=yW}xuWed;IR%uj0oMn!$r}_xPOk%5!^h=4 zLCxVVYBlFzi2HWP z7}p)7_FE!dyh@Jfi;u3=%i)!M06{Ju7H#t{$zFr|mZyC|Q~fZD6S&=)J>b}*dFQYp zQ)7CylQ5DPCNd29I(PiUJa+Ps7-uU0WXQ*>gjzG0l7cIw%uVgkp%%Jvuu+PUXxL)Y~?S+BXk$5G`xEmWeec-7V*Pa`kuKReXle06}EF{Ld zor=m!lMRKt=Mb2t3JT`#GRB&6e9cE^PwN@I8WlaGlaHWNkj0G^bJ3Z|Fh!7ZoU$X_ zfH6>)jVf$79$j=B+t@X8Udd-$i2%l2P)}~luByKk^Jm$l;7(?3Tn%bAme7iH6JbEH zDpF+J6OOO6?*lB~?Cc`NDe*?eb=YiJrjk8$?D8PrbTlQcMsjM?XJ^Q{mGeX_6H6o< zMAoylJ=6yD9o6TKcjWR0wTU8?rEosW@WW13f10~VwcY2@pQ}n&Bdp^0cT(UBa%qS> zb|zWC|4ndk->*4U*p@x^Mq|?*A=jw=#pOATPq6Wz2~8G>Azn{!}jS*GxlsXjv{r?bHWibaDUX6#&cwK0pqhuAOXtD<+QT}b>gO0pUnIV6UM zd@kIE0ktd)YBWFpHcDCPq$PT*4{{)ZK>T2E_0>FsZ|FPz(I3PC0<}Q##+LCg%uv=G zYw1>3S7+$D0-<6B(}Je1Dr(_ z?e*(=@wJDQIXnjqmnp=gk6uteHbvM!R4M|{spxG;`)~y?_!<|)sMHk}L3D-{{W)a< z)r8$)4@(`}O!5Jsiims^4@W}u!uyK8P>=;qye7mB(+IsI>iyDz&4@1CZ;RcT>E`=s zIKK+vvy_8D-)+Y8Q*X-Kp98&=+jm2~LlFI=_qjTYQ(9CQWt9A2OqUUVeJ7(iWB|!& zGBep&@3nj5Q61M@vA|7tc$$JIY2=ZOqA!s}rKi^JSK$fkVx{*j+{c!Qb2E+$6Q_h& zG4H?LyE>=k=cX_GlKSFd?PK3$Wq$V@lP2xn@VTI^>MVDRo-xC=x52FLWq*sX^~N_j zk^=-X6@A)WdTqTj(|xJkxEE+Z`qljH*D_GRAAY{Jwr)D-6*1L1*X$ZwX1>gv4DE1} zes(F!YEYl6orGA=gE{_M9u^pSlE|o3H5uxu7}thA{`7jM48ecsV=gHJFW$tI0buQS zysL0hX8_1lL}7j&8U{u?W}U_r{vx^BGY#v0NX-UzCMH{|iUKn$E5rz}fFk6Eo!1s2 zQD2E(!-u|q0;qj4sWF;E}Oy>2j5OYp%c z1LK8<{B*fW2yXwP{A9g|Xkj%~Q5QBr>`b%_Q|9CbB1-P$CScoeh!7B{W`X(3(-exl z06@f#@xfvR)pQcD)?Iknu^Z4PpQ@~lXEO0n#VU-pOcUf2zsWdJWcB-L)ZuMV2)o+b zc5+lN*%2b~&_Gx9anD&Vs?imE9DkXTT*-a{2tffWPWe=~TiKMiED)mkmQlwsSPvdF(lnOV+L|Qoh~inpv+^qWMIkJyH5Z zoy`j`PKU=jFQ%Bzj8OQ@MP?XyE=HgcXr#h{{@m;WQ}OP|Ch!SQ%mTZskxJfzSmCE1 zdwicBD3&VuFBGp}mf%SqVk}173l_X2UoVEJ1Tx)N@$9(Ou>28%qC>T)ax4#l|2}*b zT8vDro_c4qIO~g_Nko`OrOb6h2Hf9Tyt;zl7bX3ceri$JxHJG$u7!t zN^XHVYPrTrleH&wYGoy2>mG2ieHj-;^S*0Z6WB|2YJI&av#MFNDs9Ni%!C552zU<$ zs-%q60(vfTifjP!`Pau+z+@9(K?EAzizKl@fs%J^ZDd`;kpho3RBXm;oh9`-$GX34 ztkEErcG&@+#C`Rb>IZvcVFbX*en=-oQ$Q_9ZZww%e&UfPsMBfdz?T~FM*;Z(7z0$v zzu@W|b+(@#)Ao{B**a4Hs5f=!bhDCAJDTXPVxr?+YH`!>{Y__HK$Mo4A?lBeY>??z zP=1|&I3Xi!U}YXnsL}h}cbb+`0q@MHMRi2!A^svis|ZvIm?V3lAy4#>r^0)%3Ayh) zYr#0jeSRP`o5|}zb}B%;H~>{e=TdHj$FkOzqnya;7j-U=&epN*)t4foO-P{Q;XmwEHNhnzoGjc|TRs*i;AuR$LiN+~Mnw>^aO#wTEj_<@IHk zQKp5-s#MQUo9RfzZ)e(q+hgp=tgv4vr=tY!tdPYMz3&6XUdC!qq;2|iOjQ9ZQ{f5# zdQq|8-Jh>QgEfnyzM&%umWjZyI|NnWwX>}5b^Hk4;+BZE?)qE+|3S42Z)^+1sKwTB zd%oH3z~6UJP`sWM3>7U~BlWc)wG%$3IYwGmI!;eh82#&lsi8EH$BV8V_;I-`O3N`hxN~x_-w7*zH9MU`Sp0E+V6`H_uk@bPcgiIBTlLY-pIEfNI}Qh zYTYI*c;&(H6;XxZ5#}bUn>U9E4WM}`|4tU1K9sM$YVHN-71lA7t&~g4L2HrqdsznX zXHH_xqt*FTN+2cV_rI+h;wsmD_9k9D)2B-K(KHF&%BCRe>Vo?yg;oREdKJ)&x07xEZ`gI9+okB{%}pf>wYx{$$YwaBlN z>WDsHx&kt)yv~tAG|^)Z>n{m=M>)Lui*#xO*=xT(G_=FLY(2e5-re`zzAJ{gIFKGe z|2~kd*5H~h=c-YcL_^wyiJSF^k_fDa$W+`CqD8#yJe9(fX-fRgfy>>0WCPm@zVXJX zbn9mtbAR!CsJnH2117fDkH0E;1rLfWh{oS3z592c6qiCpxz%s1P!(ljCzyW;yyE_0 z63fAfwU9*46FX%8D}H&1*wj0$wn97DE&EhjCljEPsOtHCaiLh-GiOikL{tjic=N5!5=1dq++BP??%h`K0aK%pNJu1e)o)?~L$N;8SW3$%@_Kd==K|A`Zs zXx5uZMVF&S%;d4M|27TwW@m9?XAvOyEl6y0BH>O7QxdXy+ohhqPb<|uQpa_1gIHmp#HF2q zG8PvEfOL~7cI4ru+Ldk+MBEjGb3D%-8J5Kj1~ZQ~am$oh9(Jnjvfy6JqwZZg zX|u2ames-f7wSrH*As37X$oeGM@X^t#mRGMLqAA`xsz{$x<LR=4MzkKWdf&otmGqOGCZ%%`c~Z=&)8fGmNY;hF|2~8_O>FAG5+T#-PE5;xt_54 zNW_~apBRK#$a+~MPEf9(3ozt~1wUaq$i-U1m{>xw{etQXcgke@xME-k=i%lh6t7qk z)63`Hd6(gWh!kv$@Ers~(g+i~9sKwOeZcZQCl{J2p6_As`50YhWYMWi_K9|6(CPCF z{UM|=&=r7Enu1(BY2QsYZm4LNXF8qnTbvbpu<`hMtJaw`-iR6k4HS39v8pTaW80a$ zjc?)Q6ty22ikaTTONHI9B)C3Wf9- zH#ig2L4wD%)tCfAaR3ws21G~TsWvo=ju`K{S#D<=tU-t^zjB=lVLiFta`(AiZ>oY{ zgY$iescg0B$+zVKnAmq2eSWRxUWtjM{~g1=Xv&U_Aigx^ zg;$wcl>Dd;b(b@=)uS$bP|)Hj~W1=V{`nKFrgwMZSWB_ zd=wr2#~(Rw2Guo7EpLNooo+tTRFazo3FzAF*M*q&Y4dhLxbCe&(a9eML*R>_-7qZ( z8hxDA41@_EkCx^GO+z1DOhx%*sLHTR>)g2StiN~+0}lwd0M76DS1$72tOD(kDBmZx zyCD99T#4qj&+>VAxb})f4!S|cNqo(f6}l7CBXC}?EoH!xl6@dVF=F`Co2hR>jX<7% zZ0y*31Z);R*1Oxh?w-!)!E$#*c9cLKP6qKd>#5WGz$*)JEqISdgWyMo;KfL5qvdzU z&2~~bI{8B1`#b@2_Pi&V;JtsPPue0a6VU!US@CH!!^~9xe6g5~Q3jY@igCBKJE*uI zBVS00K*bq@dfx5P{2)6gp)H)DpzG)}MjD03KH9i|QjZM!iMb^}fcmgY!zORU4`Kzm zfgBluTpsuwJV{Zv@hil!PVID??#gL-$6VVJBU#s6uHPt)beRWSKgH1uv_Kv+$mK6{@m^Z1yzV84$T` z_x)(#pM4o5f0rBB<)Fuo*D082vxhWcuQf9%%H_P9)z0{NFpZk^>Ccd9JvPgqLLV|I zDy(2J(fUEWTV8~kkDUP&nL<#X$qD2$qP_`llOzL+l4pj_6XFpO5u&1fT}MnfNT7Dx zI#PbO=)H%Vqq#oZiuZn6fGjRxj%N@VOO?vB9HcDQZ;R6O4U%?*6)3T`J)R{8ju!jk z;^i?Hrj2}7z(ty|`Z5;0HUz({oWVeF`QGct%V$&>R=mvMM%sWa4r?Ocjl1-aj_Lxz z9N%6Fql}y2F%Q_(ezxyqbh%trD8xWrIXhWkt<}rvqO$lX$4ourp;9t;YaMKeK@qb) zto6kuPU!$3@O`jLK)tTCzE@%#1V*O*pWD`d0Y`c&{?(EMK`UmCU2*JCQ1p(%=$K{p9 z(=Eb3hg^EbdKIR(FNw#VhA5-qABXd|^#RBwf4A`Zd#d>C=KhB1;2+ga;2Q7BH{PbW za#C!Uu#hjn-4f%E1U4e;|AV)%)0tV&6;-;`OS~5&ImnwJ6I|E(Rc*k-%K&yw#A=)M z9Jxctz3s=mQ(K=2FK9SR){Ra0#JyL&)lRro_WY5#NH=TQSSfHpnn40?bo6ht^T=5%shiw<$IOP|K+%8zLn!=B`?&qr5 z+SRRbKAuLE+BVrAT}G`@NYjTKF`2!l6c+6D0~NpLn_)X16a?? z%bD-n!k7F@msh{) zw$~WE_i6UiGHv8FaFNpGv2au+U_u=NUh^hqtqk*h7y-d^_$c+tsbUVFS=eyWGdk>3 zXLa*dy&W${+OX9xms?v{2Gk*jUzlROZ)4kRe&O~Yw;&SxGWGTvKEmv!>-wDBS+s~Z z=2@N?0;I}Y@O4_!3N3AL&U?3Smh~Sq&Y#4;KleRR5DI=a5)Me2{OwWps<4$%RLTE8 ztDkh0RJ2jH=>&Od9<>!=S0hMXVwU@blDP>{0AJ$_@p0C7OE^vi1kxFOfi0Lmc3&q< z8dYTkpnBj7VsmZYlo$S3i`+Vb#B&rCbLORI;Hp9CmW8B1zS4 z^F<*oJUs-f1-NZjX=i{@CnX8K0l(q%CNAI=dkci)c95Zr-{p9otMww{-mLBG44h+;-1N-+o<<$ktIS zw9A@qeSucLdtpW(65JsR>x{tox+I=)(!6PfS2Fw>9qYEV70T_G^?HC|vqWE8!N9_H zn8FRLHZg4E7m)yMu}$02A_~`=@a0*G;@kNF;>@X`7c0)EqzhF5*j}}=l^zZcL&(~j zhXR&hE{!rem(#bhl;3;jN%I;kN|XCIPpRbnUtDVHVbWyU`aHjV+nsBBy+QLi{|US+ zqjo17yK-Iq=S{krbX)e1#*}21t{scJBc;wBk641WBLTIM$CCh_viY&_K5;6E`a$?P zh`S^Y0s(z5w~9pb3@f7>z z><_m@Id8a;aw-CE{`0RcI9wX$%UC^WjTTRS3)P?=%$O+g^I;Q60ra|NG zy>b}ecmd10X!<4t;tM$%ARh`O`#IvB`gp>bJExdc)myNe-~Yo5pyRVmle7 z3}R(b3GFPgfC|9e{7xI*>z8PCDG8bRms$Efeak737)vp|c0U783QZvvz}Zx2?|3^!VO z9bPv9qwwW{KmhNr^!GMul2kG)z&!~c`xxdq!w~7~Xug#8-#nArHz?0)WmlJU&Ebxg zM^VAdBUi-Y$P?`1GzBl1?Do~7-}WYw_%}eOCPM&;t0xT%c|A5YktUlDwID-xcc()0w6*r??p$*|J<7W(Ho4y z$f-D!lUKE)+RtRqJAbYwLzJ#F)v=8LXO!4s2K=T&L$_487BQakVhSvAhua0JG=u z<<>b3ufs?;iM2-vEC}7jX1Aw5x0~{fC_5<< z&AZ?wmiY@ireYh`1#cw(#TxMIj%HIa%jEu-1Kd9mWI&%`u{jF;AI%7bo*jfBCQDkt zc}ZTz{*ep`Y*7&--Js(o*rzA=qQ$<6Hy;>_)$uo*ybKt!okX6hg{q+U_4dYACR^3$ zL`YyFzXM;!L}6*N^naZ8SQh`ZW5$$L-O=gPq1BHD`a;+QeH+rf^g+OnV(j7v+cIX5 zTU(zUVF;L%?7NaVI&wDqJJ#O#+AMS;S0b;JD_+PD7y150&P#!?Yk_eteHL38Sr);f zn`)B!-LiV44rxk!PNPv*>eA~fbDOo`ODuLq>n}AzC=eiNeiP6{I9Bicc4qsYCy!p^ z147Oh`+!2*8=hD}-nui0;6B5>GD2ug`rANh)N0&sQT9y;^6Sm%K;4@`EAo=`SC#In zrvn`Ad+fbhySIThyZfjh=M_R=gQdcK3hlM^=v2|2))6U2v^dWKk9@ej zq~ZO^z7yJ|FsVc|KrAyz@@ki)o2mH2EJ^B7;FWiA@PV9e7I5YeUfU)^H>u7X;BpsR zG)51TIM3Z{9?jBYB7j#t{Q_&D*Q#w{+eJq`02dxJ!XeQ3i>}bA?e*~}`+SkK>Hc8p9^P_mbVEq15xF>AG13th}m2=H5 zba!tT9K}l^f>{EHi0mgXg$X{X%FtKgwU4 zYw1z&0cI#kQ$`b+q1L+LD4x={$?QSa_b+AuK4{RBMWWC;bcPWTzG6W z!&cvQt4zLV3=X73FqNlEx^%M!P(jwlUPZeuM~2E;)DePmSS{Ax zcx6oq z^-PN-%DCY{t}o;G>b~b4jA={=pbf}XpAND6DZWANsVDjI(@;>|?3lag4{YZG9WbI_G&`lC?> zV=P;dX2!B^d=CZIQZ-pd!3f0^5KUOC;Db7aIMUglaPGpi6_{%b@3tHeaud?$Ptv&K z5`q~{Fngp@6%X7x=<&k)`adxcBJtS7W})}8Kur1&Qw>#@PTrhUJ>?U!aeOv5C9~-t zw%>|W1#Uh$3%SY4=sKreHT2%_8ePukUK_S_Go-*FK6~y8X?lZfgF};=AewAEtZE%< z{imAj7unJ3x+z>ypn*7-76`N4l{TJ0G3H_cRu>*Z==uqmNGcJMEG`(f`5h3POs~kiV~l#TTe|50KjCWp zoGp9$rW}c-Y7yKSfDKiy$YIx{y}A%+C^o?}7{S$q)}i<4IUGq4e)4d|b?aBS6Ho>M zC1lO}Ze@F;udz3r$^rgWsWRHl`ehgXXhZYy4)5H%M}R+|EmA@PIjB zM0vc(Ouy51w)R?0xFNPc27no$yQwh>@ML_h-yh7=S6_u41vIa~R54M#pI*=QP|<=< z*7+;_uz)?jty@EVz0bq)dOHxMn3kHFN3WuyGR}WF0_gnM1O@d|r_`dM58jhYU0UGJ zmbEAvnZtsl3Xw;Td}xQ8rez@1Iuo1P6Qz*~xPU1G^nvg~lHc*1B@~mwq>^T|EMbTs zqe1+uK5Q?63OOK{&Q?;T!Y+v$HWqhj1$Lr_$nWYua@iXId-J8oN9p^=fRdBY`jm1< z0CTmUMl@tK6(=etK*2~k^HDJjibn8xibQL;WpqzhwD<~er;w}b->0yRx7n`0tQ|Gr zdR~xN{h6t~*-D7p3&{JJYjJ9T9F7}vf%(SW9W4BZkb9op)O@>1n0$tpM~_0T30^{2>-KbnM=(ANpsG)Hy*5=w8I?tE1?&xeNrcP6U2nqznpawkB0H zEIxyfh5hOhTEjaZb=7wVxJq5290pD3XZ+llPYs*XLO5bjl=2=5J&5>D@_rMpn@s>rIM?fOq)CRh!V9$g~l>QKo1 zfRBw3`L+<=F`ZFUrm)-9q8y(p}^}NiWE?jykMsuZ>pk%m{L1J}6yumQ3<6(~0TJZz&! zz3{QD6GUao3Ns;(eYNu}gDLJiVc2WRQ)9y-AEzf7M#ljq{wL1=xx(GaRMvw7S4j(;dAZsj9;IYzlnj*~4X0K?Xb`JzCdD ze3P6o!l=B3pdes*vcv&f3Znd{=q{L9y!#l21Vt2SkD2}H4xec@$LEyffC50i0Et^A zX;}n}AL#slZN_iAe(8%?$i2e20@5ABrnok01Ex}uJ#q3@X1=+mq2Ehnc$3thR-LaBl)qI3Xl=+8{&pt6~lFKjw%kcX;FKmxy1fV>NqW<(@ zz`RqOhJ!$2d!Ke#?{_Q}w44viHk1#t5<7i82SUaE5_GgH}-HS~>%7V=|ThNastyf_f1JkH#-b zR?=KBDKs<{OZ#EE6=AWBl^`Zrb7!n(Bf6FWSdtGwB+wvb48IiAbps)}Om;zC1@6lP>^h7?l zS|hcX+2<2dY){h2szKDu&2nRZY{7(~>!S#^EAvikt}eOuy;peeeLqjG@KOzO2GrsJ zFQUizAH0&_{!VL@7YTF`h+}(o_iOu%wPn$cE1Ioc+gWoI`numF_2>AQZjak>p;T`s z9wBcia+;H)`crrD*`-3ugH0Gg5gd&4GdUtavG!IJri@d9|5}qqiiV@MO6iO2HY@pF z$ywek7ywPBX68BL>2^)=vVj6zEf<8mRZG+vZ!MZ)+WH(Gzv+7XAQ(=vHojP;=4sHI zo%+gl5CXhCl4{yKvLE&E)f^gLM0_si$Bl<^Z<7jI3YjsIs)IrT%<;tU3#cB`{&npH zf%XTn$9}dfLQs=#IiQ1e1=@z*_HZSHac&oK#89A#K8ZfVP{3m->B69S>a!eT^@T56 zvG>NU1-{|)zt&iKEJ~O&EieI;%gFemn>jh&~S%=3^tm3I~OHn?-kT-$PCf`N(UikCZpr<1ji57I!?{j&Y%p#JU2=HvuIBas=EXQglyzCoD&4M_w4ApbW>Ak{?u@^w9NljGwYDjR+$ z2#-zW{eabjs2p*wY+2hmqu4&~O5|4Kcb+~xNP`k5V?s%bmsc*h`9sp8fYnj|UwfBY zI;Dk_1q_+xyfYls+XP&Y@E`}l&7`;8%f^&xvTy$3RE3ldePZP5=jV-=rs(!UTdmNT z1Sg%Bx#i%@CSSk@C;NaAL5dj>VsE5ugW-?yrYX6USBLK6!ed*!EIg#AhVz}!nNofe z`FVwk-OJO!mMg%OBoHYuD+iCjOQrs~jhS~n`m$MpjCXZM$8S*=UhDWKYOnCztQs4y zl;saLK^x#U0PdW0)wB0jw|-pl-WmDx;wy{QUG~JDE1oo?euyqZTvV1Eu(@Q~_fmB% z&eFR7tIj##cNMcuE5PQ=w6>~P1$S93@fOF}jgKhm`uduItG1zmkB9?LF_|vo*Gbbq zoV1kr`%vJ4Bs)22aXOxFf$z`eAW{W}3sNE^@3j3)!6Y|;S;I}rU zS!HqFid&C)Q-i_D!&s)elU2M%jDQdud~faLdI_=ETj%lpHBt2S-^8mhtSE!Oto`6V zHwTD&7f^r38cQ*I+1yK&b@>&*LFFA_zk?^|$TSYODtQwq;FxlBdDJ#mzjgOq*3jSL zO=kQpZS5}L?>fpoVyola&vof{sb2AtQ}8hA0vSA2-rbH{YP6!g+rmanafv=y;S&7V zU)?%4?0HT2GlvzzoVaF&0`3BUa(7%WS-nmy+HTg;IG1z_r}Y5l0Kgu$oHQ+=X$mhK zs^LzLUF>ZJ2qc-h1&6$EHYkwA*0ylOSo+``lRbJB-lfP(3=UH#*H^{$m=+uVu9?e| z0FzXEDmyyqF%ni~{15=i#^lv3_0sss4nc}k^HrmZ#(B@i&;_fHx()W98`3b+r5;Mk zhuc}7H%a2v4X~+kv~9#JBmhI)QnG_HMRNQYeLMJ$d-Kz|2ad3uX9H#gbNQq2VPK{R zk~Y76?BxQ&%RTlopF$}0wWTRmT;L*TM@5EpG+XPNV^@u@iwsr#k4nQx=}bTRS?=!p z!l3SQ3ndIyfWZn>Gz#54D6>hZ=u+mDyQq7#y-AKZI=%t1F*K76`Y&~KtmRkW`sfxVg{CCo2NJBkx)TJitD=EPkIt*EyupTV=Su<* zm-%w~@?6nn*mzjp0#W^itW@b%9D!1NFgDju=hQ&9eV{sP+ig*q}>Z*?+>b9qlIB6}~ zl41(vs>#njk%nU0tN0+l7}f4S_^>bK^2etRduA-0JgetuN&8ipDSX(zZX)ufRqe zm=GwOh9NkhM*MkTY#DQ%P7Y@|KnM=UB}Zkz(-kY^W55d zRq+RR|9(9&oEa@zlq}M6pLN$B5XpH8<=SBd{`9rnUU(PX8-3%q4Hxix((kj!wzsm$ zFQ6yP4j9qs3=Pz&@YppdvW3e^sR?ici~)`ws-(HidkL1({2D`i6DoUJ(eQGYK~p5- zE@Xu%y_x1`FK;kzR?x~Cr7OlKW%XiPR!Xy~xSzP*4OErZt+12>wZ0#vijB4?fi5=V zGvmdLZGS_fr1vEY_@`EVwe2WeL=n$9@%Y)p199`B-8;D__ddT^?Jv9(1@yVK&Xki) z__d!{7m;}8G^4KF!ELs{Lz>9jLev!)dhMGNW-~b=V=Dj#q3Jb+Lk5Ce(gfaua&e5_P+tLt zZub(^go;848$$NPw{%X336}Ae*Mv@S@SZUc=knnw_081}fWrZ&L^@*z68=Y1fa1b3 zB%%v8&O-~OpYa0Tr)KFQs|>Hmlw6HalQzA5W~zxMzUMdyU){n47n@xvN}Q8PzVY;Es* zOmWhHp5qmx;L)m=x)@J*@~I;PcqDJ-vcrBUs-xNu-2RwA<0iIa`U5!qznqf{%6srU zvZGo@-*hcYYl+_oZc8JVNasnBh|Egc6T!j>@;p6nW^JS>p^dF_yBjVRQ7SN@(ZTubd&bCn`U%5z?E^~bEa`p^jXS9iwPav`WjU`O; zTew?L;+yveec-t%+Do2N(B^Jrb6uulu~Gn?y8>fLaq65dkI#ha$8ecH=U#JAf10OO z$}Nw8m*ViMlpRtqK7DA8$}0=OQQms|d?Hm9%ac^TCd)iihKFV?x(0&dNe)C2GnD*h zjBjjg)r5J~x&L7pVW5oyfsXNg#{?cTK0g{hLdy1Anz)tcKb0pT3l~N1z9AWMfRSKJ zVymc4ch9Hk0kr#zH*LHvH)=22zdjqyU=-=Bh{HlrN7yQb@SwNy)IC{{h84XF-Rcn- z28ahh_oVAUwxoVy$s?r^rv@8;4C06&PqzZ>OM25ZVSjXztoY_2Ts`vXSBYCo!hml# z791Mp&K~v`Q#G#kO+x820GGOCn+02F(YTo9BwDTX1hisXH#4C;Zvr=n_~)` z)T!&4>f+*}UF34b&knA=o&lYK1frs`oHax}JI0jKPC4w|4+5c|OSW5hgw|kWHXUgZ z>NfkeKKT=CDHB0~0J>$G-GlE}->382Vc!UYgtYdwu*U|*nTnP#J9|D7#aB%$5n12c zZ=3+ifdI*i?SP=^`pv=0n#K>9Wo3o(az@1bfMl~T0#e-suDO@s_m;BSruikpZ{XW z`rKIffdZTKW_51|%5uV#Q&(%k<8+(DUw3UnqXTUKK;+fg9UPGDp2mN*VH}dim3>FM zv>?UIP*enfCLwDo!(5Jesq_hRdF&0QuC9rnjLQ@2DzquK?vw+yaq_R45`b_eJgZ)j z7``IfsBh-q9GBm!0DUCN!FGjJqkSQh^{?yYiGH7XBqg#nY)k1>a2d~wgx;wkPSQ+)J@`UR`Xd+o>BLVcM_4Z*zF{O)yP1S|Ik7$P5Y-n*;-X{_4jWq%L=>zk zGQ`FFVIAKzHBLFW*vXNFydjKkDCc;k3Gh?A0WCDxk#K)-^5EtBg7fA3)bRJb6Ju-r z0;KW2oLJyTc*Ct=Vt3c9O`l1&Lx?^MSo(g(+3q@`BV(xvD!=a+7q$Ly{*a%ant}## zd)C_aQ`< z>~i_+>9VL^WcrMvwFtVa-07&>^yH;Ru>lKAJ*TgWX3T*wK7+(DqQ}x2Q`Z6oxiFOs zTQ^@(d*hXf%D7*`JmP5y|F+-#HDMWBci)+B5xQ{p{sJ8;KJ#QXE9Bz?K$CX?pxy1J z5dkL`7k)?CcHR8?a#@i|H0pTIle%1Fq>VONk=xP1EC}Ra2CoXK1ibouPvNff)6i#V zp5F^-x<-zl3w=GjW}A{HKT7pT6;^X(EVu)0&y((P`Lpi}jm194?#(B1kOUR@&mfSk z8lS?1v(;FMj^o-}|Dx|EPPW!xUY40!g4Xc^HF@qcw9CMyr&r~=HkQXCwUJOJ6$RcL zWn5ci6<3i^AZSg7a&)?1mti5;pbbS=X^oFjw8s0UbLQ9Zxzj2tQ*N?4t@Tk+bBSqx z`iMK)LzVwLsdT5$uN7}NGhRswaO76~)XImmS87+19Ehgpz^o9RZz&Q9t)z2)@7=dh zW%du#jXSKi61q&|65hm1yP~4vbbtTs;pw!)*9#mXPL3BS75C^hu*bu~p~&1ZL_g^6$1Y?{+nSEny#;qOB1`J@sEWc8=i zU`|64#mmhWEYb6(aCdjNAR{rXV5cSriPUxN`g>#fM&@2u7+rH6Z3(yO#yeKyFl{gak*!&mw>&U-iv%5jMUHA%$A%nxO7|zs@VfBiOgR@n;*4C^tD9xvcVQR~WI34C}`}OdS zoPpSI%uh3HxO40fd01d%Q?D$#n!?EW>YG zoksl&M$&KMM7JQ`acJ}L#rn!c1Nxp6qngbcv2-xzzwD!pe z5|-tA;^xdeysK-(`HPnbMqS5;yr6F zD3iOl19hIQ11+U550vxXU&*AQatTz13r>Yt{x-a%`aV>Vg$Emb@BSTPz~FvdL=XU_ zBw>T-0QA=l{9)7}=U<9)=*ToNB7g(vJ3jCO>nH;4Ix|QZ)$``*d9J7-6Be`~TH#c> zNYuR#Lq6wbyth@yCFpaMFBH-77a?8!+Pb~cchmv^Y-U-*QK!a-z-c9h>ARM1rZb7b z5I;O~@go>;DRya6s3x`t1G*3mX)f?QgHD-VeQ{u@a%*PyVx#yQSpUr@kRK^Yq?KhO zK`glMJc6WJ5%%qyv$411RpeS>g?74TKO4k8f^Tkp>a$gV{qeIy3}W;onT8HwIHX8e z9IYD(aMs+9_aFvE%3^(>CVn#ok0J~z;|!?ONu6WCaFu~hEl{IVo3bpH-PMgC9eqk8 zTv}2JsHIQcvicg@8*i;wwq|I{A?bB_d+TNq?&{DsDNwd=tu&`oEBC{`o3F|qyUtWL zBqVQ%*CF^ma0GxJkp4oPY^*WciiSI_x}4Dv%598;2-p|a)}ziIu-s# z6rP-aEqqL)8XDfP8%4#wS%?Ku&fc`Bg}@2eq=mKUA_XdkQ!am%t_#Nev>H}3GVGxg z;AFyZoPoX=RD-V&qBM!k5^B7Vt4yF2$w{sA73B_e%u|J|SI}3djm|BJK)EdU_Hx#h z0mcw2kj`dn7lpmme|#_g-d1;?`?EKpBOh}rhSSk)*GGx?aojhJtLNexAYo<#r& z0ou1Bdv&lN(yB=E*pRuU2*S@Uu@eWhf)#%@V=?Xi=y!E_+c2TTWZ`nTlDnmf*W~ z;#crW-L)1taGdy%!NlX2P4oJX#@s~m2@qwrQ42&hJ@On*@~)C3ElYZs20N~LiOhNqzv&GG9SRc&=UR%^7kYID2phB=Rcg@_s=BEo-#4wKf$ z^}qav5r+~)o*gf_w5!>w*eS%u2@Cp8!bimS8>*~n$>d-;r#1>DXmz>X!RCDTJ=(?>?qK=*Xj6SpmJXrk7kAuock|`v z{$5jj>-;1R0Ku3z+C9YUa2&s7B>dqU3voV?Gf8BXweq=J zQO*#PCdQoG?(s{Rtqv3@1S+C?v2$e7#`nJdY2kc_DcaH2Yg{K*swcJ5C05nbi`#Jd z0bWojh;$&&VCLF83)noDqUw}np+GUunTnPSX-syDPN8#Lc;DaKF~3JV_FCj)iP1RT zS-$y)Oli(H$L><`)2@1=8D4#MjJ)5u(%g_vzjZ6i+z&sXCO%$eSr*?*Ka6t^Gp>8_ zmhqof8uYT+V7?m>`bWRBCV;kTKeqMhT??RUw&^mdGSAyJdlOiM`FSzM8=^J;u}F?Z zY0!O_-!Y!059@p^mtFLoY?mgxbwd-i0{mKVw^8PJ@-40@oxbvMU}H#tVh(S90SBE0 zT2WoUHm|*RJQKlgH`<4YzWK1N-tgsShGA$jIuLRe^^b3qDIAIrdY)2y9Q&5l+V&6d z^6g~*tU-w)iMlt+%0~Vu=ejgv*j@|Kv{#s5(u-D$Sso{qj;tcl1o%EFpyfZc5)>a6 zGrXHt*F+`h$e{liR%#Xr9fr^K)~t$DI!=uyqo2|I7h)Myd(5`O&Q~bcqXc^>WlKQ7 zKsPd+2OhHjR-8|LQ0?z0AankaAUr)px<|`|K#{0emE-2DA3mCTcKDMOvxh&*Eftzf zY>=ttir@Sp4eGAivCJ#b$O!x!-k8{D?c z1nKghH#O-Z@+cN)#xNkb5LT~&Q{uJb%(tS<{L=_SHF}@Kk#vfs3{85a-$x`LyEWUM zEEsY>wy3;04It4R*$3lN^6Z{XQ%||R*k|)i2axVpqwB3-R@r^UK5-e_T6pM;9P2*C z`P&LX{i%CUHefjj2P>k(^f&{^(;XaMyeL@z-grhmU)~_SqeTu@{sVy7%5@y|SBo8) zsl2BOD!VydH=G|bG~OeuM~Pn!_b0XIV?@{-O@MXsZ47|NewdARRNNm0@@VWgZmlK{ zE94KWCJ+2358dTk5F<-<$I$GK7hQ-z3`*);d$aQ%%I}z3mO@o+IkmB0iFt}&JXBZf z<7^K4-Ugbyq+xa-u2!?Ep=w;b;O!osXVkk zugEYs63xziuuX7+w2Q40jzs2*!QR=4v%xc^jWq!BC)_GHeRkhYc?f=f7RphChN<2j z_<+q?W~cdd=ZQ)`7G`iRhkE3BMrDE2O!1}t4%oTVJszZSsGal*Q`9q6I(GR@O>Ss= znYCY~<-<*x7&)gwsrt=fBx~|j?AxgPxL|6r5OrM zAcy1}_9wuWLTn!7cx?A{QYfO@5ieR!c*w<*rT@MoTcJWIfc25BmF$mr@tk0Uu>((L z-GPcSoCgkjt3n)w)9c99u)$0Vnh`sEgMfIEN?*QICj(_OfferpN(6*hz|0P;yNe%E z9IAdkG@@v!Rx-4 zo+SF-PkKPI3GnPjoC3@gS8eZZ_`jGeSkRv=&Sq20#vuX0G3vTECO|{{IW%N*U&xp5 z@g_6*4=S^NG%rFufWkw6zA8jksj;}?0S-QFe}9BxQP1Zn1+bU%E;k-ngM8P*5IMte}B0aNqF{_7UW>pL5A z9`GNT&?iFqj_*_7xuXSuE8;p7+tZ@`yx+4G`0=0dVeJ#+)nhSm9bTLH^a8ZoKY8*J zOG0=0Es_*}k_k#KaOf0VMXY#AC25fkeu31^eaYu!<~ku>RVgN}rg2Ui@>0cn;8cNv zcA+OhE`HatP>?avI?Cq*U=WW7ER$^M1g+ ztX-8M(2gNurt4NgiFtzXGil{nw4wG&Jc6d^mZZG}_84#>{@qOv$X>8+XlBF_l zAokq(ZBoG>fmvJif;ydgc`%=@@RktkREg7t$?8ZSkl0f`;e9ANiC(KcieuV9MX3%5 z$?>&Z@OJ8W*w-Il@XxziXx$JcK71FAd#w{1S3#vVO!6Za2ZG1(ue2jsjjV6>4l_hk zKCuOLO!__&c2qdSZvplF!B9g+tO+`8XsAAaxWih-y<|S4-#VwUZhOk7SwxADkL-AV zdEo2))5TM)ul6VaaZo{9=A71-d|(R>n}n#ztUpeG%~}&q(9PXo^yV!L`#Jw~ln`%& zl($vCc%XJ60Xt81wIRM38b=Dmc=bZJQ=nRb_Zf%Oe1eA(nO}HP_M?d4@U3(#Gq4z{ z^-7pN$ozhXLS?~>=PPCz`&wtpap|Xpj%R+MziZ7EFA!eiR7Fc5ZYkS@>B;D2vw>qc5d)lZxHb)0x3Z2z+ZIlPm*a#_GcX(7r|wI4#jhnlIxSue~P%{!7px zu_O|!)@oN1()fbl_<+yr?d|2<(R@93* z&O50=Yjs@S0R&LyD-MZH`ByoI0O9}4*>O2o5WnLW!peiM z>mi^Lrq_+Db)$xF#fAaoxeC?1(?jUr=h8Jgp1%?_`E9}tQ{OAm3hNK)kcPbq558(s%S)XB%forxbMS_^FJitZ8*}WFWlTy)(+x5HkeJF*A zL&bF`CKX<7XI0}JFnTM*flPChD#t&}J9`jQrlpLPH;AtB^G-2Fu~?08YxALRY6|4X zgGUZk3HGwn8YmIn%>gG^Dpw%*!IPqPT0;qqfk@Df9*!G`U`|V0Px@){L7<;H8tGTL zduY$kNkuja_;+Vs938(BF0jZzqIjWwCf0pJ(dH1s9@vS zd>HnwMeu%9wqbGYsei-ZbklpRnA!*&|2Af)3YZ5?P5>A2mMYj>Pe6F0vs4X@P&NIN z5*rW2STe1a2xlC7aIIP@Z9CU`Q_F$>P-0$Kvz$>id$NdjLG)0S$)}5gs-!VhR}i4} ztjEnMf>AsQNF+sgau)&Q8iE^L=9B@3#tGPBP$Ei86FA@B$~pVe9B3nZ0;e_+Ll*`a zNZCO(4UENhCz_##s9Z4~Cpgj2W zdy#}*PNKa@gcR|^UP5sbKCQC=j&$5lAdQgeJ4*2iAh{PjCeu5mN;kTTS?6f<-fc@Z zo|Muyt?+B|l%|c8KF>}`l0_yRCWw8`vpk-5DMeZ=voN*r67ZW!<*pE&k_LgAP^VaF zt$AD`WY=nIPe3+~Tqf3k?Xx#l^7w6jdWDLUJ3g!{*8Mf&j-q!0iL;<$y9<^*z;yi% zbItywP^6}32(k%`?P%b(N!FY=plPU3N;Q*`D5CIRJ}gLQ zua5df!W0i6h_!9G99r}3$iMofAfrLppj&pVdjmKlHZysZJ7G{T)Mu54a0_-h3?7^6 zKZ`zwxgK?982FMi3uyZ{;D_4uUjmdE$tiK%FicyIJrqh`6D>VDcLDwf6RVFx(l{KH zH_PmNRDnLg|7WRL{Yj2FSEz>aB^qXd!SNs_JRXMCp4ZxXez z#v&)$tD+9nFG)=XB>jpr4FKL+p8hswosXq6f(v*Y@t{pP(EO)r37-_>qPVF{tweE! zdk)h{mI76*8L*6H<%}6Dg>KE3PAD#PjVgY&6BP62DW_59t2=A0i2Py|dtNhs>k@ja zDu#uMo3cmqG_p2NSF@4c)>hp916LVUxnl~flgrMjMAznP`TcUqlqTPi8V`x&e%hB8 zy`$ye-ZKxTHX&&YedX?NSFl|}`?Gnw0==-NnmDc9l7rehwVhB(uq=+mv;F$ObO+Y0 zd6R)2)@{t^+mweEArF;<%vTx0I$N7Vb}2Zql{n+6iZwlA8+~~upP4-6g|EM(iZWk%kYgO~)tnLHz^cTrF8Wz-HtrQHdtEVnQG1&SsA3Z! zA6?qwoWeNXs-qEU>Z!Xz_=$Kz7T;3!tiCmiza zo78vJcW%)t8Jwz6w>IP>Zt?5|uX&N7AqCq z*An(cW~PT7sejB>=WxE;D^1jLk+)_7D03F-7PiU7aNBruaIuWa9mxN8CaQ|9GOqzZ zhTRu%aXU`-&Hkf{01}q6+}S%}E#p7zJhdC7FLZ_aRs1UnD}SouaYfI$(3{zZlHJvM z+|Jeky+fltIq7Sx?;{py!g*0+^Ki}hTm0BLxc?COOVM_Q9)Csf=Tj4)q?RZwzdKM$ zMrx^Y{)rbW;821kXAT@{^m1%>G{C)C!Nn6u1|}?LhyUDyu;M^g9w2(OHc9@JA^k2J z5Vi~BZpcr>yH7ph0>5UB;t~Eq?j>s$qd>w0GGph65rOtTrOu_ zkFQR>fC3gko87FvZ~$sC9>F}2k(#tjk?mCzy^t?@K1*MPZ0r5NMy^o#WKEp}z#}`y ze^~$mAQJj|+>e0NR+@h81~Dj$7sqjM#(X#ak%>cE#CEi=CHHYykimS`#%ZzTiNqCUzLVl zbHE7f#r(7UroNMB@I)wyi`u?yGn1U{mgpx{G6GTEKox=L8aAJp8ZG=0%XZRP4ld>Z z_KFUv`4*%?Ex{w#H@2CJPs(>gpf`3H-`_gE`7z^c*}F7i#g4bZCUcLpT*+YAKt=$* zw4}w_|Hb5YtJ?EG^i3IiHz1LJNX?Q-&5A^VkZ z1&HKB>>-q9-q>Vl9QXj2Ojj1F`54voD- zHP2G#L!Hv2g*1}`5x410#SD>fM4%p9aUU@$B8>-Db!*??w&UHeV`T#|ujZ z4;j#*H-itCJyf|W?JG{&0r-m)T0bztmFWb!enLB{-7qu`k^12$nB2hOCkKUm`w=Wyg8a zMCvOVrtxh*tWfSCbhWiJnfGXc|1OT?J&oW-&8sST<||w2I%hQ^5wgW^{_FQb52|~n zTuuhg*ush+Kl`gDof8kEQy4CfAXkkRr@|P$UJ?78%jyaj{X337fMt}7r0&$$=629P zxP;H(g4Oj>Z8V$l2NNZJO>KDw3%g-L91Huz(!KG>ttwyT?R!VKOcL+~kYk(R%$T~X zzhrKI&#!%{ z@K`*!ee(ZPH8}tB@n`d6A3Z`8!x-w*XafuMx?^5g;fj zL|lY{%3J#+D%(xLjAIo=VjS1niSgDskOKgYpa0c~lgMM|z(4)1jl3*?tUt>%t9YS6 z^+~@oG|O>Fh$sEUbsHJzzhnmm@Wx4y2VetdC)TTuo=~lA9$3oPFu^*Z@LJ$&3r}P@ zLU7y`Gg{z__${cYG~SsLgT)G6~RucpVC)8d~)GgKEoOf(BeBt9^afNZV^6lhH z64$2eJv)OsJ!(v*Z(M_*lCNh3t( z`f3NUGM{g*cn&MFf&*cc+CKR{u21g0+zf2p80P(|KF3nF0#dzzboJy@u@cohS_!53 zQfAI+UdM>&o<_rEE)p_Ly~m7ydJ(H9LlJ;|qUrOEz%65cS3^{?FH*yMibU}&r346BHqO_L1S@mu zA{HZx(eK*dq=19B1EyOM5FHD^zB8S(SXCsn-mF5W>Wn>aTE6LY=+GE*&VVy_W5RMc z^=*HQLx7(Exq&htBEypk4|<9&sut;1iiuQrb7)3b=u zqh2U+qxmg6$OaUl;aSrFOY-;lWt7V^>b-gMX4=%Xg|?l1D}dSsnq{z{80*sujwDsa zAx4e%_B(P5yYFk~BV8{KKJ1E3JFZeTO1XsMJO%G8cD^c_f0Tb`Qb~%KW2x6QQ^!aM zrGteIClNDrk0&yZg#-s7&eRqBbohE@N;^GGb@sIUf^IfH^gkzu*T&tMCFXaZ%Vz6h zbkUCSi2r$K{DDM**6O1bEsxA7+DLMoXY%ktd5~ZN9H#hW`xc4H!9c43CJQ4R>bMWz=5I$ z=ODsk;B+y=ihzQk{KyakatMScWzxGnS|Sg1UObkt&iHGaKP(oBN9M>*%WV!J$kzaR zA0b=oD=OzT3pW_;y>^wc z_~Yj8XxeGhUWW7GoO|0^Ke6Z0oQ~Za*y048CJ9YN?LqgNp}3D&I(Z+-FNpH(KwdZ| zs*^FE7RVLi7!{i8kP|&{W((oHqC-CyhtpA_(3ST=RIRVLV(HE=g~F%!W*hOP!@C?Y z7OoSYojx|gG?>rJrW z-)u`<2Yb?Pf{gr7ih9684-&E0?m}qe-!rKGRU)y4OD|FEsQKarZ_ zmJ?imCc3rf`HagT8HDsgGt~tCQv|vmYZi9a@48h-z5cq=3tDRS!wTQYjcyFeVIS8+?EP+x7 z0i{lT2b9_j^%UJ}1BT>bp?|Ja>$1e)iOxqUUs(@eqP+%dQkJ{}odFQbKWm<+Z2*KR z`}dn7#%hFh)*2-hIcHhHe zMCtrz>4-0O-ltf9bXjz>i*>xwUa1wQ0D9vttAfH#2v#`3Og+QhVyWZ5+8yqbanQTm zF+4o-T)nmAz_oc*U;Zbx6_(m#fGn32)ecA8_X_x*uNyi9+|CR)uM+7sHo4mYhSY7M zIeRmp&japtwblqz*s%#2|Jtqw!29(na;r9VZuY;Xa(bzr#@VUWq@io3K#RM#f-ZUR zpF5>1nE#c0zQe3w40IKMG63}3i&2Q^9L6(4=0jTv~h~f-{e`h)P(Aw+r zJQ$<4SnYD-gjpeRhL0}vbjYpaU6#$#5=AyAbM;RBjaf9vswxN|(ogT8V=L?P`3|bx zso=MS`Vr%7G=t(IFp%yFqj#4@9q#S|Zd7yf#Xc}|P&`p9$HI(Q;wS8Z_B6~=3+OsmOoFPW?%Iz?O10NEK7bjYSL-W@ErgA)YBsZ5CJ&oa=7F{ZWs$=U}17 z-vIgO&lm2v=bl$=@Rs~w10h;){$Y{V-LOIX)Ae#Z*s@OhYnNj6W)k857uA}xv{OvP z9rX`y*DZtTIG!aS@5&6P5KfRNBeSTSR58vkYy_LonSGx!fsmcQf()v7q6!wV=?AKw z!u@9;e3^78Fg>C;bpGJX@5A#4pidi7g-L1g0Siql6@a)ozNG8=WDE=JSkX#B8DgRv zlc>FYH`zz^A8_x#IlUBGJ7n-jq##95t)*I`3^WKN{1%OkzoN$;Moy!J0hEVIbHf*X zvVNIvyW`%t)am&HK-yl2ROnYE+p1ec4igx(w&zq-_R%Sii9!TL z6YVA#?X$p2*xL)T;j>|r=E$-h+Au*k(Y}vccXxLWCoN1@3fYQ?AYrA#Bd=Tw?dFUj z7Gw;cmdj&+11GQf$R9rUek(7K~ext#PlCoJ(356sCf%^N1u*qjZ}fo z@E~faEGR_BbQNL*<$|}0@_VIMt`>H?iC}4Uu~vCVA_H02?*z+1-TzS+CddUc6wMu~ zTDwR?kAJh6oG=TrxVH-G?AdSOq{-yLu%fHm_tAx&0_qN2t$ciZ9cO_|D*(Y7FI>F& z<21Vn1`uARU!j4_nhZU*rOAMoHkx#8;nK2dt1#9<7~Z?hUr(MbOhNcdt*>%k)7{7H)aseXYLk;-jaO`+ z0gz&UQ*wkN0fCgvdt>GW?0an9hyD180af_lWX{6kCXLRbl@j{o%)Q$%hgzIGL${2* zC}P=Wb2w5&KWt7F>ngokgXhN-eF;1~+B|I^!h$7A`v594=AWLH+QL$;Dp z_K4g_wronqUC7=$JJD?u60&9QnPig{nc1Q2z4{%u_xt;MKHu-}_q?9}p6k_1x7&4{ z*Lfa$oab?bNCpfsN^f5A@aNZjYwNk;b2+_WEpMOvxs;jq%TNakv#d=*A>2V`6C&A& z(aG+ducl~>X~CJslTUVo(Y)SI%j$kw-)B!&r{-?4^!RBV_I;!44EB7)B50VQkjLIp83UF zgbpo_$1UW@_l7kt$GH{;u;vxLCsAUwl!K zb&Js(SBhhlAm4%>f|{2I1avcV6+EzfFn@!LA>uzxhh=P8!yGa-4h6$`iPeBT-`_t< z7LT`j8-NHfJzr9K_rMgIump~fotb}}B@3j!cygnv?hYyeZ_hJ^$; ze(%2&?T1!7Cs=sR+cf!;{B9wq;Z2;QCISiF`6+fcqq3;PaT?X^l{s5nhHTB-9aLD# z*LWD@Z{KYWk>b3v4&9*xS}YuwI8P)|6#uQPV-~efOlb7zo!Z`ei|^7o{;M=zSg`~u zpp;6SfVnLxgPKAeNnUaN?!a*S7f)}A9I2*$4S>cFyR5e0jD~5))k+e&O*MAW?7<+! zd&;K3lThS>G&#rr>HsdmM9Ql5e*Q`NE`fF1lMhci^+Lyzvk`?@9MW&BjPB(TQ%HRL z6d8Pi@R!;*b+_7dfI(zH_b7ajOr+Ka^2TPw>qlC^t_&czK;7w>2FW%%+!(m{@wOl^gu zs;exjSw|i#uQ8;^sCqWRfKF*;&LAqpt;#1yv89dg=GO-wrmUFxP#S8nfXGHU&d1fJ zfaG$ir^JM~E99Q%77PZpgIwf@OT)l$bRp}`W} z&#lfP_VD$Fg}(j<+v_3wv}u>Axk7hY#@`J7D#*Z=89SI$cB5zV1-@Da#JlBrG8ZCA z0Z0dJcnagF@?7cVqAk;MoC>Y`iCz5 zkm{&^M|vi9W~=X=r+9X5=v)pl42dxMJl&6QPZv~o#7{#L;aBb=wDJCV+q}}VykaIE zo&t5)q639{$3N2RE%>_eGiV3(K1S(_%kmm$5;k3WO&@ygt{Wnb9%*KQU(GtA^#^NC ziCH5)Au9&6HqnQD-^9Gk6LCp=RUSwiv_dz?pcq-kH?vty^c+=$(G#Du(wnggL?vRd z3R7+Zb!e;I&gE?Bd`@uBvLJO&{*+Pf%F9nIO!)n;$sD_>4txHiB1Ni`Y4CZCcqaK8 z<@jyBvI4`gx^v7gU#p_^8YzEp{ym55CTFZZVtj6xmR{l9NbgmjfQr2AIE{IE{T1bCWO}LE6{u5$~I^uzaG( z%$++ELbRXV;>_2Ph{Z9Hl;^p8n=G_$LVOfn8G)SP*>I*EtSr;Wg7%cp+K z98&kT4ay)i3kUNfO3&Tmw#F~n%**yivHg*H);~b<4mx_PZU$4X-pS# zpJewF+wVAkevJNy&*U}S^pGfv|8dW%`UtzOs+cpS#l>v0_f8kFvKi+oy>Fp2LO9tp zaIk#ZaLk>hm5i76e;TJ>y8xvsbFg2VWHTx}81j*zFUF#pj8J9>I=vLp!IX zU&Vo*Bq+~2KyZ#U<_$5eY=R_xgbeYx@_C>1VtaMy%EZV4=QNO}!T*k`J>E#jPa?+> z6O?n_N5TXfm_dOQW~80ag?RsEBOXN|9ni&e{CDO(({&UoLkDGVNvD;yteGNxYuUU_ z_^jMtu46Dg34op(M%Mn&D0io=e@^DY?Qf-bNU|IyOeaWVFAV}E=>3cA1qKJri@U0a z7NOAER;p2>fcz3wX;SWrX3EpCUB$9a?Dk+PhrKfx5L)BjuWxjr!SW&P>i?nar%Ird zn|52$7)6FnYc|OLmNU|5@NNddh%C0`PrZRsN3y1@Tzyu#g2AjBfVlc)fH?gocF#%# zdf?yfCz>@(wrR9b%JdeZWQZG?&3d*D^4nhrs)Zcv!bw6uP+s1s`9f*rsw<$J3jB%00PK5hV((PU zN42I&|Iq#rtXSL8^JK-A9?BPP@SN~>Sm_bW7s~XG@h3&PbKpqywbVtQ2QI^_oFVjS zi_IvJxeCAeC5#oIOC#WzJddj!H%75dg^Q`(*TTB!q@+T1m2Pw4 zS6W{6Q(xjkyta=Q{oc(ZM6P3F`OLxI76y_7tVIVHkD%;XDs$B(C~AeklDadC?@EZb ztJ2YN`|Z)FFhKzN62FZA-UY0;#GpJRObFi%GmywN4aWG#{AMx7?3uq=)i%S=I`V*x zuJyjb^EIeJ0=$AcLnTmU@!jlyW*B&kICl?*-cspkz5R9=Gqf+zjLrqBNw^Kmhf@jF zDWzb0wen(xf?I9pB7a2qQ^u(>CrScrz#TshX2NivcBy)o6o;6ob50@x6Adz&n~jU; z9TmnfXa`1@oDD`Qlilx^S$(PF4}U~^f06t5NzC`EEEvd1&?^M}lh>fu`s3U7MjWVO zhj*BW;<|0P3F|zzE8ECP6ndWOmZivPQ0svo)IF{1@ab z?^u1l7DIfX?>A;P z>1J`+odR>C$r(Xl;Ja+1{YmzA*LY2R!E=wdX7-(U8e5xSf}``4NS{Q>KVnt)xt9yI zPEfJwpos`jQo{vHxr}Dqn_N7zxJ*q24)o0VtUc3_drDBk|oRu4&TO4@PN5*Tze4% zSa!eh$lQFxhSU0^RXBQ}OivOQ7v~J+%c`rDkY4>`V@FVxZeVS%x3^au%1p?n73s+M z12hk|uK0@d+~Q%7+XzQV;5sx0)aFcw9K%{d**3#>Zz zxG%GHlIPQ)v5UU+n#&uSfPHif9LRB8$8SX)03la)2-q9-7-*&h~MK?ThUquRjbu2nA(h*CEtLgiZ5inp2lgv&q-CZ<|R587v-CA-f`uF zqJ8XsJYz4%O5(%Za!#vIQmYwnpe&i-al$nydCz=mXJRr33-s{t=okM~y_{o~>>^uS zeGc*WaJV5LAfNy$&0y3KiCh(u_n17gNQ*#Jl$U?`zr2nq7Tbkbe^REPioni$yI`K%nWGaEBvaicU<1SA-v98GU=2!*lou6kKoj`$ z2)_RcbXphwc;Q-?%+xN&6t*}Cu};O0`_MW@7>Wc3Ogo1SHKVawZAN7I&%MY_X!NDe z_a%{1sUrAE3t8DZm$^RDj zVf)LM;3pRZ`u5t0xQ3{vw;j2-^$>} z{^iG5uf~-iAQ%y;!oQ(ILo0V0oR@P&K!)iDwzAaF_Vt_fWRV{%UK&v_D$neAy@ z!SI>V#=w??Yxz1FIX8K>J?wxa27l43&-E+%K1+(~; zXp7!yrO28vpnI?c`J%WE>IL8WcH`Fd)ZcF9E*bdYzLZaa5dN!m6f&N0UXx2HGxFb1 zH#66fR;X=oef*ODn$H};e_%4aRc(a$dGoqv?hsGyy02!gDAfF$DVp#1k~_C(!%5zG zeC$3tZ-wxlu&NjXJU%TN>Hp2g|7uXSFn*5s1>3<5qd3Uw(XSUhF6(6EaYj5rtRvbo zkL1tGH?m0-^~pV^r#wp|en>?~6=5m0v{LnM-ElMA>eaUEjan!tx-1l$lM!ga+foTd z*@DJ|NENQt+UAlcFIJ`Dn8-pJ~(%zbI6wy7~R&v~5D~@F%a? zscdgDk9P?6(J0FE;QV|$fssh|61n=`*b*w+8?AIx&>UVvOTWzHXg9s#6q<1~{4VZH zfQqtS$6Ct<0?@fgQ?IUoI!(BQCU9U`t$1 z-inX7YboA9;?c^bvojChH!^=r4xTc@f86TV-XPyj2?z zUz4yDv-d^?HQ8foO3~X#rjSt^mDt*8Wl<2{x?_$`s5<5A_QT5$6=Y&Yc9Zurl5O~g z_}8KCu&5ZMbI2d1Qov*Hr2QuOhw`0?A0NV7*{k^|J2Ux;lw#a182nPqylt~E2gmdM z_30G|jFy;&wVMdJ@2`LM$EV|Ox{mmUrYfr9L(R(_Wi(&Wbv*CArR>&x1Zmpbn$Po{ zu@Azih8T;025a8;k)q198zzE^;zzWs4MIq+Ns*4-#T!CiW`yb*Wp?Jz1!>fp@(VbH zCrTa`u02hyKdsAoJ+B!ri9jgdEEB9fhtS*(C2=YpT^N(>vkf-Q&gp;Sy5(8sfLOL) z^4h{4y>0mZTHzNO#9d;lNd#ggOCY<3aZyudmFv^4{!({|A(6OY<3f$gZIE{FE)ZHH zydBh^r@J`(O8C2yUHm(7d*R0?@2Gl{#mgK9pJi z+k+0?MRuZszL==!6_vhFSy_C)=%V+{@aJ4rs{e@qF9s+b)YW9baa{kxr-?qYwzL*BagD5QR@s28#8Z!gbp{ z8WhC6ruwA%WrOd|-qZ?p^M${EzM6i$G$JwbQ$?%LUnoZc*nG)YCFNXGH9smuK-N*V z|H;GR`&Y}dvHl?caq1TYE`E0p)`$=Y1-{yIjlo}@^ZC%y?saxr(gZDk858pUXkL%G z`NM+$cwVQDaOu6R|GF7b_|bGiW2}6zHX@NM+a*u{;hppWv)rM(j*0oFxlv>Mi%TOo zh*C-*x}W!jaQo_Wtt%)gKE!>7Y*ujx;#WOTz5z*67AdM3}b! zmMyVVl;Zb$+QZ{{Lq%(ik+3vEnPz}Zu1#UnNc|sQkFipo+llgbKHZhT@f6j5cKuds zvONM}&WhoU$6}>YF#gbjhZ#ZxNb2w6?{G44O5(nYU^3MX*;~!#Mh*z6C ztR{P!dLSi7!yPBuwVw%y@m&}3&)G`>LPbL|Hje&W8NjvuN_U>gwkn!h5zuE+cL@o(ifgG`JKLnTOqQ z#FN7nxV(@G=em*Jf6%ob+2>_xZRLkKd3kMh^F#HyPZfm_2)@gJbVT0Qjf<4xc{%LW zZn<*f#SZk2??-)6WcMmIdEWI`R&OL?BOttjKxobyrw#3N3*wY1j~ryMP6R5x>JHRL|EQBI%{^@6~S0ivF_t5>_3^*6V8sL?QVZ zp6mO~u{_*YuZNWr-FK)j?sr%o3C?*FmZUL8U-8}2MnrzmQQPxlO+$+H%iiKz#jnB$ z1g$@2BHy>OlCo&aR(0|TZ5c#g9JHx;$uE|NZhzBLnOPp2lv&iaUHNe1&kPZwkP(Bb z(pL|{q&2DLzJAu5`uWZAQJ8(-@@gj2h>*dc%+h!PC)dlpT|r6?TB;p~*G>q;-FyG< zLylV;dsbsIhHo;fBnYn8oO{G8_eNJ8ta` zEl%waxhgIWYtDYi=2MTFsGAu}%?(Wq%$JtcpX;#{6cmhYl+c+#cvoYD#(V!k>cHP0 zwgxMgLJF9*;dLbsA3>d$%G-eWZ@|Zev7jUq|oo_dclk zxdOopgmO8xk;HeKtE}Qi=puF-g7u5mMA{4qX5?tOlF!B#Bi91iS?g9L)`4jMy zldELY^3SUzJq01qbgDn}QWuB^?~HhCU)`#zo~&@7WVi4AelF{31vc=l5j={yx`QxN zJNuBj01`zOsp{l69l%6Wgh7UU(5}=R-ev0*Id%UrEQGfPM!etbHwfy9j-D?klJ+0P z?`!#fJB#GMkJ)yaYEmcP5fYk^7I&=^V`F3E8CHovtb0+XPM-{E8P-8RLATxC z@q*R{8X6jUdgBoc(l2O8G4~*(?lw}d`JBh8ha#a~kdFl8e=YhHgw%li9O zGnnq()5h)lWGJ54asl)A#=j#c%3DMb!FI{ht^#KT{%H`w1{tnb&c_?A ziT7mrf^&0o8yfzC6_k^c^MVF{S?c3&sX~%JA|f3G0rll??pxAErthM+mD84T`$mMw z8PvCYRL3k;7@|$^9Bw?^^;P_Vee;pp-s*%uiBM8O>Z8)5fQrn_%qF8k&bP#(qN2|= z-vk9cu6K7S`+Rb=C#Y+Wc&`eI!yD!CVg)f6jKRVOyTzV{<4py>S< zjC9L8hY8Vw)|1pUH2KuKE5p{k$)b@rAJw}b*xI!Q%dYgLJ$Uir_m|+S0|Nt=|I8fA zqL{*@!ytmKMk3)ic6>3uQZftF46CwRTxOQMB_*Xyr6f)TA^TtSuiAQg3bgNu zW3C3BX|T8~oO2CbU4<-)@l86oBUs!dKc0<~-i{gcXO{)a+_0i+l|oAaiF5%Ff;S$G z#(3h~722>5AFku@3Bg)uf~v2t4-TN^fpYFpPu%SrKr$R0o#j4fBtuVal;vV;y9ogd z@ssU=_wV0tZ*MORWI8SNKl}RnTKOBOjtdF;c!>H|?{PGgtCb?+Qe0Z9j!wUPLv}Dv`r}}L zTfvpd$w>~)yr9rf4o=P}CX3Nhiy`*yy2qfWeZB(v+@Dh&;d$JRo3 zNJxmUudiCBQrLCDo?@(c)zl1ySb4PlQa^L2RJ}k}Q_$rb=~U2u@LC3z#pgAAVq)=^ zKO6fq6wJEfie65Cj*5x`woplvWg|O;RSmCrLB~7o64QLWs(zzeUs_tU4H($jJ6;HU z(y!Ugub32a+s*s&f|l1rF0_Fd$7yxEDpAn7K)ZxRM8th4M}wJ}89)k5tHvI|5*_iE z+pxy*52Vq{1Zvx(@N9ZD7@3&vqtnMKtT8|{ZLWct!%m&0r6u4H{bCcOv9Yndd`L}A zjjAzhjYKn9PEbiI6Xa$W~y8NjK4YE=yRSK zsZ;qf)jexqsefPqcy{cwv2d+%bASaORi`u(ty!R#9Rbjulq9Dkeh#xvfy5q$_e+|ku#Z)0PT zy`I$aUeb><(M;5J`xYfZjni5TF)|WWRau#yo(?r!WyF}&*h$IAq9YzG zlW!wjLq@U;xyJCNzU4Nk-Jkk?*o%?qUI~QX(IG$o z_YT9CnU+vyBpwlwReN00HxOtI2MgB^Zd<6P>Rg{Rk@v4$WLJOQd;|_Sa6t)YmFv#( z#%$|+tKCA^Tc)Mpo5{*O7!`nK>dW|s)srIbb$aZAdAvkAkZ68kp(DIKYLwu*Kpr6M zQHod$p*0X`VE_8=#)gf9Lz#$7LPAfKXaCmD4j};n0U@D&8A>BX%;Ui^+x^`Wqim!H$P7X>CJrI z3T%Ax*VpdIp87ucIQX@tWgenMQy>S*eoVMqDklPS#>B)>g?$CtjX|s}g9S=RP#5Rh zhuyU)ao25ghF9$-hclr(VyF90t7-udQbF(DQFnHLu5At^)?!x|=AeVllSSB{9d+=@ zIiVsPXs~F&Fo-(#FQOIr;fKF3T)1FfrW4sd2r>u$s+}Co0d$=W6PALVG^Ri-r>A=j z`2FefE8p`IMcv9tW~Q41|H5}uE{imh9|z5#oh1VUL$CN>_cB`y(A!Nyf`jkD^du!E z*Cy-4K?vP3>jBxw%FOJ~$DagJo}VgAGdDlYx6fRimdBvh8JH0kn=Iy0t(og!XBXM) z>guYQ%k~Or(zZ&k$>^54aIOdx@szYc6J8g1aj-cLI$YdkGhI(AK}X^Sug2AQRfg3n zedj^52V&27<7;bcQKBo;(|x|iLP_7geZv&N-k%MJ4bjo`4|7U^r64vBD65CPx!l~` zo8l%W@)}rJSioTi5Xs@Vag7WR0AZD5o6WiQ%~=3#%a<>DwazvmJf41i&G7J{*`9QF zATga)mYTVFmg)i2FBi3$`2u5p{`?u!l@-?0G4EPufD5XK^V9F?X@=NNvYZpL7~*KW zEM32TrdPOxgeQ;^uv_ZSSYLmc5y1xuS<@WNGhT3A55+(iDFCWIs(KQ^z5O7i_gnBy?} zHEd*L1oTaHWo5+2k0nR6YY^5~OcASlgE#b5q^--;4y*w*vx10-2*E`^y$7_CsZhlJ zsiR}L?OW9Bo4F2o?7@6V3*cQb&*ObCctF#tX=-Zb6Iq}%!;U0|bOIH#@%F}{pkIj^ zyqGus6$wad5Obv>99pog*a|;j>HhKYF+k^gjz(^(bRfIeiCkm{z|{RRYVF&8gVy~7gjhnM`Wlc@st5?8{>t&MNpb*lAP<3^6$g5P=Cx<&|rZUShP2B0l zMXeQH50Lw@#KQ&px|Z?v%nC7uiiUQ$xVUl(3Lw!8VBnl2U_14doP~b{4SaHOap9*h z){Mal3ku3A$K6`_)WD7GhctmMy^&ekz!FGv4FiMI-zB}8!ZHbiFD7eU&`gBXcaPZroN9yV60Sv>#!`<&b{YrpD z%Z5=g)159o@+uyWQ_3AOXz_BVE;x zd>0oM98ZrALPGGYt*s?Ls^5V6<}=p%)%HuE?yufd`aO^t{`0vXs?=iO>*hM_YfS^L z4GRO=aCLe9_+V>uWOIFeos2`%#MD$%LqmHNs@|$S0z)Fj>(m8yyaNFZuIy}VY{Y0m zb=s8UJH5JaY@(T1Jg$2IxT|dc=;ccsBI*bx3y|j4I&pVxKB)TeWw#bT>x|*jB_|_e z&Qugr??JPH@XT!$UaKtub^9<;0Eyo27MyCMqXV;&;r`2)FF}U5x*pc7)z>(0%m8bF zA@i8q1@sCP5)Eyrsc30Ee|=*>q7A%G9LDO%0-1?JL&L&6wkqaI(vhOji3T*+`g9;& zKwuz`ZaF6x*F$tVG~In9rtnd{)0WPj6t1i zyBWZPnUQe@Y)mjGOiS+Z@bCx-lrP-rO5gM61Xq}srvU0?{ z9Y0k!=*&C3ysu?v!T6eVo+Z?+J>MD|7x#G2@LqrV6}69w_dJiCt*i=uyx`{K6anVk z-9a@S1udU}k0p;b~)&H$^`+xp}cM?d42ePsO z`DxDS;bMn!=yX|ek1s)&(M(~Kw?Bt4X!m)aJKvKms%v1tjZ~eg_ek6~^%@55@95~D zbr86Xxl}x}Y>O79hEoUu4n*4CWsrZ)% zpaa-M0_coiV-;%v9bI~M%mU3XS?dIahsQFt7c;T4wsm(u%pDpP>Uw}uzPS#tjuO+2 zmrd(ivIph6?DH^zFFUwF?^Qs6Jeri2wjipqx_a5ZdLcA(mDbwn>^iWKcB>_(zDq(! zXV|N}_h$^FLtQm5BJK)+!Uk8J42;zWF2^8F>i1_tW0=e5=jSz4RQmFGfOz}NUwn@> zFMa=>p5eZYO_8c9c)@Tze-gIw-$c5oRxlxLhb!i(*V@|Jii>$4J$lrMFDoMhmKkUrK325F zz(wLmak78Vz8vaq`#${o^=l21`H)jM+8%fW0g8Lzmw26SrF0;cvehzIN6R?G#60^x z$QT$HT)uo6vii~uo+rz3MYSO1K;41(Z2MDpQJ;a4k&&N&=Vy~&baeDp7R8a`XQ82? zop7wop9Gczsi@x0jtR^Ye>!h89?tnBx9*}5gI!aO{%FX9omb{Q&~2?;KL zK|z6SJ7kq!%chBNjgO7hWM!Gd>^p|QD-8(^Ou*6rlS_HkU}9r1y=#LOb}WGX1Mwk~dvy(c zxe4Gx9FAAn#W2H^!I#XrfrcWs2RIO#iF^uiwMHboAC}%0KA)5Vy9DyPL_xOoqso$m z9Ii;!g5Q^~QwFX!-f;?e%iwc?mG<4{1Wv@Mt{Pi?A&aWl1|T*zHe!M>;K_INUf6MY z{G6VV!M62uXqjE za0K?C_){2|Z)5wD^g?^fiYZSFo?{I?f0*#{&#M;0i#~i{>_mg|gLQ#ym{oZM@wyiv z4+adW5Jqd1C?dp5)tDQ(a8dw5KwVvVn*G%dD=@R2-#^rFF~%}VOL_E9S+SmKZmJd~ z<~#uz$3d^P`?L?a!d;Su98jP} z=YJ%qC2%e6xX#=76?_B#48#5%(Hxjf`lhBI+f6XX2`0V%p6CP`46_5uZ`_!L@MTy? z2$i^JZD!^oSmM_&BSW*xm)$%)Jwfq78j>H(vRDIG3ox1?W`X+leO@+g15A0~QfhF! z0podB=D^oHkA=mlpp+su0q+gIdh-nxKMEujym~TEyQJKDszBWw0wI!;J{krz2%}+4 z!eCu^?qCQE*-Mu$alP~hcX`FW8h&z!t`B|n8P2@w0AK>x?CtC%@jjCWg)I_OpZa$2 zP-j!l=i4{s427wQi8@drt>JW^da+m9UkK2NL5g*{nJUZ_Vn8Kky{F(cS&vt$^b(ms zqyvugV66WyUtZIS9v-bVSi8z;73dYc%jV_)yX7CV7ff{Uzw4f~;B^K#fo@V&RZTeU zMS@N8RaitXc5Ql<<~Hz_*tKsN$k56<4+Pp(}`x%uY4(q zal24qiz;2FTbN!*klJ5@b)Cl{df}>W)|-q8|A4>nJglU)_83UTHi8!z4TNtBc(_YE zgor|??K1$&D=5J2Cp*K2e>XdMfMCH43>V!UskE5|bL5WGs$Q<)G>An0ct!BOPQe+6 z1wseQKj4Cbm|!J?P=z>{m7ozafI#Nwhu#%(z1p9THG~k4_`%%OB&E#PcdWm-A(6=J zoE)86=OS23pZPHy4cXk+b8^H3Rvu)y)A)q*R4vyx}pCPEt5}Tfp z!OX&vEbLSOvBO61a}aBI^ZK>=av+Ekz63B7KGw2gET$|K(Tc0O5T3FvUx?A#j4{Hr zR)uEAm6bCyPav|HoLmp=34xPgDv9pJ(^aw@OA~&p@k;3HrSWNa3Z#S|u~-~<_)N&n z98;+v2;G8L4N^)D&9wGf!&3P658yOrWVPpsYd7x7UxQa95F7(#oRybX>K+Wn45+xs z_Nc_f8jArIFR#B3MC-)Hg0;)F{7En;h~Xp^2o^Av|BO|D&(sfGUp-rt{^BMJJ^<+9 z!|wL>C9re5x6f2>FZ^#eVQx0Ny*B``Rt+p8$W)|or+H( WlbF)wR3$O*L&_-KFOV|w{eJ-UXV|;| literal 0 HcmV?d00001 diff --git a/docs/fern/pages/blog/_assets/bulwark/images/bench-outcome-baseline.png b/docs/fern/pages/blog/_assets/bulwark/images/bench-outcome-baseline.png new file mode 100644 index 0000000000000000000000000000000000000000..8b15831eb0ebb9555336593c030faf1c52be25e8 GIT binary patch literal 46002 zcmd43c|4YF+cxTMPD(^cq$GrpLdcL*GGv}2GA2Z3GBptiNf#lZBJ-FjQ)MP(%&g=h z^E_qxwyV0I_g(K=zx93Vzjgk8&vQ5Ey3X@B_G90-ZQHl~^ijNgaVI%FIT;z*&P&o# z%4B4l*~!Q@Xl~npKN)w3d_qQ+>3m7*tg6$C(QZdg8jWSaNtYdro6gcG(a`#(m)_g# zVs%34exVev*!*7pa_SxBbY;}4_qO=GQaZO=$%mG6gM(rk+1@vof_fZ7j0aZ@-RldM zxy~Ey4Vhlm(bW~XUiTtz;lsGigpjS*Hhks(Z!d|6GiT1wdEMwK$cx>mbYSb&tzP;J z3=F3jE7#lK-PlvYyKxJ}HyJvwsfC5FI#T=r#l_+!ykY*YE+km;Y$c2Hc@VaXjBJ?s z!X;~K>kAjWiiO9TD z&#%ToD6go{%Xb(Hw<>C|(;=I*F8%#!+-z)Y%#E$B+3D#^1L0O%DCoW%vU{+7Jr_ke}=cQ^pHiJ2p6;(IEbGU;pM&6@alZN9z640$aY|&czx|>!x8z-TgaF;tJMAzbtMDB31^BoFZmuxI8EiYfL%QF8u zIy$O4uu;&e=Y>8UB_$4p{5)YL|NS_TGv__c+F zMQ-8NT@2UgOg=w9!Etf!XTyDcIx8!y6e$G-tJ*OB=;-LBr6p%)XKYtEpYfyV!(CFV z*kQc_rxQnxyiQ8Ys##h}(D{)Ze>ss{&wYv5o$oj^GjsCf$-=@yf(N-&^LzUdQjl!j zni+J>(9p2EyF2{UjaQA8pF>Yh^c04Ng>eK*_x<>>y0XG5ANEEk`ce>UN=k}VZxKNz zW@u=rsHmv>y*;NmFTuPZPh)j)>IajUtEQsjlfc05Lqj)i+=#ciw)$%>=Vs?#Dk>#S z&F2vjZa>QX^h>Qap2g4h&xZQp*3i_3L=ZFTBLg=~>+hS;LN2FLuqo{o;&i1F{=zgxU8 z|C(aFaQQj!_wOYSv8ofj#g6v&EiEl-LavkFJ|f`jDl4DJ#H8vLc4XhwF1$UbI{a*X zmju(&o?fit%wYWva`KGK%#u%^vTt_Arl!`9k9A~?^c1?_Pug~QU>UG8@^W(36aVbl z6LjYenWtpBNiBW$8)}|Tgw;ukOuHdv!gRUcfg0lUw{O=RR9J)JRj>6bc*og~v=S?} zBTw32iQhluyN^dzIbJK%q>4Dbvf`?spm6>AVCMDuz5DjDv9ey#(z3R{JvXeTsCX!( zrm&zO+p_!iRNwh{)!R$c#Ok9x2LvsR=vYNXS8;A}er9K84Cw~SeD@*PEj;}hMfT#N zp>aYecV^e(s;^gI4cbpfx4R+3xTZ}&^voH7RSlulThslQy!89}`gDF@1_lOnUP8!S z8qv&w0gNKSt4G>;dm}}Th5VC|udJd%$te5|k@lk^px9->-&aOf*7qg{Gqb^9T?9`2 zv17+5N-VnHs~z3q;j#Yi-MbGTK42f07Z=%S9=&^a>cD~UxVShrg_pUxxeOu>a;!m@ zSg47S{+e7S9(w}=193=hSzB-4u>+5SASBxDpu(CR7ZK5pR(yd-8EH)(-JhA6nP>F5 zuFhYdj){qhu(7+Vi_UAm=aPe|4+6z1d{ z8EwyW!O27n6Kg_f$#FT((fs98yOhL#;++U0|x6OIX#3LV`M|{sGgG6 zOVh^L>zNrDZmM#frR zISGk7zP`Ts`7Qpj+HK8h{jKSx4pVwB@^au!;XwXq8{^z;b~=k)dUZ{13J z_^<-8+ST3NTj=t3y2eCbKk(&CT~*cok&%(n(E`T_T|K>CgxLIn{pw4p?KpGQMj1FK zdHMNPo!MjkRYAx-=g*%%a^bP!uDRuj;_Gy*Cr>sZi?p{3ojP@jmDOwYymHF?N5_JU zw6nh!7vH>n>*C~uO)PL*4qn}0UiI`Sk|6fAtI%bk>8-+kFQHrC?o6lS)T^=6QB&Ye4#LPaQRNlHrkR8nHhw|}8bhNznz92{I$R(AOCVGd%Vda?nX3C_PUW8B-f z71_PWxi%eJ$;j@!PciE2PSq>!>obT~HPhGs82rw%`wDANq4UgzC7#8P_qU?FM2flu zbNW1fta|Bd2=~I)-kC!si{m144-*FH^-}pb4+LK)d)X%eOC!DC6k!yL3wI&PaU>YtxPZd z=Q#C`q?ofyySiSi9?8;3)vZ3kOOa{WEu0cKH}dr)MNnX%H4@@@Uj6eE=kii>dv4j= z(~^63wd0d?GAPxgq@;K$PTuS|m15NR=F%urR@abjk?S#n%*fZ&`j&>)R-`xSOP9XC z+!cN>=}Ok4#MiH1m#{vJ5Vlty7xmH~sEg3PEL~k6*I%F0T)Mo+G3<7F@ltiK!50rb z9YM>kZ!%oRj}w9znCS&9G_9@EZBhs?U#D65%}h*8MmGjZ&kocc@R4dP_VBQ@ zLK)aYP5t!g)7)~-=T3wD{dPaU+~qVX?o>YbY<^)ugPjI>dqC!~pC2}I$BrEb@VS>C zx~?q^BH;G#-;d;~!mV+z#|ou)n)~?iWaKp(T3Tx>1FV#Z%;Q_bBO|tkpO{>0TN5<` zMu3h=OG~}Ix23#so*6)aICA9vvM0^9O{g{;Rt2=q6`VVkcQEbQQzFW5X!rvu2=%DB zxf#Ki;n~sAffAt{-;BjSexo%hRF$K)s%mL8vp%=AZK4JTDDUZ`f{m(^Z0-x=SH1Le zt#1T}hKBn4@7hPbaK+GVq1%z7WM%P307v&H)*e0Asq;ve4i58A4xh^SDxE)w$0{f#Y%rOcZ)u^`B5z|ebu!D z)>k-m1s>}!-9EGS5ar~Oo%-CcqEF>_9z3Hdl>R-`2{7le{`0yBkr3Jvga|@uTJOVb zuedPcDT(2no!z_X-dJ^Yb&8Vy!9h++^6j3VUcGvyonx6EzTxg6?E0}|KC<_<%FD~i zJwMgdBqqhRF^%B7s#R~?xN*PN(AQL^{5*%TD_;70xpgYl=)~R6l<)#=z8 zcOI>j0?}6&y%(RC**Q8J_UYYnSt_u2dpROudfCd{yylre z#Pw2ds?Q#mVj2mY8t%;}H<0<2^qB#rj}kMu=B;vHUktE0I_f=g=bw#$Qz@>hC0;wv zGb@D)+(drq$}-nrR?Z7am5km-L1EF7&{9#}l&F#V>J>AA^M#MJwsvP%S66fMsUt^z zM0%`gWm|-%rlz7&AfZfj<-LA!