From 26ea463cf185aa4122ee3c42e98a9a9253f3379d Mon Sep 17 00:00:00 2001 From: Dylan Couzon Date: Thu, 28 May 2026 00:19:34 -0400 Subject: [PATCH] new design --- .../content/tutorials/search-engineering.md | 2 +- .../documentation/tutorials-lp-overview.md | 2 +- .../branch-aware-search.md | 400 +++++++++++------- .../branch-aware-search/branch-live-sets.png | Bin 49224 -> 0 bytes .../branch-aware-search/chunk-id-mapping.png | Bin 76636 -> 0 bytes 5 files changed, 242 insertions(+), 162 deletions(-) delete mode 100644 qdrant-landing/static/documentation/tutorials/branch-aware-search/branch-live-sets.png delete mode 100644 qdrant-landing/static/documentation/tutorials/branch-aware-search/chunk-id-mapping.png diff --git a/qdrant-landing/content/documentation/headless/content/tutorials/search-engineering.md b/qdrant-landing/content/documentation/headless/content/tutorials/search-engineering.md index 34a88523e..198f7acb4 100644 --- a/qdrant-landing/content/documentation/headless/content/tutorials/search-engineering.md +++ b/qdrant-landing/content/documentation/headless/content/tutorials/search-engineering.md @@ -7,4 +7,4 @@ | [Multivectors and Late Interaction](/documentation/tutorials-search-engineering/using-multivector-representations/) | Effective use of multivector representations. | Python | 30m | Intermediate | | [Multi-Representation Search](/documentation/tutorials-search-engineering/multi-representation-search/) | Fuse title, summary, chunk, and tag vectors with named vectors and the Query API. | Python | 45m | Intermediate | | [Static Embeddings](/documentation/tutorials-search-engineering/static-embeddings/) | Evaluate the utility of static embeddings. | Python | 20m | Intermediate | -| [Branch-Aware Search](/documentation/tutorials-search-engineering/branch-aware-search/) | Scope semantic search to a branch's HEAD in a versioned corpus. | Python | 30m | Intermediate | \ No newline at end of file +| [Branch-Aware Search](/documentation/tutorials-search-engineering/branch-aware-search/) | Scope search to a branch's live view in a versioned corpus, inherited from its ancestors. | Python | 25m | Intermediate | \ No newline at end of file diff --git a/qdrant-landing/content/documentation/tutorials-lp-overview.md b/qdrant-landing/content/documentation/tutorials-lp-overview.md index 4eefa7080..50d4f7183 100644 --- a/qdrant-landing/content/documentation/tutorials-lp-overview.md +++ b/qdrant-landing/content/documentation/tutorials-lp-overview.md @@ -76,7 +76,7 @@ partition: develop | [Semantic Search for Code](/documentation/tutorials-search-engineering/code-search/) | Navigate codebases using vector similarity. | Python | 45m | Intermediate | | [Multi-Representation Search](/documentation/tutorials-search-engineering/multi-representation-search/) | Fuse title, summary, chunk, and tag vectors with named vectors and the Query API. | Python | 45m | Intermediate | | [Static Embeddings](/documentation/tutorials-search-engineering/static-embeddings/) | Evaluate the renaissance of static embeddings. | Python | 20m | Intermediate | -| [Branch-Aware Search](/documentation/tutorials-search-engineering/branch-aware-search/) | Scope semantic search to a branch's HEAD in a versioned corpus. | Python | 30m | Intermediate | +| [Branch-Aware Search](/documentation/tutorials-search-engineering/branch-aware-search/) | Scope search to a branch's live view in a versioned corpus, inherited from its ancestors. | Python | 25m | Intermediate | --- diff --git a/qdrant-landing/content/documentation/tutorials-search-engineering/branch-aware-search.md b/qdrant-landing/content/documentation/tutorials-search-engineering/branch-aware-search.md index cd9b5dbed..34231c7c8 100644 --- a/qdrant-landing/content/documentation/tutorials-search-engineering/branch-aware-search.md +++ b/qdrant-landing/content/documentation/tutorials-search-engineering/branch-aware-search.md @@ -1,7 +1,7 @@ --- title: Branch-Aware Search -short_description: "Build branch-aware semantic search on Qdrant: query a corpus version, get back what's live on that branch." -description: "Index a versioned corpus in Qdrant and scope queries to a branch's HEAD using a materialized per-branch live-set of point IDs." +short_description: "Scope search to a version-controlled branch in Qdrant so a query returns that branch's live view, inherited from its ancestors." +description: "Index a versioned corpus in Qdrant and scope queries to a branch's live view with an ancestor-walk filter over per-version branch and seq payload fields." weight: 12 aliases: - /documentation/tutorials/branch-aware-search/ @@ -9,18 +9,16 @@ aliases: # Branch-Aware Search Over Versioned Documents -| Time: 30 min | Level: Intermediate | Output: [GitHub](https://github.com/qdrant/examples/tree/master/branch-aware-search) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://githubtocolab.com/qdrant/examples/blob/master/branch-aware-search/branch_aware_search.ipynb) | -| --- | ----------- | ----------- | ----------- | +| Time: 25 min | Level: Intermediate | +| --- | ----------- | -Searching a versioned corpus needs to scope to "what's live on this branch right now." Without that, a query on a feature branch returns content from `main` the branch has overridden, or misses content the branch added. This tutorial builds the pattern: materialize each branch's HEAD as a set of point IDs and filter queries against that set. Creating a new branch copies that set. No new embeddings, no new Qdrant writes. +A search on a specific branch should return exactly the content that is live on that branch, and nothing from another. Without that scoping, a query returns content from other branches, or a version this branch already replaced. -The pipeline applies anywhere a corpus has a branching history: IDE assistants searching a developer's feature branch, CMS systems searching draft content separately from published, policy or contract repositories with regional or jurisdictional variants. We use a synthetic mini-repo here so the mechanic is the focus. - -This tutorial assumes you're comfortable with [hybrid search](/documentation/search/text-search/#combining-semantic-and-lexical-search-with-hybrid-search), [filtering](/documentation/search/filtering/), and the [Query API](/documentation/search/hybrid-queries/). +Each version of a file is one point in the Qdrant collection, tagged with the `branch` that wrote it and a `seq` (the commit number on that branch).
When a later commit overwrites or deletes a file, the previous version's point records which branch did it, and when. A search on a branch is then a single filter: it reads from that branch and the branches it forked from, and skips anything they later replaced. ## Setup -Install the Python packages used throughout the tutorial: +Install the Python client: ```bash pip install "qdrant-client>=1.18" @@ -32,50 +30,92 @@ This tutorial uses Qd ## The Synthetic Corpus -The corpus is a small in-memory documentation site: pricing pages, policies, getting-started guides, and API reference. Three branches: `main` (the live published version), plus two draft branches forked from main, `pricing-refresh` (marketing's draft) and `compliance-update` (legal's draft). +The corpus is a small documentation site: pricing pages, policies, getting-started guides, and API reference. There are three branches: `main` is the published version, with `pricing-refresh` (marketing's) and `compliance-update` (legal's) forked from it. ```python main_docs = { - "pricing/pro-tier.md": "The Pro tier costs $29 per month and includes 100 GB of storage, unlimited API calls, and team collaboration for up to 10 seats.", - "pricing/enterprise.md": "Enterprise pricing is customized based on volume. Contact sales for a quote, custom SLAs, and an SSO demo.", - "pricing/free-tier.md": "The Free tier is permanently free with 1 GB of storage and 100 API calls per day. No credit card required.", - "policies/refunds.md": "Refunds are processed within 30 days of the original purchase. Pro-rated charges apply for partial periods.", - "policies/data-retention.md": "Customer data is retained for the duration of the contract and 90 days after termination, then permanently deleted.", - "policies/acceptable-use.md": "Our acceptable use policy prohibits scraping, automated abuse, and any content that violates applicable laws.", - "getting-started/install.md": "Install the CLI with pip install our-tool. The default config writes to ~/.our-tool/config.json.", - "getting-started/auth.md": "Authenticate with an API key from your dashboard. Set it via OUR_TOOL_API_KEY or in the config file.", - "getting-started/first-query.md":"Run your first query with our-tool query 'your search here'. Results return as JSON or YAML.", - "guides/python-sdk.md": "The Python SDK wraps every API endpoint. Install with pip install our-tool-sdk and import from our_tool.", - "guides/typescript-sdk.md": "The TypeScript SDK ships type definitions for all API responses. Install with npm install @our-tool/sdk.", - "guides/migrations.md": "Schema migrations run automatically on deployment. Roll back with our-tool migrate --rollback.", - "guides/monitoring.md": "Metrics export in Prometheus format on port 9090. Dashboard templates ship for Grafana.", - "guides/troubleshooting.md": "Common errors and their resolutions. Check the status page first if multiple users are affected.", - "guides/best-practices.md": "Production-grade recommendations for security, performance, and reliability.", - "api/overview.md": "The REST API uses standard HTTPS with bearer token auth. All responses are JSON.", - "api/rate-limits.md": "Free plan is 100 requests per day. Pro plan is unlimited within fair use. Enterprise has custom limits.", - "api/errors.md": "All errors return standard HTTP status codes with a JSON body describing the cause.", - "README.md": "Overview of our tool for new users. Start with the Getting Started guide.", - "CHANGELOG.md": "Release notes by version, newest first. Major releases follow semantic versioning.", + "pricing/pro-tier.md": "The Pro tier costs $29 per month and includes 100 GB of storage, unlimited API calls, and team collaboration for up to 10 seats.", + "pricing/enterprise.md": "Enterprise pricing is customized based on volume. Contact sales for a quote, custom SLAs, and an SSO demo.", + "pricing/free-tier.md": "The Free tier is permanently free with 1 GB of storage and 100 API calls per day. No credit card required.", + "policies/refunds.md": "Refunds are processed within 30 days of the original purchase. Pro-rated charges apply for partial periods.", + "policies/data-retention.md": "Customer data is retained for the duration of the contract and 90 days after termination, then permanently deleted.", + "policies/acceptable-use.md": "Our acceptable use policy prohibits scraping, automated abuse, and any content that violates applicable laws.", + "getting-started/install.md": "Install the CLI with pip install our-tool. The default config writes to ~/.our-tool/config.json.", + "getting-started/auth.md": "Authenticate with an API key from your dashboard. Set it via OUR_TOOL_API_KEY or in the config file.", + "getting-started/first-query.md": "Run your first query with our-tool query 'your search here'. Results return as JSON or YAML.", + "guides/python-sdk.md": "The Python SDK wraps every API endpoint. Install with pip install our-tool-sdk and import from our_tool.", + "guides/typescript-sdk.md": "The TypeScript SDK ships type definitions for all API responses. Install with npm install @our-tool/sdk.", + "guides/migrations.md": "Schema migrations run automatically on deployment. Roll back with our-tool migrate --rollback.", + "guides/monitoring.md": "Metrics export in Prometheus format on port 9090. Dashboard templates ship for Grafana.", + "guides/troubleshooting.md": "Common errors and their resolutions. Check the status page first if multiple users are affected.", + "guides/best-practices.md": "Production-grade recommendations for security, performance, and reliability.", + "api/overview.md": "The REST API uses standard HTTPS with bearer token auth. All responses are JSON.", + "api/rate-limits.md": "Free plan is 100 requests per day. Pro plan is unlimited within fair use. Enterprise has custom limits.", + "api/errors.md": "All errors return standard HTTP status codes with a JSON body describing the cause.", + "README.md": "Overview of our tool for new users. Start with the Getting Started guide.", + "CHANGELOG.md": "Release notes by version, newest first. Major releases follow semantic versioning.", } -# Marketing draft: bump Pro tier pricing and refresh enterprise messaging. -pricing_refresh_overrides = { - "pricing/pro-tier.md": "The Pro tier costs $39 per month and includes 200 GB of storage, unlimited API calls, team collaboration for unlimited seats, and SSO support.", - "pricing/enterprise.md": "Enterprise pricing starts at $499 per month with custom volume discounts. SSO, audit logs, and dedicated support included.", +# Marketing branch: raise the Pro price and refresh enterprise messaging. +pricing_refresh = { + "pricing/pro-tier.md": "The Pro tier costs $39 per month and includes 200 GB of storage, unlimited API calls, team collaboration for unlimited seats, and SSO support.", + "pricing/enterprise.md": "Enterprise pricing starts at $499 per month with custom volume discounts. SSO, audit logs, and dedicated support included.", } -# Compliance draft: add GDPR language to the Pro tier page and tighten the refund window. -compliance_update_overrides = { - "pricing/pro-tier.md": "The Pro tier costs $29 per month and includes 100 GB of storage, unlimited API calls, and team collaboration for up to 10 seats. EU customers: data is processed under GDPR with EU-region storage.", - "policies/refunds.md": "Refunds are processed within 14 days for Pro customers and 30 days for Free tier. No questions asked within the first 7 days.", +# Compliance branch: add GDPR language to the Pro tier page and tighten the refund window. +compliance_update = { + "pricing/pro-tier.md": "The Pro tier costs $29 per month and includes 100 GB of storage, unlimited API calls, and team collaboration for up to 10 seats. EU customers: data is processed under GDPR with EU-region storage.", + "policies/refunds.md": "Refunds are processed within 14 days for Pro customers and 30 days for Free tier. No questions asked within the first 7 days.", +} + +# main keeps committing after the two branches fork off: it edits a shared file and adds a new one. +main_later_edit = { + "api/rate-limits.md": "Free plan is 60 requests per minute. Pro and Enterprise are unlimited within fair use, with burst credits.", + "policies/sla.md": "Service level agreement: 99.9% uptime for Pro and Enterprise, measured monthly with service credits for breaches.", } ``` -Both drafts edit `pricing/pro-tier.md` with different angles: `pricing-refresh` changes the price and adds SSO, `compliance-update` adds GDPR copy at the original price. Each also touches one additional file unique to it. Everything else is shared across all three branches. Same path, three branches, three distinct versions of `pricing/pro-tier.md`: that's the picture we want to verify. +Two cases this design has to get right: -## Collection Schema and Branch State +1. **Per-branch versions of the same file.