&GlKz)qD;ba>6$tva32epT&4y&d$w=*!_I+^eHtx z{S~v#IGw1@4<2kHoKLXqDX8*#t3!tpqsX3HTUsi`OhO{Mx(7Al6xo%PmBR#XR$FG@ zXew`Rp2e3St~7+~QH!d?7lcOR)s)2q(u&-c9flf@^720MUi&qYikL2IXs`xyv)Fv` z;zi~@cV9dxH?@z9`_YeU)~VDVN*+?yJbK$GX8hKVQDojQlb>1Gaa>1JQ&Whx`nI(_ zK8u^%|M&|rxA(7KlL|N~-yJdO4>GrKzroNed#`IMME9kp*J zZZ$ME&N8VDJABUT6h6cGLF572^@Uy!AmD6|^|inw7j^S&h&WZqCpuY_MJ8G(e7e~d zS~#r8aB(a47eGDQ25WS8r%Y%1`uqC_1Ze0ML@`e|0U5WpwsvuQcz6(bgw<|`ukO?c zJzdK^SHJ3&nVxRN_X3p;r+OC172l>1DVF?AL?Zq~+)8PCWCz0Mc}7U*Zr`#QkRV}u zGXx@XYaUNc?sK6%ta5ZG3`(&w7yTKkUV5v23`wrG>IP{6C#ZiZ8XgfL>h^0EC^ge+ zAIF3tgSfc(U5P_`eZ%?91@IU6x}6NCzx4DJ0i`9q-9pwvPHjc@h0bA{q@G?eY85`# z+R-t<&yVP});9F4I%xG-x}n!7Mb)!sG=xHewqD2Q&vIOQIXxJoY|0-$ehg|hH`clE zHqt%pv~?fIh|f$lyepI}yYim1wO$(=A?7!3qzAM|UIQ4E9aAPM^^$KXU(>4J9Q@?TEueG2 ze(aI}A75ivmur7zAjlOSU1e7kFdRp3_cMA4wWLdH$3$*|WN-`_oKO3@8mtnXv~QoF zPaWjOD{ z$eeU^KL-axf`WkUfQ1+t8S}JiAu=Gn_7*tLR0bXy8yoXs7ZYwHJ0MtB zQE`zuPzSLKjR44v+|%Go)LD{{Xhbd0TsqxiFh zRmhb}Qj8JShf}_ZkR`4}I-P&tTvJoi)3b(80tu|Ds-pIJ;2jK-G{^SVaiZtSl`9Jq zy&84z<3I6e6AIVX*3#3{M>h`x*fEN^E+QJSZLyalK-RCcYMimjTfqluXIlhT8Fl7Z z>Akl*CRnkREJ28*NazD10%0r;C#IqZOhc|9)yA~6Cu_@JNj%KP*0x4CIJqfK=?KAQ z{I>L7k;fmn&!or^DRW0hEut0UY_zUk!riPRon&QY-Mo1d;g|=q1;qdr{^^gC#G1M~ z0e*g3-?CA?M_hr@%~%!7Gimn%LmsWVyzBqfSpAQpPZ2Y-!`1YsOW!LDv`^a(d-^n~JmPmHQmsH!^=m zL2$>9VF*PsGxwpvetz0PIjm9_g zSRnJSmsx|-i{lK-9}9V`6?FX2_~=!L2N7sE-h#iDjR^i+7*+k=ul*4%=jYF#85kJ} z6Dy|xHwipa%twwOIdDz0@ecC81KyC5f@)axBw+lH}Dj%Fb7px+`M_@$dNor zSy@@)>~pt`H=5%Dr*8=poYFP=8B_b8E}uzH*V5FCD~(+lPFWQBu+=S17E6kN16~%h z>6e~QJi$!8Z4>GYx0W+71wwXhJb&VWybhTPO@>IOp;K$hOR^&zK5%HxBg zIR6$nZPk%GV&1zhP2*uf>AXu1M8$p>DA6ewGtqg)EgVM1Q5dMzR#okk%N>Uap;zv-Lo2^$NH*Z z&H@fJxu;~zL+6CW`WzdCg4!G8j^&ePz^{tz1-IuCY+AeDT-rn6FFze09}g54fncu< z7u3!&D@*aQUte=$R-Oom=W?wpJD6DTU@g`3E8)QfBRd7$a?Yh7ssi{J&RZ8 z!>c3JMQKgGsh>%HLAUi1zDrhWE9F5|-NRat{x<3%&+gr}2}+3SOW%BGe%xoo9{Kt%jCFp6 znDkU|Ix8*h+e@WOj^ka~2lfOU*E|t_eO)NYzQseYEb%`L;1a{rncngGmJmLd$*coo85G z?mEiJQBWZ}hm7cM+<0GneMLoR^-F6jvO$hbxIy}JMq^_=e&kz7pT2vKbA&c^w6_z& z)>W@aOG{t77FAg2R@MFwqp;mK^&ajPh>S#=CFn_N?&Mvj9GwTMhx(AB)LNBBI%JB~6ZHOnxS6IR%zI!*#%&O~Hu6vkO>uq`-9&TH6;TcOv z4Ho4#v{K}45XwiZYJ=+;qPJ(`Qc}i0dG0{9U!5INA^5K3<>%U>CVp_&)G2V9y6?9U zl&3q!M&rP){HIHxVr{iUO>b+AGH`{=QWF~I+bGOS5Vs7qf;<8ibj?Lm8YhCT_ z?JX^Y!T`aXK0!iZ#{259#w1AD^ORb_nq2d9bH;Q7_+}jMPTUFd$i@vD5TUXWRaHZP zXh22a+W`TTF8g|Mn^5RU=e2pX=`CdmFJI_meL9CW#n8aO2CN31m-E~(txMB4!wP>< z*TpCLbmLyi#>w0D5;EM2Vp7c3d_?36tMdYKrui1}JQO8oT;?rsVn9+J`T4m)Km;kz z?NtCQ^wQTYb{`uWs_MxTK6B>9%~10<_)w_bkU#QlD{5=fkW2K$s89UR1f z1C|#iz;U5&Jkuj^)Jq=P%^+;&t^XVmn>o@s<=PI3mUiF1%n8G;cRZI(O-)^03jzWH ze0^)c3n0v+{6I=Ym!Ud@#QDkAUniC3Lo$abjjLa?;z+4jAB;ui{Ur`*rd|7I`K|5Q zvuCBHD{+8jFZ(1(_oEX)%AXDn*^<$U&f`t7^7+WW_$^u}{{CXl(?*cVatnopg&`rj zt*tnN_(A(sRNO7HKqz5*XjJ?B1XQ5|cqHgEQ0Um%O@SYdYEY;*#L9;w1lW!qrKP1k zdh{rxxVw(=J<&mMNDIlz=mVvz7#` zKt);EC6=dvirCota6tv)Lt_9pkRAZHeKa)vL}H=)YDZ_M%dgp?E(=}zqdiharlz^* z#XWiQ1d8paPoIAN{0UjAF7)I@J-zk&-3CzXfBcwPTXhMQ3x59G35A8I)Q(fpoojvM zw>Bni_qKsa&qqRwQBWIa*UDCb6m6mt{ChAJEo`+Mikr^NeEeTN~FyabZRlA~QC8_ea5b_~!EGUQn)0Fmt! z6zFsy2P8*Fe@{?L6vp!+|3mqipVaeMwFegk26CPK*?=w(0MdT1sp;v)pSFKjF-`zq z5d&~`v!ksIJCC!M8IH4x916*AbO6F7omVJ?>U{M0js;brX_8lhvV>Nl=O=Q%elQh( z{pUCU@q?jQ2$x+_;oj(*dzJrZDLEn}&D=|uQNgRjtf5{^$13;y7V^S)-yFnT zKw>i})hIp8uOQ5u-MBHTg^M8 z?$MBYs&dF*x}@Knvu0|)!g#YePU*@OdMd3eR|G8Dcu$|!be;gkCdqMP;~iP%?(XhV zQV*tenTH!=YSmeNzyvGXU`r`oVyZHL${*lcW>JSJ(!i16>F&SBQ<#7 zVu6}mq*x(Zqfl@Ty~3H>qeN=;ctZa|e-i&PRF2eIdHVEKK}d2Jd=bhAkYR8Q3f#1? z@RkPE;!1H?#i5}6iEG#k zGqVl=RPb8P3FRW0U$0eD6*}w1mMyS8NZH_{bW~77m3*=~P^0o?S%Zc~Mnc|eXlUd# z&+p^b`Ptw9M%fe*jf9Xri0}3*TU|KI=<)TO_-^5U$jovP0mo<_J$_8_`Q*a{G<5Y1 z43yFQL`#HdgQHi?ujxlUfhE5RvMwUxf^0+XdCwc&Ss!T#b$RsRs+sxZg|M&$WldGp z2O3ch#<;Pl+ z!)=H_P!GJkG6EvcIKN6wU0)iEv~_WrAH5`{vl%PZ>SIc##3uhR+WPNFca;oNDDag0 z9aN5;^^Ge)DkoYh_Tg{yAGboh2H}>*gz1l!S~T4lI-20mv-%}q~s^S zJ8}6*GBSSI>#y!gMes9t4%lB1kJ^LV7du?b)&r7t@TAFSaCY3{TTcB2OQeses1Lop z9#ef~=B-I6&$B22@T;^HZr{G0o0}Wu#=+4MJ*s&?+2y&B9J3YR(I#LX2BmR#FPgrY;c(g6OiI-MdoHAozofK_>=tzVBU7SV+lm zn%As3ZpS|ENg>(eub1Kn{(M2!W3(&-0u<0@$8!JlcpK)yg^YdRzyX0?Qs#oIV!G!M z&sY!AJkqJ{f(HCLCr+NUwXrb>nMhfDF{AYQLd=^tXPU@c|MNye%P#`Y*prM}_2P}>G2Y)w znJWxe5tsSTWgL7^MP_D12=r&-RV3Nb4`Q5LTuJV$zXSvXP?(n54w-ZQ#V3jfp6}Mu zhzheTO9)iXdQM((?b@|(z>vsI#UASl_QG5s|W`-Lx{*s%i$WXJaH@w3D}6lqjS z;@40S$CSW8rTBa?rz9D9v^80J7)YOPFP+i2ZomK6-7nk86b~2^A`WvFcVFUoA#K}| z!NG7pCdL?W3_3!!_z1)b$>=BEut%Zlo@Wk>h#)fPpqC zb`;PW8BfSzR8v{G5zKjNYUhdvNyoRdGh%`<&5v{a`$Hzn-lEly;pYg?z%LO3(<7=z z3C>u06d{6R*3Hg&aKWxvAD`_m?*shO_MYq8iTs(PbK}O$kb>~^agzfuzFGH`ZbuhM zP%sDGDC7n8_l#_8Z_$wJ?&)y{LP1^=5ELwiPztIC`;x7#EoZ|wh;O$S#*=j*S*n)D zaPqaROcQGW8^C+(aU8uX;gK`02?pipGrOX#%}GQ4`J{%|f5Loi@dxF(b0rWb2Z+R_ zU%%8-0^5FHw4CbD9!{{Z7*#(zh91B_|NO&2a#^$%x;T=Ica~pMx`EViAE`Qd${8P{ zqM{(J3z&YnBO85$nYrlKa3Um45+`t7;^X0&K+}YYViZ~o#3E5(@@fJnEqNJyHuvt` zYYTVEL^o@#ugn*;y;^kY%J!T+8_D9%(NpoWnY|g}J+*69LQ1%-?7dCsW$X0VjsK9v zMF3UJjieT%|GSe>_?d#pIWLMl_f=u4od*QuoIeR&holeHOw8@qJM0O-#^p${tF1JS z9vB2 zzB28^9Wuq1MgFFEcGQ)Q94n@S2UCVLQJpq#Wj25HT;}RK_3-8?_iJy%1gmOW2{lIz ztnUR*v7J5^8@BPz?JU!Vd)}{JzvgF@-kFIm8ybcXE;PE2b-+e>@E|F3VeJz{YSA>a_|NYjXr_fFM6F{DE1vKUe}3d&uA#Q=??;eH&`Ofxl63t)(-O69iD4Vb znh#f;VwB*&>wf6frXz;(4@p0+aqZuT+KJkG@BV$+ZrVM2Nb1AW7Nk}>uM@ny?8QWw zks{z0@djdl78%L2ds~}Lv?BZf;#;L_IL5H2k~^Hwggw;QucyamZ582cpN`Ba{5(l=%J zb=Nzr-z2A6&gyA+@{j}>nHk&hFlS_l^RwYoY1#T!0N*RZhvO-*=~v`}fmA$5c1}C%4-%59^et7%>;Gi&;vY${4-y%u1;0>N6S{8ubjb8x#~2AliV4 z04zvu%a0gUSsmVWH8xIz1476EUWH;|e3g5R7^0VgyD57_OE;C`^_S&J+`J}fboH*; zd)mYcGA#!G=P4aMgFG7~{>u@WGGdzZ|U&w*x`#z4ICjK%6HzFjv;~a@8^>Z&*FJt6#&*g#luq% z0A}M?3cE;od5UIwA5tRLQzcez`_7#^w{25Qd7YT(LaZhL3-Vlf_tTfB=-Q4LH(4cqwuc|Ih`jGAuN(A522N z<>sEBn)=RkGLGu+J>N+vi>)QJ0*aFGyZ3v$p;wK~sPcIgUsJA*e2Fdr2MKi25PWX7 zi%jw11L~zco@S@XYj>O%-%T9;Y4USqaQLU0@NTj@9hYQfYbq+(xVcl%gqkf@sTB`~ zhT!M7Gu+B?tb-qb??pB68F)QGgi4hWupfyTUgIJ(8_@$O;f494+9kA62e^mi_?UU> z0*;g9Gx!gg;>HJ5-K-oFKi*qPi0@YN&%PY%uj`-f|GQXw{=cGWeRO+DcoA&&wzh_J zJNHPbA&6w6wb$w2QbCKyq?I1n23D zgD7Jw;V(hl2HQ77vP(`%0xhV|ynp+Kdue`OtU@F=K?cyUmH<~ZvhqtITh_yeqk)ov zSPN{3)v#71yH@4!0b%2^Y$`AJ@`kot+85SLNk&FsHKC&ld@jwk+f;b3e8P`aMHXu6 zKpl3IP2_ospDoq-U7I)DxxL*}(o28S`m(^N6Pq`0)w*w~n$W6nRI@};u!XJTs6dzc~}90W9A^cFWL z-DWuh#10;a7P7XM&jLCY5iee-lKWxg;`8T(Lq=qG%qk?98-i+fmKvPw7IxbcFWf`9 zeajXpBle(Uo9;0%-gL-J`2Kn?S+lIRHeyb##QG|}nA!)bj;WE69o#~IF2tC++&k@N zv%Rz0EYt*7?y27wr+U)l%!~`Vs?Uz8pc4St|18`L#1c=XfTBJ>rVSo~qm2S-j21>q z+I2GqNR8+=O)nW+Sm@-nn#uKnIXJEZQ8%+JAV* zdzq}+*;!a?!H`Jq3fSJ!z}It|Q`0JWGO0x81xF7@q+WH&2d0>EmL7P#>+9-@Zhe~~L^;vf$tkWYP!uuztbm~#1XR# zeWI|?L@R3Ah|X-;NzZNtb5q?*(Pd~-=&5b`^K*(jRej?JfB^VToPavX^6G?P`Kg;7 z&%8m>p~SS2L-vxElbeOJS?CrzqsdpY-UF#Y*Tla8guH(3S{fMce+m7e3FrF?(SO3< zWd^`qgUjb9sR!TJ9V>qT)=iSdr2i-bgzFu9xikx$tRakGXn@4Xq3^&u(!ZyIl1x#B zg>zLeB$~-vnzeOc4N}V;4z=UdRz$)U8EBPiS_@IjICijAM{@XVCyNr8Zn7h5*#y+D zJU8n-dx{Z)r$mI}$&|ksi!3hszZy5uW+z%0Kmz?PNWGV$ens;au>3cCbc%5Y{{8WX zfF4o1_FpoRr#WXQ*A!^F7hgb6(?3*Aq)tEmu~M@s9n08kL#pJzum9p5@1pJ1qLQ6yQCMJgQ^es%0L@{p#qg_K| zOH$vj>iX~d#W$GUw;rreQ>qy(64N+;T;mG#`iO|D7*gxd?m;AZ?%0P3jl>=kdpkQg zkAj{~i;pBWCu&S!h5{@EZ22jKPUvKqQi9%3jdbJBjx|DlBx)p z2DQ(dq(az`aOTa#R2knjK z_$Cx72zZcGF>uzNrhhK`MTDprW>wI#H#Rno5ckj}(m=MtodH@Qf2f3-)zwJ@PfTDm zBqTHxorJ20FmJSxoZxWxk(vfR2a?9%80I;i{o=xOn5w3x)69T8@d@kY7eB|xA@h?) z(a=)cvFTpG7z6B5kV3#URAUOjVgn9}8f02Bzjqi5t6o{k*u}yON(r-Zw)xj_!}|@S zQN-VutEkgt6bd;Ql@z8&uA7^422~*eos&W_1bcLokRYStH~sPrvMkypz^CwZOu-Hf z4wixjRu*Xl2R+#BdstVX#aE9(nLESF%gez5J7Ezl16=z*V2#eP1_rIK_mXe$G| zz^?OQ$$I&+2U#0omI0^>>mFf_3u5@M$?xZ2IMc}miN!}_q>M@2-IX-Zz$*96!KXU5 z>yuUSssjXcB+NyiA+om5l^ z2pW(dK~i8`n zpdf%FNykiqpQ9;10^|WAbqs8r{|=lps5P)3>`{Vx00(Au_DL{*+zV0)$*}$C(WBdo zllofqpTLaJGmV+V%38F6Ofm7BJ%c?VCr6NKC;F+qy~Rnfu&2Tk;bRKX2}*<&zO70a zs%fae%`i=_V2mNOL!pe1KbD{KVxtzI#~4_ImP;b-zuRlJd-rZ$m1yQGuqRE(0lmc!C%c=+Blle7^MImG!9SbaKwYfV0j=gqd&0N=%o-^Xk0D? zO7{;BleBSY^hHJy5LLOgvp-`35Ly27=TV4{I9j7lE=yZ8FwlmRU)`adJSkH!H#;j6 z(U0A0QK{8*e>03+%l@%)v4j9k+i=sSO)HZnlwh@(VJb%51MxZk3nP($eZO43%Tuy$x)l-zLw~(^F>r3SZX1 z&*5R2n8s=C)|M7yCioP=v4UG@4vf7JvW2x9C#+i6HYGXvIJFOc3&9d@Fp@pwb0{*y zOLT=eX&&Jr`6z;3yjc0TQFe<;?bQ2n5jM6#q$w~!l>f)m6QnV5r0}bVbw+0T)3>6K zCnY34fId%8PkT}9Z^V!RIyTHQa&rCZDu(=K&Fo+hoknyQV%nh}LXZCfYL7!m@a7N_ z(jq=a-Zoaluo3Tx6YSq0j$so<~38(=OG~%r4Z7Y+1Ug0 z!NzMVOTa}MDLVVn@`9O1oFf7D4Ead0?#9Na5zF0RU1*0A)JQH0I3AO()zF5Tkz}_> z5l4Sc9UwN?|4{l5P*HuPm5EWFzf}7|NQIpSef)%bTcJ_w<=MpCYcSiJTIvD}2Ice6 zEBt4kWMeIMN7sH1V!97INGv8#hJC1hZ%h>Hwr$%`{ipE2Z953)!ISi1&;`p3G&}O~ zAh+Pl#IZU+PcJMYBJMK(xuW9jiphSjP|Rwhg^!%uihdSS?4yVM-@m5=MqzJ-g@lmu zS3$K%XJ#bW7O)i!E$xrN@Gd;F%DtKZGYHWX&T~wNA`RDC((m7&tXI5-WMPx%igX~3 zu*VEyBz(w}2c@Nun^7LG7Q4G`e%-<~*L4{j^g7ZX%-fx4p5PfbZ#XN&*}ReLPVDL3 zH<@j|*wN8Hgw)EK*PhJR6y9%QPGa&`JQ?!`Sc5aet2cIlu#=i|TwE&vFfflYA(ep1 zX6)tAP}k8pgSG;6a8%Yzgc2=fd|KKq%+lcSKuhfag-7Mh$jGpl8qSD{ zVpH%4D(A;Seu=0L(LDXCYCA7Ej{!-H8N+IXadqO{`0scjllak^q!k2v;ei94F#1Du zhW{)0WS$#>6BWV6+WMFWm3^&Q$GaiYfUv`8+>ivvBaOZYc!vOe5aDotpE7H%?CN6p zSE$bV#QPZLQ5Z&4IgBTq%e$ou-T>+6pl-qy0WVf0Uu8h!yBkeNxo*u_<6&i-QvxSW zETL1|7C!*nzrI!WK^htw98?;b*^eWme~?X7g3#|~qDFyO{sRYl2UwuzQw;exr1Yor-|=3P!0{|Ius(Yh8IbZtL887+ zTXP@QS|5d!fpRHC1;}}|7BeCTK2?A{9BSxhYW<|Fhh^0DJKM@t zaG`)Sl!4$!hXPti+EM69a8&hTa_k30!NI||{@eZ`lel?dx7O~Xds?OhO=mY!h3?yH zR%6VU?f_^NYY6o$V0T4=S^K=HTGr>tyLUgLpN)1#bh!ZO!$5s-Z+`nvUN8=UMc#EO z123%ro`K5%-l4YuR)a(X9mmX~sk-`+{&Qfakk65*l}#{p zK#qG88%y1QBh2Y^O;J(t_U&Ie;9tn?i6@%F?%}xkNWEH_+fsoxGIRV7-?HC6Dv9n! zWLK2j>qbUc4|Kn|;BaU*!xX{o$!~Y1n2{i?ZEa8T@?NU}iURVk5ql}($X&tW6g{BdbghMpjM7q= zYK3IUbU<$G1Lsr`jvZ$A(J_9u1CS~mJQMkLW(URZXozCXyY>B^Wb|{KCR=r|) zcf?bBYz0J@kl4r3&TD)KU>v)>u$4G+zz? zFo9xtvkM3~plt(d36J^spNEnd!%R076Vt@_coB@PI0^*9?zz$SCK#z|-}_Wznu|LG za|#Ox2Xv`X=0{-J!KgKyw~jzc*FJ85NdzSt_69KFr^#6C-7vw0*+k2+&MYikXM&Y< zj}m^mT^GF~bPxzp@@YxKey~6`4r>j5ywsn(`E+GT- zw6!@^J~<3RjsP@x=uLo?80+ud3AZ5D4Txvd1g9IpwUvVIL(1NRz~`1*Hg6_`(cuX1 zRw_#k!-SJ}0flj`pN6`oCTeJ+&L^?6mSn}Q7B4J5+t*$UaKal{rwOmZ4@- z%(p=~fNnWIJA3NH3D61Eo@FTRRz*uD$j}xUW>!`_dwuW25>N;*rVFfy@o+%d_FA;G zhK7eRs+HPo3roRMZ_*6UQ_2v}K~-C3VUM*H*e;;awx!R)ivwL3U#!-ziFZT%9=$!! z@s*D$!ijP}pVU(RUKr1y>oOa7L}G|gK?=|gYRT{pYE+{m&)B`#WlNMyb=iO2W!Jcv zBcZLt^`Q$*_PL*J=|7Oiz;vOBXcxP$Lh5_q=^1a-E%grC@s}@(z)4^?nfq*jV2Oyv z(Vh<kf4+6|<}9<8N5^^Q-ayJh&VwnZ>wGs6Z@fvCegwhS!`5~NB#f#7 zsxO#T2^vw%%-*J`#mKQ^z^L$rfDu6Zfb1Q(xVT6Hl)&Yf+H=R7P0mXu8;c1~nH0xd za|63Z8ikX41OrBG?Nr!R2(YBr5{2lw$CtCCARYhoZx^58CL^hfA7zq#k>7b9H4C{0 z(b&`2h~X}rP3@STp<`#xkcL6QHbr1&!<&iVOG(xlLjx3DMm)=?{WsuH=q6yx7&0)9 z_*zjh2oBj*=#oPpS%cxFGuJ+l%}+t2@vf|@x`D(bg?TMOqsk|6$E8g%iQcw@k(5^G zi8ofu9%9oY9XZ|QI9;1bCAiq8PXP(Y|gdWW^qv8kyDxYjJ&I_ zRwO1XdsM)TI~{h-`<+|KToqxSij3^V7xFV!Zsq#({v!UP zBkCf$K8_bIlw;duf<2aqA)}Hrz%R*m%=8k?m;RauhO6Gp#dyvcHBxG9hOB!Nl*_nV zpx{>}?8zBMKC!RA(CIErt)Wp3nWb-JBp+-78qIDcYyfNt(`ct-9hBs$HlUAZ$NC#N z?-O#oAijJ5rK9g{@}#)R%Ydr+yHRJ`iM5HD;%kfNnhu*%gGJ#ZaMs~=fhi|7S29lr z32dI!-0}aL7oy645S;cjc@+ne}MV$7lDBvc^}`ue}7sRd2hhu{Dlh~8ZZjus~`FM2TQX+`iS5& zCSSk)S1yj?cD-2OQ~Bjf8fr7XY~QxE!2u)V?*6Oifer*LyXf%dkiB~aZhiaklos!S z0f5V^#WX9ikW^e@M?&Xe5%x70qoEh_QT!kh)k3fTb#F&m7EoKkc??Gtw$fLMnKX|% zTKlDatHt-NNO`COZ{ECV>*xr+t>*;W2ne=vK-Rl=Iyk*(=hvkKEPzpM*|cf2Bdeyf z6Anq$HJ?8vaL>#tAy+z78-|Kpmt&b*V&y^&Oibp1-ll{? zBo6I%?XOS))^JBQ1i$M>)ME>XOe7oe&!46#{)+4?ZB1^IAE2ncYpn*^|phu5c zhJkP2Zh>GaD^#oo7tCRO1hRx*{SiWeR>tXELe$POCk+Y(qoL|04CN^tlP5+@tQKs zNr^xQ0JSnTH%~=%M!mthvc3YO#%j0&PLV|Q01SSXK0PW6)S=sI+uYi!zO;hQeu~ay z0rdp9G2FhBKu#FKc#JnZEHU1m?%y6+E=%m|n@07ZfU{4&0E1vq{GM^99TN<94|(UY z?oN!SfzJv9pfFkIPMt>LXOtgSn-16_HmS6OY}nY;w31iOhb229cG8tsoAnj!jhIW? zgJ+?lB8fR@Mk6j{6cmc_$NoI!~I+5lp&qBt3YB@VYG(p$YKKq2h^m;LGr824-f?AUUA%jF)}D4vn`a2@9}Y z@6;m2PfmTc3ir93rl+KlFuzG6Q6!zu(C6E2MXQb92DeLcA1>u#w=$Bwm!3 zhQ{~EsP6ps%V>^5;)aY}Ra=Y6#Yq&_m2_Wyyr^UJA(K1Z>095>7a@4eg685aMtCFR zbwN^*V`L=#Fr+=mYZxrMT6mj~I663(V^BsOD9sX7<^2 z?DSHMO+fM^6bIWK&yUp;-UjHjth~k`45o`MTitDJrV$SWPBc89d!v0LBYNil+QAf6 zg_b{jDN%Ey;M#|a$I0UMg=eP^FeyZ|c^+qn>=5LRHY+ubyBd9CaIFna%J7~#WdThQ13dXlSc&zOL2;<#LODfOz?ppF z`csdPk?mGG!hDr^d&5>sR;5l-zw>Rb<_DUS8v@^v7qR1YocDoV!vg~kQ~Mk|;}oT1 z3D-8LJs_WlsyUtrS|RB*1$f)rhY#2AY={}|xdMnYhhHJXVN`IBlBFeg_{tu{4QhH3 zI0u2C=IZJyblnab;^oT+g=|>DwMnuR^k2NTh6r~(T1GA4L$J7|ZG3@RLF_tL{omRu zSZx+k-hggX-P7|@zJNqKcB+TqO_PiV4#-LY3ebzWIswMWww^$PJny4A-qHt9(e_fG zE*8hNOW_S}ZuGDY5x1Xl%t#FpJEJ4;?LP7bvTtq`t<*dHk}Y>7ZehaEq3P>aN30hn z42(!q(g;0_jgwx^N!YT5O!1r_3&7Q3;n*SRQ#)W*+etocN3`+Ld~xl~-OxeU(k^1y zv%;i12~-?!8OekQ4S5nK1Zv+hm@oxbClXAIYwt#)@ePkN*lKO}o&*#UB3lpXwWgT% zmW;mkFbb~~Gc+(jc;YQTF{C*g4Ei=b0-w{aJDHJ|#x7K|2%ymQ1Ebid@a|7H25Ra? zK(>r9G#FTz|I?#!wGbTW@5fsT(dSzOsZHetR6j#4T;%5Id?gaZfw}%w|8$o$1oYGvx|$~`ftloXi(OR*q7okq#-9Z z?_#<1rsay-+FA}vnmNw_H!*p6`{Bd=b{|Ef`kH5x#Rp0HMafij4fq7fs*tWhV@Q^;dBE(H}(?1aQeKu;z~!Is+EXORo0Hq9{%2n@VEcHh1Ec0(vPivF}- zaMgPM@P)f$W6J@ka=p^nQ8d_MV^^Tmu^aS|SI#+mw8A2FUOqVvs4(}rYlqt@DY&FL zQhGf1`k;2*GGfn^WL&&ROl&`v6rMu_ll1$NXguGlAKYXa+WY6jGXM-n9@U*j-=Q4l(E!_n%R@Os_lSIMgBR{Rg+<@UYgBrcs^|4+HC zM}b9CnhIS&oB(xZQ>H8ki#ZR27drs8?l71e%HpHuGF}E=21EJ%bNhOP->qoY3l7P- z)uNMM)aNg~k3;$6h735|e*88wn&JzWEQvaP{ARn>rw2}pDj*dH#@42jiJFUiHRlFk z5Du$>p@T^MFDqPUytozu@7a4e-K>>^Wj+Q$@^< zTfcr)LDT`oApao^rA($Om8t-S!Sx9z9Wf&H^D}v(jkyINS1lO=8H3oEKb>xnu=19* zR8GJ-+1qDL@c>~WkBpgl@e}YkC!CVUoX;(BP2l^yqd2752hY+a8az$zTmJh+t4_0U;ST^#x zCsf_U&o0{US?iSS165Q;Q7F=GBfVZ2Jn2q!ki+!pqsTHa%0$Qul7@st<>3?S6%Adb z*lvGplH-`1dsTiEEUx9t%LthX_6A3nlTgFn0Vky4{t7fT$Lr+`4%fjdDlo>Xe;L>6 zTdxu@snXIuojY5;Z<})ZD(KdKqiUno=lj>R0i#-z9ctLd z^*zR2o!oM25daPzjYt8*iuH93$l)mt`JN~Ff7c#A9zJ;RGTfj~e$uF1b0$MoF~%wl z@D3W${B3jSlhOZcN;jlwQ!G+bZ8Lk<-&%>K>80DNY>=Tbk>k(it^^%Oe92T1Y1zb{w2?Gl;TYQu&aENOV-3xu3DH_wiAh#N}+aOjSad2B0slCWVE5!K$@@uWp1uwv!*zC#4W9aG8Dy#jgo3e@u8i^nW zSa4`4@(h6&68C$$-%UbRykQ>%5&mZwX@n@^SO#w5TIg z4LDFkbvE|YX!m2Y?su$^pdhLRqQ=x(oKwbTgrn|!6!>Dhp+baZWOR$QN_hZ)Vwra6 zAt(10Tjyb6;es`1&1O9^KeYDu4K1b>B{_J<#IU?8+BI}iV9({#v;ZcDCjbo5{}@l^M|Cw|EaX+%$Owaf75MBl zEcTD|?(aR&+t25xro7Jr($%}kXU%60^7o0KRtf8_o;8=^a*Lw;5GnP%J`bS^n3=Du3KUZ-w88byE2>AoYF7`-jQC6+kr(W`_>!Wzp>fj|&{ z^=ciJ7d$dJGepWP@dDz~PrIWo@cbpB7ukc(FkTSfYhDJ7jh#NQ>%7a2T7`|-?!>VT zY;jI~dhfvIgz|a!SrXm)^oiN_uHn@r&ZBr(WO2{poSeRR4m-Q#})*ET<64>|?daX#eZ-JxSAjr&Xlq`6D;D)EFn4aCi2h7HwH%^rKM?LK22iHR_VOs zHpKF|u?gI3Ua4*S_Ij8Qo8NU2-#fh3QNvopqjI|qJ{!Q*PSm;7zO(!~9znuRNiM)2{dGEYV^2d5roz%YI5`tU;UXT9=)gB8NaG> z;ycxX4VLQ9sF%o0&eK>jF=^Gd?QO-C4J$-4MXA#=Yec2cGcOr5;*cBE&L>EZ0*R%$ zQm0bHzX^$nn5MasOdHafJaF(J9z3v==q+R&pV&UWMT7bsPOQ~}$hE{>Q3#$qiBtLz z2)^u63Shbor0>&gY}VkWBKmcF4~*2F-fTF;CE+u;)uLq&&6l#B77Ey4Ei4~e7JLbu zGAA2S-M9bs*BQJ4;O6O1i=-dfd4K98E#M^Jqvg)dY8`5DnWdZ~ZJGlU5`QHDRlqXK z>aN6U89&UTjm0_Xw!U}kX~)><%1@rG>dQTepXJzb89kHNuj{H;dToH9H?yb}+ze;B z1I=gBPR@beLPCk~xBIpg%a`Y`{`HrpbO316&^!T370q>gtOyFJe+*YT<8b*>N3&Lv zBZJEN>r8kZCOsh|)~)+>!X5tk*HX9qOf!^{^z0t&3-B!o_V+(-ca*b;?bBs()VM7z zNYHj-MGP?1V*vL1LKQ}k5|9x8N6xz%_1EgEUJWFkO)=!`>Z*OlEmt|DgaM)a--L|@*?0=7_ zX!62}^T+YU8Ax*Qz%6IN7IAE)BasATdWUOU^lz|z5E?LKuB*1w5~&X$Ho>=^WoK7W z_^Y}=5D$T=Kt}CuXr;{E_}V$u3!%B1ippLiMJS5&>7%xPZYs%a*Wag?&je?kHoI`$ zu-Ni@vT|Y~b+^y~GzD8}g&o|iSRAH>s1eJiqytT@nCYu66eBJTB{{m(Pu5f^q|GQRUVWCgG z{NOU1m`lxzPB$D~jTKELmMdM4%~jC0zz*efVa*Y%Gkq0e4F=8bJlE^Mi!;vO!s%q$ z3Rbdf%Z=ObUvht+emsS8o)*J^DF>$iJbK%PWYySE>AZ_{QSS<0UqH2Ze*Qf_woAm& z5I@ce59+M_`|Ft|$%~WNJ*lDO4LoQwQ&V9ZkP$BZYqju-X=&IsfWqz@IHMy?>EYg> zFTwlwPq(%0m`+v%bJE0+AkxaKfEY@lBCPDGNfUnn{gPlVZ2uEuYijmB#CFOLq6o-o zy*I}p>6?%qCr6hHP7$H&Tg%x0MtWd4-_dcrA&rjIN7U=e+i z5G}&$%%6?1$-FhW05AkBHIB`-Y)aja(`U{MiZ?a?ByUaT%MEeU#WOg3+HNNuPv@pU zPrptGOztO$r|Spu$CQ?wWYG?n<=`^N%iEiqA4wMchM#jAgJU_VASw6U?#hD(O;PNa zo0Fqb$~X$a`KiC+o5b8oI-pu0{lEHSIuWeGXY}$u<1_dD&+!kCg;6<0sRxv&Pag07d`33IN}& zfBf;;sYk<)j;ziPbf<~@4xe&Hyma)~Jo4rc^o}Gv^1v2E>Z6Th8j14|hfX)ZC7wZk zL>U4XV~01753SU#xv|^~{6RDSk-k-#l#oyMqLGbV6YU9uqh&-ufdaQ_V`;jaG|AzA zqro{(Z~BqF&RTl)lIEag{C`7#%iQbEUD!lOE~&W*`;C=^qv7?dGa9~}r>*C*g3CY* z046xCEms;A{AX_NS|EopGaJN+lJMr-cu~nvkwV6_x3`~ldEI!!!yCTlvc7onS(cVx z=)8oh8u9q|bTI5{c+YTS$Zo^)By95?riW_;5rjoF#2`#^WFJ85U>f1%IzSV`^LZ}I zpA9A`-h$kowX3;r{Hb~2?fCN(8bJtMu$L0q>=EbkOMAp}AwZk%!>=p-?p<%Q`_cy( z-;DMucSBTgGx7*QP&ak|s!H3jC`7-QM|1o3NhopdQx3Te-zLZwC z7?)%K4CT(PV7nlmo$6&U&QMr~&`;)-6P(-J1Rnd`rn7W~C>I2}lZ4yauaLe%rU~x{ zlPN-7+O+kw^~u)a%hg}zy0k#KSLe5Oye;eK^tbS~>mv2-&A+wk&38?05Gwyy#s$6! z`5u&4;zIP?nB*U6H78OV^MMSXyIWOGKX@2Vliy-&u;ne4?adAT)P_(Q?o3^dl4R=r z9^1g-VP344<3GoLn1r%u+Qm*&4D@6>_#&mO-^%qO1FKy);Pvczf5@a69)vEa>%?W6 zc=zAdyF>8_xKX#N*%qAH!8pfJoNy>jHYD|>L$VGs0P7u}tSjVe?3P{Khu(Pka@N@L z#sWlzkA#C47Rbmg92YKJ=|z`~)r_OyOz2U(8&>=!uU~5}&)2`=+xS=d$<|t;v&I$+ zAp1-G^UpD$N;C|;q0bj`G|(SOp4)h8#IktlPD7$ry5AOSx3sj}6rfRb*bk*!Kq7dl zRpi~MfvZV{Rk{hf3=syPcm7BUH1_jo-Gzy6CVR~K}fHmAWYcZD_5AJkhvmYeujR@z@TXdMimGj zqybY=KWNM-uDjHR1ASQRh$=m9wWX?q&&Uo?5a>8g(l|=tY4!QP)0`+SPL0maadrbIOCXuq;I4@nLo+02$W1%DP-Me<_B3xI751(c~6sAuXr@yuPUWnum z7R+rj?N1qG_(oE_8S9&)N)M0=jt@}V`&J}#kq?aUH0ge9o^2Txj zciVOG;Ip!a9{dOer1N6XFjCeD`fWJ9Z4GHWJ`Dy}5{VgUPP8*(H-Kr&9xXN@cH*w&rqIe~*3}+w zZ}U7;L(a?Z0VIO;S3uG6iOIB5y}jjsU(hGWtLLfcI4ac!mp^Rrj*&gGT_-8edmFA^ z>Zl$R|K!qt&Blku_->MTh8X-gL_uMw@ASTpq)96r4+YfIGM!zI?kBa(dVBoq<1w=w zv)(51u+8`?fuqZg>-{=c7|*6>Wof9X&FvFpHBGUj)ga~FhYs~-zfCPN@G-pc$?x8L z&WDqqNT4<1uY;hX;fUxghu2PUaCw_9k|Prm%3ii~`)MDuyXv>!H#e!O8*u!mMN(pH zQP>!*4ogf-UiaQqFknhu^>Ye>3B&7Cbb2HYL$r3l2)9`Abw$w>JE5O2JV8gu?yhoH zNi?YN)T(pEYmB+!|EWQi2Y}bt$~xhoRJSPqx9@zjmgXBC5KFXdg}q<9pYLu}qcJ$C z8{MiTdBy4*+9@#anCqbI-@!uKVy`+ENDXhYWXM1I>qQe5@mS*bTgSFo`t#^di|XQL z;kpZ{b>wy>MOCI0xCK9EV?uPcIG4=HMo#+X@i44z>7d4QfTw!VuaIfm*0B%!-Vi%h z%Eq@}h04=Ap+W2{GXRt2NzFvRo8YD5mhbPWM3|A z+W9fpqmTSMq0iBLmX)P7V8B9h=}rTtARB&pe&HU>&Zu0!0h7Wq`+AL`D}b-0ZWc3V zR`Zo<>_{`5&aK)`Iwn0WR3e7eBd5rBpqE3fgP;*u6|#SS8}wAvb6u7#hi1(&xUdf- z9j;F4AnE90Kt8eo$RVO(iWfX-HQx`U=3F=T^Fl!aK^OrQ8=2e*Nc06eO@IjX*AX>K z<#J(^#h&!W`4~W&RMR!7`?h=7PQk%rK7m@^k@$EwZ4Vd=6L)sEc;c{a&IPh!@x#N? zbR*wCVp2hx(j}@I!t+g;;SH~@KZD?<(YeAlw2{U4WEw+pNSS)!6omsIbWtje<6&XK zxtr}z^ZxTPDN1}~LZR0DD9)Y2LNS*MP?QNVC$W_?JYlXP+6RkshiQ!`3W&>mOSwt1 zAU5*U*CGFcve7~2m&Hdd)hfS!?F}JDuJI;^zjB|fbr{k(EnlMVd}rrKJ0xqmaHuzK zZX)sgVc#!9$**x8gj_l5sk-17g~=^BVa%&}6VN{)rSL0)bHOfNZ`%SeZSS#SN#w7f zy2j%b6z0F+108M}6Y&OH0lFs|Gx9)5c${VbO7VpPgESDBY2L^l+xi_7R0;4EY^nGE z`@`13`#=#uSOB@|zKsaACn7?0>2RriS5Rv*I?(5TM5%9j^i)ezdz6+eI4AduGIc;q36-?N|@F74AiW*fb}+- zIp}fV{rI9`jWM`+?00UdZxm8Ev;{QyV_EbyxP`H}q3~`{k zJf#nsh7g_=!~j~ZRC3Vvg^}X>Rz%ZGrJe6aSnQWVeMO5t%zyume=b7r2IX~6ws#d3 zJ8PP7ofe2n3RdQ6ssP&LujQpdO@Ei@6@-V2DLG2_d7!9xzr{(r66T|kByCu~p3FqC zbFEo_1>Z&7>AbwWpG~<(l^+Z>J;VK_@1Esv{K2&KhkGZapkJX@7F?J@;Al3>$~9{? zK?CRz&qPVS3R@bu17xnX&1aJ4_5Dc`^Q7SL{m_4b!^7&qVSxU2GBUIKtSZerIH$WH zrK%hV(y#A0+EUfe>`5pz*&1x@$yB>pDqMp;iHq zYls#WreX{$u{bqaG-VbyE|OE!YG%R1irBw`{ z?W9|CY2s}j%B{nCC%>d*=NT*vP8nJMxH<@|&Uez8w3_z3fECiX8e##x=m?Sag*$Hy zX?G+g{{z)Ny_(ypwyB^A*%^LKe>be7{}#>5uGtrBzTv9z&KS2p(_WG95EI zAz}YB?D0vk-2b4u5tsRS4hh7ZWiS~`>z%j*t?+m{BIo@7km4TR_@fw>0SWShd-p7C z^m#eA2^|6PW#u1ZYei~&tVQ#+^<3&HLxw$BB?_bXUR00t2F(tP+RQhvzm5!~)S+S+ zeC3;gJ;{6hm8nY-P1M6;dp2=|{JcJi7C$>O;#Hu#@cdkqK9?a#JQ?H$+9qe8G~)K< zc6J{*_1>u4 zb;wSMg?LKR+Gx|ZEwTzO9NaMUq)pukL^l4`+gGoy2iy^~pr180R;iG<&+HSBtVxRZ zh)&#>2KDJL{R_i?ED(u*L%*lcZC4eUGon-BLvi2}#%i>q9)pP?w@SX*A9^VvcqJq7 zuDy6MmL}BDp}rboz6teGLMuCM={Iphl?7kywU~m^B3RHMfp$R)7a*kap0klH*yD*#W6p#Zv2KrD? zh~^HB8M>ZRC~fniPQG%3eu;bqo{_0IGRbPeI{)X38_#c(X@dF+O#(I=nJ?;r?cTc8 zCFfZe>**a)eoURVweBTR0;x~H+u(`g$G@OQLC~QfBEPYts|deJ+3b*=b!)o*T+dHo z&((nnzn^_ePo4i;-kjPe{_vZfS)WT-+s7kz>e%#(G5cMZ&4g&(XS=_6Aw6)Y2@Y$y zV5i&u@IF%*L~-~bfX1&-0uXuA`|zk0H(tEh0N(}^f@e@#O_t0d>!F@k^FqN-1@643 zE1PcEUZXFsU7N+`OtP_g9J^?$eCZ#*G;5|XEZ|<}rsH<+UVURgqMfP8cMrs_I|NbP zS#w^YNnYEnr8Z}Uu)AR-4Dn!!AqI4)MhN<2LN)F|JcMcnB?Q^JV-~e_6+uW?L|7MK zbGVV3NLVu6$<7{$EOzWz`;SdP-GBSuW|~oeS-_#gF~!q0BgpOj*WEFkuiz`!`QFwx zk6-(*`n_VJM$c$|yWk*7$*ogPdd`>;N{2XroK_nJJM zsugml$v#?WlMaj`g;rw5Lw{UR>0D@pO<{rggwJP7KHpRyXXBjZ8qmv5bj1Y%?LI;9Sr;Bt4is+Y^KI`{GcbI)f=EH70}4 zJ49k!EzFyt7o`f{Kooahzka3D+scb6A#;g`+)T^DwbJy(os&%93OJmymO?9(-ViQX zkT#`fSJJ98>5832z{>keB@&h5R=$IL4W)9Kj4y4QPa4`^)=3)u!4F9GpeDm35bP$f zOT$b+BLYVJvX`|&+bC4MM@Fbh!;Y_|qJqH_?n#*{v5TXn;>DVm5HT=V4ALNbWqZ~! z78s1?#6J*hdi=N{iX4y=UVh=K|D#o*X?U^pkdinLZ*&Eb{14u& znTZJ@hw3d^;I8lu5K@KRky244B5@E?wveGRDy*dfo?xhKn^cd&oF48l-j&Y3l5L6W z$eRLq8vI9OvL%Had2a6>&EZLLo1h8i#X0%^qw!7}I&=DTD5Piir0nWRoBStjM%i@O z37Ex9ti4Wlzs~EwgFvT$6i9I@fgA4)5zNfuq% zLGHHop9uuNAx>oqJLaA=|K*pn;#4EIgU0IY&Cbn??Bx5ah4sP1F1yGH)(wmBw&>h? z>;9Ge$UMtkBO)VamY%{7##ttw3H26s-?i1t?9f=6w{=sNGs>JHKzcMNSSW(W|nbo;p!z=2y z6~qM8vBEreS-%TJTNH{*yWJc@M#9Pyqr2BEA*-uzsyMEBb0#v`HT-H4Sq%-y0@S`vT#uoFeMt`|O;{$;layACpxa z3=U4@^u?r3L3sTlz=yr~kLOEmQ7^&aXZDGT$O%ZZ$AmTl*Ye`vnvc07xs~8#eftJT z1MinP7KrLV8n3Qsc!Xd`*#*vqao|SOhF9xqMWcm4A_n@Pwuj9YBlueYaAc|so zu#)c7^QhYZCx`-=WOC#m$1B^JUl0Q*$;FKw+kO^w{o^mC%f_u&J+th+=y>1ftUwu+ z66PrVKu=LY)YR5^(Dm>uBJv@A{>Mh4uJ}|~cz*Wv-`Vu2*E-<>Z>Y&mqiutE#_0k2 z+{nZ88cUMjePd7k#tVn5bE++S8pptN)qw*`sPNc646RpDc?TW~oCD)`R#q2


j% z1{_A|P@H={?ELwaWOJzEAgXYt!AxMhAm`)13^Jyr37N-Yh@qTb&OUz^JE2tc`fUsJ zMYrbdU{}%KA&dMcfr#gb+G@GB2V|_Yu*Roi>j}m`|E}z6rIm;&ou4Pf8Y!Ago(x|5 z_Mav23N6^2T}{ZfG1b0Evz@A$bNaN>6`VhYD18CrJN*bo2vlMU0tCOLSaRLFhZiL` zd{K$>(Kjy1MXrgs9K+t>uSJ$0y+DZU@%&o)8I-JK3k_b9*Wmz-+9YLd*SDpC2c86nz^3U%w04saD16ojT%v9d91Ig%kBYR=hlCka;b z;WUG2Gs>>#;eA##XEV{7!kry5qzt{3%&))p6W&7GZx`U37i~+z#vC$W@GN&{>8;SE zW^+$AxqsB>q`@nYyC{RNBH@ENFLg0e#X z0}21Mu${#1_x*DW4d*JvGE=7^YxOlUG6Vzfpz_*aXwrvD5<_a*Hss(mR zvhJ^2Z>ZJ1!!bV(fkJKyG$uXdHl*(0d?PTP;^0+aN@Z##`h%Gck^jcPBea*|^I3e< zpgdrXV$;ntvaW8nS%|k}$2M)eRi;gxcx%Y*rsJ*;Fm4^F=iEv6yM|HZ!}>RGK*F_3 z)N`;rVj?CZuJD4KKHbPr@Ta;kFEF=aYU6yHfALf zr@bpCMwv+5-q#l^bPR1i>634wCTi|-Cne>xw(mI}6byg()~o%rN548S&&f%UJ)Xo; zLUT1TRqO>@z;dPS?d@iprWWmaYSu@;QX9-Ya}i9Iz|ngf8=vEyBL^Bim`Juw0~A6p z_#m?lNg5KyE!NP8;@APXG_h|iF7tiZY-CY%+q5W{xz!ZMipR)$){`T#XgM6MR5HtU zxx$_z%SuQC5SR-thFoAlcV+y;$dQF|pVlYrJMVYTmR;4-)HH-NZNBe+YOFiP>=IkY z`MP>Ja_?BCSdi(U)JV9&4tv2s!5cROhCqo;ZR%s_N@@hJMO2+sYZMDCzXes%NE1kI zNX?ma$KTa3p#t8>`?oehb-SBNRQCM4Ctv%r^P+|x@s4cgXyj1K8Kd_A4yK02M}jXp zsn^|d>JUfR@kOnp?bhOJPGCK(z48v0jKhZcy{M*i#&&^8grBHosR6`(<}}T6b&zhO z_!sTN+lyY-5W?e}}CzR^N zaZjOC0}lDUx%3b7o@x!f=qLdX8e+ zlQS4!DV5H2RYquNOxEy~F0{<1xHoBogn~T?A(*KtCu|6SGP@`+651dzw_0 z5FT0cs?cTj{wCwhWi4WpPt16t9a22BRM%v?YKHOs)OE&lBLaeUhwToU6)__uMaRJ? zZA|ZFYh{nN&f6QHsns_1grDa4+dUOjTo>-|@%&+*>hB*HHdQoS@U{1w&$TzROX9Oj zDqno~aBbj|rye_yA0S{jpWBP6ZM}LO2nqS|)Fnn3gH+0^)ql(fVS}2L5*vio=wbRJ zWC-vhM$#k(9vFcc=Gd_tSi6+-XR0s^;aWb`t%o~}H~cjpZUX65T1KjcT@4OwE)WO& z6ti61>G1?C`5dEuyw6tI1((Ntr*WQRW#1wXrITQCpHsa`nI?aHspL_DVtlhlGC#)2 z_udb)omiY2gYf&khD!a1mD{e9mn8-$?HNWck2*q%XcSQ8NYRSP|9X5Im0c15&NTEGfBS8QG>WH3e&uIIZr$`h>w|m zCNAf(vsQ7Xja+qvP$sms<9o5=BCAlKb1mBY-gTu`{lA)^`ylc@#PUPhIA^RKrgs<)1U%oB1>&|sky{t#Bk1#kcUd68CaOvN6;9v3$ zMnuYcPI%Pbz*~J+O=dfuh|Tq#4JG92Th|(}>Ctl|5@nsoq^EveVLisIwc6AwJ;67T z8-6O@?$?o~R{=r1A z?kkaKuD6}#Ohl`K)du(4&(DvFkeVH+#v(UqW6iqaDzed&bK@jOR%CBY=*#21X)e#> zRavuUWO3V~PvTRb9Ub-1y{@oN9mk_!(g<4!)Cr80FCtVC={fL%)B`ZPM66xO+OyoA z=`%L5(75HrZ;m-Z?Uq`cw_BgPXUAb(zL4G4CoS{peq>)gw5fLOj@t^$_%w$`t(c3} zjV$1p-Q0LvZ2yiqc=Ed({e~Z!l~S2JUAh2-J}itqmU{v5MH(IxaD8KsHu3!2L(Q;t zzjIzjQ%84nOXne9J2z}g*5W5UT`wnR?r!dBI{Rekb{0rR`sAhGGSW4iL!V%=50(0z zK;jnA?ggnr`Ht9?5MBK7W7OQm+zpMbi_{HUOYg>z>1jOY>(17rWmyxt+zy*z+`|0) z{EK<(O!LH~Od=|+^>=UHbd{5n>(V6)F#8;x;p;muKXke#d8?S^qwA!K|9ch&+v5yBQ4L>JT<1N9(nmhlB3(>`=MVKROhalwBzYw`Q?t$KRsTSza5m>d&Qy;tv8KrVV?b)(;K~c z8mr!CI?+?1{ADieaXT@h$8i~iG}Le?pGLv1XKa%59@#EkNYs)|ynv2__erX^uAkZD zLR$y7|MKyM$=A*cuZTDuvLVZCQ||1EEr*PqQS{{UWaYu9vu4J$FZ;4;)o0s+f|}*G zpUsqcHE+brjN(?iwyC$9G4LNB^?hxgO;ym9!iV6g?URQfJTV$6~rJZsOioQ_5 zqr5F4C0{7Wkex1o&ssKz7{E^D>8=>uCFjL(}JC4YL!7U%WtqAvXXklVDI zRb=};(<<%C`>?C-U;KBsn_U=`>S8tJrJA9ataZP*iXP@ZJF2!!ysgo1YwbR(0WUIM zo=g4L>gn8t9U}R!ia$7B$w$!o${xx4^{`IFJdA9zOdFNdFwuC9GnugfB(C(A+K(^pKG3Z z?8la|U*k&i^S}P~&~a44c!}-J7<);yG5fN;-p}R2+6s%8sw&~vGxZ87KPLkY5H(d- z>&7yyN>%~AqtAdtIp-Ie85sP&u7UMfHrlq2yI#fJ{s!J~Bk6%!Hwn?N3VykmhrrAQ8ls8ho4Qll&=9k z=PEJ!Fg(xma>T|h>NXSJaui?dGNi19q+7;#Z)JnmNk45}h+?l?2CWHNYW42}_DElE(JPbtcZ!tFPG_CS9$vQXgL%#Ilr>YXIj-3C zpW#Nd@;qBidEr*87B?v2k^aoTB3k$V2pNr`u)|37iQWAEohJ11Oxb@kaH#meekWE- z9r{v+1r*SB0e<;D9Z zs2o}VAe-O)&&ID^|1Z~+&StdqwEfSUGLXS!-OgEjlyrVS=v#6|&cpO5m-Yv_mp6wr zxb=C;53T_I~iT zeyDwn){@6WEe_6*vx1%@uYybNJW%9l)w#-59OKOjNm_i4?0q2SJWQJ>Xk7f6T zETh4QLlc{IG{}kR;L8E~_v4*&4Pt`z#{`07px%a%s>B0+U(>pEA3Q2LtL-eEXbqAg zr73!4pOCqnXT&gPLk**5IvXqoK_pqe=ch!9Vm-Q{SUj*P;ycn4bu~5J@2@+pJ)fNX z^JQJ_8fqBZi*J;p>K{v`cFoQ;01#p}p{3=CfD@-qwd%(#fOXiER2DRqor_~#zc zJ*^y7b4@toz~qY8@EwWut5v)!qc>;IK5{NMapl5(x0rx0n}q^5mTC-F6#ajCxu3-0gOsgE%UO4X5fu>HbUFWCH*sB_rU*I%MZdcXwl@CY0 zT)#4G*{UC#t7s8z*|O=Pb0qiDz#Buw$UsyoTg@m0v`GPP7$Jp9r-PaP;pwnGhqFi{m3CV2Wd4-6$v=qrjoxWixtE z{p-lJI-Z^Yd`meRGU*hf>A_esD|TV2jT3DAhHKq5z3V^Oe|*folk5NffBlE&B^VmB zu<0Pho1{DqCMx0$_z&t?#aXAbMf2Fy6s9y!?9<1OOOmo@4;ko?%v_t(^gdv&D=OaF z{3>ZXaxDY`pLn!*@&ZPI7cW6LrIyuivh5=*wV-o?2{MJs$nS(mB%^*i6}L?{TLx1B z+-e3WD>HV~*bf7#1d}ek-San7s?(2$0}jNDH0#gRF;l`k3U`e}QnGAVut?b#9^UX| zb8OOHax72>JPCpV0uTWX9Wmkp5|j&FjQl68!Z3f(AONwId?>!8o_kq7oQuWkdsW+p zFc?wM7{bwlf`~?aW&iKQEF%DU>N48U^d9l;Mn<}u*>7(t6IEdSk^6G8+wHihqh?~Mx8mx~! zN-rbp-hc3*JcC&*`%aeYS7#@DlE@t*<=y>N+a7zUbqqAbPthLZJP<9bmU$o(0LKs^ z1Y89Z7cx4kN;J+>=P)G6Pce!H2Wom4?|T)UK%m;``D}x%_le3E;A+p#od!uk-SMHG#JRL&&_O>#0{zI-|81{T{NuZ706mFu_Z zy3lV-?+Kh(;gGTQ5;N-j-d+y$16JpLXf1s{JrBZufMPNHzMzrtjr$pAU_ktO^6~Wj zzP@5YSIa+M=UI^=8)*>=;Ty9w(5ERWpER6R(DPZO##x7mygO650#}$bD~$5E2rOOoeug~c81bK z*|9E7iG^kaiOAH7;oEWTja66-rPlp^nN_shy#nTEkkU5|Gll61;^Mlc@f^g*}E5cmV0fb0!uTL7Byj-yW zB)pgGh5I4+wOyZ`bII*=vT?|P=D`_#e>_)x{^@*SY3Z^d-Tz#$lJkc~(t;$LXvnuE zcSqSjf?ba(=}W4Dag;p7>;p_Lk}crwAhq}|2H@Nc_&O;>GlJbm)e&v^AiKrKA)#qd zjIjs00>Hp7e(7Ggi_Q}Q7Ih7cU79b(hV^m(uu5mkb@Si6Dk@xyDxv1+{Vcob@hOoB zls9G%c~`k^ZA?&*&B+i08UK6mhq`dip1hpev;2=wDwEG4_~b@IW?6!2Ajs6nzgcF# zX;!}C7&v(2qweU6LFaRy1E@MzVHl({WKxi@VCU(`19yWh{*GoCsIPmjn`Id33x7G-lzc<$*w@u>1m)M`5K8yVOtJXijt zu}nH2jN_w%a}fmGq@RjO^VST5`ea`bJEh;L?%}bqfJ-bDk4$i~GD`Y)vdZWiLR{rQw z%H|$#Xqah!G$W*C@a?(AMn?N#LJ$@1&G-9oS6!tuHh-z9sZ-lcb$a1zHzUF`-PW~VUY9AFQbHLcAH6AtgX^d5i%-cF6vCAS*nv-sjD+ObYfmF(jP@*&e_0`brnHZb9DDVm_3Av923^c^>}Z}Q4TE! z7%H%*qP0Ot+?&-8%ay0u{&v{KJieKj0gjKp+N^1C*%Xa4ST03rfKQQoI@ifTMm9O=k*n4R3q`yPCxwSR6 z_VYcq=HyKO{&0*~%Y;Xl*y-$ow`HFfD)iYXG25@4hpJ5aq}#% zVmXCMeIQpJHq4cX;HOByTlxN=$rh!-J4}s?x>tJ;cTdRAT34T&Kv*28_xA4235Dn|=^Hu^3nmg^B~fs#%zixV&nzt? zdRrIVNVP1JX8(DiDQErz8L&Y{DMH0-)_L zDj^;{ebi*Rg^$XZPj}?aVb>GJ{qcfhDtaDF6k=CU&_({84#u-q^G!n4+9o$A5DG&V zE|hL(rw^pK65u z-AM2q-r83&f@QR3?YT{hkTk&7y7){CkVfrtHwGP4f8z`y^Xs&yztB~QrjJrPrw!rA z#Mn4u$t{WJwg;0x@>#-LPTi$BS|KWwE~@&x@g5#!*IRPWo?+&t(`Q@^*6AtL)zyN2 z;?>O|fvFUi%AfBdixAcgkZkI1h7ch?Up->f6&k z@4QHE$@TNcl!eJxzZLAjA=`Ev>NyWi5nJmP63xZy;(?Zq^oGVier-+8yghAu47+u~ z(0-SkmYRk}yh|rPMHm^+;(c^nc>1ymdU~@|BMAOn7tT!y8{WOm>apE++@5-IB%J5n z-G|O);6(fx3>kX%>GP7fP46!|YP>{$%k`-%C7z~dFW;GY=bS zYi#{?xbFL5vRvW2rKrf1$;_`Z)=zksnx8)-$KK%hD4K!UjJwiPlTP>j z6vt1Th+pq#6t)Y_YcmW&W+-MrR4rY&x^}Ile&BG9(mo`I8?e&IkyR|Lyu7@Es%-a{ zzEor%Du190Q&n1bxfV+u-IZ^4)`PZp_z|%>;IeC4Sy`D*Tyx2y*#dA%2=C_Letq_k zGt*-g`u5FF8~GAbnrhAqF{y*H6Z41_Y^Xl#%Qm0W|G`qjrVc~2jL>CQa*546FyIie zjF(A~yJ)>%mvi^WA3d!0>=1|fe?RN`$obHcz$0_6JTieL2 zAPqDrMMANGgO5>tgZ5Z>$x_BJES>`ND(9m7cvlt|jOR(1SHLsJ4g0ig0h9s*Zyq@I zc0vzF^0zL3b4ysv&uOHv8D>U3F_|dlzjDKAnu{qhAtAO}wz*IiQg-&}Brh*SNATJ>IC~STJQ2MSKBaWl5NGR51n)>L_PZqKjw%@U^d>=VZ;qe ztSI}W5n5VV4HMkpb4{D@hHy?6@bPijL$a_>r|iWpd~|>YRiw>(>w|(PhEq$RDJjfY zV?XF2xG5I-(N?FybU(-o_6%lnE79wuro$;ZbolVHnR87KmFup0w|CghpMOjY*Zh@K z%gN&!r5em0wNNYCJ*#X!v))r~-&XY?erp(uNr)eo53-7hSc(>r#fR+J)p#x57mCKv z9kP0l+r5O%ZepC(qm=eg%RcMPRcByA385;(Ln~!kpzAIU*~|1QXamjhSi9+9sq;qo zdz2p6FDPngEFm0e844$?y3Jsl1=E>Jy4(U}gD+p<^8KC}&&E1>>=a|;q21e1sv3CX z!IR9aEAoXVb*GWRDJeO^FV^Z+M|$MDaQ}zpzc?;soZ?8jtx6-GGFLE6~H~(1V?v%)VcTYzYX+0dATxP&=^)W9pNb{MRy81MSm+2kI z?ZsgyG@AU+)m6oQxr;Xz_zbB1dhx1N(w9rN9GwLBhhsi-*i9n9FzkW6=Yy=zP0LFk zJV?+G3NrjthnjA{A@{l9Bz%@jjEUmnri@1DpsBeE4qau(*Fa;aik6u2>zR-*IGsp6 zFaUfdKEbFJ1rQ?xTG53{q{6x!$J%lhjoNR`Dk`&Z)}tb5HwuH!{ppL^V5PMnUp=Z> zOq$|*ZXpjy9O_Uq@Ze2#DK6FYbAIM$(~3@^ad1XeSs5h07aS5UE3es}n?6vWkCYTs z!T?Q$Kt6Bn+kKbJ*0_*hlupg+!h)>lP-ysuGnHeauR&*nwNm z9-Iz#z~}60(0$h(=fXt!9k(m8uhv#Vg?|b1iVHjPS7?A zj)^JVfU_PAuB2shlKc`881mb9?$Sjx{{(pkFIFD((xsn35=PIxs~86zFeYHSt0t~9%#$LyML{M>`&c5i_o ztSu~tVzY>|C?q(vhdLuiuHldeqrt<>#K`C!V|l5-e{ceCqDGB>pJqG#;?jdxuWlmQ zgj@sYtg`}dzm9O2AAJ;F1xwB}}i%XNFRKofbrFgP}(D_6_!Fw3%opW?kWTAd7V z>t4^@;e_NrnB9r|GHPh<@6B5)8tZTuvSeH~4KnbCQ_u3Vjk12GjPMF$Hm4DxV6B)H z7r%YGCh21Kn-y~}6k7GWHO*{nU_bz_5%JtSh>SU!9@= literal 0 HcmV?d00001 diff --git a/docs/fern/pages/blog/_assets/bulwark/images/bench-outcome-failover.png b/docs/fern/pages/blog/_assets/bulwark/images/bench-outcome-failover.png new file mode 100644 index 0000000000000000000000000000000000000000..99a3429b01bc05c0402000616300839f8ab3952e GIT binary patch literal 44986 zcmd43c{o;W+dizjy9p%`8c-6FDJ3C8b&<@;JZ6drWzN`WDkNlz5Si!9p$HW!GLOj^ zmm!%&zkSv7{@!={wr~61f4{YDPj@{o>ssqPk6}OdV?Rzm6{YjrDfd!RP*7~YAWKrE zpxDGkLGh2))_?H-OgTM!L_v{#`vU2Vn#)siud^QA;_odp&Q&awcc?E?aR;g{wk33w zGU_byr1TeBGPi2*DrFQfWIFCXpUGCx#+{(L`!G{5G)C?92`k#cNJyby9BghRjFb$+BVdY50KO>gPOEj#9Z{)|3-)2`BUjh^!U z=M5XA#8g~1-V)Hr(tF=K)mQH3;gWhkS1UHPw@ccOG$cRs6g7V9d+Qd(hWrf_6jHlucL-`myZm1F z@HUbO+@C6%Yd`vN!-fqPE?f|dB-cD(6mue{XlBQDZR{?xW!=C3X;@fTWaQ0}hR7`a zvb2CLP7V&HOtqgrDNo+UB1@ahO|(zH^`lEoP2IF zh0Qy2=8T-&hsJ1O;cFeQcWiwa6lCttmBdP7Ytl6Ia2%`+Ad|^YpFZ6uY@_f@LZ5xt z4JwPrPsP(N1&nKr9W$wYD(0-j7CbaMT31&$-CtRG&SyuD-nnzt(hnGV%iV-=9Y22j z^lA6Gv8J?%Z-OUmdQKfUaDbPW_vq21?Ce9&gCy7zN*yPrI&u#kJ9bP`@^@{(KCHg# zgS6yiVUya2>6+PBu3Q-z8R^5PCbBCvJOU5jaB^B$T=beB4^!Z9TU#lptgOt>KQ8Rt zU1&{RU0ha{E}n*EqpnWzR2DjRYSC!4>w6o{V`MrDn`YXOr;>I`9*|TTQoViV66Tz0<+OV;O zCF}jMzRB()8ft3ypCgJ`!n0@ZWM^lWmx~JvpE?y`6w#Kcn_h7GN&}O(5&l}In0hJs zW0a5;%W0QK;o+QNa-U+v+KX%r@f=oIH7^T`6g6(%HT}+4H-GAvIpx~U2;27E^YKxB zCJ_@YcC90)+-(uoIy^*NBx&i!SaIFSq}+l6{UV#*Y9AWBoS>i}i-h~w=xBS&#Y3%T zD+`lu4<0;7UENdZRjHAwLneIcLw$XH zV`Fcn*KcgLyNAcQvu8~Ov2c568)L-6t-pNwWLu+~G*?~WvC8CqbN$z{_jWvY$Llu7 z)rHAHhR^KFIY!kTw%u6n9=Q_RK5|BAXlRU>bC!1gmFd26e#43()jdp1If~*gGnerI z6%`fl-@m7>#&hcMp0lv9u(Y&9Fj|?P*tl_Hn4FoVWmhK)s-vSd9f~#IY~8DHTAUJ(7W;0^iCnU zq~<_ou{f*&+GvL^ ze~F8JU|@hef|wHib-l03ZRYD6?1W(Cwf+hZtF{cIev52_ayvUaV@4)n zoBh=S6YbfWR8DYdZ=;TWe&4aXG!iZg78+IU(l} z)K$1!?`qh@9O$SemjrIKTO}d~;H$=I~ICr1a<;$0CY^Go#ZP|uixPj9ktAx7? zV$9{sU-3nJh7}D03fHgajGOeYuIvg93HgE;$>c5KJhgwdNlk^g;<_%9tr&OiRMFC6 zqNjgp(<|z<(dFkzKtX{}QAARbnS;ZL)hC@;SKRNPjT`gx@`@!lJYeAc@b29yyP>UO zh+$f(Y8)IKqNh$>4@lYF_vFbF?1@~GT~mT|k6@Y8q%qS7vJw8GgQS=wAI{`ma(&?J zk(&JA;EOUcGKjTZg3r$fX{>I$5TM0#W!3uKql1TeH^K>LSfr_@S;Sqr=>6~9`Nt+( z_R9-JGr>+6jC$ohkCpGql=r{A3qI5n+R>p^U>DOXuM${QrkQO(U9DH)uI7bYTaLZeTy1Wiw{RwFNa>5{$Yh{R zAl$yovkDlfzsy;gEtqNFK6^TO{#T6+4b9EXfF9}TM~fN|0XvPu%IlvT1u94z_K%5) z(c=s9_y6|dp0_u5*auj--6b9#o`mPmf6mSpm&cI15D8%4@?I5fZEdR9*pPX0=OxF| z@k=&6#ku1=!Lmcs)1L$sMnA@M9y#YtZRAfLI3XY)AS`TdyExe$ZWNKM{4C8gFEvX# zMCr?u8z#W?j1tE=y@5+nB|gGZ5H$5;|JDO7k5)i>*(xlmu3qdYluAl z@WX{^p_?9lzM0(W{RiMIA@##ouU_pr&$in2e%P)xe=}T7W>T?n{Z8sip|Q#JXKp)o z?66!-LQG6o;Ue}y@!}f&+Sj`@#>U2or{m{$?&A;;P;tCu?soO#Q<0>(Ap|F;FvE@7 zWd5zZx`k>n7S`6~#x?$7M>P?qBwXiwZ!S7(!TN3qnp869xixEK8+d$uy&+QJg&Mbc zV^j@qwWr_y6BduUOoH}{u!Yxm+UE9_Ih!+$AbF%w`PLXa1zpmnnm%+sP=I>y+qZs&g7UX86o#21fX`61TNLVnLFAj#6I&)=FrNFwoFp)ZlMO>9T3?Wi8 z=9J^OnzxbDWLHwuKxe+W9UY9AGaS-u(=(4=)53z*@euEj3K+_ zfPKO(T~~Wcg{lQ4BqYfCg^S1m>Z&a2X56oi=6~Tn+f-Gi^>d{0l8647$Nj~7+vxl? z=v`f1$rV;M$~?MRDW3nhuTBTBxgebPFGr*E95`naH&47jt@O6fsck6MmJ~GNxf69w=>G5CHz;yLT$R zJA{_$dAF6NrU!06m|#}_WVinG=rga60uA^xD=KrYy~uNIg}R!ZojoO{zzwO7x>_Oj zbYyvbg_EU;IPj>Nq4U0d`LEACc&gv_ETEL@}%BbqAlp{-3rSveco0T|7cW~*BI_E0%97Z;Zh4#f{q z$+|^0K-iY&PtgU#odW^_0MSWo%XqJmk1_k`>49giqau+H=L=gstqKsS$sJ}nz;Ey> zMTM(nhXW7mrAuF)@an=I&YwTeSau6o3@IET9_TJbbnVyj&ugb!{hFGZl zvH3rEQ2+7c2nT#0=y3D)y*bX&LRMGI%;v|Mo+Fy2Ws0Ko8Kc?1->J1Hn(jaxYN6s#1J=^{c-qGWDHVh zj;g28k@ro{&)fD_=)dqOE-vQL%6Z+`m}yY%npU>n;?(@)PVa?!n=AY8pQUAB7#SLB zL1n_oZ?Llo>saw?Rvtwn@JL?0i>oUG1H(GvFj;@$Py#%{GMm3FTQ@Tszfjv-n3Jr}@ zbK=5ecRE9NaBy&1eNOZiXSJKjN-=MZf8e|A z?d?-dffnZG=B@!P#E3c;8x|l&bs1-6W%YZmT5D)%!2PFsN~#rwj~#=zC<2sqJvm1L zlwtK;I_TzxpCP~Y@GPu34u9CaFiwGg0png{5*IH|s7#S?Us7S;z@x z)6UV6`GkcEy!D9kc8au}^nDZusGYRp;0ve+oZv1db%FQp{cF?C>bA8X3FCnWPg%Bi z@A9LkPcu#yxsQey78bU(w`;D6NLdH$@*6_Yg~yeD!m~%*^+cJ^DBKp<{`aq+%G#Rd zMn(sNWhtqs)Hwl+T3Xa>LU~xpi46TPv)C{T7ZwDM$FC4J$drv#?92efq@ln zi&>Vp2p>~tuGyU8YyVjDO7eDAiKlD5@e1Dt2kX^boWC~@<8=_zk*laEDL*tcsBwoO z#xhH|7h`+819CRr0xZfK{y+d}yCj4qDu-<(Y7?1&z51vF`uh#pg5M3>$;;Q3YraGJ$TF3vjEMM&W*T4vtua8$8}MKMAuBp$VfZ1kgoQ!KYtJzi(fZ0ythHZR2$-C2U?$nX(F&GDJiWZ@^~%{Y|%5L zi|dja*iLcwLt~@3^Hk5HgXfSD=JDf`R&6}|{6T%5Md?^C80>{0v+!IX@#rk46+I{C zOHIezEDfizN?JU8uC4|`fMd*}4k_{RMm{^3H&ZhSn16hVw4a=qNZ)%-S2R`4(#$Lg z^>FE@^N5uA7L-6{at1sL-IhmI4|et)bxku`cx5a-QJrV3d&+$&rz>(?$o+EDm+0KO z)U?e%7Z<17v!D6+_=JbIqx_nmpI6_am?OWwGLa3Jnsn1lD^*sN8lHN2`+45;A?-zTG^_=3We(&j%PkG*dAYff z$IU;YmIv;BA=*KjU$XvaTe)_{%1X>*Wez?IDDcoNpyM^XnA_vjedhM~Tb%++l-vrAAApd?0a-s-7^s6`!at8{WL#d9 zzTWTGx=jw=8q9k#V*GY6Q1ZuyhNq`*=E<_p&dr6^ z52uL*XBk#zsd2ZuMsPM7_Rk)1PF4>@+>m46RglkZVJEXuoqRM!LkU?b*H*W+eesjz zZ@4`wCjEt1NSaJ|MJsJ@<6lwv6j=pK-}r&oq!~*qKXEF3*uAb<7o>T+$$_z{0r7oBO@Bk z$NJ!33=e7mgf%it5kaz@VoyI&O??Uq48gN=Le9<_$qrn=Z%|sQ;?d7X0Mv*IAI^Ki zs_mh8=k2Z=vo*$EC)M`_&;W_5Y$m@qX(1{s6uQaD$@yjWa9F;O_usyKi#lnYRvK~p z_U-Zac0wZQBD5&?rTD__&woQ203DE4b6NSC)AFoYLAlI}7ccZn9gJ*=`epu+ysKLk z=aho}@hc6NnPfuFRAPC6ViEM<9AtVrx)413@#)w`-H;(fGoz;CEVNBTIsD?CcB3>K zZP9Z-amh{q$zuCk+Pb>=qf#qNgF&4~4##}W>^N?l8l(Q8{8}?Cu|>48uP@e3rpDM% zqqV$(?DwU^eM!;oau3!R5qlZljcz;6I@vURiA6>} zLhqj-c1^eN+Eo*iOXM#3H!-bxnX1Fy0X#Y{eT|q}?WOQwPs#;OE$WmN7pE|DH^-mb z;%!uXw?SSsUBp>4MCs)5<0dp}N7gb%_Imm=q<8$>%FrEYIelQeq2WTtNZRv@qRvx1 z;q`}iZF7#0x{w{y^+bC`yK$0C?pPm{__v{egp1%?C#2foq>|6U7}`eiBW;jtDMcfi{S zF7bVOy7Ee66!J`N&ExUb8xO{NO6;#(d2u#=D>b!g_F$$8m*DZ^B@a&CkXTBk0!ybOKAQztTyMiqMf zUZ<`$y>bQE${z1RE}_`?&p#j3T*W?q*^d8yuu#V&V#UzcAgOy`lrAw+Nr$;d$s$x4gP4pQMVlUpd;Grk>tm zV_Mfd-BWV>j<++mkJ_l2)6temuL;W~CK*eK%BqetLV5pabiB@H=3 zQrG>{j0UW)UVU#cvHs@n7EoI=KYnc6y7gT{!%$Uzb`vUBK%7c&;P>v`L%aobo*r5i z-4|Q6hDg^FFAmy}x*7(S+s;Xt6p|8JDr)@l8oTJ|=oZXljJ?i^+6}=#=JZRu_=bHF*9jFC# z-m+zjxfyZ6qhDCHXVrL`Jq6MMVgQ6gKL?Dj5deeJMZUH=RxkIjuW#e=>rL~(ePR~? zi0sS4z-Ld4jxy5G9SW1fm!cRdzWRluApR?`w`n%JUh|hBUsA%J<5xfyQjh{Yw0Y9N~P@`fxbm$Q3Bye^pCh)M* zB+|ou!b$~Z5<=`&&50L)I74LFktDGfw6wGa1_nJMkK~)dUBE{XT~W>8&#B%rP3v3Y zKILDnfjFIAIn_6B-fZZ#Ha}b+o}_veG$=d;HX-ahr8jkXU2u1wTGd2)O;xmdh0>QS z<1af{PA?(4fILJA0Dc)YK9>%2dC?3<0ztsmc%$Wktb#!2&(f-FTfe)|lKW&Lip216 zO*J(&CnqNZgFfJErKhKU)G!)ezk3g`nJ)Ojg9nwBzky>+1-0$$2y|Gv^o`19%7@hx z4B;FQ1L9RmN(y36YIz&4&Py#&@TR7wFaa=+XcI|EQMftXPzNVYy<^7{S$0$}s9C`l z`i|E{al|N)0ALUh-!(QWDl5}aQd;)CD(P~1*G%*kB>tE)G94-;-h&6vpj+_b1)@_T z5YMze^X?+EsHiADgI7zaw(ur+ceH|F)n8@ABO)RQ4*thr9q={2aAtmnPrJ;(kU_{C3V9EU0-mU_Y~?OED){8yz6`ZFDT3Jrk`m_QQ{oQ8 zPE`OsgPH;}C|$$cN;H1sHbogK?89Fu;&y!gi9U{Qmx!;)Aj#rR}9lm#nNN08G4oHVR|UPCHLM9Y^CO zqoF~;kMwO~!s^Nuj?4df%v*xA+nB%p2D-Ffnfp#kRO1G}{R_r}{omPyMuzVg?87+M z<@K!%z+B;c`gZpAVCkjzp?bqLFx7^V9SH^qloze0#AG7J;c5*98(i(Z9s8!$b}8t) z+(0k7O&};vojUb!&v6-!kj98(gP_Hv8NpNnT0g@RJH!1G>@_pA1|}!<2ekj*D(=Nz zR7sV;*L7d`jL8jTa}FGmrQ54cs<43lBD3#9ICnEK zQb=i*9Dlg6`W1uU`tI-FlFM&>K3;RS2+tRq1$GxG3nWY>*pEmSu3y7%{Y4$dK2KNv z?t^0&7oRH7hT(y&L{(HHA#j+uq^*tr^a2#_|GSCev$eI~Thb>#8>$#m`%CFh^vS%X zn_xp~z$+xRK$A$v;UUX3v`L)>Z1vY!(FZ*F;Ybyzs0*$tY zXOfbfoOMl2$3#U}@D_mq0f!SdpuXOFVhk{!=u{?e{(GO#zBBh1B~jy7{$8_%Gk_b0 z=b`&Y#mINsiOfW6W@@@$(({#Jr6+bB@IQ!Eask^k9B#3k2NT@#4~F-Wo8T2oh*dEv;Y^hdJB_z_{Kv&fYFVQcZQ39eN-3bPEMV z+MZz9xi?!_;pkjoxX->3P)LwvH)fJyXA4#3{>&@wM`Am7?i}*cp+nC{KRtWCuo){x zTQP(GQ0`KsR}MXRopJyU5*ZO8%l;UEB3^>1Gwjmt$j39(Qzg>1b=?6WF?K zG1!|lcJL(>tqgpWHE5cua?$IxDsu72-?BOK9ta%F`NM|~@9luQsfW#&3*i}4RE%@A z;#IcB{F8PPPZ)au3mCV5h7;nAG|Bx@RHu#T@M#Hwmi-iQU6$ueFNEGcHY)w~@`!P~ zEzf4$4O;pv$r>Hg_wQ-_NIefkVk zTK;37LC)pd(b3&*tg330T?K2uel>sjlBD__IS&3`tPLlPIdN50qzg}c`K-}JIl~ALax#j znME+18*jDhdU+L34Gs)&;@g#FNJZS-Ccb|Ud#(*L=l+)nrMGPS0t1PLR|#uhp|x(- z%oW?~6{}NaK@uw#`1PANr&*OGz)m2iq6KTmc`yO71!U3m&rgz)?n^VE9yyhsj*X9Z zl{wow*#Py%#Pq(ty>U4MTOhR<54)h)iPDMamLbzdpSXHFE>rz=vKXG{CC`kk8OI68Gw}MKIav-l{rs8eY!u(2CcnfHSV>+Ajwj24On$p;4YBWZAUjaU%rX;H8wF(*Y%wF zdIonfmEgTO-)+Yu`(kUK6j zUpEx_oE8<;;R~;HU!Em^qagf`|7!apG8t%>vn0es5MOEe?7Oy=nLHy}*g$os#Ka^$ ze-&pOgmI@)5}u|)*UDijJJ)yo;T}4Xt8E90v|iQjK|KUj1rIN;+X8ucq;X#WtLAAZ z+mgF?tI<{fx!jAjNJ-%;FnJ|pZfpB2DoSTX(9m<)40M=(%zR&68t+wG+aO}?(~kXd zXN|`ne#glvh04$yo*l^SGFjfs*xX~hXK&s0>(^mf-(jfBn!RknM5wyho~2)OturAx zxgB2vM2goqM*UokTj(k&Yql~s_lMgj_w}V8CaqRsso&bTf@QB+TdSL=PHyB!;h>p( z;Vfa#l(1*1g59(0(w1CDE^=K=*(}ddDHi*RelOpPao8!WW^Qp&SwW$v!o#g|-_j>w zLveBO&Ti08124Q5d!50Hx6BA$Rt@Wh)Ce3^5`Xr4m7g6Q9a!PCkCsgdHMmVl8Bth{ zpSZ9UODX-=z#D)l&Cn&Dn1~JwE5LHu6%9^Ku7TtTU^-@uJ~`YtKQ~w8=B(-87I|Kt zzxd-dac~Qz&eK_<(x@UP!`n<#ZeG7WGdo-_xxO?Aa8G*?d>*QG_t~KfHWxTKIg?cV zZj9h-%m03DGr)XfW8)&ZGbAR4nVw#)LT1;WYvj{2Lg@hjd1J6v`uusH`}b3M7ZBDR z##{V+skd*}*VBWZDKaF)9&A$rQUHm^u;LY%LA`BjU*Ft4c+MLY0k@dgDk2d=^^F@h zrnftxr23MqjJjtLFQ(2NhK&mF^*x0~caanb_^JNNXOWTG6`Y8l6#v-YxM9Qujg0gd z!gE#5Av^XwI#KVhdxe0uAc#4#LXtWAdx4A^V$YuUy(lEj0IZ%#c#QQUl5DBAwvAoG$YN+s@%LD)-bd(|cxk14OHa}S*vdY{MzcFLbF}R&V z#ro#X%mcGKMZI_AaipC$<#nJA{NIvKQHeHscj={mDLFYakRYMi-9xWG!GN8x-1sL) zJ^}&>WD)N|g4EP(2e}$r76V0rw-JDMjqwe4_tVt^=-2!ywdfb8Zf!z8%7WE-)@cO;Bh%R7+5fj94 z4$EMKw6wLYJM->;lG_j`=R2E07INyi)M@qa=Np76#&K9)XnD$&UaWnAbkNqen|3=_ z32iG?;f-@E&;4u|^J6~$=xDix@AHaX}h0Ye^JD-;E*fZ?H<%vJ$>`$O+3m|)UYFljt@v| zxmpS&>~k*!N3pR6i0Ht>FOrk%1RkQs*Dpqe1&tX(?<%~+C5sVTcH;Kmdn+U`9-jU& zGGwJEYyZH^;_1NuBUqQ!1|6;ae+$+q{TYRm@DSJ%lvF*ihvf`f;?6#Q@9ahr_G|7d z(wZ$Bd@mnAU~Gw&1wY7gL&JW6FYHiQ`gS%pTia=(Gx*k*_U;y%*pt>#;L1^}xIxeu z5)u+N-~WkfVPOGOvnNn;@r}V2r@PoxshTr{n;u9+b~b@tEcV;BZ5smLu)!hR#NsTw z!!638Z{O??Pypk&I5=d+cvQX&2(ld5D#m7#;GSR_AF?(5;&U0&9J%wjjlV=NOYj|8 zK0R*cdp1X;n=-e?QNCH+Nnw4&IlxbxfaV(8vy0>pp10QC|2K5d67u0cSDfg%|67IM z{tLLrl}(jHN%U+EyYx-YBr3CWKBkNzCCB{_8?!p*#>4j(SRK}=9xAp=ls+{@b zA;dl7{xJ%2HcR;>f9g@7e$58P+>`-t)_n%cN5w_wEQYh`vGQ9o_lmsA(<~XaKs0q= zvfNPhCzj!tZ&Ch3Y+!#y)wXG38SP%1cx< ziil4L_~M|pwSiw2e*S#m=Xa5d9??ql`qx{3sMMindvFW6KNc@llw)RJ0x8M@DnbsT z)t)LOWZQRoY5~ljPT{p>s1u$Oz&XW&C`MGQrRnbPlBRlkmT`EO8SOA7^Ien6mv=HT zEx~y?6r(Ln6kVA`5F&dav%UmNqIF5Ng|6Tjyc+!#12JPJ|jo^z`WEYVC&(P~c&DdO8H3)dI+< zY4YRWziVr0DMSdwgVe>hjlP&rBdT{b&ML+}K0ZFkqd`>zmMAJJZl|K!Cur(B{tpoR+qHNJyf0du z7FVx|n7-SIkOPy0zQboU4KE(&fYm|>#nsbGG*N*X@E=}X7qBxO$i4_p_}hU5R0+?- z-P*o<35h}4PO|t@&NhumN9+{YDRk&@x$OlLHqOSbA%+L-r@ZgpJ%>~caM4&f&frHv zrQ?e_rqryS0onx=ZU$vepaX-9n37cA^F~HT@7ujwnuKJEKJx;MxTLE4o@|ip?IvJM ziY|^{D)#?rT@#2`-)YM!T}Qem@V0=h*LyEgP$<4UJgz?L*&EdmDytMKOK;dy$sTt2 zr@R(Nh3xG{#fHzPYGGQZ#l=x4iGq;Klk{^Y_m%6Sr8I1(tJ{s{E4up1%AZj7DDj0q zlk}=cJP%GP->BM~kUr^OO3)#_IQ<+?BSl*^{o@L>gi#R@T3T9Am7@@zL7_<+`ug>< zmDRpIds0h>z)f%2zL#A^0lvdAMcd2nI$e_&($B1HK)Idq(oYNp;H6hrRv^Yf)Xvtk z-bs7Y&F%L>x9uUBhfE+Xp}_=~q!fF)6L}33EV9I7mf`X7mDyqW`)4ms%_COb;&4cs z0d*+8>Q)I!E{b5>SCIsCd??}VTT<&`Ff`U6tWj@#cSnD zwOeykP*5}@+xf>>FZ znV~TM_|Yuf*}8l&jMv!g%&Egxc~$XF_E4ss`0_8tvGN*ebX&9Oe7 zxHM4@x|0F|T>Tpzhk0}HSf0(~lc-hi_&-Jw!=usfhOexw zwAI$0HK*ORs>>@J7uC`A*yt@=u)z_UbQiW@UqwPM4FL$c6a*cL$UxTP6DVTRr2(Un zD#6&=1|_{X3M^PUKn5gxXRLFveTj+e=pwkzkAptL2EXp@6~{z?uEP0JY2iOyR`sk$ z&NXu8{Hf{1Mv)B~I=kj>&EV~G$D=pxqfkq>twJd=>=u_r--qwTf*qtKh-=JBAZ&r~ z{8(Rqhz+fZ*2B=2`T52qU72XhL=5cFM>&r!8^jmtpVExKFmm!vR&IExH2h2Zo;d}+ z=kbT>4Kc1O_gGRmUyFWmNT<3NTrF^uBtp6>B7#+TTv8%ZEs(Y`EsVN)=Mg{ps>!bT zxjD7+G6%pj`S84=eL|LMWMhP6OU)sT>OlHK2^eZ%h&dW8i=3eLq1rKC*MXs0Krk}H zot0;4?=6;{21&mU)(RV`sK-=nlTT`%6;}Z@t&S3N1*$Jd)G+KaS|O9OfB$~=T^E{q zdr6_7?$I=O3&F_J~f_l#8D zw)s%>TaELd(j*I@lA=)`(pFe+wm>?=TnqRMY1~4;;bpW|HgFWo`nJ~R! zudjch%m2d8iY=nD1iJ3YF}jPsuL6gd=dY!reotNU1|X<74$>HfX!_Gp>C~yuL^j?{ zTB=$_^deNGX177MqVCYtVfpjM6coI>)|rUn4A(77g(U)mshlDEKJ=UQdwgFh!D`NL zuFt?~`>8RaMxnd|tQ*(0S89kvuRO&62X>jtvLBM86ZKO%^CvU!q$X%n;!2Ss3I>Wa zKQvOoBJPfv8XJ2j(14P^ph9NL79ThaIDe~L#iK{l(Qaiwd>GBQn%Y`K#K`F3Z{NT! zJOfVGk8jKfBhS_hD&ujXr&t zg9G_n=;TR_30{8PLNdGuFriiBZh>VhB@NA|j~`=&tTdp-Lu(9EE@J8UG$Ws$?}G>X zj$e6LP%sago;*1zxk}Dol$em{?!p)gQ7(niUGx$ECxbq&R`BG>kDosAU(HhB0G^0y)6_}V-~}Lbc6R11EOGf^ z3^)YC%26gjP_z(qywGR>gv%zWvdPKIBcE%*VG z%@tdK$q`sS2uiSD1Z7cBV3wT!ypB^L;_LMEv*6$xm>()oN3Z5>ZEdWGeJyg0b&7}> z+gh}3#Z8D$TwPaSMJ4KVP3JRp^efy&FujHU12%^870uwI3)<-NaPad_12?7x%LK7N zmbfET4Y{oz&*M)@5S(uS3i=I&iLn>SqCKk@e$kN@?F&u!^OZ!on+FKD!%R_MO-+)5 z5mx=>CZax;G9v~LFw_Aq!}s0Ww~0s+=*xmc-x$|KR==BTp^wg_grqFiWUJ4;m=RUo+K<5|4br z`+oWIWp(cRrLJ_MUNQPpuf*lSJ*1_jq3j)m4*~jx$tB^PCV^!ErSJdTxyVS){B;V^jR5**-xK04w{Ak#6n z0|##TV*XRj$1DAYot>PlY)(-TX9C=R4J1DDDVhw8Xe&abo*@0ecMQ#4G~_>n9j_lI z6G;a_!8c`YOCH18;?6 zh-NxlDJEcG6j0NAo1BaZ4_^fJj!wTb2$sISKD5`+U`5-MyuQ%P`Ywy@@ZtNJpWvt5 ztl9A+AZofk;2%1p$}b;pO%CDa4&XB6%l5q#WyQzClL3kzr~u)fnu>~wh6Zwm=V+~d ziWP^^cA6o9qVxTHB?SiN#LDlinb`@`Ylmb6qz+foI7b2sm#IPp4mv-mBV?|U3dm%G z%Cg#oB%!*Fj^enuxVa|)6P?{)UYib^EH*%nM%M(|t(f8CGf7)h)0V^wbZo9mGXso< z?#GO(?j^^DKS;F&Y9wfw~zRk*1m52c!)3 zmizp;x+04#3BQ%5kIbYJ>9SqOFwgV?0tnclg~_6RL25c^su&n**RTBs_O_NL+GCy| z|FDw6UhD4n&)%45<7M;r_0@W50capmR0r|>1ax*7lR+~1BhL^O5xHS6FNoF(+Prvb z#8%W~*$Sx;u^$7kyJgE3C$clBYrMUj&Jwt81iZE!Gez$xOnt;6ia^La`~rbP3_u%x z(Gv=+yKun+Dt+VJC3yT^iO=ufe@D>V`vO$&XFh}bi>RYOe#w)Fni517UdbB>3yjXL zCSY@*w#1l+*o4-LT3Q|GX`^jkGZleCnIL^IhxK+lKkA1yL~5mH5`=>y-L5Vzp#di> zAdoY6Wsmprub-a?C_2)x=Pw&+!SWu1jGcLA=)}z|ES$uQ?SKy}hMrqK>VAX>gz4n9 z2yb4r+wvKE_DPN%HQi{hyp-Vh;kdtgv$^^VHxF+;^^`HhMtvZ1pZ!| z_97qn*~}_SLYJISqJXaTz6v{fDK8dIN0dCaHNrapt7m_)A<>KOFA^YIuMW5R-mIwaVsQ{Fd5hy=cEc)1pImE6X+l-{ppkX=Zb#T0 z1T^cj_53w5QG#Z2ximbz-@hcQD+hdh-`J?`ArmF}$QLpZtx>oNQweun#%-xzET_VHtW{%`^S z>*Dt>=EU@u4~;pKjNvoe!8qQFvHxVetY-P|LJPl2p;-Is`tap$f^)_d zH~vlC#m&_f?KJqPBuFOcA6kZwNByUk*?I@BZesF06U~4)$7BM~-w%wxn@DmcEfr{O z|07hnV=?;698%!;=g$w(9%g4p%_?=&8aGgWe|F1fZ9BG-&wCtp{{83-@2lS4UK|tv zDDzhFCNe(sJjjH#`DT9~=$55a!{{4AaOA!uKno=c#y3#H4#4Fx3kXaEb8c5X3j^89 ze&WQ50|(;1bv?r~BiFp__=-C76R3g6$oB%&V!ssCVUtKD7+3y{>Knsy=^yQ!oOV!C zD`0fHq2ZPLa^ASG54Z_l{Zh3DM8El7jaASh&?PjLgX80)>EM5I4NYi4azj z$Hq?GoE?I;_^F8f6^u~r@-szml-%R%>-+NMOC-_oW1#$Q1%8{aIV36B-_=z*<^UPl zFZZW1XrIIpfDrWIEjixq zrUy5cz$<^F`);iJb8gNwh}I-iE0;}3h?tBdh(iRya>w)s=~mj$wpI%qZrpq7IwqhG zI2Sa5yG%yC4P_}i8^+n$zBySOrT2$yqO}g1N+>Wwh0wvfWdk1|_$OdL;9>O`LZb|d z7F~=dh64EcI8pjxbQ%3=pm?x-_Q;g}e3;@Sip!`d;s6fR(#jA_evUs!&Oly3`#rCy zx2I?J=TG%%@B8<6TQ|0}yhN%3uc#Wm1pElH*aQ6=2%O3S_a75FW<*d~<-2@qrhl(r zwzTXbrjI(bY$)A&L!ipq`G>?D93++m@;9XKI#9uFZB9UNJyp2r_~-b$NlC+Qnm`?K zt1irg<(J>wL6wGKw(me0WWzSx#bK&v84Me?xaE%vjn`s_P+d$-O~F$RB_P`~mUZNr z)#JSY0n*gC{bbpK_n&sj0YJdLw$soU;`|RnUG)Mv#_QLQI&gWN=SxaU`E(02EUdtT z<6IK+_IJ>qMM7HVR$B1u?OUoQP%}L{o{CD75V;oS=6FtaKz4?1mHLXksnrOurH!1c zt0-+NCZBx~o&f!!S2KL&a)yMa2A(cWlfB$ywNREFtoR|%4_iPo+|nFi20TYJ#;w4t zUWYl7LLWWKK`DYmT123-livo9PTS{4BIHlt25?-&cc|SDuQiboD5Rt)Kn`ELd^t{! z&)Lxt6^$imT1aScnnXx!Y#;IpaM8zzW7Pn)5LSKozCg*1p|&v3zB|vkV};a&193_f1}2-iIF<>L7nvL>;)q#S!yxu7@);z#tx`03x7} zDx-)FX@vQywEid$bjArPh=icjlfzB`YN>{rn`K`NSI*c@dMls+Q}IHPDJdz5(jG>H z!#kqWMMS{g$}1_2Okr&E<;xQbWNz@bIH&~-5sne4M2P*TPh>PDO4 z3<6?sFpZ9w*}wbJ3?f5Q(`yZV9?%5ia0>YkzxzhtO-*2W^6QJ7)zZ$jKJfF9Mx+{6 zO1MQV!ZmbWTIAXde?ZdBrOFox==a_r!TtM?@63^ZjL@v$cPgZ zUTmOQ%%_o?=yjRo*>|~${i8<*3wjbBmzet_4RH=8@&mxp?o!9|vJ#UoFk7{31}6;V zBI!@@{nz@2-3$_TTUJ!Wi9?wg0f0a)Ty`bDU23JyDnBuSe1@$JeS;p=2GXv+?2zkiavv)W;muQ4& zcI;Ru=YK*4S2aQeckDn%`H#QNPSg%PXTHJ?aYD{0%LI;LA)(zKl>t?bR9#pJLF5&U zPmck!VxVzuY7ZcWY6~AF5@{HJ6jv0(u7LRE@2KHS8+5#cxvNCrS znz;&e>e1dxSMMdgL^Br3cNAvG3wc}Yo`Kas1SR*(%*;T{)zR6RJ1P+5>ub@RxJ|6Q zBdoTrjuUj(*yr0~DY}Y$w6yR0`V?hlKPQsVB~A_qP{es2eirEN9yxLZzD>T`48^V( zXb2!igw1@ED#$3vSE8#a#A3aFd>DZqfDQ!=v~2juPxw>u6)Xu?m>dqQ`3;7Uf}%9L z;lA)H)rpB}8p+e(rSOQtHa+hG-JyPoMRN*qGHay>t;~OK=z@+s8kEw@a&RL!zVe$t zuYgsC@BxS#NtJ8C@&KL-GF2^1*AZjv$Bz@bh1MDL6G%UPFO0mX`6;F+u=2P>n4UQiO6srhi(YT zV<;a6Vr*qqhN>LQ|7;*pQEtZpIG9i`>Cmc8j?*_%Lil*3u7*r*h;7}O;kdc5&kUlwUSK|@JI1D&7 zCs64@G|}{(n7V1p-1qDW0;JRgVg!zv!A#9zhewMMm`6i^;@2-_ci4$vocyZpBG3NV z*ejjogvCzhEOfJX%I#wlPB?kC?(-QA(g=y;Y~9YcSQ7ctYsFIz57fA0(Ek5S$k1PU zx2yal+EzLR++1812yajTb0nZ({)hw#F(d-cA27$2Tu4$P{W#T8w)GO*IkwL3=TTOn z2$gxs!u)d1rDh-(&!R%ZAzdg}VI<%h73O{t82_PT_j89xrVRh-4cEI9V z<8%sGB`6mnHDGF9dx3iN?}sQ}6B7|YEx?*Hw%7pTid$(qJ75i2+}M~_vJ!KF)gv6C z^wSpL_s>t|2Gw13wY8U5R zN9JiTMZf<}t6Jkc7A@K?e?q;t_7I{T9F?X_MP2Q_Hs3z%@)hYCG%b!F0O&hmD2*e0 zq@<)oG$2yb{@@Q{2f2tSZUUb?XoZKuCUDLcPF*mrp={MAMm7DHaJ*G#3DO0+){hH~ z@g^zX3hKZg5a%+{qdx3))+BSw} z0UV($zl%8%9H0gns+#$G^>uScw1EJ{@&uMZ zH>kJ_6%ibF`tIGkon?q0eSLkfVofgkE=mOM*LX1EEC=*HKWo4eKWFV^^GetmZ!&h^ zNbuu$|CG`KX+uLpo{@RsQg&4S2iVZW1`0|GD^pE4!It_V6hJ0*_h^^;9}YbTaPMkv zBYL@0n7PEvq>h0>Y*z+sN&iw4*n8+G5l{2&G5H0)W%G{xDK)@@6g&oAEi}xcre4YUuYY^M56)9nMdd55zxqM(4^2%N z%mN5bFE|NBG?{!2yq67Sw;fjHLDph+v0F{P9LVK)VMvC zXNRF1Y0Zk9H6Y(K=&%3qAq^@}=(vQ1lj7pO4!sXKUH2PHPX7Qt49t-$3>cX#%KS&q z&Q$~4C9(ANF478af7cgtdGD2gq8u?jRD9jY#s)+*Z$ZFs;*^|9NSHvA7vG*hmO$Vh zK_Tp)MRcEV+cl6jKzuls1uuy)Z3y@<_1Fybi`M{nNPA9E z#X49H7nDSxqG*F5wgu0CffX2+Ee;8T#0BITZ~{X&sxFVelfmkoS-M4h0s_~E-UTCP z;dz(wpJJ1G`DM$CZ9fK3)8N3G4xoYYw|Fe{*uzr^$&eyycSvpv=&=+pKLx&v;CjZT zJ;q)t^UN31U5`iKW!t&IpmEsUmoG$nX50ZCUl2K=jt)g?+~U{)VD-+b?uLeI_-073 zxt+@Y1VLzfq2JkgQA2}4_ZMAoZfsw=`6oWT(iXfr79liG2Gu5LQjA{EGcfFG!lGeh z?UcpmIOJ2MNWq%6wnEJ3ff8j)fJ}bMd?f*MCp+os6Hh`S^ng%i&>|2Mi3r|unaUPy z0s4lIqrggoQ0F?F9|fe0VkTsA`$xp+iI&tsGCAWUUiua%qAW1K9kfKCM?ul#78OCivH;)&zz0d1htq8o%y_OF^;QydkP63HUQps2 z9lM9+L_~$`BTFmS7-}5M#-I^Ka#;U$6T#Cd5@A{YmCMD++lXm6k7*jC?B%ash3>kr z<~r}hDsFl0n%>GdPJvj3lh`wUGZwnm@yHk4QfsXAk^4otxi@fRVAtFKFzX1m$DY!H&U()v29$&2R)bkWR^8V8yqL|J^7$|<`elJpbnKH z1a32@%aDK+ixK8A_#+9`fs?-;Uq7UI+V()0Y9f~B#c;6NzP)?xoM8%=KA3=tm~YiI zM3OOtQWVJQGAHCn;XUu0VTW3C7ZFM-K*qam7P4ad87nUI{z$Ow4(J@f6Qn4aIy2(n zO^>AkpR_L+@|3??he@*#p~o6NQLugqHnuxrFJr5{gJs$G7Q(aQ;sqH&<}Ye+hhb1A zRSl=el_lEySh^@(WGl5B_8;$sZv(3LL!C{`tD%vLfW>X40}t&@Eafj^2N-ksbA+Ms z;@h;C4{9ip+=vDn;3>j6#zwtkm>3x~SGW;o)E7m9B2HWgnSpUZqiRM#B5kCh2&lF| zeRMXB05$O^&3J;Og%DCm`_NU}l#=JqO~8_u9O_mV5fM2OCin0-KttwH`+>=!AvLl! zFGi*ZYa{7`afFJ7#uNPcx4Q{&`Yx7+=xvPq2L#}hktH}d5q=O(p@2)M-!Ja!(3+-B zBtSef5Sr$SN*;cKRDmuoaj>YR+ei5uAb(+z#Ec_8a%ju;m8CDrLN`N;iWboUz^rC2 z-n6Bq1$V`PTh8zr1QE1Q|4(gi9*^a^wgEr1Dv=DCB1EJVl}Mp_5*d?uP6HB(29=>u zQ6v?SC}WvPg=9=hMafK*v1HCrrV8J2J+xMP?{~lN_x;1Q6Jp7y|Pp%+^ z1w4Z_@R1(h9#&f)L#qrx|LjIef^wXf=m;yW5596v4&8L@0B#r*W-ps}sjCkU4M9#B zXS_yW-M&I-BT-0yg7raPv^feIT!dg^BP_LUT~twN$<(5=XM+nkUSC_0`in$K$5@pOKJO_CICx2jYnarCY`pZ97Z zU;!2wMZboyQ&9-MPc}}BVDk4tI6;#67{n8l0wf?|cM@p%4HCB64sexQaBIhZ{tOA+ z4tt9GhmboHF7ugh{@8WzLpP+0X(^ltzeWT9DWDa&;J z-1gOz1I$1B%7(w~`h0xD*~u1OTe&bJGeeP^Z5-8{WuTTr4`M-Ys`)u|FhyHLJ=wE1 z_;{+V0nS656NYE?5r{8uJ%iK@-@oH4FAvYrHwn!L!G0S66oV99LUd03vaGjg=f1bU zX0mw6x-0omN*qhp_9JvLG#0pieni>WqSs+O1i&`9MgrX%C{dcxc82A_ZY59;wcT|4 zwA`6<_4^laF~2TY%LnKwHJBaSx$_wxvg2E^oCnR^Jw1OhT4lmJQ& z8Aw~Vphki$Oq>YNhZ|*^TiC9ar~@_&Qs)>x+<{K`5Z)*$&Dw7?B}U1gWF7ZV^q9ve zNIg0(pxez#*;~9?oSJ%k>s6z+N$eg|GqW*gdozhH|Nk^4rKKhY@VP$M+p|7PBNJ@vuJ-kO!V1VYnp44;Z+PnAvC78ZnkViI->I2rcy3zkyG_&}-Cvgmgn}2*4I1Rd z&r|hk*WzY$B_yObq$pR$aq+SA6 zEX<2z7bpvoVonZ@7h)R$bV*ywNo=I*z)7-k=`94y;A=*0Wf61xk?G*2ev)p`w{LGM zRgt>-yar0y)U@X$d117zL3wG0l?D9Vz)!@Ta&vJZaMSo3guO65@!*RWFDk}+CZSES zd&P|f;Rp&z;sxF$@&Ir|xU!Aa#TO{UHvr~@1_AOIX1;Df3u@{2bi1)SC(uVpC{gga zHzq3*rxEgi9&H_%D4b2sXOGCc+5~4VsSEhpWn}8dFtZ>Reio43HniH zm)U)lki6kSd4%6od#fFXl>!*=j(8wm%n~} zy~L{TnfeG%oUf`rOGig8l*SK31|Vg2p8B=Inzy5?peWaTG3DBKntHE5dc;E;iXfMQ0khM;1QB5 ziO#}1D>v6I^xa)#7Ua^d#sWfWb)R(VXjd(J8fkh$(yHuYILa&Em)Ivm4{cZVJEE?l zT~Wp}3Z!shsTHMSyo8DOd}Lt)P1>$cJmDaucvL~>#N`@iJj>jR{xb8Y6iy$bHrO4L zGw)XJ2ed}PYX_9F5dKrANs)}pv&R#)BN`4M1P~WcA7~(<#Aaq@2KJ1QM1*yyyAG`q zfs$UuL)a}wgjDkPZ4|wc72vXrj+Xx*H>H#LMH5EG* z;ApVTO;}9Wjr{R<&4;sph{h!h3?U319Yt3L7eY|!y0@rT%rXu|`#aMlskj9~XGMhC}<(Camgcn_U~({6HEh0bRZW8d%Y=aZ=x~En zCTM%$?!qkQOK&fn)%B0OKxII#gvL@m=MRmIgzghG7mvUa?oG|AGe4x%s<pp zy)5Y^6r7a@0XkhtSm*HJ6r9#byfcFch>9zUadqd(yxoB5k&B`i2XQFPRPJORPCXpr z>tD}qTu;4sMYlNtC&REWb(S1Vsom|Ob$@oNQ+UN~+8|of0Jepv4ppYN56mOc7RCt! ztotn3hDcTIWw5QtMKv&pi2j1sE6SG*>(;?wgDwP5`jGqg=JL{6q+dD2)Np z07o~yhBhv_v@?U^2LXb2;On7+jR4~ipBn^~FIYAB64%vZl|FZM@o;j2Rw#q2@<=?$ z8{|qjfO~@)5(ETU5Y>F#QAomU51g&rsX4wY5hn3*2y5@4CT?&p;Vv8O>J8QN50^1{ zyJBs*w&aa&zN@n9+n!d@?H2szh*cZqx^g#RBiso3KE2oIJs;9WgFVY6CEvjV-UBk! z*5#l3{aqB}DwKr=_TF2e4yJ#VVhJ-oj9ux8Gp8n5K=;1;A`; z+JTRMjiRS1$;f|Apmway!%9C`9?=BOh(z4%OC%gD-RsQF!I1*09pbd9=ImzEE*s>v zb4N;q1KM^q;kDqRj@&Kpe1>LLGwkVzU?W^UK9!31k(hFHyuvNzEjjElE!@b_VUpdu zTsUTtTj{UsMwx3eBIi)&>j#f5qv%`aF_H+aCK8A~(Ke8i012Zvlyu?}GvCX#e**Uo z)p5+U7+YUmjRe{-ym;Nhr~AmKz*S3^R`j8yL`{S6YRHuYtO|tQE-4mau^8u>@F702 z&yn9~n}!|j27cN{?oWUFNy8JuIJHqc5S|k1Lg?1il+fZO4Ld}pOg0wUD+1mjFu$=e z+`?VJenM>q9wOivp%{R`;1awImp7udmTB+54(B}>O}{Et1X0bTp`3&CBOJpRkj=qo zHsxOe%}<;tAJ96)m#=-dUx1rCe!`_52hJ1pDgbkLe*UcBG4%_jBs8`Ld!k@(iY^+m zO7JZ3M39?y+#sSnTv1X(a@k?9&4*LdWi1fxz<$l>z#pI&F8~G(4gfT&@xuc6(%?9U z)P1)SJ|KwWA?mRxOp)s%e3Fs^c|F3;gve|UBw;BY6;?Z-%Qgge?c3y;-@3)a%r^lj z2;A;M&Z>V!l7vn3oF78@jxG(YXAcb_ZzmMv7Kg-}j9=Mzz zMHd_3())t5xflIGl2bl8HiBD@T5q7ey{MTVNdg`hjnf@2k1R|U>c*`PXBV+JGng-s zY}++F>cBI&5fHFl3HLFJ=1ohC$&f?6X-YwlS^gcg!_VsKHo~vvZxQeGbOO*S~bG!mkUye{13hz%U1gzKDTDfwI z#i!e){8XD`Tl6-svVQwBq%!C9Mrzqc&lincuIjOhYa}`B_g|~ui9V+s$8pApZQjbLv z2scipppXz1LN8A8TLRzu^qRx)9tRUVx3{lvDF=s0uzG5bN$_%(-7r&{Zb~$o=uPXU zYc`RmugPPk(A7LH{E;c)#oTJ8UD7L-nHBXwe7d_jcZ>D}ABA(0ha>2LSyU?@mHF2~ zeJ1TWd+E=xY^Q|(5YSDfuMzM3G|ttGUKr_w8Q5EfYJLIl3FhxonR+OU5E4yHO>=T` zj$6KI;6vtq70oF?H95JrebAyOU3y~O7RVa;7_@??@(kMl^0BCMymjAGF2>+CCg#ue zHkjBQ+1!7ww1tw;^(rdLtBHPY3&pP0Cd$;4cbvV|je)+aX6(8hXH?!UFd4CPbMQf6 zQHLZ+6t;psVX}@}AtXU}1n-I3{~GUO%s6pEGX$9V2*MBo^T+Slf?%B!ql1%e*o451 zzxl#zV8?f{M`G&i@ET}$g}_HduK0JPjk|S=fmj<9HkKpl1+yfuveYXR*52(^Fz+HK7L)r%L0nqlHYE>A7oxt4r4kXgzhDTD&0Z*Jj> z1MAsPjDrguVs>Re4-*req!sc~axEj30+^>6!LyM!$`m}b-Jw#-W}9bzgOViruwwS4 zqairzV073M2Ww7y{TS1k+n_51%D<%)a}|wnz-aV-zk=J ztgfz5?Ly<2QoGo_b~byNRaBAp5NEv@Hix2bcEo4RF_9C;od@$~Fy0{-l2-<8D(#Vz+GDVLIU*_KAEot}jv5mHKa+1MyM_Rn4>A(rE z{IsGXJ>lcQB9VoO$qWo#wEQMgX7fWD^OU5+$mj7aK7z;(q|k@>2V%8rs;a(6wh!NW z00mIFRUifdWbFU^JG<1yGeW%s5CTH%0QK09N@$m%aR(Exw`e^htN}*&J~|4r6?e-$ z@?CKmu%@MlVR2g`FyR;2V&mgUKteL2Bod$sh^rQMuNF&YZ+X%h6xnce0+e6b4L=GX z*nRyd)&o>u*pS+XTn5~z;6UdEbi50(!9WcD%6544*nc(y0Mp5qC?{PCawSPxymBrN zlUWVoD$Lb@)RIo1FjSX-GOZ6De6*tsi5j8{Co5}I_=A~0q8KpGU;)THe&KwYzmTUQ zQBO=5Jv>+$Vr}=Mc=JgB(+B_FsD^~iI_Tc;wgfzUjX1~GlO(AzeL?sTfD*vovJ=Ix z95QfS_wPh2cC95_3(a~xwPd9-11N?uZNd7z9X0qiDf+y zGnBuC;@s6(=D4$U+VS$rQj5Eb(z_>&Ju|mX4jd%JH4tG-iL(QB6`m4IQySB4cEg<( zZ7?X3K!-ppwTQG*_o6WK=?#UsLl?)SIs0nWM3vzKlAI*z>;Q#>)E(Guum`_>^Jd&k zzWE<{@?_YR^i?f)MBXW?;JGDOfcn_q+6uy=q<+)v_Yfr;6Qm5p@5alsyH9%(cu6N} zZ%`I-_ib0tZhorF^Io0-rngL)43vjQnSA$V-m_V z0N?$K`@yR~q0;a{R3Z_UBqT!~Y@Z%|=`5tzB|JU0R(G-59d9lCmG&-B$0DSx8K19% zI`3mYqw4Gy(cTr5J%}l1YexYDqK}_x_xUJYT~22LW%XRt|ATVbjVNniS8VR&iWCs5 zzc}7{=3{vFoHJ_Mf~O7=Ge>wc+>ZeAZ6(8ZJOq?h`zUyU0uBqrN3NQSDy>G0yGZ3) ztL1I3_4e5_A%LvHroWFG)6z3nWZANzeFrX-KZ&{;9@;7=?_-1zs%6KIPolklBP<5y zE{u-QL?HcQ1*wK4G!@ZvWc~Kvx^w3aN)HH$_S*lwH&cc=hztXq^=VBdaC4DVBJry~ zB|iHN>|zwWWmVSPzrN$e@9oTtN+B6XMC6%aUogUEW=x@>13n`g-uK3h=TDE#{gxFREm*Q;y&k_Kc@+M@=AR@@Z6+UvVjfT8K9-FpEG`#+ViTc!Usedcw%UY3=2pWroh!54`tns0ML!tg$D=oN(TH z+Fb&mWpD3>qbsJGlhHddaTTF&c|Ns*LDCw)UZ2OSu{yQaLzv_N?j)!Nm$is663WH5 ze>_;=X+VC711yyN;2(ltx{wWunQ1<7^8j3BECyiVoZfBHz3t-G)IQFe?fRCTrF*+Q z#ZlV-qwT}95bZFB^bw*Q-|rIWAX@1V=|8ktJNsWe z$HY&xHQ}UX^qE~w+FKTQT*(RzZNM>(d=Q4;&)31aFo|&QZ=Hq!nURxo<}IUAGL9O4 zLs|x>qSqxQzCN&ZK`+Av8qP973*_nui|GFS!Urw>ss(>I;^lf8LtTb<0dOXlwh7Kr zq|_glzIKCj}Q9tK!pKwin9A+@B>iR$A6z9hw^Ch zHqtxq`c6diTwKGpp*MnpK7aaj0&L%h#tQoiJ&|;QJ@OJZF45W?d)~h!*F{o1Xexp2 ze=mHE_1(0zs;qxc&rM?Y&eiSbUv`*Kxkr@W^}pKtqS!B@R&djXOUfhnB*Pv!r$qq&TddrIu$F%k7; z$E8>eTs=<@F#X_4*!w~8h{J`qYtj`>uAYmIE@gSe$z50yb>2|d)pOdxo~Ll*jrDJZ zLYL$}tSp+Rca>s#@9|v5rBPqb{w3sz{`Z!@=pM{9)b|{YaJd5FKU9{@aHB;pMhSy$ zY7Rm=adAH|(D4+X8vNb$&IkoHqh1GLU z?j6$$0!M zXt^g>;*oRo^AlVIw=*nrrjSDN@Hx)ef(?h(ghJlZw`FDE@xgV#w4`@79T;buS~6lE?atCm0R^xTRN-gO&iQ<7YT}bVL{$Qt z10+d|9{S$mG0o4%r=bMsgh%=iGQxOpl>XA1Jusq{6nKx#7d+G2)>erIdCaRlh`*Z8 zcXF*UZiRh9v%q>tR@j#Nbm2Y7$UgU9&Je%B_67@CV4HhiN5{yUwND?sx-natbZy0F z#|uqio)2j8Xyt*HESIdA`S8XKJ+<@|yCclM{%)w8M`}a@GsFm}>oK-9;4%H|7t
lMf&+&f0!%S+4n_w! zj3DQ0r+2Z=W~#^a zqVM7Z=&!|hg5MoM3(*F^xz)&s57sE<`Pz4-1rpo@2ZzTG%_Gv%rju@ZSC}}d_Sak8 z*){P+|AxzxKFQROz9z^KXy<|71b5A4G3aijm}gf(SzcQ!gLaSx zlyy-Gzgn7aEypALPHqF6Q@{(8nFq)Lxgwfh2wjMfDCxeeSj4lg6)iike-TjgKK))i zM-T;Ac-HMh9Zrfjl#ayZ5n|hR?%&H^4rKM)p`o1M2(DUH^7ieO-EU^@5T$kw+I%Zk zka>#;21#Th5TH!f#fzWQL~P*a6gG(q5Sn@K4EM1{;3G=qK11 zK&{7Rf9LsSB$dbJ1Q+SD))?5wn7~D2_LJ97nvb0eaz2#2mE8c`f!%jj&sH1Mk;3Fb z2YdmMTP&30%1jBmZjb4kK`Y zfQ%6lezQqzr9g}x**A%CU(z7Um673=^KmF~imF)=)V*vrnXNY|gTNW%Gkw9L#2_Ke zy@~VzA`e58cH-pRRS|8f4&b6AXbpOX22t@U_r#nS!-2m|DYqeEMh0G^}3||A5_FdYym%{E3#&6Y#}=76`=vb-V+qioCoTU&G9or6eg7 zc+0ZE0}BkjTORV{%$fA<^9>}W4hg&+QlSO=FZ=q^HgL$j$lb>+OAjw|!rt`kQD&mG zAXcCW9lfDz#g6Q^#*$*f!W_-hmE~fe4wrJvp&X))&@{+Nn{P*4tBt$0ZN;aW>c2Kh2)&8?OyPEx!Z}ynuj8^cSI9ykAUY9OOz` ziHD73oM6G|4-%>!RtvA2nRu`}3~3?oHuWW75H9VLL%eoVC1R0SijT6e6)K=3Sg?2n zu|C06P=KMd&N}&3&m{kP0Y^7CX!@N;N0G0=I|`BuL1ALTMCgs%Q2!0G%{r;?3361H z+Mvt3AbiKGC^P)II0JSb9ObL30!f>4D_my*Wjv@xwugTE_$7Sdtqx4U!8=SBgj2=- z;Xh!j5Cc3YdlCNZYm-J$xIC(c<8~li&i;75I6uI621IxDGNE+9$qF6deeu`eBO)xU z$Tvj31FocvfTYmt1wKwXnE?TqF8ERlR5-vWpd{2P%Ao>_W)2X&IwW~D(d)(Bd(uU% zJ*WTv4!Ov_vG-ed-Xi=J#9u<08fL1i!mtEm@j@{27w#N|^owsVv7Q_Pj5?n{X_4z(;wM>`kzPqUGwV zs*ZyU3QgIs=f97}lO3z_;42H)kTQ6WuS1cG@;R}`93ngIm1Jh(9|sd@S))OOJg`sn z1(@m_a9S%nK*ooP0hGc~(8vUUhFsbP!SRFe|HmaN49`1Id9VZ|F3mzH36jp?=KUzZ z^>0@JBEa={&1|_u!9s>TR~>-T>|8L#P=rES;BIAg50i2S4ueLc!LFmA6Iij{>H5c8 z!)0m?Yn&GGUzoA8M?8hbE>QkvE^H+b0Z^{~gzW@GETB83?q3cl4m9+cAtDQ(J3Bik zNK~M31z#2-3SXs1AO#}F7=}5o_6aZ6iN)RwXvJD@T;{uh6q%QhMkQ+fh>+8o&b8~ZJ=2O$u%*e{xt)=x9(GB;a@gt;# z2v@M*p2EK=IRX6!G7Ul!Fwq;kkJBCk#k2GoN@8>Kk0fDBz%4@PcL^>zi(KiJa0+VlRjJ+HN&YEPS zheG3b7wsrv3M>Cxiz;&e_xCJ6!X~+{ukSe#{NlCpJ(0lm!XqxGOoJ``F?8bFH`5== zGV|)E%VgGWrN|5{XQ2CwB}z}QNan#b+dnK?Mn_?}nQpW}{Jr>i3`q#INnZm>hAxc)Aib-h1`Ugq0pgMH_VPH*8dWtXFa6YC2`+pT`Um#1Z^~r@-jsbG zskR$6BZS(_?DX5W>$Nn?Q;clT`;)azUtK#NCQ(Yio)` zi}mMloLwLuW;cC$nyv|FeH)Z`x*`w zXjH+Kc}mXE1`*!Svs)^1qs#* z4ez1DclfQ|E!xz%Y11YQ;)u!3^<7D(rHEo&3MPmy81h$<44FPXpHBR5_AIG239VGp z+;h6?y%{xyqj!l<@x1oSOmV!04`N=XhX}Mj{lGhqb#eCwk$TZg zA@ZG8*Hd3@^J0r?oL`YDp`A-t`hf#2g0;pETH(TC0wXSv#-3>S0h~wH2%6R9-EUI< z=&c<<<&k;(3k_h!d999oiWs1f@&_eBf`Y7Fwu6w~d7kn3D z6J_96%2NFeTMx;-bSu8h3DgR&(G0=G^K}HXggrm2Z%FgfCjm zO1eNQ(-IY*Zd z8rfR^RiI9JwqTIGtEw9D^VyJGvWpI^`$3$7Z7*i*<`U$cT>8qUl6fX19HE1${CA?B zsju4Bg#QY0;N?S0W_~rwuI=QNG30bLamHv~XJ;eGxP#hFOEk!@BnaS+B97|c4vdJH zLYIwvPAunt{e=U^yszlvL#1v~w$cpRU9$_)w=Yr32U8biJ_-sATIfaEaDA!pF*h~)g8vglwr(Hb4nCPYbFetG6|&*ZQ$wZ*LK-mb23 ztp6=%#;^Nq{WbU;=_$I=j*S^=uqgdE(r8*v|H8d$RwJo(_nO(|{1*KV^4_NrX3$GP z+KBS&i7yh{Cr;gg;3pz+c`Gjf=4s@XfW>TVYTjkhZg`2e5d}iRQtWb zDI%*reBIP{?V3c|i}r2_DICc~J&A3Pvv{M7jD%bhG&qfoVgFKh{scsftkWK9m7W){ zYCMCHT3DMMf0V6wR!DK6?m=nkkA;gd6l^+BvV)E)9-s>DR%)!*%)3zxc))o1J%dm#ZZ3Zr?8Cb@&MAj7I#iAM!?>PavlPNqtYB zZ{6(c+esDBxW$JL_u+$}H-@>z+`^9@KPD9)2)`MGCshhZf}oYAa3tuu>ObysZN=%s z8Q*$OWS*N{45-wXND+cIgz61gnz#cEzKA$DW-zA1PFwr>Ms|7%b#s%u+uZ<=>?;G_ z+9;}2D9^Bri+YXvF_Os3+Z${q%(P0p*cz}_ggv)w>>SrXbe?Gt>c}dBy5M#koY!X&q%EFa6mf;C-yz?DDuy*W= zKTke>Oa}oe6I@Sl7@ba?!W3ChAK?R4t3F%F!wv-{nijY-czckW(4}WyxUgWn-47TA zjkiu7u6AtjiECL%8NeJzR~FKAj70^~T9Se(Q78Yk`ZKd|T zGb^Q)Yino9IaQZ;cK2~=BfGlTW;?hP>Db;KWmuzR3Bd_CEUc%!{ShpY(9_5I!+;^~|L73u z8{4`}|7VNneP-{5D*`{aU&|`Y4f0l3j@C6vNO{r{ncR-l)}hin%k%zU3BsrW^y4Yc zOv@;b3okQjH^({U4;H{B2L)im2Z*-h(Hut33(RZ7(bmEkCKMFaA3m5JiGic8sG-x_ z1DFE-pSf-NuQQ9YKWgsX#_V|Rw6$t=uv$Z?@SI1iE2yF?RVe+Z{3P?{I*C#_8z`(% za&rsKC^KD>^T)Sp)iXKDpv$;`k&$=(0WaeMFgJ4*Hj_Jes>edqF81HMc2- z$&qf)0&QjVt`fB92Dzv+tq{Y_f=0zCtz4&mWdp_rHx#;p#uVVvK|vguz9^Tiv`yOd zF%V(;>%TR?B*k=DOT3u|1^L~We1Z>bne*^H)%@7AskD5zYnPME1vgEdUw1(`D$4np zVx?l)jV~QR&h|@UyL$hXH4B9 zCv%Q=>YB-2_Lrh|F6DyBgi=3&tAZ@jw!y(!N2k*A+LnzV{`K_qJcYw$-BlVx-*cyq zTiYZgCJ=p{tc+2HinX}77;L06nApJvF@>L-wu$`l=JE>U`q-#Lq54U0_xY;GVJg3n z)3mB%L0P8mg-g9jfj8=|Dl2bVL!lV^G$K`|-Z;q}lf|m&Bh~vddTW?{?A2^#MTY3i zQ!DL?_R~=c6%VJ*PE|==GJ6DZDa{O5@tmte<^obE`?k|uckz;}|M4qBOC2ePGNrs; zFK)lddNyULPtTnmyWY0Sv9M_MATxOmnYIUb0U^9Vh27-v2PQ_x4Y_aDn#%tr(@y(= z=8Q*p;rUs7^ue;YusPIZ8Dk$U#gC6p@rZxt?%XQC`^x^J_zI)jGk`LXo$jE%OtIx`Q@3B|6VxQXf8|!;Lhos9J^R)1#bbOi>KQGWZ z*sof1P(3u=(m^LU#O>Bi#%~_9N6Mf#)82Wo?Ek~p`Ok0Mmx5zj)eYJ%a&b zwFUbeFV>J0exID9#uUl})}1pnr~l!7+Ih(Xk6Tb_=A$4~n!@kfxF&hX>8(W4@Nt&v z<6FK>|6ecg-|zc>{h*5&+Ln1)_yp8lRXP&0r!@THW`mEbxLxfp#jK!hGoqO=P3^5) zM9qBkT{e~fJnu2ux4=^RxAlwr7gZa!OzE@`BY6}O-NRmAOcS3yKWR{+X8$Ti_>Y(S zs`#BtkwNER)214g6R9=pvs4*`GU^s7@A}s#5yhqLY%d*#Vjk8Dy-qoBrGR^ly$Y>~ zM77NHEc%Hy?3vE+(-5A)S@u_BVwJ%vpbMu)8Jok#mM zs%1j{AbeMdPI0xkc+gEa%L%=>F0>$G8 zHP|^QIOXJoqjKVb0Bg;nB~n%>e}Oy?qqvsf7yGJ*mN@3dK#ZTBo}S9jG({<~ z+pcP;u|3X|HL&*l^%O2It4t0n_2k;E-z#Q)c}S)70}a& z1p&MVe#ehG#pK%iCh2ieQPi}0IPh&5`*_0t3~{=^Jv{isbA19A?Q=3IJ~CyL`u(k! zi6qA^)1$r5|N0Nli^SyswGQe(*ZcxZu@@402LGv)a+HR+Kc+x#Fd7F|-+-E{GkN_F zLJfjjCKoO#BLn4F){^IrW-qS^J_YK9&ZUu&Q76W-D=9e*G&iNNl<4|G-vM*69yFym zIXMGGQ2$~gYGAD5(o-Wxot)rxPUgu=NCb=6Vl?bQejrnk*RN|MWdtSy)E{kDCiGS9-XZP%k3-{~|^-eN5f>nn_j9~wrC#2t#z;4xAT&pJ>ff9NIOu&Gq6 zDLOg^1_r^w!ExTQV(dLakt1L^d_B1se#Q8?_YVM776N02rl7;2J{$P_S!C_J`SUdb zzeA=~>Ic~Jx`-_@o#7b6r*@O^*n0!zyOpm!jF*DY-c;lUN-u`$vTXT&J#YN&hVol=Eb#r2=2-}Vw)!+4 zDdb4RW+}VK(F~&xY)vCjTJKJ)hk5=E3lWnf>zP>$IGSAoG!qTcjDZ&9`0+=!ZDqb* zuCKj`1w-#1jku#mXiiR*drU2VdI}yjyaeDetZV%6!AM_UNlEFoAO1hce2<53h#kzlWTAr{PyCp-}3XqYuY}w$DG=w9@-D z3X~6-_BJ_}HMg*)_LRH9%K(o9Dp>%8OQjEK>*@x6oQmHzSpw4w&^pz3->tkA5U}2< zOWWlb$}S+wX$cA1a&TN&AarrzlBzS6Sq7jn5c7;xs{**y3~_v5@ipsWd|x$82EOx& zc&Tb=Y?z#frGTb;=zUH_g`pRV%a+)f!6iv{;;9%mF?fte(PkSSCZ0{8b)BhGiK{88 zs~d%i&d!WFWCiSvt)hAF6`;SDVTha%6yi$tOa zlgXeDFeec5BEhTwPGlrWtz$1Vn7R<%R~hRmzAQ{&@ZXsZ_P9%cRpv6<4VNfxD%cJS zBwqiQ`_|#)!M*Q|v+sC^g^bU8djv`sH)rQObSckUC02<=o{_S7w^Zl_AZ*BFZ_Bov z(YwAXGi-y+RS4oXlq*=)z4P@-!bgI;9NhRqf`S%eE?Cp)76esdaJ@lF>UGVW=+UAN zFJJDwTPa-;9T&IL1s3=1I7B{2UlIu0dNyb0-G}MvH|oh`lazQ?#kBf2{m19$TR1*8 zbXm^Z9T6xBgRQqH0U#`f@&1~u>nUFjDV~M6!3n2RF@kNw#fF`* zJOdvaXq3kOu~O16 z7p}z+U2C^1tFN_nS=Jl=x9)AFe(Lk3Uv3fAU}(cwViY)-AG2c9CSzL>ld?}1Hw@Nd zM=Tw^+3wJ?%-R6HbNTjVS`LGSfGCfEI*cU+6szDw=hbBf{j4{R(}{hH!Lwfv~}2>OkaAcBF*ih%{CrRwQh zMc!0}jg}>4Az<+>a??1L<*03IoA_)Wt0IW3#Ad@O_2UHEJ!L!xZ^MI)(A7}R`6E0| z>{5NCFS&8!sNdQGXD~BLf*QZ~);q$p1lmpQxTTokhxsCIuC6yjLQV)r9|y&)?vONg zo)sfA@hTBfLte(I2svZD+wuY=MX&u3Mb_uCwZNq430q{xlbjq(mIEy}A5hG}WYwE; zwQfcy$h|#vGHLAo7i_GPj!#oQE|EqnqHpvKngmHAY7pu;T=e{~BGu3h7;jQiQhbDK z>0!$q-qv-)>~c_QG+P_I`{Oi&TY51x@z66L{7Keg?EWS3Xt=AadG&jt7R3X zcRbSXaws2KVIuxwzfrs^(*RM-8X2wb6a~LNM8p;WbT|gXx0>cJLZ2~s{vtD<)YK!e zL#R9iSFGgRn^uXJ8cZU?!}p-we)41{Hp((RaoAOHjk^Kd&xWBY=D)*D{fMGjT|uy$(V` zX!AG`)&`0kY0le>ekzfu_-|N23$~pKf@;uTFRK@)WAKB69bH3mj}bXO+l$X^%nAWNc@5_o_5_-R*--gMmRUa6_yXpu!G6 zEHKRl%!$s9j@p_Uc!Ye(thY#iDRyWznsIzn{wk03g;%cZLVyI~gd;N}<2(Kx1fe+o z*Fj;SoXzJKFQ~mG>u6zT*MrpY%1%pn_bEiJAEW*DjpsCH!R-Gv!~JhROn8qo4xuZB zzjzP!oo3*@6;ID16{O{;U+FG>r(m!FM4O)w00Tvs1r)}&ZtD|lgpZ1~bw^VjVdIF2 zy-7p-7FB~WX;|L-TZPDoxY^i-F0D_2pDz6GAF|D%H1e3)qd!O0Q)SjYqTDDAV?+Zx zWerR?Dn#=SjNaRMb1`@q_CV+>fJ%jfWdzH)&cD+gO!BzxD212 z>L>!F8F&xXRctH{9@Esi<3rL4?ME;_z|nE-(}H?7;ztal>5Wn~n1F-~OZw3UO4P20 z>8J3H(#4?h2G{T2GE#G*e2Y!vfjuNX-M|01OHxEFDKYV3mt@#m7!)y(IXbbi==k7j zeh0b;B6Cb+@geDr{r-4c*w|K~Ma|c+Oi+kYy8!=sbesv57$D)R*&?tT0-;Aru7&-f@3Zw<^Y&naJk9* zPypMN6>3#b$zpnfw!Xd-NSSU;Mc=!tZv+NjzI@rv&JG^O^2h|N4bU(Fc(-D2jf7gD z!uKPt{-;4&LWn}QW0x!se0q(I4?)?pI{*gd5*Rnf5OC+t;f=N)An~B(jWQjf6iS+- zFkwH@Sne`A(Fwc9A+{~MG#)cC05G*;6c)~~9{rQme zKEx#KdbG+A9@@w1om&<|AC9E~*WOhUkYWp-8GMEX^4)b3TLH7fdwP45Q-a;Vd)T;t zFU7OYpACqh*?JhWAVGq)4QR+?&2DQ~toQ=oF4)t@lV*sDfQuEH-P1qnp9U=;2T@bO zSvL$&cN@sB2NZw(`gI(C%uA&1om+hq(mQ=~^QBx|E9%|GGQ9CK5E~Ft$;54MZj1M@ z;ZIHNhw#vw713@S>A(2u)zcH@9*jcpbafbQ#uCbEc74;*viH7@H!Ea5EDQ|qaVjD6 z`nrmgWGM)05IPY9IMnpstf>1GeNajgUNc%)$gca~M2;x0a)qZ2QWA)a(j^Y##N4*c z15#o%w{S)!^QHEM+C%_I$E{uqTJf7V-$q87K*7ZqYIYmgBJ=`c57c9s&==+wS9>B2 z^*}vI+FuwhV3FqdqSsMQ+V+mU#VeSA>FzZK8bp9y2p}6dbYE zSo&DarIq%ZB65Q4^Uj_*Q(6j$`_rzq1CGOc%J2cu#oON)2+AcUHc&$;;_fo@N)tBTX*UhDmx;rMM?J;U@M7W@is$1Zr-LU=OhQ@PfqNX3Ae8_j z^YUv7!d{!8VQSzC%E`Bg%c{w#m%t&6HuuE%II`mHwob>6**aglj6+NUlRdEsQ29GS z?J+iHG%w@!sEKCDwc#Hi>;!Y60K0wr17i11hiJ)kl@z4z>k;a(5&_+4Xlh=$dez}q z{tIj5C(uQr(HJRZUE1XE`P6hXn5)=jNUPf5(FrFHSa19UFtkhlePg5Pci#>;*jxrE zT47j|`l{#g>-5Bq&E?q1sPd)vn2iM<)I+-Na(1^FX0-f(AQ@gTV;D!g7q#-fbqb(9 z4di{(%GXQl4Gs$n3ki{hj11uaj+acejHo7 z^v#`2vk~U&qiLrPuUmnC>1}HKy_?!hz z7T(RCYt*Xj)AC8FgsKi~_$mBkOt1=7xn`Pv2pJiJ(S7*e2`48_HMIpyOdBNf^7HZ_ z1Dahn_5jV-g$j}<126C@qhXBSI1f+QX^!~D?G=hb@;cr=OKpxTPacY9o`B~3$M4A;@m;7aznoI zvqgpy6}8EW0ro9c@q0P25_|#=qtcES&coua8Ge zCOy3ilS#(G4KlU*CD5mEhoIpnKD3;iwfXzZ7>*5pE&&<^4S;HLt@yXMw+Bsdm+b6` z7iC|2yRM$zH$pq-=Jr56g!6Pa*1DhHx6x5|uxdycA|;BBN;(^eFzp!O6cprya1Qn| zN)sC^tJkOZCd)?T9#KiFpAiL&W6K~Wm0@U8WCE7xX#@diJ23epTXgm6)tfg@U=hZ~ z#zMeIhVK9n44%SVUt}H7_l>2~Kv3oTHaO z7m6!tL{(K)J1$IiAKVylMwYSC(0JNk{{Q`teLd53R_%U2m~IZEmr9|iDQhX+SKN30 F{{b6zNT~n- literal 0 HcmV?d00001 diff --git a/docs/fern/pages/blog/_assets/bulwark/images/bench-ttft-baseline.png b/docs/fern/pages/blog/_assets/bulwark/images/bench-ttft-baseline.png new file mode 100644 index 0000000000000000000000000000000000000000..2703c8692260374bd1969dd0a0c9df8b681de1a0 GIT binary patch literal 90565 zcmd43bzD_#*Dbtl6a+y*q(Mqj=>~NRh=d>^Esdmfhl+%hh=8}V-3dkm;MWnl> zJNKCjywCHTH_my#|GxG6-8U+*_uAJruQ|sYW6TwBUta3`IkIyo6zcq4X|xgwb&45< zI{pynIQ+|kW8y2+F%;@9`lhmT+@Ap#_lrgcXOF5IAd3!Va)t|f6cs^AkY0c{OhvplC zQ=6Fl8*e(en`L8LcPE;fKqQq!V!4)5^uDk&8_eO;P;L_LvY#ToN|Z6*@}=sWOK-)x{Xcvi%>?-1nk5 z<~vgFp?YyqD4LV?KKSs9?;fZZKS{z)K2Q)%?J~Q}siUQ$GSL?uA0HnZ+viM)JvZdO z8jNM^T3_B7Vigv4>v(_HkAPaI$SU4C4STAu+JcW$Bj2ABQ(GHECF;8Irzf0AflA=X zBO4nV39EJz15609(8;59y&!$_<}r-TK&gYdHf1HI&+FlO*V2j4QJlJiI}gdLH=T8R z>?%F?T|>r5*dAW^-N%cGxZMoFfW|-k^6q<~WuGJ(Ubs>;ARxeNw{HmE?tzBJti4cR zV4yg5Z&l1==cn-UMxXUirH9+yy8$&L%p4qpC3aIOp<=VTH`6*RHhRsO6cY0L=8f}Q zb~onv2kak=ef#N#>5GaEy~1q_E62;r+tt-Y&TsW+pvSB&|tAmicG5O(zi1n#HEh&u1mw;TvjJll$G7L zM*MU=w~Z3TJPIv(RxsiRUs4GN9s4Z%3N5)~o2fmwMivIjm}K96Ht)`!o;KAzm8Du{ z(wfk%9~`V*VAdsmupFw&hnzRKPU=ed#^h)gS$&(x*RZUJnHTz5 zo}S+5H0LzrvDub%+p5TIdu2lD(@!;SK0eiy_N_$WM_*Ba-*a77jfWEA;wb!T2+7Ik zbeqMm41O{2>z=EaN^o;`gV(aM${w)VT+ikg%n;Q5Ht)DwwY%SIo?}D7@3f#bL{(|I zzsY>*WpgaQTg6~zX67V6;n5x8T%!rtjL6RH&xS7>3j@Md{l$z5x>cT{O}Sj^^M=`i zf`Y0Uyeur~-x^Px#v2x}YL4Mu-%yAX2pba^@?SG%9As6?UaOKeGfT&QUw5tOo8MUc zvKcxO%s*(lat{uNsn`!Q2z44qZj%-oB{@QK|g;g4^4(p3Og?J_ek&KUgp@E zm6DXirw~{ga2gtbJx@GXOT+F~VOLdRuj^Gq1PK||zk2(YR5w=+edETB)YMe;S|WCD z3i+=goT+MWr3qf`PfuQ2Zf=K~WvxHq-uhf~Pu-@2iLr6vw7JNWVQ;Llo*pgX%(|=$(xdTR%A1tZHp+RARogR}x6Vo}QWM z{^tt@`Pr(y2~G;ke1C~uOB^h!pfdmD-ejzGCA?xzxpjrjAG!3RH!+woTDqa%&IdZT z{qQM;>`nU?|LxvPe!RV5Szg_fXA&%#qLb5FUoT)g?yt<^F_Ri4bMM|6e2RJ}t5wMm z3iZX>2)IqH5~Yl;5DLMS7U4yA2=gMVf!++YoW@3(ydGJ!g2;01YleHhq&neSZu_f= zSog_jlipn&ScSJ;6!3oyS(XS%H2OjqnvOR4?c28>KYoN$@m+jQHKXhK>GNhw_IW+9 zQmdxdFQD_9%iYo5*u>$xGh#(zIbuW>sN&6{N8RKUu>|yt*x!&;-JS=yp!0{ z*AwgM>vP>XgId#;%8H81u=ghQuV^{TmyTn5o+@lE4D9QApMj7Q#^Z%A-i+uwceWX6 z1A~GnM4XqV+fyoZ7Li=!SQg+vR=hdrW<6N$0!e2V_F>$1`}Y@vb=Un+@q_8A58eDj z?gn2T!imtlf1f5yI=gJ4H0ieA;z)mK?ssyn{Nxp;aHH&7r2Q-V+5Y4!gJ2N^ww)%lRfMN_?&DcBsgTe~-l=B;?gr zacsvu&TZYP9IySkt>v*Z1XS*GSw*>QZVinO}Di0pm?XP!>!zb)aQ%DqX$yNHq#>y&eH~B;NU?mE| z{L}^#9sl?10+%n|m0ZJy*JGGa&8%O6mpQX_DoPF2b-Nj= zx+Ys>Mttm>H{)=cT@XzZA>g|KtS5hCp=fKDPpd zA979mK>WhB#g*uMkN&m4zdx(F*v@nc1!jGw6H{a|`|}e8M%!(^V9yvfd$ucMUqR4g zC*Rtph4G)4Fui)ialQ_NQBzgj;j5{sF^5c>kr6C823VrYtYES2-OcBjs&kM7J>1~L zNuf`i!KY7t|Neb(aWVXHOV=IBF>+j6kSIegOQwrL-a8)@5}~5(6;+tXZ<{LNKi!f=$#Se43 znx&ygqj+jFOn-c#`b^QCLouEC!3#5S`FDQX2c z<>*vIvTGK?rW3QOF1by%CN2t>x~|WbmzS&QdN{0%H|(KSmX?-W?{YTfqTegC1W2bU z5h^|>R%VIloUzzjV{J|lMZ(;2j|^}MT<^w8$3lepEPl5oKR~~6#$Yhkz4;9md_xZ1 z+B!K!--I9|yKYZJS(h(MiY*uRSe$!NU3EN>dv!Z+z=|pPH0zQdnfSg;6Wmswaj-Qv zH@6)G-GdLZ4NXnvGna91(nQD(C8l0hS(j>>0$;xTXw@%Jg<-mOt-+K>C?2At zO6ktwRT1yv;sTh^>euD7-x$Ihl2cO7pMKsqPa;HOilTZ|e?ClxS7w4CQj|i!>b^&A z06qG0K<)NbF}S^+QLF!Wf8(|#(=QdfnrUA)bX_|49qLhE15QvwRsr~@Dn0h}JlNY_9rE0@3>kCpnrx0W;fkhm84ru*Hc1e)Gu~O7 z$xzK&p{%f<>3||yW!j$1Kj>UDWA6#C(kilwhkfQ`Cx4hzyh8%@-fnF|Rdy+!KMu#>Tyit$ajc%T(OPKf3UvnaT_K!T#Dt@B3&|h+} zPVKSQ4s|D^YX@mxoX3JGFu_!!G5)0vb9FZTSw({yoW?`OkngK@7lgwbl(n@hjGJR1 zT0E;{8QtI*bLf;$KM{Bt7}%Yqd6|TS50LogkXNF=K**SY6@>XQvwHl~;TcDveNq7c zBMH048X%9~^BYyz{Y7Y9qB#TI;UkX(r;e?+fBOHu)VSA2i1bNJhHq{oVFF0`LfqKkom%r$Bf z1MJ~2_X|FhD>OpQc$I)m5NQAO#2M(oX~U!ueC-8?0-zH^GQbDy2!YquoG#WC&X|Tu;#U8=SR%gxmh%rzZ;Vb%Ot@_>Of&)2@S~xj1TwY%v@f~Ul554>udMK2 zJz4z!fTCWyb#2Sm^TdG9+R+(EuuT06DueWowre zMt>WEc!Ut~s?f=iWejgHgl3$RnVFQ!5QlJLauS*zJBZ=^-A!xtK%b+20B*BN@%x95 z`lU-o(JWkCS=NtobU9r(I60?=Fd+c}@E$-0EC@k2{i?wbSO@p!+}zx{oIkp>jEuhi z@^JzqWn@@S2N{`jURSZ#$y%rOzt`6Oh~;mcvG1LCOzWI+ECb3Q;q~iVXif;D-Nh>G zZ-Y=uLECWvPtgCMxpS_ZyZ#jt2-$s^_mK@UFCY!2dSVIWAWz_^+ZJr(Hb0r~GAop? z7#RiX1NQJLT}u13W0_P41@w{otXsLGuDdzoy5CHBh}sViptd*wIOxTlMGo|~qSPZ9 z=t{H}`ck^*_BnTlum_u+3gQvc^g20FRR%^z41|IdA*X;Ydia?}RCFI|9#S`;HK;IZ zimWrhCzLKfhI)5Qlax{86VJn}TW9D<_oBTa$G-X=BXjkE7de|H_nVU&J8*AE2uj7K zy?>8K#xo6X!jMeuwWr7uVOG!!ghkT46R;;a16B$$GEm$)Bcuo@g?OOa0Z8^ADunhqd6er0J&p<&C%>%*WG84f*wmS=xwy{VxAiVan0+PA18NMVUClhGI|H#R^? zfSBad!u>CuJ0<>9%kb* z=;$2um?RP^LNYuuvgX*5{y4n*oYJSw*Eenj2$P zv>UOF$;mb6R2>M}jG~9GAyC-H=1ce7yu_UI8Anw+Q&IXsI=`V$ zbbe>(ZLe|lw7q@%=7OihGJ3#&^acKy*|Q}|`W2E3f_wfK0n>)zzNpolW}cnvE6VX2 z9iaEs+nT8D;+6TAU^xD&r!|E041N&Mnj<99(!F?V??8(iZrYrw&$x&O-fsHCIv zui||^syH~W&rmr_OkW^-0ywQj)Jp5g^ig$(*OEex!r|3RNMwEVCvV52rWyYBj*|Aj z{L#pZCjbj%K6+~!TsQm#htmI%Dh{Rha2vvRKYd1Z^g`Y=C2#^fwiywq5h`EfsxO@N| z|4v9tEdS#7%ewA>xU9?O3u9tp=KG4EBf%wQ_g>=S<`xX8NxPp6fPHjq%!sR8fmX>` z;&9FX_2u%%GjAf1>sKSGa&NZ5f?VPny8FgvqjE2wWQV_+j!SBK`b$pMOXu=>j`}z} z0)m{69}%vh-P6gM*H_Pw>q^b_TW2~#$o4jCro5x0quDFSTn}>!w}4g1cdqASKKSVC z-2NmNnlA|99ZNceqA^TWa2@@yxw#&@u2HA0uo=7FE4R3K58hjNAR{+di6d%tBJ3)# zb&{UzU21zDnvMHD>(xN%-D>{v;|EZT@@(^yH4eoFI_5!;;taJZK$W0)L^Iqzogn1k|<}7zZFMt7#HtUciuB`Ex7i25nNSU za$Bi#;k@qzsq5Seedw0qH^(7Qd|d>Jxd<~RXg3*@(+ll0K()pw08VAVq01+V4U9Zl zo9$xd;#x7goCs&9E|?sC!nMz`r~=*|5^lGaT{G}0gV3CO54=1zF;THxM~;5qIRm`7 z!F5vLFU5N-3IU@)9;*Ok$JRuosHN4Qysm?|MtwDw{S9CQn2-VeeSFd(xZ%eI8u1YkMqJVU zrmYF0P#~OvT8v`XltkwlH;?8phDjr=nX)pE+0Tza;;#y8a{zfdF!4lS%cdL1CQhQo zy1!@DyG4Pxdwr+7uyDsdKuc`&JC;w~vU@L=NT|&rU(Sc!sNI zw41WAvF%N#gbqTXL{=|3IXSEmD612?!vYJ?W2t6Dw3Y@ii;H6cYfdyF)db2}Mn*=e z(lx@apFb%;9Rc!puYGw8Qw8`7j_cw!x;6KMf0(DC*`2gkwOxA=hIbvVid-3OV3GEcl|DzT5Q6@ee3#Xp}-5 z0C)w~z{JEvcYd_8r`NxJ#{O3y5E$-)jEu&>{#c0v`UhDEm+<@*uJJzWDt7pIHPi>! z-M5zXYJ3U97He6pzg-W)W{f>ySo@nXamD~Vqail{dtUM&P5y3b$J*Ljd3moGqQS%o zIlSbAD!v1p%7WBy62LgH@Q-?dk*t;*%!%5Yl@M!hb5T(|EM-=eFV*c<0mu6c=Ad}$Y!9lh4X zS*5I|20=WKQ@(PJ@RM>ne42eA;Z|}M9m~8x6mc4KG3iQIQB+jio9oG1tsxNaw`&!} zgi=qLJXpORPMX4S9A(Ker?>Se3) z7UJa70B#SC)cEzicDUFsj@@pB)4vF`t}C#+FJHcd)Qkzbk_UhpUfUKxf!B7EF47P| z_l3~vKt-DGUZxuTr;_~~?Z%sP*)<3%-$*rTnGsl>?~ur1a2);$nu0S8C|mQ6iNa1+ zKsqCcY;k%nr-~y?I>BwBWO{lUX&3=P13*VZ>}UWmg0_pEfdNt^bV~{dG9kZugA}jE z_q-eAT>$VD#KbB}O1W@*SEWKOv;(UEd~XjEhz%ot)CWMESXHd6V(+w|p0RLqhmRF! zX0j!ncGsQ;US~z>X0%5=yN!z@AO7=pl+AhF!b?-JD;v1v1QOCVea$a~)o`J^r+O%l2d7RV zDF5-khmo98sq!b1>(F4E;vQ9Beflu%Lgs8XJoEA6D0^j6L}NNnim?%WxWR_8yd*@F z6m(UFhJ~S*4%+{lxHv7UE;mH@A~?(DyF$oP-i^RZ&mmdJ`!xN9)Zzivq?!x&k1M9P z-N30$mTStrH~^Y03{*(59&p= zgFVfgpX^1M z%5n4K5{hOxl2g|cV(l~mF_g&lUz%#Fu{R7(V{FU{N|#y1H~Z}%g0Ch+6l8QYUJqJq z1BtHKtSkN5v*U-FZ=2yOV9J0F5Z6rro)+YiSdj@CU?_pM=Z}^(&Og{}2g8LhA=>80yt`@{MQ2g*UGMLP19-1c zO-z6WAU5_MLQ{)4{(&8)S_z(|)lTl`|{B9)7jKoHp_f@>rKrPSO#hR7-;rH^N zGph|V`@A7vVZU&)ahfAYdDfw9OU~tef`2(jT19TXs^Zs0d-dk7%QspmXz0f$ClPjb zXYJ1)3*FJ?%kDs1bQW0;!Q1!DZ!qSp0{jPItz+J?NQj7zOw4@?s1J8gb`Vl?AKGEy z)y1Ilky{l%6)!zxU$!)@N>bU2rXM03FL45&aGx&9Z{=LIUw|VKCCMS`dgg5>>|fv9 z+t15LH(Jg?m(C#|iS`|HySHi0CZ3;Vk7Xq2Tcd77wGqB}@ghsRYy=uBtcAPP$r7_yzQ@A)>L zdZw}{GGQvTG_woeF7@59;}XKaYGc(g9)Py6DWWd+XLMBcqE3mQH~;h_$x1PMwK#6G?C_TCxPZ z0dNX?dwu6CCH@(&vPj9_H~#^E_ic(@5}6{k#S+R1n=>aDfi4HCT?c#uckea;0{y*$ zyEh4JM!cXMqb?|(vDR21k`ULxOQWwrk_P(v`eP0;+&}lAHHQtUz$Oh=xOuHM^H(;1 z{K$OZ$R7Op`9GQYf-+QiFCMaHAb&tb69dbNs;&tLNPsO5;sKoiLD~|-%gV>+*!e*Y zlFS#4EI_|m#gBlUs1LikzbO#k;=13_e8sF1WN*k%%Mc+0c_svepkWt79ggL*T5rt`SwEp;kurr|WL1y-vIE82$@Xj|F8SA2MfkwLmlIJdPvFs#G(6+LZ z+|$vas=2;*e>H<$8KG>gA?bq^0MYi#bruo70c3G#IR@190M7#W%E`{Q8n`?-@(AhJ zk?R=JUgcEo%z_*V^gvyq))X*=V2PpjpZ*YQwL<-5VYO^%e*t0F7SlMz4Ud zplj*B3zm)`$+4~Fs^%F$SXvofrGPsj)#JeeZ7a$}a~T2K0R=_3#C8JM2u8V>aW8vl z_Cb|!Sj{<|#QI+$l^P-RIiO#S@1|OR>dJeslyrjd2VU|i&%j!LxeJxg(Syh7{HSdX zyXU8_5|0nBV`s0uF9$dW6puwYe$92R=pRL9PWOxq4T}dBtOiO87S@JMmxc%uPZ)zg zWXeFgaXKDw6}dvP6j?TKGIld&IO?x zw=HGfE9oz#kxAf013w9np?kJ7FEafZYO&Axv#4hQ3bC5(!os_OoRu`m5QICr zjaEfzsi}apmt*^iti?e%fX4pd>j{GV3CA|NEmC4+Q`lHS_O$GleQK07w4da!)M9<` z&!BqM9zOitTVT$qQ~o2lop)*E^+8%H(_&(s%Ec zER@c@4D8Ey90u!$}ndsn6Ut}G~K0nh-<|TVxLu*g-OugMc zLLMKKz<8zqvkd-^3y}a6JY5&iqIEsiyCC&$L04C}T-m1d_w>>zD{G71=2&OVYnFfS z(Ul%USp(z;3GAW%_m{63piQN|2C|* zzK=|v$Kf>J_?q}Dm|&;X>i~$@NDgg{2M<<(z$%(0L!%+_BZzSkI5AD@3Wr~r>R-Nm zf!aaFZ5-5Pmi6h=vdTSa>EEF0!R7<$q>)2T@$B}Ndb8hu?W{Qvg2n+4PgoI0oZ-iYw5b5DSffr$wmP<5gDeXVvg^Rqf2O#D- zlxXeEAVmiZWnw_DgHALA@+qj|qXJftIQQE5z)x@?*Z7H+b>PG$j0e)zMc;fQqkN${ zM+m^vZQ@v>=#E%_wmT-7MyGE1oj~1O2P>)+8l9)Pj^}p$3$ffS?UM|bH zmv*m>1}O7bhKR~k)z;S_HXSmrTg@u0d^fl7iCl2~wYaHYDP2zFn$#KclJU@gQhj0% zpQuDa^j-ep+w5X$twJJXb@67jSTKfn<$dT!Sp^Fw)MY=U%)QVBNR&XPy1T&tR5R8=Bsq{eOwg9% zhcBb;Lb1`rr=3*hO^uS6Vk|wz2h5Iwy!=7m(19cxv^=!3lG3Pd(!WeZ(XU?JS5=+# zdXocCwtu5D=Mp(`&GpGDC@|4|QhsS8GfE%cuw-A02Vj66?*axL1XXH zTy!>t5`W=9_m4BRk(bf*4pG;5(Bn1_|1g*=Ke!>VBz!31(i5G<*u=XDXqJeV{uCiiV*5twk>cP00|u2`Bwd-M z&vPfjxHX~T$w;-Ua0(ojloZXq)LXkCeG(E9;?)3^m}KzuG}wgV>SmOsQ^}&)G&n8` zk?4I?SDkRoFv^|I*i*Wo`p+Hjof*F-Kojh5Oixr)LdT*c_ulH8cJ)<<6LpPr$pgHn zJHx043TF%NP~Q6cDYjbp9^ym=YMa2pB} z9T;G;m+yWcbki3iP0eGqz|7LhH?>WK3X+5)k#dpSY*I>Zf z<4sui0Yf;~@{Aq1xWMLohy0$@6VzWa38>SMF%c?-cgLT*3T--Fz}U#A<>_Rb@WpC6 z@%~4Dl>76V?c?J5{r|Y2Mi*VjWpi`;iuam>LyxMayfF|2R9kRyfI?-DC`hd}WY&p&g7Jh(-zayAnqa32jWj zu%6Mku7i75JQUpe^TWUWJE3`s{yhr39NUoG$V8Oy-(UKrX|1hpSr>GL0`sX$F4J`h z$m%T3q7Z+e^fOg6u(x!m+#73*ys zYn*_Met)rznsB2{|KI+psPoX5nXI%o_n~r=eXZGKA=FMtW@BU@oK$8o@L{RWc?~L5 zVy4*<{9Rpaf(_S#dj-Rp2vsYjUbP&Z`DN!{+1h;@ZEHAhor+UTgIV z?VkCexvP-LaJuaaRMG!CV^tj12%Mm;ON|}RE#aGo=7F|l=?F4xb4sE}U?%xH1I7PL zFD=;_gW3{+R=R)xt4%+!PJpo*ZQ`s|A15fYfG-w0cxe6l5ei{42c>~J9AZHUks8^* z=3;E{Qg}<&#v5sPfKf!=1zlr2q0z|OvOz$ zaqXsSDsUo5tDN)t<~_mM|0_p#=vU4$jpK(Boy3`xd(;oDL%D<$UrD2c;tqMJmBcQ( z1k=4P&fMx8k(BIL_kR9fvJ(HFB4&5(J)mN5`{D(>d|5hQ*oRIGhHZ~Qt z)>rrT8!hrKKGrQrH^w{xrWAzGoQGc!_i^x|2BP_Za5~-uV>7Gsh=$q{FPu|oyZY@p z;?ubKNqKhJx!2aoRP2b-rwrhcz0y;_scXy{xE)nN3@y27LQOOI1s%t2=M_nwJPpzR zOyFog_c#52QaEbD=3uam;?TbJi&FOQioO20a6(#jmr1LkaA4WEpkI?bjgHA z!fzR{q8U#NXf8kWzvR27=OI*0@sp96v_u#hGLV;V0lLZV5F1bErh!O`Fd8uI18|*} ztQn{zK_GLas9fkT=$_=cjJOp{zaIG|De!^3kmXRkd9UugqgV;;(D7tqmCa{G7}W=! z&P<8U;j$lsUh2si-I6?wVqg280N5OuJ18#Rg5E+wRyH#|UC46}X|cdh+y9|0>BT>s zv-X>&^SAtH-x;^a_5~!JLf`Ao<6F)aa`NZBw7tQ)eiv4yb`f-{r6H})k3et5-Lf?^ zGke~pn)wjOID^~07m0|rs-b(#7J=~dfKpe$rvpC7wqr=EDS^91WNn~>Z@y#6$DGN0 z8bzb=cbV}VZfU%g#6-!N;Je0U=JnQFr(gdfi1L1TXj9{PM5A~)ZI!6qGwCX!42j|; zMHQUTVo6;8@a%k$>TYfYtj>LGMHVLJ!)& zKlfC~E$JRu(9!ofuo_awg3ZlY4ziiO9{$nE|W5w*E^{@NF zKeavu8qjwPOTmzi+!4*#c4OKVZxpv>R>pk$PUR0WGq>`9Fy^(ly5~X5I-*+a@pgh} z-M?)