** Both forks edit `pricing/pro-tier.md`: `pricing-refresh` raises the price and adds SSO, while `compliance-update` adds GDPR copy at the original price. The same path should resolve to three different versions across the three branches. +2. **Timing.** After both branches fork off `main`, `main` keeps moving: it edits the shared `api/rate-limits.md` and adds `policies/sla.md`. Each fork should still see `main`'s files as they were at the fork point, not these later changes. -The content lives in a Qdrant collection. For simplicity, the branch graph and per-branch live-set live in plain Python dictionaries. +## How a Branch Sees Content + +A branch records its fork point as `(parent, parent's seq at fork)`. From there, what the branch sees is its own commits plus everything inherited from its ancestors up to the fork point, minus anything superseded along the way: + +```text +main ──● seq0 ───────────────────● seq1 + │ (20 base files) (edit api/rate-limits.md, add policies/sla.md) + ├── pricing-refresh ● seq0 + └── compliance-update ● seq0 +``` + +Both branches forked at `main seq0`, so each sees `main` as it stood at that fork. + +Three pieces of runtime state encode this in plain Python: + +```python +lineage: dict[str, tuple[str, int] | None] = {} # branch -> (parent, fork_seq) +last_seq: dict[str, int] = {} # branch -> its latest commit seq (-1 before first) +head: dict[str, dict[str, str]] = {} # branch -> {path -> current point id} +``` + +`lineage` is the durable per-branch record.
`head` and `last_seq` are replay bookkeeping, rebuilt from version control on startup. + + + +## Collection Schema + +Each point in the collection has three payload fields: + +- `branch`: the branch that wrote a version. +- `seq`: a per-branch counter we assign on each commit (`0`, `1`, `2`, ...), not the git commit hash. It orders each branch's commits, so the filter can include only the commits at or before each ancestor's fork point. +- `overwritten_in`: a list of `{by, seq}` records, each meaning "replaced in branch `by` at that branch's commit `seq`." Overwrites and deletes both append one. + +Every field the visibility filter touches needs a payload index: ```python from qdrant_client import QdrantClient, models @@ -89,162 +129,193 @@ client = QdrantClient( client.create_collection( collection_name="content", - vectors_config={ - "dense": models.VectorParams(size=384, distance=models.Distance.COSINE), - }, sparse_vectors_config={ "bm25": models.SparseVectorParams(modifier=models.Modifier.IDF), }, ) + +client.create_payload_index( + collection_name="content", + field_name="branch", + field_schema=models.PayloadSchemaType.KEYWORD, +) +client.create_payload_index( + collection_name="content", + field_name="seq", + field_schema=models.PayloadSchemaType.INTEGER, +) +client.create_payload_index( + collection_name="content", + field_name="overwritten_in[].by", + field_schema=models.PayloadSchemaType.KEYWORD, +) +client.create_payload_index( + collection_name="content", + field_name="overwritten_in[].seq", + field_schema=models.PayloadSchemaType.INTEGER, +) ``` -Branch membership lives outside the point payload, so no payload indexes are needed. In this design, where content-derived point IDs are shared across branches, storing live membership on each point (scalar tag, array of branches, or similar) would conflict with that sharing: each branch's update would either overwrite another branch's data or require writes across every shared point. - -An alternative design that includes the branch in the point ID itself (e.g., `uuid5(NS, "branch|path|hash")`) would let branch info live on the point safely, at the cost of re-ingesting all of a parent's content on every fork. This tutorial trades that for cheap branching. - -Branch state in Python: - -```python -# Per-branch live-set: which point IDs are currently visible on this branch's HEAD -live_sets: dict[str, set[str]] = {} - -# Per-branch (path -> set of point IDs). The set keeps the structure correct -# for the chunked-file case even though this tutorial uses one chunk per file. -path_to_points: dict[str, dict[str, set[str]]] = {} -``` - - - ## Ingest -Point IDs are derived from `(path, content_hash)`, so the same content at the same path always maps to the same point. Branches that share an unchanged file share the point too. +A commit writes a new point for each file it adds or changes, tagged with the branch and its current `seq`. If the file already had a version on this branch, that prior point gets a `{by, seq}` appended to the `overwritten_in` field, marking it superseded. +
The point ID is derived from `(branch, seq, path)`, so replaying the same history produces the same IDs and the rebuild path can `upsert` without duplicating points. + + ```python -import hashlib import uuid -CONTENT_NS = uuid.UUID("00000000-0000-0000-0000-000000000001") +NS = uuid.UUID("00000000-0000-0000-0000-000000000042") -def point_id(path: str, content: str) -> str: - """Deterministic UUID from (path, content): same inputs always produce the same ID.""" - content_hash = hashlib.sha256(content.encode()).hexdigest() - return str(uuid.uuid5(CONTENT_NS, f"{path}|{content_hash}")) +# BM25's key parameter for short fields: the average word count. +word_counts = [len(text.split()) for text in main_docs.values()] +AVG_LEN = round(sum(word_counts) / len(word_counts), 1) # ~15.3 here + +def point_id(branch: str, seq: int, path: str) -> str: + return str(uuid.uuid5(NS, f"{branch}|{seq}|{path}")) def create_branch(name: str, parent: str | None): - """Create a branch. A fork copies the parent's live-set, so the child starts identical and diverges as it commits.""" + """Record a branch. A fork inherits the parent's view, no points written.""" + last_seq[name] = -1 if parent is None: - live_sets[name] = set() - path_to_points[name] = {} + lineage[name] = None + head[name] = {} else: - live_sets[name] = set(live_sets[parent]) - path_to_points[name] = {p: set(ids) for p, ids in path_to_points[parent].items()} + # fork point: parent + parent's latest seq + lineage[name] = (parent, last_seq[parent]) + head[name] = dict(head[parent]) # start from parent's view -def ingest_commit(branch: str, files: dict[str, str]): - """Upsert a commit's files, then update the branch's live-set: evict each path's old point IDs and add the new ones.""" +def supersede(branch: str, path: str, at_seq: int): + """Mark the version of `path` that `branch` currently sees, at `at_seq`.""" + prev = head[branch].get(path) + if prev is None: + return + point = client.retrieve("content", ids=[prev])[0] + marks = point.payload["overwritten_in"] + marks.append({"by": branch, "seq": at_seq}) + client.set_payload( + "content", + payload={"overwritten_in": marks}, + points=[prev], + ) + +def commit(branch: str, writes: dict[str, str] | None = None, deletes: list[str] | None = None): + """One commit at one seq: write or overwrite files, and/or delete files.""" + writes, deletes = writes or {}, deletes or [] + seq = last_seq[branch] + 1 + last_seq[branch] = seq points = [] - # New point IDs grouped by path (one per file here; a set so the multi-chunk case works too). - new_ids_by_path: dict[str, set[str]] = {} - for path, content in files.items(): - pid = point_id(path, content) - new_ids_by_path.setdefault(path, set()).add(pid) + for path, content in writes.items(): + supersede(branch, path, seq) # mark the version this commit replaces + pid = point_id(branch, seq, path) points.append(models.PointStruct( id=pid, vector={ - "dense": models.Document(text=content, model="sentence-transformers/all-minilm-l6-v2"), - "bm25": models.Document(text=content, model="qdrant/bm25", options={"avg_len": 12}), + "bm25": models.Document( + text=content, + model="qdrant/bm25", + options={"avg_len": AVG_LEN}, + ), + }, + payload={ + "path": path, + "content": content, + "branch": branch, + "seq": seq, + "overwritten_in": [], }, - payload={"path": path, "content": content}, )) - - # Write to Qdrant first; only mutate branch state after the upsert is durably - # acknowledged. If the upsert fails the exception propagates and the in-memory - # branch HEAD is unchanged. - client.upsert(collection_name="content", points=points, wait=True) - - for path, new_ids in new_ids_by_path.items(): - prev_ids = path_to_points[branch].get(path, set()) - live_sets[branch] -= prev_ids - live_sets[branch] |= new_ids - path_to_points[branch][path] = new_ids - -def delete_files(branch: str, paths: list[str]): - """Delete files from a branch by dropping their point IDs from the live-set.""" - for path in paths: - ids = path_to_points[branch].pop(path, set()) - live_sets[branch] -= ids + head[branch][path] = pid + for path in deletes: + supersede(branch, path, seq) # same record, no replacement point + head[branch].pop(path, None) + if points: + client.upsert(collection_name="content", points=points, wait=True) ``` -Removing a file from a branch drops its point IDs from that branch's live-set, so queries on that branch stop returning it. The point itself stays in Qdrant: the tutorial never deletes points, so it remains both for other branches that reference it and after the last branch drops it (reclaiming those is the storage-growth concern in Scaling to Production). A filter-based design that walks ancestors would need a tombstone here, because the ancestor clause keeps matching the parent's copy. The live-set sidesteps that. +A delete writes the same record as an overwrite, with no replacement point behind it, and it is a real commit, so it carries a `seq` like any other. That `seq` is what lets a branch that forked before the delete keep the file, while the branch that deleted it (and anything forked after) does not. -Set up the fixture: +Build the fixture: ```python create_branch("main", parent=None) -ingest_commit("main", main_docs) +commit("main", writes=main_docs) -create_branch("pricing-refresh", parent="main") # marketing draft forks from main's HEAD -ingest_commit("pricing-refresh", pricing_refresh_overrides) +create_branch("pricing-refresh", parent="main") # forks at main seq0 +commit("pricing-refresh", writes=pricing_refresh) -create_branch("compliance-update", parent="main") # compliance draft forks from main's HEAD as a sibling -ingest_commit("compliance-update", compliance_update_overrides) +create_branch("compliance-update", parent="main") # also at main seq0 +commit( + "compliance-update", + writes=compliance_update, + deletes=["policies/acceptable-use.md"], +) + +commit("main", writes=main_later_edit) # main seq1, after both forks ``` -Forking copied main's set, and each draft swapped in new point IDs only for the files it changed. Everything else stays shared: - -![Three branch live-sets (main, pricing-refresh, and compliance-update), each holding 20 point IDs. The two drafts forked from main and copied its set, then swapped in new point IDs only for the files they changed; all other files keep the same IDs as main. One Qdrant collection stores 24 physical points: seven versions of the three edited files plus 17 shared files.](/documentation/tutorials/branch-aware-search/branch-live-sets.png) - -After ingest: - -- Each live-set has 20 point IDs (one per document at that branch's HEAD). -- `main`'s 20 IDs include the original `pricing/pro-tier.md`, `pricing/enterprise.md`, and `policies/refunds.md`. -- `pricing-refresh`'s 20 IDs swap in the new pricing copy for `pricing/pro-tier.md` and the new enterprise copy for `pricing/enterprise.md`. The other 18 are shared with main. -- `compliance-update`'s 20 IDs swap in the GDPR-extended `pricing/pro-tier.md` and the tightened `policies/refunds.md`. The other 18 are shared with main. -- The Qdrant collection physically stores 24 points: 20 from main, plus four new versions written by the two drafts. Old versions stay in the collection but drop out of the branches that overrode them. +Each fork wrote only the files it changed, and `main`'s later commit wrote two points (the edited `api/rate-limits.md` and the new `policies/sla.md`). The collection holds 26 physical points: the 20 base files, two versions from each fork, and the two from `main`'s later commit. ## Query -Branch-aware search is a single hybrid query restricted to the points in the branch's live-set, using Qdrant's [Has id](/documentation/search/filtering/#has-id) filter: +A query on a branch is one filter built from a lineage walk.
For each branch on the path there's a **cutoff**, the highest `seq` to include from that branch: for the querying branch itself, that's its latest commit; for an ancestor, the `seq` at which this line forked from it.