<{(#859S`Aa9MsYDH?F>gDw?<1EvMQ(SPvm z4E4vZ0`c2_$r{NP?az;39uQhN@ffc%sAG0fpqh5?vF;rG)+Ci(OmBH~8FR3x;Nl8@8nOE4FC|3;^FR}MFqXm_2$ z>=Ovi>a42jU$gdZfhh??;P}O{dv^B}K&GB88uE05J`tSRhjKo!LqH=^6BBp+=uDG~ zl|&;WI`_88eIia> zR3*_W8?IW%Kkqqu`=D*O%Kc}|liLJ9Hgeo2U}itOXlT#gO1huF(+{oyi~izeGb!@L zWthIC!Pr2?14Atktml8}kxC-&&9S~37_nq$1zmm(tY4$Tn~>Fkm>uVb1|RaE(t`)v z&0sd~n_K^omd5X*?`Hm=*vSj0uZGpFRf#t0BW}1^>*`w?KULh`zk6% z*GUlq53!_W#EvEp^C2&1Dr%tE+lRkcw5}DN`WTyAFMepumFbsnCp7St6V@$ z`ZH8j_3oYb5HivhCqD&~NU!Wk3>FoPC7WP{K9rfCA&{edFuM40FNVjv|W z^D<`zn*Np5RrN@AR@T097dv-%_r9the@!A6B%Cc|ipWiB3CeF~2hd3pg~cVkyj!VZ zbVoUp<->-8B=%af%f`#n)bf<&5Pt991NNPA2=4<$hDknd3wnJp{Y`<>dNXGU(Zpf) zGg8xP8z`aK_+21I3AT9FwY zKP`@KC=m3hJLk1#1@_-pe@z!`@r^Ywez^1U>U3F04ygUkgKD^QZ|FeDAPd9k+ zA(yFmguxG!qH1Vu-K^Lj^gJ@J{&$qHsTz<7_Cty>K2{w|^*Ac;OO|~4j1|#!zgYvx zGO1OHp79f^#EU8~eyqsGXi{CddOqAutHtpgIjZ-N(UWlau|rQgb87=hER*T z@(6CH*O<94RBY;ixbIYG-Cz9W!-qPrmjz%9f)mK=tZ!w7*rUMjQVuCI4P*^4u|R=v zw70hpcfxxIgxjh*Kf)ae$IB0u+i!1gqap9t`U&Y(`$XxuK89pgX|=s^$k(E1ev42s z5q|kVRMaJlj_Xu^@W!cN!HTXUZC7VW?8$^;p_Qs#b?qcd4h+c9nXgZ7hCt$Y`SKhA z!RCBegP}VwR&Wr!Xh55Q7j3_FBI8;_<7B@mBO@al+mEWLXwJFy9ap#PH?Lkvpoxiz zD@6|`SY0Xx0f^gx=Lyho2?Wx*tH;&boi0kB?BU=*jKZLbMwV*QeT$x4Bd{N4y`4s; zmARrVzIq>1?v~5yGV_qy&bIKZ%JJ&MG7mKkYz3&TERs73#e>XO=`a)i_0fk#Z;@qdBThA(8|k!p3y1`eEo3ROKI4Tm$~(*5x1r zPQrL-W;(aaieZJ0I81LF57zr(S+=mNoR4>hDj zYE_{?EsuVOas=}xi1dm0kYJSeBl~3w{3AgAZPGX^b(imo!Xo#?JnMl`MU(1)^o0M< z1EP{RPPK_{uWzyb{;L9V6Yh${18et{yn(+{bwpHrKZ4yw&?d*>Pq?^VvA=803Rb$H zYqmDg(;I<*+&4K6Bf=VXI*E*QIo+}0;dYQvb~j|BxxUY>!)$#~gB?szH0J)Hbm|}J zL&mx?RI;POSuec=BPfqx>o%le&>7!0MMOmv>07NrW-S{yvO$5D0i4$Ey1X^lVREl0 z|MA7D5>RVFPKCz;bZy?bcIhRgq{@bieG71y5dX8MrzdOV8S`th*~laj4Jx$hF}q-2 zT+B{sbXPgP=KA+=sN%s4FQ?ITO0ze<2zr040OKHx!e~Pep01Lyv$=>}Y2t()5mOo6 zMW)9?hK!ej_PWRsH3!`}f!Nj~L&Nc|QVclMUBUDRy!j;(642sB;OBr(M@(`m_4W0| zhz&m$*i_I)VnF;tG)229dF(w87+OTkm1zu3t*t{Pb|%krT)e<_31%_K4-mgaP`(qP zia`Ih>$-wC<)I${r!36Fn?U{pfU;I0bbySOEmh-!BJ2h}<$MifY8?S%2N8ej6f6p0 z6aYM@u=?E=e4&)Wg&?OLy3TUW&im_%R1DVQ(NJ+kvx$jS5?jBQc!JD7vVB@(FK|^I zXiTOxJ>7mh`N}On8{U7o>_^mX!%SjvpK~8oH$EF#RnyLDd54Kwaqtz{&++chx2stM z|M<@nFu4vFuC(-1ULa5q+!EgcgVfq3Aw^hwtMy;Ys?3+5U3?1dezYty{tL~?Y;g2u zGyq62_v7N?QsQG$??pi;E^a@4f2bV{O$)ZCPMrb*iwR?M&{@9hi%$uJ3moWrYrz|c zNi7;HV}Lk3z{d<-4%qSmP;PJk*xv{2`=hlL2Ap7!ngXE~lg7u#p>BbL79>j$03u|% zeq7vNo^#&igJm8Tr}J2wZijK+`MxNBsFhz#TB$(r$?HM&9x+XuHVo%t1wwwp% zF}ss#@M$hEFs>DyH|>l@2ewc0E!Tx2v*M`bbD?sIrshLkJQKPO$N7d{>W|z2!&uwn zV0fCw@6UShA@Fc<%fQ)b1wuX?5?snlJh(^h`Q?svia)HeD+D@OWab||ZYqBWdF^{m zG}~D2GaiZ(l%#Fo8nJ+UATt93goz4+`QCzCXHGRg`_Gac?V+R3--mO#kYuVXb23B4 zAh=3SHS?uh;U#|aUOv?HLxdo6-+Gdi;{EHZEwp1O)F`n^lyj`Su0xz4VNdY)%3Qj0 z_mEEK?+u2%X6Xvkc3U+Xi>@QGPV4zvqV29u9GF^u%*UC3&#NZY&~X4k1)X2@3MW7e(&8eZh`Eg@3wz6 z@*gyyk>iZ0#kU{VA0{_hC{*o{Y30}H(NRx+d6$+h0_m?Vz^o2_gbXBSs0keQY;E6a zzkk1*sw6ecSa!r((J1Yd*7iA1(qMSom#cqOOlAe$H5>Yj5(3VU>&304?l~A|#Egvy z$WQwV5%}r>aW9a)TEJ3s9fVqzh~D`P;1(scNe)|4Z_*n<=x)0Uy4hxHr>v>W*+y_j z0GiOy(S?k`7#}G$bnDQuWnWdv9<-7fyRrBJ|&9xP2>|tUgO%Zk;POSM;WcCN@g)fn=I&m-rj|BR!=Rp3gWSab+Z&AU`_sX?NE>2}?Z%d}u0B%6h z9R?YADBW=b2*a*nA91(lUYS+B)X8*Gj1k_R{qUh8=YKa|mr_nw^1BUVd#j>hulA|bt&DkFWN|)JwMlXAETecln?1mL{CoewLN_Rnfp=W`@sT-qbD? zA7M)LpB^gV5@`Dw2kwjlL)shEg}H?oO?7@95C%{FjY+omdX4qj9^1Am8AR4)IT&(e z=+yu8(Y<}~pB3{qEXb%J)9fCz{HWcic_rfO^{smZD2Yp-5yvghFis8W#L7K|yx4?H=*hY2XKWX0aG{SO zi`nLVjDo*ohT^LYjQ+i~NWOvYIW9%}{?9Axr^B7y!Q43$}RO+0{!N^sR$WoZWD0tPgz8U=~?rxAz?Njh*__mYC^BcJjx2)y6f{vxeeZ>W?jkzvB^p5^vkie-2Grb$Sg@$-9k zUjx~GuGU50Gt{%`F{t5j zrL*n%LG0(bR2;WQ`%8H?<3mt-VkEe7myQgHI4u0;>^nvkdU<X8kk(=a=^q z5?B%^3a`uND?R?Kffxle50li>jqff$rb1&{sV9o;9XOrUE>o-v^h|1fwPJ3kH`?M; zza55E{H075{VUPG+Td`%MgGFt>)LgXDj!*F+|tiX`u!$x%;8}LzWMrg%{t>Plk)|u z8A%w3XguUs00Yy%;8P_Iua45>NiCUBN|;d6dG7b8u9x_`GV*93iIayvc3zr(c6Qlk zgqla=o%Ri)#}F5sbFTO+^EpCp%rxDb>&~qCUxIkpXu40Lyj5=>&fX6j zhs;?PC5{#=_#o<3fKtFYe;CX|)TwzX%5IhJT{20cNr#85q5GM0>cTB?S>?4cjmK?q zbwl|v*I7KCWhGyyi8_Vy{&hIZ4;y&Bf3PCPl{aw2k;kjcl zi@{D3*lwy-VrwKTD;s$D>;@bfli+~WQukP;JH=>@sV0@}r!G(z%dIY(!{6TihJ}4n zT{T8|@#5-eAefPym!Xpa8)`}Jvzigaqio%2!M95d+?Lu@bL=MYn~OtLSTJ)uEHER+ z*uYTBWGFo0=D#)AG#?r~Xg&+%q^;BrP6s6sl{6Z0v(g!C@9X$w?Tj{{2K{;8Fei@& zNCzN;k*}I2VAdPW1LOUt-O9mW+SMW_BV#KR4;fb+B3!b!vlvE*ILX_!d(*T;z- z@rx0TZ^_MNWL$b9O%Fy4wS_8pC=3vx@Kl${zC7RtpoIiA{n=0)bf~~UYd(A^96klD zKD3R%8+RN%*`qfA(?Ar)SK%mQ_dw?>@T)znbCD~*Qjk;f2p(u62UJGRr%#`QM{8HYR@r7c_e z%e8Zs^MANM>`5>U*7XK7AEJ)oS}{H_{H(!fgMjnWJ2c%DanC*IP+uox)c&icYmqSi%JT1*&-FhaXlym=+D2Eh^ zbFdw8ZvcC)TQ8RK`Sa&r@yr{MG2&j8IpzQ7<9qf@Mn*>PF-BE)9>N%Ws?yyD8<$vOYoBF=iP;XJ+@0DjbFMKX#SzADV$5McqSu2g-qbli}6pm?2A<$I(JsapG zwna&A>nt&PIk#0hqpNTM{e@|89hv6?TC);{H@9p1jPtHtI)^>y-tuFr6*0?@WqzeL zgGUX)gNiJWCm=Kfp9YU0g9p4^!ShAATV62biVhkRNNFcE6UP@icjPueOb6zZCuX}+ z9bKu$X7(+&?QW4|2hTWV$tH!_B*X+_nlCF5hIP5+s%f8!e6wZuof?D%=nD64ZCvTn zG|1Q%dN|tr|NTio@IaKG2L%o^d!64-5V8N;y{sI&8(}6VV`--4V(XbI_&{ha5#=XuZj&&Sw%j6K|V-`Dla zwdR_0E>L-+M=HLrql(?>zLQVq(1{sOJh;FCLglslZyt*}8Ny=$g9l>ee-mDcYynu^ zl1@OoYNh^OaW^JWJ&x6)c&dRH61X!Hm6skEcspWBO)xf0C8a-R9WFbHAOR%N2d%*W zPe&l1SG+Ihm$YtjLzX3q^-?{50COY2kUn=b>hKf)Zi2N%biq$gUG@(0Ztsb2b>X?= z81DHw)<(N={*2*ppL`>1RoX>t4PZqwGY18NNVa3S6HdH=RmcC`NGL^1O$~g6-htzq z27Bx#aN~fufhaElr>Zl!^>7ya3H~?I%&GSn^|!gw_O6N&&S&ONHMo=Sbl6$_nn-66 zk$>Wg}foqB<(;Y0pzbHV^FjM z8FtZh;vRl8xM38frhc5Y1vJAFsuz3g$^XHu8F@EI5&5s9IcQ3z6;ClUQ zrno-4cizTsiWSg|5XCcqX8g0rx9>ax+Wq|pm+sxq%*ry@=m**8$YJ%h_IgB80J?%9 zmVc-+1$PlTA+=8i*Bv6}@{-rZiJ%O7e_v}UHp{3vy4zQL-x>`H{{Q-0Y zc~~{IOU)b&zpu4};Swlc_W?$p0;taC1!BOuB9wUfO{w+ws#W<%ZEyJl3t0A|qX#;X zXx;bAT#E;gf)M>G=z0Np+XpofLkj!XOfgGaA%xD9fWya~A&Kg}!NX%Q(5oQ=UVg+S_mO_Xg2gwyF)a8vkB;M&W zh#h6+1YxDJOICgb0MJCTgR~8l{Nf3m5_{!Jv~%WMRKIULO=RSXv>5N zuZLExS`IC(I*-9FgwIk5#G4562yinH3GkbdN-%h?ocsYNfn9LKx*+KaAA(8>XaK4Q zZElwcSzu2DEN%l4edwthT7AJs~h^0Ac>1UOe~`^M>FoB7?vrMa+st8MFGxny!S3X@8n% zxBhv*Zja0g5G^0R8`Fph8GMbdjUvE7DAaptka1^)&jI=&rh}j#1ymjcQ28Qx;bwtC zeXB5ge*`4dd?hBZ!TbY|GDs&o=c_IIzkc@E|Wff7y9EcZm zG)mxf-)$Y8OCzrj${Tm^%0x`E-AaGs#gGN%~r&xs}O#12kG-t1hEiD9!!!#XS zFbA#tSqY{hUPP?g&!gXG`LLSh1Hgo%x#O92q{`d)gIOYfVJni3|9o=*C0VbPw1BVX zPU!hVt#~>LpWVg=jG^MhXzR?Qb^mzoQVus`$1V6c96Kv=^FlQiu-AYp4^Tk$wX{}5 z^1zJ@6qME$Xm3Qy6dP9lo8OS*i=mfF$oC?v9Vc!ga|PZfe%YkTn6UF*ac2x9v$&vHy+0frF#pC)Qv;G$w&5HMhR4u{K8*6t(M4UIYL=#@BckBr6Bf z5Mo;a>?bSWQh{I^oYQFD0aFW{LBIpODm9h*qah|>3sax%>NoaPuN?$|@YqC1nME06 z02g?7xH{C-j=})-mqo{Fy?J%rsJJ1s?rMtBUpv(qiWH&&-4XSZsRtRt)tB1 znyYJ(!9lQoEKOFDO)##8vhok}3{3QZ;b=#i{XRO0k>oBTC$ck$Xx7RKRHR3bnO=c> z9b!KOY;C^cG?+!#&)+^wU+!iOKbA!NZC^4)zo+(n=p=<#?q@^8Syj=c;chVc=%l0# zyhb(FN?`MgZk2OwqYa!nkxziFa-rs*l9-zxL0ig{+PfRHh&B_4{S=lYl)l ze3XF84z+@XUc~5nm7(FwoPYw|EqX;!Oy@+S}T8Ou*$IQY$zm&hfCo zU-AiO$z|Uz>=I$Jq}ME^2zh358u{S7M%B&taL7;GLa&(fOte4OT6h}tp6$OX{-oDw z#%F7N<)IXEUi3e*NA6G`pX~zJCJd1ZW{Q&6mYvk1w@u_NLGH#=pogprfvN(02gytp zr`w2G*9-}B&}fZd_MmHhyzu3gy6uI`gd9Eq$@XW zA#P8BdT;O4OvYNd3ya^wq`fl6`zDh0&|cvak>Sf~^5Jjm+fpDFAfzvl zt%E)r&XB&rq30tF2M{f1_`G}ZckS>ACXfkUm5vfslPmY@0Q(A8OD;|o+8u%X{Zh=d zbiA{FFZ(>%VWV%mLuuK075%YF6Z32Y5wHBDKUncLwVgo`;_7hc9RU*#a<44(Autyy z8a3z4h=f(3fe1RhY^$aj^L<9;*=*dAp0!!8MnpHWrRAsD8O(lpq)eBK7aqJnbKU|{ zzJXPE;A;h|+igu#Fxcjkd}T*)-zzb*sj&#nUqSUPCF1z<@pTgO88k zvc?*Q>4OU&1>%Kw*3a1;{?Hh{H1q8?noF!;#b!z8$ie`J7@fDSAr5ZHsG-tU*5S^7 zm+Mg7g#Cpl!N#kC3?XF`;=>L{2p69oR?D_b?Z&A`-Zx-`i9E1N+yeZfs=L*GEx1j z6YFw8! zARfFbKDHqP(r>p4wI=Mx$)k`IMNTQLu?9%b^TL2Q2b>m~#wGtN;5~;OmZ=SM7*Mfu zx?!=9YbO=sOpug7(itT8)s{>TDn&9{)8|VexgMVqWfiAOiJAr^l<7F^g4E=Yu1@Jb|XDB_R(J z{RkH|%x0O}y{wjSawJhOpznUuu%EIICV&2Eu;%akxgkq_N4D5hCy;lDVVbyFk1FR1 za=9yBJPiRtz-o{dR7h8=o4lX))g~*Z{Pb0#sR*1>`p(LlPK*_bg`&Q6YVd4&^{rgO z-R(XCsx@%f;)>?$*e=Jk_{FxZ(aL~Fb{-|lWU4R+#7WG<7yntbk*ddqxCnf=%36&$ z$-{t#92yj~Ez-sD86Xx2`T9z~0~07qF^PN>ZR@=zOU@@o%wV%cNT*3}zqS6C zZT^#nd~{}-`mDmWeP`d#x8X~v{-WF1q&?wLWzc_H(IAbq>6766?`$iy@ewD_*0Sx7$bPLKQ zVb|16DFj)lPV2+yjf@LzOFTV=5Z{r*E~-snKaE>fMn!?P7cwF+!b=OFn&W@-`ZZ9o zp~Z*i9*DTrwY0$8AJg7_9_>Ea-PL8@s!1S5{f`6Xtcd=Lv;W12KcBZA=fRkN^TW6| zbNc2g;YHI9?vx#jry`XZtK&)c16)PZK!l6H)&GU${h_o0qe0;RRip#!`431}fSGmF z12Q78Mg-#zznQv!*J1J+|Emr|OP!5`jCwhTBMOOw1K((RSDD5Rp1qnkqpXA-5>15! zV&kz}K`wN_nVp-P10vD4Mh8G$pxQFm{jZWs@=p;t#8b)=(HMdQhy6s)(+2(VZ)w~! z>`oIsV&U0NT92nxrfcX8=`c_$KP83vs5vDaiZ49u*=K|AaDb65DhV8jJlB5prbzw=N@iqW@|G;xH^ zQs@(X)47cPHs2gN$|bqj3Y`@#U&f|$SbM(TxpDFEET)3qSu;n=-IIiJibSNyRs_=TJtvJX6B6zpp8OiG6|k20zAPyMc2QqB8v=>quHenmvzld8=l$VwNf zu^Mu(PZsEixLrNbb%iX5hlZ^=HXs1AL^w5Y!7=mh+dwjZbM~Z43W;Yr5+%aaA5=Q- z(iK!j<4FYzY*$WfNMPwk${S^%*xymO!_o^C)8h=SOQ04G)ZXQT`wBCyyvSb#p5~_c&VhgE_BL!z!=(aR%KTG10befwlxY;x!U!VPyJD}(##MS~9L=VH_lL%?h^!@_FxN=k;AD6`=L;DH+*wC5dDqCrOYvb4j^mwuG5j zJFfpZ%Fz>&f|#lw0+%Fkwf`-w0dAEEhM z3h$Y_2I-xj8r#DwD*~(l|4a1ap?jUW0R6Pmb&H$K1-cFwP~&J>GS8=Go%>!>?-k|g zXe~P3B0^xSQ8;9^X?z8^A)zr{(Nv5Lz>UL1M`b)cpeekSd`SQog(Fm%`&Cn8jTjtN znp!a-k3%v8SS9@?MTb^xH%;)R63(E?|8e9@>ozRRsJTj_E`a2&r;7yAc#hu3{L$O@ zGVh9wg58t=YaIfS{0DK9DJuJ|IG*o?VKv|kGtg$9-uh^+;(stTpZ6Q`$E*b+STIue z+rUI31W1#B#+>v}!4C;v_fJWP)EOm!-6CmaYSKSMJfLbn8Y{b2rHmjN;Y`opN128I z9EQzCC;-Gxm1#rs0=1l-VrRp7h!Q;i;W;7vO9{6Z^FY5uD;z~vK3Fo_Ady)A1!OP4 zYx1Cn%CP(nSay9x8!-92TFU2hPf`rhQ}?zPdm5|{=uQVfWpE* zMX_GB*%?&k@(2~O66F}Za>bL%`qH-Fm`rw_XqD?{;)oTS@GVCr6d~C^+`Toe$D9w9 zU@~Uk&#NBhCtRVLQHM;Cy7-@m5rB9jSL>%MUfae8%e!txgEVUNC_>v)OiVm!3Ub_n zuj%c&9F?V*v8^4kcd7~46+`sT%rSa>H7At!lAE3) zY%L!jG~=1zb`ytG^~q~G$8!Qp|Gicrjtk69HuYSSS)Hn$o0dW}A@g;W!QyG@P$N9$ zwEjnFf~HmDARK5~PUkNpm;nY_mJ73*1h&7h^I9#CKm131^tC$w$wghk%t~4ovC&5e z1doOpe4b0vCG|c>!snas1|+rNKd8$^-y7zc3)VM3=4d2GiTa$hPh*Vrgg_A&? z(wHQSrt9);TpE)APds1p%2I112TFwAi$#W>9MqxJzmi?dfBL?>>RHh3qCn1xf1U^x zSdj10E=Ue%=;>F$k}%4XJHn*X^fhyAIt$rp=V=~;Dy5L~T-=H?#z4YQ&(jG*m9&AF zH}e7-v^y30qNuA1+8*c4qIqG|#m3@D_a7s*|Iwx5IbjR={jak`k{K;0=E$I(QuF-` z-$l#49767(Fq}i*A~|*AWuO{xIwhLFZs)|a*9Uf}L_I~8)@>B!Kh#@lTBEQE z)?j8QILpog6>RUB)RxJ!%~`70m%NwoD2PR+pPy#IK7kz?aNDz77M|`$IeCtB^Uc>7 z6fmH^zC@pTqO{5{+UXcs5F_3e0Iam$ah)Q~SigtoDS^#P9KMT7aWOEg-SA+>u`KOa zfLQcCQuITS+j6%nluXzx-9~KwT;IKwoIfoh6SfTRxkCA)nono+k*M#@)+4Inrr7!m zd6_Gruyh@%(N_e3KeV+o$2Ba^UZ>}Ze}rEYQmlm3VwO|(8j%IlQXLg?GjO0cHoyd4 z!qZS~WW*smA9!WCMEw$Yh(eq%pNU>`kP^uncdguQCOg|GkjA|Wf`c!H%$tfbEN_l&xVZe3 zB2m8NCws7P;BRQhNv7>jsL83XNv)l6bj;6*y2Z37QzuAcG3NI0?Yxk4^F6qqaG3x3 z2J5Qs9vx#jg2q*+F=6MtVj7Hc*4nhdTTDN_)32lo)E!(;X$s2JBr9%^efCNdfvKJZ%Z}zv0=wH;0uV`65I|9Z3tvNAlA+BuYjS%jOZ2)(AbfdLOd)rOW=msY zU!OgL6{K>dNKpm>pf6yd;_oNCBBvtF`*OonwXEj1b-VzL0*u&;*(y*jgG>-kclc}^ z|F}ORyAI9vR1X$QlJax%J5`}_gX`qWrIH=I*=56Up|RrI@uKxGi=`TBqX+aBTwMN< z{&rNcumw<#nD7y%F2V1$W`b{qs^uzd+yZE(U!FbTURwB1EBgx?SEufMbVa>r9+~gq z48;Xi3knPB0zS@+)t;`^l4-;<9q+%I^Fx&%a=lE4%;tFmXW?H9u+7eupYbABQW z0csRjT>zw5jy28_^q{WEGseLv9alx5>hjl*YU#QN%%?&GPJq$qGpCfn=!v$F1|rc$8Y+T179#y$5wiXakOc{eZ#wG;TP|M>`Yo(n&aN?3Q8Y4NnIIP=Gx6AG_Rt`0 z9yfUtlKA|7Lmz4_)gW4dNc3?DV}yb|i$itK*8l`LM0S$7afPKEh41S0R#GM9STtGo zf~czA6kK{@>3~MhdD5T6NnMHM)gjI@3jB;M-GkjeF8m>tiLNyFouiink8h3>W*dp8 z)-#%@F@hW8j(+cuuH%fWl$c2U2WK2o}njSCLE{SM@(!#jA^x?%ld*k>(jzQ3fACRI_!A$693 zXyIKuMT-IvDaDk_rHA1IZ86J#0#k;l6_LWzi*{wJpEHgVY~uH5?IUx3dzNi?R+KT zwajFAFZU3RBNqfX)bHip?hGwQaC2c-=MM}FhzHQAR0fCabi|Dl^fr^TV~hA>y}ML3 zF&-KZ79jM|e(P`a@>`?4`{%#Yd#5r2t%iuG-7ScO@3P^c4odvhDM=z|_{%Ql*)#n( z_w5=ON@^w3K(;z)&D@LZdVdHhd>-w7(6TS#y6W{uPhDZwj5Y`qM-HV+ciGWbiLh*P9b!hpWky?9Uc9iZDIC=?$+R zqhB~CN<6A;9JFttH$wxXIKf9mvS-~{yBpUx95eNNoE`+zIudDNL2GxIN-eIN#p!{m zEA_|Qz3U0&I+@K#P+)~b#3<8}t=n@Y)-gQQT$kbM{oUh)hw2{b-@2J$swph^2 z2y724bo`-{zx2gsy~0)Bxi(D(!qQaXLk2$0R;1mZ=|AEBKXGI8z&B-!Rkz-GjaJ9) z4@ogiss=8MdJQ)~(bGYa^gcv!r?@iy-HDQJ=D$Qfq8#~YASTKUe#J6GWmjZ@gQB)a zKM_ViAbZ!Mf1YMBT;eRay3c-dgt61!nOfh|3fa{kUekD({reh&3gdqNL5-9I5Gd`Y zI|}QcEpmh@=Cof@B^0-eZmbu7fp8ecWxfX?z8=-A_!NAfHIdF~P;M#fdBO?} zR)GmHwATH{{Z04cKV6rmtp9=}7x7qjAF(+B!iMR^_!dVab8igJ*BlDs@x|ME1kEyQ zR(O|id{BCbKJM9=WafQzeLTGIF+Q(1^r?U{_VNU1R+sU#wY3ql7;wf?z_b`x?qILU zPe(Tob{E@2(0aQS_>BNoC&tDefVHh9z~Lb3gifz!ONcF-#sA5|Ie0fX`>bfJ)jhDo zs>qq_eu7XQH@b^rQ`|1$6aHx5_H1Hw@gn~*{WSDO(t&@YkHL6D{Y@ti7&*kplhd*= zF&%=Jh0~w{Kj>G(0zrlgn%%F^aR=!JB>594h{xa*VpG324EEXy4uF6&QGB$kPwG{@ zR+SPM>EGE*ckME_U9ykfq{{2-R5M|lKbPv*Emn_w^!SQPgH-T#@hi=B#p5TQlw3-h zMNUI(bv}gGK)gxVMs7~BX-hd>2E$5Ha*_97z?A1pcWhW#VBiPv4giraGfWtj zfbiT8(F2sW&mTc=uOo$k=56SxYylGpz3$AA*14jRYlmMKA{!$pgbKSW-bB?L`sfWp zfYLo?&Mcs>>YDrW`xA$9l=Wib|9`eR^Lw5v0(|&3%2XNK|C*6j+_`t*MwXv}=w0?u0 zIH&M{H&jhdGE}~B-AN&}@Oycj{L>2>Nx}=2Lp=HvDBq77!-Y&)p<)p(%h?JWBa6Q} z^$Qb-ha8IgOQ3(I(RFixxq)K44p#p_d<7mZ*m4~JA&-jFNYdKc+Q^8OC^{n=$k;Cf;h`%nZqF8IxD60%ki7PJB12bNn|f+r#y6d`w6urk z=$p1Ar`^SH9yD#v8$(yU6K# z;p1}D1Z=;FMzjwq&Tg|24rKRHSJ%A}o}~6|7fEe+b`1V#ME)b6haEIxiInMe3pImmF>tD`p2?pR(8Lg9h%zjnIXr8~W1S)f52Alk4`h_(i{UZn3Zg>)eB50|pX^Jk|{-2nh_jhQT;I13xC~>cz`w+&`eX z@osnNi5D$sg>QBb3wCWD{BDdKEaHJ33|8{P6JYua9m|7*y>#vAXlTUPK?!0HouD>@ z0t3J8o~*5z`-y+r42_702oHA_NCNAC28Sc_Ywguj)-!uY(9tQn!E}Cp9_-xVS%GVL zD2(g(qG-wXc3h2{3%ITvCZ%0XmS+I?7Rp}R?)9|z4;Bip_#zXbk*6Rd11%)~^+!C4 z*?Kuq>$H1v=PeH0GpuRt1#jlYnR5DG@f}tz%kSE_5D}&j)hS6v^>={uFXdOo*`Z2N zdHHubQ=L@SgiX7`)Nkb(nzrJ{+zr|Bh&qMxgB=*06iELWY%p*N2nYz_sQXr)EXnX- zU4(~0V0?Ao_DZ*m4u!m(=L)1$48TWoBLBGTI%j<>Ht%M?j9ZSB?LYd3_1CRZJ6^w|G898n!Y zH{2P;@cBb(R#w($*LR@-2e=C44Xx!d#C9J!K)ZO)>$}iS>d!+1Q-5SF)6szu&i}Ez zK_o6oJ9}N}?ry=g|T8PZ#@|I240gpz@YBu9F^E;kL-0H{j}?VvtTO;VNb- z%-TK{WJyYT;~oA3#LHDvM+fYt#+mEJFTc;fnN#?~_#!{f>=6~=%sg8qGUmN6>KtjS z)K*`agUbZy9#A@1>2b-eW?$JYR`U?&(+n{@etw(yo~VE4C>OCu&6$cn8_m0~pcl+M|!CzfI=f z%gU$V>9$)6VN^Ie2XL>N^UAs2d19V&f97{aAbp+5s$?a$S&?Z;c5QEIIkdSz#_GNX!r$-!$5cuY^ zcwH-4hIG$;xR)qx;|L^M2*+4MgxIs8(~K2A9_7doaOhF}XN|5?Kx0tz7?XqVW2(@K z1FWnOThAwDzrk*NG2$+CHiAoH3VLRMJKR@zItVbp)yWAA=}!j0>Pfri} zaDzxjRaF)7pPXr>5TO+Hbrkkq$I@WT8o9Jsdy~OX!d%2zLOHIc@Nvp+Y1W)`eUd<7 zUPGU)QAUefX!brt-s5}Db5*Ahn|d9qWflJkmna^JsHDxvNksqv%pkb-G1|!Q_gbIa zF8u3+t6$e{#(yR8=d)f~#S0F8-9{kRIP6)w|I|0^TCBYz`zNM z^kf5a+fRjS-r&20c$Pz#A?Uwt2faHRp(hfU+#IJMZtM?1B?|UhBddT-iHCBF9> zep3N-VzgnxAd=0ne=ENFM53zf3d-kc5rtJoFwo*~`sVH9@xsqjVvAY?3PaN1t^U;E zYLFV~M5|SqT9V**yHbUeGd6BHG)Ns;iPYm%&37TXX*%snx-s4Na7XfQy zA(mlnb!a%ppxnqZhF@TcvEunX8aS50{S@Yf{cWbNztmGjWHR-cY>dwIqNr~JkW3jg zvcZ*jay{viKzQ%_ox|i61Bu1RfnM{Mvp>Dknu(@+pfqGH0;M5Du-rzH3CMSWsljjH zz5J~E%_&v*jsJMMYU^{={oO{lqWU=tZ#FB8l_+3*r>Vc@s1~P~=g`EZc+k%Tb)_+W zLOL2+Cr=%--pf@4)%>V(Dg+*+rLF4Gb6yFMVgXrm=G{;0#e%sKi<^q34e%w#lY8ZV zso-l499JeOe89l7tLwdQzib`v`6&c3B+F4tdS!msMQijGutQ0X5w{hi)WCkmhaS@M zGs=J<1oyVI5Ze9^Mor}>2^1x!#fcRck-8;LPf^>DZcXqm?j;2O}IE}9;nq_$Ox!xUz_R}Ba>U&-DozFM_ zu1e-9b%ru2{Rd;RN(#Ltz1ULa+n(hM34Pb^4YMiY(?QQ^)7KuIQRaZ*nxfmG#%nzL z!$cRI`?%(Vb^>&K`-WG&>Y-1P{7Oo4b~^{xDs;Am%5eU?U2CKDn&A9q=*{n45{ZM# zrJKj!0v&a}hDlJsgRVV_Z`&_dlS{96h(6sjED z_4CWqS|;KSETkXyP+%(NJoxI|x71D4SwA^Uet-L_7@aw$uC`!FHEoM~-Ak!lwf21q z(yRdw;oe;Ca|M~p6!~p3&6mc>G{ZXQ&3|9?d@DyWka>E+WIX@k@XH=PJ9n5wxdG+ODU52|A#<$`wOd#OtGx-445 zjAzGvKh2ZnLjBCRUHE>|NEytBmJLjsbVXBCJJyS&6LL^+eG~M zL5fdOFhF)K+~;9+y4FCQIT3SxO~f(XL%!wfER);OdK7GUBfz*Jq6PP$t8Y^7{8~M6 z#w(-bEyGUDoQ!qhu8~YR8dYemxbas0Drs|k7ZyP_NsT40loaiV)C6nD+R(tkwa<*7 zTVx!COE*lgsbb4A`M=N~ysyV0;#5(vui5_jXIP4j!^1>bt){!`TVO@LXumBg9w|(v z&T}SDZ*pj|lymlyr&namiUkp3;nS^(?5e-+3=Ew7(fl|5DYHP&b=(M9Su$rj9eV@PiF-NsX=$H^4cM=i_Y?6xFSxlK9sP@*ei~z$hvHI0=J@TR zL8E-l=aDiua2t=BVXLQE-i=9PoX8$#kz`unAw?02**ZETYJ1y!YjYyN9uAjRE9LoS9NEWe+kVT*LnYyU=oYR`Lg%CFY%=N z;baD<#+ZFv7E!J1wWqFF5>;LwC{S|8xBHXH$%Gn%URJZo5+v?9UcaF=&GS|5ubVz` z_XQ3D{mzySisyC`y+wsWg4eGum`@O5ok6LN_;o%nJ%bZ-uu;>_VnVxNt*XfyMDHPR zk+Z=amCD3dy!j_*Bw4FJ<00la$R zNuElkTr`Wi#+gqi+G;4}V$G@ZCKbEYh0z(cAp#rA@=od|qkAK+EUK z;u;K5O?uvh;>x$V#YbmTm&zgsMcxV=wJflTbUnDp?kYbwZecHAv{v&vtWVF&Ei=Zd z(=WMGVSkC?nD%M%TbufcI;VRWM5tnH3YI%;^95|y>GTpi$)sVpVoI9b28os0wG62F zqLmu;T+3UzM4K$?xoSD3sOx+^ieewE;~!3akF>me{j4b#nReaR>h<5=;>C3pQ@b|a z0uS-czIEOjnm)dp=U%oRD?(X&*krCE!5?8F@|;CPBrwOUX%+*O#bViDcyo$P@68VP zm0__8T~^~52wUnVO8ojgB~1HFn11M-{)LYOhbc!cx{*)JHXz z8tZ75%>HSPjV+dHV;a7OvB%nR<}J0zFy^Xhb52vb1pM&IuAmhD{RVqtbVa4%K;+N( z_>(%PFq=O^y8I0+>cgbWoVrUru6ab8R%c!qt%zG)h)w0-){t-E;JqPeSN~emf(^%-X)WY183m=x%zixlqN=W_o_YEuy|*qHO+s?R@Dw$nfA7$Lz14N!$S-k7t4eMifURdZBvGg32zD6L3k-E5%66d;lJTz>i zUP(7cP{LY6zCF!wd*Z^V1RF}m@ClFGZ#BQ1RsSrhzCWSc{zUkn5UPg?4lf9&-ZTp5D<@L!oF17LJ`l9{p9uUr}$RbBLylT z6B1+V6vZP!iIv>AFmp54|KN#uvFD?|&HKNsrJH*{QeM=wLa)TJ7mw%(Zn!w|jeb3; zjL@AJo9(7+Z>av+t@lDto`9-!JXlcXDODypS3p6&J6I_89bAfw)UE^b|*N#Z+h*M`q-bi zn)sBftUtPP0yXUFVYOUZuH)6v;thGsT{2QhH~QV^LaR(=)*Wt7H-`W<^kxozbX$4C zje5a~i-1?y)*y}?%O~mj(KWf(C{&i+QJyzeR>OC=HI2ra>UYkw13mj!Hk zeJ-1~ULPBHJkt@nuV$ZYZc)OLc{{vf@qvnltT|}`_F&T zcutWka+v|OZu9+5rbvbJqGS2NId9FQoU>JK@LKCQ;;%Am$rNF~4vWd%BOK%*!g{hd z)N8#Tn0wRDj68_7C=&{d{_4pNwRS7Pm+tJ5B=Fs!1OCbV5*KP@kS_I9>&L4ZHllncwFp5%0Us zHVsv3Yw)8|FLe)9sclRVRHuP-H&yPFrJ-LKZYKb%>o(P91m zvis21wDE$xr-a4%TuVw@`yUI6UlMpX9EP zN0*O8Nw|I_!)t-r%MOQ29NNFESg$ z)W`fuZ_OKu#wX-w*NX;?IR(ed^zE;=v_zS>+JsCVvZ%Arh;aWf9aX;h`#nQSA@xn$Fn#wn!CEfZ#CuaNqg-(g{ERO{|xKH$|r}5&k_emYOAM~sh16}^K-w6s%EAd zkJlopwADG(0)u;|nv;UAiQ8At;jfn#q|U!*p)Z(ZOK7A*$*Z41k=#2U9y@qmU!O-n zKTzQ|x%2d7(%aEdyBPzx!WRn~JBRw%nSXh2`H5S4I%Ui4Cx<7xv$(Dlpp?94ZiNf~ z-S{kXZ^sfILBQ`Yzxd94p;TR-C1ax1@dqVAl#iff?aN5+zNovb+3DQNnsxLNN}n4K z?q15q_^2@`UX4j6oOgb1{@K88dyIlI#f1Lh z`?Qp2;c>93HPNKCxyAiZzk3Y1GW>H7?*hP`O=$Q7q82maR(S8pr zFAOshVvN3<&$G86vMJwTpfm`juDWmL9?jyPmOk1elV45sOxQ6~sYdsSaeOdNh{X2Y zHeCxVI-DiT>3V{$G*)VEPwnofrkYBZxsFz!Lv*HrL_Kg>2CSe>sDjLL2+tzr9KL3#h$iG%pt62|PugGC~dbzWTVe@0vG&-6)4 z51SJ7GU6y@n~C&oxW7b&p^jaq7H5uq_BvWZW@PtLbdTSjOZlauoYVk;aJ|XqrD4Xc z-4n|9D#20gW{VrSUbk{BDSS&TTCF(mrY)6Oh-7PYECx>vC8&}nJyP&FCPIOotybG#tnn=e-gjnH)Z!z!tn zLE8CIO&c5Q-iGJ*^kuNV>|rQ;cCfo{KfW_;bn#inxK4i8uyp9u*N}HpX>6n9xpL9i zouLNN4$R}EYJOh@8ttnZDEA=4^P+yS0#zSBW4OVR`KG$|Ri_0nA?_6~fDWJ{x*7l

kw}JYz=K| zugIq5bl4Y5!zVWdJ>90xIfs0@I^DR8k;h80h)*tjOO|xKrtGk94z0@)5M%99vt`(@@+Cy@Y3jCsZeTGZ?<`Y*tV@B zf9pY>C%q!El+}81RH1uy^zy$?F1y-b6Jk}2IJvq^LDVnK@vcd8AeoTDa=cXbYxK7q ztAYuKs*0o!_C`C=*9+!53xCkKwb&uW=}T8V3+2Iyzk&51h54gp`v&tdoJp(?OH;bpn43OBLpqt4!8( zOkx6)>r{2bS-<>p{+L`GTzs%g8}#+yhK zkclnPH4l}3P?6V9C@a#eIczbzz&udjY*r{Qx6hXj#}whtK;+3!RNPri>bADh`DfjY zSzXRjY*F;7@iiJ9R>LyBop7(WhLGYis?L5=_|u$<}``A_Atmht&0t- z1lwjw;Z}xFED8Mty9aXlhm8v5OEe;qDuGM>Aup^nQa=0Y?r~cw?a+jln zyC3;CwYy)Ly7a@jIZEL^qDzuEyT0k+z5X~Qzj5>T?Xsx3&oM9Teu~x>RgbQ9XLuGvLs! zVfX)0b(T?4c+uJ)krWV-76EAxDd{drX#^yOlv62ZEtQ=EQFzIEDP3yg3X&3~~#{$G9}OKMM{t;U+I_fEUt3J^1{l^pB}3f1lJ zv0?AByqaXYO~^UK$zaiax*u#4;M%JR4gk| zG5esl1Yf|Aln~qPj%j^&->pH%z;8H^Khsp+PEr&fzp41-A2eM?D~mx~?@!X(*&08( zO)f0_SI!BqZrk~3ndE7IcVixDi6$33{U6`zbV(o|iG7#ja}FFS(jE6y&E)}cxD_4Q*M0u;%<_xUEK8MDa+%g~&j8>6I7)=|90 zq^;sY_gO|VV23fj>10ee@bu^M-klXIUjn}8hl#&jhLi1X8fc6B zcU}j0bH|tvVb;~B5+3GDBY_6WF(;D`tEHEBH;XM3HmvTCj8I=Sc4yVjb8z!`UXX#3 zw?)p$94#}mSe$buyiz$Vqh@l6)lwy#LqOciS}sWfd%Lx7>$UPPmgtlS)q!dA4QIg$ z89$x79;}|}AdR9}-Q9d%%#>w4s(JHK1Y-3EQI?Ea>xRt-XDg{u;GWkqeOSv2qBx(Q zz`}=dk z9Om-}({oeyAqYOdSuFIxM-`vo+v3S_-V^zP>h6ao!_3W;gG1_si5~Ys^*twUV{5gP z9xk(h=A60r^8S|X_`9!V#{pB{!(K7uGS{8$3=kmho-EeJID2F(z7eXoER5=j8s#Lb zZpUjT^mnNfdI~-PPeuHrXRSSD%S<%X1qiZyj8ifQl}70#(h_I}(3AJhp_u+_47UNn z0j$>0I3Rr*7&`GZeU22F`SaO?#c(kLp|hiF<uk2_g=N{of*>VDw z#iR_V%y`RqSUc8B5xf5}V3Ch?LulnxF6U!ez~(jIa<;$I4Paj*M}*AAvdB5JnX%*; zXf)ta%Q55U2d)4~@nr}s?%+9gb)$4yAjZPtbrUj>^MYO(PE&lV^c5RcC49$eBQy_l zU%9&6xFUEQ4w^LEp&Sh#i#$WWij4tTK&ce<5X*Ga<4Tv)q-z*xj$+=1SJlR@O94LX;VFmxVT#1kPm* zndn-E@d?9f+~-&8W9R$FtG{8jo{2l1D+_G$XIUlq6_PEeJBPeE{z;-$vZRp{wi8xq zS9ZNwm0%>ijQh3$H1AB>&p=d_OZ8rydX&QZgiUu#rv2WU?pGg;4(})CjQ?J5U2n!~ z1p$Shh-0BFs|34+!`RwLNapKCC0>S>n)%uXE6tj>>}W|2Gw@T|^up|9<uja75CzWy}}F; z*g;?h$@aIuHEpb!`egPv{9r)pAVO$9H7LP7>%a2uvp;o7LJR7)+MHCfr)l@;H=B27 zM?)%2Z_jrkt0i+l0U|v}p{E6ZpU_c<*e!ak;>?D82!cpF`a^8_U&?(VyhO{{MQf5g zo8bGb#{_uvQo+~LBd7Itx_p;OzLKXuw;(%+9ht&HR*bFL<~5rUj1v1U?StA>2DaMM z!xZR(;WE3@&zDRaeZM8Gzuln}e!(3h5pieg5PVS|)0oExlhd^4VnWQ;oKg~iFo69a z9L+l1oecM6^Soa;D1uDcpvKVst8mpWAA!2 zT&_mNYOmH8=aVQZtq(s(R^ESsi=6c#d&4ge(D-BjlW|+6zv*1Fv0s9KyM9QedF~`a z1?3CkbV$pRwVEUY-zeMKqm++SezYWmVY5b#6B+U&S|fhB(MKr6j-mk(F;emj!g27- zew6?SLt8A)@cpz1se=+B5ek@YKOr%#m`DofD5qhsKi|iarlWqD6V`OWmWosLudbd> z%7r#xh|L1UUDofS6e!$qdcw(g7mGCp4BHk45Mc6!0jn<9?Ws^Dk5c?NE|6+391G!3 zSl`K7X%7)wqCy0SbS`&MAnRw>m%>KSd9_)5fzz{)C%KBFa_8yqL4SJr^?pvBrvYFD z<-5Epq&XiUsujnrf#V*%({wHKeGHlb?*iESaG+!KUoXCod&^9H*)|e ztCC!@7EEK$PpkGgsJlz86r>$%v~6bl`A*5H4pZ_|Q1#c*WDOs6l_OVB*Ppy7pvfy_ zrE%~deWN!Tw)D=|+Hty?xQ5j0{^`iU1YL_YL)X=g!{at`2xbyi%^tlio916j1>cR6 zUTMG2R|j47zT2bOZF=0&*uzmk{bKOF&Z&?o&7~oEuAy~6Bg1toc0PD7b|>~Y61f_$ z9+m0guz8D|njtogxsOCP!ddBP9BIi_iPXvGznUL)8I~X}NeYWQ>>Zf$25WYGS(uAB zxZ-Q;%Pd>tb3Se;c}XP;MejeA;ff!(Ye9bz<71&UkK?WOEX-lc+3n?t`~0>o;+yN6 z4{WaA?%o-$-0XHQXaw6ZZmPhv2Foh88`Mh*8RhB?<^TWm8zq3sra1ZUiF|0GHh)R3;XV`?s{}hx`3-wuV~NYg$|*U%`yV;MvP0^^ zQ`A)~#?tgRapmXxO@q#lfVsKtZ~J-7#A4>D|L~l4D38d?zXCjUGNR z=*y41ykvZ5l4bG)&aGpDJdrvnK*?};h-+bNt{NsOb`Evo-Di$BnZ7%3{jhiu;uXpl z#-s;i6&V}?X89~mB?|E5-zpAO{VD#)w#G<#{-obqF%K}6$TH5$TYaiMX{^#k@jl<- zr;Pia^~%n_MF2j%=KO3NjiF=^Qh|%}a*~I}jffiV#`D#PK%EY%F!N-}>yM+!zGf%m zT^N2haUEl=EbSYGv=j#PQgm5W?cGN_=@RnlKVLkbbdbywG455ZT9Pc5 zZcAQiyb6Dc3o*jxCd74U%0yhf9wEzUTy}dog5JXCN)m@8b+9{|D|c%~C9!V0Hl|_H zo~@R~ahNl&nRM$(0(LX+WgiT#AgB8OS<&v!7pWAjGoqA&}PALq`E|96=LzBn-v%R;MicNdMvaaGaG@0n+gTf`3iPC~&d zd@S=LB3C4BKq{?72x^C+)>FO3tSA*04tlSkPT-6U zh(o*2Ym*{E2WdViU2T_ll2>VlKLwC`OOeefJ96QCmM1=L)-zlBv+zgbg&?N_G z{Z&f8VJ5LeA;ixOI@4p~qEp1HOMPTB%l*Mg6S~Vsm|~8Pqqm*lD5_uEHr;^H!U275 z&em9E)_(}P7c=APh&xi5k%IxD;typ1TOG%mLMDap6xLJj~(JVfr ze$9_jvBQrXpW$>(t?Ca{*n{ui9^P$^#2cxiy5GrYus0Rd3aZ<& zy3f*fGVHmf0?lA2C$+o=t>e$D0Y}u`kGCP$n~CoZ^Cg{=oNr=Xi=xHtcN<>Ye9xX) zy!Sf4Y)EjuVXfKlCoQ0nk!^4PWN$4O7P%XevLghSU=BHc-?f?$ajJySUAReZk#b;O zXu7|pJUjH_;BvGF{lDxWWub5~UJItzZ+LC*c$Ik&yIufv7rW(zw2gT?(M@G;G{@WA zmEeWuS{7|!=D&)E#zLmFn9afUoA|S_`OkTpD<#=kIdEGRv@9LitgnlEvP;eWVg+k> zVc=!;BMXlZ7)xEduDvti;W|0Y80fT0U@Yno`qJFrCGG{3uI6d+ms2jYOT?G`v#JnkFu+5(5QfXUt{Yp*l-jG$`8tV*Hg{o z`qsAeumJ>qQV#t2avaiz4KyCq%Ms>|yi{ox+7wMALpg;HRU`AK!J-uxXk+`Szp z(b}m~!AtYI1}~3ZAq>lD>a*LtHvN$HgOf;)m7K%U)1gN{>IB?E&vh()XS=4!@$(iA zkx*YP*MNri!1s|IE7gg7OI4NkX}NEnd#TqdFYKB1IeCOJ^WYyOW)kWN{cKe$(9JnIR8y2=o1cr;LoSxiP)e-^y+ANCac{j== zzi3f+V@J4hm^tf?4G3wcjAAmGx1-X|p`(DCS$)DJ$v{P>(}kJFF??v5Qv6FhU`=MO zgqxX4z@?AUUP29A648|`2vnJooJJ;j1bLoLr;tUC$?0TqYtdU=5qFR=yz83+e}BCF z3F+SBr$-Fc^xwa=KJdnAanLQ^ZmJY9M7p}~&Fl;?=VgJ`#0MdI(JUE6g$9YGgZb?_ zP{5&+O}E-{**aPg96U=+!&xn3v1rQf zOT`qAyNT~jHAeqt^k5F3m>D{|@_=~dykou|&`&aBof_m|+A6zH|4wmMl6_76-s1VB zp~_iW&r?IT@VO@hkEPpYRoh$prf4=l@-YQXa-6X&-q|7}n})82f_A9x9Mu%Q;a2b6 zY#G)7sZYlDX1tsP>9d^^QSv$F$NIhCY7O4%;R{@gI`5lFD5QtZ3WuwSTo` zL1T^ninN7qVGP}+`T!jK3M772EKA!B1UVm}&!1~6|E*i|-^_$c^zKxbUGLU(gd1vS ze>!B=zI}vBKjzI)zR^mFDzWcIQN{RsqcU+BJ2yAV9dCf2Bf8a2-}9)o!r~8Rk~;>E z{Ktt_Za2-JTU?qQ^KKf!3Nhw-E!~Mz{_zIp*%q`Y`Z;k^ync3jE63-8F6P;?-4?cK zWenz(1lS${6KKUhbflHvuAd3$UBtW`oZt>FcLEC2pD{NnjjFmvLHPI+pYFO(VE$R? z#p<6?m4^=Dm6Uf2_eh4hQu=(boz|?Xhf8kk)I2z!#2uD8{jR5hUadG_uTIV`o(4_O zhC5vIR9BzhiTOBF>{gsa8EZ`1ewC4mt5}^R2`k*Y`MaqajSAri?=`&7dYkp4gCnF) z=jQ7YU5lW-674AKlx~p%5w^4((X6c6fZc45m!8D&LcQ1Gsm(4w9QDBrI{* zCR6|eyWHviuCiJ@E1$V8zbRaK;KX&&F0m&!vvWXf@%A1ma<$4nxp3RG5hSKN)|TgC z*v0;E84vR|*}HbY6}vBe@9HeCFO8LWx$Nq|_?(!2AapwbG1QR#v%lxXxD z$@>l%A13dRW$9t3<6Ob#xvgH-(AbcfHj0jU5S0kw*Spj;QDpccG8dIj$<}ynLbtz& z{6QbTW=l-FnI>=GH$PpC*I`9Z@c!IkKCK1x#^hg~f3k|E^M6h%vDLHJ9`fq9MHiGw z`J3j{kk6-^^E_hV$lShi7M#z!lTQbuBXMk^zr3oAO)_}cT3-S`Ow26=@9n|RST`fB zh3^KCNw)d3*SH4a8)Mrjnky{*NC2U@FZ=`(9TKqJ0&dIoE-|iwaqgG_2!zyGRLIk9 z|ImcU@f?hjXNX$Kd?{{!+x6=+5Hflr4&ir7fpirQGKD|IgggOhX55f~&Ha%J0e~AC zAD?g|)a^y&vjKjHc*1v}x$9-a2-lC???=*)ntp6$u$$3?n9%GSWxR(gWQnA)F(-Q3 zm5Kc?hr_PsFT-yjSMKv(mll2=8;7FxOE-@@usZcZGb}{~wXQwOpOG8>vVH44X?j3@ zB9_(F6h+pg@BSyYBy#y(VA?p-TQ?{{z!P@x7L#768}cNNF9-fHdky(oGvvQx`9krw zjp8TC4sS{>9^*RP8TDt@#4G5s$*rA@_UdYc*4<80%n&i5|HhA9O1|vV_m+q`p&j(L z+pBY!n7f|Xko9fzHC6KG(m&PntK9By<^_5Pdiu>tYusjT+Vo#|OmuK!y@9?h32#%+ z;COw)@kA1Ysl`JOuXp-tMku8G!PBDGAokM}F4O!6uAJ+q;C={$2)ux8htzKSbYx$B za=)r*EGK`I{fvxwBhU^rIma9yMeAL*#^_~>kS-g_)3hwg8Qj|^;g$G2Nl+`8e zkovexf*nN=sgmX~*L?Z#Z&l2@O?kd-2|f}z#9cgH0P9^!>|q2w*q$x0MD93k)%(=I zfBA&Vbo(ndxsPOzHn@s*pi#O?u;wD zae3q$nc=<+=>loLXZ=&Pr_D(!j3w-gscc*`F%$@El($G+z@=(`7~{ef5Yf1?)#*o* znX`P;3@^6-S8oJ(46=Y9opdR;{n2yDds`!k>En!YB_g`)-3L0~Yx)_YKTOH7DQuK7 z0zPRJvc-0hTt@odzEZc}O9@M=v$kA~gpHG%eT!EtlAcWU8y4kTLB0&T+#rmq?8>iE zOgDZ1VF7#cX^SN zS7QltsX>n*rh7pTM~fxCw=Q5y7JJ};J#m4Q!V1K$$-@|A_pT4wzUx5BEc}KXUU#Om z6I=h_Di0=zBq)+12+;GBO&31S3Je0H%>rA2cJdqRuua}b4^vbuNR2uq5*yAVdi8Z^ z7&bWQu6))&w>gqY>yVBtcwlUC4jBHtyb+ zqGy1bwsN0?Vp`=j;86JnYV)n4rePkY!>8r%atm7&y1&urbiVBGSkU%7LJ5iCH7w5j zulwt%*}{dSYZ!~X#$Xq(ewk6@|CW_XJ&Yx6(Ra2x$GeP;sX_QD+=QH;vnb9?`uGZ_ z$$$A*A|3)+%{&NF2p}BMzvih^vR!pP4jnOk3}Oh5D+=Sv(hkv`Fmdjw5W^lGUU8Tj zq7$gIbk5=CGWf8>!6Ut(kUl<=eLI*h8R(7%_ht|(XApRa+To8uDTxKlDB74E-QmCM zbcJ-O6UY(PrHAN{QB{X>3?H5LD^%?f8v5qXY>>H5*j?)(_?D?F-(`q;-sC4*Jbd;% zdhzUye-e2fwCG9xq!_Y=g6hHc{=ON!{FpIMb%kTNIDP7nUOj;by{^^{FSPT!f86}Z zu8XbdnLy(wS#FJH9=CaH{m=F`5#rQji{*P05<)w3CMHFn{A{uu`mQd%MU zqF~%30>3C?@?W18&nf|Ok?OQFS_c-gDd+{&jVdRK{=0q)h6rTW)ahb1u~_SvxD}Oy zMpUurg3Zg>n_n#Idn4Eb8zTI6y@O#En?xss@_1=tw|K|^Ty9>GlU=yORlthvp>=cH zxNi_Qm*m4$dY8e?*K?=k|4%=vC@OsE(5 zJhD6xah`jlT>MKUIlnNtknwq_FpI@1pj4-9gdpNSUoc(p&)opUaP|?isKDnHS<<#0 zlZARtBh>D3_aX2&o}(@`3qx*vS?F0^lKRXX@n~{H?0;nof=wj^m`@<2u%8Z7I!RHX zvwI7v4zFw*@&N_h+p7!Qvl&T)LnRr}gK~TfD`$VuG$ySaJ`x0+{pp||i;KCpz?I4p zF@_SVePy%xAh!jb{-)93;>#nwi>#yXyx7W^N zE@qyJ56^j&R>}AJA3-DC9!Bz*7xY}?L01F%3LKaH@r+R{$SOIN9H$$6)5b4_ym96} zbC3q)>n(dN*kJRf-UdbXCVEf{n&U0n_N1nhL3`n@cEs) z`xjePpe36Vz`iLt^Hz7xvGtH09o7v#H>eJp%~QE=*A-J85Wgq)%U^D~jG?dVA_k30 z)}Wu)%{ZfibOQz@GAPQT$-rgHIOGyk;b-}IH6Mx)|D^(^Kka>~;^IWY2q?L9z}$gQb$3>0MSeFjX&kD8P? zl(M)rM`|{GdzM#|VbuK0c{HC~aay|X&M?V;kA6}M3-90N;1u~2kW{RwEQKGC-=yU6 zIFwfL!kH)h3x39~y0t>LMXjn!{_?)HmxUXq)un>Lgja{Wk@(mll zcXzZoH_u0ZiK|KGeG)3A;-jOTZP-?(tkwYBD~+0~WIhLatz%1HReZ24QXxy$&8sD1 zw}UQz$nw6e@x-)*E3g2E_TD+@6z<23oE?=qomXzN-izJb(jOr39&@9FL1OvH5b!hK z!&9DHKAt9)q%?AzT_%7=qVpTP}-=>=g{a=yP>^NCc}>4b5trMg6OS zYpcWPLH~FA<0100=CO)z{zH?Yt?yOVShys551FOkB2^qk*pCml2tPasab+WC66=$O zM_(G7ScII-MiD_qbaq>woH%741>>HPxx)vvbdmyJYcgEK?+7JRAR=PIqTjP!Df3l* z#FF5QHGc_DMcr&AV;e`-!}+scHgy>I&+cJ{EUu)yMILyu!cD7l<4Buo1&5nPN+&|V z4OByox=F*&r|c3R6b8cOw|*k*nzKqqlg`E+_15;ve?@;SksHnPtAEn5q$gv&q+i}g z4mqncr!<50Pp|9SXa~-@KT8R9!ie+Um{^;Y>)!sgM1}H$JXy$&nsi{Qy2J3Rv&Z9G z%9L;`k6kdxS3A|?bS*nDLY)Ux0iW2(ZjM4-c`w)__k$A!nPt4sCk=#-6KkmM?n}!v zwID{`%WdfoEgkGg`?bE&-DrHH({Xs?F05$(?%m>%3UYB~uWNJYL=W=$kF%;_m8tI}pwgmjYkgtMD?Fxm??ldAOFS$Xs({$w5cP><*&py7KP z#2M{WLuKi6>u2okX4dr|R~BeZc#eB6S&(v8Fr{+O2#1BjkXGV7jtUxAX0f|7ZP^H) ztb>Ct!G(LF?_T*uA=R>eHfxEc>|4~5Ljt@{-y;9h!}d2xJ3x>+u>K6>7*F33>+)!; z7H?!A{(ihrkx|1jj1f41p2V%w7Y;3M$O&LuKj#UJWc#nuj7obHa02FMJ^so}ykjT~ zNtE^Cr;m82AUAumC9EfA7km6Br#vWMbpN&wh&3NHPLq6J(g)|Vap|sZz;d|J_e$fg z9drNyI7lgirzalUXNxBT7P#aKabo`<9Y4t`Zk%#|V6MH%l%39+tD?MYs94;b{<;M- z5n>vSB0j*T^}M3HsERk=c`At**0twT^Nd1SUoUsS5Bgu4*95U;yL|4CpKs2!X1v|N z4UMV%!dZ0Tw8sRxUW2KxbgIPp9Mx2cl|1Shd>nJntL*k$x|uhhHrM}2$4)H$0x9Oq z+NuPVrxZumiRA?8KAQ_*(C2puo;Dlqdr-M|LE<3?|EwZwFN~xwgG6o4snEZ?N8ZTx z5~mrH9^~6$)wVkGMo}PitukNu6OngJx9x))vxqajf5-2=0Lb6Ge-Mj+diaLArWHC1 zWd@_@Jl|j?$a|B+z5Crgh_`BR)EqSMxi6bc!ePFi#Wr-t)*02GOA)uq7N-j*3r4y4 zz=#3%vcf+DUggWxRN6NVrxW(Dw%OLP@kH!FL9#g@46)IO` zyfhFuqKLWLbE5#5A;|w58TXazx7bKeG2#b$eDRN;?=W9xkwR1hK6qL_3J?b7k$+-k z*>OZJMSfG|F3$|TIR5u41X;r3m>V-ulye~`nPVVVlqN5F!N0AY^fO9bgZq1xH@d}V zW*#(%S;2GCa__poy5bxt9c6C%FThxEc%!t7tmIkxoA(Oxm+2kMfondwx!HkiMU8_) zGDA00jPJ))U*{_oytL>&SgB?miY04Qm#-qT@JMFQ4)!Na*YBAB%YAmezJeK2hd8Jb z^vERK-4SjGvmG}#?b|mpF40G}p@5?)o9}ObLj=cy<0S@CxD1)OLYtczDSQuaqVieR zdb+Stc!>v||4cX3vnDaZ$p_cQ9_y z-z!^Mmi-n)#Y0HX2VVd1pr#^2C*&fMAD{<(j3w;HlD@h%gV=cU6q!9PomdwPK$u$J ztKi}4Z}zc@L%UF0{`=E}QS|*CJ$WS5vs}`Tv%Ag`riwp;P3*#XAn-sjLzd#;5!x-M zmcvg)ri5qkY*ix^EfF(5-NkJJzGS@nRFX3+4;@%f%4VV4tH|<@nBUiLig<-;tvwdg z+SwcXCb+RieK0fX-w?0F#I`{dW#00bNm2YNslM0$jr;6Fm>DNw09Zr2ng zlM}Ft3e|yHNGkCnsd{@{2zvyqjbeptn%)V9Vobv1!s{@6Gy2J*<}}`X_C8 z6%XvVaGdWh-g^TovBdC}{JlAYV;8OLUARTlQTh0KiYfQ(eaoQktOD=nd#`lE3wl)P z(Ui*CUXNB%39SlL*-b6mR%_^Lj$+!C8eqVj3H3r7&wNDu$Tu#vrr(WuyYIjmtzbh# zv1T?B0LQTbYi1SKl&+s|AGnB_2?lYXGwNtI4kYm#SH!*M0a(pu{$o2tD|Ii^yeNSR4H|XtGfg_8c(uS~O>fM^6 zzV^F6d%C{Yh}R0y-n|A*VERz_{udz?N$yRj;e&+dQmfYQK-IUwBTbiPu*M#)Wvqeq z--n&@uf@0o#pn)xBc}ZmTs@%uUf;Jf&0O#{>6F>laJ4($tk-Xw=nXZ~(&wt*Z(aqm ziQ^mp665p5g@7`s+9)Rfbz*s84*ZAu>lMp6&3eQc<|OvS;?Lx*oNI^-XTeW{oUER) zm~Vw)gW3RQfc&3>vFc|ElZ+Ptu1B31yKjNUJ?>Y(M`@KLGhM1iq@G(c>yI1wZ;WQA zuc44!TC#Nv4#tR^61dG#z0iS?jqX4C=vT@Eno!|<4{tJy|C+wt;nhA`y0y3&Bu*_DP1*3{e?LFT5f#iVoqJO}tq119#)X}F-R+?^TuOb!D@0glMyM3P zu8~6`F8DYX%d9Sl-=>CFm2lNs4@|OH-xfXT2FiZC$E3@1MjPFcEbX4?C1AfJg<)n1 zKz^ue1SAIBnq$W_wyyQt!}WiMJ1p4P-MTj!-<*whcr~U3=b;argbS&LF};(is439z z7$RgLTbSWF*R+1zyR8`y2M#{Cs*+$2&6)#a&TUiPJP2u9gFeEs6r}XFG z*Sn+l7MnI4&x#&r3D6VhN!R>w3#ve*vU;T!d!@48&hNwCc+@~3v9A`d@Jg`>8YMq{ z1iVHTEs!fjdFw}hSgqVxDfQ^#){kbb&%d>8Nj~BDVpP=3#ud$6$RqyRJ}it&conzc zSD6vu|IXUSCxugkRQ-qBZBKS=jIe(0`&rV4%ub>~drawQbIdWxyJ{bYv4DT~hmt$_ znR)YV``{-_oto$D{U~I_{A$*2kVt3Dfqk21G9C@`%dk62OYx?Fw((uR2q4@qF56lns3BR^q5WoV-@j2>3*3|Ceurp+s{_ z?kzWu^8pz!0tITAc$+l7h|j(mjH@P2_E=t|u7R5BXjTiUJ5MMZH7t+xIL;7Ba+rjo zHuffQWD=cyD)>>cJwImFNzP#VG$JO|28cS?Aqr876@COroNL(&1904sk^Mb{e?mEp{wfKHN1*)0P za^F_}VJ62gqvG6-s6t(^DDRZfy7>!dU#Q?-$$voF*Ggga+FHiyS;m?_kC?l1;}j)p zcK_A-`rVxQWP9s~7%%u1C=606rcuuMyHy*!K<}`fWZ;=DL}Bb!1p{ISSOI%l;vWOpQ&otf9K9iPFa^f;Y5MH(10 zeH`d$;SQ;59|`|-j$6Eg0SSAh7Tv-`t~|>DenZc(C6(Y(cDNN1t(z)zCTL7(zUbP1 z(4#i4K<$30tk2{+$k6?pgTcmjtJb@{)!pp9SQ7c5wDouP5u_z}p6Z@lwssZJ+66T4 zNn6|>dJJ{_XrhUB$CWkcTPZoOfhsYbMBH-_{kB}Qa6z|Tiw}n7{QmN;2(o*ib5oui zGKX9vArN8rg3V(<6sY;GV*KzKysmE!hUO!u{guKP`#h{MOBy_C!9r#otMV2U@!%A3 zq!#fu-p)RAbIMI9SzmK4sx|1qoH3aEs;1~`ZrgIfJuzPA$kJUm+LquZjS6XFx^!I6 zqUCRMTGm2s$-b&hN#(&ks^b|qBm9-s@hY6boaDU{yY(&C0tbmb53WYaUh=MC(yh5P zz5-jJd;r=)Lipr*E33;maJQe?h?(Ev=4KL^^JYeAj2{_bsHUt*vNAxr>)bS*;Pd50 z5Ii%O7mQMxd15T~(_udS3N@3&FQ$#(yO0zJq*HI#7D4ND{+$g=s|N!DBG>v{GMqDs zEqWiJw&7@oT{cv>(r_-;0zVu!tz62wi>Y?jW?J!9D*HQXUS*|oC!XRj873wbZxWwm zO^*c9U#QxcFSU;J+K&#MMp3hjzl4CPoY}IyzZ;>Q94b99Dp?FraPif;pthWxUp5UA z+nRh+x^N^P5a_*eEI|voRBxD^cl&*XX_6Fh^#Qo^B5|;zmj7)8GPd?kmU2Nb!`^e- zAK38Ww@DZ+Pju;myy9{lRwYX2D+-o0-%|)E(E@Ds%3aUZ4py~Ai#K$X+f`H2>DTS! zbgY*iF54QrdUH(%geEa1)!+E-+L*N_KM>L~sVD{He5t2n@KO<&y~rZXf70!`NcORz zfa($HO}DnHf2$=iEm?|*YIKVwx$+39U7Ng3LI*QC_`7OqIxd6~CsX%Q6>g4s|K7OI zVke+1lxqH=J7=!Q=`#g`Uo0a5$Xj{iUp4n4ewHF5SMi3XHhP1|QO1PuHEz+XM-PDx zHb;zxy7|hs)C7ZbC+LTv)E$h#>AE=q^L+xjy7)FQkJp}V7|yE*TnyQy$GItA=RP#w z2eygujc6?6t`i$sTCdGjdQ0&sR|Z^p*f+p}zcB|*Ht!njQf|7STd)ZuG6?)yw&$CX zN~e*r(NO@R^tlT-Ec#892pkCGzdL|m`*;DoE=dF=WtYrp%^2#aJyi`8BQ%Z9_R}|rKtnRb;hMx_9y;r1=4AfO?AyUAEn|zZ{?K7BEn%UF0 z!^mJFu|;Y7&%mRpwMH!c!{YSWQVyDCKYo?|r{B-91*W}p2NmaFj`~c2r=HsJ@`#lR(uHH+Mx_*u`$NLN;G zFshodyy~==JjPW1uiVMWJY}WPnV~v@BJ3Y>Bd=fhyEU=c>UH?s^j-KVt^;s-EjD>4 z$@@ARE#51mUP2rZvCE1p{X%GH1{ z6>FKw`9vq+=sTY^4LXwNZ~Bzj?u@l0!NtOY`79^ z=%rr)aohH(tPh_I*Y#hyYZ@X6e4MOCV{tVI$0Jfdk@d4;dgIwKO`l8$5P2e>pZ}}G zblr^gdb_3LHRsw`nALBs7Idr1*D5o;jm~z<+r5W8QkBVj4UOIPk(wv(Bfr!9{e?||nw4rWLj=ynPKxX~iB6~#;#(EV-&*Sp#0cNl z=#;_hBBrAXp5Qd0iygy;-H658*Zak25Z)>0Gxjw8+sJ0PQ5wF#iI>>JC8x<`&Gzp$cR(C<-6IB@biPhFh)WVE|Stp0b`$Wr@$-^D*p_K5e=l^Mbj~i zZ(S_|5sr>4eE%^-DPCS1l4VyO+Er;f89#mmFhe+Dl)S|k=Nn+Ivwq+-J9gL5FinW; z8W3|}byCWjI}OFBTXkr4q@g08e3IBvuoe7V>7}@8>%mCOC}in?|I>OSU*q{??+V}h zE1_qoxO<4j5pMW+6-0)vB<&Aobm1-ye_rf=MNB;a{~~o6)4b08HxrxS-GBO3KZUx45fOuqc+qmTd+GCnXf zhFxwjV63f;olU3fJPn=kTGS)_1LSlpzy+KwSIlH9yv#w}ExRVKHHwLw7(h#&O4_J+ zg?ufJqoJt097aJek4ihisp4DwGcZNzZ~pI;;QZ-qV@q9$ze*SDv{KH33>GFVJEI1^ zH6OQ3L1xFAhsq?rUfI_Qgqvp6X!+R?8ma`d_75j?X4ue1ab~JS4^j5qSKON-MWt~w zwHWOBH#;Gge}9#%@#u`14XeJ>d_!9ByZ0AEXyBV2=Y@qKJ9zb5O;#>X0TB<07^~pYOw;*4d`=>cSfz|)jFPj}7kAUybAy6TjQebEYkY((cu5~a^qd~H zxjgMNT6?oU7%qGYuSl3|T5d%6-8&TR_bmmqQ28-Co1+yP%lagM3JVJ)FWjB<>gBQE z`Dehu3HHVg6WY^!g>k8Ac?xVRut|KI*`c_3Lrs@V+rwz7A9)Vv5?qN;t=_Q2=b0=Gd(=b>uIb%uO}OE z>I65ggeoDUQ?iK1Qa^vMDL)qGCmA*y6UrF*$YVw+zk+NH>KlvM1Y@y}O2z0?cG z9&{r@6M}%LsS$cmI)FBd{&RXhbN)l6Gp`xh)1p!~F3uxHy>!KunGRMa;T1(NUz3LX)sQz{Vq zxL}xAf73rWA$HYrbL)o%0vHiuM`TS+m79yAQ2j#_)cNCsMR+x?W=P6ScSuP@6!&7) ztb&O2v%Ya($D6g7-IJz?fx8J466AWb)=8_$G$SN~wA-U?cm2NT}#(i0GdGiXj!#rlh z5Q(*mO_0Ln(WPgp^7DLRW><*i4#k%F8DSf#Q0J8PnwX{6WPfrl+r}g5&B9R~)Qg5; zwaM^Tn99RnVwjZKCR!}+C5CckMgNDWvkt2Ai@W_%57J1dNOyM$NOyO49J)J{A0dZs zq`OPH73uDl?iLZGl)HW3JNM2o4*xLDob&Ac?EPJ9eU|o3dU<(<;S@>;D@q16{T=Sn zkNOXO)#QhEA1--A^6ly+1v}~CR`?gj`wl{;!#Wnw`Rmc#n=>DYX%{5>m9ag7sQkb4 zY9K!^zqx5pwBRW#CMoyx{7Efm)2s|$KGNXTT3%R$-mfa5HD@@(t^|FT0_7m$=nKhb z3a=n+H>Zc^Gx1eG$AU0#k_`2aDx17A)3xqb zK2Xo*Q`fnRsXmALr_-4=5snZK?)4w&RAmj0CVEI~^R7eK`h~K9{jgr1BwAC4hD-%> z{%usm1-4_aTQ?YGOjazzauGOqv!e^}<`A8K-WC8Yw8`Xu9yWH5Ta)s1zotD>fTUv; zpRk7r5F*!tc}0ca24`JWuFU**&;`ukA?wSZE43fuXI6@uOb_KnI5XnL@aM;}gi3Z3 zlZ9+)${KoT!Fvmx_j6B)mD>)}S8fjt9ds!UkMSv7@QYGHB9@lyNqt#mq7wp4OHRj9 z0^d{0vXcV-`$fpym&+HZ0})CRxqf>xMcFOB;)EyEXClc}trJ<+j@%u#$7wKI1hKTA zb|T~Rp3FY7gF?YA0On%An`WlxA*YE-)D@o+X8CjF#N1q6QL0$7PZi~N(BEZn+gp6v zac24)BsZ~lp02gnfRM>8AUb%*`I|&{|Gk0YAJ5`q+y4i?HJTn>cvVTJg0(`jAlcLM zTMXI@dA}P-r4r1;=hp=GmZom&|L;IMffKi1C9D))6gVxtNSIY&3j2=zd*yBu?Kg)2 z4mPL8>nFBG)Grj)ZBihR9hGzcdA^|e2K|Ca;3j5FcCx;f^I*X>eYA<@iTxebSJ|ee zjuCO(?OBWkWJn`jBVgW=VP}S) zuR%b2ABvZK$SbZa0|2S5E{NefZoD6&oS1j+J52 zS}oC7MS!2ozXO3xH31U9KOKQILR@B}ZOONU-u#Y`R)87i>hLXrJ<`{r9tS<2Mq#0L6lJEE%QBCZmy zr_?*-mHBp^Xq6Fh`EhDE<2FDZGI-(x8IKZ{{m2NE68mp9=Y7wxRM% z)=6Dl9Lbg*z6;GV45_!Od-5oGp#00ETDWdCt z;&1ZqT7wlndzXX~cKDIjK--&H*u(5h2Uvj@ci--mtD&}iN6!U-15R*3+}+WTr%lZz zQZe)`-k+k15}0Ls+)#1LzuBg$h&NOdo2}nO`yzR_)bJ%x5{HXkIj;!aMt49%LLeZV zk%~T?>ot%vGWr=X3LRrtc(dH|`6IEp;YlU=1yH4>Q^Ni#VQ~$Hj1v3$nxPWLlMIKU z`Wm^Cio=Sk%EbJkcFIrf=4B|-oQ94X=XKQ@UJt>tIB_6W!j z+KGTmQVHV`9Jr44*=x>LJ-=jpf|VN-&*t0t=sd%b0@GZpR|{+28VRGSG&D(?q10!; z3i)A#8Tqm$Fo3f#4=`lfr8T)z6X8{}_O&xFX*~FpkqrYWPK81j)x?Gm%rhI4&&5=u zn{l%K+s%TWpq+N)Zhj~1-=zLeUGeY-NU?nG7EEqtA?r3qQ^LVX3S06CvQ~_aQF;Be zUT+LkofnAf4qam1zTUfIlfT-$o=Z;`^(wSI|F*k1)6BQ`3(WK(F9&|asm^J^Plm0QE*#PXg0-B-el*hL@SRZ5*tgda4O(e zb3ZU}{QGi2=M^D?;_p&FlR=o!@Plnyu2;nE04a17hZmeT7B#&ciSSc6QoD*+JIJ zx7L!~r=n_ZyT(clu>df5I+3fJ|GxZwT5=H@vv-F;ih57Z1?#ufHz?q#?0{=#=0k`#zvGRNYfhT}5F&I_o{62TGQ12?eTZ?$+qOn+N>|emn z6>cu6C$T(2p^G@&wr42bp~l3j_zM{)uy`=f{UP@RZp+}tvZV;vXA0;SR@W&ya9UOq z5o_Cud@JDF=y|z`zeVNDR;{XFES%5aW_s}gDFh--UPkoA54%(sptq4yWn8e)gvm%j zBMN?Z)Ax7uobETe)`zbpHkUQUQ&8J0$dSNdJ8rubZvoo^2e`Qnbf_hg(4;;E4{nio zuhd{x%tsB08^YSo*=L|oio~|iIciye6;a*VrzUqIV??~GYOkPzHc%Hl_ zC-}B#&5;ss^b-YrPaAyT(R_IqDK_llq4>RfitjbZ{Z;>Z93}e|E7P}>%)X5H-ld5Y z+;97BtSH_HKfH!h8Y(dXM>e6?V1!6Zo|P^A$kCTSbuina-h;Dt996V_WGMUB&mb#} zOJ|4CjZmlymB5Vt>gc6l65|29)@d}*K{d2RJR*o{Vq<_lp%}%j;GuOs6rfM8H00rt zc`ShI4LJ%Q%f4zv~da4Rmgp(q6lvX(xpdTX=xAwO8>$@26<2U zF;V4!)(__GcsSJy9o<2*0dhYLV;aC9?EuUmO)+IjjcdMk^nS9#+vSJ$j7ipq1?Cwl zVJVsb8d8>2U4rtr`-+z$GCNgq|6PWjU9W*GfVx{dyRhvZPuZQK-!D#JA#pCN*Ag}( zzQ>+#le$xal5^Bj9hyULzS~PppLu4NcWczW`3Wxu46gH=7w=8OYpDH$CM zs#nD*VYnA8C1?;x`T%x8(ZB!p>P;^@CIlSn)Q9kk3t`?dm1plxe_kRq&?*RHsM}3E z2mBu|?(^qR9!=N%ZP)5}8d9f>-w7DG!rztK9_f`anN=>|%xqEllI^){w7(aHfY41- z5^0y9`{$*)9&TK$o*&ClBS>{TpQqL$1(%mrI#IR2txNq=R>#TI;}rmwsc2V%ai9x{ z4sM^eo16kKv+JH@?|)>HNW>n(LP1(M2=CZ=RoRNor4+39A2~)d6*``G3%}BRMTsdjogu0F9iN+tlf|LxO~c+N&3ii70}Uv0e;v5$Bw1YK(msE z);Ihsn-|ffPsW`GP{`0S^$teGouZdqPcNm_-6WxaO&U5cfz}=tTEk*<8p3x%lkCbr zn2@@jmn%d=(Z6ifpJC2v&vI}4u(r?mM{`$%uzuIh|N8UsZUrt7_xIE!Ezoh)lc^n4zUyz}SN^d3`j3r4#k;cd^;%H{MI1Q0e| z1$h#5pdwnCXcdplr~+8-@0bP_-aksy?kWV?iH9-RBv3Kg1(>4+b;H%---8(zFFsV( z?;~OQ%Py6L&DodpEX~c+sBL{sIu>cMpx;HWDi2!t?I@6=Xbv~s@AGRF=C;{tD(I+x zI|fdc!7xqIqRPbYzs?BkiC(;CwAmswNwTku>ACdKCDPpGG)y#1fZ%sKAlz?cbCMHa zY1GM4E@AhMA$=3r|73oYUJkLUvg<2u78Lp>`RgWCwjGs zJ{~!G`2t*F0xJ*{U-oTjIic?nDBcCaFfxQ!rOcw0wuWav!5v=n6@W&k>^0#UJM=E7IIMQ8K1K=mzC$$-Pp7->DC1`T6=g z+Dsb?VFYIw1>nZXACmXJnkTi}&VvK^w&3yFVT~D+^kHb>+pRIPczVM$T)k;O6R?DH z>os&8{J!<2+0|)kO6V16-G+QjNKl`&)niBh}fUsQ?`Efm#DM+LD@5 zM7BDGcJE|EYzEhkA)2FwyTgxN-Lo0rm5e51C%u}mN?!KgQuq9HgyFIF1#1n*OXLc zUEM;WTqP(BP%+1D{b*~{%gC8JH0gEb<$~95YDy5q*n6iG4C=;8-}1aPvLR!ia4Ftf z<{xL7PBR0p4^MAE^i02wyo?cYPkK>oe$i)MEdzl-Ecgxb7=+dhv=!t8UeqisbJNJo zvKryFq)q*vt5lg=e|lDlU$Zy;#2NG`x}Sz@%571$vH+7Zwuqg!V4I)0keS zlME*^=}L|S*Fu9-M7}TmtOVz#e>~eMOCtOhgb9ro$Qn-{8|ijeedk&pj6u>I-|;Jq z_->kMI*Lt_tvmfqrwCX1xj2J#7SU*IbrqFb7=RpD?Cm9ZwRj&)BN%XR z5Ccp|w=bXkOxU4p#gq6^=h?DrD8N;}=fcR^(^*c#==o~+YcgWn@@NfF3>lZs!)j}% z|901Wq({NWK(Tj|xZOIK2MM&Q#K*<5a1?3PRn-o5T(Pd;J%=RzR%0gX`Vnx{5MGjc zmtAbxw-$tirh%WRFG4jSjb5y(StF%}+mGCBc5vIU0eQb5BkHOlAT=wU`)9y>!TEG1 zDqzPcWN**I@^hbJH#p8BdP-5N@|~gE-!)S1<8AGSjJP!smJkX5HtammO58zLYI=+D z{(a>i2;5ZMvP^L)eKV`r-tpUcBQIt&(s}TeL(~Ou(i}%VqQ||@{~r)u)+&5bF0y>u z<_kq}fkN8Cm&ZY8duNp13*ZnRADH!o(tP^9_m-j#O_o`j~ns%QkHl8nh+s>0B0 z8IHGn3pR%+!)&nH|e=##6dI1&eBrQ1GN47h&Zzf3RDlN-3k&g1X#vB$#2+evDGWoa`o zAB-vABxJpKrU(+endM{>ZFM!2a-oE#%tTs-IyG$X7M0@+ zqtpllMTzv||7eQWMyC444x=_$ys*_#KNY(lF|41g{&~;iQ`1c4xBp3Ao4S!t(UlcS zrD!xh8O^4<@Xv9ih@OxoG0}%9VIiDzH;6l39N@ND1x!)@k`zhDLK*=hbMr$-rOWTA zLbl8us(z&bKJm4UzM2=la>Iuguk>=+H|nU|Zfq(KoyWpfqmo2Ik{pyY^v2b(aOsdp zYInIxYUGEHzFXD`&%H#dC@O4AKycCoxsi5-m9>iapBI5&?fiQ9&SH&%$`AXrLN%xN z9Ih72%~#~Ven!aTv{=MXB8gX510M0DzR<`$R21#d)JejO(Cr4sa(UkF87o$JQiJF- zP`>VhZR1e<2GI&D5Q=Jq3wdwa%GsNFIiGqyb3SEF1YYp`#O<&MnF-o@3!MWdHs+5o zVx8_kqUZNx|AXS~4Srk$+;Fq{;N7JbZVqr@0CGj*?+@iRgEcG$x$4CzUpu>zX=;oa zI6#@(@N)g)XIcKTYtZNwbcQT|V_}~WWmF5(aRE5Eh3V^A5OFcs_#0`ioP_5<=DS~c zek0Mn=KSNlGlJzPODCK#Q_;{Dw!eL;_yj|YVOz4zz6pov0CgFa%Ytb<0yv(t>OB!l z^{R>pUQF=2WEiRb?ESg5ji&Qa#Ys{#%anATRK~_=Cf`d!3yy;&Jp&v%VpngXtw(p= z;%RW$L4>rymkpj2)@QkWY>yf=$jwlTGF-qMl^9dI{kNN&Pzrw*`x!(GIjca2ysrM{ zS$w0Fr$PJ#M4GEzb3LmJso&p-Pyi z4$Dvrp?Lj=O63|SU<`uQL zI5ZZcl<^sOEF6~tn&^k)d2?L&m6X&@I<9E)Zvp!9FWDdAjYb8XqOl(|5*pu0z1hz* zj<`h8*RGcydp6i#YcD6X0BkD>q1eQPE4}#Dv*;~5j4v!gK|HQ|JSU(^AL9ig>T zy-6BMTe%1Wo(u%PDjl?%%>ewxWNt@T`7;9-UV&v*DKj?+exn38kJp{g@jU~8tYy`+ ztf5YG$J{n0Wzf59@hX`;%flq?J!1{o)1m;By`%bc(ryPDJ98*_AHn0Bw1Z-t?_~!c z{yv!7#OC~!+g>>-shM>OrU;^X(KnS(4Ym14Sf+$vW>xM_8K}ZR-<7aWccW^lt?RhW zcK<~J^9Gm;YwJ@0Q{U6qOcs)X(iI_vd}WI7!J)lJNic)bUHgJC%Y6SxBV5xsauB4RbPuZJpZB}vFWilPB6J3f z=6OT682u?gbY6Dl3o!*p5I+^bMw$6@;8v)Eg==scM_*ddoRO(OPeW2DOi{md_FC*N zoV0jZ<8pNHZodonKr=Ksx%G};I$pu@bUZ6~!gw)k_0&9oQ&hOMn}MYS2B_z*O&elM zK42jKt46m{QKwja5x{h<_R=(JpDYIvp8~c97&CzS?~viA*DWkPv+}(Wp;{G|{nQT1 z{*v7g{&C)1CWyXhmM^KdKRN8~CiV2j0Uw^78EEbUS;ta9GAi9|TD1N`hqQ0I#86Bb zHO!}7u1?LjJb6n}-SIx3>FzMANRLD0Xv6)*Z2h5yZQ?vVyu6}4|3gi4*Ms+5 zz=S5X5|)zEG@csJ!csh>7PN-rt&Fg2jLtHOnCi=A+Zn;!t8C=-slLpiebE~wM7 zhHed|xut7I1F8E*l@+}@1t+K_D~hNA=)k_(EOvC#LDxJ2m%kwWV&lp8?VbO(QGF}} z9F0XaG(?FOKMax#O^@GcTYwA1bM-^X-`riuqY5{=$nnEV+LX6hN*=D3?i`QVK-j6j*!@PWu*kycRU=qr=kYO zQE6P4;sM|Hoguy4pe%AFg}8O|{Ouu3RPpB|28Pe8i|HsH3m=qu|FNt2TGMOpNH0G z{IF=cP>$D!?fFBzCKf$>X5;2=g1qiWQZ>y+c-R2ROfNws> zGPnwb8<|uc%vcm}O716PM1E)Ac>g^&N8Rqb=4!7<&)~cqd3ENw1|6*w=M?gqpABsE z(Yy@bI(ln~%tiTsZJ24}``72~5tXn78rR#UFLq(f5dAh{ILneIv$mMajPYs$m=Jj~ zxm_DY@gQnneWKa-=E=V`FD0!rSH`pI9SbTtW_@Js4;-gf%r(MwDl~WV76y zRKh79_XrTQ4goGqZW))H;?Y2cbs)e%5Blf_pn1Y(0+}A%9+MoMX=6}>=MozE^-~)m z%$eC?@o`xv_8Halr1&mk(D>ZfmQhJ3A@^!r>vu6K|vr5Il@3$s{gjA3m|@z$4zqIw6`huI(o6E!lTIPUzW6qiTxbe5@(r6 zebGAJb8mMw`=1*{CNOqymeEJF@L#1v0%mJy(41FD_DQ_9sZ-)&C(?*}kOX}Od$o-d zyYhwH_R~{Lwe~6I`x0sQN^;(GzFu+{J*$2J;ShnLax;iC@~wlqxy3huaWRr=Gm)-u za7+IQO3Qw6+Xn%~WhB*J*^Y?dY7Sxdpb0u^&5E>F4_YIo2g`ajFfGM6hqUeWh41p3 zSG>o4vV#Mu91T%j4 z`XzSWXZR1U5la16f-)K9&?bCSw{pMMFoqw&nvJS56~(FCcl9C1x`y!!H4Y4;6y+?j}6A zvGIymKAuNrJzS%TT_B#A-=0MsrZS|q@qxURn+we@c016pY<{_}S5gh~j-%j0#za@O z6c+*r1+fF!^l$>o-r;Vp5|}B}$PW^dfW%9866uNn03UOnJbZ3eQbr-5;y6W%t|?V7 zd?`dZWefVM99^AF%E z4io*TUX>U-Q2V7>@_aVH`amObLgf{}$fRVP^Y^aW8~g(!RlOC8^+M1Mej%?;XfY@! zEiW}^I0CxIW{_vL`t@?W9{O)R%xdP)L(Fehc%$={OsSNYUwb;jr4yUlXZ)`T*lqYWC9R6jX-}b$-WtGkE7-+l*0BWs%xFI`bXJ>$R@qWwa${@&sh=3>L&g)H6Xsm0v zMwsUIDc5^5E9s+I2=`aPQfk%^vqMv2zLZ?Wz-7$<`0qCTSE__jtGD5ZB8{6IJP~h{ zU*)g~>ZaXvjvZ(RJ=bc+)u(6(C2{&pxl|2S!vI^?TlYJkpCggm%;S6)48q~N2hjGl zY;XPI>Khjsr$@U_`?w+70N|DGyeOO+qn}QsVC-M*ASmVfZ9eEDm@|cE5Orr&Di(VJ zTgwVIk(QgB(im|C_ua@&)ZSg1lq7q=Gbwe{@78QLKkF8~Gu!p?JvYBq_uG*}X=|{)>tJ-GA|LZPy)sd-`Jpw0`IX3$7gWakJeTI>1lQ(M^lqGefZ6yRey zLSyK%yE#kW^ZsVdLxDlab=QLmF`oC!f{cT?Xfj^U%S@1^8AM_P4nW^OxO>0UI%_dW z*lPH`J0illnhVV$*m+c=Gn_DyLhxsCK+CGYlOgO7F!-p73mZYrF3zYn$51&vBpr^1 z_RQ24js)rNu%i$;VrD?cDG7(O^&!=tubYswNa1PW57ZQRy-J7HvTh= z=iyu2rMuY6m&PG`AP4JYSh@DEuSlhhH8CFy?tnCo^r3RONPQ?jYLU%WJwLq-q_R0P zGIhJ6w*&qSK`9RsL3<t*rb*T-gZE6N6yjj*-mMI5%b-+&wn~9*0m|X58ad{5$&@1vYoXI4y^{aoO^(6PfRp@r7Fndvp#{iE;liJU(TcsUks ziPj@%5MlmHYhLe7&lV_2`dw>EJbSL8d%y5Hl$PxDx#fnUjmKqVfYGPFO)EO4T)aY; zSyCW?zgL%xe;kq0Cb)f5CI+jq5Qf;pk8)X#AUdO^noiV^Cf^|?ZBr}NfCOh-E+M80?P*={ ziZ+Kp290t^y;WGKM_6pO7gh%yL8;}UA2>FETl|iWGUR=Yyd6a^LMBV)>Krb+hyM=7 zowPBBj=Kg?LfvKZ8p}aqBi|`ZNcFgr-IK>}U$6T!N$GNcLsb>g(P(x42} z%THCcC{NIg{31^^C4Sdahk(ul6$3H$Wz$Mz(3%7ue>Gf$yj${g=^!kY*(TH4lk}MN z%uR=tUY}!^)LAPIVV@rT7_6+(mMdEd5#jsC7Kd(q9I>VVuiK+1ovKDU{xle&K7~X* zMv-NpoC~Yg*m!OE`q%qWUr@-MdE62qRJ8^cIS&|g7@Z+9L>Np^&-}6BVR(fkE%3da zaoJvoJ|gZ1H&=dY|IZ+-EYla)V5Mj*y5s18HgboRYFxLr&y^{b;_D+Sc_X~$+bO^^ zc&Xw9XGt-&J8lbpWGku3hf1v&MKhUZe5`@fi{(?tB;kh45{hkc|F=o4%*o%IfI+6* zKrct34M82$S$pYuy0qxueQ9$=rgLyFmohdUiC(%~kcSI#$&VGcEJ~*@vNT@^9R`Cj z`&XG?jOC?9=5$HXg&hC-f!1?mkVK#%Wy<)|$n<`@C_TNM=iU)INLGBX&C=_X(PYE%xve=bkIyp*;LZLb z%rcVHcb21HUj-25MkgHbB5!$k1Ahg99~WSD{4(5Lfhna<%^33{!4trKO5pICYYvOpR0N%e1W-@vu6su>Kxx{-ZkSaxlVLl#ny^-LaCg?urEE~zZFtz*ovF6T<(Th()|*Ua2Ex`Uz{r-Sv~rIpVipL$RU!@)?Zr2Jr@#vm+B8}>|k`5A-;mbH~E z9_w{SWHK~jpw0RDlfqzB5|z`AD_lDa&1omuu;S##k z&&p%B);4tfG0Y}6Tn;?`R1om)0GHnm{og>g1h5TWbwy6srqdP=0!%cE&ZeV$h2o6| z01yWOlEmLzxX4I$guuoK7tHih`SLf}bG6|s{m7cH4d*9X(l?nc+ANl6S~T>aPKYtY zy$79+Y<%+QShDQ}yPwv$jWuic5T6&-dn9l$ja2*fcm-n?J7HiK=EiFsH-m*>*%hV%%!vS%xGa5Fd``vv*Y z3wa68ds_!RPb{x=qqPQ&f~OU;)0WTt+37nX(UKAo8rT_utP#+_ij=dz^*CYZ^$_Z zLxQcwn7WSn0FYx?XGi-deR-i%!GIBiCHPZ%x}tI5I3si8L`mc_O3D~-vd5DE15y5| zlRzfD_UQvSEryQ+iqSBL0sgw^+QDJ7YA07w<0jubTRz=~pkBQij0O z>!TmjAoN`vTE1L@h7^+6`3fztSk66)!X~Mte1}`+O5`1f+2hEgg-gcu*(alywiR}E zaK<8($YGl2*WsL{FAlS!T_KPmnQ+iqBDM3@1e+G2?wbN1z+gKMt<}G3=>T4t6!1xl zV?aEls2$!)&$L~NWX?|B|AFKw+})<&pk}-SMxSp!Z1U<-2OU|l6KYHFl#MAO037lp zll}}Q@qU|Cy?1Jbc2Td4vRZ`NB=nUj+EpnMx_8xO9_3 z&0Ckg9E7L8y|_B>^p8Q%F5a{f3F{}>(>LWlaadOn{0AY{wUnpViI$w9af&kc1U*PI)$UfX_D`B2EK(f59chNOcYzuJ?=1rQv0`AQ@- z58A^oTZ+hutc2fVSA+Ylao@T{Fro%4u(jJ};YJM!kS!rvscZ z1v@t}!V9B}+^eSnJ2l0kkNp5Fc@hUBjs(R@-CU|O2qT(! zp_Cp1uQp#mj6lmJ)hBb0jNL#0)2KWgnh!!Gu%kJ1VpUBeI+-nUcs#a`(xMvs;%B#+ z)v<#~PX9cfxV?2LB++^4gK6?!f|N_*^`cz4tSb!)1Suq+-}h<{34h7|$pO2Aai7+2 z`JHgc)~8|PKB&KA1d&|}-+8o=Up_n6h>tk+$(&XjCP~9gBP4Gt=F1r0#b;Xk~~$k!es=m3s#(VU<0^G5{SyJ}|f=%yt#ifz%-}dQj{ECLMnURQ>}Kg;r8X=x}#IgWm9(;Sv^i zgn4UMO(iDj0-hWW7f$V4Wfu&n%j^^+PqTxbYYvQuZ5;tJ*iJ;D!(KiuJlP^P!j?gP zjB&xlo=5wg>kR1NsrmS6Ycy)vh;ZC3UptXnj^;%qg84eIuD2_s@>~70NnX?xMhig! z^Z^IvU7U(b4uOD%D_?t0y)ht~ddXJfDzy^MgN0yJNC;vlY|0ue>WTCD=d|sVV~~IN#$UxU>3)Q zpQ*&MOd;jP(5Lk4%3b*t#cggGfj|<*3d6l-s2B%`wPn&VM;j5{U#4ZO|Eer@t1j+R zV+wUc;DAqCVX2}~IVR7RBFSZWW@MDeGuS6KEj9~%t44xHU6z;Qh?aF7bX{5TS3R>0 zs~Xp#8=$Kmj@dN)5cq1GcE<(72s<=DS_f~VhEK8UFRm>or0fnHIua+AeVZ_ecs;bz zPgxXHlGM4h>pfgsPLJhT_3rJ#4ZbcT@Vn}nw5wpiF9PNsVuQL!FGS$``-ZggS0M9u9#rdNEbW6b8(|8EC(l}N_t7|+7(*s2O8U4Q0GkddMAzO} zZ`CkY+>K!i&Nt*LI%Fxx&>vLcPzW2c5*6-q0Wq*)(GvnkPWrR(D`XoA^R5&x8LMeP zIEFb7O=(HYVrD^cID6BolMzR7Kzo5QdQNT|d0|tGo}LOC>wK)TPVr3ANd@+Wz`4UR zKwEE*NxC_;(MWS?n>8bE9`PTZ34)Om$aGt7z`&e;1dp4WLD(fqaZs`c=kWeEPa}qC6L*2vQttJ-o|7*#ng0`?=qtL# zg`4TK(i~tAg$J1p!CYb%lnP?3`dA7xH5h;cNkMmo@sRXKJWsv_X8{!-2PTm9Mkj^n!}@3 z3q}qjGY?8KqSP6zk@FPyVVdOCs>dIhIyU^mj457*s$rHeR?3rFrdWI$!f0|jmA4p> zbydx)+m3H(brJrac1I|g>_*3P{)3iNt)L2J}H`j92N z4EhKHF?RS)HT-0|rzD?XJL%h)?Pb={7Ha#?r++RQHO;&2ug=v*UEYF6MGbVANRqsI zhAyO1AJle#OUu|?l9IYgTMby{IPaHr5_ty1?p%&fC#Vf>`FeQl=Y4yN_>ALu2NzSVO{l} zoGiJ9m-w_DYeu_xifJ*}KAI?g_o|2?hp%VBf(Mhuo= zRaWO2rdl@FIyP1j#wN<0Go)3(DWk-151lL$Rc2Bx-X?NdCcZ=3Q|^*|(02*(N>x$1 z*Kch3DmSCAO4|?_P0ote8)nOX=FH*Gs7XDzO7iOlvcu|@JRgrwvNIw@7|9+M2gQ{0 zKVWT4Q9NJ&eB%=(n}{nXiy*|(MuRkHl@Jx3oHRD1ubSV~j+`-|7`<%tZh$i2Ej=yO zbn1WiX2Uu7nJx1EPO4UVQ6K17ysGD8Fbhao0r3+4lJ;cU+J3s9FVUJLNuzA2AS-tC zGAL510;%}E{Z=v^{f4|q+Ta9j-t1;VkH7BgQYh?0AlcoGgNsT|C1ofDF6>_3|1Ib8 z+Fe7<^!;u1oz;h0Ui(QtbH+EY^@|MlUdu_Y13bFG@tVj6hkh;ax8{UuE?eG~Ib3a> z+EGpZi-Hzt!8420C6v(}@veAN7~X%wHso%&Nfx;XG^o6LFa`%h?t{5ObY@A#;Iui> zE_CP3sa?`6mwDX_F^({I0yFABu5FZ=W;Ut>o`kU}9ttd;62fS2?xoQZ+hEfQ#)ka! z9b`4EdOR(uj91Z@+{3%LKGuf9?4EUvf_1@H9~aww4%7yYrgP$EKk$AM{##2;YXPT* zmlIlf$~$1oQHJB_*Qp3DMPe32{1uAVwyC;?tX@zNW{%NHcQmp}4n@V28--MS^jks@|A>A!R-Z%%?dCaR&gC_4Y-9Y<9P;p4f=bEvJgHzS@U#Z|vmBPT}<>Rn6~`UiQ~i zAETvl36O7p#{^89XCbU~g>&nrcdAqWEbmrcIbvwrwuX_vLQN9dOZjaY(mKrtyD1<{f7?UKJxI^BsL0R^6v^`)>{dds{eLwzKh7(bN_k-E*sF$@5AEr$zG&QB{Pf8oWAB z(~}(VW?#B8c-Em{1yWU^L&fk^f1ccf(61mdDf~W(jX!+0hz!!(gl^^h)dvm zWR7*D0#kr|N45Gs#cYsmCJx11u#fkcdfZM?e6%UydA57@f~~8jV(A%cAlhp>qNLdv zjp%-ZPls>iSHCB(^$-3xNOv8!*lrikXz8qVIr2 z!MZZo+7-Y|?+(+5C7?sr+P$)4z4-HJva+WrE8Y4r&Ju9W@*F30PoC)suHV=1rnJ*3 z(FoA2%$LbfSwLfxin@F_lMHO#c3sU(3Ob|`pc@AyS`wp5@`H~L_E$EBFs2G@bq<;3 zxxa-b@zz4(ADfpLB1kACF^iao8N)Hf6Ngs2<{g6B2!1BuXEOg_A<ihNX|>_2_dhu^LBi${-EdZHy*BRXF7br7G@%p+0Z zCZLlnaEa!3x5u#{;Lt~DeY~EY2#|sCd;=?p1CNAdiK1m+eKC}%f|{kgk&Q;WO zUAT9BN5b&sj2EAyHq=idH00DkeNBm!tK?YX@~&6 zELD7=)eBUf({Bv=DORC72wYzZucwRtIId8dB^2f!D0RI4R5iWuA9h+Y%?I@BzLjGv zafc!2Q--N;e40{k{O?l<^5IGM)E1QV8LkAw_52e*Xp*=lvrK4<&1p+z60FejWv_G^ z*Bn`1x7yPeV7~nkxyw8-7Mo-A#Mu2ab&HP3&=r>=bo=c3UPFlFCI(;9#>4u{vmY#` zH_6AMJ5WbAU#jrG@(Nhg^m%S zy1D%tu}CQ8D3nN1rObQIDXrWyoH?l~8d&1|PE0wH8KlYm6vf+yOOw01CyVHcTK$@e z+v;Ga=g6+}Vf>W!k`ctc z`3Xs>qt6dEbQJWnDuzy|vX0^>^#ml?O4C0Q2P4pxMZ4sG{x5<{JZ8-4qU@Om9F9qx z9u+ZVO293SWCq=%uQfA#v$CH&BPW%hr4{SVOCBm4McO+&U4sU-7;w?I*K4ahfCZ8z z&mXmI*8iC9I%gn&aYUQfiyk@aNKufUx@nCQ*@l?6Hn>Swv?$>VRJP0rJ?Lv;Q}ZgT z({J42&dG*r`utDE!0w2ZJX%6jka=Z-rM!zPv&5QYUf|e zn!x!){?_`qQf85*b?{k1mmhm7IvK9mM{ot2H}p02JciZLdT)J9ZkI%)QW*xqEpWxA zKgIBA#d4p|cB5;hK9H!;ME*o7l^WuKHIEyFvC~ZZYEBNTs4D&qTU>(EVJ8bL7;o4k z+3QGo$$nD~jd$y$mY^-mMH@-AaPtlIQB}xNOr$0`ro5u#IycwC=fGPYwd=E#l$TEK zd8{>OT-RygDLj!$LTMBlDOrKjVp$7GPghV%5&x#~N6ZnJ&42SJC<4=5hIq^7!QY{O z9y?9hi_|?;X?h_3HeGaW5ynzB^eF&K8WY|pcNA)~g4di_4wYJ!FTLSAmGxu7F^b`r zTUMxGs7yk)v38t_k8UzOzt+zYu<7@BA|NxbIIhUrub>xbV#6d}FGZzO(snK$D{Yhg z+WI3~pmy$yP2p#E9a-tn{4_4!x!#-KyUJ~Z{cbDCq{JM!H)-7`i(J&du|l zcm2PdFaM8cFV~E$*?aaK*LD5k-m~`+PRdW)mx|)?D z=JUrY+;$M%n};fV6A6GQMOooUe$03HfLGx0n1=CIrSpS7VlRBxQj;@E{syH<(h$#T zeYhozXP)!9>RFwA%CU#BcW!f>t3O+IZbOB_PK;;bWd7f>Ik>mBalT<9%9I1Tr{&)( z*IO}qc*%+Y(e8>FWV%c6sSFKSHGZmv?(6IH(^Jo{?}bYjKS@$&p4az2&f(wV2GKwj zs>B}azg_SYqE5S&?e>WpO;4YNe3!M!0?o88j*vkEH%#-XLf>QVHNThXEW|N*QPG$; zxRS{subHxxPI<=o!pkg7MmfX?h!BwKA_EJAK|_jH1FmFzm!d00FE`P-g28LE1d#FS zZ&Gm3&nZcdTRv*m^v2oua&&WssD^@cMuns)R!Rvc5lE?u#NZ7@ppShuB7o2r{W5fS zJ^aDo_v?v7hK+rUV1+b=kY)^(?8h`7Y+0^RFCxo2clCDX3%@Z7!uZjIrbw3fZ%9gJ z0?XMvaCJTzTmilr<Y{k-tg}NIFjtnf)tov;=*27yhGou@KkOY zfqH%&sGeG3c9;0%e1Uvh5w~|Bm@Q@L!i=!_{?*sRwNo)9S9H8$tfzFqmrfpfx{MEC z*ha3L^%?vn2YrWV^AZDbNk=uwl15cgT$N7QB6EJ<(NI{_WXtg5zU_gW)>r<|a96(m z(58&N%}PCq5FIa{D6g;T0x5qoD)vcn*@8hf-pad}H9vRnjIisho-B^G_$I+y^XE|1 zZW77XZ_PVC2ubZK0ebO_0O|cBi_Z=DTwnBFym*^Xslj9G8Xxvu-`&V{GXADi25+$O z1B}rnP7F%OLO*2H`A?>qk_xs46oZCrjW>eY?#Y{)@jQ(6RXAsd#c-005fm!6t9nsK zD-`>g5KJa_7$ULz)ACc5_@^;=vSEEZ>#wOa-=RSgV-mFHx5V`%=q(Y@yNjORL5IIH~+% z=E*EVYF`n{7gzv$COei0@xo?cqK&@ZRMgFCugEpNgQR5EkP4j)!TjoJ z+;RQUC>7<=$tabq22=2k4O)JI2lZUgFFk>Gk(b>zIX?;+=a1C6%9n_oe(x}5gy6hB z<-s)mMGnDt6nu-wZ~PJ!3(uGiW@V{jMhoEih?_XIEsMHLi%1g#M2(j51w{IDO`eBc z@a+aFWcakCMgpt4D5^>@yrSQpCA-wx8*W=|zcLW9v;Q4DGKpzOrs(O5#gBzsMcIDa zOZT@+?rv^a6e0~~-4Sg1DrU>?T5MCocUw^*d=riaHqSaytBY7iJuRY^YJFZ0Hg@aL z@+BZ9U#LG%*>;{;%jA?=9}A$Sb+t`XbdCFS$RzY4B$q84LDF5C&0Tx_yeEqTEueJo zOY&C~8pi1^-ThB56-sDk16gP1w;6M++}8Tzso*!=9+HGU{@q9t=#7+` zN8eJRF`Vtn(&3Ay;>=r@F09sfx~)licq;0XI&z{NpA%K`r3~k&!yUfEjd&CYeZco8 zcl7z_-@ek(a)p+zQ6*?v^q$2>rBT^tN7KY}3%c*oO(G1UUO@8YC8=GM&^4Z8rie!t zO&DpEMLb5F$G@?@D6;1+bf1YRL0@OB!PlY=oq5GTdQ|kpQLhOL!%1RSKBc& zJlQ^i;Z+|%geB%8n3?QjYQM+dZ(>3y;(U|yl>)fav1(AT9aCm#RmPrYlo|x26qtmZ zHy>romT3arC5tYP$b;yQN|$*NTmL+CwN)OQcHn@GrNP6 z@1@O$)mi8$$#7v5zrU~PL0c4(F^QYB?PaqP=|+WE>qay87gb{v!+zaH`+xB0;B`&z zU9Ka5LZA@Fxt9n##8~1~$TN0A3%8b!v^bKqjw&^=WIms8%-oL8HXJf7K=l!IgJ|8) zUM7?jJa#Pq8O{d9J!>&Th1l85@glRJm6u#vm*nArNC7{t?Fs(45v58{`l zNOu4=Yk_&ONzts~TZoKOw|q~s_-(|i1-KbCYra_kkByrztr%Nm>3}OLBoqQ6*;_Cs zJrLnL3y;+~jzEk5NmAWaD9t{|&}k;LoYnlXYVC84uEv;xv3qW_`nqm)(S)uMo2#u% z92$lcs;&rK9&d{w9!E`ziUg`4&T9`o4C6*Wkr_4Y7`&QW?#wT)&pT1M7v^o;{Axax z28e*_+k+NT)dU8H_FXN+;wTXpKkK-DWB59TFUo-+gg*3$%MaGt& z8xw<#%gVk#>#PL6kl41=NL24y0V|)PL;+u|n9h9~tDBW-aW+j@)!IydxCl=ANyHh? zLE@kzNBb)!2BkuT=?_1VbisO5+^5uxp*WVVFAx)23OFmK04>pb4I)fR&4eI@c)j~Q zYPVQ>sreN$s;;^620{~^4Pp6sFS!LzNUZAx8?Z##6MFmt94>9E`aK~#(Dsy35CaO*Km`oA5FdG*aY6Mfrm$bj= zC>kbut$5d10hyI*mP7fodR`jnFpJ-dcb(11kH=R61t(K%7U&Y$7%JAE-wv#Q{fSkW z8Bj)G=S37hMV7EocIGnMU$i!Ot#Yt`Q9E;^;~ywABQw7cAVOP!7tnRUm=%F5JvJ@W zgUM(;=HNI=R+i9xdAY%u?IAMol!g^4NrT74%@^8J$oR~%66iD1y*ySGu@^jz$MEX5 z7csckO(Lj}xsi%+oY!Y{QCwG#F~#P;nEL*auO7TSe2bgUwS%ca5Eq$XRpi=HF{sbm zvaE~|cz!a_5CVkwRs*ZhDAT(z{_FXrJFkAW`j*2Eba)K;O|NQDmF;+8Nk!Xr^>EM4 z+Y$~x(;=3)uyZlkG1_y1`ACK>aYW6mo?4+H_t?*JkMHOVOpdKf@9rcqNRMd20EU@7 zr-w)4hO$1Z>D^8XvOLJfe4gT_n!N){FQbEiq@C(epeCKx{x)UyOEr~TokM4x|J9g7 z*Rb3Z)J_5!S*b`{1AOT?I=+cAV^ds7AW_R!VYw^#Qi5(M?5b6n+m2jAGP2#K0?V*;CVCoqcB!YPLmbQIfy;$~3dSY9Yq*+Rd%a?d zlQu&vQ`dLh76M!L6l~D3Fd)9TjOmC}0~6mi13q;=MH^%ZK*;jAZ_N7XFP zi@wkI6+>@2_%4uw69WA zaj_E`wGOhu@7%I*F!2X;eOf|`i6t2)rqm>^oyqc-78hG+;7a!KWKe*BDKsqMhT$S}w! z`VX6>d&Wt`jEVN@4AH0kyr-5gTxomcUo(VNWWtp7DlxqX@e-N5x4T7!m-5)8^l)ni zxlY$UV{p@#yd3+RWIZ)GCvO6)*TwztuBMRolZ9?@VT3nDfdf|08i8h|{0aD-FvDmd z>%?~!=f3Wz=H^lh3&PWz)+*QOTDm+$i7Wv^i=Oz=BtqGq?ssAXHT2YPh`gkDwnIg>S2W9G zRSo*NqzX9Cr{YwxIgxA!J9_PRjxNP|ed}IY24A8RFf)TUz28BkXERYDx+@By_%gBr zA8^Kw$ykmXtkm31+dDr)3^F|Zue-Eq?p*YQqe(VEP#r9^T)5R=piOF zp?HPYLZ?Oy7!asBjwB2ga|;&?J84}ObzW?t{QC#x{wnAG3NC(!3priSaHbFoxNO|W z&JYj2W6F%)+o{8}I##=!n0fMoA#vB%OG{~5Z^4W^e$=#3(~@h;z6!Jaj=8_%ND(>g z<$i8{MQ^-u-)3E* zz*U)1YP3vKqb5UaT}(oAUa$O(%{k+lBkuxh=~Gacwr5J-ev2Rzsu>quqjpRyx$8kN zCE|&~fp@|gPxyRP+FD9zVvRM8x>Dhj_29mw*Z11A(|Sl~hulR&kr6YX6c#tJyMoKx zA!ghW_%f=0%MVKvqe!G&@&_(GbfkBk!6l2KCpX*x&{5DB^co0yq~DZ6{2P-IMxt5)C*UB!~Vh~QxFxB z@RDP3Jd;PuzVwXBvJw(%!Om8QI69Y7Fg`iFv}2!0IInMH7?eQm73u%r&l&Qk1GgG3 zbm^;E`n3%JR7~uBxvG}{go~UgUfuNYoKH4Vn@~`+j&4k2Bc1b!X#+KS-1@Dbx@Iez zA2NC9=hTR3QJ)UDRGZ;JM&=cabw{&{3t>^FNpK({$;pR^UP`^D8(pv&;*b(~jUtrC zl|!=JNT4~W1l*KRSO1ssmEBD-tHPplfjVZ0-A#1!Y_+lJ#JJb5XbM-3V*ISHcnBcS z=V9V^=b&ojQ+@l`L3{BWo=Um$GS`q5CsGE?xCjY-WGDRA)&zJ=E` zcKNio0t0K-fiB@vy31mC?K&`^G$;0q27^e03-W?z*03t~mq>q@A7`kRx)wnr81G&k zsLWK;>UBo@Kyj0r5<~7F3N7C|!2b9tPIwcnG7`nI8RICLu2Xuqrk=cdE;>l)TtMhY zANkv6cETl-m|L8XhBNckrdD>{%Qvi@XxubNOTA{LB$Oze${+;s1%b3mO>!rUv2tR zkcimTaN~WG_YT&>3(_g$%u;c_GDZZY$e~833X6{VPOPxMAU-9W)lno*NT?`MRlLA# z7r<`Rw4M-?1TGT=fwcZ^Rq`YyMCQ-H2fWj;`c$#IAA|>X7H-Jg?Jl^+RrQARi@_ew zDraQwPFx+FVg$b@jNkZIGwZx-SN+RUK+AC8O!a$-r#m)TO(_ ze>s_RfO(+r)F_j@)_!+ZF{hZlaeonff01UL&BVmCwJ+9)LJq|>&%*3|Rl?hDKqymJ zu@`Df@my57@jZ(UxGoh1b3jvO%0dmO zomJO}cA+M)=}(nOIOT0dp_I+r3t!m_2M_V+5DUcMB(O=jIPnV3=v^bg`|9J3U}6p8 zG-zq&QoUcl(&~{aW5u%YPC)|Vl$pM>(zM@dQ+5YDFI?x##mQNxe&C!>aqV{vXi`nP z6k+3!yRtV2PshwK$!EJ8TJmR;vApc}gv1E9Zv#YsrV?aR4offjOpoep{J@}0Q$D9$ z$f_*-!1@eS&pcCY!N9>fuDNf1_c5$4tv6yGiK;)D^wxDDBvPn!elg;G-+z{8f6u9F z4wcqQl5xb)jVthxdtznzymWKEdh}8j#)^y`AUP66{mGm^{w6kPsNp!3tb#N34=A{t zlhaOv90^bPMi)8%PQzz`TT}Tp+rzl1&MdT}D0eSy)=v%)rug&vIKpPIVz|UYzBzK^ zL7*!iix}1+ymCPpiB^Ba!H(ur+_s==iq(DASHt=AlVTy}*FR>=`}YBPg6(9*5f$y# zW-Cb7>~mXROI6HC8q`z|+OUCL67h>Ju#6$oz}wEuFlZ&WsJT5vqagw|nJ!^jHn;9df?--E@}q$F@&>On7;)`IrMdZZEzlC^7DqpCIua(B ze%L7MhSE0+yE#cp004DhJPb6|EHPMXR89Kl4*a#Gq=fJ`bb zT~)8F+FHJx_tQo(tNQpc2F+Mt78jdfBlAux8w_UiasfxOF89+^$ZK6fyev#}gUuct z3WvXb7Y_IO@4)()sJv=5I#) zki}RY2cgn7C#jnS6RN3~Oq%Dr=1V%PvTcVi|&qtS+|$t)GI+J20>p!SYv= zEkUmiUG_Mob_k01+%p!&jL6v2=<^HnDEvP(?*Ig<3wT4E1-mnj8*-=Hy7`qmpC z=B+5!Q#su%P>DxESZ09g8ci3hX!z5CG!(J*k?PWhYRcRajqNkEz4?(7RSisP&619jaK_s9>eC)VjAlkkl zde?#_&7o?e@bO+xakVi@h!t4+4xQ~d_lym^XK8TxXYUk;*or2pQc!#N-$+EvU z$CDR47)bI+GwVG+@?7$JO&;fu!(gGTsyO*C_a{a8{LY7?h0mNA^@Pf1Zmk;JFLrDM z-j{KNSPfiR%E!TV2Hi*`3_$Y1H+8}|4Q)r~^o|hI)4|orfg(dB7`1Fh`wQ3Y12h(} zpLI7+0!>OJ5?;{@>vGWd)RTT%_M}a_ksL<(NW&!QJ+3H|0dU<|=@l5RGxC{oUOnJk zvmse>!+|G0qy=Y@{FSMlsqfAdrU|1Cd*K!Pa*{f1nYp8_5NirIuX>d8NP^TxCet$jpI=Tdnj zNDf9RCITHCaON2n8zklxeBtY#G(Pv1$iPKHN^1QhVrJ+f%sVhJkP4^ae9r!iO|wYF z(Z;4>BisMf)Flg!IP!@ZuKZS9tXpk0SXRI2w>zWLIciNQ`?+SY>|=|~CPAkH9)g`p z2`t|tsQ>YpEBm-BhZ8!!71eE4^;emk?q;fkv%2VGVHthW&c#Kh6Ot*hrEA~gqRda_ zEMIPdQ72b@^N`l=c?9G5Hb<|OqffnNuxB9$&mQp?7oJ8E z*a-42M|TVWIdRE790E* zakF%P*BeIiwmJ_6vs-BLR7_!abaE0q8vRrH{#l=!nuIPEGh@F5lBM9cFRUm8iMK=Z zLfmOe1qB5;0mr?)cPm$mhx>bbZ0ziOPE4$<(x_JfH2E8t$nSreSkae-g(2JcSXZyF zTYdZDfJ~6M_9di>OiL~Kf4=%AE63BL%6uXH<#&NWemz6Oh1K4KJ+J1rwUtPYsk)qM zZg3Z?f456Q!6ni~`>9e0>WZ~EX=Pt* zBaypHL=RHWt2gidU!(BQ56TJL|9;K?`u(l@p9q$6oq8ujZEYgBYfyXec%kyi#_+Jf z`j{feLZiF2P}cd)ZSeJYPU)KxR}SUzVX>Ri;SF50W`S z*IUv2i#FghMt_m>8FLtHYI>TKzvJXbqbF!qai>ARQTO#fY7&2TY8_^)E*AX{D&Z8( zJLSz3L6^%-O+vcKMC=CNC^_BNm69#n!9$b$_Zv5gi?UY)oIn?PUX~iQ>fv{T^xrQM zzuhV~Y?fAU*{$jyy56{)nyYsOKSPH(+ixqo;6~42* z%@{F;?X#X{tpyD{o76sNyV*b6nJ$6(%{$g-onaq2)>#dvFD@>E_NewJv*}lweONkB zrB47g>|GrZ^Jb=gi_cM^az@b2{L*6J#R9g-;SbO_7;IZL_*&DELrd+Pk)2(oK%>`U zZ00a*jNZ$^Fszs{2v1K>xmb!xBS|F7*vS%Y zXHaWy&i8u4_(iZY-Ss+e9y|@#hi;)@kqez(ZRFUC&+mDujrYjsDF|+n}k8< z`mJ*U!4Fh!o$(>3zi48=!SpmV-1zzfjJ6IA?l;8mi*GRq5=CVle58;p2`=lZ;U6&% zUQrzm2_F#G^YHOGEw3KG;DlY0c zS5u~6Z#Q40nxhiG+7@_oN+Y9QT2hiB>R)&6cD_3c%xy*5=hy%EU+l}E4yN<&>?Yj> znAPez^64|;k3EbJD7B@Jm%R8`n3?;AhxzZSsY1{97wrF9D->wR#gK7<;|zV4KUi01 zZe)N!-ivtxy39(b=;X8?iiStwxB0a@lE{A80W|(G{74+YNy(eCzSITG;U}{Qkc#rO z&qaovL39sg3eL%X`!X(_z4JIAq2*@3Ig*e~5*01vFs1$Pns@t6R$c4&?>LZ&`FVSh znT-=e-?gOce@OgmQ)FahtiR4|d=01Y11q@oOF{bnX#XkiAcJNdYJv&t=at86s8Ee6 z_;FB)FYHi=h=_6q-LkcV{vs&B|L@oN+a=T_W>+6TsP$qo5=R4n?f&lIKIrZwhXxFQ z>p|;9a!QIZsBa|m%f3{ks3G6I_U5p~E~)UJO-@Yw-PUfOYjocL;ijjpjY8m&4p;$y zm?@8Ptm~uUlk4GFk>g*K_m}Xou`%I;mV`pvc-q=lt7<`nd?*gwbB9C&|L z5j;6P&7ohXw1i4;{@e6eA4*ZbQ;=|Eh__KbXwi%jJ5y!;r=xNtVaoz4!m^QVBLv`*tpKrG zS`vxZb3d>DG2vl=O3=~KW$-)4belyIaj4KIkicId1(K`miQ9AmIIDX4pQuW95nx4q zEcxr;!q|O~x2JXPr>Ll?b!F-XQh4XlayVs^L3uw%yFvR181mx^(xVNXL>y6tl3~F= zGTi}$<=tCz9~MoCTR9k&qx^s$Y@Iy6C+4;)PlfXh2J4$adZ;)9c31?7&_DA-6f{=6 z2Rl2Y*$KL;=ZyhZ$5ELB;(wR1q0m+UUBi;^hA9E*0Hs2?KqJM#O`(S!FssuaPq4qi zgq#;eo)UPJ+mckvfuE8OKeSD++6uG3ia1OH>0Pyiy~$3diuJ!+QJWw!SVL??qu$=#)(0I8N`!uJzDARypTl7awi#f zpjFskY8TH^(Jy=R(BifAb#`)CTU%RRp83{T0ce>N2y>+4w#1VY6l3VniPQX z_VvN{L2PvavsIR=VpkU0+9|C4JxOaEEr*gZh_?R$cQf6(y1FT!Fz-cQxgF~3Er5%& z);XVYeYy#>GtY*P%FX~!D281FG`gKJ0q1;R5F5WE2w2{f>Qwrj*_9R6q+A>QTT0Ib zFHUmq1G*y!I9gBRVX*tZ8{)P1MB$z9aG05x&^|~4cx=Dy=AiIhjdKwQIQ%1F9@F^% zG|)+H<3LZ)RDcKC(6ewbkBv8sOOkrO=0SggL=ykSa(_^&>YNt-UBLwVf(8h-nZ3RWHry+(v1SHFMAaJ8e`NaSUdSIs~!{Rxw3vx#{6PYw?zC#i5gcz`)zspwm3}Beb@`I_D*^b0kc_>YDcI=7C<{y||H4#|ZBP zxoT8p@#zSVsM7e+L)k+Sm-2<+`&<9>U4X5u6fCSYq%ktfX86dInyF-pdHRUmwb92IW?Zxd663koHpbq%(VD zr=mSuiC%8LIS>$%`FeZtl#~>}cUv zY{OfrVBMzU1N!}8xOnE_FCrr!)AfNg#bj1N^n%C#>H6F1WjJzeZ7mG;qJDK_BY{?7 z{IrpM{hNv%PD5Lp5oPtH39%J-8YhM@0;&0GJwvs6Be$tZ4>}2uVoM*;lQbn`W8WT% zqe8}rT*keP1oERG5T{_~;kpwbsWw0bBH#E4PS!U1%iZwdq<EK&!Z*TtoDo}R%dwaREO-FNOguQm<3p4-=MD#@S^77`jPLq58{tDYp z(l)vRn&}K|r>B{_B>OEVLx6ytpPe0vERBq~fIe?GgS6mi`19CNqaFsE8>x4Vx#&w` zN$Aa=bpSWbJ=>lPYNv!BB{27budMXi(+eE|f$%cq{Gj=utuq|^1l(=l%E)hvu4r6v zg~TZM*3)sq8+6Ri_9b#M6l&P$w)T)PU{Car?>3{0$P|1@jN!D@wqRGA`_;WgwGWg3_pA6-AP`R3Xcg`Ni*U5FTM;O4Zx7xW$^trX z-4p3mE+2OV`2xx2du-|iS!=vJ>IV#V98w@V&k zN-3RZ>+a^@9;_HrioUu&pLY%h)EmYn`@$tL4scpmqWk;+>kd3bl=Vk>E$bIv|0Z{&|mm2kZ%e(BO)_`)HhJPal)C z-vG4#yF%37upCBO!^bT7%YlzWw+cL=$yghIE&uiLR#8sd*#~E$FOlhD!F#F2_hfxIheJW5hr}rG44N~1F=HOv3cdhTI&veu z!P;pff1tC<3>vxdpMhG(q4WLEUj5Qym1TcL@U4BQnzHhsWs2cBa1dhNfKks9z5u%I z8vL2eZrJDgdj=(T57gA1gM)+J-HCdUtJMVX@g@vf0%-P*ivTDR!v5zDt(FwAaD6>J z_U7FxkfF;Si$q}TAGWF?5I*6<6Xaqm3)9mZE&?@ds^YgbFc=UyPbF;h?~Y=F4@D}J z(d+ff;^bEWh)fPA=j2dE%SP)*)!-h062D0^z#t;kL&e$2*@NdaS5sV2AQLPY5aTWT z=45|=pVxkB)8DyqjSvcbpqQGMteqQL8*6JvBF6gqC8|uuZ2>@|KBVzS>ybV$Fu6PW zVX;0SAw9RX0{a27P)2s2Iy>(kV-yV^Ws3&~u@dUH2erET-7{J9E>)Vtfij8G-`?Jy zsxTIpRRCq77VDw%EIHxWVS)E32Ov$3d<<@M^{=*oi8i)DaWGpQUbwZgVir2$Ic>P% z*7&BvC`(vAc}>*+{DC}}XWoP1FX8J5cxF8Uw<5=q1A+wj4BVz2Pg^rgL@4*dNS#Jx z=Wr$K7rgXURfoYat6o(Tv*~<)Te!866Kv$12P!QyMeLGGCniFq(`CNinLox*E>FE= z@c`QwGh9k8A4d1BrDIBc9R_W||6=j0upOz-rmC`Se?5 z$vNmG16U00#l^*KZFfMp2Y^`x#RHfs@S_UPZa2^o-N!E$!P}2tVfFAZ=h58a+SHAC z=k|qz3(^a$9B}bcRq5S{LY8SqC>mw(-=onyx!|jQV=qrnAn6tkf-c1G5aO~JtrVl# zqW+*JIs=FXS{&qRmjfT@-Fy*vR2@Cdjz1@Hrl9*e04O33qrVRamN)PFf##^%ZMkJ{ zh+qDBUjU3ky&4-(jIHxO-`?Ij)z3Fr0%?m!ucXuDu>}r&@I;L7j#DmvyARt}v=&nS zach+PIzr+L?(6et7UMr1*&18dzBoH`TxdFD%{1+er=w4>1+Ukr0kUM5KFI2TB`pA9 zGU8OfYZp#Y_EHj_{g2C=K<;4B&Z!dt|(`+-E3;5^iX{5*LraD5&QyH+K2XX9!z$}?; z0+t$xTwuLqbDBy5Q*x`F7eGBLihB#d{I}y!eSOkcxOSgs1U@w<7|}-PAKS}+ESIn zEO*hkZy|Cru4K8ab{TF!1ix%8luIojIx}c(1=mxFE$z`fA44;4?bmb)e3zY7C z7oO_G)Ks~CeR)&UH85(f9(3$Q`+cCn(z-wk@bR7M{Q=%DEG(?8tpTKXWoVd{9O&3} z9OXq3gKz@S;y7Oyc)1)7&}a?7lWLI`DZf)9tu2tmz}^_EBNKG900a*FLl5tC-x#_D zy=`|}dwqL}gidHe3sEuwi zu)u?E&!&O3ENb>o*!@1*@aM|UlMm7H=f^+Emh*FSL1!h#3%(m!pw{RP;z(XyT>*&@ z3rB#zSMq($mwURp4&xK3?mOB@?7Z4Ouz}2F6;Z z%7#t5SoT_1)E+c+aeDbiovwB9IMv@AE_b%JwgO@; zT~wJ#ENKIbw4RUGa0-71(Aqe8+AI}HLAO;PRC#-Ffivm{lF~dA^FQ4NuTlm)+LH;*<@8n5?6(+kd>^E zm8{=!s_y5xpXd3G-|P3!?|eP4*WGiuu5*0G`+dBR<9MF|CsgD&uBTs5K|!(cn1akn z3W`)n#sxMEkZ9eJ5ce{7a_0px!Z=(1nJ~If8eT@=1`X{dZ|L?)P{gC0G1$!XgJ}B;pAB4GToPjHCr|S7@eO74ob4(a zEuA<(qozU}!85rhPo88|iMk&amg_X4Lsl8374&;&qWk3Bk+kTIZw6;ZJ3C9Ce_YbsG8cInsKUxXY8AoCc%pv&Ams^{P@gZrqqkx9{WY&@$ZqdAy2A%I1@I z^#$I@+BH-RF5Lla+kL5nUshBU=%$zZZPIVCsZUTAC(jJG)Mp!idUiQQE8_qsXI9%t zVPRp6=MPf{ha6|xJtOyO`Z9{Yy&kB4Y$+H?E=$8r?033UnA323 zQIl2v%wXftJ9(yP9s}tz&xQ5t*VB8FmKJBq)Dx7dYik!~%9fO6oI70mtC+mREt;Ps zsXwMsJ96atO{qnfdS#(0{JJ^wJV{ecP3?SDaP6yC!k+U5Px`z3m~f6I%j}j98TwuW z@8hl7pDy$r^eSAKZd8E)s)RSruEL99$LD(!&ggjj|B`g))W-p zA1-uP1dNZ5cermopliZUe}>!p)2B~5`Kf$-d`)R*@-NMPTeV?p^N169G4p(tRY&n` zn3kUFw`#VXF5jwev#Eyj_KkIwm-}wyi>#HIe1H7lNJokL>pL7$^JC?&!?*(2B_tLS zBCQmUACD9;zx%jrnitif4`{qP|mU~Z=`&aRPjWe zSjoXwi~>o*{qDVcLU~-cV;qNdE`7T`6PBJj++(;F^(AI1o@YpmTaZ+8q-D;*TTC9Zlc1@pMd_ux{*_6ho zW{t^JyWEGdNIP;&Z@*18CX<%tI+w(q)BGrRNXzV%yS|<0ocBx;^WMGMcSk;?wZ$Iw z6Bi>k$kIU|Lv53sW*CM8j; z=q)iW>Nto-KR;(9%+Mir_JEeQw)TY!kBrHf04De0Ow;;=bpiQL-WScxP`^kUZOJxn za@|5^v_67`R=yW8!sHK@4h+Uf>#NYckzTj_{r!zeuAi|MkNQ#`3Rfa6U;&#pxL%h# zZ(_n;WvlYIKKu5?ma(z1Qd}$*wUKIRV zDk@ae8yQ6#vOk5(J)E7NAd95i+7Fe^e>=|XhTk`sL`p%y z_o0k3lDMm#rsjtaX=kopxnlKnfHkEtB0N0&)~)wr6REm|cGz^cS(Qa?yDP9K`<;qL zvE;8^yOvS5_#-8w^jmuPy?Zl6+}gqSa=>Aigd0B}U;W${gc>H#?_HCVleBCq79GVR zVq%d!1;LDBR7{e^IXOA*Gha);$6_Gq*E<*EKhM_ea_tQj>To%lrYSYmppKEBL(K4{ z-0}X}w(F|6$(Pr6^!4>2%zVGCDygleHr}AF+Bln9F!sSJxJNu=bUM$lGO(ecfrwQe zKPG2~^p}2oy1L0}q;;yzy3F$X@k(6ge>mtfyp|S&w(b{2%xbYHbr^V`d@7~5b3T+r zs?-14kfh#GyTdnJ!2E;HhHa^uL!o=+Syf58L-XxL&YjpIh|}9CYwjJ~v}u#IhW*cL zd4I4(OvGYmx-|BDa-d${Z6H1_j`?&n&!0bj{5Y8;F*jMSN{$w5I>&Rt$mn(7x7C6~6vtsQg|X_6 zUdP7Ds+0Diujbx{%E?KG+tm)ad4~=iaw_t87bi=SC~_XHtE~;I_ViM2?XC8MFM1G#)FyFE959xXt2f4T==vMymM{-I^N^&yg z>T+CIfc{4R2{W_g77Iz&Z`kCE3v&U9)}5s?bhNazJ9fB^eL6CFd$hAmNopZ0bGS*hc#l_`!dd|I#J<1zy@v*>`&*+VUips7-hSzHPnBx)? z6T7<&M?YimW$1S9JTCL@-8+)Ru2rj6#m2_2_jzHJ-_$v;NWFZJ3{RXmk#E%=yi39? zyCq`5o)C!f*v5SONg2KF$; z(e=`G+`Z(jK|cP2sk<4H%Vxvwa%*R~O_`}4;@~jFn!~PrT~}u{ylKOJ?~B^eD#rZu zKC{%j1-9=Fh*W5hjTbe}^<;Bmd4K3~|9O{EZ-Wnf*PAmHx@lRGs6y#EC^t8(T*+d) zefNNQ{`rRZjTBn5X3Zu>(VP#xHrARcxy8le{QMg1Teobv zK`-#S=n7AXxRg}P;(eh5!{hz|0f)9zIu$KM)MjYtEFb2^PEJmmnwnQV6-=}lsxU`k z_wI>Bt7M+PEPBqHC0(k<>{PONia<*Af{)HkI_4ek_AztJzrXi_ja^oeky+s6_T7nV zRx5P#9Dd(qRrRXN=Ixg3Z;Wd>A%w z{#3#}`{2k`e|A2;+x`GJ$oO+JqoW?amshS?FQ3u!dkf4~s1{%3Z4v6c#CPFUh&%9O zlfKuK4+o*OV zzq2Fu=$cqzvxY=q9*>Dyp^X+)Kd1ezQn#vr*V4iao6`L!o(n(TzI_WI;WnLdI+K}` zlar5c0uff!agdJs#!ext`S0UMn0onE(I?oXq`aPAS(R-})?}x{y~haKc0VyFPf!Z) zc9of*YSJ&8>2P=c`mxZaOFB(c%zb+Jq5RE+$B%{nu{Q%^Ts9o6CGi*_<ODaJPQUAA`_G&UuF#>$M)An&vm$uj*E{b2^!Z$1qKGPkz5R0b4>An!f|K7O%n1G z-@f^7Vk$*m$7XD^%3nglKUh3=Wz5_8XvFe9Iy_X#b6qb(i!+Qj{JXkG8%?-U!U^^q z9m~jK;{m54OTja?wwcb|ElS;N9ed@2i(B_ReD@u}`$K0`|14$^S+C=%jt^4F$4e8n z%2q$eFO9mK2PjD+rSSj&uH7t8z#pXk5hwS^;gh}wbnAVv`#8hy9XR`~k<9Md4TMDF zaLs^ny{ul(wh@bR-T*s)PT62-Y2J5xD0W-AmFT5u?xgg+b&DqRys7ziUjyyDjb72z zJ9g}#r%!Gg3JMIoWG78Pj1zw4GWX~L?J~4F2S^pcMMXux zn3GA9jqAn}e+H49BfQ~n`s@N2SLJBpPW_Ir+&#W}IlAN}rKw!=-TJ9bO8mYV9?J2{ z@rLJCTN zgaKtGrJNQE8KgI+`1tsR9;PK>hc9oHh1&0sNP2pDr3U4zW4n+;ka_@d&#J4R=cmsQ zw@+KoXIzKnCe-QLAB}Z3In*?YAe@qvq+RTCh+6qRk3sdVeKDw=aA&AG0TMc%eJXMo zz{SfL#9esy?^kBMy)Y58G!G=RnsWPL8TdNmt2C zN2G}TXUsuBVsi3pHjlL<3MWs}kSD6Es}0xu;n*XrlF?+(P`RCL#ieph3tJ(JuN9=$>qT}laV@5A+;(-ZB z{ebVxbg1{fIEXTN&D$~$zK;)T8<{SxDY0nDTDiv4>-j5`1N*lgzi^?qu}(Kd`rNq( z)fe0VS|zqDj^Fg6+p=Yy`da|~GShlia;z7sf{n#JB`Cn^AFFbODF*j!_dTYhgdNdS zb(1Y_v}|c{VWzW;_sL_DTe3iDQ(B#rlr+`-J9iqIvkj7e!i8rSU$}1!+Ql!)>u53g z;EZwLC@92_nA)-g{!P%mD;ejVYN<{h94suhfQij0l@mEma&mIVjvbRQ zo=)ev@M`l7xoo6Ca*OAW0k#soPDJ0k7uD6(%jUj{sg@&+@$-B?bpGZ1sMnHxQ9DDG zErWB{3m?>W03oz$Mn<1eej3$AGy*HVoKg_;uGqP}xIU>4`U^X{tTBjGU$bi8S$rx7xsc(vx5Z% z!d=oG1`RP}_YIpi#qb#iw_D|(=5{J-A8>HOPC9TP*k8|mB=@G|k1t7&NuqYW3VM1S zd}Q(ZXZCq(?w`Z9c4TLMZ=)O9Y@nbR+O%}}?H-D^P8|GCYXVn1O=+}<(5bK7yLazR zMlm^=)mNVnIOusTOj+f(6(~CTjIxpRtviZc0|Ek6C1-orFkP|%=G%WJ zuYt*4>@qPh}VDKBW>~SXCi=j$Ui| zY-?+ql$3xKmzrWCV@YzS{EnN_IkVJ#JN7yCrZ7m!8|eK7&&e zw{G1+Frra&a+(JDQH=7K0H4^goMA+5-2T+j9Wf@-X3N8O!WgDaQu9yLAFE&)-L1ZW zKkgJTYlwF4I3`1sPFTRGWO|5UM#5tdvWj}VhdeR#A@e39h`mYFpv&5ApNZS*r(?xHWBcEQT%!eP>s;OLlpP_(qbI5 zfNBCUH7h$ivdQah-MLft0p(ZXY5Z2)5=I;`@MfV}MtK3ZUnPI`WKP}e*&pp}WNh4K zkq4G*df2svua_)2mpb-&1e6wFumtk*3(qcr_Nl1Cy7hQIP&`jgb8p$Qg(yhv$rAk{ zlNe}}YK;vI#61r;XOd3U2C(z;+F=k*ojL_F;u6NmyrgRG=}`KaY@-{`&*2OhL1Gc0 z(g`s6{3d+Ord|B>HyRroiPHk2h%0w^&W&8T@<)DKdtgV;NZYB}*ntq2;|z-`VZ@VE z+J5vN8^gc0NvN?gmoyu!eKfZ2mWH3g4Z7892QROjjR?0v+&^Z??poKotm}zXR65w z0aiLaym`+L=RC=B$o5~uB$hzu@uZ)85(lYaLsOkFPrh})!-GE&*;6?4pqStatwx8Gi3@T z<-wB4Te=5k(s_XRK7P~sy^APy5lO0%<7p)+hMmlAqj&57iuhle)wU~6WirqbnwDaOAu zxzrb?bCp^|`NKzXk$) z;(@TRX4NVJbxUU^Bp5CHm_kb07Km&Ct_;<>QTA+a^=;H+i4)hv$x9>FUhcr-H8@_s z)^q7v#q9Pa)~_x`N?%)h7F-JoFV#NOgJE1+^pw645fKP}4nrSm?Y{sfh`UWDR$q8s zQ*$QM&}Zhx3{nbU_$W4EZEbB@V&dsSyLgrUs!`U~)tAUW%l5INiU6`h(VXk3#C2(o zVUf9ZztX3HO04RfVTg>_c*BS^+{42iB}FxTqV}J!KW+t;$)-x;wjfY8{t+eWm|SaA z^!4e`l`B`$oxX+h83RrjeCw^wZ+B{QA1&FoV~2>%r)Q62Jf9+JY}j_-O)ug- z6~tai1Tb(58@6)uY^PL}n7Wf8`dIn*g0o~wIgzwi?1R31`Uj_yo&nKK`#KhzzV%3n zaVPvBpW`U(%{r5@LrGcrhE4yh)Y2>&m+*-OT4B9i4Gf=rN<-t%KmUBy_YJis=%#hF ztPEmK*Zq;xAG@h|B0ykZqWnGQ$E%LrW|f$3J`aSJnx4)Y2U4cPvFWUI_X3zRbN-0l z-rm5#^~|k^!@#6WV43zEzq|Pz_Ki<=^@S`De|`P^sAC;~L0_o&mD^%_wOI%nbW8!W z+^i__{I!`MjHt^yF)V)mz$$c)gYKx_LZ?8=2+936$HBRXMsP1Qn>X`doPoeS5Z#*I z=xkhl)XM5B#{I|hHB5+t4?%m8UL)#1eDZu^9t_eOqwEkz+IJ|ktP8qU8@Ru@e+Xzb zEjigx`>sFOl1;nBh0i^s==y>jsOK@&2!`3sD$NDws76f5sHh=)w zhKHNS>D4E@B7Vi@!)?YKg*onDm8Y6QQ*y6tueER4O^QAfKx#Ff*JXY@ax5V9}a0 zKu9I{ZA~A&sKXZmi69`xNO_U`Ed<*ltxIPIQ!+F)G_aEgeYWX^R9^rC$s7l9f~ev_ ztpNaBQc!pmC1RhIl@)OtONI#BL?Q-;|Bf&)F)=aawgBE6I?x2pZQcHK%GztL?aHbR zrFarNu zW2B@|=L70h*iWJYzg2zVVCi?m)2Ev;;Z@gnKthw2k(HGNBtb5*Q&Lj8c(D%@uMx1& z8wJEctcuB(JFU5O3wVTu3!Xf&!4?D9*%JrSq!wIeI2iij%qq{>zI!MH8|U^JQ|#yD z;6PnSWUrN%pV~4!ZWO63a4vD5)*y^y03&ZMHL8L_5P`&@I;t4pE=xDq5>+z_u zrUL32TeGu#drjT{i!7rL*8PN^G_zRE-5^HaM|44q-VG0qf&sPHxn5YLNtEr3%NT)} z<-euzWkFB$~yJnAuuV~=Bw+ixh(O#L%)F9$?Nf961Y(ON^lJsfH> zQ2`h<x`tN!q2X($`N$*^gnW1P^#b%-NQ*Y~U6nh}=QbRz55Rm*@E`L1DPWMpM!bvyF$qem_@ z)&}M0ksE;Vq9i?@RvO~UB#-G9(BatFtn$(_SJ!MR1;GWKB$mM5od_kM_5G+AMcpP% zy1ooHreG)S&;R&7>UhopBJw|=@(b`(W2YjP#s%sT=GQc0lmi4K!+%@%fIfx|B>|AQ z^gUGpYwlc~===BCd)tt^wYBdpxJ{SNoh>_X_Ngw4Fg)wlKoJoU0|SGJesaGnsejg& zEK=5Y_e@|=5H{{!x=r9}P>F&+*&rKPn+KSNjIo-Ow(;<95cmF$Vjn`~y<4|d%&E0_!?HV9rvz~tz{sH7cMBaIf5BPC1l5@IMza`b))f^MKqV;3 zhO)_$MP0r-T}VRPDQ`%efxfIl5+5i$N(v7ja1aHL2w)h1@k8?Bm& ziHWSN&&-~y&v$=p-ge>QMWinlR#xQ0yv!qcazCfZBS5ry#8qZZMX-$Mt$-^5oQDd3 zY{D)xxp5_+d*=z|#wTXIr}jU7e#nHMKy815yoMC@=+UF+BZI6T_umW%m_@0C2)laI zuBgyZwV@rOz99WLxwulw>dxPkNT?sUz#HB+f?B=9FTEvCvo6zdFrv zkmS2ZLZ#_c?_3q1*hFk_6CchD(w=RumS=WGDFD(43j5x_e;-9#>Ee%}TJqB!zM<6@ zWcV>5vO!xjxryM5g7U^iZBoDa#mbGbCzH|(zs&+4_yqJFxR>%_pSbMR=bLxz81P8^ zAYl_(%c`56Nu77{H$W+QW!Bu}Q+bcfmLb0~#Z}Dy^BcGw?(ILLdHVEs&~W^Ve|r5u z?t82p$!cNUmRFnYg}qYbG-CF`{2AryqYe%Z3y$=>jq}(Ms3&J68&Cp*f~!*}65)ZS z=Cx-yepfF02eFGYG*jSOuyu5tLXjMCiG&nSh)B**NRTc>QEEVi1$7PS`@MyrmX?-K z*EOglV9`rvb``bj4V5|^O^C2YhD2N_!NQpS+J0OH7=7qt;l#@uJ0%2qdV1QeoW;V8 zRen7rg-!=s%%!+SGb|1>-f*avO*yx9VV!`e1j=&WcjHc8US6njQQ_f*D1&qwMV*ET z6vcd!oeroUyC=T|dZg<_7~A}8e~dnG)!3Mg>Us|#<~FM$OIS}>Zx0|MvEJr@W@)h9 zAbGY?Ph%QM6!g90?6*FG+HM;m>SRyU>Zp|5IVrdEeEL4#15lwn_xucFu?pq#mO1<< zfs}Vz7iWSi0OiErFOChl2v@XSZJmS_6eDY*#I-KlNJ$yRZ~C5yez_c9v90;H zQ}(=EC`_13)y{rnL<|TJVRMFlnXkNn>H9}0#^WD9KB!+hkNpg4d{R=>>SF;;me*x` zb(-rx*OR+4hzwv}Laa>WAHq(*>)Y!OF zutDF?U^}!{>k+F|jD<*a9UzcEnrlts1o>vjO4fb*1g0&113!u~0?HAOhxPtrl!gpl z>|0+AsEsdW#}zjI0!~>!E((g{gJ#>ckswRab53nx$^eP>MgC2 zM%c|cONfm_vmj*|%SifH2>5rHF^@;-zTzn>!5}=61+^GO(h+yx^pi1P$@9oD$)18OqipNb*MN8KW){nY!|*dl9jH75Y*1WQ^ z^3<_6Zx5f={aO1Tz9ilH@d5`22NwGl>Zy^ora6tRLHj@qXJwsax9TiiK1ye3L#e-w4Hi#WYPUe8~d`h~gFsZmmco_Gqro2(7Ak z=>7Y`h;@1;Zb!u zrShg^deS{_UDRtc^|H7?bMdTp?g9E6Mi6$NKPNafFwmx_AEwZJy<1gLF^>uXt`tCs zx>v6XT6?-dC3pe5#&|8dejK+l_?d@lwzDdw?9Xqhz?!*xwn%aA3e^hl5A65ZOII{% zY)p~UYqXa*v2ojxXBX)b!&%3Q8xQI zlHgpgZjv=>K*yXtXQbDg3rd}ZF&`bnl$JuU0`A(RP5KoNKZE^hAm-rK75AJeJ8 zvG#%1zBU4Z-gTOc@8IgdV3WfGt+_*pEGYaJ@pwZ0fp7W$IiFk`>t0PBGHsoVA$%1& zX-){VAmz9;Q%&BB`1`|Iw**-Q0skx^(_u>XGBcxo69#de-J*N;>_`#>;aupW04vHQ z@xl+5HYPi|Gt4^5yq1vk7^OTvS_tYtbufj1j(|3m{uVh08=iAR=6{eVrIz1#L#A{(lA8Bd_zsXxD!eE^)O`Jbm?(bDKN1P9u5Hao;CzLr7 zU?=@HG3~-vvC;$B1qGc@&d5Eqh0Ka^`H-rOJKqIERC(9th_dmQJFz5ZhqK94Ky_7& z&Z)YExB6#KrD(2`kA%Yfpk1+N_A6^W2Wd$fWy9VZ>?HOzWWl8s;LG1CA#LcLJNF6Z z6M~N;DDmq49TIMnU?fy!2-_IR=D^#bDM&*yIZ&_2bwS$>zO1SenhkvWgK`J2%z=CE zfgsN{Q;2*eZHqa>egoSsZ9Dnpoj6(Q$CroFhgex(TIIVR^eIEg0BvY+`SNF>jGuJh z3ns&m-N8MRZW2`iOCvN5>p=MZYu3;y(bWB~6sPBGdyedQYNR5}?T6UQ1jRUg6Ok;DpF}0U@dBI%rBswC(OfV9V zcEIC~|BvaBw)tP-grb(MaGf9mCft@D;3NInMMWe0*KgQR!bL|%cg@$AlWu)c`>rip zPQiodp^?b2b0>bQ6$m)v?>|O(R08}jYQIsx#TwkhBYM&oWcm(b4~Hwg%pK6aaO1_e z`0)zrW3j6Lo>oJYSbJPcEmi%thQ7_TEO6i9OKsHPK04{C_*CuD)X-;w63@C&jUl?b z|BM{Ci3qR+kEPuCO%jIl0$o z#T7T0F6y*avV62SpQ#tX#6!8)0pZ86s{0^iIXhjTP9aI`YsUN^}^fz9@ zH+#mVFsjmU4|Dv@~z)UumeVEdyn3zsXDd&FTNXxD7v&$WkvPp~J5#7GK`USFq4t$Hk0<9&B0OUNZq@ zI(KoiTgHYC_FJcQm6J3UQN#c`7EOIPQ*uv~3-$H>{Ue=aWzKz2G*P~;Z$n(6TDulS zwqO4j!kMCw`1Z~3rD}Oui50Y9ba__+YQ=Q%AApar0HOXn!X8X75ZFHpdP$f4<;$0P zv&>)N!XXD0M79)ry4=jK=-LuZC_M$j!8Vqw1hL!7?-9V-jfEHZh0o{TVDUEgDaB$NwV@pTR z&(FiA`i3NNCicW|XPFlYPSAOgycYv`QXb91!qu8aP%MV4Hdt3SrN1u)!$Lu!a|7r4 z<~XjQps3iIbup;LA{{h&=_OYl;8HPzK!uAVTHBISH`?Z{5fSvHpm zVRncyf;ZE2T9x94_x}TOd#-MYYz&cU#z){m zVaTHAyZxlLhT!%1$%J&ZeR}~aXO!h5h;bI*T;*==@__C@`wk~BVT;-Ta%RK&^^oV| zzkK-u$q#`1CX%Z&`&ti)wVAH(fyZh`73VBnt9VK zAD3uo8eZ^FR@qXP`!o78HO}_Szglto)-8H>!SI`LzuG;#MSt112qjnP$qEW@(aC*- z=koih88@SrRA61tnrzW*S1_{Tr+92rMHnOA`t@hzx6O?$%b4rmDa6r*J`4$=gN{jY zxcr|^`0r&Uq~YH?^KWJBe;|w>B?8lklRIJWP&RSLq8@24%17SCx&}Q#;7GZL)Kq=F zy~QZXrgEZ%tap(omVPvq(R&tB@0A<7=MJH?glit|W4I5lH=04*-!5QwXC@Zt3M)@j zOY2@(*nXWHg)~i}Ck9+smOURQWbV}1$`ahRtc-}v7urpDDDSc@TelM1p+CmU%Ay=I zPY6aJ|HH*yzafXfCiNcsbIqDHLQiJzaH#u#f!o=7*zvJaIPdpOSXR@){cx3^&9fjJ zAPE0?U=~66t@jfSZhPuzj;!<*;T-~k5khv1$F%lQdTIC2J9jE3F4@^-HD5m5{!_26 z3SeB@u<^eXtjCTi#GT*_Q?`OU*a411cf@4Dxp;1Rq-J71&$10>HJ)>aqaA-q2jpE{ z!846n-7wC0A(xQyU_d!rda3Y4l(=hFO<&+mNXyV{GTKH|l$45%j(Vm12WI50-PfP` zX{$vZ^m?#i(HFH1ywI`{GK5;9-Y^rzPRa)jdmrg>!XOOGvBO6WN%}gIlpcGBUCn-U5520crVa$* z9o=rlBxLnbVCRP{6lE~msYVKpptfSYZHj7Py^rBD?-dA(Lg7l_psoi6O=yr1c)&uY zX`0*Gj>8)|>E2RQN|FV5*TJIm!%qt1iw!b2lgDJJvkws{!RY0Gw5!4A zCsIZ*YhsqIIfNXDCJX!$CogV2h2J`0g%I9<_*-t=7z2IMR$zM`^bpEZHsy$3k27Ly zY;2GwNO{n`kXAvm5Y`8!Y4>_8!(WUv!vfRT0R-NPz@ zoqDFPLiQj)%%ML()civ#)MKpYFJQ*u$m;_0iH9Bzf4&I!X(^h72=5x4f|C`rs!^~& zPE3j^P$xtjXD|v~jv;@Sq&mxJthfIQrcSq162X&HIHQMzk5Bz{@9_NW1g>8?qulP65CO*iPX8>T;ywSb zrE^xKer%=z5x41KZG-NaF!frfaUF0gLU_4|A`hZGMhHCzmu*bY<0MWVau8MRL&BR7 z?}Wh53@^bO$b-e_zk>wTNzh0Lu`nBbZS3p{?CCnW0G8Nt>ncIF-s*QXXvssl zo~E6hP{-7{lc3eSJKHNJZgby_O#jy8I>#SuLjO+qw=+Y|twd5pr0_#+HX1@$*x1}v zWj~nkOACy;$D#@a`g&1&dQ+^<%6`t83t0^f8sv|r%sRPdVM?q!c`x`IlN(93P_Oe9 z<8{hBON?*MIPG_Jb%m$`sOAX-iXH;Ym)GPMwLK*noj|MBf{{LvBdGNg)6=K*4EG;8 zWD8@Oqacz|6y_647S@+VpfGGacT`PlH*6^Syv5_ov&$=i{9a6Baf8=4KKm4oY8o{q zrR$rCc)0|tBbeQ1_Gdae|AGS`<*!`5YMwUAh)R)xfv}Uel-ov~sGWQ14pWPb&69po z^5MjUlS%Y;Qy?!2b)l<6-LdfV_5ILl9}m%h8AZp`@OVe*t+tUxXbyzg5OheS)l&|B z{v1-$z#n%nV!`KJtl8=#9a}#D(Fe64?B^ubH&#`lH?TrJynqha|HRi-oAg?Q2BDJ0aCU1cG-p%G3CV`Hd<2&FTM=VVwk zidroPbv{}VbkNwJx#y5VK!pHfH(9`ypqA3;2Ij$KTIoJdmsyy3U$0_(7PyBd-Tq71 zORKLM^!CB#9q}Y@7Nj;x?VAiD(lXl)=)S6}o1Sl=ELV!)H|=?OL)sQ`2K|g*;Qi?L zJINV_%Cyv|{4>l&?l9nhJ!-pVoVRnsamAk`XHEz_SfI+%P&mMSfOgCo^NbQunlW&w z=x4`1KldGc(&8-HOOzoPgCzOw)n1etT1672_!TmL8W>U`At6rAL98mOb?auq=t*pO z>Nw;CZP-1~DBBfg57aC3FdU#Ss?Q^th|bt4XiPE8M0|5Xb>t}dc>!q$$Qi`dGpl?8 zOb|2~p6^THZ9+EQ!lemQ4Q@{el{2s~Nxq6uFtET}M_O}X1;|o)d z3lQ{@o}X)msq>u)gMgU^E<+e5-`HPaGWdrfv0#9EE?tgq;igc~AJp;GwR;t5|GiRe z%F_~Hi^D2rlyGaX%J1*%J3G6}dbIDOSxMEIBn`q4B=;~gF0LC)>3y_Iq=`)I!dRhg z;;fZbdaV%#AJufb_llL`^7eLi-)n$|K7zg!C%YeG5@9OIGq!FBQ5y)q&l7-b`CnZOm(;b(aMJf6y&HypkPfMV`ciH;E8 zj%zb6?tw%%GbvQkuwpH#A7uYA8BaI|~B?RT+L zXltSItC&-~^_nmKUu=wmF)nkj0Zq)>qpc2Uv36MAw5GM5fBMsKXtGKUVjIXzEZ6G3 zZ`dl<*nFrzZ#Ew}a`iXNG+Cv@S`RDgY*?XipvZ4FYAJ(dYj(DhWXd|UM|1m<<4HGBJE<* z%80;=+Ng+9vb%N=dj3&*va?XQ%J}>?XfBMVGUGBLE_t(rTpJ=BS(~7l0uS?XMa7EX zRXX9XUMbwYXjyt@c=azYWzG?Js}NTUtVbi&vofogh$JR<0xgp_E_YhVT@_f z;de~5>~<|pOjHUHMN2(En%^`Pnv75Z+&OI<4Qu^J;Ub zLRGDdnvAT>8E^{BaEGHaWZ7goxLKC2-yx!s>gY*u1(m@^PX7Ai?@Ik2Le~F9#ql?X zYnQ~bVRJ9#`4jBlES4RtN^uNvibSQO^p8r%Ta7x^OmMs+lKixKH1YNt_7*CAq zKf7j^`vV$c52~#xlDPTB8_y@ttHz_YFX8kuS5EQv@Ur6Q_@#WJscpo=MGwYv79SH9 zwZKk>2|_z zKP7F#$*{;;!!^u%&QwqxHv8{}dASvLaI-R9pB;z4T_sqcNf}ONF11WN=b!&vKHAWd zRkKc8b-NO_U|X4b|Ca%OUo^zH{mq;-PHTNbZsMlb{CQ-d)mJa~&w>aWCCIw@KIpc6 zXD=Jv*UmONTVV6tEEg`E3lP9_>xg$7{9S$-llw(=QJ7GTZ_`5C0@1yE@a)q&VPOJx zy|1{qnl19s?&}_ij>WkzP`eL-#vrV#KvzUR5hwsxl0ML#4gY_mnV2a2X7x2yV^4gU za$_EB%FvH?E>>o(Z*0XI51L1&fk0iS;e{0w64GLwTTod90r4MNSc^R&^ox^GEC_w+ zzqYl?HcBs}UwFLi>=jY?-K|7xN>kn`8EX?G$sgw`W7?G7O!KcqJ!QybZrdRmyJs+n zycDGKN-k`-I(VS;Wst%JUTsJ-VRKNLs0wvUFI3ZzNl+-j#~PrrkRB(we_DFPZEco*94cW3~{&+SCXm7vJi_he8*|S;P)<+7qBMrGvk2@4BzbEle0 zF%m+-<;#~T%Yj0F^@UpPtr}TJ38ODnImJSkpOoOEvE%ydV|E{N^lwlw@P4ohdIET1 z{UXM_(JDkjxE=sv|q*S-@1Xg1z`;g1JToq zu2~Z7soj7~z|nvT9%I>;Gi({ECW@b*GqEnC(%JC0riq^n^pDn&?Lds0<+)iEZDzTs z)`9ic6V1tZPlT)1=7f9w{r&Y!6EA%vcEK-=wj8T`{p{H=^qt}`A3>kg$cXA0F6Qf0 zs}-_{%)jFA%^3scG3R?-4?3RDy;9j&Y?|AOw-x|@$GUtU>+<&Y1}=8tq@?Hf_s1Je z0uo`EhHngw>>bA2g>4?