Both filter clauses key off those cutoffs. The `should` clause (the candidates to consider) gathers each branch's versions up to its cutoff. The `must_not` clause (the ones to drop) excludes anything that branch superseded at or before its cutoff, using a [nested filter](/documentation/search/filtering/#nested-object-filter) so `by` and `seq` match on the same record: ```python +def candidate_clause(b: str, cut: int) -> models.Filter: + """Versions written on branch b with seq up to cut.""" + return models.Filter(must=[ + models.FieldCondition(key="branch", match=models.MatchValue(value=b)), + models.FieldCondition(key="seq", range=models.Range(lte=cut)), + ]) + +def exclusion_clause(b: str, cut: int) -> models.NestedCondition: + """Match if overwritten_in has {by: b, seq <= cut} on the same record.""" + return models.NestedCondition(nested=models.Nested( + key="overwritten_in", + filter=models.Filter(must=[ + models.FieldCondition(key="by", match=models.MatchValue(value=b)), + models.FieldCondition(key="seq", range=models.Range(lte=cut)), + ]), + )) + +def visibility_filter(branch: str) -> models.Filter: + # Walk lineage: (branch, cutoff) for this branch then each ancestor. + cutoffs = [(branch, last_seq[branch])] + node = lineage[branch] + while node is not None: + parent, fork = node + cutoffs.append((parent, fork)) + node = lineage[parent] + + should, must_not = [], [] + for b, cut in cutoffs: + should.append(candidate_clause(b, cut)) + must_not.append(exclusion_clause(b, cut)) + return models.Filter(should=should, must_not=must_not) + def search(branch: str, query: str, limit: int = 5): - branch_filter = models.Filter( - must=[models.HasIdCondition(has_id=list(live_sets[branch]))] - ) return client.query_points( collection_name="content", - prefetch=[ - models.Prefetch( - query=models.Document(text=query, model="sentence-transformers/all-minilm-l6-v2"), - using="dense", - filter=branch_filter, - limit=50, - ), - models.Prefetch( - query=models.Document(text=query, model="qdrant/bm25", options={"avg_len": 12}), - using="bm25", - filter=branch_filter, - limit=50, - ), - ], - query=models.FusionQuery(fusion=models.Fusion.RRF), + query=models.Document( + text=query, + model="qdrant/bm25", + options={"avg_len": AVG_LEN}, + ), + using="bm25", + query_filter=visibility_filter(branch), limit=limit, + with_payload=True, ).points ``` - - -Run the same query against all three branches and print each one's top result: +Run a query that lands on `pricing/pro-tier.md`, against all three branches: ```python -query = "Pro tier monthly cost" - -print("main:", search("main", query, limit=1)[0].payload["content"]) -print("pricing-refresh:", search("pricing-refresh", query, limit=1)[0].payload["content"]) -print("compliance-update:", search("compliance-update", query, limit=1)[0].payload["content"]) +for branch in ["main", "pricing-refresh", "compliance-update"]: + print(f"{branch}:", search(branch, "Pro tier storage and seats", limit=1)[0].payload["content"]) # Output: # main: The Pro tier costs $29 per month and includes 100 GB of storage, unlimited API calls, and team collaboration for up to 10 seats. @@ -252,24 +323,33 @@ print("compliance-update:", search("compliance-update", query, limit=1)[0].paylo # compliance-update: The Pro tier costs $29 per month and includes 100 GB of storage, unlimited API calls, and team collaboration for up to 10 seats. EU customers: data is processed under GDPR with EU-region storage. ``` -Same query, three branches, three answers. The drafts stay isolated: `pricing-refresh`'s result never mentions GDPR, and `compliance-update`'s never mentions SSO. +Same query, three branches, three different answers. `pricing-refresh` returns its $39 page with SSO. `compliance-update` returns its GDPR variant. `main` returns the original. -## Adapting to Other Content Types +Now the timing case. `main` edited `api/rate-limits.md` at `seq 1`, after both branches forked. `main` now shows the new text; the forks still see the version they inherited: -This tutorial stores one chunk per document because each document is short. Real corpora are usually chunked, and the mechanic carries over: the live-set still holds point IDs, the query is still a Has id filter, and the point ID gains a chunk anchor, becoming `(path, anchor, content_hash)`, so chunks within a file get distinct IDs. Editing one chunk changes only that chunk's point ID: +```python +for branch in ["main", "pricing-refresh"]: + print(f"{branch}:", search(branch, "rate limits requests free plan", limit=1)[0].payload["content"]) -![A code file split by function. The point ID for one function is built as uuid5 of three parts: the path, the anchor (its AST symbol path), and the content_hash. Editing that function changes only its content_hash, so only its point ID changes; the unchanged functions keep their IDs and stay shared across branches.](/documentation/tutorials/branch-aware-search/chunk-id-mapping.png) +# Output: +# main: Free plan is 60 requests per minute. Pro and Enterprise are unlimited within fair use, with burst credits. +# pricing-refresh: Free plan is 100 requests per day. Pro plan is unlimited within fair use. Enterprise has custom limits. +``` -The anchor has to be stable, like a heading path, an AST symbol path, or a clause number, so unchanged content keeps its ID across edits. Unstable anchors like line numbers or byte offsets shift on every insertion and force the whole file to re-embed. For how to split each content type, see the [chunking strategies course](/course/essentials/day-1/chunking-strategies/). - -On update, re-chunk the whole file and pass all of its chunks, not only the changed ones: eviction is path-scoped, so a partial update would drop the unchanged chunks from the live-set. Passing every chunk means re-submitting the unchanged ones, which still carry the same IDs. Set the upsert's [update mode](/documentation/manage-data/points/#update-mode) to `models.UpdateMode.INSERT_ONLY` so those existing IDs are skipped and only the new or changed chunks get written. +`pricing-refresh` forked at `main`'s `seq 0`, before the `seq 1` edit. Its cutoff for `main` is `0`, so the record stamped at `seq 1` falls past the cutoff, the exclusion doesn't apply, and the pre-edit version stays visible. The same cutoff hides `policies/sla.md` (which `main` added at `seq 1`) from both forks. ## Scaling to Production -This pattern uses the simplest Qdrant primitives on purpose. The inline Has id filter carries the branch's whole ID set on every query, which stays comfortable into the thousands of points per branch, enough for most corpora. A few spots still need hardening before production: +- **The filter grows with lineage depth, not corpus size.** The query walks the lineage once, adding one `should` clause and one `must_not` clause per ancestor. The filter's size tracks how deep a branch sits, not how many files or versions the collection holds. -- **Storage growth.** Every edit adds a new point and keeps the old one, so long-lived branches accumulate versions. Reclaiming superseded points is a production concern, much like log compaction. +- **Qdrant is a derived index.** Branch lineage and history live in version control. Build the collection by replaying that history, and if the index ever drifts, rebuild it. Nothing here needs the index to be the source of truth. -- **Durable branch state.** The live-sets here live in Python dictionaries for clarity. In production, back them with a database, or rebuild them from the version-control system, which is the real source of truth. +- **Storage grows with edits.** Every overwrite keeps the old version as a point, so long-lived branches accumulate versions. Reclaiming superseded versions is a production concern. -- **Out of scope.** Three-way merges, force-push, and concurrent writers on a branch are each their own design decision and aren't needed to show the core mechanic. Treat Qdrant as the search index and git as the source of truth: if the index drifts, rebuild it. +- **Out of scope.** Three-way merges, force-push, and concurrent writers on a branch are each their own design decision and are not needed to show the core mechanic. + +## Related Reading + +- [Filtering](/documentation/search/filtering/) for the full set of filter clauses. +- [Text Search](/documentation/search/text-search/) for BM25 and the `avg_len` parameter. +- [Payload Indexing](/documentation/manage-data/indexing/#payload-index) for the index types the visibility fields use. diff --git a/qdrant-landing/static/documentation/tutorials/branch-aware-search/branch-live-sets.png b/qdrant-landing/static/documentation/tutorials/branch-aware-search/branch-live-sets.png deleted file mode 100644 index 628995aa5f07a632a0984cf2e65e6ea5f2ca419b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 49224 zcmdqJWmp}{(gupV1q<%(t}D2^TX1)GcL>3q5G=U6I|N&}Yj6qf5d5y3bM`rV=lge` z`|I+|f>}LX)m>FRJ=5>o#U~{NNn`{(1TZi#WN9fe6)-SJB``2>Q#cq<36sN0KIn_G zm8htaw5TYFlCy)km8}^V7)^p-e5b645$0e(5&9jti2TeZCKR?AnOI0h7?i|&`bVv8 zZ%*Vn{VMKnoq{BI-@0>4D|_dsOABc%?X3|Y(h^r&b*zYQ`nDb}I}SR|w}ObetJJ0; zlYyxj3KOv0%}pVlik|SBCW)j!N=jOa3Jby%U;ObrS_nFEJ=P!n-p&t4_vylaW~$98 z6+u@;*0@{JM#P0h$ZN~|THEr?WG0+wXk9qcmZc7L2z!wbo*c4;LBiR`h9?~?mTnXkI)y-stsVdMHT!eJKKe;MPoHTV0Gc5q`g1-_B8L9A z=w2w&t(pRSs-xW(_Muo0XJi-qhogp_fg?vwxUS_`ZoDM*?7XggSJgL}#rX?0_u_uL zv+Cgcu_gnqTo0r#_f0Q4ji>w2EyTGCp0HbTA72vRd$NOktYM}lZ7welMh7~F0|Sq+ z0)qmbfrCDHpbsbZH#nt8mnU=f~iKv6K83`8?3lj^O00IdK3BcLZoKHne;y>b`Zy(4k zU0ogdn3+91JeWM#nH-!gm|1ywd6`+*nAzAEK{Xg%yzE_#JQ?j>$p5Y6FFj&rE+)=a zj;>Y?_9Vac8W}sdxqcuc``yrgfBxN1Gf%7kwPf$|AG1IPGXK89%*w>V{9oN5QNZs~ zJ|!zpGh1yjD?5;TKy3)Hb8-RxRsa87`Cp5Flhpd3Bo7DA-zEQc0SyD!Ohxsm^EK=&6@Q`s% z2;G{50&4jF)#bzqzIAkO#^nt*t$p=JM%KgW*jWdgi-3~_Mq(5eBN-+-3HTq!B9w2U znl5o)CxsBi9|wt2AdXZZ)E~zhxezq)g90Gx&kH|;jPd`EdJp(1$UP=nBFTR$-@Jt? z5%TiGAOZWMJ09>#LC$HIapeE(=Y=RvIK&?Y zJEnp3ct~IJ{9#r#HOOhlnPA}m=sg&Gi!4Y_dx0mxA7(9LY;+tmAjVWu=WV+zlwKWWjG>O$9Co*FZ<+{zwKmwluV-ZN2P z^#LhX-+F7NosW_23iY$fMw$+G)6(;)cYoF#utEeO<)9T4&d+)m2q}eVt zsM3X{vHSIQvBvp(-tQ3arXE)(3?f_eRQB={$0X{bt}$%wCEbe_!vmIB4=26qoUWOC zfZmPeK)q)7h5*Imkn&@q~hwbim5kW^%3hn zB|aA&9aCv7|3+^22h>#qgnF?%ve(_AWTA861wnTdjv?c0#HGC6s#N~t1S~19{*)Yz z(4qoky<3lf!?X^e?)$|cwW}cfbb~of`$RkbJ9rqgj7lM1llaV|?1Z{awry{7H8xU2 zpLch}JY-L(L*E@vV&1n}1W_sA`H_Z$; zcfWu^XAI=o|M%Qftk$Le$?1+DsFhz49-4P9kjy7L9G zCo3*OgNk3s7Y{otrQT&ar|iRf33XAU)jkD(Oo5*AQt`f7oow3b1^TXX*Ht3Vb- zO1Zwh&jXP@w&ulD0*3RWTyQd@o(cpVH8FmR&rwpX#h%m+EiZn6LLU&OEi-y3A&@lQ z1Yyo6L?ErC1ZTOGU*xEaOs&va{K4-E3HL(8p>?Y*wvO7kJNnm=q;{)!=UnwiS#JTy zvTgyaXrH0caB(yPNE z2kD0zXKnWpquXczx(Q6+tT`jL=Qjw*=hFpitul*AJyIu&9ZCuwp|*`>@n8s9go-^+ zOL9|anZ?%-WpB~Qq*Z%cYBy_j1&wt*9~5A9(iH>c7*#A?_mg#p^{3lI`(~2r z)fUmBF|FJaaUHH|YCX3LXeV_dm%z`0n@yI>-WVdG$2Us%_(+Hp%XN$*<`ddwi-#3~ zHgP^x>>wW-ea;Vc>)eO#|bMx*LS znO8Qq9Ucs{rwOUWB-QYe!5iBmCQ*G;CH`@F!g7S5GV74pg@p+v>DJdvt~>8dDj%IE z;Zon8+vW~zbvivF%i{TNE{7lFF8kGUESu~qmCjy!E{!jIJCE9nSNOLrB2)XyIl?)w zrjL9gV?9KE>$Tm*Dq>Gm7Jd%nk9Jq*ee*Nj=P!3APN$;5kbC>bRqo5#ZyDV(8Wqd7 zz|}T!$mNR-1!=X{mz*;uSn~X=b(1J;M&rA!&=UHUviwVn`4z^i$>8~YZ?$TbUVSEC z$N6r+>A7V;XIZ!`ekEjq@DJ-E2T7t>Y1JTSw@wBDn)g-OF=bdM_aa|m?P{IHKeqRN zSWymgo?q~gBuMoZN&+^Ckz8DZP?e)Z2WIf38W@p~u@ZxAw15AMz)km(AG+eOS=8QnG@F)0rjZ*%DY6>IL~Hh^u$P z;{@Nd^}X-F35l^sVpU}Z&ya9w$dZdWkGW*V@zl+hqd3_-){SYkY69h+P1;7V^1PI? z&pJ*emfPQQpU+R@POz;#v+X;&l9Zzq4hc$HTI%l-2?Wp?j~5&gBRgRWR3pkM*{&jy zo}NEG`FjX{9~^`yia(PAO?A;TAtwADEkJ;j!_PG!#RqghIVweiTm(Jo*0Yt=BkS0- zbN|QL6M9XqC4$eNWAJ75)W5VHl5m?vBK7r6(Uu*NOcL(F0~aa+Ql%fJ(DK0svSVk1 zjw?7uL%^9B&JHk`aby`8&UUC@?1-h-on&EE*SGm_B(r0KgP>;Iryu)`I~))BmK)5P zd7(lEPuuTs_h2BE9JAOR3Qexm1U(L?`o5xW`A|MbWlZ7}@aV*Y;>TeYhUIk_6$4QS zzFh_=%|4kKSQBTaOIj;Xhrq(+QFmLf9RsikrM{H{Q+u zn6J#At5zNNZLTu=T;w)(&(C}d>04U8mA~Y0>){fZBv^F@-Ds`GA=5f=T!9yHcP3~H z^E5o6?jx~82m}MKZ?eP7c!I-()I_TA(^&Cr?9&OZQ^@HQt8BMCw%gm>vb0I_@=zyI ze0pj;%^ZF4@Mz3|4Ua~A&m=P->j&&2PeHA!N*g#Rs?y9%e!q6}t=0N?7!Cap7>6yKhuFR-2Q*t^_5OcON^|7dn+ivYYVWl_m| zi(U_DvW;W8e~xI|peclSk@sXf+ta2jby{lktHw)t8K+gX5tP~)@ndW3a74d=>OSSa z#~q+;Pp1Cbj`q5n3%8J&rv90VAKyb5C?ep9Gdt#Z(?SbgTCYQx*wK%6n)_t7hRP7_$ zL%LMh!R5>JOx3FBaYz_M!HU7u9yXMLiv%L>OnD&#xHOp!dXa`o=o4xSJ?`B$l2^UDi2W_6Dpq%iK*7+!LqCTXRQP z#HRy;H|rhe5ePWuygkB?-+kdVT4*xws=8|qDX$hE<4fdNH2(5 z6y6!A-|xvCvqb#pA*MThR)ZRR)$ej}*62QeuXH~{8g$gTYTSWiv*^I>Hwau+_X(%Q zWWI>FiaNIbL=VF=2qY%LlmyK%ahGU9?m*>X&#n&fd5fHZg>wEPR=7`iUGD#110?LH6CgT`%T!|>sTeWSl z9*oS^bj~TjD9&ZSu$G?6G$AiShNI(@Dig2OZ#{sM<3wBhyzQ-LmP$#JbnT+)5Xy-r zsD20jeykovqIG=ruEeRm0T&|}WB)|w+BUPC6h~se0Sd+opvbb{^D>UEn`0hhlhNAR z;z6zhF)d~`ANVC>I|@>y+6gtlVK}bnMaM08CbX$uQFMp&bcLg-`M7&-(*akme>9B~ zfF^&n*||6x0L0q5!V%rXT|AiPALBt!paU&Fj8^CXdIPt(=D0QN^;K0@KxODMrCyPh zRy$OD%b0;EY|fs~NBkU1ahwDWIpI6n=!AZ1H&$kTZjbr}Qt$EsTY(5hd3badh%e4x zggks-`b}L(Rfr%_k*E%R=n^90s8mZTykH_Y7zUK5=}Iwvs$ztm=548UVoIc~u+lb* z4-l}+WHb^YPb1hls}m8#!9-=^f8XeCdGMt;O8>wxb|Q5Niw)M1TD@+nPwS2!huQHi z$Dg-X3yx)}2bq^0ikl3M4-FWDucEW(gyo>7ukbFOO%M1QcA@5o$7S5n zx}5(aG%_jUG=J~N90uA#dhGQ!8cHyAqRDkt?4VQ+-aX?|gPgTJ|3=3+CV7vUZm$(i+6!7c^_7a^$& zeUd~rOS%Yn?>4RCUE8=PFSqTA*~;(t0-NL>rurH+(oU3F#X4G|EB)*e~5Z*tmd-?l8+Jr z#tm+SO<+9dT6NKwt|d|=i@9;MqnIZ8KswZ5+mkC0;#;s`dc+pWp#E^PNs*K?A>{qB zOAgyAJ^QP^@i*L=FYAE~EXKU+#FqemC$_t&TAf=p2s_^4o?1^4;YW<@A&R8my3jgz=fJKM^x`+Q%(KRr zD46mBAY9Q~)%atXAI6<LLLFBF?7`k-$?D5$79^tW)r@e3;79U+B7n5zhJKQl1QJ%|fhNqU|1+E>-xdK!QR zeafYkpXZiv(EJOR!)KQ3FI`VoWzXjW`r(9_V`(|ZMs>oF ztGRfju(6N;V(9=+gq1jUm;f6sstOyplrq)&x^RAxhh|#g3qzq?Tb*mMRECWbm-itj z8y}1!rxb?J!c5XccxHi!c_Ha_WO&!-=vQwjL(5n~4K8-P1j0fPD02u44|Gk+E?s5aDp#niMT48g*IWx42m z@$1xQ2QV8ZG<|#LTz3NSSf{A5JJ2^V6>AZMijtS+H0`qt66QwIdmH;`c4uT8c)$eH z-DS=3Dk=JH3oFP44pLF;NDsb)2&Y9yLJEK%?_L#NW1>*ZnS+x+!}5&}0j450+la;? zlB(y~bd8t*xmGITDhJ^97}eWplI^v{jyWNA%hvA#Ym&PoGa9)Do|aXnFf;UfiBKF7FXm0vo+{JTK{cPTF$sm!qCQI=W zL*ncR9LXx}=JAe+Lr+X!mPMk$S;?n$<3WRk^luusGO^m`4+j;Tt=?MCC6<}D1c;A`Wet_B@Xz6xt^N`e21Q?6`}Fi88#OXQ77^Fnz=|RviCo^ z!kr6|XO}0{<^g(Tz-;F6kLXuMYl79ZC<&*HQP-^AgYf`R?OBW!3+?oQ zVR2U)P)}lM6*%_Gmji~0iJ)lEliZvIX4Fb?%oU7MIHj>*lV@u?%tn*h7Rvj*^9O8x zMmpW`QobD`Lt<>#Ui7K+#X-46WUlJr46CN-kdu0zQ(@f7 zzu-gIBXG{QfrnYWZo5&vdX?#qDs~Y#+&7UJ&}1s9^?U%mE`3L_BkfGohcS$Hhgsxi z_ySi@V>Z+4=}_^k*e+H6B9Auu=cxBNp%}V zsZ^C+5zalcA?{(5v0HFeEA{j5l^x2v&RC?p04qE*Cj8hgJ&jKuTX-(a>ANh=C~hvl zmjL`Q_B`AbDN0K(t8FPS` zOj%Q23Ve@4>WZgNp*xE=Plpq>koCCpJX|ePsPweeq7a#0YYL1Gqq-WNmbE;sUw`Kg zS6#S+D0m#7%CiFojcyc{x`^mD03l}Sp!Eyl9i1hlQZ`+Y)-Bdf7@xJL8zznE#h{KI z(PsstcZq~}rGeL4gU9k8J@8W(ya=y{fs?%ZL08kTX!~50NwRoWjb$lr1D!>|8(w{g zpM?!yXItQt3MZ3LN8XbM#K)9zXa_$i@0dk({PK0Er)3v$ntC8~09$CC@m93@Aau~u zrY>4vhL5cg$Q9#7%Y%}%Zs^pw`;sU4C9{yz1AdkDXXsir)28AaG|K5qxGbrexg=e{ zRF9!wU>ISD+FDCRD^e9Oq(X@a$^M-Ma;y@Wlj`@t{m%~mvhG~T?_I$4efRwj^R6o| z@aZE5!e_!V!#Rr)V~7?Krn{G@NJuvL9S+kOm^BS*=oWF*iMFi6I|_(Mko291EIQ>ao zt+C8Bzk{oGQQtH#GB}x<+SRWs8_Y!(a z=vh`4UgAL&KeV`*!HO_bXG4}grg3BT&bCnToS*0y++xqIoV;!dHT9#9wb@v-U1_5m z{YJ9g@XEw}hrHoV+qHLf6Qgi8E@$t#@W4?YCNf^JeRFuRTMZt(!9qOUT9RQx&czUc zSL250{>?^AhIOB~lR+5u4!B+|dXCXa|D-)&@kyU>ZjwdcZzxAps`6x^4_YaaHj3 zqWITAL+sFLd>V~BiHuBS>wRrQFt3d^HBtP$5fa6RN6)GIoQ*k{!}2PuJ-`lO0y#Dx z#OhJP^c?g=h?JuB<0ddX(qtVY-3SoYCb|{o3_i(;J=L>x;=(Djvm9n&RK9;Z%YkVW zi?$M$-(VBMYaRnF7>*K@KoqV}fqh&|dX~XB!4o(H+b?l!Y>_4Z;awGK*!3-V=h#t) zmfL&ZP2Ro_7?YSZS?PCSrc;r@GZ+qm@sWHUoZ3G4P_GzZzSq#!1>sod0c+6g0L#L>{6Xi)U6RMjL77nh( zct_Q$e32BUh$eWPjpZs5jU2BiO0)F8oz3QiKvju2`E-49h(`Jtkqf zz4q-{bV&U*E_rbiJbZ8^_DqCIy-EP8y9flsK&p&MOK1g{OMrX!QIT7r5c1|3>B1j< zpg*joM#wHEpDyOuozMgkKIR2Ha>rr63GXd&ixlazuy}*sdw8lRu@?kLu z&578_?_(KQ|0I*a;CHD(toPOIys6$FbaGuX7*+|x!06b2JN54hR~R7L`{B^Kj_D6R zSz9I$K`nLLZ2yn)hfg3y&#s)>@Beb&f2dam5MfOxd&%bVNBOfDNRfZrmkPvxc2+1A z#8{^kdS>wcQSMI$QY5G+zYz9M>YGINw?9-m#=ibhF8B_lD5r|*Smd8u58?|!kuamx zH&^(hJO>V>NKrG%?LV~fUpo+nRY2aW!