#Oh)|GK&|>dApc|%ULernuIJjf#n(X4vXzAnFVE<=5yryl zN*aS+{JFoMXfKeqt&I>M%qTF&UF*hMDljP1pcMGgLwdLr&>=N?tP91}!h1vFL>@D`3=W_r*MsIQ1#A{hQ+4N&8w7KLpz z?F2g(xfEJ`PHZP-F|Frn;qMhOr1I&L0Cnk3wMZfdVTC_lje%ywJ;K8G4Yrd#N&PqEdLX7Q_1)7a-sd5I zIb=o85|Z5rbYO!q=@Fh_@rjbz%YT8f2G#mnr#`drGR7P3VRJ{QtzolwV(0oUl)## z2y-FGx~r=|D-pD9HRr>c$mRzVcz0`9>b1nZ$chF+;Be zBpU)U8M_&lfmvp83X08Dwc=hejc$Bo!fy0Y>5iO3HrnwB#Ra`WxSYJKEUJpNZ78)6 zxj%v7Biv<3i59S4O8TSGSB8cFV{*vhk7TGTX=7Ezf1-qj)C%+-fEA^suF1mf^-b_mMyRK1cP$jUDkiGC3wpSt+Jl^~Az)QTw=Q`oX=3HzD_p_I2Q;0262c`wmWNmXjVI z`v27weuq1AWk`gPlY+9T)y8j@So=&^R=Rq6L{QTA`L!G0PV;k(6P6o-Vbn2C{x!GW z^4SRyWz((ZsBiY}?U7oVRn^lY)%1One2R+wb0t=F+`zvziHr3AY7#$@O*0Cr9y}lH z&^Q`IuMzT~POhYQXS(L;KM^a8D+R%yP z#A7@q_P+<1ivHTj{uE*uiKF$t(f)L_D`@BiJJ~6@$1(&Dt;N^Sna5o{92;6h=G|{d=!?d zxPRzcvz&PPkUPxG8>_-N{NBPVC#kX1slx%v+vi=QF_>;QXuo z76sOaR6+=8Ov`nBU43wB@;5>=&LLQJNEtocT!^43`L> z4-wn+8s}l7-z53{f$o8fvIyze`$)+Fv}_UdXiD@aYg&FPAr0keZVlRgJ?2jI_xOad zsB()`j;ALga*q$&;MN~(G@E1`g>??<`z5r{4>e_Uf*l}Cb-D%TGEe)n@7}!|RzKi@ z^DnQ5^B7!dxAKAzIlq|?X3EVSee7aS*>cW!X~yTCqT8V|x=oC^)4l~>jPZWlq4x*n zltw`LY%~g>KJK$axefDTcFQ%({5FCZ0UsjB!*gO-Vc|a+PRZ&D|EtCg$Z-USTKBW@ zZ>M1VV-OT*FCIhNio;;T0JbamL3g5+8Wbho^JWIF4jErrct4Utl`O+KDNG(1dB_qLD2PfwIO#BCIK1;7zY9wFwdW3(=N28C#ivu}`vSca z|J?DIXPds=hwYVAM2ORoSeE3x3{SgWD2o&cyX${Nlr`+a!i5y>En@8Wf=T;w757PX zMJS^WmW+Sss+Uunf3C<4%a!MRKM6O=XbQQXAl==fgd zQ74zc##P3$l*Ha?^~F~Z{~zjQ%(xO4iL)0;m0gq9NJq-P(-+3H)N(R{%Si@*cspod zEAaQeQR>U}hTKvmORpDdbR_9akNV+j{F_OCwVys@?HDh`Yu{*SX@`=YP0Rxuf5^H0 z8%ga@Rw^dEtI%nRNb8q9jp5tn5~yxsN2K<-s-$QyuRDr}#DIVqG+URVbEMN3Yvq0D z%ZYa71aO2YE&f4#g)G@<$ae(!shp> z?F8;nT*Kf{nQ^;J#gnHh60)kxt!xpiiAnON%Zz$a^om`>P?iXuZ7Zt8GDnFE1FmugwUnTryh$x+fRyd`jJ71dDt##8 zxS3ky&CB<1n2!BXn6EF!5=UNJD0s)exAnw<-B0+9l=#OH{ zg%rbYdQwp_(0LW9AM9=O@E9JC!AHjF?tWN+j&W=qec$>;hRDST!8eZa_ZtUos~eqf z+M|2;L5Sl9jXj4bxvG>w*O`>y%xK;NcuyjAW6t$b{#d5n^}GJa>5vUSxmS~A|5fK^ ze`nf>IYoZ)(eC!{&Ms^olPoM_xG+nph}D(;S~p_n1652}-z@X$`ag83+)sT?dJud} zI&<)aTKCyyAn=w!`B*VtrRV^}gc>JC9>1iqX66hS7+`Wr?phtW~mg{W-6p7 zY{Yk0@KN5EmkNYbx)>Ya@9x&grx&B00m?BY+Vwbeap zHPOAbcq2tJ;fg)}*L}8(YVqslGZ&N6vW|2H;FJow>K#2dwmF05OGyYA{BC^NVC4%j z|7{!aw;T^V8Fsslz`dy~=W~U_am9NHDBl{y%Gx1Lo)bjw@!qN)?H=g7v}ncYSA9a= z?$}2HpgpiO?|#n>&+X|%A6^Fzy<%YujM zj6WBbIkIPNFl>8Y;es{c2R=gEH3Z@m7!e>E;WdcTK16|17bOCFLkp~e#5=;!zV}VM z%&d_!hJOu(Nq(R|KZ6#F)Am~@d#Aj1FHZnh+zECVcd79l+0e&tNm_s#=HqW>c+k$;}0 z*Bce;4NLY#z77~M@kT*2`B5l*0JTt}w20;c2{AEu=xfsB!D3%SYWj}f zm2^c8r%J~MD27y@x|^jNnWs(Zj%=jgGSJ348s%#pR9OX|&X z*ZU1S5n6Dx{3*^;6aUU^jY~0nXZ&|&E3UnxvQPA}rdRw4f5sqq7M}4SEKv)#s-q1-7s?ofS_tg4UeaT1!9B~}c_SlDN6hio z3}M>xW)05UjXHJk0yA$hBIR!m4|rW`lzBe1f=%HhtgyMO6=g3?{PlKpY z|BF|+ZPl+l+_^*e3bI>t)zmW4UIB4!G!N|+;e4RWtDt9!IT2^dRq1&1f7tp8pemzp-vffu z-H3row{%E~NOyyTNOyM#NGnK7cQ=yK-QC@NNNITc;Q!t`_r2#h&Ny@8JKwkW+H0*} ztc^3k%3X1W5jj5cv%*%a%by0ahP9MRU@kRh7wxW+9yd@1gE@>vP69>%81lkT=0^s% zh)D*MfGp-iqx4~mJV?U=$;4cJ+B8;X_KUwxzym&(Sbg#9wYcwjm3bwg$80kwwv6lB zR`=|G`}*Z{2Rhd6f^LQv1!`EBA&>ocS-)znzh!-7PWYgHfv`Tn|Nq-GrMTiHzZQqc zRCH<35(9O69Dg8bM0NB7ZX;m&^6Vk-zxGiuWu$$K5Qq;PQ6Uu!4;YdaI&gT>ay zVt>IqVM1k7rzN7O5Y6bI30^bwkM);>NthD6#T7|OPHq?)sFa&H{@7Hl;m9qk+8dlF z0;d05kbeAkCOj1$!0>`sw5#@crE**3y5@_!GyTS(r$1RUK-*`1Nf%^SUZx;{1mAFG zJ*KFoTrm;w@0$L}I(PJ`d#fVv?>MV^jXBm5@j0G>R~p&>t2jt{!VaQMg;CU^i`hBn zEJ|C!C3q=6z@)74@`Od9(yz%CmeoMe+OtykX;qXH_Dz6g2>+aUS;I6*apG9wiHNZg zw|MXk%uOzyaaL`rIm?4O#Ci&|WEg>+HdUi$3O!8K1ks zg%?OKp|Q7eE7Qy`C+W>&cxufSW>~TX0MLr`5S}xNsa3LqJd(>sblZ4<;3*F zw}c}?WpBEe# zqD`QxabRP=8nxeez{9vM9zcL8bpK%ItO3>S;iEi*@_f0luZ}$t`+1m z%rt&Xmw7?1aDBChiQWXA*%Rb z22C}}vU8?5d0`P0EfLl4FW*0@x?uA1r?Oby{rHSKgWj5}Ke{{s~p*!{YSMIZjCr174F?qH!6M0RDTfPMvFDCuVP@;On>Iw_d2(hRp5qR>@ zrTGhzJ9AlQs&`fWMl|h))wP#SPO6-v3|Z(hW7gtjH4MUA&G2}hLcG`!AK2zTpmAWx zOc^uYR!0^h$$&TSfLeB-OqrvPskMnmt{2cFbF02t?@ytxTGOzo8mB2G0*8I%kL%k1 zCdSR_&Y?wF%>-8RqJR%X0%ci1h*FMFZPw0p*s#6ym(Qx*k26-jBsC72{F(kh8_n?? z>Y$YHj*8c==Y&D{uXptKh?TI9!bFmzR&WwRGr*k$k{VtbexZaxHvF3NS) zBF^w!UI)u8Q3h@RjmuaYBc$sI$x-gFE`%l=`V(5ri{#8kg~9M$AhRXi}az!XB4 zq0#8og|J{=%)dqISCqXOXIYEzrh+JP=<3O?zWhXKt5Ntz# zrEl6CL)zw6|MpnQxbO=43yP{%kLg{FIgE(DK5fV$t!Rf!mNss9k!>0Ez1i&DLgDGw z!H=R`6!U<}w2EU%e@mGI2X1i;^HEX9FL)*r-S2;u_El|K@+-cSTWI$xF?t1xGOsTW zpByu?l(opOpyJ%GxZ>K}D;M&CM8+5213Y!G|=;!9-{ffnOlD34F$%CXOzHH_!o>)TZpG z!3vp7K^ZnZMYgDFjr8o$EyCeR$O65Jzj-Y0WvgW?NF}r|3Pu^YSfrm#J641!V28^S zwwKIBL2FI*LkPc9e|_cm4IV656LH)2FeFF{J@7hsK_T_|gOXTe|L1}pzWLwTvG5nZ zG;|bc=SaF5xKXmz&~M6#1<_>lxO0WYEKGCCTFP?YF{kb*$<+F{HozQruaspz_(~0BN>$b2oE!mxxS63l88-ICt92f_tW}4=HIdbh% z|JIH5MuaSBIDO~vGJ;<%Ix(ZQmrGEm1i3?@P@#%wjg~5ID%tW_?NU*0?LfDtfR6s` zz8!jrgKmN%YKD!w3O?8do;w& z+1JrytNN{AUN_)~;W*UHf??q0LSf+cN|{=|jSN@em**W5zp1~Tv4oXJ5@LVH7l4Dr zV+3+|#rCyxRfoevtfaDh%HiaYTNEDG_Zl$t81E7Hy@}}ytsR~}U}jNH<`ykNe?wl? zuW9G>tJee@bnLt){`Fh_UrxzJ!hPx+o;GE3Dy|Cp7qzJ2b=>E4NtG6G@i_xR6H+29 znG{S6xnLt!zXXSY_P@ix-Kn8&-Xmx;+{rZq3!Lc{d2JfF^Y7E4TNSY(gfi7`e2v_h z2Cz>pQ6g1elNS(a%Y&~EP7nu86VQ2vM9YEl+vt~FVuVmJX%1T0hzO-iI)W+5T`=$$ z>J5r%%9RL$pZ=Iq^`j|+8cCChh&bpQTW?_0lY=gX`eRt*$Ln{ue7uH}m92nkL9Z?| z{st0{S`=zt@QJA+;cFW@1ss z-*OnMPQ(Cqy9oYKy{Z!iRadKP00kIUTy`(bX-GE^N5`hNmn#s`t+yI`J{d(Joq5L4 z^T?+S)=CK^Elm8D(MjLUFIPGW77K!)?km!-3~NvFt3CP zmM5g+%qXpxQ}?QTYj?pv5rK7DXYgSkBl`{3^2ZM(6K(a=zdNu5M5iQc?+ zqc0^dzQ6XRC`+f{mYc!|*fT0-SKLfGo!{PV;$hsyjp?0ED8H;1zUkL=3RB3bB*U3! zP#JH>W!KMzJqQ8U|Hm1VM7#+7w!En%L3A^(o~}?&DZVLIL{Cj&fh)Ux%2&e7_)CDw zk6rTmU~w&{%H+jJvwXTr;^4?yDsW22JJ-!_l8wNF;7QE*4EG_w2dW~Fu4(9SMAO`L z={r}o>gJuk>&a!kf?NGu;1d9^j}y%Do2x$AjUcd9RlIbb7aSaKw5^olYiM7Ty~>_Y z?>XMb*#bA!>#qRCgWtjM!k=DAW5os%Yr~tHHZYxXo(VU%x0z@BP9?m{@#W zJE;dA?~2(MTxB*xRcEUhyq_A|E6z3SzTu@&o8|FX0=AmdFTwZ7QqDbendbhn(_w@# zl1-E8;u_9x=X68^byA3izpRcQC{(v{ihiA<=g$epn5i>NO%(5c5fRV&+TvhCZCIDJ z^mcww>D|?*ahK_j7A-ujgf*=pMgM-qzU_n};r=2HQ4E#7s=~0dMigdJ)`Wfaz)2-S zHUV`D?}cs(=T6l3g1Ym%<~)`(~N@Te^fCG<-a+(Zz3%(%_|3}lG|7I+}>Y21uF z71uhtv-=ejksFm(kd6d>ikO5ol>F2#V{s6*R7KXgTstjsHMbsj1IR(@GO zh-7bs2EK@fudG+y8<7|y@)ZVNrBL_1Cv=KYAR8XuuTb7J;4rtY+*op6P?rNP!5SB} zL+|_?B%-LtX(sm6hsUW4fnY>G)-bgOuIKZvU4^*Dbn+vvEn<*sUltq9M4tvl6?B9S=C%#)yO z3qwlLg5^K-ppuhPgtx3Bv6ay$cn&g3-(Cy){+V_rmL$huGE~+`Pz}K#G;kaM&ZSp| zQ5p_!@az0nD=6odO|%*UbpOl7;U7tH<|S+)OML}4d#^=E=iAHstx%Ly3j&(K6@tAZ z1CF>KSPT2L1)BLtkR?-4EBT4i+Ajn5W)P^N0g=(mmxwVb04?mbsHljv1irQc0>q;| zk5$h711h88ZzY1LFZ(8?fo+;zVM8XbfPl&)olky&mexid4g2UwO{($}Gs`AAiVg(Wei+Y$)y~!SN4t})+O zDIgn&-w{m$SDX^n3^=96*0G@-s2`-9r|WyI!SaIiH|16?ynipCgQ}^BPeT8BUgWic zi5>DE^`$iMrj-ZT*^smvnqQK+f0w+rs*J&>TL>M+Bg->rKXZjvnxXm@lKaHRofLdPFV6BK@)2bNj;}R=dFmOYeNMV@U4BhG_ z_*)QNpH|+X>S6QAYV#dhc3I?_qBiG5gbHY?U?GB2s9P65F9$?88#Zi2hb`rZv!8`! zihC)LrcTbvFr_Z@4wlkK*xogqotg=+9AIz|{S$C2*K%HQBmb)+JM6$x8Hxs_K*2c^ zY*TPa;)DK7?Vj=jg#j4Fte8L|TDusobyz_6{WW9>^FI*Z+RTrp>SwUp4Fb9I2Whbl z$X}h#lc6|o@e}Zwi6Dnu(&;A*J(a2xu&ou^3hr~awHiIB1rZ&@BD;aX@X17wUg;~J zzefKT>XWu1gHol0C)fE}W>|hgJ?8AM5)8kqa0Z(`qf1S{plbk&2gPU-C2)^Ug8_7Y zSMs4v1^Dgwh8Wv85k$%sG@OP#{QK#+Rjh8*NJF(uAt6dnY6~b9_HlR!yd1zS0QJ4Z z+x27%`^(>&>8MEG?Z*@~dXAkJ=p8sAL!7`T{BS|oz=jR#5Se__{|{!|M}2^Msvn2G zdsonjl@t(AfR6~O2N4V;2njWvalqjKo+t(8E^|&wTGzgvW;s6O0tNP#oYw!J#CgPr z(BQL~*SjQzy#6;e10?#W+LtVXM|_w3zm;Ax_cY0BR0>7{*A$8$);7wSXL!VM2@1yh zSt!`T@J5yoXC2u?B?x2Ph~vq*p?-?cJQ8?UF84)&O@oru~gd1QkHq zrB)ocpJt&f#~@=LN!QJ5zOfL4?4xVLP`Vd#JBLJr{E>m-h|Yz63oU(qTuJ6t{bsGR z1Q7LK$3L&1vWb%0%=Tq=dQd#u&4;U?f*miAA5?#julp)3c&c85#TqkDg7s{-AUChx z=_x3UE4VSrOO5VDm5Z#n_Vha8hn_tE3qPnN)EbI{wL0#SEPtU4uy2}qTl4v>{3Ozo zdcR3C$a>)C#|teQ;8RO z2}VAMAUAu`;b0q|FNtXAhWiFA70rJSYuiRWWIfx%{LWc1RW1glULWfvHlZN~YdCKa7VO2oCy@PrZa&Y&5-ubs zXOs2t#8anEnlB9-KDqs^!)y=jY1MQR#9t63BM}zC_}Luk2*X&_@mjlDTozI=paLR) zdsc!JK=FhGnIZg_Z2jK^@t#_YH^4A>b{>d+b@9Y?zl+#dCOO8CO}8U%5ykbXRMovL zUU&(SPY;yFf`vAO-Ad-b&kWcgp)`6(UKmV&Atv|u z17e3muo&?h2hI`vw?;SP3nl$jk;9KVE3J4TR&O*6whh|zM)JoIAcs$K!O#lPkfmZK zqoEfvelLanZ-DbGkahrSE=+(2eD^GhWU2mRUme_j47|R;w4|(w%Uw$h$WT(QP+EXk z>NsM@>&K4L!&|s*VL%+*jD7Z0X=ewdcl7C5tW`TJ%t?;eP!{~pVBrLkVM8hy3-$9Z zVdFYH?>%IWfRjp#sEy4raB+eGr+{!<1h_lEop1+?d*;dX0;StEA1`9bizY$rZode)=0NoqyIm{^sn1_QK2()_?X@H;!Y~0)cK@%w6 zU!}o4dMpXVTtH0NiqU7|Qlqh;Va4eO1tn$0n(uz#V5^<;t*~51CZb^}0Zj(a`FF zktE=nGGu^pa>@5Mou65x;#ogZEdUdAh8URFA#M=+uYI6Ye9rP&48UC^BTpesRgtww z9lPhTOyL?mbmLJ5gfbevsC|f=l9z^oUHf22NThFx&3ovFg*~=gDgU373iOx5=V^~a zEK76ZKjNNkK0@RT=SCSM1e^FmU{|aj5dPG)w7^_FKx!Q>{=~0q2<|Lb81NEI$&PPb z?&|9U9?SSaKs*T^ds2OTfbZoFumVFj#sKY#uwKGQhuF-r5qrKKhNJ@O8l!v~$2u*G zZ<$#apo;wHM??3et2ckuqJFVF`{qJ>;lSQ@cKgQt>#BV69o1j|Kzfo-3N;B1Q1Zn* zi%D4HE_y6G9`LyVCEWoi-~g@!;6bnquYk%FOr3~`iz6l@lM?asi{bN7mX&34yMWrR zfpH0@WDl5R%P=5hGzj}aVmY>1SmTt zMK%YMfl|3;0C-OV-XO4VK3@AMGYf3avE+c%6pWQAp#-2{^?Of1Jg&Pv_r$c{9(kWW z9NWKPyXo=D(PYxN`;u!N`d0zvT^E6%rPP4au;nc} zX8b5o+hxR#{gBYmC?TgbG=|O-x^Na&yNjl9>-6V27*Oi9329rU^;%D^;6bf95jNfV zsOIqBJrP0aJdZ=`C`}F#Yy~3yP$iw+yfyKcI4gTqmH{EX3=F?;*J6mlbY-NF#K$AH zDjE|KVfZzzo-hgk-F&}nPRB5|I8O2~UG?jwD_&k*FQ63eE-OH21>Vt>0!}Ru0A5LD z%70|y4LsLI^`%6Ub#rqAjNN}PkaT+5`Ce2M<^IP{9jCk9KTAtGCO9C@0bzU{;Q9IO z!&r+TjsZ`qEr5VI_tID8jGK^`O*34xEC2-bIuJMnXcSJUfAG6ax}O}q5eMKHY~)p8 zBA_z^Yejzk#d1m-8u3(FU@jCNPogUWW{mvUR8dl*juO|+)-J|GMJ=D*fAhw(K~z2m zSlXU^*LVZo+A;u0Au<&}U(Cc*Qd?UK9PFmj6>0o{&r>MyY6Qj}871ZJ{+-sER#sL{ zPSvyf(K=2z&_4u7-&cW(fDj*l-J$LcQBtFeO!F^V+XO;eEdqrf@>ysoG0INbf3hoQ z@oA#C$;l%OOl@q|Hp-S>pofc+F9)(zljO5Ct?zK}DSKS(w^irQTj+JmTW#Ew)g-n& zf=^Ee!_8!#FIv1LCr?zT=18a_nc%)sL*C!-~vIlWc`nYh4;8)90GW-!_SX=Ip;#9`0kY;>jln2x9;9 zxKveDf!O$e9vARL1(jOWEPeCg&7|wu=isxSE-PBSU`8r1$#euXUZCQD;lW7@*g1+c zy8PH`bOcf2O1n8FizoLk@t=&rFdN`e`xoYJ1rz~*@e6E2RkgJbravhvzIOY*GHqNw z4Ls%pasaFMgil;RzzbM&f?Ij z;QuzRRNs>si-m;-C$B{+V3kStuL?+ob=*4QPe{s5^L4zv)q} z1EjxzkKOVY5H+O}IG5e+fP@s-b~wzMi`eyVOai;a2OA5UQBNWmA`j>s3xwoq|1CdY zw5w&XSi7};1%)!1MbNOS@1?Y540jg0=?*6uF5WNC+porK&Xw(H-t>QGEivy~nzdAO zu(&yXy4=`?EW^hC40sfb1Z-eu1`>G_wbWt~yu$;ZRctuT`@hG&z5WloV~U$VlyMARNH=x<)xt)*1|^s&LCUxYVTx2c$hhtl6<_Z*-F z7LI(IF#@w3238`f=gqp4=#i$vH;z#dcgjIfww&x%g1V~zhsz4tvu6idd!yNdWR7#C z_PfeSn_$QwOa%<+qrjpH<%8e;gC9nb_MdozX)w=Jl8Oc|2zckL0c{IV_`Ldeor6IE zL5gq&dHl~m1N7~ENH(%+4d|Y*oxEmIPP)0czSX{nPpY zey!QEK_Ohi8|zUvzE($7!aV9?e#) zgEk>#lQAfMhI$<7{rum4L|O-ix; z$Ssx@|e-8w*4?lt*)`Gzw}6n8#O_w&XIDu!*;;25nqnL62mbpTwFyxh0 zvIrgUz_r5NQ%Wh3L+Xm|7vCv-xMMD!+U{GdI+)uS{1t7F+9R{aclcNM)-bD_1|8eJ z)|jM~I*idhZgXDh9VL=e)oxi?uYFWdzX2$@i&=7n()Y5&^HYa5Hw~3YZoRBolm$g* zrgnocEUeW--ZcVXy@ClGp}^c<9Vnvs@PXN}Yb!d3=6+897cg-c7)X}KPXK4g#BwFl zzHgprA$1JZ5_#mR#YhuRd^_=PuH5%uf6&A8PF;9!AiFhgqAj)e1NqN0=U=z_S$|s1 z>ML#=*)pA_ZEY1&jz_OOT{lw&-^P@II&RE*3@=*Yv-_Rn%A5Jj5tYOkGOW0!5;|Bd zTyx=bUu3|cG$n=a!R@RgnFc!c*sW#W)`9rb=vsgAA&}P+JFuQX0C_xB&$>L;I*xH# zt<&FLJQI6WNh#x^fKsiWg=tfDMr_gS^@Sln9g|rp@1nPp_%`bIBwUqwOeJ5oZ+^ya zS58}Tnc)yvj|=&<7|(JDy^k`r6T#!Tc_y05d%S&ez_0wtlpcs*(>5FfWB@3X79vIB z&U;i3;EdBv15Ny1mzd9Ju9ZQcl@|2CE#L+X-g)|HKsQE|EBsYz5jcPFg^0LYb>Yl# z!X%$vF@XzjF0)D!OzY6htF@}|&X#}dckX_bK6LPv&vn4^Vhzml<}@!E{X%TO)``20 zMQ`fR2l`;1?(WA+T=!8={IKOf;N+?y*B}1$#}j3n^aCC=9pebuP^z-DS)X1ltKQa| zIq>z`Z2hdFoi+?TZh8XiO*FBACLa=%OL58}7H#4f-g@;YYq;}?<38=GA^=jRyZCIIohyWQ<=f<1irOGSBL+cwizuy0#_VD~Yq3QH;wY3v;4I3~nS+acI zHs0+nG~24sw5EYkPX>zjo9}ooJioJ>w!cYnWs6GR9RdZYY$A7!vk%5RhR zy~g|S@+|c>Cx|+=B-=N33H+>cvtCs{c|wcAA1$<&O`ps*zM$~D8-74{{#3mKZB~|>x<0Nd+C_P%`i*VZNo`&|+az$kgrb9*0 z>&MHpmtvq{9`8E8NyIa=umkpt3^P-fsr>*mp!s>y{wm$8;>bozDA(+o0!$vFn~}-J z2Cngm*z+I3(nZ76^+^ZA9k0oc9)Ds^>R%&suy-nG)l{~_~WSM9bPU&cMZ@2^4)?B%?KLUjq4${yeOnQ|!ITy-d}*7Pl=hwigqWLlE2 zsA-8aXox>sRPx3=s-KOuE!bL$27OO;o0kB7*k~oQG%7dikZ;|-RbsEoti>_46dI+n zi=pq$Mna=BVYH;y=wQ-SH?M)w#Tzo9JQVAJh-LyQvK1;(WOr7gt&6i21pt&~z_C4CJ-i5AqOXz?W3waj95TG&;)cHGlaf<56Pb7utE)xg^RAa_Kc zpChlZ*W}%yr?LO4t6v&7uf<_-KI@g!;)m_$>z(H$(zoh~p0%f23^0}r1OmFiM);~V z;i!%Cg8!l}+9Eams-TyYk8EL`iPxhJ%^=_k1-g$&+qdwOn)3-;UgrR|(usR?5^d zZWd3+4Bv%`HG~H!E;9>j-)&5CKrNTvMgz6RsQjx5+!EOG&`L=|P17U;xv@TeUK7S- z=?+BVV-muquwWt#Y$0pyNq-#jlX?tY+DQ4bf z>ucxroxSzv9aYeu{ea=T{cCZ-BV}i#+eMw)etG%hWN#$Nf-y(J!gtRffStgGMjFQ* ztzaBT^@3bG`p@&-g-V##D1!kYzCe58qgQvycH}V4D8V?7!ILlRIw8Ii$f+dYDj{fk z_L1j*ltxqGtOVH;?Pw&$NMR)^(JU+t*S9CCaHHF>kwJU3H z-R3uNpGSh&`3PVdKe$2Ai!6P^lttP~Z4zW_CVJ0ML{Xv??V@ZA6A=RV!8@3pAYay4 zA4e^7M$@fZS#7Tob$i7XvHhIjcj)HZUC$PRww7G`K-@d^&6f+?oOK7Q%JKI1VUA=H zp56NujwHWCMGC}6p?-{mjEPzemI{SI{`Qh0Zb+-ZZ)e(91b<6C8Z9nSAMS zG!1=+$3cS?Ls1({^SZ}?O$qQwcCS$(BF%MA$7`z5hk9Vik23WOUjILC2H5;>778>4 z(RQg>&}diJ7YXN0BDi&$$ z!l(AUZTn*+dX#EjnOB)#P&aXc2%9h{crb5)=qQb`cX3Ual{b`=_En=T^a;cZ1P1}y z_D|ZMi9EHsjM--Md+-F8g@(V-nIs1%NQelCXgUq1V!QkMQOqy>37TT7?0ZW>zj_*f zu8Cn<8lzbb_uFQB*q>VZ17sk8T}$#K1OI``mr(}5_mS=@x752~7lG}(ccX+9LI@bIlg zq<9Ois!qkr@ms$6O69~TQ7>Hvc{cwXIcO~3_1}e*W+rOgV+$7*o!=z}1U$5-cSko* z&OIn?RPQp-(9i>dCbw|m$$1`&yfHdW1Z);*T)WDv5TR+kLBbLn#8)cZrg<7m>Lblv zs{DL*>4670bD7^ml*aHr(eb-`U37eE-zT4_^W_qU4B4U4V(!n#0M%7aZXT~|b@!$q zu$U^ufjUGzoyiK_@1Y*sDB}e`>b_{bOruu@dcJt6LFON2OHL+IB-y-z%bua_a!r1riO0ruyE$}V(=YU1xx1!1kP!=;xh%4i zu#2tPqOK5~jtR6ZCq*a`ws?%mS01JD7^mT|Vkb^{HHju?zfWQuYCi|mQxUXXCZ$NS z+0}}8jis~|Kx`GN!<0kt=PsmZ&An~Vnw3vQNB(1xQbL9mwNw!oN=R~RZ#bU$vsp{t z&s^iZT%u*V><&4+J}z0jxc&lhpT5t=sv-%9G3i-7n)TF#<1KL#Q2NQce3qFGOh%t3uJ2vudd)k! z`)7c_vg*<*u@I(}+`d8mv$koOM@#FHbsKC*l%yN+ECI?j#)2B+>?k%mfv>VdULl9P z)8!{rj}8mO8p(xWA8BC>_AkGL@5bXfu zpnx}TQ@O^LOPBe+p(qrYpbRbp-JB>H!R~Z)DT*I^#>1`RD$v9a=M@4R#RaV>+c~Er z)jv`A*wp&IPskFZ^CDVjj|%A_7a|X~7mSPDd90~g3Vu)axa?)c^co`y$olKC2(gF& zy+Z`Ly!_`I;?`=ha=*H=tc#rr@Gj{6ey`VfH9I!wajrWMZ2;g)5G&aAjlq_ASARs? zO!#|k|7u3JD&uCIPupRd`$-GDK3Z#n+BI0Z2irePi)aU!So|1-NTaY)pmRBwVaq-mgOx2Tu6U1wza0@ z+MLmdebwKARWzBh#u`{n=07D`vBde^QtO%SEzJ zrK<|R>AJb8<kA#Y<{H_khMV2SxGNy)J%^ItSWzBYTsIxn7I-@aSi%$*wx zl33WQd}+99!`?8KAJ#Fy-bvLRv2eJd^_s_t(aV%e*1|4rcjlto6&{nKLO&2l1gY5XZjUUao^e(+Az|LsaG~O`9qt8DesrYQw{HIPW>9^L)t15 zk_oMphY!DEsa$*XC}j7-^Sc#_4s2O?8^qNr3goH@1sM?Km4w6jCxphVwAyKrLIiLx zZ!VOF;+OhIH|LsNA5pzmu^{KH!F6i<_2c=$(LO)2AYgwJ?KSxHvXOetqJtRGMR9orrYJ*fBV=WH`?#DJVoOV} zXnEDC`Cd|Vv|kt*f00ax!&-f1^Tp-O-eTS@;@e5>bGv7)PoF^`AL5G=9=CYne&G%p(J-d zUxV2})yrh_m5}|0qW?5`@cW_wb6UrhVIr0E-=A9NGvB4&(`D-aIu+z``Ys?YJvB`Z z@yh+kLvsaX>8km>ciQ;#z)KnD6zBQDj{2Swt&Lffw zTXUqoopkw9(ckEIFM}x2r3MyUI_Euzgsh`v)*my{IZev94=y#IuNDNOu+pDd%hN>H z9BuSfRp_%7qrAMx zB&?tMdTtf0Zy6{$CAv%HU0mpU#%)WkQOVEwKGxo3D)t>P3Q${2QhHWyFF&t(fdmnF z^6UF;m1o}qx96>CBZFBEvJVpIGiKGN7Q;!luzDF|{zbWa2 ze@^hZKw(?dZ#bW*9p~VOfyrgKX=NSmx*6}R=YrfKa`O)+wv^sC2$YU9^^PT9&+(Z2 zZP^bVW06yQ;EGKG>t!4mxZHon>^!JLdAQ)f#A?5> zvy0^eH>w&aUPJVpV6`=)ZlLPkodHQL@bxUl0fqol2PeAPRMYq}#)7+m7=_asa~(7Q zgEh-V#yqb)9=(?(--W>!>I~nJ*Q=>iKfU&$D6=S0T#LW|`{|zM!fxj&598kDm}OMp zL{y35dIyJxrTMW9R!9?PAP!y#Hj`)?0-`R0&kEAV79zhT1fK}L+LF%o&Yg4#vbBk- zdn?qdePho@T9aQ0qpekbnC|p^*R1>m{&ByqdbeXAqXUMY-;{l!GR8+m(FYO141?+kbx}s-27r{KQf_X<)*q_ zPBIfXh-y}J?eWY;CDYuvmt293Xa^C4(-t$5AOvFO?z+-)ekOl3kT_q5z~g<+-cEyK zgS9g2`l;kvH*(pInX*kZf&RKJuDfos*`Cw~z3OcckG>8^&b&l^p_`-SV5cvW<- z98VHB-XB_PYjox{20SEutl>H-#{)qrFxk`EJh_2}4(n1Qg%yMD)$oal zbsoRnnst%;#B7}T9`6z9J&EfHPgTQhBS$(Z?i*qmiJ0Kk$n9>hKYuK6YY{lixi7A! z+@d>-p+mf|+J?t6%__E^i!JjWrp)5KDv$OW_>0AmiXAzL* zlD=&0r&Z||5D3Cc$(*QU2_p;I6jnpy5plHGsz)Hk)jc!I2t5{+jd%=63Hh~jBhMhn zS)JJAn!aSTWmnl>G%jYTbu(wHA+T}2-|$4p8umd4TAkwCQ_@dnP~ZfumX@x~+qG(o z=x05(Ly8sAuPuDJ_&*xX55t!!=O~F1d7hC5o-mqCch_f^Oh4XWOX(RYRB3$l&i(U| z#4hr+3SyiL7Y#dMXO-Wuc8HB+{bg}qQ~O~lrI_cRTemgu=P1wa1nwK}mM=^f=fvQ7 zeGxDlp1)E<8`d(1LlwF>YCz|?`1?ql1xYa1Z%^FF1!^F$#jB3u!_bL2(=4jveaIxV zw}r*%>j}L@>V}8R?SH@~8u+f=s){K-;_}`Ujg>O5*4^tzi09(RkYz6eypEzp{MJ3` zCHKj%R=^!1UbQU&98E&QFHC#<5-YC!y^()MJ{M*Zb=hIBBgPkEiq)av$IF~bBwt1m zblUBC2f&;U!kcwGhYW8z6VdC;zdq_^^3A>Du_3`i7`?k18pfonY>mbT1dS=hN47|! zvO(kGLgQPf8?^T)P`B8tCM7Bb-D=HKlN`e`Vn~|<$r<^)?zYR zdFNwIj(0hikCL}9E*M*V6H6QpF8iPp{D-ZRjaR!jTOFJ#;R~|sMADO$^Z2wamCfTG zUBufJ5GH(P=d-aeKY4Vqx2r{4-Yg$JN-iL_5d3;VF(rAmV^^vgySJ!#j=~jFf|jmX zA9e7Q+RPQcS&U~#)C%P#AQk(r2q*!9FajMa#MK`Ac};q@8sfp<)^eLMtQ9k^7Xxj- zJ%_C+4;yw<52?AQNDzzLSn&h(E}s>jDauagU#pmTrb z-af{W*sn(%PqD`2FrhjymXX*HPez9*9ED5x>9Y_$mT%+;uA|5uLUVVm{&SPtCBx~C zfy}?tWhi3Fsc~>$fHK zaA5}#$D;sKbSYEu(W$&#EUDNB?Th2nn$5pAZI%e%2O`#LCLW#N|9!h!d^=ibc{}`A zGpB>Mw5WfBHkEaApEs!VnUa{nHKWD4n|GR%v{I>RJ}$+dbN@OAbkpZQ7Q~K6D7fDfMr z&GBfP)X?2EOuyhm49fJ~iDOXXw+OV!-_O%I<7Dtfi|6sVRmCZaB>ZfK>o}baX__>U zg`-e$Q6=0okX0lcXFu?F`fkukM&WqL5+xhRSrBhJKlufRu-Imf%QT5L)W^IcqKa%jg<66A?>FRl0wXO3O(&UrU zaegl{Ka9C>vvD8KeLH`a5Rf2|=f~RKFa8XVqh@Y@(Xo+l1zWRg(*D!R%7mQ6;U(&) z5C?|RRg5pG$Tg>-RnSwlIp>nI{q@f3R$)%}UwLmSHzNXrXL}HBNSn+0`U+1Lif|zi zY90fsGGjFe#N#5KW^K${!tn|r##d8p_)g6N8^Nn@5z%ZhvFUo=Yp&@Hk9U=#I+>3S z_fSBo1y^$Y*A|J{rxjI2Ha}1O_nR~Z-mDTf$XxHBzsE78XpU}cs%@iWXh3N0N;Kd9 zJKg^lqEkTH-d(3xqocOb7o}p@K0czL;n}PoGAf%{l+NxJ~m>wvSbC;1v;C*_9pfLct9aPhD8As3I`*J?kA(GXkc8Mwld9s_Ue?!Cla^~Kbf_A+R z8%fY|DMNe3@Af|S+1!=wlz`^f6uK}OYVlBarU~~!!o~qsyQyE|@7VsXsMtJ;;Rrl& z>l}X6L2+UpiN6)+J;xHeWu+FGBrgZ`#no7WcGu60GKLNp~j~aoKeq z$5ppao|Pq^?!EilaDUda75s_#>YRUcvLd!zQaJV*1zvHBA^WKtVapGR=v+Z2_UoEj z6N}W^Vg^`ZnzSWIlr5f{dt)^i?S6`JV1h?^T{B^EUD}iVd%3G5k(uyI6$Bz4I4pVZ zY^Xq}H3`rj*|vEPG2HU}GuaZ!R(2l6zM!6Vp(guSGf7-Sa6o z=t%>wn8fq^?6RPe<7aR}EK$49KCBjzFe7(xZtI{z1SCW1C$EAok9K`&bz(3w&b`pb z%b4tl;hXZN>S@ysc#vc^UtV8%W3`Q1i}Xm(kDH*XKw_JYNCY1>Uw-#IN{+pn&e0f< z#`J^^zO7;a1rjCd0} zAqbCpyU;bKR=hzK+#&x{<1&!Pi7}_W6hufw{vKtM zbZJEr?V7%jAH(M!)B83Jfz%dBQGXFr(OJN*Uh4U3h$LG5`%wl@2C^Hlv<#zaFM#u< zL`Z)PX&M9KTU?_qOp8y-Zp0uT)Ivj`bl0NXThO1|wsm~=QLB*L1ityi!vIO>1yT_= zb2=*_?`bUk&6d%Yq_*3UMa?Zcf4<4W8*$FE)=k3hC(9z*+kKD7; zWH>4m$O}F&E%j6-cR|7Z)3p>c*YC4zU-_pRi;pEG0x;>L&#~Eu^~4iM!o` zAumadPaI;tqE~T|IKUwhWPdv-DC+bV5bw<3QC~iUdSW?VfvlM`DC|`6HbxKagNsnS zswy2#4YAh?POBxsU+%_n>c_|V@jo=`Nx8D0>w;uRiTP9a^q8_f!_qddNz5Em{3|Xf zI6Du5h)3l&@Y&JU4~VW{F@Pv`6m>%qxQevhT$iBzY0Gy*Np@8V_)cg4fs5SSpbim9 zDAtOV-^p26hFAcrZ>$nKK?e84uiM+4Gj#zU+-PBoLmO(gKoD|&&JCE?Qgw5ZaAQYA zeW5t$TAA{1$rf`YYPM?GesU;euU%hgQ%D?F_5<_^EBy8n1&|stY`V`J~1GhTy8Z zbx)bZyQ)9QcVvS_tABsqxl@9M7C({m-{Nn{_q&B5X3QH7>?jdEik9%J8J22jD7N4p;+#*@NYbKR&8>5ydY?{%!aNeIhu$vj7RX1UV z8ovMzVY58lf;7y3pxv7T*Mu4qKJ&sV>;C3TGX8pS!Er^ zLcit5L})+9%-C+sP#dl?^exMsysZ>TN=4iuAZ2t|p0*E3DsS)L@*IaVcruGJ+c^8g zCwwXOgZV4d9#U^vJ-!IBUBROJG|&65NslPuyxP}dJ@32YdW)xU+#O$Gz{?irDM09~ z#6k9PaJj-C_0~OZ*HZiD=U`EZRj5i1(DPWuYnTk$`z*N`ls%SY((Ls&%B{wo}E%|>)It!pE zzrTwwB@L^jAT8Zp64H${2uOE#FAX9o-H5UvE#2KA-Q6MGEG+OozyCXD%29{o51aWQmwT3X#@)zTO;Ka(ERr#}NvEJ)CuC4^BB0C6RFC%dr8&`P2OY}Qjg{0J5)i6Ouy(%if12TY+f8dh$O=)G@-dx z(E2*8OtcV?pO{e(v6s~vu=%Dui^inVq^U%^<5vN7j3FE=2+TL-Qlw(}wBV$7SMu)} zwp3$qwTAaH-Y~3oH@cg~{ya2Zmd(btzZXTG#`iZHH-}=%Y?R4dhY~H~$G;>qeh{wY z`J?}9zNsc|e*{o7f;Twml;AjO(m)S{1qx#SIJu<#we9JewBzA9Dy>7CujU6*tnBlM z*t=)=3vJsbt3WVH_xRkKmNw>(qi1@3IbK~THEKbW>2}LTYwmoWRKyi&VZ#9|#;)b7 zd?&AI^;948%SA_oF_O(23)>8i5Zucb^`Qyc%u`$4ngpDh#57F&-(gu<2!dp#1tF=H zbS0;jdX^9U%hOiR0S}`cR*q}hZCc?gBHe0+-b7A^x*(z-_rSmMJQ3d+y->bY2geIH}|X z>@BT7r)j+{V)Pf{ch0q2Lp5m>5P7fUK*;}bjFt(CptF`cP)F`8B}7GxHZ9pC-Nwfe za<6|Y(JsV)=qZi+p1sYW4#DXvXbMMl|8@3_okS`{dvyv$o63QD7gvnylQ!Nd4&B!; zTa_={PAa(%^KD``Ee84xPv++b+wB4Lk?nU@H0v+lEUX#&!U4_43pVR-`;bG#_lH?F zo!s>3v%{Ax3u04K`(JUbPxg4GtPvH2^bdSr=->{H@(R|86Wf`oSce7hp8!kB?x}yqG^c4m%a0UgJ@}I^YE9KTiG@&v$s7P(U28xv;yh&k1YoNUGBh{g!9v zu(vgBEJG*^)$WM!tbqr3F@905i0Rzaf33JW7pyY&j7o{-!slu6P(QP>Ht&%aP`sVJ z-f$Pj*E;Il7GP{`>$uVCH_wSCp(H)Z%0Fq(e7-$D4!<2ZQiZtA$3rIh^rYlUu9A$( z0@vv;C3U(7#4t8%pnpX29?H9{I(V+H^PC3vZ6(-T4pHOeX1HRvX3jkcmlm9NBK$b! z!qrubGs1`T8TuY@MX|clixmz@i_XgE5rN&LK|iVD6TJJ1RNuJ

    SMO=oazCajEX zg^s;Vsxbr{!mx-OvvqolfqDZUeU;l;&43vMEQlKO>xtac`mjU$-{q|s;o#oaHb(k) zbr#ljIkGiKMDAMDt5k+NuyR|fRJS3EoR56(e2W=Yv{Yp35ks<7*FDGxfqBdKBPuCX zfs;rHw-?!uVJQ|6hfD>$t*L9omP)Y^Zp+Esud~nGBO^q1qc&3gZ98BD!`cLE-{$DH zQ8&PsNqD7&?9Gl=*F6anzfE9|%0?U0#Pch!Yf1${1diyck1oFVW4D^5)#G)18;~<3%W@4^X*Wm(D1BRoMSIWV;gcK_)k_QGK5LKZKkoP4nC-IQvkZ25zU~!DSE~UHF{}Irv z0?uBa^##$|aFUJS-ms9jBchVKZ=-!tdJOqH*`rz;cq}G)U_UAdA5D9BxrwibCpRG4 za*oVs*)NqgV|>jB(|esA&AqMf`lW`$V|HrRwRnI_Q*php-9WKxhF7EG@#iU5vgz%= z^{0j?{*Jo4>5e1om9`nj6AD;(Ra*P2TH$q1G%DiF%OmPaCkb5h>*Dc-z#SsK;w7gZ z@>=vr)RJ@OE@H!RjiWet|Z_ zJ2Nb+jL(pRVIe_T%r|iy5$tvQmYpqkkSQ|iCXjRFj;7LZZ&P_ zfj3BPbg{Ow_3#@xcw6#FmEPekFfC&PBWjFT_0rVvDkdY@$l8aIh+nBT_;gO?<#mOx zz}aD(t<`p4ogd(+$8wIk%cez)?WfHe2YuQ%`9ja-^*buUZ`keMu)#;eI=vsy7at$JeoZEGSJF$^N%~M!W?uc z1rFC=5>_3KzPf{qSsOocMD*l{QtpF5r~PqbxKGt6T5iG0^*)6!H{>j%e_N*4PX<$<%OwS2?L0;FknT7nR=Ja=~rqMJbTyCLhA6nuN z&=68HC=RLS3#>cmyqvLHK**R?2oShRz2yoNI2-yt^5=cHZxX{K5BT{H2dpwf=J(CXtY{NyF*{ zfb-Z~n8CjXM#)r$z)+|0rviGZM#-=dqjzWA%98A}3TveQT8YJV-Y0v4aVphEwN74{ zg#2ybr%W%mTf-VjElK_$nYy)~SJe92I0Nc_%%-rU*8a7$oRsPsVWlTgj^<{&Jt(omPKcv zWTKy8eJ$z2D;FrNDiQV_Y@cQYHKsn9n!5jri%~bY9x^I>NHjcIU)ZU$Aju%LYR!=~ z37J&zFLbI2L9OsHYN}Of?g?YotuvIvbG_gm{}fE8sH0FkbRy<5J{<EEYuHj5#q=>}17AZ%r@~SbPBdYK`=3mWMSF)(fMSkv`>CJpZq(r`w z!reOkL3at48_#(o#&0fks0Nj>E zlKo=SjG~?<3hu1x;%YLt&T~EdcQ`H}sUpY(*9SQ>@Sw%+&fSCUc)AJh2RM?I^f`?Qac~6W^o@ zCsQ|JO5-_{-aq$8n|}mL>D^hN!&a=*lCU_3sq88rN2Vm>siXZ$`8NkgCDY&4-(!(L zpWIow1$MLcL#2KH)oktxqalt*2^M?)oRNP161TFu9XNmHW9$k&^a$}oCLB08bTc)lzUrBM@03QRsv8a2Yo#TFLwl*anatnxl` z_=mGG*-1jVfo=ubL+HC$Y~}W7A;nq$Z_eWuAuJlq=5s#cZM{~GxrUzn$TYyVDBoa2 z;0nuUKEj>Vq|$lo9u?&k?|(?wWhs;#%)OF{RuY27A`HFG z&F4Zo?Mw8s0X>KlNCXqaj%3R^JV+QOAHDmZ4^v0X)_ z!aPLpD@GW}7Wq-EV9^fz*zHfa#ynOC;*An(BJ^{&ZT1S}nv;YU8kav+10W8lt=oXS zqac{H%>9rWO3@)2u;&Mi(7B?IO0&bd#jbHxSU%G+zs{%`!rg5gEu1n)#MGtBX30d7 zZA3@sWh)8HM|gan_tHkx0P{(AuJzP(q&5ah`1_3MJ%|{Ivg#PJOq?meKK^qAbDFKR zo9;<68$0JeE0J=As=mVGmzW7s!l57O!Gn6`mWt}U)${xsJEY-xC!Q_WoylZWHH>vI z8b}ygFf}cA#1zZhnzVH%p{ekR!13r`4sIeMA!YrJtP~H&G=UJ$yTE(wiknU$F&Bin z*12xtICs?iUCl-&UOSeaMnyZ~=;Ot&vtCIkKzf&kuEQieZ z(?3pUk8>~iprDc0MQvTTwWk(@b-dsB99?JCMh)toV)4zlC@yunxn0EU|eh*Ia7H$ zA<=BN7`VBXX#6xd1{!2>> zgM3!x=--;|Yswf6SH7x+WD{WIuey;G^CAhF2I-2P3>*2gxm-Yp$yi24nj%7-rCT9`HEe!|L!;t03VcoyrzB2 zDcD4Xv=qXG-OpCj-a#{nWuWjSfYq zH^)w)xC*;q%<^HZ*=t?0IrKAU8d+l_xfgEoUM2-BYHt8ik_|4#ULmlCZKyW*pBF(h zE)HwfqjO+ugqYNt-3|Mq!|Q1O*@`Z^vn0u>z(yHFB{X5pqz);&GvqEigqm(`DWb__ zHaAnzu@e{uFV4(rXwhq!Z@Mw0$;d|8E`wyNn7yqA40}>Rmsq;u9)jRugWNf(Q zhD6j<|HKi(43jdsW&(+)lk@SUp!57I(adgbTC!vsnV9jf{_udOQt5Oi4+?^oa*I@^ z3{Xm@5@L=YK&k&YKAM-Qz=GT*a5S|$<;P7@X&Z+5(RscIQgb+|x}23-at)u| zf0Opbu(gOogk^uKK=?;glkidT;~KJpTX5)E(WgP@Uz!4$z^Z~_=A<$IhRBH80D>06 zuQ0&ueeha1(TndyepR3?g31D6$Dlhd*^+<$Gjvh&fVO?V^7-nN;<4@lRTO>OP5r8b z>w3i~CDCj${`n1F+>&Zy`+4p-+;KUnL*R17NHzCiF2q@d(Xwd#gQSl{=6m}xsp$Nn zL%R{TRlCp)I4cGGus<>o5xOwEPc_X{DmDWmu(o|X*k2ZXfOX&hy>B|}8xyfJB2Q+Q z05s!I;4PZ0C0X$Y>Rmf@I%1uxc9IA6REz&UzOP5%m;(4~4GpM!nXP&B6i)v-G9@LQ z48Noagm&R~M%;!!@Ia93=zHA+7TcsZWBmfIi5uZao{Grs#L-3=8NAM02N$KlKgE09 zp=XH?t6pohWiL3B0*8y|Gbx^bT@dK_z9!bxQ7usIlfw@xbIqN9H|Iy-OIIyqqu zxh9#frV#&Q^PBl%hy_sHROj2i`-!T1Z4HsMyw2|EFU>+;THjdoSb@BAM%gAZGJx6Q zLIo6cu$0HJ4c?fBqNxnQuJ>58z}fCR9-CP77KP!(UD(%VvNmkq8}F4kz@YG`cI@Qo zP_VrVw$ER2ISk@{Lf#tj!RI_!=pd4qxl@LM&B58rk$Q9ce+W`|OG2fK7ea_}vSnRj z;|80X)Dk5ck~k_zoTGnE`l_eY+GANf>f;mszv1=5!|zY) z3Ln~-9AGx{u$p$Xnm!!^PRabvRQ%3rjFte00{ZcEQ%Aq$fmpOZNz0K6sKLAdy8;|) z>OGD%MR}*MmO_d#piL8#1NMu2_4(W`n|%&!@6||&x#P`Z1fBTNCD8V4kLX0G^aGj2 zy!&d7$Xk57;%_SgE#HfHBsZueA-ni`KiVy|jZo4Jn2Sm`BbFpoHd`0Ku`S56lNQCX(`_!jSMsak%jkxR514*ZJ?C^%g})tLg}HJzD-N0D-i zWHlb^#tf?`qJYS(cXYtsG{lEu=al`;RG@EF&np`i$}IMtdEtPPe%tZgIs8-NV&_zI zOB*R2F(?Qn=vS4ZQe3&whm2ePMq!*DVkqHMMmzTri=8;y-g=-|S9p*GVG(ND%}*nG zWBj9M*bBS+vE*$b6@fdjOtjN?A)o}%Ajm$pMDP&Dw?(Cs*y7OkVXnys zft9CY0d4(lUn(WY13B3Ga@3&aUG2xhcKDzc& z7{=gI6nySJSG7lq#Wp&2UV8f$+=&7PNA10KfLJL!o3yXF5&{$_L&$-u!)2)8kGwmYG(Z^fRt z?={xEN81$DAY#xpzkNfeKAtOJ#&sDYNU}KuBWY>@g2@?rCxc8QV)J_z;f8!3)Q`qT zC;F{90|(7~pdbt4V!KLac%gazjy5;;GgjTdlkD}IF`uMz8QM}P>Q)8kv|+24Lo`6 zUpdD*^JRPJbFWXDUg}?ABXi%7DFw(%%?J3M=6txRJY3Vrn$##)^xxalvl zlUCf2*A*6GhvhX2C`wJnD&zOp}VjXR9pkEcz0RN=1wWO5W;G^zao2AFtktE>p|xYH-i1 zlw0`^5Es=zh@?KLyZY-{;b(hHyP1DL`?zuvNys4RfRClDVkmZEdnCiCt)OyFBXT5G zSb8JADnfy=e)YOrzu{hsR}4?=$z^1a6nrqS(b z+xnX3756^mWgz_UV~~BT5)E>fQe%!gDi4)T_P-9A+cPgraCWWyTRuvBS)2M%&dD%? z>V008W_=b$SX8jEwWkBI?{R;V`UnKMs5b+h6EeV43xw94*u^5yBW}YRVpbjWEP;^| zc!W@JMc)McOB?>Y-ZdRL%43k#FiZ66Omh6`uezAstnJImFA0v_=uUy0#&gr-^0PPD z?C#g0-|r|4z=>t0<*b zQv&yNRGlxecK75TVSjj!$AFjwDhW|X2?5sy=6Za`mBHQ|if}Ns#db>a2MrC`ju#6_ zMqaT8n-zjTdG7@R2XJ3(mt`R?|H_@>+wKXfy64UR27yPXArlQ}?_<8J)6wm}DbAh0 zR(E+gcB}0mPmf6dHmh>+XOjVN5kSqF?^mcouF|GBIf?{3iYI8l4EO#PBv63VIw9fa zQZ!@b3!KCfe@iE8u72h;WZq+f-rJw0-iYsMc%%54*71Oo%|lSvon#$tMFrh%VoS&_ ziMKyoG8?&gy{qGgY97O1o~y8%ZcDmnAq!tF)!Ti$Px6|op~{3_L|9sUOv%Pd%GG|R zBNJf;Ce>nTLkEgkpB=Dynv$EE3XEqxyWqNGD*|0#Q)qm4Q+85x0KwcA5K$WI9UtXa zfIH?V+3N##_GJKiae?`z5hCOGcI-g~O~N^%20Dmdv_7Hf*xpPWvbpJ(XZtiU&gFLK zL|Uj$0-(6R*q?fQzw!m2MxJ~eB@;<#_EZ?79Wa7D+%p>$Jz*=y!_9%$A_b2@LYSI9 z@I7F3;EU#X?>8+pSzU!@O^FYLWe&$vVGZPbaj>}N=X=K*KP0g4HRH9ASq98UsTNbg zmXb-)+x!Q{8oMnFP67ejCmGC@)td}KLC}4}DsoDlxN$Wb{y{zvRw%CJoT)_fag9OjIQt!Lm9LL9Qu`JCkWCel4J zphe}q-z|cSh94IvSN66i!gz6+b7hNx^b-{B#@%4Gn`}J@}Wma<-PTm_r zl06G5TD2GRgQwo%S#$6xE5)#A;mXPtUUa&Wg2E*~!fZ@v3Fcu4W z8S$XcwGTKJtBTFJ%|(;v6?r(^lZ9{r0>SsQmlL6(+1xR+)3}}jek@R@_1u)XtcDKc zyxPK=nMX|=eF;JdH3Nr85<4E+Ldv}CxXLn)iVnqT`kmD+eLwC*Z4{JRi0xh5Kn)-p z!?yag*vf|W?tg}nh5=iyqCONHlKw5dyzo~$6F&U|$DFiJcd7~SC+(I&XFiXVBWNSD z9PoPL(g_@iK9m}<&ae009|#BD<7EwYha@OST83ce*P1z)yb9R_b)DJ<|4gBD+jcn1 zeFP`+5^x4w9l!d9*^a7~eSCK;Y9cnL&{|!sYsbyuc5{&*RP1j^Yy`Kv>5WF!aK_Kcn~t~!pp6R3pafQHoaO*T9$5hqTh5wI1sPzRpbOc6b3}|RO2uY% zEjBJsHe!anrsB({XqRvf_K|gl%~N=%adCP&CO2S78vb;o+fTGFz%yHAI6($kOS}%@ zlpPVZ7>fyWhJ~)ie_BI3z5EB=>ScamC@dtT7?}KX#3xBWgI3fLK`E%<1_HJ97FD!w z+MdYBHz!AxuN3=@bRv@+#RV3e=HjNIxH9D{N?Zb4Fy=bD(seO)hbG4l#a03C{IT%2 zfN{^^qk#u2=I`LX+4J&$RILvcv(was0brm*`E=4^JIA{@ePb)Ub%rGyjMQrV_vI8S$4Hio3wOctZzNnmfpQ_wgiTua*cI7|BvD zJiMMh@MHQx9%Mh`ux4CyO!O9{IA8ZeKrj1vn;!K(KQ{$l2HPb6&s4bA8lu+`TJI*4BK-sY^!z36OXmCjN+m z4F@E5zuLjPk`w_WYdrf(vh7CtrDo;>(iF$s(fSLBLz!00j63;LHp|(D_3=-Cj{JD)wpBljF2=ySP=L}w_)i3a_Ij%&7OzM#)ElV( zAu@@JSS?qDE8X8GfrYZ-_m^gc>LZH1^l~8`HNyG23rQ) zHe~~EwXgAICFsB<_kK{N80SbPer6+p+VXpToFCbl>b5?EiNS~df{A{IS!76*txpPM z6{V@;*?}Q|Y~*%|Ca}N%`PM>b`^t-dON88mJ6LA?blbCu#_tHel)7p#{l)5v9MqLL zSmf*EfEvz3n$g}ce%*Gm>h|-gm_6B$+$09eUF`U*dA#8)IBOmLRKib(XM5pJjs(VH zq4B#im<=z>Rva@3h{cxW<&4})w)q!9JqzSou+JVhFDJ|;(+?;h&z0NzdF$efD1yQw z@gscP+GhLk^AzA0>H58h(fq|=8wEDm6Q#uJ*z20u9J1JsrHh`9VcaiqIZt2Ua7=96 zC*55Trh7o)U2J~Qiz%(`CUj=!8n!Q|GpLSCXej+GtrVC4{>XaCVxZPG3Lq_WIp&)y zt2rmQVu4W%7@o!d817bt(Oqgdz36)$V06Kf4XSy#Ev=bCHrv~9H?k=Z#lPZe#o55R zM$~QJn0;Up(`bKFV(BppkFoj9!Iib48;^d3Q!j|6r_P)?Ipcphri7RJy~zV-Y!*6g zqg>oBRM!IK$n==;`V30Q{aS>{uk?$rVeHc`Ak=s*Q(=NefG;xbp-uqoA6d64{Qsqn z7tUWrJpBjW1go=j!Db~2xv=F?NiGCW31c)2dQMRiErE;-0FL9?19Pun8Urm56Deq5 z1GeaHvOhg)j3VXsQl#Y;B#Y0O#wd0gkmKeAVjPM`wDf7R@^_6U$Q8%DAsjK65z)|a zWDZVIna8Z??Er%#(Un7jLdVxQcUyFvd{dTz%0L(`e7H@W8F{`o&EXh1Rgbu%u6v9y z#>H1CZZq2m&$a3K3jB>Tm`-v&Y@st`R;&x=&{pe%$l=Dp%j4>wg5{tmk*?XZ0Evr{~E*O1Fu`6emI{St|QpQ*oh3p(A~X0@gQ zq|_>1F+8(uU{9oC;N)!XQ%pF}$U6fTYfVukGw+>eRb#BQRyY&L81p%=dj=G;Vc$4A zakC|5WMKzD<{xhRoYbEe_h9f&C}!ZLM%D=y|Dzs_&a5e+7fP*Zee%1GC&aLXwFGGC zNa_kRrYSHOwj;0NtT_aMb@nG0n^D6Wg>a&|lS&PdHp`Y5xmpssiN|J_at{6cddA&F z23G{Knq1~u9`7qCo+x%du!rG&M+MgTV@Wfy`+tLXFBO-B5yri%F5aoZSX8HRzo0Xk zv!8!wD=r~BS#6&J$6ou@i};l}0>E`oIP2iJh8sCVEQRD34=J(>XWjmMZ>XT0oUu@6 z{PvL4smQ4{;Hk9ZblHo`bzK8+CL*hrQ9u<>;CYDkxGFpqWxQcpa|3R@;u_6?ki7W(?aCeLsswq6vI#!R6Rmz(>ZSt)vjw zFX9QdK-CGKsL;M{K()MBqLN{?~kM`K8J-SW8i>l z9r%ka8umSRma7EdQ>+QiwdsY8UWI%IS_K$(kyF|B-;ON0cB0l=9AZIo2p)k{bxc@5IQgISckDS)8=_t zoT!=?yl2huP8aioD{%77ZNJbyUf~`ZsZ3@rwQr2IJBoO{^410~F$s+P{gg6hOG2`? zq}yxJzSmcML70`l96@%c}p>e|B`1y;Zr`w_+c<{a)bmf*ZZD5nA7EG=B#|7XFz zg=~&6qvr#BxcVsAK%D(zgk)$%`A-boxzevfq?%)`!FWa1nalfJEo(!{hh|ZKpD!L> z4`S$(&V%=ru%q0Hq_;yNu=&dQ&Sjhv%g=hPi$2SxO=&Qfoh;k+qNrAH*84pVh^4g% z)$p&ipT9hfYX1vQRZqh724X5v}Z{7Y<+!t?jMP@Wv8itwwH#wyaKx~gw z0^dD7uP^opNK7?M$AQEdaDLsZ!=1ebCU5D*_Jz+ULiVjHTDdOa>-J10Qh2bsT>&g* zAwNSm-fi5vkw||9GG2Si?$ia?0K{Vh25nUl$Q`M zlbJiIn>QU5uCqTobPynS1^2|i!HKUa#*}ao6k+U@O-%c;_Im>_#CVFR%SM)wOusAw z^ebK1H~o^Iq+~GOKp#mf;gbKp`4k0=g^)mTsArJLrRl?%_EQ1yEXF;vK3f8^7nc<%|E7;=SK&e*ip=w6}WQa z%x=dDZ3Mf^(NqxdkqU=+Pqbj8rV0fXB(N?;W=-2!3zuV5BeKBVqpqI#x`2Zk3v>hG z0UBKRCm{Q*aFd&P-!+e=MI``$V7n1)I?59V&@Imm<4TMIb_tH`Y~>jS60|CaU>4=7 zC^W&a>{`Z`#&gEu|k?A=jBb|NGi*UVQ=yRdMZDAv-0wVT}Wc?-X z+<=GhZEpRgs<-d#O5>??iUaeVznF@f=AVomxVjL4pMRKsoFhrRGtii?db#x&71ZC! zIQ01sTR4s5&M;K=8y0d76P9{Bvf~M2^l#?yot&oq=TNFP!Ka1b>cy`TAPJC}X-%>BNl}zRNKCpM)>0bON!XsT>PLcrWQC)(b z8TrJ?ndcZ0%+enjc8FbAF}Uar&#?+$0PD|ht-3iiJz(RxA4Nhc4xjRJy-$t+^u0P! z^-#U*HVY7CBs^V$P(M2Vc-*YVeSstXOSK@Gb`leT!`B_X1)AS-m~-CVPFDfRMqRJ_ zg~)$#Vuy?)rG z{1q0oKry7^YxDbmiGS`r<3w*@bM&IZFK$%_1MNX>&qpukc3@;woc8t9?_PCeN``*r zT)VLw@58_h^3=o#z+Ef}Xfoo+ePPQBpYSEr{_6m-kWkJyi>Dz**#=N#H2E&#VB_}+ zTorStCI4(sD4w7|a8bum4uLA&YrHL)-d<0}q}EF-xhEyG;?r6PILsa8nESl}gl`3b z>MNKuxyGfUeAzJ<$S8O0KObI=tF1k7#b<6vC>grfr7>@oOUkD@KUk5*!qzfM z_Dtr@1tGUAHQOPtC3key91+KC6jB#f=B+U}eE2W?M}%S47AzURBtnu}L0D?D{Sl2& z2#(;#xnaG)>vmIT!T5$@$lH^QMxcY~92Sh3vLC~#qM@PF*lO}`>6nlY?IWQ20bd1M zk23qq`Wh<0$5*EtB7(%_eWlj}F9a)39E5eT^pi#-=q`c%K1bOPj779X<7p(SAZ#!x ziF}mmCSRA(odcP!#=t{j${WTttY|fGjx2IDrsZQ3F-pnjc@7OcA4iX!=pvNVNvr1E zrhmYw`naTDRI1>R_083&3R_us(3HT6j$`gGpF1KRT2#K477fum14H-oJ`NAoKW715 zk`xR@zeP@DF*F*$$k3xDD))RNPIJACXG{P>d(YP1sF}a83K?8%9pK^>Bx8rtWyczV zWR#TI{wfh?4oCbVrA9E#klE_SjKXC17K*PIy;$7nk{zD)erf+NfVOK-J^g42DIlQY+`%o8#ok0ummmJnUqcY#eMt5`HP;HzX{SVzP|-{8G0ju z;FW~^Ck0iV*hM)nFf^Oth|U0l37W#|dha6+j<3HZS!f)LPiu7JTw=O<)(Ike?JGo8|l15QjFt9cR}v;j+@sbysj*zh571N zTlj@2@khsiN8H9aq!WrqiT^lg+OUGpx%c*0G7x#FWjWIUApnm6rg7T;Kb9C z4mrMs$BQlAZsu7~lcmV=@%mie1ilTpU|yCgG1CfC<5|42-P(#q6@8SAF1;H8Nvq9- zb5)eEzbX|KM%762kmoR0OOk4PuUoiv(p>p3R~h$-co)5!L8e&})c+bQ{FD8BJX{A; z7flAJT=^kIz_rR$m0TzoW=j7uo@Gm={|y&&nnuD@E}NWiiv~JlE?62qg)>FQH=CFo z=TiRYfU1Wk(KzQAuIliLUL{RYz$NRln3>ji#DF6GZ;RTR+`oTz=HV6XD4;GBXG>8= z*LIAJZ^q1CW97ijFNo2|FLPMkhs=t<7lK_ZHn6+o&L_;mMsPtK`10xh=neC=%3V$H zYgYg4$9?S-K*^u6-TnOi8y_~Pv(=34K?*=E(Ih}1j;=;8iuHvXU}dv~yt<`?UYncL zHrT!iM(0b_I0uE0VYj4Vx3;yMR+0L-L=H5(1Ovq;x~YI5?X)hxvWbwYmrZUE#mT*k zuH|T2#tnD|!1*iw!@1;DyEIBm?`(D8VvlwoAoiFfxLw)SM;|6X2jDKiY=jod2&clU zz5sznn5Ij0U>B1DvnBKN6-Gz@b1I7Nw|ps~Hh6FOWm17~?Lm115GGPkF9{!l3=>rq zuVUnZ@o1v&hT;tjqi}}RQLPYJHUCU<@zACvsBhQla616Y?M4;-o=Eu5vAwqFyPZh3 zfiV%HzsP-v6o0c9Q7KN~`AonE^?|2 zfQ2G)=l`1nLiS4AaVIl7s?ydFh`1MBf%|=v{h9c^O_=otqJtA+$UK&v>rN|Qd(VqA z@*b|b83D~%DXL3EAF!ylfyeUj(oBW@@Oo1PcMNv2#JgME^Pe%nW*xeMMfrZ)USy+e z;-p3s3UmaSA_175x+}HV6b)TJ%k-bXzplQsU&JSZWm=AbmX}cFC`GZ~4(EHT0r0^} zf0T@*yXZDpj-3(gjN_Xc5bmAE&UXrxR9I60L(!!40==^bz>8|T!e*e{OK z*6<4>!w)x?$OoAbv^ITFK!DrKjBYBDBWpD)!a_6qI9ENkkZMC*hyVg|EMMSaFW>E! zNP(%pSJwfn*fCf0aJGgn4#yHEe?!}kH3!$`K&V$Y$KaUJkF zY%lL6L~)Kc0_O>aFYaN#0EXi+6&pF`yMPR0k<(Cu1r8xHtYzKEE)x4gIc<=zNaM5y z;SefFw^>^u4r7|eRW#~Na<`SasFp$u8#ser;KdSo4G>8I@y=6Uijmhc5ZQ2EeXIom zlx`f&Mo{%lPCpH!+9nxgrwfk4_g`xe232}Gaq*@%z16lYXY>@yE`}cX)1?b2DE%`d z%@008Ydq?~*4HuUb=3Fv^k@>FfXDNPK`o1tp~ltFWvw-n>D8~iIBmP*%7Axu37lHR z$0M|?PdA*yYE2=1){eme^B9Jo0mK^37J(hzEW1lGeld31-mo_L9e>Fe`-#>-ni!S_ ztWfZyQP?EQ={4dAwTOp0-Jbm#zaoC5v21}xW`=<_kvyKyuu&BwzU?(uJrIVWGkUZd ztrGJ2$_32ZH{G9TM`n8OP#$4bj>Z`&G~3k;Y!d4BjYxfr zoFYy5MDtv=0OXrV4%1{5Eg3@G#Ay;f-5jXcEW>nbbjj?|#W6D|nBKmg4L8YlerRnu zD;L=(=&u|Y|KCeUkczlqoRlx;>YI2i1;XlKNcDfDU2jLVr^ZGWH*uvoK^+F;{rayC z=V=`#rX25IvOB4oCfI{E)F^!BQb(~F>07w=Ft$_dH2bxU3i;|-NWzE4w>X{R)WwUu zMm6hF28?gCNs{J{nxep< z1AqKeoQw~odbnV>pFu|gDJg4RGS;PQW4w)3JxZLoUa(>!BD4@sg(`Nd&$^<~XDb_y z6)x{(cTR*a`~gz{aYj8l2_biR7K?shNsUMoL+ly?>Vm#b)0n!Jy^Ggcv-=!%_Pi*@ zI=+Zk3EA$Sf2LQc`ERhot_1?V_u)kR^+CthrxJT`duN>lbYAw^#V^^%k!so4b;J>4 z04z5x;vH==mgc%z7QusdaUv84#t+-#!1D1Vi_i1()DX2+r0kXb;AW>VGE;C(NMOwT z%Mne+xk#3sKxfvr>U>{2O;zJ3kIvi-GI+~YBte(${0j&Ie}IZTsRBR1Z4rdg`JVGp zp16mU;^{g>gev=dyz@tE1=y{VEqvPR>pTbEt|CA^# zPYAV6HszcO=2i(xVgRBC8hm(7G(jwiI_4T_%F=UMi!}*`REB%~!SEa9h4%fxh1N^SwYH28ba%`SYkrnLay#cJ966 zy1@472L%9KO!ttDuN8q|rc`RDezAMkTRjTACx$1h0w>AUv%)oCEPf9|0+>SAXXQa{ znbqjUYRU0ut=qlj#ugj~>O@jhN+f`{1PVmVz~7Fl6WSro23W=+tPQ)vlLQYe9lEy#huHkl|UA3N`HX& zj7o$m*_9e?$@?<$@Y9I8NGMpP^+l10G@Z9vXHL=AhaI@3>!?4Lbai!Ar;^R6UYg^B z|Cxq`qL8AFnbXT7mxVmq$4~ZJo|)hna4vWkM|}r#ZV;) z>(nO`Fnr}F3VzZN@KpU)L}}BUQ9v;}HXr*nUyza<=Qhr59J z&^9~O4Zvi-;ISYOu{0I3;!P`12iTa31UT%e6;MCb^43|~zv9l-yHVrX5$k-E(*RQ+ zaDFJp+>*&kT;Eu@x@*7{v(?G<_uC+!=Y#M_MYeUIWQLQCZDP4f!_t+k+RV|7CD&WS zJR%+0)0gzXGo%_JG=Cw;#bb&RmCjLcHAM=CNCHKxgtvs!kM9^fT+hD4>(*lR`p108 znS-T$wTa`_eYM%DjNvibgTwv`tc6;lzwo&+KOd+qO+L8=Hvd>~G}~wiOAC>_Sw;;FP(HbBQ=AzhHo;Nn}YQ9)9nU5S1^SvjLX4TS;16}uE- zpG_yHfU7_R&Bs z0FD8mZXAQpO$$_E#`!c9f2I!#nP}PPr);awC?};>{m2=_Y)EVYuBrkyDk&=pemdAM zovI@gSHi*-yW_8#erZ=j=S8OPqIMHTlcBy7)ndy_ee)|re}4}CI&6A>J@Ac$i*W`3 zlGaVvTs8ehDk+E>czI(!4Lkmkf z1l&s?60?E78x5NNqXg6y2?8^WLUWngH@|E4aUHS+Wv!E^%Rt%>ANlYtsLO$}m8#Re z7FHCEr0_#EPR{rJGT$!p)lD_!uymjutSt%pglIAmaUzb>xvUzBUmk+#2r1F}1uOH1 zQ?3p}C>S1Q_J2{pq>1w|Bi#cYj_-V*Z#&B1zxcrnCmWf!|Hsl29P$Qd&uoP66re?oI(|q!Cb38WGUn`Fx+}Z`Z=L=H7eGJNACTnE6Ri^OW_t^@&@BHx-fvOeUfw6h? z6CZAYiO3@;@e;h?u6M6xo+e^x`;k(Y zLJ0w~mRRoyNV^$gw-K2IfdsQl!T8{yVU}=F`6DFeu9GG+PWq82Dy4#sc=+B%PSbel zg12bCkP4qX8VYf3qGm0!q?lSa272@V$W+?XjvOBz<$iVF5_l-mlVGFbic$*xcD>oZ z`%2n#?6lSuoX-a&GeAqdU-^&|r5VdQX%bS*SXF4!x44PBY!*uwh(q!71A{V-@S)E$ z!6GG8A;OXuUcO)}3>&M>-yeOXW)cG3Kd5E)ueKW-91biaYCTn0tmY*R(xAzO=1{F@ zdm)hmrJ)CTwLio9P3gu1_55=_Xpsb)pKep8tK6Gw*|34*>LiT@jsaG=@lOX|J>R}U zKMyH_*Iyy~9ZBNmRBQ{hS>&wi2G5BcXt4`{K2lPKi9u-_=~)zxTN-A5N@2 z$wogPFO+aNrqQg`SJqVC+=IlnggLF0ke2NA->#ltXpDm3LwimZP0tTXknGURoPu0D z_J{RDDEi?g$vGR9syI?5fdmkMQ-KXBsP(E_6UiV!@I$u?r3mkE>>nb{!sDdfGLtTO z*%ah-AKz6%H61Q+|6q5B#7{2j&_%We(`0N;{HnPAw4KRz(-R`nT;9!Dx>ll}THd9Ig&oKpQ-G zF&qviV}=M%Bt$7$uV5}-1$2D_dcOT#DG z7|mOpT#AU|;@NygTPe~59F8XGaPHZa#?_U^jtd1A;-uLmgD5?B-nKp^@PsK;gX#nA zRjxt%ToUj24aNKo3wJwBesDr^(Gi$ZY5rw|hYbBLHLk4#DpTufH#|j=UFAxIn`7UC zA;W{z*Ry+3+NoHz&T|gPB*$s@SEZrJFNZ>m47rmyM!T8bM-B?HAL_SDUw-R_ou0fP z5xMkS@G-Bv;7f zm!g$pS3_#xEud{*p9neYCumM;zM|^$H77bh75)mU8>Cn;8#{H)7wk$#>8Bd}&+>bA z@^+aj}D@T7r@l)3glH{B<|=u z^MJ2zXI>moWxXC%+-znS+BY>eRehgX-;qq8TE?K7(PqP*22x6Dtg3&TzkZmJVVrkH zf=J{cf(S#m_R<_H^rv(dR~sIGD40S+^DUg@O+Uw&uvqcYq6^W?Qn?Fw(F!j7>H8;r zPoZl)`~@Ff=dh{Xd4!8m)gFAqc$y4h(ms*zI`>0k7+10}oVPV*F5Fk@(ra zvNEG;*?&lrExd{b@l4}#-+uke&N$x>&B8I}jJ;mTb^uSy=g(k<0)jVcOZv|+nUoem zHl1-0#1KDR=ujlR-EPI(pBq1sB?%*K4FjU|T-Nl#!M7oqvS2*1A+?RxAUFklIs~y6 zM+L?I2^O2x)arpYdX@?elAf8|dC_k2E!e#xM_K=$TPpInV8k-acnR6EwQSs)0ya*F z`^&F4TwN<^c1f)!Un$8G-56|(Boq!_f%WIxO_XLkeB-4^?zL}Lg3UrSaEY;1W(2F+Dt*YH5NBKdpEX(0t zzxsXK#pUfSkYIUe0F+fZWknBh%7Pq&e`sOFkJnIAY1nwW<<`-HvTRxefEKKpCp&I% z+3pl6W6Nq(*I`9+Hw{|yl|=i(WNF|mvDX)tO9a`JZy$3tqANshz^g_qYK>P5{o%pq z-G?vjCuO8Xdh$WJ>zYc%$Rx;Xuaw{quIPP{`@Bl)LrQ?2T%fJ>Lq_*sl3_u_w|pg; z4)PkzJK|5lUAmRV9yS9S*_V#>c??j9cu?!eK5nZ4ZtLfD_)#cL`o&U%*J~$ZL!5l| zacY)nkvPy;FQ)5*MQ^p5!x5oEhdw%K9{+y7y*X|Ny=RJ~u>TR2 z&Zwh>2^TT{$0c2<6BF$4LirL?;yd@-xpAQzVB_Ub3!BBwDnK8ADbAKYfAZo1KII-R zV)bsZkWJndseiAhAqQ8-TtXekrV&*NKuLp?Yh>*!FU1}}nNiO!mEtKQKs3f@C6%hI z!;Le*!`GDj+!_PI>%PfUPQ7i}vvv`pW?9+c&DY4PgKGRFIY4o&WL{E{qmaLB=4NnO z&&B?0(?(5zMw~zxp5CSUE8PEtIBq}F{spnKWwkpv)R$F6vYtO%!q%Tzt=qqJV(v0Y&}4Trq8JU;WE<{pA;3)QZPrLwM9Dm4!TwGIH{9JR@)6yd1 zu9=Xux9R`d$ma3=*kQVVr4`Eu6)X}@ujuHLTF)M@;#LKkm5sAXJOqfrAP5ixHfESJxK_xaL7G?&zVpiQMIIWUhQysF~m(Fvo3=}zM1MNV9dQe-*9>EiGn zM@O+to1ZI{Dg4~m7oconF95m+vYdsOxIvA??abSJY^EPiBI=H^zF_KOf7>*ZTL;}| zL2Gd}&$Zc+gx>)4NFzGKdZC$*wj^3Vun>};o?oWOiDYvW{yH=SX(E(+d_9QX?R-cl z2NIgp-NkfrDgwHiEqV>w>M;S&ZZ;H`3BGyB_O&<*hs5r&dSrlbOzCh3z-O%lYa|GE zTk7yK`K);JfsHRABRqNkxKVrW5?J962rOs-_|b6X{cb>}wswrK8QER_VZ=LfP=)O9m|-`k84DRM0sqw4-+WDw zQQ2yGQj-#G5VeGAl7>~TUZ>Am%3#7q?Det6C@|%9BM@8yU6P%Pj$Yn4HB~6V+QGAR zq*-G6b)-Y&0E<~fjYhEoKm8wGU*A-@z zhIXuS5ijX~XerWG?b{{?IJi|*=G!l5Ic?s@l+A5=*>phuLoPz)UEWLXfBXWFH#OUW z8;^K?w_>k0jLbjDZqK=Ywl;D)YNoo1iP4b z;CY2kNCJ_pkVdo&Sv-!+`UyHgtTYVSm=RheqZG7}e{ZEF9?DQq z89iVyNrQIibtY#LB@z0SnK{&p_zm)DXQf%_%YwFgF!VWG+&#Yd=cpJ%B(+6T zy4~6%H$D`6<|37K6wSRsH~hTv&E#mGrFst9iS8)~zNhb`!&FoZ}10AKhVb zxM7&%Q8Ct2EM}xAwDY@yESMPY|rTrcErBhNHvHKc=lC zm7=Ut^>&L;<-_0k&Vm9vun;kt5S`#V%l#cku02LRBW=P_`1&i7P?}~8=u}iT1qY^0 zH50l=>%A~2+UbxW>e2ivb40!=YFUx0!jCbV9qh*`x%TAlL1^sd|7wXFVf_a#0Y67} z1EMkbkYGTb#;1Y>QK#(q#A!o%iR-DqE9Zarb>o5;rdsa>8u)R6Q|}gUt-rFfR0hX! zdKllt)ROd-<6pnY?+^f9=Ei$Vw|D46W&Dj{k_bukER96YqT6TwPdgFtjm&6kC5=Z)rCO&S9-je=ah}D7Ml@MJF}o5c z5Fw`K+c@Xw-OZOLAMUH(-UM(A%CVSIL4!H>!_&>Dj5)CQPEtcN)sP_LEX2mFy>J;n zNeVhL!zgPhQ!pHjS@{nf-o*UDg$x{_>fewcooKUPb_%5!3Z1g69obwKZ=z}|0#c;7 zLqB?!M&Pvg`K%8#J*CP1d!qlr7~^#}Eg5DKkuVOCxZcMKSX}`pNVowgzTYmKvTc5`YV>b~J{IF%sEi}0(LklBGvVX(OSj*^4ZizW(Uj)AGil{3 zgvCDKjcUj$^YU(74DCa}3^IfU{A5+>Ev6CpPzDwiBbhBA9%ZcQr2HAQyx<3glSgYs z*F3eRWUIrc7tC$&&3%Obc&JW&RANzsKql`TrL)~EiN7{AbZe!P&kXjD#+U*|5YELq z2{wR^<*!ArqUz#&?r&^BQ`SkTPb%7#wzv7r$4gsOqR30QGZ{{$XdcV^<~NG>QF7UY zWI(fpnQg?ph4-FU6ll^3?B!sX5QwML_#hJGBGc(%{$a9n*e0m>LZ?DfI`}I5B&LCn zchBypv^~H#_FpA%JhmswgRwzS=LhOvC?2uuu)fb~LDi4ndphS0osgPEP-DIHGDT+k zius`%pj}&@(66?4`7?YlG=7r|ww)ps)42IZhEiOX8trb=@JGS{ zMG_(R_&Ud2E>J|wyUV*+O;JU)#1iavdg2)`dU?h#TMg!rzW&wj-(FLORDkV%03taOpHFG-H)uvxLieEr*(tna*)s5`72lt<&-w}PifJI6~WoN)@ ziU(1@OV*u4f;VHMFfzjQip>f~3bi;wlRcCWp(??Q%dSNFW^R67QkH`_*#1?d zM0*%Qb*mCfywqd|M+UjK{&!)o?N9lRx0_={q6S>&y^Z+U<%&*5sOs}zAaW z>eQ?)vu~>`#cwsng98g?ms+w`_>a{^*scw#merJdE*(EAzkM#!x|n;{Om^3y+K_PYKu8dZ||gkSLX zJ{LLD4r_}xwxiyK=$XEhp8Z>B0cE>p;;dHL#vIUpG_b19SGGM?it}tA2p-z4p+c}F z@FBJK<&o^EWydieJI^EmliMk<1LS|Dg9fEY-pAo$HHHAWjjbQql5aFbH_*lE3ZF;7Dga5r-LY5o7B} z*pV>Ut!+!Vk;|T^@D8UKB~o`W+7|Cgq7}U|L()nL&R4qQgNSq3B&C@c?8NbcF`Ypl z_oa6ZjS)cKP2C0FQ^Wsmn5ND(I?!qX(>?xmB*9E`upGY7&5#C)!x${N+V^@NkHuGcU~L@I4a(_Q;LjzSp*H$TG{<@daViUJzX z{>~3dK0I84RYz!WI=rcX07%*O99vL>tsM?FT2iZ&mcgXo?ZA4RG?f={xHBTlQhoza z9C^3ATRpX;;;snrgWPa%0@l0mI<>D@zW*wqc2%RG%> znoIt8_9NAyGF|ZcWN3N`5>2S8m!O@DL%{y37Fpn0r^Pa1!?o?b71EZ|p+V^8cU0C#2A z2)T%I4itcYrFv#BmetZKJ~mmeT|Fe`e%U;fr+ZpGFfw5b-u% zA%KYyTSFO0cv-~S7G5@i5Uv<)HM_=>K#;y1{Y`^7^ma zQ_&Fom-9in;w>WSp@*{%;p1~_lg4Yw<+kQAel($`~Yg#nGI=u4H+lq`|a=u)irrEk z;7~Y>B|N9mYW~k@@vybG{4@D+nTIH28rZO=+?mHxXSv~_kWiL8`t6G(qnU-~&5mCo zMY#ND>tg!Z;zRn+_u_t*YiIVLNy?9F>-dus7Qg!}c0CJ$xKAobOK7{jdxz14Y(`x2 zZeK;FdNqwGR-<*U;OyX{L>wPfF(ATk){t8GX?oj3G~)$C68YZt+6&Ay15d6~1Z8xh zJHCDS3|wvkPnwj&s5>|rWz*Wd=9V_GDc>NTzi|tpc_G^K7KO1CRqI}}mYr8DfI%!^ zNZ@m6K$$~yJ9~9ZLb8Zo_{AcvV9~BpVTtp~@C0gJCxK%;zb#TQx2lT4SL1dw>pT)$ z$Exs&U-3_e!J@0M z>e~RT#bgy0ek}<)95XlC^tb4D7X)7sV$rZz2wt8{(cbktm&S^PuyH%^Ldu8+!GITWX>DBx3fh&0Uvr z=?d}7_jy*nWpb#7x*K@)AqZ{#DV4O2FMDfO-~P5J(q@qb_93dQS=K&*qVN+*`x1l6sl*gBxFjO)s5swQdp>S9 zyFe6kAU&P33Y&w(iUXs>))K{K^;U^LD zWuXZEi>p%m(unib=t$tY-fHOQjKuzC1sCUe34(?0h(edC<_d)JN;D_JB8J zH@v1}a|rS{9F3Gnqj`5Gcaar{s;fk5Z;@iX)Vuw<=yxM)>dm8FQJXAuiQjOGTAA8+ zciqaI-nVwmr_Ln-1ys^_81yE$apm|l9v}jy$HSVa8%dcEihe%1>c5lM(_+jDd+xXE zQ#8yEi#b!U^_N`}@4QhcoP7jNks(Bk&N{f(fEn?6yzAL)MwgfK`9%~6bLb;*0pWT! zC-U%6Zmc2g!J!1Fn->rdDbxXkdg0FX7sa~y z5xVdmXYv+wS(Q;n&M7ui&<=A`DhhEgMsceGWNoGt8Eye(_<$5TId^IpBGI+g@wX~5 zlXG!R5C4)r#GWpfqSJ0JT_aI~47U$vrjMnJZ*zY}JBZxNv9;11b$-@?%)ykV;89F8nt26>M5 zLR2Vbx`AK#=GWBK_5i*CX|6o`+Fj};2;pk(ri$d&8CA~tqbD${oBh<2?-VTtarZ}T z)zoyG&^kJm6N}%*V`An%@ZY)wpv@-dr@YC&)N>+H(E%5>DpD`AfzLGh$xx(${Irp; zS5Ct+*h_uP>%_qa0$lY(#z2CqK}QCppXJs+AAWjyKF=a+{kb0K;&uDXSk2^5-%g1R zZHu@883P$0G5`&3Juqc`Fs>WBF&)J*X=bn8il4RKZVsrhJ}g?1CO^RGC_uM=`|R`z zfCP*40dVV7Fu5%#^+Im^k8mq+Y>T8?94$b=>(M-kM*PWm#H+0J_hOfd=Q}gK)$Q3y z>AliIqWvn2#*~E(Bnb1ES)~$(RdAcIi=k91&+`pjs(YGX{C?t#4oRJo3UYOsr?mRU zyBd+eeiuz&*_%NK$-`)SaK&3{#|y=eP+OMqhsg%qKMf|Jgoyk0t1rC-vjv-5(mTbk z1t4!N=lX!asACX;S1{67j)-$+Xg!C#r=1?&SHbI z!sc)!L}*@Xwp#eFM?0LZKmGF@d9dWNpN%Daywzt>h6Q>1Pt#i)G0wH<0@xA8XWZvMT#pp( z55N4XJcPx3JP_leA8~u9G{r~~&M9~_44)F{G(J3Ww`s4((NWgsu47ZhRX=srzf)6I zg@C>s_o*M$@}-lYqTmZ_MX~Y9^*H#cTAUKQk1}=Tv@@>oH%U1c3>^Z0X>@4 zk(nA+|E6EuRxXKKDI#3ugv5`t-mQS6qjA9!>%CmQ1de~NplF=%LP@!&O{>c3>JyVq z&&O|Tbmc9HpLb^)Hck5DB%GS*$5g{9O4~(EFv04by@bR==Pf(q%;=&INUp0)hhsxr z=Y5bN*gE5D!g!F;jTcI-0oKLv15DMP%TC%DPz`*o1tGaRxTI5l#I!N$@qcau1CIAx z*t?fl|M^2gH6nR07JkWf4RS3A;vWb7FK~i38wvW%?H!gZqJJTW;xIof_(lc<#vnm{ zgE{NdIt5ddrFosF6x@q(dY<$`S>7ulK1ElNKmmVu(wlW5mlw@Pd3v^oR?Z96gF%_v zQUl>f8dzly@-8O=0PExWPL9JSZ9&%fumRxN3Pm8a>AI{x>891LYUmXd0qHV#b=^%` zPw56Zc$Js&x@lu!S zii=f2aP9KJFJTJrxeZ{hjs^avoy=R3;rnCe2wc8z-08_GuZp8~k`u_bnOr^-9j$wC z#U_C-%6p5a7Mq*f;V0{N#~B@kc)X76hNcnzNyp4lthylobF&NsXFJ-*8CA28A_b5u zWce&7f8c{a;1;ja3GYouP>f#_d)$r;RCO-wT3WjbZNq)!PzWzgV@hiw`0swY#8 zfvd-;TM|_9KBzc4JUV2<3bX=d>BXF+79~9`^Fz&fp5Y0}71#I&H*673L1(k|OB=^& z#!!{rFVTmY`SR`Ut^}>KwVN~SQgW_|u5Xgpl=t^n`gb`R=_;@w!DfR1kUvfs3BmtC zUWEj4=M?%AR?}{9Ln}D+!6ZVR-E)^)No&t3)E(XB`Sg+B&d%-q-#ed^s>$mHkg-z8 zl!tM5+Z$q`V>r;9`QqIpiv?(@gWu#>9_(OD#lP!NriE3Vh>f2 zrA|u_x}Dj9tw8kTStRQ!PkO2~5hFTKVI;r(l#F^%#>*!Yi?{i(NZp!wYgbRBj3deH zJh{FBa2SHG4_okx(%u9Wj;u7|N#d)F?t?*50dR^J&dmjlB12v=ZoYl`s-i)Fw#zH! zWoi7MDG=S=cL(@fXS{pAX~hCkT;GH*<4^hOh$eO3v}ebE{3M+1#nNW=dLzi~q8Oh7 z1m?cr*}?rl-0cutNRYPcyb*KhHXKco!N3gf}^-VR`{50*(;XcY_-p%}%Gv zl?b@)OPDHIIaGNd^;XSPOiSqHbXc|07{=^2A3uv&Aivu=gWJJ|rT=~d^#Js{gGj<@ zV8h`jfa96wY6-QUUTjI@|6v{r6a-&GNc<5IW|Qk~^d__!9oD6p8O1=Ox_&E;upxH< ziW&U?Bw7|*%O$55czvIK_ASpA{KG66`zFqfJ>Vjz1wE?!(ERN?dvKx}YfSq`zyYVc zsd35xBP=BqCvUA_pr>)lQ;?5OD_{TQF7T=I>Itz!9Ulk~tS99TZ<*RpKhS*Y<0tQu z6Da2V>BnY0!Yhutt=-yME8Gf}Mhyx643B9!ELzRRou#7BHWBLKlxqZniZ)g2L-&gv zimAoN!in4yF+;^68knX#ujAQ|3e0btFOK?gf>9w9_FU*2cV8W0W1#Q+UkvuquaS!I ziW6`)P7xg7m!Rv($C)F?olbqn4+VW?x0_AKXG{><;Q3{o=U(t1$cEJYBgL-iZV{$J zTtnB`(=E87*8Tuf{6(J zA-m&r2*O-+MnRUbqtzA3K+nIzmlj*Nc#=YZUBl7Dq_wnv^1=oQf|LNT&}e9JDxXHE zo(eqS*8#$|I81@zX;E7{p6v^;5z%5Hwv>wb&OJ<_Uu%zNheeX)%D_CfBX$bnZWKFKfV}Is>F}N5u&n+Ef1Q zz$?%2;7?u4r7=z+f#KJbN@Be$SF@e{fz^t;L~g7^n|nl$x8arUJVbl)dveXEi%1Y= zI~%@+JoT|5e{Rva78r3j+;6UMRg`T! zk0yNF%WMFY^X`_uatH`4*0u;zbrrWy3x z0l46*ZEA@;n~r%WtzWocl#oJ#=WxeKkzh8XlFqGiRg4jMK%!UoTV#4mwFcaZMRd?- z;Y`xPfj5T|#BaXgA-;vwJo`+n|me}m4FRmnCit=F3U?E z-%~-rTz&BF7uQtdK@nZ4`tkxp-+B%%n|4Vfr77O5u)<4h z-&JYFH@c4*JQ?MQ9VX}UBFV!;isI_bc8R;gXss~s?l8x1Y|1#*4jh`qu*mxxu|X(B zPMom;NE(+@mimHcBFiG+^_bjq5B82vL@r(2orjsv%M1iLW%D78n;-1Ljt&+lr-jhU~V{ zyi41Ylm<>Y+NKODzTETg1mns|-MT!_AQk$XKj@GHjGDN~fOqkF0uyy1v8K zA6*mvAo8L@aarqvv4B`{%BCqBf#o*aPwT14|Qg`x}uGfC_=g zie!i`bT3akCH>bP_;)%Gff>{c&|Hz6m* z0eh?ohw_bKv3U%+wj|g2&6#Fq#@7Ddh19Yt(*&>o3Q2Zjwhq^_08Crp6-0mL>bxbX zpDygV+k9GTub<=+XnS_RwLs;cjUxx9i_{(FrHQmydy#76RLVvHZe?V~Qzgr;$yL9g z2xY++zdw#pU7r+bSJo?Q`__<`JGBUbohE2oV>Mu^b@|0RRz3OhLs3D=#YnZgSB2RM z5QsKyP1+l+G+H=|Do$#m<$o82zjz&}*gnHgq?yrPMJ7i%GK63>vER_LDR0ns5oGOE z?M2?Rv(Kr(2=4pDv!auHy0jl?5Jf3IU=h$5pQ3cPDQF zrE{+kLy-pz^KAo}i0$UBLp)Jw;VLG7B<@NiTzNcq-QXo=Fih&Vn)_OjbP5M$AXd1S z2U~wfuEw1M-KnhB=xxf|kN>s?ZvLTL{$N3qf(TLws~D%$W0?EV`(IY(XgLL(jg0qY zp+XcJ(6~?_uqkwiwwJxkA39j{1c(OqwP-efetKrdkT2*)_~W6Sb?T}UB!UCS6n8X3 zYj8nXg^^23n|c2r&LmlF+#-^=+puu~q1xDV^8IVT@+#7Y4cVJQ#noB(Q6V(z`3D}; z(01x(5Pr}Ic({9_I;$R7Mf$N;6PXMTb~PE$Mb`H2NiW!&6Ms!h@(5pwCxrP_) z0~E)VmD+w|E|8F-SZ0TW;jLoh_EXifSMW6M8{D*iMn}TVDmTg|hw@)Kw!8$X&+@4k z5qgqes&-4$X6rz}8>(>`+u&jU)d{pJol6p;s#{0iH8WI2>vhR9e1J^pEvBB0M4Y5 zJ*y}*!ME$QrcJLiIY1V>8&IAA@{BQaNo>m>UPUra8|5@n{xHB3oKVR4y75iL7CzwX zLp}291LH2p!k8zD-48#f7&_Rta0;eA%6XlH1k@on@=yHl?Tw!R%!0v3HKV_Mq3mbM z(~eV-s>$wvBGSfKoE8n3??Yg!(##H;kA3iu$y~^mg~>TUKOy0^x#4dfJ1Y%D(1^^2 ziDUlmP@H6MkoN?(vagZyF6?PVE%YOs!l$2xTBL|^LTO>D)vSN(K$le3a4ClmNzF%r zuxr^;IJZQZ^Zl^<2~y=^y+>E1y?=siPD!U=Oulc9kg7qDewOVu04>^01S~H9_EWdW z)x9-k7A={o;rdD7@qiD2SUN6)a@@l30ZZm56wWdV1?f-yry$S6r+8KSVgNn`lBmov8OX*7hwaf1fU*l#lIt#){ly>T zxDmvLW0VgwAmziBI;WfWpL`#PWNkCVOH~NCv9P&X>A9eKGeZzhUT&9+2|MBAYXjr` z^kW}BFZ+nflWmJjtmBX79qWHEg_nXVFuHUJTIhv(F9@F8XysreI;j2v)*G-O2)%8%agp@`pSJ5LygU0Z&@ z5}gI_6ll4T3k1d78ARSRIk;CL+~)X{8JF!!dBnV_ECqc=G$6hIHaBwQMl{x=c6yrh zymWr8YbsT(*IQ2r2yFBU7%pS1x$X^CrFrj#;pBr1RZTqC`S;JGdgy5MzyMJ#GPM$r0s;kCGHIMgdfa} ziFu7*-$*-FN8W*ULQh(SRYSEVTS=kK?)Z^|o(Z~d8lFUdRK=*z+5PY3(V|lQ3kfPL zNCEWu-bHEA3rO!+Tf^f?q{)Vb`Qt+DgehDY8%K)6>dPm37Am~S+}9>L+z|P9;vEl* z9m>&e=*L*r=lT0(6dRf8{MsL_pqGk;yF2^s$Tw7ehPvvwEs1eVAC7B_1$j=zhj!Q| zV_@;-5%PFL9c5-zM^!dm3pUEhO@!}iqRj-e3%yi;Hn7uhih(;c*x-&Kau=$1@`Ce~ zoI0OG9f+nouzb|feWq3F!1FzqrR2kT1Vn;J&c97OuE8c=D3@b(Q{(-OCcsoOGB#t| zZ?{GaR>t-PEU?qA(f!b>d`_>;kJEko`I1Z2A%ckl5Eu)|5&MuP_Jr;j*svn~e`Rvu=3;)ImwVBH7 zxP$1>kBt>UAwa^WGiM>t>6VDe(e=%#(t;kzOMk5BazL)gvk|doT=$bF`*VHZNt6_m z{?7XyW8#?M;%8_iCUhkQnvBC|PxH(5mE+2Xl%2QESgQU6_2U_i8&)|&K=qG^rbFbh zJqeff-1OgAiLo#Fa49f)7hd6(Utu0pd6L6|Rsi?uo$E|?Z!J2mdkC0==6^g~Gyb_O zu#g+hZ*^eDfKWXK7K~@TR)fr5C+tvsxAxJP9gu490Y0xS` zrI$9pgw7bw)8=k3`Uw$7!?kNHPZf>f4hUo1=j`1ExS!RntWO}@l;GfU?;s03^h;tk zST2dKd`fP>V`7=2j*R4Fj6A__tk;O5B6|N+ zG+Kzx@hZfhD%clQKFU?4)>|)(JZuqk*Ke$eCt>dYrvH9*w_n4k-={vbn@_c9Z)=29 zU2l@6SR~(4&8q33tr(}-$=3Mb2MJ~+uJ1x8Q;T3sQ9KabJ44$yC0g&IUG4bb?$-bT zVSb&w^+#0}jlZPbWCN^G_AVSFVkZ{I_9`8};5^OTd4^76WTiU)8CsM79=vM2;46;F zvez0Ktj$&vLN;$oZ^G-9y>*H{UEw>x&97EHo}(6dmt@@>HdA|h4<&sYa;=LJng`U> z7D{8=_SJ0r)uzD&jmgo7Zu}G6nH8&tEq^9qy>`|Wx%~ynKYX%O9*^$^DxB$F#amHD z7OU}SP<)d;HoHq^_&su3)=F{e+l`zNlKGCK8K-;@|4t{7*)HX&)e zNL**}bq}tpc?ua5rt^QUk||?-NEs4fEoJssCRRk=&Dl6fF^V9TX2HT>eDDJ0U4C^^ zWf)1PyFhhCw2)@z!CDga3+=!@703X1W3P4XEaI;t!B>|i^WL&9(6F*h)}7HH`c^0u zr*Htn69*Xrdjb(ZS51Ica%ng6cdo}_AwiO*To)T5Fl-ecsKe*)Li!ldxa^(t*(;pG z=(BP@t1jNwb*!->KVRz~<}?k?Xfve6Hg{<)7QH7(etU{JT{$Fa-Q^5-7jP&YAHDIS z{sqC$jU@F=4jUnlb_K*YOy*6Vg1@+va55rr>KTstU8#Em_m zN6haKB>rko_b-6H2zOWN#f*W@R00lvH5$36s}!Nh!({c@m98i651( zxiSI$uTFJ+wcxj-vv(1$NyUIPtv2V|)+d$8js(fRuKK#}l50}@YO^yXTkN>ng+VZ6 zCwnDi;M4xlUthKbO;rvX`6-Sc!wyvNJ+l|YG{Tq=W^77#eomg;wAp7#@tC{lAJkRx zsGWktaUc$EwkO|lwQD-Z z7HaW%VU2ECeltoAd6akf54)YfkNaf zhg{m=^2Qg4WT^Q|l^Dtp0~qc1i?RqOtJ~G;$cSt)Y@}Y6DKVF#Y&8QHx!Go+7j;M; zUUEWd$m)7nV8vV3v*Q@sGM*3(k35LB+kY`rXu@x=-qvPFdrst^qXoO7Y0YFH!6~i zd|7LLw1tD!?6~k4Mtd=2)z2L*e58qRcuqdk2Q{D*ZL$^R?%eU~a^gV}ONFesG4IjJ zlq)Ypd}?sPDD+7HczbmxGZ##=3lZ7$WVqs`F$^%Ae23!b_3U@}Hy(4#8#Sq;dw(LdVD@%P)|70yrhE-F@9$sR0E=ExNqWRLUnr68_}i^O2gvhba> zn4C+6Q{8gGCq+_stcdVr)vjb3yC!9rjc!pT?OLzlG%ryt1!t|UyS7a&(G4G4t|I{4 zY&wf|pT@5~ei(~H{p(8_fBdGv>2Uu*!PDvXOIPr&QKZqJe7(aE4jgj#vEZPfqe)Ys z``1g+dAq6|6ri%2aj;%zdq)rwL7GM3(d`iMcl^~VsKF$^P% zxsf}usz+os*7m+;qnhFfcAMZMt*$X^F(VcQ5~TIWU_CB|1}!gt_|_#y5cQEAq1Uah zxH4ygM+OnE57?Wnn5@V)m;`5b&KTmSY^`wcTYWa$RFQy-H|DsOI*(Wa5T1$ zjNK+8wKL|w>f1z`r|L5}DxuYW9(Nir;e@}_JmqGr^@Aq5?1V>`l#WP%F>nPrvu z5=3gLFMYpnPUavQdBfWE>dM_h+;nd`3gVvZt4ERc!K{D&Km^z1v~4ilB8j_n^T4b29ax4QbJ4?i* z{pl?#4Kp?}3zf!2ne=^~Z@=VqWpBR{xa-^~(=HW)2_rvS-Q$)HRSJc~h}!_7&=Y&4PJ0CXs^0O7 z?sG`+xo$fm;cyKL((9^NDmwONp%9iy)v=qoor_C4Cj8)$%2rg#N)l3iR1RH8q>F#d za}B5*PC5CN5Tn0Hp^24ISBxZkmXD@*CSRt}5DLmrr+)~U<9YUswCes`IJV^&)8EQ6R3- z#h@tr>~^Rw*j@hBTTkNI25+#>4bO14MfmrCQWK71`xfeS4ZS|vKloSS>nk5yi^mzkWx(E43z*A-hi zhczxV_*$E2m|~-7uy$dvAHp2#x!O?xOD*!{;`5BP`aQ!A>WY;O6r0W0p1))v!4=&) zX)zg7>ygz;8PFpPN#hUH%m2sQR|eG;bX#65kl;ar69U15yGsJW39iB2o!~)(1cEyR zf@^Sxz{TC&-Q9JX@4YwkV}4H6P!vT`oO{mc-m=!}-MjUVRN8IZ)aTl6p@+8!5U4~@ zp?%MUJ!KltX<3QnpN7TLp(e<7Jq#H{NLCyM(p=Zq-+=Jm6>dwLr||%%Fefiq-2&}3 zi5^SQ3MuDgfGJN@FaE$eAoOdyh<9p$O5tS&8PS4D9i>M3%Gr&;Cu4)(fT4Qmto{( zDsALuCbj>vDrGY{`oA?TDIb*o$U3cDsjLb3QORr_1UjLgcA})g{{w81guFGKl+V@h z6ps!Ghy<;2L%G}1@rUqGy4+!iVo@u3k;u-=WM{GZ(TQ^4z4a*`iPs9gk;YQ75G-TsQO#KT?>C67-k*P*kM{UQLy{%^%#*mA7A;bZ9rZA=!v!r)~ zA^uqY73OgYpUW@KByv?{#Y0BEE9h5FPf_;FXnD{NcMEz~sZXYqCapKAw1o|aFuECk z;Gkf3UTzw_z7m#3Im1D%SA&Oi&wO_N?N^vrwY$e{!JoB8bueb_eX;BPkExB*;tLHo zt&u(iB6-YQ;*%m(OZcXKw~Nxw?$5#{m$Ct0^WZQ$3T&PkS0HoA+i@iZH46@!LKO0a zCKsN*YAoyzTd{q5u?SbumI|4H;t)DEX$Bf?-5Z2idZR$C=%q_;zJ%G5d! z8*?uT_PSs7#dftk$0d+`X0}jLo|3%>1WYrHl zMAJo0X%sU_Y`C{$6+=Z=SZvT+5%>;seaiAZt3g$xz@Y9rE;gl;Ie7! zUSd^(J(pC^h^5?|L{RC=BvkrZuF8E4h#rjqwUPc~9i5nLirEnXLMXZJR*MjKNlY3OB%t9~3^p}<3f{%sqM%y%HtmHWoN4yr79$TE4Q0I5d)N17lo&lGTFwgDYFUq3Nrhx}tBm z_8fXT%9_$>a1j4pV{l{=BnApqW&dfZBhEdalt4!~syF|A_(m0M^Dwy};=o`CzXU~8 zGGu0GR7k9OGJ`QLy+q#kArFw>Ioqc+_e4k`m;LI!ZlW5@={vIynKU0t>c4p?V~tl? zdUr|89>0Kxd`?U#iJ=Zs9Lz4-tK;@`)ECx;R|d>~7H64mkI9$elUu9;3Ef7;nhO>R zR2%iIX+Y|;Y`0_0d-Nl=7U=BDQT$(MR7xAsgYP%*C$#>Cms&#LLE``#eg!-Mk@7~H z!B^bzFaCx)-!etvEj+q)+^DKQDRVRsLWFpLa}jl=I2ES_2EcFqQp99VhHUmKk6Dmo zut~9?W>8YcEYj{@gpv?l7(`+2yD_lKmP_M*xE$kb6a{CwsqTTfu`#aNO+ijm{TD z7~Od<2Px4wnnhGdrI@~5NQa$BZ>L>U7Jn>P&ySu+fS1D1ZKb*|k`?+wIpkr`00V!8URcnQ1Viyp=CmG-lxh65 z=mWEg+rPg{R@p3^uy_lT4G@%MmFcqXg^y0bOV& zKY!lJg9H#0N#l;@w@cUQ3w9$z6&q8HIt4xQQmhw1B-RG|l0 zI6AvLT6}|9*^N#ZBlgWU`xz}<2IfLTFseUIZWpgR_lE6GIrY}qCQQQI7*RxISd(uQ zDc?tVHXZfS!VrGC;2!O%kP1Fod3j}KL^0k62;rSuUdQ}!b<1}vZ#c-XZ;k$ra{W78 z132JZIwv?#=CEa7J)adkVGN2-XV$7v5r^OTOpY<@DI%u0fpA1re#i{WYyl@K)HnUp z-Ufh={FS?sA(;pB@~cr(QoQJq35BYS&Ia3j6BgnK+D7uUA+#0Mw5czkAo;-b53{|; zijD3nM&Gg4>b@<6gku4ea++Aeuad15EeXi9&u>Td@%EIM5YueFHRP8W>Pc#_!?v6s zPHRfySii{7;{`?%a!Hq?p>!et(e8R7#MCy{n1JrjuHNrh(=$_>fEPDvr-Aok_#e_c zJ6p}h2RL^rA*_lr&m*J>hxYN$%(F6f)+kV^6BuT0g{sxiaG{?H{Q&pzeL;l+8ST38 zv&yhCbGb{j(?Bm8(W`pDO}C09dh-r?h)|ySAUaW%iN&9kv;t%s{S<+c%p9iCY&w?k zH6YSDjC=?iLq<}d$>IL zCH`yrZ1SSMQktj+JIs#LurVr1F%)e-2x})@d6%2oK!nPd_?_8eIt9}m_E@PBSO|nO z@5CejsMzFp!QW zE@B+8Ce7}Q-@)vIIhbUCwR>Hlo|yKaqF8`O=r~y|?>jV%&CE@|rSQTZB0__;0$YUv zi84k?a#9%@OtV}8ylJ_SF(D&3MNs;5P-1R3Fo$LHL6?Z!b>JN?mft1sIgt|>rj&R#SerW{R3fq<$?2m^tH9+ILEWSm5YKCs*5mpFM*}YeySF88tH__rpx2E!SY_tqT;^1uDX7_G$Isqy#I)PDl(P-#$S)ddiLfB;yO- z0m!lau_faox3z{}@K&s~{@p;6wE8dh<3}-PcVbyjSW~QI|28%>S8T}D9T6FSe4bMg#6Kt?JMEXT&Sn-o#8q-*W>!)?D^J|!*wxR zM7ctK0hpb!5;oMm2%V-A(Mh?@j#kivf;B_26HSEN$u+md>3yIg#%?}2FU+{QcU2wN zuM{ccJG9pTGYxjw@d-Ls(&q=c4BDUh3N_3uXELJLJT+V>+E3Nkw`yp|Rw^uNEWTrU z%A7t#jjkMG_O)|k&wso1db2i8gElW)q&nBi(ncmUWd#=nF<|6SOQ)ftK6p+2oz8fr zZ$q;apZvG(FY0n9*38TaJ2N&DF zuHVk)rV&O&R?74DH8Nt+Gx`%eiv%74KzSBblq~yx|M|^0Hg|G2I%!#)SGRLb?18wf zID{?b;%vbQ*){|LVsg)(^sYev3l=ig*p%FQLGqS0AG$73fk4bK(-)@Oln9cd+dvwG zdCTPZ=|k2jG&;*14(s)p2Ie;f%HG=hVbD!WUeP~kruB?5C?tlMFNLobRm9Kf4i(g@ ze`RJ4!}L#*`!vU40pi*DjfN^K8ztQfIMHm=Qa+D%`A`cg~MYJ^?=jC~0S*ruWXfed*|U2VUk3`9eZzc42F z?}-t(Qb~CV`m!Be2oFf4HmFTjp`;~ibcCqdk@}u1>SuT^{OvDOGNXy-iYM7S8t~@| zoPaiXxr_BBUBsHZNTBwZ6Od{hA)AbO12)O=@{1G`&u?fs1)3sfonpF zFcM$~icYuWlij>EI8;mmSFFB(v9Yzs-KRuq2h*hX{oK+D$`GbVMW#E4G!HUpO{tV; zPOujturL$woSRu3JHC7oAExiAbNmz;MV{7qMxD#(X_$Ml@s?P2u0B)>$cdvkUp{1! zH!P|kOKA5Z0|`OncSdjK2X_+L;iA&nMH+_pfope*TXeg&AszVPt$HOjF{FH}d3k4S zA97L!Xoz3ZH&TyWmNfrvv9QIS1wA;#eROUlGs=YcNN*hi+0;VaI4n!uri!6&vR>av z6d!|N5?h#TeiccnP#zs#y0Tct+nGXROe;y}e!8#rCS5f78_79WnQj$N# zoSQa^5=D^(xCuE4Yw!Zsu+8vTwn{-8X%wi$WCjL)cFg;7qOH==EZ99%;RTE}Xnl^W zxrvF})f+J$uskWt3X-B$DsnFO=t_#dzM5SY6_XA7Ua>AenfBDW^f+eGd+JUyS4Wu) zfHbZf9pWT+J|AwE6|F%CE-Byn1akMUCRSamk+BfzOkgim*o|IID8HX``L(LuTt~Na z^Ttep3|L7_IC##3qExBjN<6~yOtx&LFx0@8N$i!r8lQU-xdO4cgr`}DV0^harf_yg z76{e7ab!oyd-S4Q6w%~pW24vMp&? z^41;FIzJf~66Tes$Q>)oM5gY6NHo_t-MFR4wPKig-^Z~$9xELRCkE{9LK4-0D++7 z@>RsAQTI6lEj@-H!!H4VMW^K0b zD%WXKHmP&vu#h$K-{y$Lc#Nv^x{P|f0tlhdtGTcw7CCSL;*wEcx9hvd41N3Zr@?(p zF74?FVJ_Ppr>CQ;=}Z-bYFwY^n=93e-+=OPzj3gIh4(4V!@?51B=A-EJm-)TW_iau z;12T-Bta&}Jep4b3{_RAhve~2fnoSven*i)e_ZEP50@u4(3;-C`{)KlUs8nxuS6c~ zQ7;zbRs`nUZWW&oG!1`IHwm0NQI`2PJU|Cod)aZ-WN_rH=h@|^%^YPs4|AsM;#tUT z6ay<{YV{gRbP|c`P0S9x3ctH#>2OLN_|{56#6)t{!DR_G>=94^p#cm;G`tkz;!>xaMSEjbI17lI!j`{ots!0Kffv5UwpWxG zeP~XX4dkxGLH_KKuOTi{`Q7c;1TwUpb2Z8g%|sBbpW zr)fDIn?qQ+TuUiNBm9I8e#C(#EDY%h1i;Vl91HGkbG`2`4f9spGdk{vzla+V%MRDS z1GNp^sE*qq@B9fw`dUm??C|BlQ4jQDZrRfF`+6*F2&TU=cG#&tgH`+0qBJNqKGi|1 z;vaLe*!e25vAUq&YRv_hptI3I)u10ksMg#4)QYh6CVQStGZvi*Y9oV7UHs7%mKH&K z0pU|w6e=c2j23P6(KHdy`*`2L0*Pz|kAEx3h4##X(?B;BQpM>cF4B4~aUDbbyqv;F z|DOCNV^HhKE6kaC=34E62-asslI(+jGECr3xf;;{dnaNxGP$<#BEy_V9VI^$uid$=!SeAwlv&wtDq}p@~CuKdpa9Xhxwhx zRVj+)05nDPl3%auhm3Q5q7U&43aWY1R?R9f znkwkvdtaN8gB{4b@N=u@#!xR$^B9o`rz%9g_1YXJ99daL{Ocp$b@jw?j87f}sT7SjpaQfqr#K2M1+@N=QEN zW>K4LW%3~r%8b;lp_u;Mf#?v7f+Wy$FC%_cH2YdUr(t0663X;WaG1dYkZFW8ixQo3>dU6K^M+c+RKU`7S$N{y8%;*}3W$D}9K zvMrlobDF3cl_lLPEMKMdYvirA33b{4J*&neBkV$|j6qKU!;YvzAn&pT7zQ|QF?=P~ zycU)Q!c0JnESHDgKW+ej0jC6IMQrB^`doIl$?_A112KW}Q&jMEGdl&D&vH&)OmKAA zKR40DlBTrHGve02c%*S>W`nB2KxsUJvFQu2%|oS#-t@*H=l7VHCc_cq>B_v0d1o+p zBf;u=w^hsrHz=WU%vfu>?$@%XFjC*d-8Gd=^FD~3Ir_kAs=X0E9u2k0G*nTUWu*M; zYa~>Q7_p)D4e3UvQS~tN(+oGs<4Ah)zZdqc+TI;g1KCDWBhBlE+;ja^R#sbkwMTG0 zb)F9K@{QuMT`UV$6kDrwyC`{~kua*-h3dD>aX9&+q?G8MA9+$Px9w6^UWR-q{I!9I z9=qyEv8QmFpIB-Xx6EZ%-37R<00HA%NTf< zgX&RO`&2)8yb}MhT$1#Z83c7^jrA3WztF9o@yKA+NlraeO+F*&|4Zxx=b-UQm>G)` z5RP4xA-yKyjGRP61P3V;D$q98&Vvh$9Em}VwZpRlrK8~i^s<16@g1N<|o44q!^iHS9`;|rA#Z$e{8=R?`qSj zju0Revw}X5&-gWDZ=!=-rbCOcNyq0vz9(Q;rw^Ad@2pkn6?1NEMcB*8h}DPNe6fOT z1G{$iohBZLiP+>#U>o2bI2FmF14%^s=Q<+j^a}rJti<4KSxrZIb-B7M`nROf`_L8t z8l%JnB4aFNbAeB%Kr{P|=Fo(=?@6RU$)f`E0~O-am-r(kB&XqO7BTU61{Ipua%zRN zq}Zt^G0+YMI4C~2iuRQlJxo9#zQ!mr;OsHHw1YXtN#gv%D2?7*W5x-b*mYMKNi-`@ z2~~<&#S9!|Ds5LSS#ea+H)EJ#x*~KXKljy07phuQlEqliI(OjKYB<0;mpR`SV#G8f zBbB-Bt)^=78)?qAYW*IZ$=5GBK1Y0w(=eTthZ5f340%6}#y6jX^ENiONB%tB z4?Q({J>2#&H0=AK=kRufm-1A@Qo*ZLml9J+^scNInrJFAt7~qk(S$A3e^z;mH>lwg zqYGb>$uS2Om|i9}jqB_G0M1!u1(s;l(%*hl^~#bOY&VM_H7|$>#!nI(PBCww!c2kW z2up`Sd<|2*w1GYXv*9>}>KmB0f30gP729Hjuve;Z$}OtO6>_2RsB8QY$n~G5|E`!8hekG*Bq}4A)+kUR!%B%+cn*m?%*18-H|ts~e|4)86R12Lx5m$m&2r^vj0Se3 z4?6=A!gmUyNO!Y{zru;|6Ha6`Cdrv81pi~2)IoLY(*Ld?E`Y0u2^0@Yz08xQqrW;x zi5Gax9JZM|=kR?Fj|6!kVPiH`-nPCusbBAYe9SS?8QAsKg;UPn{x>}N#G?|?j+9Z4 z54EfM1zNrK@BHobnK+i!7p%x{7eLhIU&BgeqnGQG?67j*-Jv)0zvWnL1uTt;H}P1Un_3n?6I1EYayCtogBe zc$*P@_-R(kksFq<<{|86TKE3p!totz3ZW8;PROz@>1)t}O-I5)Pvx+9^gX~bi_#Dv z^2qAiv}Gl4WupRfXlAl9NL4>1b1m~B$ern@tUj*~f(Aae!NoD6Ocf@5bulSYX8MO& z$QEzJ>O01fK3vCGj!I$=xr)N~B}cb_^GS%fsl{%y9qB!<$yp1tXPWirz3zfL@X%6@ zAGN}Di{z!zAdt_m%qxcEA*E8jjY4vg^Cs`G7*l`O@?fg zgF>UKYI~cloaK{aL;tuI>~1}d8@UnKH(!JU8T(U_VeCXyr%7k0>D|Qq! z3aeeMB_^CHEu`)96&o*nz%h|!V_R@^5r#DwCpOV&K=2iOucmWzsCE!jV0Uci8fX?| zkSRGDJKCAH&_l~$$oL4CYc;yD#p?TE&>dh9d^ZXh@1LHFpX^%+eAeEM2Elx8Xp-cE zB^w7gT5vL-VCkwveoW+q1T6ay9bDEFE&Cb#5jM7!r%Py@%~_Nx8yL{pFw0zLrf#9M&j`*V8xnjobU1>$W5=!;}rv5H6u}XP!iJ( z+tGFURp8a>MqkVAMCoJc(?yHd!=4TtyHrYThF!zRmu`#fqWTYgqwCbIya5%s6My?_xCx?1dAw;T((oZO#hs)XgH z&MPs@*qB04^DR7kOc7B@@%=aQb_9h@dj(2i7leVlke zJmM=yW7z+ZFVo&YemGl+~4Y83nXesb^7hac(ZTx&h8*FI22=>#QNrP+s_48Dtb8waCyU?LZjY{gZ4;_@h&Q=Z zKp|&ijz6%;1@j_6J>HK1p8?vVSI(KoOXiQPSd|XTmMV0ou`SE@%oO+yGZ~!5dKBR8 z#j#4HWYq~>e;i|^%4r(7bm=Y?*eOc=6CB`ZGM6x@y=Y?(w02Xx+JBreK(6FvtPXl>Q*2S)YAj~d(d!$7U`#@HzHRB)5p8UfJg# z1Y%CZYnGIbmBIB!ctj`4l&k)#mP`3F~ms%J6likcowVUEJLhf zC3R2mv%N35yaAqh`Jdtxh#p)}eVH`F(R(;F2cFUffsz%$hS^VPm9LAp@!lJ2M zGhOnAAJQpPze0Rsh`2cpa9IHoLi!2lu3Y6Y3=k;A$s0JMP(r^HrO46l06mPMAwKrC zsMc>WX_P27QKl4y{;Y;eGyS+S)CIqnDu5Rl%=wOCgO%9yx8G|>86MUfpR@B0#b9&QbN@#;cNv};9JMh2CijM|4PwOOY z%F5C@oEwC=u$H{_`HM~39d6;Xht*DrEv(p7o|Lx`NWhBhBq^o3xLu{oI&?}- ziTE9Lylc5Ry&N(TU$(gdeZAa?8 zMGDNp4GfnhmLxY>ourOT355#FM28FyXG?1h#+AaLp+1}!Flf*a&Q!Ikvm)!N>D5}S zTK1Of2&+%6(A+d~HnyB+Gw#$sb_qU?cu@D9K0UNNT}6tMM!46%J zfbdVd8zWuGGE|2^V6Qh<2I_T7j(*!525c_b^C;l9 zCm+uLSyu?7O5kb4(uJ6t>t!MO5kML}E6N>1t}j4#ygc71=^K4%Pbrb6Pw2B_Lf38&<#){T4`t z|7Zh^uzt&K}SFMj$|5&c(~Jh0*>I!@A+=rLxTCF_3jH&0sz9Xcp>BZZBfB zyc=9DUw10PI5uJLR3+WYPi3F4zlY6W-idGB7w4@mPt~fVMa-V|kss6V3>K0pdwtNG zxZQoJ`Z9c~g$iuRCnOb zqbqS0WmpK^c>(A7)y+9SsuGi8!ex`lEXBUp-|nE=#Ya}yxm)TTUfV>bNPTp%N!Wjq zO^+eMUpV1eL)}qW!J-c}oonzgBJMfXw^!pnnR-c3&n_;e+P*?;Lvh)H$kev~F6_{Y z(8g5Oq`WS2QE@jOGa4EL{fYmg9VmfSF#+`qTMDDWxM(S}Cl9eIDXAIxAQjq0`PK`R z5l0=E`xSsv(|V=ua}vI6>=O)v$fjg|ROD<&cp>sJ_rKVL|0JT2C*e@utUX}yb~q|0 zy7K;V2p);}Y6PdJ9oz4IgwmxzuvHtg8baC+=#vN3nq-FBnpvx9f{Bn@sjt@ISI~FmV&?l~-oqNt zSFg&6A|U@K?sO*2QxW}`Vz%a6GA^^1HzkS8l`KvuC@SWv9hfVJg}nRL8jqqz20^R?o5?L ztQ6M(&5Y~qHFlbFM@xk^K!n|`noboZPXFLew6$DR*3yw2W%Mjn8RQ>ItE(@3 zhvd!=W)km1q)BtIebVE6y)O>lB6VV*z5qKgLb}KV1AE}MfL;AQ3zwOLyb907r!a3U zTVF4$tMLmaHXYc97oxK2C;LM147Q;8SgZ|qJ)P$~L!-YyKV!eSyVeh9OUH~~NlKly zCK`u_{RII)_GtB>z3G=M>qmdaH~NSu@mpYBC8;Xp*^CLdYZHp}<*B;1VKlsbos=OCt#-{?Mq z>3ifbtZT11PyBV^Hwvtnr`~W`>~W-Pid@ilYG>fG-eml_l=4t_JTh?xsPU%U)W2J7WxD{It;zFtai)HD zycg!LzDmXF=#p)J(FRsGvqUle!0nVQP1 z=l(cyOs(nL3!V*~Vb}Dj-0yaX{_WaM9oR?Tm+q=dkfi)&g(-HOdRWRs(*b;^Jb)mitrH=F`|e z;&RQhaQ2s&@GH&@6*EQQNvN!&RLVjg%F#>$o`b^^*WZi(CEQaUq*kPmB)>yoUAWuW zS9{~vu);^DU5rQCjY=XgVel4@go?(AZ}VOnqsY$?KKqw|nbOlo?4!$m9#SeZh^}5` z16Q;0o#XZ9SKW(%zC_m?lcOiZfAnz&aak?tyLKMV3-EgE{^WR}w|!tXD(uazpG?M|~B0DFh<>#=Ujm_x`=?wd6__1D$z0ZVH%uqedfH z8DqwTPOL{)luq*{#_%!dZSs1}=6Q{C5^aM;b1v&X{86tkemJo4)+{&dS!{BbYpxpD z;vY|0H>=%h>>@i&N|t)kkAkB_UQK+TZwSIKwDGuS^3)5!j#^ut_%pHAd}B(pFX= ztfty8{v2|Lx;r|u5uwec=NA;fLc+qNS>BVAM0BlfM04=+@W?~mDff1FMG)Ac!PP7B zFax%EKE_=C=fnH2Zs`9g67O-uGGab{8=IWuFc~DuJ)0gyd!uFh{pOyVml7TvL-wEV zb=LK>#bd9Vjrf@V_U>-|!{rdSq6*9|GxA8%P)i9Lm8W07wVn-{QROQKD~>)*qbWVs4B2b zj-^wzo~tfaq6L3kdc3UR8=BL}HoF}WCnd(m$NXg16;7=B_1lIz-~CWCi17D`CTZMm z=cf5eyE{AIZg+A;GvsGD@_Ys}T8>o~g? zMdz;ss;&|(0$Jlh^;|DU00blapz|H*p^{FWa%?fPU~MwB!5t?{9QG>@N3bE>Y!SQZ@g}v+d>NSLv*HF%un}MmX?x-TJd&MMz*?{U7m{f-;ZI=Zw;@+px=^kgvOO02H?n~ZJo=7V-%@-fel!4=ja}hD%h6aeV zE*^_re0LZus(1jO_E7(G>4;P36M}z=6;W5>+TtXuP2)*tclVF69X8Su^@CSIq7_TtanC6`#W*% zW-EOOyiHZ^Vf zkl@4l*d|n*)Kh7UZIAaAr1q%!?yWyNJG;qQf}m&-VKgCA7}v=S|hE1M<`N#R>nk-Mtq>T=2wRc4K7C6l*!xpZ5K!O#&MWi^DZH%5{*K-a^2}THd*bgH(g? zEtS0_D26u$rg^vYoc2}^EvPQK_4PEmlF7$3KsuVqdi_zDIhKqSMGP)R5~aO@62rXCd- z1}yN8{f~liO0?P3uOM$<2Wx>_UaAiK3B$f;3e3z*SJx-UEN$xx4B1xa zT7)1P8NjX(NPHi=SxAdX+P6-R>uH0C*zD^D5dOY|w8+H`ZSgv8%d-(!Sz9x>zXW$< zHdAr<-%&_?z@TipJ*8ize8~Ne$P#B4^emk?m_FpM@?5ENY8;B#2E|Y&V32~$LlrV!K_X9r+t~!`gnn_khlr^UsQJ-IHRLHf2j=> z>9lwm8h*rpKU*PonTH{3+)T3Q528~k`pal8KIUj*l3PW9Z@)=|2EYWbeO*edN*PE2 z_^TiH{yXreaf2KHB1j8ktfb2OO_0cfFc!aUrEWrPx%ljGRx>ilDqo#YA$6UAY0fWj zTX33^@xZ|u=2lfPA(yZRK{Q(-cAkXAr^DJP+=w8Qg|4H&cJ&A36cHvn6Z4M+axvu?01mNd+ z?Hw50S9)C5#Qym@hiAY*mR=96#$<1@_{3F9c|wi8+IpcrSXjJJwe%6Z*vBtn9r|*7 zC;k&ShWdD$WnCnM#Kf@_W?O@)sydz*{{f86&CS8gQoz11t)78ebZ6`gC-7^B-xZ#N zGHx=3rKOxYR#sLEfAvJm)TDFAfTL@D`V{cs&5Q!x{_ghn)=*u*^>}%z`LfF4i-up}46lLHzk9>7Lc{)G6B&A2h)jly}@WG&cj3J!e&u zh@R`9`;5oN*&a2<}Hug!4ZG*FAIWl#EKqA%t`=q@<+ui$Y@TyiTAWizi!n*$)w2!=RcH1&SBg z%CwIq_*c`qZUe=gK|@31tv^8DWodv_>Lth>x#p0ZVcEeZl*fY7>j1-N<2<|Xj%Rgee? z2?^cZ-Q|vmF~KdK807P~pWhN@`{RZkn5$VJ8yJU z)Zolo>jj?DDT^g&)zsGp5UTXc5{9;(eQa`a602#-s%GH@S>t+?RGP5o zdo5s&oHmO@p&f?mhuhn=dnFA;@xbyohth3icLOn!M3*kP7lEUF%#dH^8f=DcrF#p! z4qoQ+k`%WG^IxppfD8F+)E8I&`vEvjLsOG>+(u+%Bvrb{=z+6beGo96NumpY35%U7 zjo|t)+Njc8S1okzG~C@AGO7Oqyp|_5Z5Eo`T?EpHHtZ46h-v{f$Q4MVq1ULSCW)|_ zDG%8C21ejW(f;9LDw?9sY>aXbKZ@d+NjN$?OGd>=Q`T6`IfFUVC{5B_1bIC7}$bj>vmAKNkX7x?8+@d{}yFlBd2;e>(GqKt@a}_q}yIPCC4A;=Su0 zZ}$c`Xdympwa=D4W0KB}vKAA*{&2PQ1Rlu+;3I*uuYlA5eafUmi~BdB6v5G zBa{5BeAGE?EqY!p^ntutWgeSjX5@YiC4FRKVL1i#^ZwAKWe)sD`yX~~yAB+H5B9L+ z_#!`3fJrWCJnaSMt2dS-^NbN-Ab`t0$Jgh(X09c+fi{4P0K`NHK3;Do+r&|r?f%TI zcDvX$WZ`CF(&axJ7DZnGz99!_3eXm`8K%GmarEl?Rs9ZiS}rbEyAy@pfa<06+`aps zc-PMbY^l9Hu^vmj(V#4$Z-XWMnL@yjSz1_-Bei*KK6@2?-)5z4+Sb_4IqBmuqJ<3( z4o;$U=VMqZ_iB^Vo{EM4O_n<~A-u8rWHS^<2`(-!n&?!6Ck%b&0&HyOAb)F?dhJN* z_+oqoI4Ji-opLZA4IZ|f-e&r5Ym$N&m@6S9fQ&CCu5?M}p79<(t6jV1)CGu1>O*`0 zam-jw^0+IK4t<;?I#MoFF{+pWhB_e7^i)}qWCIfTREhSb$?WXxSNDS|ns7sCAgVDU z4Di&`nLv>N;JO%w_Q1UC8RA)=I8?o!^@XCkE?(#T-)1~SU`KsP{Vr`p*BMC7cU?R6 z&EQ~$XZ1Sd;prs8n@v1H&H#OKx~OmC^zH%7{Z~cB=m{C7)Cgx_{mJA95FbsOCMQ={ z*STt|+z0i2Fo}{$Ii%kAc7;E0&&TAp?CStd^-6M2Fzt)`a9Oq|O$j}_S60<_n&pLu zJlp&8s{_+{JRyDh@+F3KCbsA3DtFB6jx|x*xYZY7U|@jiHeQJq2MK=gzW6y1;iCm4 zkv}`s`hMiZj3q9FiHl3^GHhz^;NT#Y-<<=pyx_9*Va{*DIz5Izdouq}Z=ygMo&S8e zK)H|zE$AX^?jY@!_yc3(aoZJejAZNj9YBb;z5&B8t$9%?cT_Q*DD{n)+rHgROnD+L zEiEuG(Cknzv;6&JIz8A$civ%Pji+}Z?Kto}B&|0O8GXnT(0Pt7u4LTj}FYjtt zub!zDP`JR3qpemy#3i@A;+FdjMi5c{+W4$p=ho{#M^hHj-+`RZQB~Sn-`#SR)tIdc z|Lh*b2lCg!(>keK*)y`(pZ1OvXGIki$9Rt#9j=d8Nbi>s0pSnH^f(FC`Hv6F61ef_ z6Z1NsUtD;C`+s}9*#f>R7QXh?btPboE2<)ge$SncM5oepgdM0k05W=lOB>h1d7phb zWps1{kWm2EouJN)#>5$oJa=}EIxaeeNO+)M46f;U@Rtj=wKa$9LfZK{$YpJ!9^5E6&?rl zZpVG;E^Tb5@nTXFz?*)xTSfjTiKV_UY(SUF0?%ne%q;-{v0HO==8`EWXnvlbmPejI zJvsi1aUkDZoTWcCHZ-^=!F6M_m3kgnJj;n7Ydy0#5VMc^(RYqlpqGieIgUIJfTID{ zeTy}8rdea{`M>sJVf!22_sfyj%kA$?G-k0;o;?ndChZfZ+p8NSktKQYu|pq zE;?|^_4xX~_WvH+vp9mrc4fPdu3EKf4R6_dP@!FJ5A=0xY%DP19<}5$8~_@&d)KZy zVAW&9lYDgM{A1~v+1Zy%|L*(!u6XxdV4C@S&iZ4;pXtDaeI7Vq4s7C&gx zz~O`Az*1oT|DW?OTg|@w;f(S5A2s`cZE;}R;Oh13_p9IU1vYlmzHJ2s!S9JGFM*L; z4|D)1n|SN(T(WoXU!T5Lz>e+(leed|*Vh0?SI?&N$y#jzmg&Iiduh;0Afp!Ou)0T` z>TBMv2NpX#hk;H1a<%*}P!kV?jD&rQEjI!S?e=S{g{SW^n$8lvt7K*EY+xasZX_8f z0`%Iv+HW^iy{Gw9F$n+v4lKr_PrPcA&bt8|kkshfyLT^eXrn(5IB3DKaOPDWhJe7p zkGHbdKP|H4Sh&+D>}FBYvUYjk9f&t>-n9J4vHX7|0|PLkU%q>H&E)JqvG2e-dZBZ> zh-;^dlE2+gV5wtwale1MrD1ioD8mQf$WFhsSx$%B;!Qf=zkdhy_tvjjGv`;un>A05 z_}I-~zjtqKNlD4IHIWZ^rU^4M0K@g1T;P9T75e7JM&-GF)4i5DxATGOyKfdvz*bNl zuxk?hh8H%34=g4hgSy?j*7fL= pbDIlnpg{)-z+pk2NWcA`Kap4K?hLN0&cL;244$rjF6*2UngC4M!>|AV literal 0 HcmV?d00001 diff --git a/docs/fern/pages/blog/_assets/bulwark/images/failover-timeline.svg b/docs/fern/pages/blog/_assets/bulwark/images/failover-timeline.svg new file mode 100644 index 000000000000..02039cb8c9d7 --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/images/failover-timeline.svg @@ -0,0 +1,98 @@ + + + + + + + + T₀ Steady + + + + engine A + Active + + + engine B + Shadow + + + + + + GMS sidecar + + + + GPU(s) + + + + + T₁ Failure + + + + engine A + Failed + + + engine B + Shadow + + + + GMS sidecar + + + GPU(s) + + + + + T₂ Cutover + + + + engine A + Restarting + + + engine B + Active + + + + GMS sidecar + + + GPU(s) + + + + + T₃ Restarted + + + + engine A [r=1] + Shadow + + + engine B + Active + + + + + GMS sidecar + + + GPU(s) + + + + + active role: engine A → engine B · shadow role: engine B → engine A + + diff --git a/docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg b/docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg new file mode 100644 index 000000000000..aec8f47700b1 --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg @@ -0,0 +1,88 @@ + + + + + + + + + + + + + + Frontend / Router + discovery plane: routes to active engines only + + + + + + + + + + + Bulwark Worker 1 + + + engine A + Active + + + engine B + Shadow + + + + GMS sidecar + + + GPU(s) + + + + + + Bulwark Worker 2 + + + engine A + Shadow + + + engine B + Active + + + + GMS sidecar + + + GPU(s) + + + + + + Bulwark Worker 3 + + + engine A + Active + + + engine B + Shadow + + + + GMS sidecar + + + GPU(s) + + + + Each worker holds two engines and a GMS sidecar; the router only sees the active engine in each. + diff --git a/docs/fern/pages/blog/_assets/bulwark/images/gpu-memory.svg b/docs/fern/pages/blog/_assets/bulwark/images/gpu-memory.svg new file mode 100644 index 000000000000..76c798ec6532 --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/images/gpu-memory.svg @@ -0,0 +1,121 @@ + + + + + + + + Phase 1 + Init + both engines loaded + + + Phase 2 + Serving + engine A active + + + Phase 3 + Failure + engine A dies + + + Phase 4 + Cutover + engine B KV fills + + + Phase 5 + Restarted + engine A [r=1] joins as shadow + + + + free + + bufs+graphs + + bufs+graphs + + weights + (shared) + + + + + free + + bufs+graphs + + bufs+graphs + + KV cache + (engine A) + + weights + (shared) + + + + + free + + bufs+graphs + + weights + (shared) + + + + + free + + bufs+graphs + + KV cache + (engine B) + + weights + (shared) + + + + + free + + + + bufs+graphs + + bufs+graphs + + KV cache + (engine B) + + weights + (shared) + + + + + + time + + + + + engine A bufs+graphs + + engine A KV cache + + weights (shared) + + + engine B bufs+graphs + + engine B KV cache + + free + + engine A [r=1] shadow + diff --git a/docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg b/docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg new file mode 100644 index 000000000000..8c206cfc116e --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg @@ -0,0 +1,38 @@ + + + + + + + + Bulwark Worker + + + + engine A + Active + holds the lock + + + + engine B + Shadow + waits on the lock + + + + + + + + + GMS sidecar + owns physical GPU memory · mediates GPU access + + + + + + + GPU(s) + diff --git a/docs/fern/pages/blog/_assets/bulwark/tools/README.md b/docs/fern/pages/blog/_assets/bulwark/tools/README.md new file mode 100644 index 000000000000..d5d62a40a648 --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/tools/README.md @@ -0,0 +1,25 @@ + + +# Bulwark figure sources + +## Architecture figures + +`images/layout-overview.svg`, `images/fleet-overview.svg`, `images/failover-timeline.svg`, +`images/gpu-memory.svg`, and `images/aliased-kv-cache.svg` are hand-authored against the +Dynamo Dark token set (`#000000` canvas, `#76b900` accent). Edit the SVG directly. + +## Benchmark figures + +`images/bench-*.png` come from the 3-node Kimi-K2.6 cascade run described in the post. The +harness emits Matplotlib charts on a light canvas; `darkify.py` remaps them onto the dark +canvas the rest of the site uses. The transform inverts lightness in HLS space and leaves hue +and saturation alone, so no data point, axis, or label is altered — only its color. + +```bash +python3 darkify.py .png # writes _dark.png alongside the input +``` + +Requires `numpy` and `pillow`. diff --git a/docs/fern/pages/blog/_assets/bulwark/tools/darkify.py b/docs/fern/pages/blog/_assets/bulwark/tools/darkify.py new file mode 100644 index 000000000000..6193aa8782c1 --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/tools/darkify.py @@ -0,0 +1,61 @@ +# SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +"""Move a light-canvas Matplotlib chart onto the dark canvas the docs site uses. + +Lightness is inverted in HLS space while hue and saturation are preserved, so white +becomes black, black text becomes white, and the plotted series keep their identity. +Only pixel color changes; no data, axis, or label is touched. +""" + +import sys + +import numpy as np +from PIL import Image + + +def darkify(src, dst): + rgb = np.asarray(Image.open(src).convert("RGB")).astype(np.float32) / 255.0 + r, g, b = rgb[..., 0], rgb[..., 1], rgb[..., 2] + mx, mn = rgb.max(-1), rgb.min(-1) + chroma = mx - mn + lightness = (mx + mn) / 2.0 + + saturated = chroma > 1e-6 + sat = np.zeros_like(lightness) + sat[saturated] = np.where( + lightness[saturated] < 0.5, + chroma[saturated] / (mx + mn)[saturated], + chroma[saturated] / (2.0 - mx - mn)[saturated], + ) + + hue = np.zeros_like(lightness) + sector = saturated & (mx == r) + hue[sector] = ((g - b)[sector] / chroma[sector]) % 6 + sector = saturated & (mx == g) + hue[sector] = ((b - r)[sector] / chroma[sector]) + 2 + sector = saturated & (mx == b) + hue[sector] = ((r - g)[sector] / chroma[sector]) + 4 + hue /= 6.0 + + inverted = 1.0 - lightness + c = (1 - np.abs(2 * inverted - 1)) * sat + x = c * (1 - np.abs((hue * 6) % 2 - 1)) + m = inverted - c / 2 + sextant = np.floor(hue * 6).astype(int) % 6 + z = np.zeros_like(c) + conds = [sextant == i for i in range(6)] + out = np.stack( + [ + np.select(conds, [c, x, z, z, x, c]), + np.select(conds, [x, c, c, x, z, z]), + np.select(conds, [z, z, x, c, c, x]), + ], + axis=-1, + ) + m[..., None] + + Image.fromarray((np.clip(out, 0, 1) * 255).astype(np.uint8)).save(dst) + + +if __name__ == "__main__": + for path in sys.argv[1:]: + darkify(path, path.replace(".png", "_dark.png")) From 0056220983cc439a62c6bc4fe58278af935f9ab6 Mon Sep 17 00:00:00 2001 From: "furkhan324@berkeley.edu" Date: Fri, 14 Aug 2026 12:48:22 -0700 Subject: [PATCH 2/2] docs(blog): apply editorial review to the shadow failover post Rename throughout from "Dynamo Bulwark" to Shadow Engine Failover, retitle, and add Vikram and Maksim to the byline. Lead the intro with zero-copy weight sharing through GMS, add a GMS overview diagram and the intuition for why a GMS-backed weight read costs no more than an engine-allocated one, and note that KV cache under GMS is active work rather than shipped behaviour. Drop the scratch-aliased KV section as too confusing, explain the 17 failed requests as the cutover window, quantify a parked shadow at ~6.2 GB per GPU, remove the two results rows whose near-ties read as a baseline win, and add the DRA prerequisite to the caveats. Co-Authored-By: Claude Opus 5 Signed-off-by: furkhan324@berkeley.edu --- docs/fern/components/BlogLanding.tsx | 8 +- docs/fern/components/BlogStyles.tsx | 4 +- docs/fern/pages/blog/2026/dynamo-bulwark.mdx | 150 +++++++++--------- .../bulwark/images/aliased-kv-cache.svg | 129 --------------- .../_assets/bulwark/images/fleet-overview.svg | 6 +- .../_assets/bulwark/images/gms-overview.svg | 65 ++++++++ .../bulwark/images/layout-overview.svg | 4 +- 7 files changed, 152 insertions(+), 214 deletions(-) delete mode 100644 docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg create mode 100644 docs/fern/pages/blog/_assets/bulwark/images/gms-overview.svg diff --git a/docs/fern/components/BlogLanding.tsx b/docs/fern/components/BlogLanding.tsx index a5b4ad39c384..9cd3a972a802 100644 --- a/docs/fern/components/BlogLanding.tsx +++ b/docs/fern/components/BlogLanding.tsx @@ -5,12 +5,12 @@ const ARTICLES = [ { - title: "Dynamo Bulwark: Taking Cold Restarts Off the Serving Path", + title: "Faster LLM Inference Recovery with Dynamo Shadow Engines", description: - "A pre-initialized shadow engine shares GPU-resident weights with the active one and takes over in seconds, turning a three-node cascade from a 150-second blackout into three brief promotions.", + "A pre-initialized shadow engine shares GPU-resident weights with the active one and takes over in seconds, turning a three-node cascade from a 150-second outage into 17 failed requests.", href: "/dynamo/dev/digest/dynamo-bulwark", - date: "August 12, 2026", - readTime: "12 min read", + date: "August 13, 2026", + readTime: "11 min read", category: "Engineering", art: "bulwark", }, diff --git a/docs/fern/components/BlogStyles.tsx b/docs/fern/components/BlogStyles.tsx index 202050d82a85..a765cace3409 100644 --- a/docs/fern/components/BlogStyles.tsx +++ b/docs/fern/components/BlogStyles.tsx @@ -588,7 +588,7 @@ article:has(.dynamo-blog-article) pre { /* Date-first archive labels, inspired by editorial blog indexes. */ body:has(.dynamo-blog-home) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynamo-bulwark"]::before, -body:has(.dynamo-blog-article) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynamo-bulwark"]::before { content: "AUG 12"; } +body:has(.dynamo-blog-article) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynamo-bulwark"]::before { content: "AUG 13"; } body:has(.dynamo-blog-home) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynosim-pareto-frontier"]::before, body:has(.dynamo-blog-article) #fern-sidebar .fern-sidebar-group-level-1 a[href$="/dynosim-pareto-frontier"]::before { content: "MAY 29"; } @@ -966,7 +966,7 @@ body:has(.dynamo-blog-article) #fern-sidebar a[href*="/digest/"]::before { } body:has(.dynamo-blog-home) #fern-sidebar a[href$="/dynamo-bulwark"] .fern-sidebar-link-title-inner::before, -body:has(.dynamo-blog-article) #fern-sidebar a[href$="/dynamo-bulwark"] .fern-sidebar-link-title-inner::before { content: "AUG 12"; } +body:has(.dynamo-blog-article) #fern-sidebar a[href$="/dynamo-bulwark"] .fern-sidebar-link-title-inner::before { content: "AUG 13"; } body:has(.dynamo-blog-home) #fern-sidebar a[href$="/dynosim-pareto-frontier"] .fern-sidebar-link-title-inner::before, body:has(.dynamo-blog-article) #fern-sidebar a[href$="/dynosim-pareto-frontier"] .fern-sidebar-link-title-inner::before { content: "MAY 29"; } diff --git a/docs/fern/pages/blog/2026/dynamo-bulwark.mdx b/docs/fern/pages/blog/2026/dynamo-bulwark.mdx index 784734ae51f6..cf8cf3ca8ed6 100644 --- a/docs/fern/pages/blog/2026/dynamo-bulwark.mdx +++ b/docs/fern/pages/blog/2026/dynamo-bulwark.mdx @@ -1,12 +1,12 @@ --- # SPDX-FileCopyrightText: Copyright (c) 2025-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. # SPDX-License-Identifier: Apache-2.0 -title: "Dynamo Bulwark: Taking Cold Restarts Off the Serving Path" -sidebar-title: Dynamo Bulwark -subtitle: "Mohammed Abdulwahhab, Schwinn Saereesitthipitak — August 2026" -description: "Dynamo Bulwark keeps a pre-initialized shadow engine on the same GPUs as the active one, sharing GPU-resident weights, so an engine crash costs seconds instead of a full weight reload." +title: "Faster LLM Inference Recovery with Dynamo Shadow Engines" +sidebar-title: Dynamo Shadow Engines +subtitle: "Mohammed Abdulwahhab, Schwinn Saereesitthipitak, [Vikram Sharma Mailthody](https://developer.nvidia.com/blog/author/vmailthody/), [Maksim Khadkevich](https://developer.nvidia.com/blog/author/mkhadkevich/) — August 2026" +description: "A pre-initialized shadow engine shares GPU-resident weights with the active one, so an engine crash recovers in seconds instead of paying a full weight reload." keywords: engine failover, GPU memory service, GMS, shadow engines, LLM inference, vLLM, fault tolerance, Dynamo -last-updated: August 12, 2026 +last-updated: August 13, 2026 hide-page-actions: true --- @@ -19,59 +19,75 @@ import { BlogArticleMeta } from "@/components/BlogArticleMeta"; authors={[ { name: "Mohammed Abdulwahhab" }, { name: "Schwinn Saereesitthipitak", href: "https://developer.nvidia.com/blog/author/schwinnsaereesitthipitak/" }, + { name: "Vikram Sharma Mailthody", href: "https://developer.nvidia.com/blog/author/vmailthody/" }, + { name: "Maksim Khadkevich", href: "https://developer.nvidia.com/blog/author/mkhadkevich/" }, ]} category="Engineering" - date="August 12, 2026" - readTime="12 min read" + date="August 13, 2026" + readTime="11 min read" /> -When an LLM engine process dies, the standard recovery path is a cold restart: load weights into HBM, compile kernels, capture CUDA graphs. For large models, this initialization period can be several minutes long, during which surviving workers are strained picking up the slack. +When an LLM engine process fails, the standard recovery path involves a cold restart. This requires loading weights into HBM from storage, compiling kernels, and capturing CUDA graphs. For large models, this initialization period can last several minutes, during which surviving workers are strained to compensate for the loss. -Dynamo Bulwark keeps a pre-initialized *shadow* engine co-resident on the same GPUs as the active one. When the active process dies, the shadow takes over in seconds. The cold restart still happens — it just happens in the background, off the serving path. Bulwark ships in Dynamo today as the preview [Shadow Engine Failover](../../developer-guide/knowledge-base/kubernetes/kubernetes-operator/shadow-engine-failover.md) feature. +**Shadow Engine Failover** keeps a second engine process, the *shadow*, fully initialized and idle on the same GPUs as the active one. What makes this possible is the **GPU Memory Service (GMS)**, which enables zero-copy weight sharing between the engines, so the shadow adds no weight memory of its own. When the active process fails, the shadow takes over within seconds. Re-initialization still occurs, but it happens in the background, entirely off the serving path. Shadow failover is available in Dynamo today as a [preview feature](../../developer-guide/knowledge-base/kubernetes/kubernetes-operator/shadow-engine-failover.md). -We measured it by killing all three engines of a three-node Kimi-K2.6 deployment in a two-minute cascade. Without failover that cost 409 failed requests and roughly 150 seconds in which the fleet served nothing at all. With Bulwark it cost 17 failed requests and no blackout. Below we show how the GPU Memory Service makes warm standby possible, walk through the failover sequence, and go through those measurements. +We measured the impact by forcing a two-minute cascade failure across all three engines of a three-node Kimi-K2.6 deployment. Without failover, the system suffered 409 failed requests and a 150-second total outage. With shadow failover, only 17 requests failed, and the service remained continuous throughout the cascade. Below, we show how the GPU Memory Service makes warm standby possible, walk through the failover sequence, and go through those measurements. - + - +