(?Ws{;TBQr2nuYNYP$#`AFLzq`oOF$a~sR zX&FiX+>`(cLzuIP89MsJ=%*zfUOy_~i9u>0XocZy!m3U6hl3bMlu8VRX*C*Zk}s}P zgxBoo+ZKbOMm854|IoCCnM8lm|%@v{^Ie>&IPC=qvl;Dn~VoiQ~lk! zL2L40>~S)%uu><7P(dgOs)_jsnEL=y5Fk#C@He~u<=+-ELt5o2(p=fy(A^S9or<`fzH*BH7+LGmxseV= zK?(^!5f4oicEsdJ*hr2Icxr-(29J+4*LK8I2M-Nkx=B=vUnt8LtL|yq$(5(6{JyWh5EV|2h+SU7*E!$vWpq21dKsYz zX^a*zu9|Lbn`!&u?dM3sRp>S@G<0UQ-$j<+MYxCfdq3V}095M7822wRsF8|A6C~NV zP4-iFpb+*v;kCffFW4YHefo6u`b0cT=&{Chy3%x8w^H9m5zh-{82QU((6-c|I+nv` zhUP~G5dhO_=IH?|4Vcn5nc7_4%Z&rF4&r00}oJfDkoX=1Fr zu{!lgt>$0V+dH);zH)DT`#Eh=$8TKyH7dqU2TAiVi)uSo?)N;c>cm$6ENA$$M$zbCBMy_-{=cQr+-hF+79I)GHZK?^_gsDfHxU54g8Glg|5cU*}ZMRiqqg zgRq|Z!mim|FZi$S1+Vw2m)~%Zc#6EPsjim#Q7QWC%zwaSTpbuV(_Ga+LBjy;e%Qxz zRaUVLML$2n-WHrpZy-xgZICfgc&xkEH#n@WoP7SwPhZ{rl2@C0KGoIr);U^#-2!D|yMCO#zP8OCCQRjpp%HgXQy=5%#@uG-*VKGrIG zXxQ@fp;>k({C3>`c=Bg0hG{7q&A0Ge*t2$39sT*am4SO(DlpWkpS9h<@HeheFLm>y zxl+nFz?@zT0;QaE)A<@>x58IrOoE$`iL4dr#R)v>aY7x-X>fb?VW_8p*&7@Bko;nk*gHD%eU%}8a57WyromgYE~rL zG{*IeA_=!TwC}0Mi zAEaAL<_ zKLzYRlQ-UyV%1WMWS`Aye&MpA`;5($7=!HOKtd~eyKPoRDk}qr$TR9!rNIp=(OOp4*9))k@0&CzTuF90c6ODX_Fz@ zj`bWC7C?nrgoye0xK^Hvj^kNw4_IrLEVUU1GkF(Y;eFw*+iHVXrf$BG?}6*Z>km|u zaZYyV%^X{5mfcxqH>Ne6{1zdvM~7K#+^Z2ORg{KRqnua{Aae4iXQzI*{FgF2p9Bhh z>x1$|`}i3%5h$SNNg=OHz<9RJOg|#T&R{npw(KkwGNtg-sT%T*7{3#yMM8e%N3Q03 z(0A5LHM<3P)C$=E%KC$`Bow<9uHNe zz*!lw_JQLaiUQ3!t~wm)MctOqNvYQL2Sz4?0RELVo8b8i)piXx&hQGZ!wSKTSUek? zzFbw|Czhp;a(RZ|;zU`)LZM)(k9TU)dMb>8R7RjpvGVDZ7iushS>im z175o~m*^VmtmDNzsL=fZ$a%Fk8;6gYqJGcUXbq>2W>aHv+W+({E<3KdtM@T39?Tv0`?*r+$%Krqx?4D&;&o@-Z(I0=w`gp&J-TCbHS<>#wloOk`HIylCb8&63P&Q zbF^}u2*pguXj{-NRkD&+^K}`#+%Q(LSGpV2(bQWl-rISb67-98W-|OleUr;VV5BY= zBDs}amu2Hhu+Z=btbo$;g$iz%aH1dQDyTO2E`Cp_zN*-kZ$jOHBuE^&1>Lxz8-9}9 z`G&pZM>Ncqg2CI}s@FJx8$^>S%RGGp&EOh$Pj^x!|6B?l1VDGEw|iRKkyo%-SzSa^ zgU_V??Vv^-@ygR>M6_m^X<&B`eWS+)xavm3qo>Y`W&hx~HPW(~AgVwQnsT16R-Ii{ zSHWPR*Q~@K1`;%!z7br9_}hemsenO?qcC4n`^rtVx0`jQ4-w$(bK{1IJ!yxRCuxP} z2{VQp${gcNLoH)4G;T!@wSJ65OHOVFg0?Et<>jdwx&D%5j zjTK3Qo+ZGtsb$MFtBqkWl&86%fh)21@$rU3)mHxN#UTt*x7J+wkO29Yobx1ez9Gom zXrZaakl^4sJ_p3i&ofihQkJ|QY0w`9F^OcSG%a3Us&D5z(k`y+>6K#n(Z1}I0D8CW zwGTI59MgC5%yW^T={_VTW)?!lK6|Ux*}9i=gUz(5yQphvX7&=n_|g#frK(K4tM99+ z;AOm6QLfAB5x5l*vR-VU75#-oIgD=8J&$@ZCh}2i_$y@?B36@N|5WUBHmi_FvJ4h| zdbQFw5@ozk3Cgspd`q5QdAeGN$|RE*)QVK2D=K5m&77IaRJjvr7>7tBn4M(ai_M-I_Yzha55kj)ke5ffA-6VW;H+9|{ zT7K|l3ftCxV(k(4)UP!jFr9j;Mm$1}BiPqb@8a-mjCDKsK*{Yn{4VO|EE7_`g;=DC zrJC*}kw3l-eZw_PTPJyB8lpqiyX%5-L^y>ADQ_a)TL zUnlC9Eg!*?^*sv}Y+A|+leMg7yoa3MEHTni;e;)9B%tkVrW5xD@n`ivu-V)c!=VxV ztZF&hA>?e}s`S6veDOfkFO?=$cP1H%TTTAbkB9K}OTi%YRyEqFR>Bp#zrSINcl6ZI z6W}2d&x>v}Fvwx6Ms2SzY!_(j)man|x>FYfmgV{_k~l&=BjCdnI3exF{#vfzQ$c7M zLZB0%lf8TQ&VA2ndV64|NZw|-#wcH4&2~Ybz~f?5ID_w2(d4%M_3^molL&;qC|DF6 zCjJ<;2oE6)7EX!qR~eAs|M?TE4qT9udPk zJZQ&)yeq{W4?Dz*h*dJ~ix>Yes!N&St;7-<6sfb6fsQ6Tq9S=H>{dWJF*Nfmf!-Kd zVdJ{#&uvtHc34Pd8a6aJJZ7byp-`>f)%g}>Kh^bj2C<1UDRk+)(n=FBBrALx zJ^jvGT3S5@oe}bx9B5ejbe`GPk>s1bOaHu*(rs9%8%V6yAJ3rzd|ll zEc^iZFK~GSXrb`N39yoiaV7~WI}oU&jE_)WLPez_1o-$i9cyrxHU%!rRPq`2B8;p<*FC*b?64Sv z1f!ysg1CaFyuVSF*mP-1CdagIk}&!d9I!R@r+4-x1%9F2Bz@`ov2YFG+lsXNGSE41uQDWbE-RG3MK>`|fYx*m7@ZptHsT z)*p;k@4Ak$UqJHp_|@mU0kwnA!`cC$qNK}M4dZVzx^12%xYxe(fn`s?e^Lhm5*AR7 zaJe{0AH_~OSGiH&IWCwERZ8c|}T(-MjJXTG0 zMT(PE*hD1C#7z0B|9c4qtr z$Fy}`N=j(p=O|4oAC%!PoxV~h6jEF4Q^b$LZ+b+B|2#5m_Gq6DjRx(p<&=%F5UTD<2g z+q4faV>@brh4Zk}2PB8B0@OEO`Yw{QIrb?YZWO-Y;?j%d6KWz3AbQ@lK&G zaGM`upNUg?oBOWERFzJOI`sTOIoNPBcb5U&JJ&f?a55Vbs%`}`1yX&R7KB09Wq|pU zV7gGSjkc$Z4;&o+Mx#kK&~jnvHgsh)LjMJrkqBZqVl$=W9FMjA8=PE%qsYmSr27*u z6M|6qol6!K&i@DKEk*Ks<{0t1!2c6TX#Z+!QEzk_x`4{pkXUWY&1*aYF{ zG{u%JA^(8#KdIKS1sHK#boe1#X%DACsg(CjCp%A8u0s z0g}!T;hBGs4pJnPpt#U}y5RpmaUli81s=!#9~dzR%nV8f#ifv<@BEJjC^kbuaiKPB z$@nuaD!?%w~kinSES{+Tuit$6;|^CxG+>B?TzM%9mV#Ox)Lxf@N4zCXJEgmC_9|45}^= z6as7^v(&#CGDB7)c-8VfJ2nlJZKc8o5Q}=mR-l*8UM0?nrztkxF+1-y**5rA5*h)s z*UDGZ)0)|HM)-dB*EGc?>O}(E9)eT?S!;VocJkR8Z$b;Zbe-QdXw7q%P{xViorpXe z4;q;#k_yv~u<)kv;Ncf$@EYb{HsDWI@GCX0C`vz)s{uoQ9mwv%FQUni9z}S6>nd7* zc-gM=UzRYu4!=eZ;F9j6f6qen<+%g^PIUy0ih1ma;kF zt~hc!zM$Mnyz~Z%KxCsE3K|PuHJq~O4gThfctrO%#i42pq4oh@^|`N`LZsk|@P@r` zV_sM0!vB>(cOfKZHOZwofSs^h+B?wQ!6p)C)fo$xN;er-ep+}S^6mA(Y2@yPWwRESJg^XW zeH{GmEK&GnJn{65YSW1#J{asN!7d2;~yy<&SCGeQ~cgp$P;a) zL>)$X4vZbJ7c&oEi4SpnJ^RX(e@1_cpEkE))7Fv7cUP_FB+@DVX{N(1HyKfO9TxSB zpWa3@8P5PhY$C^1E+d3S!Dk?I`9e^SlJDjj>oQK z`j0w~g7;!&PcGIbPfQ*o_XfxbNAq+CYVSJkI*N@IM`tIysVpW3M`6#ATxEk+YF*+0 z%O1I3`%#BWe&+yC+7947{7R}WF!uBUB?*h{IJJfgeMK4T!s+;E z-&(F)hA_A7HDo$SELlb4;3$<~iZFNIe-HeM`#1}kw!5Ca7XyKX;isT~)G7T`WG60k z!lY4=+i|JPSgKpuB1ROMwwS$YyzzE@54-#6fKGPkSVT^tUvPzyCL|wlCr8(ZR1ta#Zk$c98^oK@b!IhIgt_$}PW$a2 zE(=l512m{JAR65Vq;Yv&<8A^vy+NJr`e3n_mDZdw$K0VIzowC^lAXRGO@a>^`7+eI zAdpm6s+7d*HDgFc{z0qyOr=HXtlxX954zPc0V7ql(^9+R@&~FQJ20t!mg4Z7zSsMd zroa1fnnsbh>nTe2$37h{`yKbgS%iVU@qx8`}$L2|^z*sYg?+FhIqh zY9K|zj4@SI<+taI%;%1r(1!ecijQ*GW4~4csnYI$6{gSP*dORPbe)f*aXlr1%9@S%nJ4bw&lTa3y zo;R7=b12)Vu#Di7T)g7?2IbpWbP8NYdc4c?`=$PHY7OLU;hi> zH@%iL3;E+bo;F~D4g1$*c!yonONkYg!WSkdCyPQ*s@Yx&xT0)ta8&^AYm7(u@E5nY zkxv+0+_zr?-e+|9KRwVlYGJ2jo_j9&4!xe;uTd%9`w#mL5z{ae`*P^MW_622y=SKS zK-?mG)_QGTAJF$*aIe^@JJUDE`&%(C$xyZcImVFR9-A)WI((=pqd~34cBY8wqS?BD=(l8^hH@Qe)F5&VGw1=EQHNf!|;gM(fLK_^F#&)fW|`4i!Ngv_yf;qKh0YZZZsad(xXOGnV(Iww5|_btn~qKt3AE#u(r&_3Kc8(iaC-ao z%2QwJpfwp1FZ#*KLOJEC>w`&I*Bj*wKD(xl7w>@9GHsIw%b!xcftbNTyQ42TTp9s1 zILv_S7QpN9i}{8@{lSPw{@_T=qDP{D;@$5=VuXrYD|nci^Nwi)nbe!KC=gyY`RnZ1 z=JSrCn3?VL4GVIKk(s@6vmV6Gy{`85kpuEB?kLn)tBs}<>4?dVH=cEx z;A&J~1!}EgBI4*Bl8895k=~Gqy}@I?BO%XFz})SobrZHlK$recVxFj=(iBF8@T4*iK-(eYf=bqRrdS z{`)UGs;{`e9!WB8?*Ue`k90u^M)OCvGv|9ADnx_l6!G*Ra@$!qMppnr@g2ini2eqt z#ST-%kGy!e>D4w`jcnhpI_2=1%2@B>6*rVYN%CLOX`FF~1Kj1K#rb&u4|i`BR!7sd z>jp9jmS8~w1PkuLgS)%C1Pv10-3bz0gS)%Cg#Z%^9$Y7`6Zh4;>;Klb->mD}C;M!l zk*4W%RdtW9x}WikO5Q;Kbv~=2{fW5eN^XA@J)j-W=^o_3;f?PxkVb?nN+^NmlfE!s zC+e%1W-9wVc8q`VYh>p`hr+_(brQ%P-H-9r;mjogIb_NR31a@3_HKho6n(9_uZ@g~ z2|=3RG-l-ORCYMMiqq7$_8Nhx5SL=X$yoKk5yJ3lY6YUsW?{k(ukYuF&4Q-#;We{_ zUiR0?!BB-`+dKAtR0Np&!@_`xlCRNtxkFq>>t+}O^&n^-JUHhDEbRq==-^*cot_Xp zKlLKh?h-m&X2--< za}5UY;S`n%0qv(1N|`DHnv4vB{^YMWWx~VUWe;fa@D94~;a*PP9k=V^z&z_n39Pu~zH@mmymfh+-pffh`vRU^99$!RXaYT8jM z2`b7SABykc@hxv2@%hY%fp--AHh*ysneh-J z-?R1StTPt)oN~MW*?fjsVcwC79GR`{_>ZFYKx_hz(1Tot1S|Gs4Oel75Nva37vcq4 z`3&3#JT~NLzvG#YqR8c|makzxiVz33)wvs@8=8&m1_-G(eTzCh$QkKEcp2ebJ5kM^0G@o?daO&I4(F~X!Wk5RnJnln58^uUZB`JWmO z^)>V|FSGF3ifHdH3EKSKs8v6{H8)cgvFN*WGhbT3Y!e@I^6%5=?F$eB$3@e%&yOqhL+p5rP35%_fVAUCxcn$HOM5j^i0 ziM%xBoo%96nm@=4Dt6$_N+gts+$i+E4rwnv%cEdT6iV9C9Zbq2A) zCre30_^6mD^UbtEK6$g3zT8=BDN($Ox@dUria1XirDw+(L??-L*5gx~SIb#r#tWCa z&@D^GqL7ko&)Yti7M+{U!BNP8wCEe0K!NVstv4SWZBv3<`BttJS>(qwwX7-q(ujSh zo9Vg(T_num$xY{aHcYi2ez6CEJ?%D769FgBlt7ZU_a&rcQ0+DCk^1l9LVxH~%U5a^ zj!pSDcK!xy-_jRG2ktwK@=_R*A_Wbpb)n6PC<@izK#4Nq?}&kK^h+4mVB%Jn`PVP5 zd8FG#cGQG?O%dz|^x@e$_QH|*zM-o=W~(M@K;d>hY% zX%bg&41^8hR1>peM_n+Z^g-1F?;r0f`X`Yiz|iSe7x6C6%#XTY4A4KnJ3)dQSuXJ4 z9&+00J4b=rOYc9nygrZqWP3kd5w;@9_R^>=P1@MYf0z#}ADbR2N=Q(5m$=I^2Cbxk z%SAJ=*HX&~?CjlJf@QObsgs4s2`EZVQqwYJ;j$NQl@AXD)C2Fn3Tvyb zS&X+;BZ>o|wj>x~G_I@b1tKy%ZRVRNJ)9bZY^d>yvY!j~G zG~629*;NJ!ymX)#!W7Ovc7tA#+Z88KK51~^E%;4iVgdt4LSkqOjeg+h_`AC$n717v z9|ecux{1-xDn3#_{aOI;J>2CeW~>hOhhD14juE)cU~evaWj2%{bp zfa{~zP5sq~^F0Gb+4YfBV`>ZDv0PGWODb7y!9yACpPz#SSGt6BM*aLPfsQ~9(T&M4 zLfjL}gI*Fmk=smsy>RP{X>`O!6)W48fgsvw(5&{;K4Uuf+$->(4hbxgdxmHhIHZ?$ z;^qpK4TuDHhMTCrSp23JC$!>wn0Wck(q5>U{v5*a@zMUH=*uAF&nbq`jeq}G3LS-S zu#DUffDC5y2rf@FOM2;FXI4y@AyWtCus~~358Qy4n(1xF)o&xlWcDD1?&`gz9{&$O zJ{t*X$L;v0(Sv4jc=#&h?%=JM->u_-_QY|1BODPW?3q=`4xj$*2?>T~OJw-5j365_jWJ zQehy<52eYrLa%u;XY37DuZN=GWt7Txt|HuP%1kE8@2}-xIb~lsAcz;O`}dI&D@0~^ z<^Q-@tk=fn%yD=$K8Kq#e|w%#!I31{An`LDH87>4+4zxZ zW5gdlTRk&ONuRehS^5jL90kimK%Zt+xo4lDQej8upLGT+kC%=K{0M4yv?VtR62y%d zC*v#8k1KlNDyIs|xKEc|ce5p;X97R)87_Dx z<4~hUT0u3fMA`I4eUgDi1@S+Bl5ygtXB{@#mfWq$`YS0noj?$9`+2HVZtV_{O~6=8 zVz2tWG;dNKsAzY$zPC9T%EWfGdNHhh``xVYhPy|Asr@B?Dbfk7@s)+qTya@;22fKW z4{EG?qH}LOvLRjmEqQE9CX2N@4nno7m=Vp8UpUOf=uP2AM;d*5Jp|d!VkHS=r2N_V z1tz`GJ>RdF26>C$jf~LtWQRv4o*&Wmx3^Bc5tUd4_Sde7hYHY|H^kl$OA7Ts(y3M`XB5_wZ5O5Auq4I z9pzZW{|TtD^^92!k4O*1Ga85sh7kOCiUmyadSs+waY+<OJ zUXn6hp&fc;6Nw;QA#xO}cH>NeVNbati;VFj_zi zQKkH|Hr((+JXL9j+5-zXX16`ncRI4n8A8wc412E<-D@+NLx9ZjMF)C~SRRoqEplA~ z`6Rf7Hd3V=L&LMf9t@3-uouF-iu%gOJdWuaQ;V`$*24EQ;ZX-sO;nVTl#qoWascT5 z!={Tkfws=yxlv5#QDfVTY-(lXQo3t@sy9$M3ff{8ANjiwFkB#Ffl ztB4>}-WiKS2p*W#BeYG0~feX0Pzrad2hn7Qjqw)r-;r)QgQuafTEsRcqInws!@Fi zKp(SombmBfo-o#1mhycV(5~d!Pfr0w5=M;-A1s2yNj$ATuM7UI6A=r+g_ZxukMnB&t)HtmQcw~8U!tH&)}L4Z=XU?+hb~z_X;=jH_5S^fEHrfBrd{P$Wpw=C zbK_DLj{TJGX+Fy^iq2f5{{(A*go(+$WWeK@;oNo9deSD+h zsnrF-Fb9_)7kQ4`qoF_3C1Vd$86^~|qEyNif5%xR2ZPcuR?h~WC0ai^k}k9kx^A${ z8MmLVNA9##2APv(pi~OllV>r{8lDif$b*9X)a(>@r@qb%;{t-!vaR0w7=@%O1ooG3 z98m&gmq`1npAZmGrc#AqQ$&5oa)&<*dP;P8J@?~twCFHxwa zko6XU;k%89q4cYjP*}~Y{MIa~P7%+F*}tFeW6 z%6;g617`ABU=^=)%E`agsnxS@W2Ev6D3c~>Kn#pvF-Fk?D1sPJ_J#xbe`4?p?1-*3 zN*nC|gmAv7seqB~n8J~eU1kYDX?+F5-0XthW#K{o5bmy?uRMkQKhgh1=^@tDnKc~J z|NPr`jFf52i0}W4Je4Wl5EOaMBQ^f(Y9|1`hDq=2 zMhz9d+aNb|Nz<9;Qb59y4AEsyf4@jWhWY^p2XxJ24-?WVK}-N@Q}fembIhMARuz^? zK$3y4DC2fK?g)T(^?E^$cRMAj4Vx)N4*IJ*2j>9-ZzjAv+5+A_OY~ z>J`s{JcitYIUitB{Na%IvQGRxFAn9Q7bk+xBr1i?tRv#dDNGs8;@(Etggu2P~z{dItg)Ggw< zdrs%GiGhB#VjDSs%kBN+bd;Ez`&vpr|rM(CHa1 zLucfJl4tlWxb|T=I)6w_QfE<v@jpKMaw*Ubma<5dG94LD22MZ1U2Vm6IsFbF`p2teI$c+plG&DtyS&C0 z+BPk0kl9^ud!uxu2*p4LuZ~KeVc*rFB=C+ey6I|^v`G_>(I_a6ivtVV;6b0%M#&p! zHuLHYWxnLb?UvNJ*P72no!v{Iw#snIC!>5Kpde@M@ude*+|Qq9rgzen9h824FiPbX z0;O}JN3>lAfU_7W<ZAxs^^AIdi zD<+HLyU1B|9=c%G;$??{d7LQSZl5?TVAx8l>|oMRtI#v!9&bLMH?CC>yQM+JK;#2WIDKy*ye;UhsJ);S|u5fGdfmdA8xt3N3h3 zm834q-nlo+S$bd7S(HRBiwh?dgTLGX#;y0%B~laRjXIQG89V0AsJQ1X*GVUn4PPv! zM^f2YA>X(ym9u^?zj}j9jf_pNEK0BVgTs={rVX0*;M(tS!h*Po>DL>AL00FfXzud0 zigotnlSFBQAoKnh6=x23xzwVTW8irEVgF_($F@)XZr`1z{>%d7Ssgj4)eVC4-k zQ!YLAd8^K6wa4N%A317ha3gf0L%Pbby*UDu)PP%qV$rlLzd{&&Q7SKW=>CYIQc}gs z@A(HPHwM%fj_j4jRZBiF@CGIxWL?{eC_UT7XXJj4Aj|EFTmH#or_f2ktyUY9=y|r% z!Lygku}1y!$wFdcVuMBF8{dUs;1H08*7Hk;I~pHnnFOO>bOPkJR z{R)d24L&?BrH13Gpm-kW@Ai^wp07OU3NovzuJ@@M`!ZLV&b+VO5b zP$Kn@R>bvYyARWvkw<*-`vv_D_)m0;HFHZo1L-Srdal%mAGu!-a}-b9Z$T$w+D$?uxT>EC z;m5*V-HR|SW)-X~M*gR+TN;G}^ilOnYuP(?&tz_&P@dDBmrBKkaJYrp{vYuKvTRi= zFd3fqys0!176ek?AT~T)A9u~d50-UqOQz1KBgVT^Z9M3C_vb-?%uIR^9y>jCZ$~*} z;}VWV7%0dzg@!xY{jy0w1)UZ%-<|F$T1eiH1oC z^QWV2KntMSPpbfd|3r>h&AXQ*(lY#Ku^u=9>Hw zmIu|;94LaKOoJafv{9cx-~#t*+nUavU>CP`)@W6|VEot{l} z=+a6`e4=cvFPHtnBmBEzoPsX&kB7jrtJ$}M<=WXgUFp+?%ic*)C01L`?6Pgg&YP40HH7EgX0B@!{4YR(QXo}vX%FnpO= zOnN@2oDY#Ghi&T>Q+SgjNloKt8*i z8q*h2BZf!Vl!UXm%J6!ndff3cjwC>pNX=Q|OEdGO7i1`DQqaQxp|uvZmG$BAWyt0h zH=&fX1elX1U)W0R-WYy2sU(4RoMVppg->-JC}w-x$ud;arxm}*O`-S zD)uE>xo+zfUX(~9w+H#qtA$k7k|Zl_Fk?s3462w!a%E*@u+JQJ`8U;|H+m?6FSTGH zsHN?S%t->x_W35zsZLhVnTKDFl_VgtJHvss5MaZ@+KRJtp4Be`Q=dxB_L7^3X?)9K zO6;)2+%AXE*(?6YBy|1niP$6fmdRV34idE#N#Ef)bY>M#a-s#SNqs+dL@h6p#K3RJ zUh9rg_KxTjoyR*g1m6n+`4*Cibf5CR4X2>f>-%7QZd0Ba{pld-eds0+fZ?r4n5+!XwFZEcbwn zPC??TU&4#JT0C0tory_b3Tc?>r+O36Ih_vz5$n&?qcDWZ#CCgLBulgGw5vN>%W|^# zSb}X7O^Gjce6Ga*(;W+9F?vCRc{IE}{R$oEW@nXF=O+0E`TuJozd-u9Ji*XgM1{))2 zU=ljAG~lZH)qzJW#98j?n0^;{88&luAC1kApyKG+IwQzv4ezqT6r)FqiO=zn|lcSn=|d^%_dH`M6Qre3}`Twm_Z;Y zKCnoDE?}8>)dUD+sASPt?BJF`Njq;OGxpEESuNJ7>UlU+Mcld!eJOn8JjW z{$OJb7ZI@gGF?-Q!qY#nSC23IXQ}JS>x&xm-DWNanpI-z%3O<{;LzCi}=nVW6ntSki-~_*5#S=+uau>z{^OxwY zR^vGf7PMaz)4E)ZajKT=J3Uz9GA*XEdqdlM?bpKX?{v8vIl|QqIxsP5hH?W}Ji0!- zby;){IORzWG{5i0nB(95fakP76~B|5%k0ywWS$l*PWzp%-Tn&Z4O3ql*8q{S=?@pW zcQAskWZ03u0ym*N@5zbY+)V&Q%2-@qbl!NU-Jmd{t1Z{&S*4)0CSfh;xfw9}G{ox{;T1p03u*xPqA0N%K(|B+#d-%n_XBgB7e4@gH;_WrxT3+(x28IMBCX5C9 zFb<^Bo@?gaWZ)wlEINxhf8{5I@e49Z4IW)HLB#ezC^tCE&|XmT;CJgWMJQD`1y57b zGrmH?0#2kPQV>1?Bm&dvfc$!;OIb8#ESA2$j!oX%Ffq|#diZ2CABe~3Ux zng$A=-;lpfP@;}!``z$rU~sl`IC2!+@O$k=H;yTn_Cu=7YNe_u>R7&t*iH0lpIb@D${b_s;u_<@9wN!C)I-h1c>**9a_y9_=F z9yJWh-5eerwz=6XgR3_RO}ZuxUhf!xPym4lCirMtGD&=jZj`>`O~rk-SdJq>RSB&9 zHNyQRAL&dX0&RE61C_nCJG&#go)%~Ko0$>iNVKd)MgmFsyz^wZGKFUu9o$9z#8m!v zh&z6~mG^u|3QRiwb^?b;j6pvS=mN8hll{%q>O#Fe#?o#~`F>6`8gL=sXhb;W z^nV|6ub0CLljZqZ-k$H0IqiL8U_{gmZihl!@yI&(3Ze(9%Y}t>8^xNNoOx9K+|^ky z;DKhOaFWc_WJ%NOZ9r_@r;6>qxPqd#hh1RIXM(|-&Hi^+qFNMNm&OC^wbBbZ%T(s5SQAg*2e##k^eL^esyP!nL>9dY%Gjkq%y6<|`RS2Mw=E_pS)-B>ooTY!@n_41t^K84m6rUG z3^p)>lfo`c`7T2YJLcJpLDjpN{6+9be)q{}&!RO}F ztqn3~%(1!~ne6WlpZWXG1m7eVq-LKnhUE>ra(jQGkpHiJ$}T0ZbG^t9>bH{jaK2yvy4Do0kj6=foJQCszMztDjXH& z(Y-%}FiO@LG|}1|<`G=C?$U=DO4|%0&^qo7WGM^iAU1gzEGr@*o}flqV#|5Gpa1^f z+jzc*!;_|Kz_ozo6Ff|kf_`#wnkb(Ac~CCY9~$VK`+$k@jnVHuNJjBGHWkC9ZuX0h zCnxlJQx<3gUsUWBfkEetvR@66N8-Ux5Ypygj(&;L`IPD@DuP^%A354b*h67%^j^)z zh0rnl(jyH}Sdw#0-LBHNl^a_`q@T!r1f|}Hs`z!tz-i-pbpVe;eCBb1|L{0x*n6zT zbS&jq0TArFn^qTo5$mN6#_fApvd!@gguA#Nq#XRu{?-|3xVsHWm~urg8(B1ha3#G@hS+~`=V+DZlwTUN*u%fB zo=9FUm|=`H!$|Q5dhuS)_h}T#3jx z;>HTN>0w%F6gv3y(55eAfSi`xVTxc%&Vn2J$vV*WEz#7?I`iJCOCO zSCsCeJ3UD|1DeGDc7^!XKEv@cv&f6TTp<#UK(jCiIFZTzP2X+Rfa7Tw!_~`w^>pa7 z^(KeZ%z-$GbG2{YEn^{qBERWXQOHkqM1V zgNyxlJ*ZE#!0}P{Ee)H0s{wu@z;01A<1w`Y|2__5M!vdUhGo_+*@cd<*h=)F(RwAR z^@>nxAh$nKAsCg8;}X#l8GlK2SZf6NnuKif-A zbrQ;h_+_PLrqfB1;~YKG89ilHFUxpXo1-bDL^6V#o~8K6%i{ zz}oPkyNqGRvUx~J#{K#e=h#8Si_z?J9Gb?1N3oouB=IOz94oi+2cwWw0Ee%T+oY_D z6z!A4S}@*{$A>=T8;P0WBS|GUSTm}iFGTa9mwV3KJ%|Pbu^`}Kkz8l3L3gIGJ^yXw zcD)*Uy(L>r&nl_t25VS{j7?Sd_E5Byn#_O^81w_t3jy-F3F+t`H{bcOVLob^K z;bemW0sOvjlkPw9+m(nq90uquJwBcz>VN;T`uPE~TBjQ;MkJok2=UM=v=;WHjrvc# zzKYpdL0=ZPYxj43j{uyYeY;sMkp0gM{iFb%oa)e8o$<_bFH7uCC(A-0 z(}uGctVw`g^q4>;+BJw(OH^u1Ho`#d#1_*wDXZFbA7p zj`1CMeME#u{3Qh5URyrA(fqjYua{Aq7onCVB-CRv9MTV2G@o3Y&FpBUW7{*0y@H3- zhR$buxfoBJ#Gy~HTV%*CAMTYlj@)jR-P@d%Biyx~50YNsnTA$o@H! zjy}1Ez9yPbe|+4aym5G_0r69Q{`?sOJHz!YerD15hp-K_PhMMXY8hbQy}KA&0q@Lf^SVqroC{N+rI zZ|=h@^Au|@nXNWA2Ur$=*xLj%l61O z_!$dazCP_2XlB>Q-~&7LJ?fa@Ap|M~ZcOG&lkcnPCH)p(^JmWHx!IJVjWfeaLgiz~ zs$Iy#7jR3t9;CbR7~)^w zN|gJJ=v8X+){Bsj@FDcR^(sq_#r~jh9Ri^S)-f@-nUOINTJN|soO|PwE5Nq(4+9s*iSHO~ zd0wR7*I1z6+@x9F8MNW^5z$ED2F8>=`Q{<{VJs?ig4``gZXy-q&MS96{!4Xv?X3DCJ@;ayqH;qY3=ZFb?1S^eSiIP8`3=^#(1 z)etY)a)PE+j^BF+F@^mxLM_9hJyw&aP3PxQuP9jkaw=@{m1-v=MS21}YEPaUK9SdJ zeu*wc#82gLNM{lThc{=HUrobfVBCO`IZ)^QEv0fPxOT+EqRxhU`4Sa|!ZKMm^2WVn zAt3dXo^P&p&qSN=w;w@XJhRMZh{@+JaU&3e0(XWM@-Lcv6j(@!Q6tP29TO+NIto#7 z5!j>H0fH9@9B@c26q0Mx&{vMQR!hxv<;O>0MVXw-B8cw9XxZL2e>fdLQs& zi&n6}^DA38s& z>f^=i?`l6PbuMNlXUguBeNgvSbhS(DuZ`bos5BO5y$!CP9-xJCfCGUXQyFbmyGmB; zWj=f6ia6gT#1p=nJ8A=9F6o!0on7Oi9^LTz4Xzo~;A9YZP8frzXcdy((GQJov_?Ei z&SM*=Y|>OUb4JC#T)cspZm;crcsfFeeeopDY~TtrSDdz zyj*M&s#J&a=%HQ1F;dbNsI>EtENn8I3)cT*+&saZ;a#TVtZGebiAAR{XWyiCw9bt9 z={-!LYS!!6WiZ^B5?b?X(g%I7T9GHsqwwRJq@)l|B(2f+1?X5*3buE&dc)_rfy^Jo zwLFfO8uPB;d-JUW8dVBEHL_Z3$nQ-tYvLJ}#97X>(pWW=YOYD8bJYh1^Ub_{Ol9*L z@pR4hzZo9Vsp5yB8n>+vy!djtD0+KuqL?V6@oDW5H_li+>;XbMYkXSzI7U12kuoF@E`AE5vAvfu6L{ zIv7lrFji-0X8Z`P0VDV3dE&Z3Q$g>8d?#rYVg!Y{yB1^oEQ~t@AGF*#7K?OL18b8( zM@oW?0V9KGdR!(Y$?fk?qgP6{L~;E$=-?ovABc1cR^8dm9t~Cdr`$&qOSOhIHaaf^a4*N? zQeL$23UiK?mMPCZyfp6pK|T-1s1hW=@37Uj>00tf+fu(GtpI*|w-)F8J>P3s9i_9P ziTwHz8Vh=xBT~OWvaUNS5_9ItO{o{w9?`Y(xjUcTdTk!RY63eh- z+9fje8}$Yno%CL>VNYrZ0(V-fpvn&Ds3{t+jyJOkC_ zjY|+T-}p2Z%l_g=XNF3r)16%L*MNM4qd?nC?P~k-Hl=No8>`zkgg!cr>wu#J@5ez2 zw{|vOr@i|4mmXdy(ZP%#d|jgp7w$`^HaiP^Tk>k`>C2Rg(}?r9bRM~A_ILQXpQgK&iUiD6?rn*I z<@oy@<0=|CX<~;&*1dKqT$LB00x8_GngLU{jQlz=utAfS;lF>T^j&ylM!aIsT&3i0 zgaiL%43i#R+}%tNvxwH9=80AvsszvLS6FhimN0tke@!Uy7>xYdXgou?ohS9iX0G}o zF^$trzF?RkJ4!r9_X#=v7)K}eHO-eG^aRx7Sa3x=T^VVUXs+p8yc4ZX7Ekwg)G*v2 z(EEhvfpOCFnjFR)vW?Pe_Vin3-`hYv54?5ZzL+Mxu2;?Lm?_ueDCEFa;=34Pn>j@x zq!PC2Ski6PA@L0$p;pc7+yTX$ausvZuyo$5!G9abWQ;mGz}sb#H|bifo~V)KXs0ez za$WucEveS_*$67O9TNKDgrG-J*qLBh)R|eak9Fbq&Dyn_X6v&cIEg-gCTh>b`%k98 z+ywdN*L)DYYS{g@>K^>$%ufhuQ`FGx8;LY$erF4-nbTrZIPvzkgIyy$U$5WSq zFmcvW*yp3Xzlf{p^V0uPe08*v#0t(wwf3q;Z~ES3)}`HGA@^hG83W8&&YnmQoixFN<5Ry zS-p6JB|@S1+}iFeU9CJ@>S&@pa!X%`eX z9U91!z1c4cK<#f7p=dXl7`BejFXF@NYHw!}v{oiPUD4UPagWKLQ^6|5N+P8^YZ?)p z_-e&PP^i-QO_`*zbaH(i`emP=aNtI>5Ud?B+7&l7O3*19hOIMfg}Kh==Yd)rL@p1H zbtRww@aeWFk*CNLzOa3)pBsRPWQoLPM&(v3aQ9pbBUBdPU50PX+~j15g>UP?vXhwW z)5Z80QQ-eVjXa%nSE9ZP=$f58;xin&yEZNihmd`yt@Y zp^jxhR(`G944FFoW(gU${%-@G|Nr?lyD@|&k35AKsFH-Q&voth!7qr1Vt+M5zH7E$ zn=mMtoSPg8{PzE*I#3*D(KTsnsrYfd+=n)73F80o6-G%ks%Xk^6i&zgi&Yy+HgZd* z39|Q~Bb@Nr2iA6Red6|8&(|gU+Jd?6!l&a8n@KhYC{6GDF0<1Clq5?650C&SXBB% zjD>LhVcd)`JY}wjoX0mtBmZqm7qKnN$3Ge}bv7+00#AN~U2&cN}shu1Zae*y1Mv1bsTZTfeb{3rm(<7+boXEOiYkHq88LILX(-M4=q z@0xoC;g>7}w|@;38QwDu4gLZ5SFZdgZWtUho34q>$7si0oqV@Atrlv*#$#|q^H8Q` zVyd>*O_hA>c0<2&Z!@wwnUe+1U;?RSpfIJJHkl2pr=}F<5Ygwma6L}v^|mstMpZ&y zq-jwn_id-sk()AWefnEf9$w}F?UDVIQs&*WKCX6;R~+V7GnTRR(qdujJJ=x-1UzZn>Q1<*nnN0XV53?$uB|P*LDfR8LblD zTFmO6o;7`Z0U$oZg(v5s-{^71w^QRv)j}ztQQp%U2Q4^@)0zv6cbIg*)IHxZ)Zf&Q z@W^_i-H7GP9e|vgO^)T5^zr>|^nA#vjmJ1tgyqYw1$o4sl=2x8O}ElkbN8JOu^f$2 zZ8u`Nx^>~wB?zjn_10LSZHKuX#{(PvQ6`T$(=|p{fJwZ`G|;HYFuf}vBx>`=6G5}r zmET3+;(y*GM1d|AVXnc9Y2k@{*|--7} zc@|!Wn)u_jL#b!&my|#%lTx!;mqYb6G6m+_?ntW7pVuNa=u`JM>yT6=O?LgJP3}g8 z(eYB5O{6YJ;|ANlUfdqWl6Y~swF|yEW4A=!e_AAgf8@@`jQBX1)GxkleNjRzPxV>7 za)njfT`v7%a_;rcw3?2t^1jLYtJ0cRf>9+()q!nVg*D5BgoF&z@%ab$eWh9{#Y)+M zQ{|e1#|w23{kitzqR~bzh?4!zi8-Pwc%5smy6m$iASqyrJM@Ab_UX4-V}v$nbTfjTQ;omdQ0>B z$d^DF3}&wx*c;2UCjgS$0NY;2v`yE9rgg4Tw%>ZunMf!7#?A(2iUaqRNfHfZDJGZa zr?Ko`wfwNwhTOt8!@!-!ryrONHGBp$=%uGP{QJ~;b3i~zT0hT;LNoF3_JTeDizT4m zIwmwO?@~*9UyHUlTG0a3m)Q<1Gxs<~*sjy8#EHvom<1J(x?4Pr;Yj0kQKazU(w0l( zA?0+q9k^RskiM`;aI67l<8iU%VFSPl5z^Bqt<)fcc;h%>3o*y^dKwz=S##kBhb8Q9 z0_ClhT20w-ZxwAM57$5R_RCD0&_5kXFS*xf$fJ!pT+heLMU$ZNM@L@Reg_BS>0i36_4=LHhlgu4+ zgM^uw%dZ^&S3_G)Sn^9UB@=Lu~hsk8_MqYE^Xvavs>{0ukK|krXo)&Sh{cArAr~N_M zvU-CGNjj>Ub1_ukyEuYX6|84m8Y5?Q`q@o~aOGfZy0CA*{(`-U;nhmJja}Y_D3#xW z3t>DoKYZs_X!p)(iQVgWHfbSbGbLP$$?ASj+Wzt$>&D@Xa37bVy1j}=&`s)2#XPda z?Lb0Al>9R{7vda~;MWxWsqNuJ%anulQHJbF-i+`(4+g?Oo|!R1o&ZDAIQ~1O$jndV zvUu$uZq6Vv`6a@4cSNa9*vK6Zf-@B>fLljhJ%bH*Gki{eNVIdvef45A-GI|}=iAYu zcMg^1~Xb#rS(8#>Y<+*2mAKu`AfqG;Xq8K;d z-`^FhWn}5-E6n~nVaogxMSIZd{16QIE<~solg`-!+2!xnX%8m0EpCV5w3^G*^8MvF zR&%S}Gf%5c_EC!Uk4;pao78OA1|c%*b=Xwe#5Ss7QlsxRtui(oR)0%6y)|KLt?S09 z6W0tO9)Mquqpx*dqs0i4CN7h!x{RmM0|*O)ZgaLZ11hJ}FL|1HYMQDaf{~eR#PA9E zh-dlCCg)Q=RqU$83OWx7zs(JA2X+p#>%39Rhp~n;r9aFTN(fHAfs|tA{Qlj~WMa15 zsSngl+7eN%RFbl3-SUx+%xuX@I$rWA@{tM09?jiW?M`57MqIr7;^yu=^L5vN)Je$s z0E4+QutM8@C~6zl?A~q7>y#&M)3Lm*sKIdc$kgEE%(mRBdxyUaY3Ie=7W5yv=3q|t z0oU<99GlueNy7PXI;>A$`!Oa-B?M=p(*@_|?D(se9p3N8(z>rt9W@g=iTE7Wdk+Ed zmr7Ea)@)fjH2Cb+YBOQsV2oJxW9e^EIYGz+Eh`-6`3%Iw3TBAND0Jjl@#L>&GLk_v zL>lS_4}N#6Kyq;Ym@oRgp&=DvG7hWVfdQgYz_P5Cqryy!1CvQB$mr`LE(mmv!DJ~duJ8ZW*4pNLJ3-|#oax) z6o*pW-JL*j8r-cdEm|PK-Q6v?6bivwoZ=Lxxckn3&e;3xzx(!#b9Hi^ku}!0)|WNc zJD+#X*ix{IG9ph@2s)EPR>mdJF*yI#dGV?JYAhXoH>58?B_Qi}<)d!I@A$3?>sROY z%5xDQMB1RtLQ^H4?xS!_<45TSe}(#@>LC~C_mH@O!C2F~0_(fx0`=k`ocv7)$6iYsZnX7?g>(BOWv!J!hr+d4x2rL z_Z}plxXpQO6u8W}OqlL)sRY@B=jI!=MR$+Y*aHLKNDp`d*puoNM)b4m8yK|2d0v9= zH+-G(BOBO%O?NN!7=7V+NidkMZJe-*YB!oWrjR}P9U%rsktVURaJq%}Q7;}G+o|IH z=~)J!%{Xsn-%ClPKlHilhF&PJOTMi%X_Vr&}E zIq-io2j>Fu=4@Hy4F=pLGQqR%iko>r!nw=0qs79di%7JCvs!9dBFQHy@Quq+ zR*j;Wr<3Mrjl=gECaVrtYiQyeQE}jTjZdpZXsmi8Qzt@A*2Yv&$#2ToKJ>2iEXm6x zqu)P91*OfmWvU!{$nmy(0}W*;o^Fl;gV{j@kuM3D!eN@6iwnng=p6p>h@@~Vdb-7d z%)`v%W3m>es(X#~?@PTrAIr?_-23ha&bo~nbY3KVRdrl%=iRn<@p|U;>VzyT+ZtIk zF!1%D@a7|iv}nD}Pyv*=!aJxMyOT~KzLzOKOp_^^XpBKoFSKS!9LaTmV!y0!t9x3Wz2AJ<_^=nc+JA z_tok0Xy?k>PROW&5-;hA`5(WCjPdbn-52IXYDR9H1~r1kl}k~5(O5U1N4}~cp~l%^ z?T0X8x?4Kcg08ptJ^yrN@Msz{y8uv2S+Sa-0_7G?WwrtbOKn#h!J?1T_7<$IB^>7Y zx&;!0lA>1*$(^_mLO}dx1%}BPjoW-*2It0eo~_*-=<5JPQct(->7m6Y)+*@@;=hh< z4NeG5OjAa+pUR1i4G`Kc@AsqBWBsg2ZD5|pUr`K{tl8TfPEzC?;5UnE}RL@ykX zVHNtsYjg10ni_F-N7}QfrA*qYhJ_zF=&P=n2;0Cv#BCO}ezE}8_pbvwW&w&*nR zGsE4wl|ov$IkFV6=e0(8o2As#vK6e&DjnAVV(lG!r}q_Y>unDuPH^_98Jn@rxfnVJ zs79mbYO+R;@dI^m9?6=mRL6So<(K6%t%NL`-~_7*2!v(uDMchVL6yCKKc#k9tP#jxKm1zhkJhGB(J? zmy>PwKo*08AW;sk{(kZ<(#;XPn)Vqoe? z6NXsaL<;yVkQTnn3AR=((-nYStKM04I_aGma7Uocuo$=Yxo!3?lAwo)SokJ_J?kO0 zuZop_Z&9AN)1m;S&?wwvSG}6HSHiXAU{rK?Z#LX^l6*;q(aoNfkG2C=u)<_%6PdgaHKt?2PKs-_!qBg%uEcsHL?qb_4j@= zsb(VRbaE~vAyv*uQN+>T^PDrJ#!5Pszra56*6-vz^$f0ClTvNsQ=6cnYc0FaW8bZPKVPUh;b zLejn`dlUt|E(BnP;s`qZvX=;+or>#e|5)yEjP^TF9tlo3I;}(?de%dPg>6<^2Gn4m zb^2*6zBoB7>e^`=|7OX9O>235vuk)`cV+j0`odp6wZ*j3VPo+5MW1MD4vc>1IfvF) z0rJP6p`11MZ4R#<$x5GLqrbH*e@lhkLg*uJJNCrdyY@=LxP)`jW1>+;`yk8?_UbPB z%4XUZ)=s8)lAIm%pv)Xa^GbbT0M&)rX2JpB#pCXH)jVCZVu0t{&}oU#vWiJAGe5fxw7#=UW4dG5tW8?=0~87Kw-L1wW%i2+N{_ zk8eh*8_J33DqwBj#juey=U?=r=@GQl0+u`Tf$Va=H8nXBh~`K9U1(+Xe$)hERI8bC zcrCGk1srxf7nDo2N^0{uC{Km>|tD zz$PY5{zI1`+bL~@-B;eiNJqiX8?!CarX9c{gvVXA%$ZTZ6%&)X;3N2Vg%Pa1DX#}O zfoJV|XU^UzYD)-3oke-Xb3!@GPU19Y>}d7=5s^bp0&QPvP0eci6vFsKDN!Ud6D;Uk zpyn{eT=qM|-WU^f;A0hsN&R|{85DK*D}RS%c*;FlXHbPj4uh5CqDMhV1^@D8-3a2j zmlM2RW$cd!EF6`SFXC@G$yTKU_eoeAJR9bc?hyw2|IMdTq;^wo#(s41uwg_y3p`wI zE0)pBe?%w7!TJIWJEYGW_VpVWW3yFW{#h8>kCMgpS%=s-w463?OP0zb)>$HHS4Kw0 z(|jle%?8F*1VX6{0sNS`U41abB7Q2^4ztX9fNwG>o2hIX97Y(MIe<*0R&k91-=&85 zE97^mfBlM+H8S|Y-StN{QrrWxxIwC8FfpY4z2!PrE@LiX-G{1dP*96-UYm6H0H5aw zy=v0U`~Rx+-7SG4mRE~onI<#9KMuh+hB7xGQ$Bsu$^M0V79gSAWy8WzpZ zV-spp0zj5V7rb`7C1~H6n=sTNJ1bMg$9<`CCDAogAYbs3gT~RjDEk0=@QsH={v}(5 zB)$x};3&!=Rr|$XT;Vk}7Ns^%p!b*57=mKPfzZ6TlDOReR_ETJ{3()xl_*B$I)D-B zufMopE9GacC?1jDh}u{+b|;GTj_7y^@(;!wZHA^f)lm4?W!-zrXpK2WbcIzlMGzQ*U<(DSvF9HYt(+vgDE^|CbE<0VPLNDk6l_61TP- z84&YxmN_3mk4E9&{CR(A$n-Bs^EE!w+vV`XXOz8EGt4=4<;Wi~ZBEs=ma|;ITfNvu zdCxxl)zbBt0?8mNhfm5o1jmv~F`&4I#V8F}9}&A2givfwhW1zu{zv!DXXqAVuNE&Y zeCvu&KeQJ3> z8(cB^naRa*7V`%-`3CWS_)cbj*n#1?Ckp^xLPAiQvwEi#kNI;!DUseoU=H3wEVk)Dq=z$|I96dGq>(l zy8kiqKecwqC=dU7*JzNi5Od?OaEt%@b^X7%3?Whdyu^w4q2J^BY?f}Z5zRdnPfpJv z2t7e*p0{uWg-YCyVWH{h>vJ?5#RDUO0uvZ-0xxLf*6ZDlwPC$ihcLA@t!b;r#A>5H z0|Ucb=v~BehD4wrtA101%}~O;!q(J^e)Y{T3@dq~kZqH)iZWEX8MG2guT_1i>{V*4 zGMlbh+TATR-wtZC8T=}}*QND+E`w!-UH^gU>ToI9`&XkHc+~dSi2&tNLIj=aBHKQ$ILLdAOQzi{Kb*g_?`t;x5xlp*D+{*~NuV0AjRELRjazJ z5~Oxq;EK-hvG5S)pgXMG+EC<9Nm6oH|L`PhXfsL%?H5o@W4W4d{kc3|F?g}qag}4E z9S9YJx$l{NSI>f~7mY$|=}{G`GUn--xBYk#+n9|sV`EVDtzDC0R8yV*RTsWjAdhuf zgZ+{gm6#7rb=OZL97>UjEA^WVcl+tG)Bs^eqYvkrm5UwZ983P^{w~StIMfJaJDkin zcoR;znGUFDbe!QBr`%Q{$Dt5mW7mIL`-(XQJ4?1X3}f`t%&}@+<`_Sb50{5mm(MDN zBHz3;4NZHRegkt`v#LPc{sJE)Na(7C>}gz^99-rzP>h$4xAkDbPe_C;viuwzCW4QR zrf+0qK+Chro0)>68!=25qZO_wiwTlXkJ*bbcYWJYQ;x)e00sco2G5cD=Z_1`;h@X= zqk@$?O2!W3R+f4(uk~m|(GuP^7LDw{TB$cvG;_v4^7MVLd9JraV;xRr-+L>`bN5;? z6Lr&v7b>JGAAg$Lsz`7_%l%8G1@QG}A@~F(Z9SH}_Sd9_*UI)MqmEiRy}j9k1C2;V zFfyTy*cT*O>SWDshbwpJG}%>7CjQ!oOW4X_%&DQtZJSuXAP9@zT!qw)X(yZHeTxY4 zCxre`cE_huro%z*3V>&gSD?rEwVp0bK=%+(xn52r(HPgop3dxZ!bwR|Rw^n*b^F-J z=gs1XH+zpX%BKE9ycdglp>i^WHSs$C0~2Wa2uO&(JVq}IK(*M z)|Jlf#RTaq!7D7XQ3R2KhAJR=|J6y#K!2~#tcrE>N9zenMbYFH3wMav7qrqtk9eZJ zfV0#q@4b_F3JE{D9>S6~2by^f z+*#M_MUIeXb9R$GjxMT?q+8M+U9B0g>TtVOK)+l+N~E#J4`R8p?;j>Px7qZUT}+fd zq<=9HiK-VuS_l?6Fx5`Vwm{)D@1*lR-AKakLsR~E3i9mK@Q9@n=e(v}XdT_4;xl5E z(62V-OTHVIY_rnInJ7@J1gZ{5yN!qMo7tRPj21#0ZC&}3)*0D{_onwZ4jcU8p6neJ z`k6n+i$q8;W?_N@LxO$X>uN<4ssj&Hi; z9BKOIz2X6#K)L>mWPn_;|LTt~>(vBGE#2)`YV0@8OH2n|ubofb(y1^>E@X>cX1mZB zW&DKf7jt6yU2oG|9>YEkgSHPJz;|jjR02;cu^nJ`ZiQCwAY(RN7NFgj=@h-6+blep zIk~}UMuROWcuQ}-@`^iirP@&tQ|>mB7|22$_``IfNC4JHQ$2synMnU#P0?YxskO08 zF~SQ--(r@BLz4OZvB|ZQGsevS#0AV_>S_^uwguc>IHC_U?ZvbyUrjqG;>bE!4pM%+ z^^bDWJPeK@>tM2$!=Cn~rQQ$+pQ9Ld1?AhoA)09{%0Fvp!}-JMsOgT z>69>xx-RY9PwH*Q6A2}s*eF;0c-F$`dVFcQQvT@1x~p!!x4c;E1?=|6IAo$O%}V@zy?L z(f;Vs1Yzpk1#V=Y;ZQ|OlhcfpnI?T*6Wni_$GF2Q5vAlTkx$-hcXnTVsQ6G{LB*2~ zetde0=N73ZCboFdLE-x(*>*W}njMtL4nGidJv5nU)FuyI2Pt@XE>wspuRPUgt@J4@ ziW@g^@LEnu1-=fFaarlipKM{>pUS(*CY#@LUEIckfcDPkvC@psimKt|7iKee z>;7u-Lr3JzdxD$CLq%uNhrgQ%A72J+*LrBdzXDGWl9L-8mp|6y+8m87oNl+K-_~@7 zpDD~MQPn9JHm?>DBbZW7Qy&(rAPxi^FHvpc2T}nFRZ03)DYQI}rg~{Mv0rr|Je5ih zOsR!|vl$7!sN=m~sI%k4;LzjB%W;!Z2~tlz@O2T?yETQN1K}ZI+7Ira6{-?{*}~EJ zWa(1Beyv&k>K{H6R$O8C@M#ljo@}mv*lx-DJKaiTw2^%emP^o;xe&&n+{8c8;!9*- ze5#tN_29+Iz8oPQw|^NjO703u?3AH15?h;SS-*1xUrW_AEqeY*)y5=NuZ~OQ*=@Hu zdk+n4J9<}D2!{)8vpVxXkYIu5ZBEHr#hY zONe`VB=^^sll5XnozD*Yb-SDiT3+h0=qp`3&+4*0`QxC`Ra9|*fIDse`MRRf>3MP@ z6B2n)T7qp~qIR=Cx*TMGl#J>e{gK(y@V7Rw*C7zeV+sseOINStM<>7i1T_f?6M+} zbn5d%2Hfe4^7q=dm=!2^EC$68(Km6N2L-14LMTB?QBy4Gv`eDR&??G>9ekk{jK<(L z*tssHsK*B<{1!vg4lfyY!RaZJl0taD<^Ge`z6^P%kumBepJzyyd6N<%Yp=W=6H6}A zlc=+_`pE5}p*~bjP@--ZKxnyvE4lI7C1md{?%u4fTBdL{l|$EF`}@Tj&1^(m_Bc`R zDB3eP*NUAEf@(E!0F*X&EFTKY4)#tDyxA+fB!F>I<6xCp@>42a56B+>3bY!^&P;%9 z3^**(u#jT~U~uNtq*ZCpx+98=3y8WoFI|e?>=r|{nq5?fl7QtSS>omrWMU@7YneZd ze>K>bK50B6(z5gf*dQ_`vWj}swsz)HsQHsZAzr3Ppq$v^(lm_}mhaV4)0TBjtfa>x zBCx&q37?FhzMS>EyIeQ|{b^y{I-en0eHpe72);SJ-g9?MrJ_VGoW;`uQ<^aug3jlWPRp&@Z3xqFrKzi1Kc(QUwqmIWo($?GB)MFF z;?Uy`LT48xg@0pvqOMh?@;oFWe`gw*N^c^DpMm5y+%&iL%E%XBPVzi!|% zfO;w!-y+c8yi*m{=WUci?D3CExp#Y5lD-`vqSWSwf&xv>`0Qv2I||MjxFB<#<(k^D z=|e^>ZK*IumP|@t#CE9w4B?kasy3kSXzeJkVqVyi=ppppJHPSkb{{#$MS=f9R7p!l zc;@H`2$%Tw%Rdfp9LFb4n2T?xcbJ(=lJmT_R8ScQI|d@X=w81usB*#}y|m=Q==4`- z*OFUKS|Pdr!0WXn*$w7PPDDaVw)r6^$U}xaTVyJ^)GZfpr@&??m`nK;4j-quky+&mI@8OE*3Vy+%e34? z*N=o2=KPLOyz=3$dU)UxE~k2J$ZOZ2V&zGi@7DVP+2&Yx*c;jZR#-D{|$6O)Af8j@`yA>+J!EfqrxCV*O zrq^IQ-iGY!x@@TxKS;zsZ32iiW%AmVEf{5s*E+n7S!H?uN!;aDpH-Fx4DU}5GM`>C zc{&rbeVwiNOrQ}iP*Z`*I*cvn>0D~OA?9rQ{o$~bz=Y*B-iv}4WP+MFY|0cOQ8Rm= z`~mcv8dbMtpeV|7 z&aW+5+W8a)?De2wrwX~7n6cpL z(8x+LjmY7om}Z+At-(mK#*rysV1AYm$lzQ7WkcOP1C1`jSuWQC_5spNSyO${oC6#%ns*Y(f-%&b1^M;8NrEDq24fQcOsjj}o$ zAe)==2b$|oJ$W|sFT$i=CWUzs>SLOXhcaDtPAHW+8eEuf4*1BMIXZ}_S2x4ixMukt zaD*H)RpkQQwA@voY#*Cm%IPi;rH^5>-kb#8sLI^7V;Ew1AgTrFVnlkFFxe^+xGaQm=XA7-Q2BAT`?~1VwQ-} z%w%m|SJuxE&mq91p|W;6zp_w0^q`29170aE`NzRikM8lOfzfT`UvJfhFA8K4*y4mp zwqUdE@9f}x3mg*9qouaC7dtD)ZR51z_cv#IYTGRs+BSo$NDk|+pT~$@g1O#Y{^5z~ z>@}^n2)%EWsJ9(W1aFq_<2Vi{jY7yR0@I^DDaX>zLmjafF;9MQGx=I=kOzOV$a=QL zTcEeg(LYRY^?eX*?lG(pz>yzBsO{p_1{F288G`&QC?H+n!Kb7wkDD%$kX!tU%b)>M zGf+z6D2m`{y0ICjD~1YSgUw{0!bviPIOGW*hCds8y6*v0Mb_dQ*hIJXZ?)`HHH((j z&sINKIG>zrw6AeS#NPBp2sKROD@6jeTBrCJUq#01<=jKGN=;;F2%(FpZrfr&SS<*crZ@oKA&)f2@a7pohrg`0*@+F&R(xk;j z!5?sm3}wW`mqsIL7X4^=rbk~3Hm$Vi=h&R@Nz(P^x+#7zC^!D_e7y#2_I|veB1)?nHta6rjvtn~ehpz#XR=W#OGgJqyu=ml%s`_D^VT;}}Z)T3Q>dIj2j3fHyu7(1N$fM zZd^3uaKTs{HmVMPp!Xja5tbA#0ko0tr#0`A$1~cwG}2y#_Ubm}MP!J&ugozR))(_| z$ry%Nh%gn^^cVk`v>RvVilW?Vx2*jXfkN=-gI3P*i}@D&bdTM+Una3YEE1Zq=I?n& z!AYBv)$tTc_+_T`d+sw;J6VP#gDGtmrI8*tBSvWDzB(^&3}gK%UYeS(hTR5+N43-X zY>{?-84&y}dS1Ir8d;JJ*^phmF^}Asezci4GJxV?jGKBU%v3yTBKoqCh04@g$u=MZ znme1Emvu6Y5|7;Dd&h$`=qT{wpl1#qFESk!YV$sB-g*WTvNhK62j_n=(H@=?QirKa z55(LU1b;t&e{qZLo{-)g)?kG!iz)d7Z-hK-o-zzZq{*u8XGbBSlKF&JpMXTn$|Ayp z@rH`tisTK>Z23ik-sP{(S+1hKkvn&meIgV}YlCE(1@C+I9=LN~U4EJOx8J|p0FzdM z4UPNQm^cuh!MhIn*kjMb)6Q%2sJYz8s^dw!tU}R%>k_pjzT&uf=-AvRN;I6bH%DYj znjXFbUZN&i9Du`*HG;q=%Uqn#b=KQ1sjqjnK^-ED3(YPyDrq~zHJ{%6=wUN%ZLv3u z(aS%>j?z-G8mYeVI@Bp7NrND@6wm+q(*5umrv0fK`7VF&ZATGD{Yhndyq(7iY|0ZU zIU_YYMv%E@hX?Zdb7L#%fgm->FrWcD$?9H>{VM{HtqA?)bCVM(+72YW4xu#DvJW+ER72famF8dYo)teF7vf1NQ zcJ2z>X$N1$h{GZzJeGLr(A=;PVjhezp~Y5GwpU#&729H&ufh7AneK)Uf*%KKFqqU) z9ep>(lGW5GV0LQASW83sR|PKNcHz`pnejyH#$MsKjZ+kvMk2FWNLO|3u8va{Rbl0GDwcB@AjhgEn{-E$!z+XlB%K^LjGn%oQuX$nn4~$JeH4l zjKlPJB%-!0?Zt~*t6FHOkNwHKc4Nrme#_?sPQMxqUDGe;8N_QJ^XkYN{EO=e^pcQNrpEI|c8rc0YBe91ycL>Q zgfbUl;6ZPPUZJ3`YYxwc@tDfF%xVd)?C{soJE$1ynM_XA54#gmqnT&(446|Ue$i`)X8StL3&E5y+*SG~KBjl_O= z-)3$XXb4+a>y!$lZR(6*^KWvxeKa^3u1*l*8j~?9HSdbWN>Zvr_YIOytl0E4g4sK zg$@l=#Wq@PML38Xvviyf4F1S;V=hLxy)W0ODoA6$PLFknP~7ktk8W%=1fO)hS5}q6 zjqV1(=VUhXo`=?1EjqSTb4Qvqf(>u{_i+$aax_nyp3bW8uZN9pJl44>^X80}Jc{<{ zt>qF=YqeD^stb@i3RIw4v!v2KE~V1s3STijad^f^kvAaPM}=V{8TATAB{}41)8)9w zatahA25vNrJDOC;%W#&E8aNG}tO%i0uP!B@{k5UE>$}xKyB_g# zq@MvgC40FG0xpB32U(vja6i$!LqV1yU|VPM#cDW4?Z{cS7QunrthhT^yy5VX8100uA48B@_TIGFIx(raQLdZ}g2W^Gyx{ z9X38siKk}?jz;#T%@gM1jbVixOkYa>q{POJ2bm1Jy^pYP;XzSS3u!H0t;5pyKo?_L z9kqB-uoEK~kmH~Fx2R}K;vM}87(yaHY9B0VPd=j^-^o)2-Hl+DcIi2PH+vT#hT zY|1lSX?fn$f*YQE$(bI8A{A0*?P9gr;GJkS-F;iofD(p}=3!VhajG^7%Hq_13K}v1 zQ!)+D!^ASMyC9gww$i9Gx4Ewn^CSv_q5qr))>N>NWl;?Fo>XdxG?Q%vVq@Fl2 zWKNQ;E6u)Jc*_tUXyhBI2s?{jpkITK-GW{BJMpwn*m7w|fgO*3wnG$hG zc+HBXSgh$MC`D9Lo+C+r#}D?Lj&feJGgUK0iX`I9F}<##mVRDVuEvCH1<^grixxIc z%3L5gB`8wD_5OT9j|MML-!8e*3W()6rzo8PrtfUNlgt9)J11Npe%|#PhVsdOpu;Oc z!ld6~o@Z-xnAVt`x2k+5ee(#uY$#T;W4p1xu_7$3uAWc$;^;C%oV{0(D|X@c6pr3c zvLEbfR1QV?!!MG@n&*?szb67ZCAqQLdm%1~x!deApEH(P%wc*ObN*-A{8JoB#HgRd z)HjU$bFd0E+LI`!_EZ!Zuu#5h&Chdr1mov`w%{Sp@b5e$xv7@gJu?zXP||XYKP|ZB ze5XpNCCQR%od2Sec7*y38fN?kUOb%0w?k9B(j(V8Op2vuAmIMz-In)=LHRw#ZF zTUY`PNwR2J?~XlO;^R9_?WikhVo2PST*K-Fl>mv|q7^iz#?&)S=~=M^kxO z;W7i;$zS@$c03dk+2b(%cuSuVZ65bnkWM|cmD z54`F;-_txB{w_c`AT~ScOZ|S3&Me~kZsms_z403fasaKxTc7}bJ1mVR7JqfnJto?N zq;TL}@|v8rlX{73bP&vLFh>UTok`uGSck*+OpL9CjU?0C_$;&>slu^IPNq)4TwWyt zDdba(F($#I_p(c6UIswUaknRcy(OjR4P-8?W@b&jS65zieX;plmAuYoPmDlg-PpGa zzaC}K($eJjTM=1Pw?OMGbB`d*Ahgr4M{(8+_ zi#WW1%9@eMnayj6vm@!H657>D!>-BbbC#x==hfIft{+bBEIsUigcB*Jbu+|L)H`Z! zZjc$qmbD;mpZ2C4Z{KQ9m43J2mkfA!=AjJep{kK-&*Wwf3dM5e5KT{wdj@Ni*@(sK z9PdlyplEV6W(D7-GhAC_Nj#&Jx8XHSq`nNBuEYl-3DU+=IVc8gw(Gn~X&Qf4QTIw- z8qcN=9&m5r$S%7Ki&VKf{__NED{*#gWQ)btT2l6Gfv(1vhU^PTzbgw_^DAb;(L9o$ zZ6Z6pWvowHj=zKzsvFF{8E&Elo0&kFH(pUU%eRlSfx9t>Tl*U*vg@qj3(I#WY@sda zVq7MC67JK{G3z!EyGpJQ2@Q{Na0`$=p!Ebth+Z;?nHsr4iZR=LH0dv#;#;Cr@5113 zLs}}eze$eRf9liaXOYfC{hLPUUPE9I;1=y(%)g+J*K7#TBG%8=fa@5u%J0c>g9RLh}D9%2#6d>EdtC;cLXfMR5qJdGi;{ o@&70BpLopwDz^ClWF?-^%KM7aupn!J&k!F)S+%!SZ!E(81C7jQXaE2J diff --git a/qdrant-landing/static/documentation/tutorials/branch-aware-search/chunk-id-mapping.png b/qdrant-landing/static/documentation/tutorials/branch-aware-search/chunk-id-mapping.png deleted file mode 100644 index 0e062678bd955ff14332f03ffb70bce08f064cfb..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 76636 zcmdSBRal%$(*;V9;1Plo+;xHncXxMZaCav_2*G`TpursmcMa|?g9Z!kZfCOh{^ZYh zF3-*3d1vOe?&_|twzaAVRg{-NN5Mydfq_Ank`z^jfq?_Tz`V#qdI`M~;AN=_y->0g z5mA&95g}1@vNyA|0m8u0#QMgx$_N`__WI{zT)hyMn_R<$#|Dy#2BieUi{sGWY5w$L zN1xU&=ge*uAi>XW&nhbGoS7)fqp`5FLV-<+gEVSe5?^$!-=4PYv>dMo5Ve=9PQWD$ zf>Pv15jpGYf?5?kkk?G&NS6x>8}jpVgB2eA@ZB5Ux8k|4-1$Bq?+$I#efgEDI<1(G zQ2w>j&4M;0Iygj5OZsMM-6s`5I9k&ek z@TBXNxdc>un~$u0QSMIY&UUwZH5)y94(v#63sIc-@oE|0+j3k~o~7qzPE_3rx^0gt z02NnPe3nTOmMrThu7b6cwJ7@C0Gx=9OqCjU8Crbwx zOM5$#-}xFD+q=5(k&*ot^zXmF%L(+b{Es9%=YOgNtsvm{696;Q2f)Ach9>3xeV1F& z(gSFtC2DC4RS#4KKN|}(?