    BASELINE — no failoverBULWARK — shadow failover
    BASELINE (no failover)SHADOW FAILOVER
    Per-user decode rate on the baseline arm: a flat band around 65 tok/s/user before the kills, then a gap of roughly 150 seconds where nothing completes at all, then a climb back to the original level.Per-user decode rate on the Bulwark arm: the same flat band before the kills, a brief dip to around 42 tok/s/user across the cascade, and no gap at any point.Per-user decode rate on the shadow failover arm: the same flat band before the kills, a brief dip to around 42 tok/s/user across the cascade, and no gap at any point.
    -Per-user decode rate through a cascade of three engine kills, 60 s apart, on a 3-worker Kimi-K2.6 deployment. The empty stretch in the baseline chart is 150 s in which no request completed anywhere. With Bulwark the series never breaks. +Per-user decode rate through a cascade of three engine kills, 60 s apart, on a 3-worker Kimi-K2.6 deployment. The empty stretch in the baseline chart is 150 s in which no request completed anywhere. With shadow failover the series never breaks. --- -## Motivation +## Background and Challenges -Recoverable software faults are routine for LLM engines in production: process crashes, recoverable CUDA errors, transient NCCL collective failures. In each case the hardware, drivers, and node are healthy — only the process holding the bad state is gone, and a fresh engine would run on the same GPUs without trouble. +Recoverable software faults are common for LLM engines in production, including process crashes, recoverable CUDA errors, and transient collective failures. In these instances, the hardware, drivers, and node remain healthy; only the process holding the corrupted state is lost, and a fresh engine can typically run on the same GPUs without further issues. So why can't that fresh engine skip the initialization cost? Two problems stand in the way: -- **Weights die with the engine process.** GPU memory is tied to the engine's CUDA context, which is tied to the engine process. When the process exits, the driver releases everything — including weights that were already resident in GPU memory. The incoming engine process must again pay the full cost of weight loading. -- **Some initialization cannot be transferred at all.** NCCL and `torch.distributed` communicators bind to the running process. CUDA graphs bake in the virtual addresses they were captured against. None of this can be handed off from a prior engine — it must be re-executed on every restart. +- **Weights are tied to the engine process.** GPU memory is linked to the engine's CUDA context, which is itself tied to the engine process. When the process exits, the driver releases all resources, including weights already resident in GPU memory. Consequently, any incoming engine process must repeat the full weight-loading procedure. +- **Some initialization states are non-transferable.** NCCL and `torch.distributed` communicators bind to the specific running process, and CUDA graphs are fixed to the virtual addresses present during capture. This state cannot be handed off from a previous engine and must be re-executed during every restart. -Bulwark addresses each with a targeted optimization: decoupling weight lifetime from the engine process, and prepaying non-transferable initialization ahead of any failure. +Shadow failover addresses each with a targeted optimization: decoupling weight lifetime from the engine process, and prepaying non-transferable initialization ahead of any failure. --- -## How Bulwark works +## How shadow failover works ### GPU Memory Service -The **GPU Memory Service (GMS)** manages certain regions of memory — here, the *weights* — outside the engine process. Once a process independent of any engine owns them, engines can come and go while the weights stay resident, and a new engine on the same GPU can *attach* to memory that is already there. +The **GPU Memory Service (GMS)** manages specific memory regions, such as weights, independently of the engine process. By using a process distinct from the engine to own these regions, weights remain resident in memory even as engines are restarted. This allows a new engine on the same GPU to attach to existing memory. -GMS is a per-GPU sidecar that owns physical GPU memory on behalf of inference engines. It is mostly dormant and has no CUDA context of its own; it allocates physical pages, hands out handles to them, and arbitrates which engines may read or write at any given moment. Engines connect, import handles, and map the underlying pages at virtual addresses in their own CUDA contexts. +GMS is a per-GPU sidecar that owns physical GPU memory on behalf of inference engines. It is mostly dormant and has no CUDA context of its own; it allocates physical pages, hands out handles to them, and arbitrates which engines may read or write at any given moment. Engines connect, import handles, and map the underlying pages at virtual addresses in their own CUDA contexts. Mapping happens once, at startup, and GMS is not involved in any access afterwards. -This rests on the [CUDA Virtual Memory Management API](https://developer.nvidia.com/blog/introducing-low-level-gpu-virtual-memory-management/), which gives *physical GPU memory* and the *virtual addresses* used to reach it independent lifetimes. The physical allocation is reference-counted and survives as long as any process still holds or maps it, and handles can be exported to other processes. Two engines mapping the same weight tensor see the same bytes on the GPU, each at virtual addresses local to its own context. +This functionality is built on the [CUDA Virtual Memory Management API](https://developer.nvidia.com/blog/introducing-low-level-gpu-virtual-memory-management/), which allows physical GPU memory and its associated virtual addresses to have independent lifetimes. Since physical allocations are reference-counted, they survive as long as any process maintains a mapping. Two engines mapping the same weight tensor access the same physical bytes, each using virtual addresses local to its respective context. A kernel reading a weight dereferences an ordinary pointer into the same HBM the weight would have occupied anyway, so a GMS-backed read costs no more than an engine-allocated one. -The payoff falls out in two directions. First, **weights survive engine death.** The kernel tears down the crashed engine's CUDA context and its mappings vanish, but the GMS reference remains and the physical pages stay resident; a fresh engine connects, asks for the same handles, and maps them in. Second, **weights can be shared between concurrent engines**, so a second engine on the same GPU has zero marginal weight cost. + + Two engine processes, one active and one shadow, each with its own CUDA context and its own virtual addresses, both mapping onto a single physical copy of the model weights resident in HBM. The GMS sidecar holds the allocation and hands out handles, and sits off the access path. + + + +Each engine maps the weights into its own address space, but there is only one physical copy in HBM. GMS holds the allocation and hands out the handles; it does not sit between an engine and the memory it reads. + + +This architecture provides two primary benefits. First, weights persist beyond engine failure. While the kernel removes the failed engine's CUDA context, the GMS reference ensures the physical pages stay resident so a fresh engine can immediately map them. Second, weights can be shared between concurrent engines; therefore, a secondary engine on the same GPU incurs zero marginal weight cost. Integration into inference frameworks is narrow. vLLM, SGLang, and TensorRT-LLM each plug GMS in through a custom [`torch.cuda.CUDAPluggableAllocator`](https://docs.pytorch.org/docs/stable/generated/torch.cuda.CUDAPluggableAllocator.html) bound to the weight memory pool. From inside the engine, weights remain ordinary `torch.Tensor`s. Adopting GMS is essentially flipping a flag at startup. + +GMS is not limited to weights. Extending it to cover the KV cache is an active line of work, +not a capability available today. The goal is for a promoted shadow to map the outgoing +engine's cache instead of rebuilding it from traffic. + + ### Shadow engines A shadow engine is a fully initialized engine process, idle and co-resident on the same GPUs as the active one. That zero marginal weight cost is what makes it possible at all: without sharing, the second engine would need a second full copy of the weights, which for any model worth serving exceeds what HBM can hold. @@ -80,39 +96,39 @@ A shadow runs through the same startup path as an active engine. On each of its What a shadow has prepaid by the time it parks: -- **CUDA context, captured graphs, and communicators.** The non-transferable state — none of it inheritable from a prior engine, all of it ready the moment the shadow wakes. +- **CUDA context, captured graphs, and communicators.** This non-transferable state is ready the moment the shadow engine is activated, as it cannot be inherited from a previous process. - **Weight mappings.** The GMS handles are already imported, so wake is a remap into addresses the engine already knows. What it has deferred: -- **KV cache materialization.** The largest reclaimable allocation an engine holds. The shadow leaves the KV pool unbacked while parked (we cover the mechanism in [Shadow replenishment](#shadow-replenishment)). - -So a parked shadow's standing cost is the first list and nothing else — no weights of its own, no KV cache. That is small enough to sit alongside an active engine on the same devices, which is what makes failover within seconds possible. - -### The Bulwark Worker +- **KV cache materialization.** The largest reclaimable allocation an engine holds. The shadow reserves the address range but leaves it without physical backing while parked, and materializes it on promotion. -The two foundations compose into a single deployable unit, the **Bulwark Worker**: a pod containing two engine containers, a GMS sidecar mediating GPU memory access, and a shared lock electing which engine is active. +So a parked shadow's standing cost is its context, captured graphs, and communicators, and nothing else. It holds no weights of its own and no KV cache, which leaves it small enough to sit alongside an active engine on the same devices. That co-residency is what makes failover within seconds possible. -At steady state, one engine holds the lock and is awake — connected to GMS, KV cache materialized, registered as discoverable with the frontend router. The other is dormant: fully initialized, connected to GMS, holding no KV cache, blocked on the lock. From the router's perspective there is one inference endpoint per worker. The shadow is invisible until a failover promotes it. +### The failover worker - - + +
    Layout of a Bulwark Worker pod: engine A is active and holds the lock, with a live link to the GMS sidecar; engine B is the shadow, with a dormant link. The GMS sidecar mediates GPU access, and the GPUs sit underneath the pod boundary.Fleet overview: a frontend and router fan inference requests across three Bulwark Workers, routing to whichever engine currently holds the lock in each.Layout of a failover worker pod: engine A is active and holds the lock, with a live link to the GMS sidecar; engine B is the shadow, with a dormant link. The GMS sidecar mediates GPU access, and the GPUs sit underneath the pod boundary.Fleet overview: a frontend and router fan inference requests across three failover workers, routing to whichever engine currently holds the lock in each.
    -Left: the internals of one Bulwark Worker. Right: a fleet of them behind a single router. The pair layout is internal to the worker — router, frontend, and orchestrator need no changes to benefit from failover. +Left: the internals of one failover worker. Right: a fleet of them behind a single router. The pair layout is internal to the worker, so router, frontend, and orchestrator need no changes to benefit from failover. +These foundations are integrated into a single deployable unit called the **failover worker**. This pod consists of two engine containers, a GMS sidecar to mediate GPU memory access, and a shared lock to elect the active engine. + +At steady state, one engine holds the lock and is awake: connected to GMS, KV cache materialized, registered as discoverable with the frontend router. The other is dormant, fully initialized and connected to GMS, but holding no KV cache and blocked on the lock. From the router's perspective there is one inference endpoint per worker. The shadow is invisible until a failover promotes it. + --- ## Failover in depth ### Sequence -A Bulwark Worker moves through four phases from steady state back to steady state. +A failover worker moves through four phases from steady state back to steady state. Failover timeline in four panels: T0 Steady, T1 Failure, T2 Cutover, T3 Restarted. Active and shadow roles swap between engine A and engine B. @@ -123,7 +139,7 @@ The four phases of a failover. Active and shadow roles swap between engine A and - **T₀ Steady.** Engine A holds the lock and is awake, registered with the router. Engine B is dormant, blocked on the lock. -- **T₁ Failure.** Engine A's process exits, releasing the lock. The worker is briefly unroutable until the shadow registers. +- **T₁ Failure.** Engine A's process exits, either because it crashed outright or because a liveness probe found it hung and killed it. Either way the kernel releases its lock as the process is reaped. The worker is briefly unroutable until the shadow registers. - **T₂ Cutover.** Engine B acquires the lock, wakes, remaps weights through GMS, materializes its KV cache, and re-registers with the router. Engine A's container is restarted by the orchestrator. - **T₃ Restarted.** Engine A finishes initialization and enters the shadow state. Steady state, with the roles swapped. @@ -131,7 +147,7 @@ The shadow's advantage is that it enters T₂ already initialized. The only work ### Synchronization -The worker needs mutual exclusion (only one engine awake and routable at a time) and reliable release (when the active engine dies, the standby takes over regardless of *how* it died). A POSIX `flock` on a file in a shared volume gives both. Each engine races for an exclusive lock on startup; whichever wins is active. When the active process exits — orderly shutdown, segfault, or `SIGKILL` — the kernel reaps its file descriptors including the `flock`, and a shadow blocked on the same file acquires it and wakes. +The worker requires both mutual exclusion, ensuring only one engine is awake at a time, and reliable release to ensure the standby engine takes over if the active one fails. A POSIX `flock` on a shared file provides these guarantees. When the active process exits due to a shutdown, segfault, or `SIGKILL`, the kernel reaps its file descriptors, and the shadow engine acquires the lock to begin serving. Each engine's startup path is therefore a short leader election: @@ -156,86 +172,72 @@ Fitting two engine processes on one GPU without exhausting HBM takes careful acc -Weights are allocated once by GMS and mapped by every engine, so they never appear twice. The KV cache moves from the dying engine to the promoted one. Buffers and captured graphs are the only cost a parked engine carries. +Weights are allocated once by GMS and mapped by every engine, so they never appear twice. The KV cache belongs to whichever engine is active, released on failure and materialized again by the engine that takes over. Buffers and captured graphs are the only cost a parked engine carries. -- **Weights** — allocated once by GMS and mapped read-only by every engine in the worker, never duplicated. -- **KV cache** — held only by the active engine: materialized when it wakes, released when it dies, freeing the region for the shadow to take over. -- **Buffers and graphs** — NCCL buffers, the CUDA context, captured graphs. Held by each engine even while dormant, and the whole of a parked shadow's standing cost. +- **Weights.** Allocated once by GMS and mapped read-only by every engine in the worker, never duplicated. +- **KV cache.** Held only by the active engine today: materialized when it wakes, released when it dies, freeing the region for the shadow to take over. +- **Buffers and graphs.** NCCL buffers, the CUDA context, captured graphs. Held by each engine even while dormant, and the whole of a parked shadow's standing cost. -### Shadow replenishment - -After a failover the restarted engine has to re-initialize as the new shadow while the active engine serves with a full KV pool. Graph capture and warmup need valid KV block pointers, but materializing a full pool would exhaust the memory the active engine is using. - -Bulwark resolves this with scratch-aliased KV: one ~2 MiB physical chunk mapped at every block virtual address across the full KV range, so every block has a valid pointer to the same chunk. Warmup does not meaningfully use the KV cache, so the conflicting writes to that page are harmless. On promotion, those virtual addresses are remapped to real physical backing — and because CUDA graphs capture virtual addresses rather than physical pages, they replay correctly without recapture. - - - Scratch-aliased KV cache lifecycle in three panels: Init, where every block virtual address aliases a single 2 MiB scratch chunk; Parked, where the virtual addresses are reserved with no physical backing; and Wake, where each virtual address gets its own real chunk, totaling the full KV pool. - - - -The three states of a replenishing shadow's KV pool. Aliasing every block onto one scratch chunk gives warmup and graph capture valid pointers for ~2 MiB, and promotion swaps in real backing behind virtual addresses the graphs already hold. - - ---- ## Benchmarks ### Setup -We ran three Bulwark Workers serving Kimi-K2.6 quantized to NVFP4 on B200 nodes — one worker per node, eight GPUs each, TP=8, 256K max context, prefix caching on, and MLA prefill running on FlashInfer. The load is a code-agent trace with heavy session-level KV reuse: 100k input tokens and 1k output tokens per request, at concurrency 24. +We ran three failover workers serving Kimi-K2.6 quantized to NVFP4 on B200 nodes: one worker per node, eight GPUs each, TP=8, 256K max context, prefix caching on, and MLA prefill running on FlashInfer. The load is a code-agent trace with heavy session-level KV reuse: 100k input tokens and 1k output tokens per request, at concurrency 24. -Both arms run identical engine builds and configuration, so the only difference is the failover feature. The baseline has failover off, and each killed worker cold-restarts. The Bulwark arm has shadow mode on, and each worker pod holds a pre-initialized shadow. +Both arms run identical engine builds and configuration, so the only difference is the failover feature. The baseline has failover off, and each killed worker cold-restarts. The shadow failover arm has shadow mode on, and each worker pod holds a pre-initialized shadow. That parked shadow held about 6.2 GB per GPU: its CUDA context, NCCL buffers, and captured graphs, with no weights or KV cache of its own. -We fired the fault only after the workload reached its steady-state operating point: three engine kills, one per worker, 60 seconds apart. Sixty seconds is well short of a Kimi-K2.6 cold start, so on the baseline arm the third worker dies long before the first has recovered, and the fleet is left with no serving capacity at all. +We injected the fault only after the workload reached its steady-state operating point: three engine kills, one per worker, 60 seconds apart. Sixty seconds is well short of a Kimi-K2.6 cold start, so on the baseline arm the third worker dies long before the first has recovered, and the fleet is left with no serving capacity at all. We classify each request as *working*, *slow* (completed but outside the original SLA of 5 s to first token), or *truly-failed* (returned an error or never completed). ### Results - + - +
    BASELINE — no failoverBULWARK — shadow failover
    BASELINE (no failover)SHADOW FAILOVER
    Request outcomes per 30-second window on the baseline arm: a steady green band of working requests before the cascade, then three tall bars of truly-failed requests totalling 409, then a gap, then recovery.Request outcomes per 30-second window on the Bulwark arm: a steady green band throughout, with three small red slices at the kills totalling 17 truly-failed requests and no gap.Request outcomes per 30-second window on the shadow failover arm: a steady green band throughout, with three small red slices at the kills totalling 17 truly-failed requests and no gap.
    -Request outcomes in 30 s bins. Baseline loses 409 requests and completes nothing for roughly 150 s; Bulwark loses 17 and completes requests in every bin. Note the different y-axes: the baseline peaks near 200 per bin because its failures all land at once, while Bulwark never leaves its normal ~30. +Request outcomes in 30 s bins. Baseline loses 409 requests and completes nothing for roughly 150 s; shadow failover loses 17 and completes requests in every bin. Note the different y-axes: the baseline peaks near 200 per bin because its failures all land at once, while shadow failover never leaves its normal ~30. - + - +
    BASELINE — no failoverBULWARK — shadow failover
    BASELINE (no failover)SHADOW FAILOVER
    Time to first token on the baseline arm: flat near 1 second before the kills, no data through the blackout, then a spike to roughly 20 seconds as the recovered workers drain the backlog.Time to first token on the Bulwark arm: flat near 1 second before the kills, a bump peaking around 5 seconds across the cascade, then back to roughly 1 second.Time to first token on the shadow failover arm: flat near 1 second before the kills, a bump peaking around 5 seconds across the cascade, then back to roughly 1 second.
    -TTFT per request with a 30 s rolling mean, on a shared 0–25 s axis. The baseline's spike is the recovery, not the failure: the cold-restarted workers come back and inherit the whole queued backlog at once. Bulwark has no backlog to drain, so its worst window sits near the 5 s SLA line rather than four times above it. +TTFT per request with a 30 s rolling mean, on a shared 0–25 s axis. The baseline's spike is the recovery, not the failure: the cold-restarted workers come back and inherit the whole queued backlog at once. Shadow failover has no backlog to drain, so its worst window sits near the 5 s SLA line rather than four times above it. -| Metric | Baseline | Bulwark | +| Metric | Baseline | Shadow failover | |---|---|---| | Serving through the cascade | blackout, ~150 s | continuous | | Truly-failed requests | 409 | 17 | | Requests completed | 867 | 1,017 | | Requests inside the original SLA | 699 | 907 | -| TTFT p50 / max | 767 ms / 22,353 ms | 775 ms / 13,747 ms | -| Decode, pre-kill / post-recovery | 67 / 71 tok/s/user | 70 / 67 tok/s/user | -Bulwark turns 409 lost requests into 17 and completes 150 more requests over the same run. We could not measure a steady-state cost for carrying the shadow: across the pre-kill window the two arms differ by 8 ms of TTFT p50 and a few tokens per second per user, inside run-to-run noise for this workload. The shadows do hold buffers and captured graphs on the GPU, but no KV cache and no weights of their own, and at this operating point that footprint does not move latency we can detect. +Shadow failover fundamentally changes the failure profile: -What changes is the shape of the failure. Without failover, a cascade that outruns cold-start time takes the fleet to zero, and the recovery spike afterwards is worse than the outage itself. With failover, the same cascade is three brief promotions. +- **Request health.** Failures dropped from 409 to just 17, with no complete blackout. The 17 fall inside the cutover window: between the active engine's process exiting and the shadow registering with the router, the worker is briefly unroutable, and requests in flight or arriving in that gap are dropped. +- **Decode rate.** The fleet sustained performance throughout the cascade, maintaining a steady ~70 tok/s/user compared to the baseline's complete drop-off. +- **TTFT stability.** During recovery, shadow failover kept worst-case TTFT within manageable bounds, avoiding the severe latency spikes caused by the baseline's massive backlog of queued requests. --- ## Caveats and what's next -Bulwark targets one fault class precisely: an engine process dies while its GPUs, its node, and the weights already resident in GPU memory stay healthy. That is the common case in production, but not every case. It does not help with GPU loss, node loss, or anything needing cross-node recovery — those still take the normal rescheduling and weight-load path. Nor does it diagnose or fix whatever killed the engine; it only makes the recovery cheap. Active and shadow sharing the same GPUs is what makes the weight sharing free, and it is also what bounds the fault class to software failures. - -Two limits show up in the benchmark. In-flight requests are not preserved: the 17 failures on the Bulwark arm land in the bins immediately following the kills, which is what losing an engine's in-flight batch looks like at this concurrency. And KV cache state is not carried across the cutover, so the promoted shadow starts cold and rebuilds from traffic. Carrying the prefix-cache index across a promotion is our next piece of work, and it should shrink the post-cutover TTFT bump further. On backends, vLLM is the supported path today, with SGLang and TensorRT-LLM experimental. +- Shadow failover addresses common engine process failures but does not cover hardware, node, or multi-node failures, which still rely on standard rescheduling. +- It requires Dynamic Resource Allocation (DRA) on Kubernetes, so the cluster needs Kubernetes 1.34 or newer with DRA enabled and the NVIDIA GPU DRA driver installed. +- Because promoted shadows start with empty KV caches, the post-cutover TTFT experiences a slight bump. Carrying cache state across a promotion, both the prefix-cache index and the cache memory itself, is the active line of work. +- vLLM is the primary supported backend, with SGLang and TensorRT-LLM available experimentally. -To try it: [Shadow Engine Failover](../../developer-guide/knowledge-base/kubernetes/kubernetes-operator/shadow-engine-failover.md) covers the deployment workflow, the [vLLM failover example](https://github.com/ai-dynamo/dynamo/blob/main/examples/backends/vllm/deploy/agg_failover.yaml) is a complete manifest, and the [Kubernetes quickstart](../../kubernetes/getting-started/quickstart.mdx) gets you to a running deployment first. Bulwark is being built in the open in [ai-dynamo/dynamo](https://github.com/ai-dynamo/dynamo) — issues and questions welcome. +To try it: [Shadow Engine Failover](../../developer-guide/knowledge-base/kubernetes/kubernetes-operator/shadow-engine-failover.md) covers the deployment workflow, the [vLLM failover example](https://github.com/ai-dynamo/dynamo/blob/main/examples/backends/vllm/deploy/agg_failover.yaml) is a complete manifest, and the [Kubernetes quickstart](../../kubernetes/getting-started/quickstart.mdx) gets you to a running deployment first. Shadow failover is being built in the open in [ai-dynamo/dynamo](https://github.com/ai-dynamo/dynamo), and issues and questions are welcome. diff --git a/docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg b/docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg deleted file mode 100644 index a72d4cde0d27..000000000000 --- a/docs/fern/pages/blog/_assets/bulwark/images/aliased-kv-cache.svg +++ /dev/null @@ -1,129 +0,0 @@ - - - - - - - - - - - - Init - scratch-aliased KV - - - KV virtual addresses - - - - 0 - - 1 - - 2 - - 3 - - 4 - - - - - - - - - - - - - scratch - ~2 MiB - - - 1 × 2 MiB physical · N aliases - - - - - - - - - Parked - VAs only, no backing - - - KV virtual addresses - - - - 0 - - 1 - - 2 - - 3 - - 4 - - - - - no physical backing - - - 0 physical · VAs reserved - - - - - - - - - Wake - real backing materialized - - - KV virtual addresses - - - - 0 - - 1 - - 2 - - 3 - - 4 - - - - - - - - - - - - - - - - - - - - one physical chunk per block - - - N × real chunks · full KV pool - - - diff --git a/docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg b/docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg index aec8f47700b1..443b72dfae18 100644 --- a/docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg +++ b/docs/fern/pages/blog/_assets/bulwark/images/fleet-overview.svg @@ -23,7 +23,7 @@ - Bulwark Worker 1 + Failover Worker 1 engine A @@ -44,7 +44,7 @@ - Bulwark Worker 2 + Failover Worker 2 engine A @@ -65,7 +65,7 @@ - Bulwark Worker 3 + Failover Worker 3 engine A diff --git a/docs/fern/pages/blog/_assets/bulwark/images/gms-overview.svg b/docs/fern/pages/blog/_assets/bulwark/images/gms-overview.svg new file mode 100644 index 000000000000..2b86be580066 --- /dev/null +++ b/docs/fern/pages/blog/_assets/bulwark/images/gms-overview.svg @@ -0,0 +1,65 @@ + + + + + + + + + + + + + + GMS sidecar + no CUDA context + holds the allocation + hands out handles + not on the access path + + + + owns + + + + engine A (active) + its own CUDA context + VIRTUAL ADDRESSES + + + + + + + + engine B (shadow) + its own CUDA context + VIRTUAL ADDRESSES + + + + + + + + maps + + + maps + + + + + + + + one physical copy of the weights, resident in HBM + + + + + + + Both engines reach the same physical pages through ordinary pointers in their own address spaces. + diff --git a/docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg b/docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg index 8c206cfc116e..88b08036cf25 100644 --- a/docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg +++ b/docs/fern/pages/blog/_assets/bulwark/images/layout-overview.svg @@ -3,9 +3,9 @@ - + - Bulwark Worker + Failover Worker