_cl#&y)X1{I8Un|4GTk{PDk2{@0T~Q>r-wokZ+yp(0)Q z|I;%6B>wM*|0LuE{I2o zf0kDAQyAsgpF%N60zSOWGRC9w8J7JsCknxyxSjv0S&U#Zk|G%G9lsgX|74bBJmCC4 zT9PD@g)h|nf=tXB|38^2f;YMTrv?;nsG!>G{v4em^*@;vYM#CSAI)JPy?a3iGV1CZ z{zDhgOK3B^`u|BYd}Zr78%_6idVYe7j`TfQ`@YoV+h_7^zJc{*yKH{GjAlO`u%j(W zfP>p_f~jmK`+R}np0h_P7D`1rG!+Qhh)QphF?t{hJ2UlDzznlfWb zeCbLjb;}YAyn1K{-jBjfR_oA9W$;?Y_{_GE5V+>)ABHW4kd3Au?l-KDXjN)IL3|~N z_&ely_CEMq04&5+U*ucR=GXCDpD`X z-8S|`{)4Yib$praEZFNdZ&8`XUq0UM z>8HQx)GXiRec9~KB(~6n?Ok0+lS%uqUc;h($VOL58G&?^4IaYf=0Kv@Vw>*jL7Ug% z7unQW+0l$<3nE2_h_mfMIyr+v+E5HiHp|kD=yTMa6iOO;gCmGzh02bX5_QXqz+&znt#TRoiR`|KqNAUZ6)x&360+#!iqD{=NOi4)Ty z<*B76&ooqA=kw*^q>MvJ7xXv=aSHdu2?BEou@q7pw{bnWj%MK|seINiEf;d58uPWU znRZ~EcZSIhwWqH=1Ui{}hW0(fXZuI_LPmVCwr&cfXc;e7Vwr5MR7zb(+)BG|=Rej@ zN$>AzbuHp7+NYI>w58Zo;m{`Qd~4ODmsFZP?sm+%Ed6=7a#TiKKG^FlbdQZb+<2t9 zGmR%>y4txBl{(CF6b^UiRzpm%vy-dPjt|&Pd?X;mPrWGLtGV0IZ78T2-9cFlFww17 z_jD$f&{D_eMa80zqZXZeyHn?o4lmik3H!EKQ+VOiWUQ`zZ$qd^igrQRHo*UZk`Tfc zXX7Q(DRQ4%gi5L3(xCiZ_N`P3ONz}hSYftw)vh!ta!(C>4R4uIq^^Fn)JlE-nlOp5 z`4v9!JW+jYVao8ke58}mY&?ZLrs=YFXHRJpod}3R>L+)4?dlZgVw9hD9JRTb^~4q@ zrZi0n!r4}g^qoVE_3_(<24FpdUZc|9T#?0CJgtc~t@4MYG;Uv^s{;YLjr<2%zRMTX z6oIIRksYan`!VpkEykD`Hd<5R{(A{_;hsfG=u$BxZE0NIO6nC5D*vb2*(KbpCExq0 z<83jR#Q@H$=ZE{uwP2w#tGs2<&M>t`lq{)VY6K!IjhjVMwFl2!)<8XeVfgvO9&kIyD^a5O&ffQ>f z$UiV($7UJq%SSx4s=b!oI>QUd?g)?vYL~E3+}n>oBV)|_H`A-zGtZ&#*QfGGU~7mW zK)xh7Zb@UsS#!bycaFNZxd|kGN^YU_1m@Lpd|Z{tk_@?MQp}O2l_~}Zt%p`$89*K@ zO~F1tcW~OISNDKP5z4nC^TKfyQoIA-_`oxfAN;$26^tFMQ#BlO*lFq!@%d0dE{US7 z_waqy9eiTZw(><|eXh7!a}`VsdIL-Dk?RyP>LjBwd9C#Wg{7LEwwi3Fabg4_Gs~_= zKvzjIlKVqoM}EX5KA9|D^G2u3FKri5{NpBq=O6sX!X- zZt*9o)cQlUA$7`TF&6z6k1NC%G|Y-sQA7gdoYRw`oC9xkKl%ESr!mTSWlnwT;`0%7 zbgMJ-lC&%Jo6j5-NCbm~PCG}~ggp0+m_$x zA~hT^c~%~NELS|+X3{lb_%e#zl5SmT)sc6w%_`2xTC?@BQRDMkfV1n_a*PR!_aYaq<_`twLwNOxguV`=XaXXKKpQ(XXAPsy0tI?`rQSYe$&4oCi5RoA!U|&Odnj4n+q4 z8NSM;Q!M3VL#q1uvc4LbA<}Q)=fJoUf*iN|ma%!qZ8OWoR8E!AA(m7U>Gv9MzG^m` zxRuRn{x&=x*?pv#Y|8kdg6?yvu!I$2T0_DbUIoLl_r+m(=dD>b1HxDL8EQ!z_09Ll z34_CTEOqhx3YvjCXu9>M!f!J;K^{CDN24$3+v|^Ik}8V&hLkT+tT2X62APksePity z^1U*(s*Hm^uIj|hE?0*EuHEb(KT%_5Ad}D>pRdOcbJ=lx^yx@NeEx-lDf3=r-+eb` zxIpZ^yGA=eBc(Mj*gR(DX>coiAbP_LB?A#UY2)NJoHRti)5g$4S0hZw9_^?N!`r?a zWjgM|5WN>1wulG}2qmm|supJerpO#ua zJ)XQ+7n?q<@1RSL7@J)t3};|}HttJE!m2r-Iu6B-t-;}oxZilV*3Z79SdXvZCEDdg zwI+`j3zeSrO5-O~Jc-&?--m@_T`(Kohe6wdn6wu&DhE0Y^#6&vU)D*V>OcBLN+PQRJj3wvSu+bhA5{YTfQ8tFhzp8QU3WC}(c(hrDc+e+co1xN8(tF2J&;S5LB5DkT^7>@4CK- zIKiM_n^fCygxxPcuSA<(u9V`=Nsz;Lm429_OyF!XPl`yfRZm0RIg-vS_s&!2^Y<)L z6Th{bcf{lP^%V^_P9yHFCte@U36FC=zRxZdn2^NVcsQ${E$g&fBu#Vn%(7i`@kEo9 zD{TweDbh_~w%+4fXuNFldD45a0N!ev^;8W@lxA9RMyRc8TO$iN{PS@ddq zowbz8X+PwilW(H599EIK1K0Qc&3v1~F89XrXP~A`vx^69zw_sk`+$}4oP46jf=AJ|0RAXk4SG+n0qB|_mZ(GDS9iOw;-RpdDv+_= z`%-`f-M5igA&Dj%7wL$*}AJ2bD8QkxNwfsGf|6E{^KU(6Yv}- z(~*fzc(!^s2$QIT$)M4!v`f(swM2#qz7PH|`33?zMb$9k74MA0v@7!YP-tKw{a38V z>q;1eI$*px@FrRXxEGP9TvOTI9TdIut)AoM!t+g91To;30z9XsWZFlev3*&*M+5-# zS_V3fxx$WZj8}s&Eb~{GQGZP~hR%kQNlKJtwY2l{QE!9tEh7I_b>R99I*!=a0_*6F z)=s|>ly%n^b1q8-r6JZ4D(;kx=ah-50k09lw&?YySrVQHD#P?3wku@F?|Ngq@9m|n zYDLSnour8To+K;U9dlJ1F_rVgt+bl=s)V3R{7%88SHS z`C~@*E2NdwXbPAZECEAwIa4}Xk?hWszf_!#B8~&DZ2)A%0|Qfz5vb%##e{u(U4c6u z#P0kRyvqtdOU&bQG{+D}fj3Sz?;&ePTCf1>EK%-oEY_a^bT$sbZkM_+lo-nSrb3-u zFDoc{U$6OqGwe&92*>(j_)9$Y5dEfxo>okYg<2bq3mn2IjcPlS>|1!j8No3tGYzsf z?l$p{*TIBL6cm=RkE9Rvw9r9GNtoo9it|T~7dR+O@1Y9>bA}|%FCCFTcaWzo8IB2Z9e8x z%!&7GU*9oQf8+<*ta^?!bank?F#KZp0ylcl;`69W0}%nz8s}>q)|Sn|jQQi@2-~mVBfop; zYw7yjc1X(Q+bh~zys##g>U5{bXC?Bp1!K}FwPuvYa*8^^UtKTO9+5bar=EDQ&{B+2 z1tjXm5=Pm3s(ln$KIrNy04^W!XxvH00o;+y zo(HRC)SGPVSHtUeogOnZv_Es0fLm6c#5%)GHH>R*&uW5&+{m{Bw}OKS{~7^a_f?e{ za_(~;qJTAGX9BPRGssRA5+_9FLg}QQ^5^V~y`CF*WI7;ffMVMIHaBvN;17(iA9^rG z%GGKk7_=IN>}?o$y+#(u*%5_;GuVsEEkRqcr70b^aTUV^Fld!p{jsn@Ve+0Zdt58f zO>2V}jDGaJA?2ajGYM0P6Q|F2{#g+Y$IyqS)E>7P$6+@tG%Xy-Eedw%dr2xNaofPP zpmrs~IJE$VTb;P6c zT8g;0dm17}AlJo|?7s+%4My4foLU$+k`2+Yd*!mrBeYc3psq- z^7&;MPSts@;{_uqJ~=NfU(!&_Ik~61U*EeWt;`+b0Q6X|UoC08`S4O*)%u{O0!X4~ zQI6V=XpM(?Os`SVTqEAec=?M|NA)5n#GW+VbjT95L!~g8@n&c%{5sbr50m8yv0;cR zhN_G;*(HO&+@KYJ181X;9rAi85y$v6X+Y@Z@>I^q$9?ie~z&CsGx zDJ+Tm=sR$Ae;5dk^LW6l14$MGlH$sLEQ67u_M{)xc4}qPT9N0ZRu-D{$(!@aWC^gj zT?X0i+3aQX4x|Awp`JLJNZtkDP`?=(>gb~rPDAVKKjlIn!;TtLi9+y_33o;s12rh< zgf*GKi1t-AKtZxMr|@K|U{S-*ANQ22g$oD*0+Bl*(wf&FvWNofSCX5Iw_6god!ubV zJc_izqA@g%4L99!jW&rRK)4N-x0mP>TMS@bJ&=Iger25rgITty5EjQl^`y>j>2Y61 z;?-kxYo;m0zm79gGK7}NfwbmIi-}Pk&(Sp`)4*7(#-+7!ZDwv);yr?T<)?5B;B^~0 z{=?7D3&Fo^kiuU%+668AIx#wIceyQ2CveNrwa$b*X+^rxjA_@nkqYNf{-V!!b);1X zGPwtWZ9^^()6j&lsS0HnKdzPWM_Dtr4s?}GryELRN9Y8QRFVHkavq_$I5T4I=9;fH zdB-|BIMIrQ0#pe(%~x+P_3^k7vhbnFn&kkfIdLNYK!RNv-HCy&XuJHF+M z$ibsc?iA|w_@X2|e7%VcgZ6o-x2~Oov{x3h_4cdm*PYbfqJGnk@ecOEK1&d{Os%@S z7Ok;3MsQ2X2CfnNgY&lMI~v5JsT+lgh6Q2$AhV}D(W2FxVBGv;|Ri)UVBtTtd5^x>G;XJ zg41z0qy}4IAEM%SF#?wRRlw6Tsi(cKD}<@@ki&;N_7K?1Q&~Etj=xjqWkqlu3xoVQ zQt-WRax|tnbfwxY_oGR%$%+HB@BaGuep7pw&fjI}rM1l^9p$0YiEi!NfDfgOxO#{F z+I7oH8amc~{goFBNzRP9TiufZNo1H%l=&Fmc%ybnt%Cf#=@ZZ8NCzTSaY;$tXSdXP zCnf4$Co1Xp(_(XazKZYLpPn=}q~EXTGac=@)DnVJWKD$fy08fC$e~bgz*o{YmSMmj zYyw_MVfE$7nL`uB_^mp_v(N(nMpy-ZA$N4cNfR!8`8~fv4+R`3DyuMeYG(f@j!UwH ze6tO~IGU*v`~w7sikTONBHlJ!aR-QhLf)cpp&2T{XUxR?0VE6BkU~N4y7y97L4Ts& z*C?hO?8)`_CH7y1+UR{D*(V+NSl{#}p%e816wLf;XL5^;}zV$cCJ zzhU>Vj%w{cEA*8SihlQk$OruXgrNm7eZ~d?5l9amMzw$oteo8}cpbOwUmRg)1pfJjY$B=j?YsAyn z9$5aZfH$u2KYvVEXFn~sIxE03t-fi`MW!%WOqh`GtSR4_vtNpxrj3_AGYyRtP9yPa zDGciS_K(KbXh|K8pWsZgn*BEFblbdCj=Mv%FFZ+=v4+Bv;I@9G$i%V7w+nXX|E(Vn zYMAJ#cylJ{I$6sf0=1dfXt6O}O&R9WnaV7=a&M8@t5E)}Vg>k71l@SnoeJ@VbKzWC z&@Y-5tAcX{sr}pn*1-GUy6ZrAp~(!;ZLwMr7q2A?+2>k`*zS)LXG}oWs{y6{Tf5nT z9c2*rt@$FE-gug-OdK*wkJl?UDn$`tD&ekBYlAijF4HF*=LXQvZ}@6~P2W|w2V$e7 zfvSY?voimfj~&ulFyLsSK||u|T=+9R2sa4sT0@&|`Ms~*UrY%xvgROVc~L{1c%9~) zvnCx^6id}^HUB@AIf;b%ciQGIA|6*II0cIJWa-sWxO}qTL`wzyhi#UVZN^s18*e#+ z3}gpBh0+&uWRO}a-usTKe`>O3N&4wKeLeddLsLG0XkibAef`_V!~m}h&{WbR1=Kds zU>ov(F5;)C%Se3~~I)2vrS3mol4s*27;4U!>Ej}G6xd1~YO!4o0yOLna%Nlyc zL0L?)w8EtS;(fky!8;sBmF@&1sWI5YuP~ph_P)Qcq5W;mKhR*4;c(~X`!S}2J?Z`# z5TJI%90GH+9DCXF=6l#y8RVKG>PhKO5#+NMi{iBpEUry87E{c{shxL! z4k8_t0XIzby@8P>bLB~%{!DR$iGzr{BO=7BCjhNFL&mYz6=MJT}p{pF=Bw)%#KZ$3u z=Jfnbx)~%S_}wnob7y4q>d+zb@#;Pk7)e(egR(UwU2(KbAp{Fa&XG&4A51<~*}O=p zRxT9e-<{gGmDFLgK7-JJ?l_igf zp5rlk!ath5uJhUa<>-0bt+17cLx9h@=E0rUIW(d_eJSp=eZaN5umh(OHFL$hK|K`p z>^AV#$N-)`oZ#R6_wSPoBG`#ptgGwYYT)T4*5uh1RUD@R6W({}nI^0zT{vCU*O&a@sADjeKh%$&<#67cd(J#ZxOl zu8r1L(NhsXax~VUQq4wj^-^8NG0tN9#Tv6i?vxLn#S7?p)@y4Oltx|flhP3Hhaa?_ z*Fgd5>UbBoiq%VHGSoSnzHBGXLc}B)SL}rv5SmuJ$pTc4S?A8|ykfzz1fSb8$q{@t z;8rm^i}5Cnidoj#N56;MgT-o%rdA{8?~hKukgCU~`dYo+(dTH}A4%o#Ia$I^HPt}R zkVXj>;ILuBtXO!`H?j`D34K*1-$np#b4h8TmFeh(Q5Oj^28 z@A;@oW}F)B9>t3^uJNKnD5L4V-@I<{7-;C?DAb_VyyLF5E~YF8gGt)1dLd4lLu23A ztN93*3}q}^E5B$v-40?^YgT(<4W!c-Y!0UA{rmym-P(U%w!oYqvUiU+9e98TwMnVu z4|<|M#OpIARDQ$;sB7-=s&s40%~=>2V)fj}DcsYk(U|XvE`s0rfxj8IB{3P$rmz4L z0^sgaT{TrZ3wL;y4|e%|>g&NVD^0FCy~VC?w$A-wV3R$f7xS>Rsp342-5YL zrCt$pnYFF%t;{ipzvuUvrU4Ny)^mg{FZw?v9xPPjU+Xkn3-cbLDko2&FvQIit5?|v z=V4>dK(|v1^__>>{8qsFk_E#QoRx{$uQs_%cTHK z>5lCoJais+;Xc~!{#dy+jBprs+;fkk2ZW6;mRbX5V|rN|&u&9$jpsp^B-PrxcEzZB z+l-K{`O|k8xVX3sktOIdpt3lYJZbpqgEH;M=!;ze!9InI1Sg;j0p)%#x=u=-G&ZYP zWcr7mhC{MS#j!SGTvXB}puoeX^X+zXCWXltH02^=uK24jb$wI(6x=z|go}PpU1C%I z3>(Df+8{CbH$fteG_pvATzCKLiT-~+q1#=gOWs$;f;oVMY zs@Pj@86oS2GmBsD&6M=k&Ml7G|G%_gt!AC|c~t}vkCb-3|8m4TQIhmL?kliSP!s+K zs`}duPXE|YFBGxYO1gvyQxOl14qy_+SGj!Tb2&Kob0eX5VHgN7P=?eifE-jUnXn@c6hDV`S1;C>%d34!=VklC{A_N6wxN?~zKK;Cm!)>EancF~c1l^(VE_|!V= zwA8SYD06X{tj#r6Qgy_zJ5|6wVFYefAF&E_%mW#ErbS(UCSd5TQvN+elh7e8wLc5C zYBO18)tO#d+nUyN&w0hZs>hFLj6MoXN_9 zU*h#T$Su8h53jL#@~QMyZ|lDkPo3c3;Sg7UT-SSjv(cc{N6|85?rB8*Cbo};VTW~* z{W989xk%V@Acfp|o@Wq4a*a9Qqn8t37!5vjrx}x`H5Jn20Us*#c}lfN`5Vg#c~yd- zO@r$`NZeQs*N)Rp^U?3dGi^AHV?tEWb;hBg@uijM99wjsBzOJ`>4uJchm9z&+cPXy z09AG$cX)yCs3qat1W`mfTJ$Z)HStG_e9T+R%?}&OsU$+egbH^Q^J953NtZ8-aw70J zweZ`=Kg_c+MjifS`HfJ$`{;GnlE9G0_>+DT-+?c>w8>|8yzLP&SNqcItY;@vvhUTQ z&w#N4tMwJ{Kn7z;!UXt?6w6>=E|a;w#`3WWE&9b2v)r9)zW7@K5)uBx9qhi*<$K_G z%rS6JROj<4;LB4kz~vb=uFYVKX;04Ne62GooI5Sgdo^GZ?CV^l_9!L$i6n*05W!Y% zKU2H)^CSXo>kx!k@|hN1)kWF+E{d4ImgFy7X997gEcfK3x62w<6MDkF;L3A*Y zmgorB%u~Uuh6z=E>CSmr``kc-lz%^`!K-oFLmNi{-pk;7V~&9SrVt4o4bAubnh1<} z82eGul(WojEWE2PP4*(j_-{MPlta1SKJ+Fkhx&S;?#UPZ@Pj{a%v1G(gghR>A0ofb z!`LE6Vd_<)QU(%E)qbQ)oR4PCa}X%k{9Y>Gc!t68*K(3X8fi`Y@=_yn_p+a(g@hu~ zBWH-`EL^?>6CYWo^?MP3lRZPpL2!1@7YYR%>2S^)6Mr{>RZ3kyiRT+Rn?06$Vd#bm0p9D0?zv=f)Xw~|n-W}{wK&CPjYp6Smxfow>(!ThibWyU1YiIK{yn}JKJ#U z?((gm3x5qABkLTm-ey_o8>hDvHj_5l{Y<^yqD@xGZQ2nv^Ek1YZ?gYMj`X9MvCxh8!vT8erzJNtF+h(5IGJauupT(+S7 ziZ;BmFkLYdt_SbKmkW8b&E*yK>^+@7S*(u?&WxVxhq=#IntUaoqz4^kI1aW%&l@7) zclpDL2(~3{igJZu#0*WcSiIT(yRq3A8!c7@@7?gn0{P7Nppa;(`q8>3@CZ%{pFQ|x zYcoA`jE?2=e*J4aNp~{8C)~ z(kp)FJiwP?U}LxY)qCFTZc|X|n!g%-66>t0!6Gm(VCE|Li)*fj5`@d#_WI(mXe1m| z%HoL0WHH`C$a5_{%aF2J#&me->y>p%N%h2{!eLW|ejQL-yC8!e*l-S|&DCa0Ar!k) zcQQ$H5XlVP1v%&P{g@>1JO8<4WbfgY=`jHfonkd`>(|akX6I3Z?fH6}S;@NRdJU-a z4@tVd?b}V>lW9PW`_V(*nNa()r!=+=ap^|;SXzY;qJp$r`im@?0*<@;YO#vzX)}e= z(xBKgE@xhX2;aE2X1$M!2(5k3qMXj?n8pn%avnvkT|;4eu5P$ z{P6y4x!FhZ9KcRuQAc-3v&rV}lAxo-aom=5WQabP3<0eK>c<7KM%lkzDs}YTU3g|a z_pXf!XmwzU5u`y9wGIc;+;ubjjd4t*b$l0*Fx{KpWwD;s^%U=Ote9wYg0!D~!8`ZW zDDV$-`e?g|R;1jRonn7;=ziC~R3ysv;>C-rm6c}qRhn?(S2wC* zH~_L+_7--`{#{nHRJMMNc0WRIFNTd(W$ptWT?UV0_v@q9GwlM-t+meX$x0(%yn=27 zpF~LUypWdTlR@$8__qGHz90Ke&}3c}v6##8U^$#tz2|r8S_CH0(s+Y97;9X^aUxjY z#72~|RGIYaw08jIRIXNP6CN*z4x3L&{8aWIe0zN?C!QEBr@l99BL``Js<&GOeo-}b zP9|T}{}d9;YCbk}v4EnRGYI^#0lds(%jf<9OjJWK|eacmlCdv{+oj6Kv( zq; zVKQok^hAaBn^Du<@$$x{8B&EuL^LJf(f5VzqLBo`ysWo3E#d~^eAgTR)>C=1st{QpmTADQAghVhL=%Hwe_qR!rQhl)Qt%y@1 z_eh%TpK6^6YrM+5jAJ!_6_7nEvx9LoSI|r{u6fkb6Onz}bv~AI>&+Z;jHmX|u+fE* zak`1?WaAp)#i(>rQSoe9E0q=iJ@@79*^qs%Ed(^#Y(9P)HX_eSTsWoIO0QnV(byY_ zN6W6JWOwWI&T@R*%*a(G&6o9yGbU5=T$>$ZuEMcBqxgLN<#;4*{*(5ZdyJQQ+3lR> z_BVDr!@AXR4@AXJB$evIhKIY4qx<5wL4ir~jAoJeye3zq-?$R;#*v6zyxT6nfd{cv zt{3h2UiPm%hRDXmCZ%#D?5PbB(9;b*U4@)-KVJ~Cy5z{xreehM>0lSBw$&s6&MC4R zXI{||U1pZqsY7X&GWEl5-wSNp`?mIqB3F(hts&yC-Zn-RUrH$K&dolhb2bGx(NFo3tp`&dY;z^)o(94eXjdb$b^KLApK)ySUCe_`Arz@X>Re?9ee6ONy- zyu7O5P)vl&Aqv@Wb+;y_?>jNlQBa##yoyICvuhOJ!WTJ61OfHZr&d~!Vq9x2R}P&g z$aK&G)dQ*IB&E8p@X#Tk2A=6#6l@++Y%D1rdo~ZedPh#5!nZBhTc=cepAKL5NV=ZU zIA&k&9XX;o9437rgAcAbDtO*SjZ@b?Y|F?M$fQiu-ujS08xL8|TQ5dAoi=kXZRvr0 zf-ok`UR7LI%|#+;K9rsF2GQMsOx013)0?kLXFm8g^N6pEqBmsb*e*BuTa<>0T~Nx< zN0uMZeCNs}JU78>R}sf{%kR1z$AGqlw$rf0UufqWD_Gpup^aadT_*zIIII=12@ODU zeO@AOd@mQcYllTxdWF^1>*r4}ha=zX8%K`u`rH)Cb0+oL6A-PMwCTG$PH=BFv+4Vgy8?XuHs$>?9t)!R%Q8-e6iBQ!ixlRwTTnmGUn znn6Z#^53Po{5X|JS4JacxZ`1#;*F$w!c)bH$FDt~ol|(tG#fZ@OstuiQiWmHg`h;k ze~*O9_WKX~7*(#2SFS;P^vT)C zRp!TjT3OE6`7|#T-(W{d~A&9#*8? zSek{NBO%YapEPs$4kRbD#_^Tewbn{C!NYMQA+^7Hsf0h z#G&M4W(}s)<}KnWssRGM<{=!BFDbtEEvMgH{2tX*o_;aEGi{>#40<^2W9am+HjCWq zzP{H=4f5HSRTP5GbMB@c5<#0I&zEeFXRT({zT>T!se;S~4Q;&fIyOt?@B%OY8^7d> z}Qsr^)V2S+&vq}Glmm^N(Be8tps^yyE{5PhB zN~42`OiVm(3%#krMF-<~3NiUw`y2ju(kru$-o)tmOvJudky1g0;Acw`T%-geO(j2E z_8ub7TAziuNmX)LZCEj+a-a4+INsjdU{U4$rI~oOSVA7hZ+OpNvN#+FJ}bkDmF)8n zC;$BL1!H6Tr3FvfEju{JF~@wSifhFVS=>L1AtZ#v*cvp9=gTxW$DxBjW)YjyvU)7X zY6tB&w(4~6Ly}V2YA7A~!NlefNO4o3$ky8o)=vlf#Z_tpQ zNx^aC#JzTb5|Z#o4Y&&2ws)D^#Guo*;*VM{YItiG8i~x+=U;0W%Vxs4Thb(}XMSM1 zE~L8^*wr+&={w$B*4K+93wJdK`-wzB^wKr_?gHUn6r@q6WM;|>6fg}EMa9-T!%f{D zD9LPTbW5cCbVOsOw(+1%q`_=gc#vO~%h_21l*fPKgmt_q+ak9Q6>cVucibMfA^^Nu zWJ!+xiv{Um56Gb&lNsn*&^<=mDO=}iblRXQV_)3o(yDh$(VaG=Nv@c8Dsr*8+M?G` z4V5A)f2|y~#lu9*>!L}gQMA!8z#w82{PR~hNjBrszH))|mdu%hOc3PeazCIBQ41%p z3qP0^MVK`T#q*S8-wKUg5g1i^ zBUn5qe;LYwVbKsE>&9@p;-|z5fgy4xgpMkXnx(E8XW1*I_(hZHf~WTf8!J`5eRdmO z`$HnkuoD!D^w^kU8q$<|ftQm?+0Dv$M7H9XQ{!Q*72}|H8Mh8h4Jvd>3Zk`mJJQg0 zw4nAQ_Ls#A?NJPOHb@^cZ+Y`6)xiS=^ZsIwh5sggMU}4m9m5cYHiIX|?~X2rM)^jC z5yXtinJV`WbI2SgSPIts*%<2>p$;-I^ zdUYZ|aOu}LQeD8m2(y1jO_6N>p0%B$33cTE%y}XZ%8Oe#;?5)eUo;ZR5jOrNtd~ss zK!3(-3D%H6Np9`;FF6AL6lKf=9m|-n=fPY5Df{15dBgadGsg}Ii2T2t7nJEwmVr)x z!+dTwT>lrGhd~xag%aR7Jw}G)e^5M<|KC^XjevGd;6H`)utG}v=)6_5OV1XrdWgOS_Vh4 zA@onJNp`qH>*;IWlklh3pkC8RKj?bSI)g&aPS!jbNb}_b0nh4TA86S zUGX97y2p?AuQ$inbDTEB4RfzUu>Nq35Cy=3sXP=6*BEc_?hVkF6KLb4`syMn#GKk` z3Vct00&fkXUvK^xn965Fen*u6Kx_v9WpJVs>V&?RsvQGw?QTeD)v_fUrf=^f1b{#K z!BEPL}8ExbY)4dgYk3(a97w z=`M>#q{!y>EIeO8QIpedg=vFY9##2?b2TzC(Z2$On)RM2);p`jbV zh2lskOXV5>tXe>=r7(HvKXoS>ih=Spl`C&_#p7-{QFU2mJ!TY|GpOD;8Jwq`hjB%L z1Isi->T-FbtZIin^0&76!?(_0 z_?Ihe>Z5+G&7lU9xn|ErQ|4Re6>T`vFZK=lG_)nl@DoSc+Cimpq3yDqLpT8axC()1 zMddtcBf#}u?SB4BWNMw%my6xpM7l87eO1nT^I>fg^U?IA>K!Jes~y$6i*EN-=Gi_G zXdDOIp*E-5(?BHFMJ*Jy(kZp|E-3fi+Ah;^dbp9gwY)IZI+;U>_luyLm5Qf&t8l4p zEADM@Jg?1RvHTlY&_8wovE+q$0)xY5%ONy8Zbyk45RN1$wv^g*`-cb38!-G&-%<=E zwX{|TIhK4GJiDGuegcyC0wz@iO0X)efv$WSHvsCunNW-+gA1G}wm84?72l=T{g6~E z1r5R~f9A=BVoX1eGo{s^tL4f(QYh61O{qqbrOr23TJMz$#JQ@YYHrU=S&wS&)l&4J zPH_peN`lbH0Bg))sHfmdCEi0UF2*z-ViHz!K#cXAo#bMTrD~`Q{YWYsTNp`P+wwlS z8ro~rgz6um?}lDmtuqucm87tk#Xy}v1`2}OmGUaUY=t^gG|4UJUWH)_u_bZH6FpL71~Nw=0i62dOLQHo0W8-gp2JA z?$ch}MrX&$l8LKO1axR}s|2`s(Fmm_@GO_Bzz@}S@eDd(@oz2jf^pOeR4UKO^z_sC zDZD9}&{)QaX(QU2r{eb_$f9?!x95@t8agSDjZS9q4UQXO1zz8gvPUccn1?Sfty0`@ z7-ITp@}M{mVd{t5*C~ANv25N&-v>-=cc89$;;`$!k(WPcSoY7RUmg85i~R1YNO-^T z_&%EOt!-OxHLg(dWqoTa3t`8!dW%TiMz3y7T0Tff zoMpA?UFmHv_q+WXmaV_fZ;d7{ub9#J+=M`VjdMCCk@K83>ocW7je{dG z+|H))Qh5ABX%x*&Bffe#dgEB|{;%%2b{j8mFgjHmYOE5bqGu>UAh3I(1h|k573y zRnbd;1HlkGm(K5Fs;gACTWr#3Bj(dftby;vsuN0==AQ|tsjXD3v$$$G5OC1!-PQcz zckFN0tGm+X3rPrYm4HSA251GxsTZ3nS3aFq8FWPZsPn7r-D^+oOM$&-^QwKO+XE?LR1e&%8EAtBK5EG;emRXV7aOUd zyUe8a88vL>YAee|pUbA{A}x6=kgAiSp5dJRB4rNMDCo79du7tP)eDtyUPxsv-u--? z+Pi^FK)q5wKD(#d?6bA=rDz+ofFJP6=oZec2ku}03!q7UHC8fFqd)kQ43z0Y#XGTc zU#K%lGCVK|8RY{GJgjbZ1|i0g2>IM@BxP=<(YX?E+CukuxB$nCid~tpl!qh!EL`Cz zA|A`qG|exQsq7`!NabIV!ol$}+s{@E31gf-vkmKh9HyUBq!Cb>d7uoF1NxT+ldW=j zyML_>{+SoQdcZQ%(b>Fp^=-|0Yk406kM`3w=3haWT;H5Q=Fy5R#wT6#?_$uvqAtpibQr^-OVs zgmScUvl&*S_jS1s$0m=O4*(_m2b2C)z2m8?Djlnttofq9)_s_p;JCTMWwxzkIE=te zA4{E33z#MJ!el!wcrxdh+Ue0Teb&wIKMPYqS(1~Jb@E0c4+$n+lmwNX@_|rRjqF2# z#SpjbRtwIpU8*+{Wma$9ux%i|!qV8UGA)@(yK79h#I@QT3o=^vKt(7<8((JfG}n0p zPm>&6U9m+&d)O$Rixb}}8IksDGziKs6umX3FRXoMR~ZtO7H3%v!spb=4G0Wv{GgI2 zYqxi2+lygR_Jf~BafUvLZC19_8-pf*82vq+e+4vRwFba%Feb_^#`B>ac)dbA)Od~) zQH3OS(b{I8!flxN@N+-5>cr7hjV2yxI;ex~4NaQw>b)!+oF3;sbf8ayx@3GP&-#ju zilb$2IiFS60@?8w|9((3l_AJ1+8CKpV$v%`_V_h+WAkKU<7`BOIQ1YT`hC(>MJqWy zjshnN=XT-2^^;-FCYcaQh2R+ns zs*SlZkX)=J=n3ldput`=3Q}?KnbJQ7Gr85y3~yuR;ycd1z;G?Fu~@@KuI({YjvM_y zY`s-fT)`GCnh*%?0fM_*@Zj$5?(V^9Gz1IoZoz5X9XhzX1$TG1243grJ@4Kz_~2tV zbnRWWYfV|R@X(ugcn}%#;dT-@vp#-u-n2m|BN>(}Qq~cr8_eL-W=*;EqCXy8yzVFD zs_@5ilny*amF>vZf+_onFGYfl`Li4!22H|3zvdyf#`bT$xDo%G-*>*vbGHcZE1!2y z%P7GZCzTYMB3PAj&T?jBqJF9zs3`A3c1%R1*AqtiQ?yhqPxo@GuYo>E%R_^%h7sVr zOc1B#j=c{af99_sKS0fEY{eXfKUDZ-SF~U)vm$MSe1fS1FKf_T9HP;!QbnziYma*U zFTeC(EU1R|T?O!J^6N4-BK)bRO@U_MK+(%zkS=8tnJYa7C%<1y!X?>`=zri*(9d@a zNuRf{GN50CK{WqsvL@-r6uM~ig^h+ehRySxNNr>Na&06O`AU48j&`BXLkb-6_| z8@Mh~epu=={0Tnn)!@1c++e0oG22UL!uviF7>RsVRT+)>6#S|T@zbd><1&5s1o>a}UVA5b2j2;b>=lZ`eA`{=oii71UJ<_IglcwOrdWTGqEuZ88Gl zj>NR2=O;iMl*y49?2J4dVfJAG&}iZuRIo>vFx*cARyCcm;e^&EC!a_D1mtx5-B1IH zW4@cK^Z8wskFR>G7Sqd++o#WQs7eO(LweVT`YXKMWQw0v@~i}`wVG;iF+t8_*xJR) zT@}_p1&9TPev7(Zh&;Na?_R%8F&}JF9i3IvW-CrXvBzsAP;|t&?xBCLDSXy$F%3N! z3b$oG@+k$f<2R3O0e!?I3`^(7aPa2b($-ZC%-}}+907uF^`H?>ZTybi`^I&;fmIK! z>o)q7W%3lE4aVg}&p2J%orMrTs(VDDPi$AZ-FW2b5K#S-YV_)#KG7d&&3@!c(OF;V zA>Gp{H;2=M;d2>ol^cCm5~2MTof~t3qDR6^69w#Szf2@LjgKkyP6JzYWwy>7`ngCBA|JNDA{8X?{;`i2IGgt3NQj8{_218WnG_J?TeH+s`xTU-6R9aT= zGctIjc3SOPv-sDJ^+XlQ@YENjX1~eC3B&r)6K3_=5+u*6wvT6Z@`AzK(JZKJd&wbN zIuJ=E1ngnw)@9Fvw@E#5mswCpttUF zU1FDg=C~oycr2UcxO8WGi(7cLW})kliG|1cYfd=G--g@msoZY4Q+C?A;9gPSfU++F ztG2f7MW9O6!_6l@h23#l3LD&@H*TZmeuF%dP`KdS`RvqQuGgSYq(B73UV|%bkGvcR7qA@% z|He6m#R*QU75nD~&kU_Xai4&Lr93X zYWbDdNJch`F8I@6is;quc+m_SCCiAGV$n5WoHBpqj=~leNXCvW2$0hBm2~oSU}tN6Wx^hp9iKh#i*e z!sSW^A)Z&x@SQJu18FyC1V3obbF*gv0 zVN%AUoa#c#vWV&Y3F`E-0%>QFVuBv<^kSWP+}di};8;de!CPpK?jpb6dWW~>uhD3t z`-oX3#4mfEYxRIOA?;u_8qHyXKnMxIb_{7I;&j8JOO25!B*owtJo8G`ftJ~wC-ja| z37Z#f>E&tkj@NeClLdJQ#;?5yB(iK%Wu&l4fs8gW>Rwh+KOQ}7?EX0aoxx>Z!$iJX zK&vXB&D{AUQEAXYwN3qMG7pQ2OO;Zk$D$4iR*(+ye-2!HovS{-=~KF>IjdaS1Ljmt zyXcNmLbUJy5L&%jP)hF@hZ5)`w2_)U)u)T)8Sy#KlLg;&Y&`(-XOKJ&z>2S>5@HFZ zlFT`fmyyy8`f7KKG7$ETi>X|R1VWCGBjQw{(de#Gh+mmaAGGlF<2@ur7y4X2wpy%m z8#b1wo$gi`v#*E+^#E5yTcrHI*qPQK+WRTL{-h@s0(W+kFw#SoDd>WWiUmxloUPNg*g%n!PZI zCx~Dmn-p$Nsak|Yh0Kr=yK|61=ZaR391u*ftEi5reD|Q-GrBSfk!h0u79L7pdF%Zb zDT4D>n=Cc!e6DVA)1ICQT5_>{4EJ;WIydX4Pop$X=Eh$j{Kr9$UkfW`uOg$)j3r~N zrLATP%ePK;7cxNU&2R(yK`cyN#M5 z-fUSu(Yx)Ps=krJ-4XenV&!cL$Ly8q$6HPF+arIo+0-!BgM|Arz4R(Ar)yMK_MCZFCn_vko3*?rgU1^3b~I3%q;M@t3rBo+AI-j$CeY;A=Z18p2g- ze5`RfO%i8I?`vH(ZMQ%80%ED;>8{D3!bv~%aaO%ffJK2pTH*A1UTijRt>7xqZ27XD z1o(@>!VGR9#^KuOb&;M@)6AZI>tG$S?ob{jeUwPJ@7m5rE;)~(8%n+!8RK4MNM4KK zqjo%pEtRcutu=_06!54_Vn_rDU+A+x0}Uu!W`xLm&?hooU$#@&%i#i(HBD@_(}m(E&SULQFiRA z1E>_9bQ<}i+2Abx!e|zoCysC^iy#QpD2&%;HYl%dbl6my2MO+%!?uYi-Mjfy-nrWwuEROUUvfnE6+`ETl*R*)<@Hfdi`5MAn3lrQN5HXpIRTbHdQ0 zC-Z2HCIj(LTm88*F28HAuN#GBaT>K#kPUYi&THS5u-*>+GQQd_k?y~pQTcqnQX{_L zQ)GdK`5AVbETuw=yvps6(eWP7=o4RJ@ZH_XbJ$|2k?`U4l3wwqOokAaEDg}{7CZ@! zGaSdCL7|W-btceQWH8SXozZymqS)|hM=%d%wzS8s$hqO#gEV8zn>S;@>_fQ|EUA? zLPG(ZEm(xTzI4I{_%IA5k=OZ5KC7EX^}1_1w$_}EDKxUUY6$p%mRfVSOY3dBF3p9% zKQvFj_-E~ys;?Ow&h|7ryZaOt$|=+T!7+?UgwGGnps5+rDCdy*+<&V+W5oJR-z~YR z)&0wqOsnl7n^eaEROpJuvUxR{hU9MD4jXZxT5hED ze6ge^GQ0B}^hMW4u}tw+oi>NlHyhk$909xzd_Dh}zg*>F7{?X; z%8gK7`_0nLeCP*<`=6$KIp@d)u=B-pwDz3LqS|l#Yd;=c??8$jnR=4gugX3xzWdoD zjau6@q8M15pjMgZ=i)e2!KYC@Ue!_#bQueqsBom?t!8-D(K`roDAVi?Fxn@=+d72N zPZ=ki4Hq1W-0pR2zC=V;x2_i_bzck{z@Jhao)IRAZpCT2Q-u$Gb^Iq0A&3+E%?cyp zACN~&l!UdaW>b5iUEG#ERZIk^Tjo>Fja^egu4FR~gbI-=Np?nUQlK$O77BorjfD+( z4(o(G_pA<6gQ)~?uEXy|Sn<}wQoUT`QugDIaK_hc5^N=-SY3~kdf z_OJLWda&-|qs8lrEH4x17ks~!*)LXR_>|8is8y&a479DH^b=Lqz|q`fMdP0?mt`os z`ZDGm=7m6vr7=6REoGYq+<9=@heQk7k^#5;ov$Gk>-F26u?#&rIbV!LQb2^7yJkbN zD#u7qP<`q=4iR6WHUX&jv%?#jri#Fpe@fX9u~us1@kzZ$3#v|%{XHagRkxiWNoJN9 zU50YFuRV>jef0F8)OXMpe$N?VeC(ivQT;)o5s||y4RmPF#S%+FRxHFg{eFe`3PIu= zGikqG#;=a+7yB7;vGp_^ddCl2h;E^O*%eA9YgMi`6IMnAOz+G1)G)OU@3$i>Tliw# zKuW}_dJ{h$y5wBG5KmpabS?o@B0hGGtv$45807~viw@O+`MaOq#)oVlqqnzq5It;T z0dgou0ZnVB{V%1MuA1{kOcAxKC;2wH z*f3$kn1%N3-GfUu(qUq(Fm%56XI!~)*Lam3%e?2(*o2CKO-;sF&6IQH%W|a))^y(z zoUvx#xiRRps~qvK_ZNtJ(f<+CI*thkZ+!IIfXn{d0{)MmfIpJI1=Uq@4AKV*vU}jZ z`zdELK@h&EQ@bb|ja$z z{Tr2_E8#ziHQF;A#UxN@`uQ220TPomi8@0ZN~>TZ3i<r|Syf{V#a&Z8fFqAfSAp#MA^{QVspsS5-WxpwBw{dg?@ zhK3G=JwiPB6s_8agCk${6%~oRCVA*&XG{qa2^AJ`dnYb6TA4 zD>OWJprYV%_cFO%h*xJ--X~})aVhVpJnK$XJ>3D;SwwRXD9RdGFY7IV?xMe!xt&z_ zLQJ5Egm~qf>hh-I{PlO28UNO+Ni5L5JEyVOJGXefxHreNM9M*ZR+YYA7^EQTILhmr z4&8oV=nP4sP^q;N$g1bfIhmF2AT%E>XyMVmfq|r81euMb3u809N^USA(yG>epRH7$ zXV@Rf8e=f!&qcj{CE$1O9<>Y}g?o#pG0bYcYn&K>DJ*v%E3H+=iicEgQV|x+RtNiD zMND$h;8#h}0;AWJ=?WL`tTwBhOa2*eaHt*j<;bc+`ajmh|OWl`+sYV}s@ zdN?~@PFByIeCa5Tb3FH^y4da(svIJdOjBxn7@E#KP!3M5V@Q%f7|o)8AdrLfvsT1C zRN}+n4xfeQ_)tRFR4#4)hDEyNRgYCm+ds>Z-)_e3-BTt~PGMc+H;=iXPNnZlrhP8s z?fq&X@*(bSn{pt}v~JIzd{hVtY@>J_ranamBgdN?E5gF0)BN4lZk;Uk3NCsBzH>H@W1Q90rziXooUWiuo)0`S@e93z<;d+m_;1T+zu)DlfH9FI~N1XZj8I!{gUB0j} z(nBVX1zmMXayCJaYn|7>v^$-)i|BAQcMByrC=7{~XXzwkvf|{I?_>gexS?HYg(18V zd0)g{QeLo~26Nri$iS9)nf&1Gc_=C?Eqx+$q0HzfcqK%fy{gjk1T|_+#GP}ty|k8c zg8V;YhRrKltZkiBYdd`e`VfDw0im!lPsftX5s)=mirPQK$bsnwQKO13$u9g0LqRna zkHT3b7~<$77Zva}q#k6nyE5sl6pzr9K8)w2$1e{{V>AEqoGJK)6XQB+uEby{5xH;( zp?@1Vb|%uVyNkn=I>A6@L$ss^K|;2gL4M=~d`Hl-aw=JDlAKxiN3p;ee0pfp-~N9U zx`t+mLg%oIkUg%ULvgm$l2vcLsI^~$@D}^#fZs#-A6o#r#Jd25gl9_DH*^hnM5+Kd zh?Qj;akkCl9G)z4Z!Bppo7HkP9+A_ z#&8E^Sds0T!I#_mGwIn>EP-+f0!D~I;DT_E@2wXO3t^c9vIH--Ptz`2z_B}#Jgd#C zZPRFLi;ZF1A&4l~@9XxvZPk1^TA$T)9x6&_c?KHgDmY0!y2()t5+Sq3wifRs_&*G| z7<@ppvWhKI8M|-mY_0V%(W3uFGXb}|&V1!MY0PZar@tJUlV(=cHr+%vs6eAsmDP2} zvDV_{?#q3x&91YvaB*7dmq!oo{IkLyiO6_qypz6K1%nxu_-a;>>PUatQcWPqvMZPv zsuvQ&${^bLDy-9ZOy$A;6RjUfB)dX?Op6Hw;SjY!B@S89@hql1glx@!o1ko%@evsN zpM^=qzNEdmpC;j?yT`U%r~IkYsM6?yu3gLp5W*yn1_XlQ0&@Jxf$CiqWw+0dlt~ds zM2HZ>wpLVy03=ECto9E7m=sqRPIH~eS1@kT<;~eHdBI$Z0^<8N?k{*1*j8klpBsi2 zNJTN*KlAO!(CgHr-ByWoDqqvu6o3Ep9jJB@V{Yey{jK+_+&8!6G#Bi20ps@asvjGo zf?z&n{gO9!z?AzpNYDVN6T8dxKWpUgFK9tRf5vQt!y~fj?K2h*Dd}e7DwWO zIi3zEy)Ahg?I|$*^hxrm$K$^8+#6-owm#-mHf@yyPnpQaZ1m1GMO z;LjjDyJ(IF!==yTpT=Py*|1nY(79Fr&Kxx$dfGO--vrTlC$V>zF0YnsQ0aqtq*Jkx zHR0GtH``(N2DMJE4a5YTVHXeNpNS-$r^UNrbF+ebgC#YfR3ElEGH#bUs3=Zd-L+Fp z_H?GNKZ@y7G@;E!a?V!U&TCIAImzPfDl-=;LZe~D*Y;-#an}o@mfgPX&Z*@|VO~WL0<|7U5jWVL(6=Ma{>aFdSwd z6u(RUS2aPF zECi7Rdo(|UYf&j1wC2zmoh8b!qnP6L=mN!Bs@+2*fMNzT;gyLpC$bex70D{rg?&v` zP$?@94pboV7D0c(-sV6ugo?Uf4iJy#G{C0Lg_~46v^$)Z*TzO{DHb6*fVU9CJV5m6 z##$fJA9@~!b=QXREs*!LBu?}P0kx)eOVqy$n}0YZ^Wxv>8|TOSF;w9*6+_ z<^R`71SX7-U7+S}vexu}R`TD)%nhA)>Pqfk)y#aozmhNu+?HxczogX6Zsw5}+YvHm z{KtyNg~p)xB%MhSO)>RWEUl2)a>eeJ;``U;_;;8}=!40$>Lpj=>P1$-Qu)umntS8z z)MGkSu{^hV=9u|Mo;3!L%e2Hc*7W1NJ&1>TV9ET3vWa$Ci&kk&r)UQ%|GHlP>W4w- zKiw;a)CJ9Y*Cv{MTC{@ri?O>g}e1~Q11i)b?JUG|& zo8zWgXuI$7!=<(P2J@`FE?z*!BkFB5i8dqTnvETKrub0>&s#xvM zTj{Xw;{}Hnme>fq)u7CkoGQiAxwO0A#(#O*pD4Q-Ig!}eGvFMlMa!9?HpnxD-9E?w zy45ixECkN@x66Gli?G!`de#EGUUpW6_XfG9ziv}@q}tEU2CqHm_51E#xftEweZFFF zOrUN|pw?4Edexhz5R~8ZjLKKVm64OmuM$N1#Y{b)Ytta-G2wFZGxL8&MS}$`riH!1 z+2dkePAK4%SS?*7@abcV}p1PW?&BC`gz?XJ;YnI9K^1Ql2*1)agt$l07 zND2&jRN6g4**Q`1boBq(JI>F4O~JtCIu6aN7=2S{8oG7RHZeXk3&JmbcKl&cAoK5= z|Ia5O6nsC{3f&_oqfj)L!KvbE$FR8cCpKSH;#|>31j>G;Gm0!ff2hAd9dEW$bPSI} zLoB(i< zl{>sGPU6~9zp&@oA+{+7+3oaH`jn@wjK@;GEw7s-Ki?HsIC%_I6dm(i(&|O{_R6j9 zIK~sLRvbY7(!?0@EOql3(=hkA+77aorw9(AP~Em*x|yXhbatQX(Eq`-RsdiVrTPB6 zeP%7c`sAf@-)V5fbGp#4jt>3)a7Rxj~{ zpg`q?YMdP`E_k)UX~Z4XB;)4Yt>`>$&*OCwa^!K_X3$EX5}z1)GyRxRnjKX}4$K^I z^C~H%w>F;*^8tIk-OfCfHCDzH$nIm#349Hdw{xW%d!rBHPiXaq?pm(NI3qe_-a(Fh ziJ=t^>J)hMqAXRL6BxK8i~M>aN4EJ|p-(ivO)J}zeVyNmoOLs|B`k6;*?uqq6m|_- zcATf%CTm;f5?B4xV0POnY}ogYW%HjkB;*G_NFYl-Sg}%_ooA9aG(I0vUNJ(KTcZE5 zrrGmWCj4hOMU3-q;&-t>$6;)iYUt|-Sa5>rkB@2;V6Buf9yvAoP|bB2cNruh0ufh= ztM--<)E1g9DAFr_Z%AAknmC$$lf!BeaNW=(4wz8~*EQQM)GVyFF|gDhKU}@>oAYS3 zjx8h^j5(Y)8h}?F8%Vh5A4uiz9k(ziYk9dVvdkqp)s*w`XkS4AeDwn(=>mgn#chvS z^JcTK6zUabb0#-}S6p(9%=4OEkt%3DNtO$!4%_t1XZ7sfHyz)ykSKMwxE_IW5?u&S z3{y(yf?qXXDUNMB3Rzn;rN3dGUz1$0?{u=bJ2-7C%4F#Sy)HkD1A!g~88IKMVXw=U ze@lm%2fgdj%~;$66P2Ht4^*DXsO@pC9So}R^xk`&SAM2cBTc9FbzyO7ILdv8lFjG* zrZ?j2b9x1nTWWZ(PXqh^yWd1`KL=QGw9uki7EFiwmqM}uCO_%;EicK!73GwcjpNW0 zGvh_p3=C#F&23xL62)ve9Sc<7TLOg%v-VjT8KeAicr##%P~FZSzA-Vb@gggd`e`u3 zQ!hB1A7)LQjlm+J$mIR5gCAbL8Qfmu%VEme;9qXwkN|9Lv;Fg z9_;Ih`DUj4aMe5<^ca$Ux`I)`X-J@|9XzF@qcfT8cGA(FE+^pEXwym69;ojHPyz|B z)gP~0IlGL|B(A@-haB-jWANG3Of~%}vyf*2BV1p!3PRsWlsh1+!U^6Gi*S*hU>DX} zp&-f+IklHg+xd0j7f1P{PjC_5)H|Fkewvus3{X5G!uw?q)NOP6D<1KEn2eZUe>w5~ z#qv&pE8gQDbV_#J2GD+me#ciifD>%BX6v&4#5spW*38Qs&*L8K9KfNtq4lj<^5O_D zgwuI&xS5NS zycrjFXWuak}uot zSU3v?Y=M(Tq=zGTjthUMgVY zYU_H?6k}X~pJvRvQG1z!Y_)A=QQkAPUzSFH>Z&ReZWYih10rTM?p_$eT}1@6#_G9} zhV|{~DY!$IElBON^f%UQ2bTm{yQt4hvyMB=v98;!sBgA`&?M-o{<$6gd#nh7-{D5| zXn1%JJADS$CWBM+9&W#8{poe**38-m+7!wRn}(ToEr<*bP1PGNaR|S6{4AnkoVvcB zKIBrOuydKRmn3GP8RXi%oQjq+PMYpcK;*3(CToV*;l!U5P0%b%j}r{Uj%C;r82OZr zP({g*$se1>$ikA9y~RWDHJ`TK%{C=u2Io909~Uu$rix%V!=yd!Id0uozSnxeTYWML z>)Hgp5@{+lR=o!hOY{8A1C_^x&mb7-?LyZ#$+e{V%+WPyT=Ybpbi3z6Ma&i5|8scB zjH=1|8cWJsV;Mm$$()(()FBBER(sp}*$fN}hto;)e2&xUTNqo1I$EDYyXGl#uGVyF zd^*UaQAC6{=a%|pt?R9}C72w{)w;1qQG2KHY*T_0DzXaGM}8K3y`VC2uu%ATzNw5I z#LI1m9m4J3{P73uHF}1#3O-zaTIRbFWmQX^zHaoqgJ;9zORccZ=NrC7UahHEbUwqI zGrqpj?Anth$yAF|FNI;Y#}nJ6!T!57c0)6Jaft<@%x^`0rk2?t>xyoNnU>R){)ixc zAjDx_tykY+DH$n~soIj>VUTFCKz;f(nL(KUJf=$eRo&U5L_fcyn?9@s*sRFes6iLm zgwPb_U7xs+0PXVAJayAYk%C2}Hv4y7*v+A?C7{y=t>aE%PH&*BA!GSCV6_#NthqSt z6el|&!i_14@VsHe>*60(m!5cg$chq9B&I< zz!FhUacBH+P;3+oi7;kpEiG%$@zL8ccPD-DPQ#On*8!jKh!n86wH2557|-S^%oB%p zI@&Zzjw=ZH7A^;vCyo_OytysqgGu>r^5Gi>6H<=9e-;gySUYJsSsIWv6lk+xSwMBO z7O~tsL2HOX%B^O~)Ng#l#8T@{!A%JKif^awwf$nlU{vuH5JwsHQj$&=Y9=hT@J+BU4q-|^4khSj74gQQ~4GwMVC{G9Tet+}!}~Wu@PC5L18p4tXHil`V_2GTJE4Zo=fkpi#>nj%!gg z^3nvQj3s$|6H-DGr&R8_nml7i0NSZ)C3WTgk78Ej*9}JXM#E<|g<(1|Y)M5})$LY4 zK&g`v^D05tA=~vH%djf>BSWOQIKj#3Q2avf=x}T^EF>w_L!itSVf!=2{cqc}Ilk5( zvoXEAXw=aJ>FG&*1BJ?qwaKNY<>ULVcAS>N!4LRvE`+5z>sR+>$_H{dV{rF{jqJvi8&+iA3- z0vw66CS|rDo~(nO)PkP;pZ^k$`d&vs!*?15leoh( zn~6thIZS2CX?)TooS#CQ17NHYUa>jbqgL0$A5QS%2!As5nEt*9X|SQc0_*>^wrIx*yxewaR!vo|J|F5>LC;m_2NIo4rk|XI zyRXeg>py!E?wcJ=RhZ_k#XzDRrUC*7JQcJM_-C8nH`uS1D;+bRCBbBa#EK`NOC07m zy>;s()Dzrs@4s#Doz9k9lb0T-R^N8WFHOO!aqp?6dq3E^AADhoRNT|EkSy6DWKJ%% z@4cQ^YiOmc(2kSQWLht}Lrux0n`1B^Hy`qT8~Pa}1f=?Yp{dJ@_}a~sSNmlRE;Yxo z8>=26Kf*#8HfRBVTOjx5#?^pqC_K4BOR{dCu~4wcSF>Qt`3!9C`XZs1iy%A8ecA-N zy*KX4OPVd##Ccj@t~!i?fi@_how2yA(FBUXthV+%C0KM`?s6qqz4ZG7f_I~uJ)a!5T%RsFxWu$9yxvHj%eX0zhGu>9-B|>vVHx_U{r4lGEcSxK3#*}3 zJ((`a|Fx@AMhM|ev}w1S&}V^MlTPgHOGKBcX4|C+IRg+^)2cDk9qS{J~6LdTND^vf2drEMBq7>JNSInA%- z&zIN3A;8G3w7pc)KbltF2QJmVkemwoq&uw26wWi^O#&!PJ67Mht( zO>@Yoz21#94eLH4BG&k8#X`CviEqu(Ev(S4xXowA4}BE&C;Jx++b#dh`YyNV=gd8V z_L-hO8R!{J!-YcaWEdt>{8`p4Dm*WZwB9?+Qy>2!F;#mv1P2o|y^s zp4Jg)vU=3;vb|BYL1KH;9y5HvgjnaWKM|pe>Ut0q48LLxR^_Ge5D#_Nx`Y-HVAv|s zFP!H2!YV44?cG|h#mj%fz>_A_?#&ym>=+pA$YkSiP)hK(sfN2Pc$DQTyISRKB9Zjw zh1evqn#qpjzFlxob{@@^R_YMkjv6g>x-g52i1bOAab2gawH{F5HG~}>KNl2 z#wL}lJka0%0;KbJc|tB7Sa{{x#c!y3(P^>39DB8d4-N@Yg`D?heM3*KCPhCEx?RKB zIXjaeUFbeIs8QWHJXFZ>{ThwOS<2)PeD+6TePO{6SK83$noYlzK+gM)FmK&* zoV*^<`)s#qXl^c;uennjr1KBE5C?+KUv!a*tH-9f5A!0X&&GIztCauRjj|= zlp(l?uZIY5fB$%QUT6b8TBfasq}0rD-Bg|bMn8JMui}?o` z>U^>a+E%*Qu^m)GSMdQe^EeB?z@`*zr1a*)!1Uzljidu2oTRhB;-dg={?+j;Z5)WcW>zf8WYM5ITeQr=*7PF=CCdgnb36@zz%-RutF<7a!&UjPzKRoT@wb}T=kYg`$xZTs$B`%V+RblDqcsHGWRp!MFqD5tCK(tj zXby(ekCxl$Z_lRE(gkK?OEoTwC#&J`Zo9wAw75lN`)nzPhes=~jU%k>YHw&LleNVA zi*wAYG6>OY-fbWAUV3-Df4o@fUTL;A9X*?y>r3N*;B>uP0q{7V6ktRd&Hoa%m-(q! zusIQBtms{e;3#kA00~wt98Ln4$e8=jH7#+J0XuVFS*rLY$2|4WUYJh0+>Fod?fqiE zKf7K`vK&nV3Ek`#!tppt%9{7)?=#P6#iqI`%Mv|_1zclIqVAFS`mI3h%eT!tc0Ko` zbTI^ivP~+gSY+)X!ID54R85>>yBbE_nh=W@jucM2B^k{hq9uMEJV)!7OKurf{W<86H3u40u)^;)A8u?f-ov8?xYr-~BSCP?1s18#g~3+Cbi9vF#9ula18im5IxbF>c55<0Rxt7p zn>e>K5irwj+Xm`HMG)gd0&&Ecv7$hcQrCxupgz*x&p}9g;t)_)mW-;*kJ47IS{8D( zwz}tSG!&tp@6+P!Fx#lkhGi4Zs$)X(6Pa=44#W?8&^uIz>o8!0qAR}2=KrjG3-iPI zq0aFFXM2_1`2n+(q228~(pTHwumfA>da*7gHdZP+^N;ngqTwX_U1OzrO+?Q@R0&qi!p zojz3@y?-Z0VRu!Zc4YictS(o0u&49Uuar(Ooxdd{S@-WNOo#vCM1bwYDe2|Y<^bAY z;i~g6G@_!pM#%OefU&2$`_Z=}Ljv>!C0KHuM@*$)JRWcq&e?;*NYV|l3Q!O6*Rn_?z@N{=Nbbee(kaaUJ>XTiZY>hmO-Plk2`4gSR!lH&MKQQw4#-=8=)hgXzyD709lWs^8(VWrJ-|wIE zQ(W9u{Hhv=;g9<=n%1Yd66NW&+h=KYg3nw{z4z7M`Za<|{v|MBI8pP5tiLff{`-KG zS!Fom&qRKZaC*_;zS0jLL3EzSB6SU-sUSoPZl{@HyzA02*ty|s%e!jk&R1#P0)r1} zng+;gx}t1F=lv@)Iwvf_T`oxHtb4){=8EsK*UA~%wrP$J4oV)FblOD#bU8#ksr>t| z^s!qyaf{C<7s%P zlKJ?ytRQU=bV&GH?D2xk?Tfa|RM0{~L51z8|KuTmNx}DC@zsRfma0NB`MG^Kgu+G( zb`tfTHwK~5uSez`7iAT{x+%M`aM>>_D)ObXHjp3f>4`~7DqOQoZ|RKh6a+7_FwFB?-Q@_@dE~K9C=-laV<|fST#-&1 zgM;@%d-4e5{)hujgl1;fM+R3>my43DYqw7PRLlSbt3rb4m`$)8=(!@oBQ;FiFScJi4fdpL zrpjyZ3_$}Dr8T7G3zL%}x$2b#*Pf;hC5>XRdpb7ToD3NN{Gk%(?c~Sw_LD#kyN{M< z!LgyaIpZhqnM!u&J>c9;&w$v$N|UdN1;?bdb=P~w3g#MQ7z1@|p1Xpcj+qFS{1d3U z8-)aSvqlEv6iIKV+K0?_TkgonaZu@t-v-M9yF|J0ZSiIHC!~Csx=S_7^2kuCS4)h2 zqa7ysFM9mkL!82sP@tTPuK_uA&m@BtJVCzJxrQxCzDoO-1MHw}wiC8&gSWc@y<3>y z7oL7im$?>ppnB%eNBgqsO3^=wz!Ny?qST&jXckf<2WXN56heO49QlX9dHXe4IN8;@ zw;-9FgyocpIK^A#Yr5i>mc-_f> zdTLMrDHv;)l=Cvs{-@EH^L9~^=oJ~oQCL_WjnMWr#ow(b z{52_$3>dd&=8J@qi!+wvQ#(MA(`PR>uh+%R9V16YxR{D=13!xOZa$e&-L-miT@Cep zPoyo(+de1f%Kj)knu&u}9qJtmjvlwEseQwM; zuDPqXH#gfR_IOYU|0N&{QPUcE!Esuz0-_?QFy8QVcN!Z2RK%Y|5vqsw&;> zd)@py3qW+~ULXcVbB+XY0~J$X+VYmI-20{9p55u{oKEb+0CLV6Uh>E>XXi;KpIfx3 zsH-tWzrlLTzES$aD)m!jaKC}295;oD5C)>pAi3zTRJ1QRP=ligPGK$lOPLa$h@^Dr zrQtz5=>V_hDe7~9veVM)h5LTKF_%3DI^iFblI-|hc{7u->Kbg+)ZTdaORC^PI&Huz zQq}Q786h>aO)(bZZBOQYm%_h?a19wycbt2(pF_p(g%K5&zwi-Z`Xwfff> z%^^Xdzw|UzLu$(f(tO4spFLP09&BPD&SybWL;ry1$p|#Bh?X4B&)>gkjS~6>X(RiA z(ILTmwi;{sj{cdIdt13mB;Ku)9%c?N?qJxX)|IF18UDFWC^I+18;JcKzme0NhMSUO zWXkrM<~km$(IUzw6RU;5_h!hG60G+p11|2cA2(xDAM7$u;MOkM#tFV4k9|{Ld3%v- zGt_oFD#Vd+4(eLBA);QBjJZ1&oi`t`P-pL9iBv6jMXTNr+`~2HM{rvC7yTHlWqMh1 z#DF*w4EU6+rHOoa?d@(~_=-zjU(oC~NT$zIdtiMycP;wTlCrMsq9O2XrRT>qag|C(Cz$-AMgKPf$2Qk3JZ8dPpCaqMJepG)uRaDs ztL$ZW2g03)B3jaq4aWms=a3b40;`wGU)MGRNb`8=&1Gs!$=ghSmWOruFu!7C5zDp% z68Q6`=-|M*QZ=92K6Rw^e>edI>nI6_$jeMc(JR-O!Ez0-AKRr#x4#KaW)u2@8lCu6n0<9xHt^Hn+;cFi}T5mA+UV@k?ADWy&Kj+3r$`0W_ z&8>d}1R3>q^s4q0mNlww^cf|6`DH_ygQRJ^%E53K72IV1NbJOGP_CnTa*E;BYj>KqI%DW26!DkC+vIYS6Sc>VP@cx+9Y z343fuDr%^StzO-)DDJSbWpBum*YD$do~&8$HAeWQFZI5fM4f?&nLwNn>E! z%UX^j>5~ORup&R!7*Jmi-<48~|Iz0yD>97m8;Z!m@p(}R1?od>00rvcQ8DhkOvcNE zN_IY`#29yO&$44@0qf%?1fFjdsFmLuMgORhOO$CA#1h}_2sLy#U8DFpgG3ruGxtv-eO~}co%&hq55de@aLe5t zqVwWf?%RFdXKDLuYPPv!J2#Kkht`?7)x`qGxf=H33dZa4Gh-9GeIsm$BRe~0>D=CN z2$#cU#p-2-1`w*1rUM#nODi~KbZ~sQwz#{G(%UhZkvYnEWDRtJG@`e&aPj*KC=bJ) ztY9Kn<<4c!`50$@c(iJ_pAmFxvyeo;Uuuv2Wb5F|Jjl;@GoCISjHWvt-S{abR@{-BIO@Gf+>#kp`=Rr&jPj&=6G6d1m&q&2~4_#7bq1K{2(a#}=d08~u^sm!% z+xt;8*v|dT@k=gl!1uuHHaC{XU&v!3%mAL^slUu}-c>~Xl&&(Y!tS_P`GPeMzZt|$ zk{^P)$4!f+?z`Enj%haF%w`G-P8Tt7l->hs2WJ$IPWZz-*v+VO#}so$siNs>3%8fgpb2uYNa+ z9tC6Dzx5JP1=4=o&Zw*BX2J0jUf)@!l?^(BcrCv`(`)4z=tI6Dn_$Jr)fNGY&HX!4 z@h`JsIrEHeE_Git7;cb5jKXebesk6d?{u&~`O}e;%)1BfvK#RA^%4~46p#LDTJwoh z-4qn@A5AYNVlu15kI;n#H1b^=H!!W}We0|_gH8S;8VFsIZ)};395?N)+8Tf*oc&|| zlD*|OXlOBo==V=6k0drLzdqg`6=ehl#EzO$Pn6NKOi=UeeMCN3Rt7aL?fz0qddSs? zlF5`Y++WpealqjyH_SR(0NRK}w31y&Y!)*Wb4os)Z;BEx7$Tl8ge6#dD)hlJ(7BPu zraIR8ZM$>ioKN}j!)5o6{C~8)Rajh0*R~r72^!qp-QC^YU4jP>?(P~OxVyUsXS1KsEFmlr~_)fMhBrW_-U<~~GrH@u zJ;L21S*~$8mwa=7I}a;UP!USRlbahXF@SxB?xur6r7eb`iP-~u{o3v#2_TmJ6f(Pw zrWIAC-<+D|Z59TT+~4PesT|u|(^YS#DPet`l(}4mEPf%|11F|!dz#1Fr{}Vy824@C zCxg#drADzr_rZV(Z5UURxZsV`DGdzrh}N&1Rdm1#9%U~dNC;h3Etp1p3)ybXHuJws zj{Bk*dfbg8h{WkLZkzrghBjHa3$RzeT}nj+Q#BY7<|R2dkveBUoH z<=#w-hNbTo{eU~Y#KYa)G32ioEv=}>Z`V-ijg8qMHzPOACMBFw^ey!2|w zR%|!T;H$h2)Vn1r2K9-u@XnxA=TvZHvc;#+A$)!Z;$CHJpAPzCoix+)GlGLO^h_-Xcs+`WCrF&84W|z?xYFnlFBl9XG zX+IbbBZLg28gxiXtr6Uk69cix?^==tIjfX`6)${DY}>YCyQZvB?X}m5~Abn=eKb)^lBf@A2GM;Iner3&pF;w>RH4jtzujzhc3OJl~Zg{HnTS{dOR8 z#E4#w-*qiy$j1q$@S!^UcI;jyF|5~Ue%<>v7uizt4I)przJ4FvVq`w^j|*W0eRL9@ z2L35i7DqA@0bSo~EWf~tMJ3MKm8b!!DYB7^h%t^3>K<&AUJt&A!1qlKPohY$h7C@p z|3!AO1W7~{eevC!)qi2(g?;eS@;DRQg|hs9^03~2$!tT;Y=UdxcmRR$o1dZFlAQrO zjQWDp`LqzAHQ8}{@=(SyYRQ1i{J*`^L+nReCJ)bkR9thE;1MLKgc$2gdo73+>2CZ= zAm?P-!OFxWMYm{Us@4$m)r}>Nn@=D&R&!^0Xo|^TVQ-e6Hyjj8vIxk>U0%_cs+Fr( zP$$8hI~r2RUR5u_EMS#xT19is-$x}JK!glCLkO{rg6u?0{{wB`wOzB^`eKG*=0HQd zRIK-Uu>zF=3?jl(k2;5XxJkOJGLGmUqLq^UFL(JAb&gRWhcBM}#w}t!N@5Ap^~XqU z)jT~n@@o=md%AY5M*w@VORdXJwF-GjtRAgN=F+6?AG_DaDGP`Y^6R}KL~s;e?qO$C z&Fc12%~-z_zj`Wys-K&u9+Q}H2>-_s{Wr-;i3*MkqeF>V7+(QJxPwa6)Zb6IF<+VT z(~d|_cOdsRUp=}kh=A$uhyMYpE^?s52CszH!7Mr@p?4N|bP6&P2L5g9KmO(*zf>ed zLklww*;bmrP00T)OQ7wU?H|asnTPll3H*Qj{8#QNSRhQx%%!)W?f;nq<-a8^7-VYS zMlwzCzl-z#+v~atdg`JQ(F%(SF`AiVeE+JUnZk$c%7>``K?np1+7o_NHncF;Ns5nG ziR|SpMEFy7e`K-$+mng|37OxWYH}ZfOdMPq*i2cJoB#Ak&MZ=wISs$@*i?W>b-HnL z;lw}nk4W${__RQ5Q=Jo?s;b$_y`-|S3srVtqpt`9qgI9Srv+2e1W%&VRrBkTOVgR8 zUia=or%4eDl>ccZvM4_(5knj6;n<(~UxFq26B(_UasMQC1(NtpsCqSRv8ew~7Ny_c zPb!$~^TFw+a4r&uTh(sm7Nh=Q;Gbf4RX}glqh^;rSpV+^0O0|K;S@(cXv0d1l2ImM zbo8!zPeh=e*FqK~*Yrx-Vo_^PG;@b7ocX6((zIYdVP#?+T^$KIFg#lkQK_;x z6mg*mchHVijiiuFe8uvzxaX)PAFM!vr)i3R8dF#hiBj1x9G!`wL|M#LT1qPa_>zN) znOoo6Us^^XS%>)V;VzpKm6+(U5#mf;TM#x{oX{Nn@4Qo7g+^_unf2RNdm1HUvWY6WWYXN`QK{(OPCPFegUN|`Nj4A zU()`+|K|^x)J~E9_S^8kwf!@Y@L-@jZ?=h1ggEQQcs zX@|zM5W=8A4}vBrbZ0j+??3+!79!mGO(h*3J)^O^(9*aJ4{RMgi7}*Ys-oY~?bld$ zU83X$*QhR-naf$(*)kK#0;0DUC=bEq$Vjz_Kwr8ZEatLaRhme3yw#a`P60*=3L%BM zw%}I+ziBT22b{kq`hMfY$X0c1&X1Rrg`Offe9PHtPnD8E^B8Z#l?=Y1kwGolnJ6t4 z$K;f5Af}6cn(1Ex*Xa`4PA#aI1kZpEVJ3QjM}2Ngv{m2ZABC`D1tz~?o^V0Kp>N8l>P_2>sD`7AvD;j zn*Z$L8XqYwd%5ev>5Ayk5H5PAa6*zxsBN*iTG`>F8#D4htp}Qjo&anzWmPjXPYOOgcQY1(tA*tWNeQ}=jcA}a zo)s0pfg^z%ji@YiV5CR(PSkjt)mm|Vi`{~<5`=Wol;ltBYqUgpWrX)=a9!ZCqf4Ti zY1eB%J7B^7E+(Z3_|SqKVxPJNb8pS!H0xO&K22R`lDJ*r0G6=^*7wGbg%4=pM;^4W zrL)R#L^G4!!c0uY_K$*ln&N{4Do(QCa~10THGpS9Km1dYwe+%6H5`Q0SEkKHh1`k?6+*oE2WYIQb(TmD32w31&ei{6ZW0vcO$-c~d1W@Q z6Ub2#vQVgK{_&jE%p5MvgUlSl!Qb^WoXPC861_U;wrp4FFF^*hz|TZ=UscA}c)fka zve3{CZibU;^R(x@e=kkZ3ykh!|EZr~De?D>gHJG#zvPz#V<4Fx@`fojCTrKWXtM_u zGKOA8ocIqSk$24JDsqS}xRKxR<0TvW*~qBk)_48}o95)Qr7r|^WN`J*!6;yU)C zQ$lK`lzg#pJXxler#^1i2fJVjThEUnZkq4dn}iI`_Oj zp5oE{j`M{X`GfDpdD5nHR22o88v4h3{Ivp+Wq#o2_!)1fB$_Y^Hgc*zNU>VLhU2QT z{h19`&CO=TIY=yzj}N%+W*FYzK58#k-7_4E&FIdpr`M7+4MGD}<~Qo^huW+tUg>1R zqw-V?-UX+g;meGjfgXWgkT-MLovlV+^t66OEstjA3M9>lTY7=xy>GBYa5<@>IaaAe zVkuBMv)RTmegOL5+N4uigLTR3r^eB)@)k`a4dv3qx&7>wcpXn z0h019Vko|;3UWAedETM&jvg+sN3&H_jTTFORk~k_TO!#nUdYyhGNA<~_O6p=YxJFu zW&mH-_Uu?3F>DG(G=vj3td|<_ozK3z9`!%zo#093#!gB`L@E?GfF$ax7ZSfg>W&R( zxGz8E7jWE|G;i%sXcVq=YgapYB}DtDgR=J(VeavO<8dO-H4A+K#E%aVjXWTB8r9wX zmr}KDWodkNa~Y1eUX2rM<~}KROc=RFdXQmrYN?BGR}62mnPjd?Ns32pVe}+YTTT0VV@$Qp;F3VBxrohrGb7G?G6LtjnSsbZjt%%kQS)`2 zu4iJyaQ+cJC13yA{L+5H_;J0HNxDm|+PSkC8R0v#CovKArkK}mCH2m(jfjCaqTnA< zNzK03Pz+y!uiU~bk5794_PleP)37IK!_UrLAJkL#<3ALS@>IT5%%KzWMHHW%av|Ugb?XhA z%OG!a^@F;(xfe@q)_l%3y-GfS*U3db%~oshw0h75+|}lU(CK!lMSsadB&x)$H$$8U z!>Cfcm#0gh>~MR;wgI{b@>J^g66aa`?yA~3Jd++#x10E0Md?~aZy?te$}h3<3{UJv zS?dHjnp-E(n86gx7yBdDu@d{F)JqdjqG>7U8so5&h~#i}V&*{o#F_i;(vACS9@1(1 zhD&V^-u$+vp^3Z=hC8DFRd;8JmbpA(-?+sahCLlSVXm7)?Y_T}>Dx#Im zR&ve&Q)&tle&$qlo7qqjvx4X_z)nOL{v=WI;_Ker(RWPC8TG28Vr@CdKk6)GD3B8F zs9d|5I0NW?%gQ&mpMxCJEyRsrzSxMmD|Eu~J3Xz@h3uW$Wws2E-b$a*YheF2aH|Ts zVLB6k>te324g5}6kXQoqpuBiH)NXQdU!m-2vwLPf7YDfFb%Ah-N0mn)l?n1RMZ&Sbtf zx1#Ag%+B_y5QP@5aLruFoM|LmSN+UsmmuSDPDO@+0JSx#FE` zYdh}-uk=11cyhe(>!E%+==iO^;X{auZnM)5cf8hk&w0U(6go}gJTF-uTQ%#{KSlcp1?=3fRtZ>H=5|G}-1DegZZ=fPPA{}yv^c3n zaRS{lJ>)x?Z=yFIJ^s%9v%=b@borVjVGvQjH%KO#%JQBcCapPz`tG=Lk5AZ3-P88h z)z>^c>s~@}L!TeF8r2wY59vMZujNgR2IdsLr9&u2nAQ;a#&{%ftI_A?H^8Gwc3Y}T+{6qt`w2j2D zT+5ZlkL8(EG;S;Tg}?!1j;O9a_kaqWJzK*nzXNz%AD&39iL_ulKRAYdvYPBqmu~2> z!oqWx@m+gLM4D}Erf9k39a&p3b{p$nVLjVEI(n%vaPofoCQO$Gij-L|_?*Hs_ zhsRy$bCZZ;Ex2J3GO0^?Oa(`C?r!HpAZkSIxs3>OJiggfk5N&q8Q6$|vg8P32>s(| z(|G@&*aDVwbv~_(IsFZ=Vtx>lBnssnTv&YFS18O}O@8Z837s|Eb?95-pn*=ekle{> zMZZZw1H1W{^e|)%6*o4--gxS=e)to2t1NZ%v3x`w$p`KW{`lUEFEek#ZWHM_D0sI& z!n{?=`?=qR@Yy!Q&O`jU_8Bnnr<@hBS|_5s=KOLzHmiLRpv@?e1KD8D@Q=O`4Yudo zA@5q}F2|cjG%jwXTcu#;cl(XlMUbrY;L?zPIMDqYfs*wopHkq(P;vHx_g)u^M=Z)~ zfkS2}S1sb6T8!J00W{=X$_sPahq^2?bDRa!)6Blhlc3$PKBuQEzz4E7ea~iUn{`Yv z1IL5wb6D(hv!=_p#UEvtf#R@gXPv(Jr8dP5H@Bf+v*tM*w>$3FZj4B7?EbcebqBle z`T4d}F?33-X=0STODdh6qNfjOls*?V);=X^zOZpn3U{|{=c(D99g@!2oYb4G-YTfC z7mw~w?q(mg0i?2gT@M?_X}FI@QtLj*lJN2aL)96Yrh^wk1RS;|k0)e3UuhoQOJWfJ)jW&%Cw-w;zn(l<~JR)zl)Y7 zGpcYhU5nLdS%e}-MO8}O&c<+ys;(8*#?F0E;Wib2Y1bjG;C#OF0v0^ zJvj~-{C3xKd$T(8+CWV1%|`D2<2>J+%4tSj`q%fvjt(baT^e69mIy?3<&t1=$5Yla z!*i%LzzG2jy!fqZPn13V>ebtM!*8$Fn#Z^3?d2Aw_y8Gpp#%VVGsq}0Q)=cce3gZg z9koF5vF`r5Fuhx&bZQ~{Xk<9#5+bR}k+GvjXz0hfoVp_oEHP!{5qnjHVtQul@m{hq zWB?N@Y3dQ11IQpZ*ifTo-HUh@!Eiwt%H`5)aHHZ#XFuLMgUujKNV+Bqx`u}LaDqx> zmdTaB*qyF??ia^fnltVqj?2%gy2)4PEmJmMlpa(^fz6@534Zh@x|Ks=TQ$=wnhA&v zko>2PC#LQ~ojCA<&`0oV|JLOc5n2geDA$ah1OYPtoXI(Bg+2)d41!$lMvh72`@5-pFqX2O?0-+R- z=f%mgenV<&>@8MiUNLvZDaatFUXPpWJiV6=s!}uMevE!cKT^1+f(~aBUC;@WR}x(E z!XbtLm}<;vU5WjM`im&V<(#KGw?u8$s~0tkXDQ!N2Cc{A;y2cE>oy_>|GwLI>IqY)!%v_wY z@Ixg~^i@bVYwPNU5zVYL$5T#m?Asy0*E{!k-%%V%ldGo3;zYrT7KdhdA??@gvB#mK z6+cUPeV0>8Wg7AvzEH-$L-YO}BJ!1O^RrW45HhuW)}d5=aNPPcZ8+SMpHM~~-ed@PQZFE{v|q8N zduwXadjr9r{Z)rD`fJDbUSr%aP1twUv5F;;!!tuUjHRCmSw5lfeA<&z`d1$f=82HY zRqKnX*7a5MkoBc)dY|i)qnwY$Z?!mnU@k4pL<_}T$N=G3g}1zg$G@%{3= z*kEsy*zbIO_tBD{R9IVrw-AMJu1vL{sSyxitF`l0mk_Yb4^bmw8)o`Taz;7M2nd`u-CEN z^7R*1ozu?i0miyuzldpf)w%ArPDXQ7q%!D$@t zLOqh6iQx;zIcR!5FOp==HW>=c`9nUG>t2UKrE2!F+o@cWC`7+!Wmu}_hZuNC9)e_@ zqs;L)O7>Pk8b6KGOO4egezBB z9-Aqs*hRca5(9whs`9baZ`&Uk5PO`h+OND~PO-8QcKAYA@n6`HPrAHbPtT5JL#xh) zx5KQfHM1Q~>%OCnb0^ey7_}e z{7ByH)C%Gi&Izi!N4cG=+80H8<$AfS4$*c#y6xo{kFBgE^M0|Zgc~%aumb<;5lH}L zV!Gy;I5knq%KKw`No%excOu1gCHnjve*7&GasTid+td~MQGFUv%zmLO<%Sr?w20aJ zvKD-@q@r|p~m;a%Re6HeHaD`n|DU|-~=rzd3 zxSvcjHC^ihrL*F^swGr71*&!xEATZ53Sgnw-39J{^mZ+w(;+6%kQ*Muro< zWUu3=CGmiax|1np*^{5^PgUz-#ZsO0t>+G-p+UdK#x`>MI8RTV@lmaDU?fKI`r~O3 zGsP^BB;@0mu4&^6?^h=}6)(1S%RKQb(^LQm>qKr)cJ=ocC$2v!Pu5SLoN29oc*|v{ zKw?11rweh&XOi_QYLf0Pu^k*fha4-m#A{Dnu~vIx)p-E84Qdq>T8DaA&U8OG0~_KE zK0V1s_JDe@+3#i|vARq~2@^Dn`y@ZhK6`W`Jt35YSb>M?*lZ(YF9azX;kDPqTN~)cKY#u zYZ6y^gkgt3xOd6Qeq6ip2qIPbNv^9*G~@Q2=}65NEj}GFSsZ04J^CKI4yt(vuAgGD zH|EKaMZ!E%SjV;x)wj3)s8cGqux0#x2qppdFH38J8OZV~QOe4~zEEq-^@GQv)Wp=a z(;QkRlvF~zHgu|d5<=fYIUae(bTJZI8sk;LF zcbG#}{h&f7Ibu|HCjQI}z54rayQ&DhvLK7KWtN`$ZfqjTkYR>a6lzkUi(&ZWTuGSh zWqB|J2iIZK@Pnnbv)g-)fawVKK332^cB+AaXB#!eMy>L-&Dv_^p*wnJ8qp0J0yZ3A zoin+|u%6wEmtk+ybZCm(y@mL>4rDxTk8MrA6?7qh`u!Ay`!|8%502tDs0^}7vV(#4 znUO@RY&1&Y+_Z~4QMZ(^Gge_utV*TJzi6oE*e6m0!p1Uqq4xWv@xex`N2^O9zCekS z+6|2(MrfvhdelXF#vY2yQ(`+vSHI;eR$MzKP+%ZJdKPxVxqjaEhR@uq|B79nH&j_C zMAT{_q&JTxQaWR#yaXb@2RTuDJz}fz0>2wo%&zdu-v-=C6i(MoY{Sa0Ohk$)5K&S< zm6TH{y}~d*i<=;KFx1byum1a5MXN;cPK-1nMmhcp>WTtICvI3V37<(E8``Cwd1EF4 z8SeDJ%t1qG`@i!<1Sbpe`$B;s>}FxX0`g)!@x;{3prWG|&M~?$A_g|6^zzobq9<#M zeg$XWvm`%#4Ak#>e(5j2dEN1im;k#;;JEExkY4i!A$+d7gkPPXrJvB#^&);e`LNfH4f3OGW5V5KELLY|gIeGtm` z(k+R@_7@q8I#&63QZo-!HnHC9!tKw2bbHC}Ez+JucN35$_G-iUV^g4kNB^WvUx(qftyA%&#5XFZe_D>q*LdBlgaNIzCc@7#LY&d z^1D&e!+s~fJxPo9wchQg^cTAc-&jb517To$j;pM7hIS+^5mWf!h9LWVMwvDTs~SO7 zdfT_aE6SdacTcc^-=^&%4}9(5HTExI2PFjFIZwIVB4*Cl3nnip&#Z7G6?HuB4kb`= zXtSd4@{Oy?``c>wv}eQ{RrN}?pQ+v{%@CzDQCC++^xRL9Dwf4Bbt&d`Jrh)RjK`Yg zR^Uxm#*Oyi6o}?0%Qd@yhQJ?H=@`IAo78!)uH&`CuZ@sEBBIlT7PHgQ>Cr*Gjs678 zJvj}^e+Ig~fD}{Oou&jJ-QUzFeN0@N+w-}sqxq^lJHw@;Q>U$)PmS-}4A&MXG$ONi z`nD*rktA}y$LP1ER)c#-4{6bDx4Xyod_QiiB@B_K8cYX;%6jkd?{Q%hv!Q=g%r{vr zHDq;Ep0L+^eU2n~sxN+IfPsNmx%ZqGu!5FB+<09o)8g~^wI;HpM?V-W=nsv$>p=49 ztU~pxIz((2#op+rD@*O{iidL%sirUy3TS<8rWur)`sNKb2s)}4YzDIKnO+-f>Ck)l zJZ9pX7;Ml`G9~qU47wX7<9dXj0Fb^_{a(^`ev6IzBr}OGtRIIvyd0vbl472hRbd+{ z6>O^hWzPl9Dyk4`^z_%zvDaE_Vo@K7D5mHhNZB~`86CfT{xnZJKikN#?nhOfAnx{ogW|VZ)nL!9NP&6D>(UMTb+%*nb0zSN%!N=YyO{*6$e}5rv23_Pz+<$UAZT!X}Lmvd(C3xH#g0Y7^ zd(qKGyk*p%jKJE8a0;VhVc%&XT%mO6K%A4HBUk@6esZ3N zS-v?3V{2M!|ITsb5iVw{dgFYy;t-(e<9otFZGBC57Wsu?kI(neOnT3Q@Zv44GpUt- zRT!FZHj+Qe+gY;d)X91!MLru)Aj*J#lErNdt!HX@dS0$W@VjQ>89tMk*5_^Y!sqCs z?6&RT(fkR8*XNyfSrT+UD#*&zQC1(sxqh-kienm14+|c1J?9ZZ>;ft7sF)&PAa71f z&?!Q5@UJvEyl0^7`ZYH{y?MTITP~EvA@{gpez*+xe3-fUq`K4@(29S~fqC{=m}50+ z=cnDSYhXx^g9t$EN)8ZC6@ze;Q}LQ)SPhJ^NiSh{EESiB_4h)G-Qj!eA;-WH`k*fZ zX{XTIbWEuBZLOfsoslUNHA~vfY-FyqsJ%h_YaDT~VAn!+r;-Y{-j`N6dRz3J0}~~q zPvj6}JqDYlK{@l$07Sy1F6vk?v@PZ4h}bYYM?gP0T2gRkJ0z@jFAAj9@-K9u_O9{I z5K8-Z2yvNoBR)+FS)Q_$_GloHI(ql`5w=^3wxb?9dn-jPVvzYS{4s5|@@fQ`N=0B` zkJf=;fqJECoUWczq*^aYqt&@Rx>2d6?T(r)0=}%9;%078zy6QnV#s?{eGWH%A{SVr zl3tLmyDZNqv&<>t6A?OAX!ET*x;>&iVhW;$Dc2`2myk;x`v{jPu#nabB~dpj+H#kS zOkA~B!~(YR$NJ_vi6r8a-`&o8&Y=0@esBc1)JZBFj za|3u3aaMg~r^A_?&xBl3!O1KPQwu(OJDMsiY~5F*ek{=lJMp{jmQJZ&Ymi9ndF_7K zJY{dVtHd$q!tZ6)vI*pZJOAnHim$!}&`ylFd5R1aRWuBX0;(mkhKaG!mV90|a5sDjzKs=>xl1NNw^FIs>`pbdmm*#z)el z?u=n^xk^diM6qZ5pY!-|{wIkNL^l)yL!K98ctF;%4ZRuJV9?D(wWjCkW+9Fn-{JI0 z!{{_!7P?@=8oJXqu|*smrrjCrL9!Mj2yYqF9|>m7XCCN{kCALk`9yBeP))vCv*zs);&S3MEHk~Ury?UW)s0{DB zpTu=vDJ*q^^Ga23Q0%<44=_ZnTyf2#vAk~Zijd7hQ)W$phX)5ezg3Z>-H0HMr+gdR zs#ki7q0%m7kj0LNhwA{rAMB`y@A~Td*d+g+Mo;;-Z_6T|dyQLcwsXOIGQGK++C0<@ zJW>Ix6!HcIy%G~s1C`GQ0H$88u6>^gM=ObOSpNzr$*Zi2lHW`!NWU}K&;lw*aaqt9 zN;%BI5w+*6x;?2t(HaD$h`vtSwLeM$w?_lu4I>$Y*aikE_J*;6RBrG@Xu}a&R-;cxvlR&6$1b7N_QF z4%SM)0WJ9{nfH4(N`sQwiu?HY!2`dI2Yi_=bNAk@39Rw;80YG{t?`BR>DPzA2omG;ccWi7b_WEG>SfP*KLOcL)j;0|IOnrT)v=*Z*P~mFIX1($!dJ5jEqhylQ~9#$2uI`4Up<3bx;o`- zwGTo)=(J@1Eum0)QBkc`3|TF559~x=*<;zez5q+dJ>{;IfSg4lE&zh`X6_Pf*?7TdgCVNUHyc#Rd9^RH+&Q)nysFa95?T)5Z zs_`!p{hJ017QVh6Lm+jb+>xr&ayysTJb125G|W(61cj{{m)C6oTUeOLD2iz`I|vdU z%V;xKR9(xBln9?KFozLtW-eyG5KlM%x&x>Ll&pj|*6$u$Zk0_UrfNIBUgl^38##XM zW?Q;s;)O^0Wj*HN;dwJ@J(6G5j@_QMkv6kB(>|Z7=3XHdfq2s1j!<7F5d-bN3Wd7E z!rt71X1pA=tGzvsa;&ws4hl*5XPc^=CaKvz)@hW`LsIS)vb zWu2S-^zI6mZD`XZe;yUQBqbd3jM(>%)BoF30%9GbAwXubxONbb@)zeREAjzf=0C*R zU%(?OBsk~;*l*}J4f$6VQe@xHdK%-oS+SD;g~Gm?{mBG2zI||%Q`+^vv4s9A9_XpU zBoMG?nr_A>L#K)L>(Af1W+5!qu9=)slso^;g%Bc&7{n=J;o;b+QWV7g{rgTPXow8) zu(SyOJ46`2fc>m84&UMX;bdo-mL*g9rziZC<#Q;Laj0ZxyK@&{>$yv1{`0(GIO&E) z_guw*DF}g7CoQP|tKV2i{C4>E4jNgT1rp5enqtpDa2=?D{1Dv;A!M;(XofuTfAb}Z z|G%puCJllvmE-SG4*`E6r64;I=tNJ|w#lsfPi^~C{@{#p?SpG$rI-kvPEK@t9>ih; zq>9Q{boB%^APmDj$+5tp3f@cr9ShV0lwgi zigz0>ltv|fdh}?E4+M+_o+=VGWVx{f=NX|;veSpZxPc4@W83BK6QoU{b8&=6_yZJkNG)j%40`r2bCOI z6z1j<+`dF%9gl|CYhjVaZ{Dp_seZ7i`1n%Qoy-B)^VMU!)iV<+=E_}@N6w=+pW3ps3u+(bb#j@R{ zscE);rPuN~{k*trVYCzUGASI6^PD=<5zy^!4t+BUlZPx|szd8P2HNjv2^eH{S9MFJ z@}HdEjAGxehB`+J=8oA_EG@BbPu>^-Y6BH@g0JAFQ zPlzQt{iYCcewGy8lyg@BdE<$KAIL?vRrF<}z}HYU$*Tx8oP$7DgM|e$9O0ZAC|pj5 z7?vbD*6~!H$e&?&BPMk9F8rNp{#eg+e2VPJHRQM zM&}`|9!x_OkA589#5A!JQVq0f)Bw?xfBgHYP*nW0&^*NNoh3Ez(!Z@ZhIwh80Iqr% z+1T$LY#Y-1q2U6Geb&;BAoWK&0Nmx<4`^6uB8Ddb-1i}!VI8e}OH*{p(8Jj!!8c;f zz$}7WQjl;bV|vC;CDP3QhG3#NsHS0;A)y3iq4#K^vatQTWvK7zgPj0diAH2A@2Wap zs|Q+nwZc{Qd7g}+Jo6Co(et)jZj3KU(1HOD{!o5?zMIn?}NzEa0h=h=CK zFqEXOq@k|PNTICFMN>amFc)dj^?=pc#89)b4uMX;Hq+&VU!ITq7) z{AtXfDKU+`s!sjY&pnV^gVS zkX*IgjgX&F;(PAmv~i)O-Q+<5;4Kr#{LoUdMq`|IXwxXHb=IY zWBoCpDp-ti3Y?*c$z@kMtaWcm130FLyJ>~~vOA+YmJMiEDH>D77Ylmm$;&g2#+Sc6 zO1w42VJ{JRuU!lgbHp#Kw#HoXMS8XxZvioA6` zSu0|(qcarm^;!v|n666=5g`EjXpX$Vt*?xTjCsyheL?t<$A^o*)M?j@8=QeLff6M5 z{3tWsLrs)&a%w{r*1vg!<#?zC-)+5?2c6039OIMCW?)4;xNya*Q7?_=i~TyyQl@KZ zS?0lJt`rUymCYEAjErot<(jRGcc%@Hd)1DeT-(Xmj0V(O43-hvIXx|HdcVKqK*bVCYB=2?+)B=Y2;bs;>b><5Gm1$UmJg{5YobDg>U<|mNqXr>b=bQg?tJNZ0Z)*3=TA}Z zUE{k87Q*33O5uJyOW{n3Ssu?7$LvgeltGx7f<| zg)gy;j}&~qIN!v|UzWWQO&B3nNrcNt_0ww$Lq=&YRt{#SUK~lX@uWQH7D;2b0y|yw z7Nkma(-N6gr*wT7WY*Oo!t{l1o)4DMQ28zig~#a><#F?>NtKAf2@2Cc~V310i73gtd=UzXsG?3eoG{b2&d3(L8Z zvIG%L97BtsJm{7Qq1c?LZGx&Y(ACc)X{IO^1D6lKK|8c*co#I_;I>wI-Nj)(=F2N!WDmg~h8L0LS$TBkhYXAQ=n$QG-qO5@eMRczi* zHwDg^C8B@z7a=QcfREO%EH5poKF;3`g)rBghQ8%3S*8nfvZ>59k=7s2f-Y4STt@5n z0}DSIq6PP}Ff&J#)$vqfw2c|bnv%Qx982b)_*An(Tai$LP*F@Q+=T@lwE9a&NWrOdW5*glVR0eo;Vrds+)3L*<3j>Vmf-k-{YG>s&{4p;#AAPV!#-vBw zv4_AsZUP7emfc1paf9|ifez}79yO^_Pu;Bv1`Lf}XX3UKrvr>}*h&h)`?{3x4+meP zmgscrv_IX3n-n%e|G+!x-DdVTKN|hikV!Hp4D*b(;m7g1xJy@l$!V_3>2SoYMy=9i zG^bt#ltd{WRetvNs#EE|GM(id`s7%I7;s|!WWM4!=yN?sq1x=?+{2rM$>ScI=qd@| zW;-}$2%UPmgwgIrc^l>b%J)w4lHO&$$+_+|udr^j12Dt7`p0t_H*Hm*xwT17IzdyU9?W zMZmYYCp>C!=8EiFD-F_L0AckjHyK>m%Z+1#2&>Tf=vfb8e%wPCoOKp5qT8ef;jUDu zzM6E8jan9Ty1H>y4UOuN;Ce>*zE}nLwq>>q^cg^#0#{5Z4jK*C@#a=TqMSb(EVQ9m z%zLI1vuBNI`uiza%+r_Va--Cg4L)o|O=1E8c(s|RZ!6ZXJ~x!2Vzz9~8r~0#Da==} zx}TeZgmPHZifUCqSEL|W14eon{Hq9?bOmdk0?<%peyi;H=a4nQ&}P&?h(ODR1%-w> zp36olQ_B75^~y6eG-Pk(v%0in{M<~hS>g2RWt|+@vKX0(ZLUq`bX5O-Wl<$3Y>d>-*pNjB^1qoV` z`EBrlraC?Z<7cMEa7`M#?*o}Luv1`P7SM>`oET3!p=5SvDDD_2TBHT_l*~2I+NhJl zp@G|Fgqf8606vcn3 zvAsVXx4nOxo~47&XA7^_X}{lcTGi04e50XZ@iD+Ec)ddelP48%N+CTycAM1Z3Wf7! zU1S+>`sVn)KYc9L51s`d8R=4W*Yi=h#6JB{*lkgTyJjD( zQqxJL(EFw>Ti#-KBnP@kWf_@~hRIMaL_45PaWbE= z)sZ2^%bOQZyNLuwq^*Y}Z-^nAD6N`gIDt9HuO5j~i?zC5ZOHJ}V)?+7&09torjK*! zHr+*~@QMuCi+0%JRot68cD;3kbYR_5sUJm|!(2KNsx-V7n3>I=j*lxKH0P6sTFiBS zPmmWF7^)I?mRWkxwzhr3((K^=X4J}PWt*Xg)`2b5f<4D#Z9Guikt)eC|6V%p$X2F+ z*72lEXQ0;x;^opr%m7t1+VN_S;w2R?!>rt~~6Rqw`-wXN{BV3a6SIsV09OsHR` z|Gll#;Zjb!gRx3tFf<#j@Tjrg@gj-hX4^ISV63U7^n308;F7@J>$;au41HFlno+%b zVZQy$$khW!TL-(av9c8Zs1epd_Pb9-#Hr?Hob)&}6(+@rPb`KF`Oy~~Idi7%g%Gi(qXvmQMx zq|Z;ob3A)L9?5C9UJ*1Rm^OI<@YQHFR#VW?C&yM0lto2J(P%Q(f2}2AoZ)gy?d|18 zb;_;wj{7g&Add+F<$d@-u_K3tF0A9eXMu3#a3lK!#fdGk=um!cS0Spz#10%eEtp3o z?JP?;hx5)rC);5->e<3TW#Q`Dcz5eQjoF$fYKMEob953x9tK(+OsNOEbu#Zfw9%}O zFw~zE%a5vj&u6mm?zz$|bqnL4G2Kqul7=s$H~fzO4|{Lf7T2x~NK{ zCrjDg;XrJ@e=AjIu9K}uyHO}c*xTT4^|Di;NKKwyBAP{DSIz_jDzY*t>E&>oPCL9DQLc z{Ewz2$|jf2?LKy0kjZ$&#;#ukBNGQ9Mw5kApDH_4=0N>-NZ2UX&=O{O7L5 zJXus}?l%a=Yww*{luk6uYTg~Pd*oL-cOFxC?Y@#2(z zt~Wfneg0i=B0Z=k#yeoM`8vkb zXczOIFtsrIiW`1%Iq;#1v~!FES2WPrOxa=%c9tGchZdl*jtiMZJA$C=xOi<2J z$myvjjvi;|sy%qCD~Rgo=rGM@+lgOH%A5Kmi`75RNs4+p7kq2J>GK`-$a8>wcXNGQ zgyUBT>Hj##I~mH~dTIt>Z&F3^G@LmbPih3aq`uj%1X9XGCh zDy@tViIBZbHtcd&x}M!Ok9)yYVJ!0`MvKdJK>LS26%v6P3Jyg*AtQP zPQ8ja*C;3D+DvvinxsU{xSCkHFjr#A%N3#ym zZFu&XS8RT^>FT;_=;m=j7}#uq@tpH1vE*W@ugPe^hJ9(ZIXpa0(ur(M|1(=(mox|P63&F%#q<)#0_dr5Wv;eY zldA?WY^Zw2!b@I#;5uu#w}EGQHIy`?FC$^)Gvbg=*Wvl7R%wKg(;<4hZWZ9kwEwbt zD{xRf;@VSh29xo@ThM)RekqPe3*5NwEp5#m9F` zy1sVHYAIDMq>d{u>h^;iCRGPHVB-JzCl8lSBykDpi`(PLzV%~TX6x({;R;>duA}SxUlrj5=XG9|l?JoCbcCqhRe1>k8!#{rhOaG$+BBF{u2{(>3l6alHRLh4|n(REz4@h z&}C$g{L;_^`gzFWUGIa(#c#x>g3BFS^`7(T2@Sr{F0^F$)-T{dI@|LBNj|7jyr$U# z8>}8>U}=Ko;(jF2vBNO_0j!=X`5j+pHWGvrwA29X5h)xrk)Mx#kCQ{(qMG?x74Kt% zC4<2N%>rBOm`ox}^OH^y)g8!In2c|?bbM*?6eIfNF>~Pk%da|0je5Ty1CgN@PWOgx z4cJ;KXhDjl%Y`7co1_7X{N}26d zVwCyzxj%#b4I-|th;9jS23H^);kHR!y1E&|XxZTh!#!tn-=Fx3Yx zzgoYr^4+WjP&PTz_{-uU7p6M5?m>yOBDtdt;}K^LSZfWklX)+wRL8IKQtc^z2Sb3w zRV!%iDa22>Z%+8K2OhsgywSVOg50Vu+u_% zxrB1F-hK^TdxiI{EzG$Eml#vdYyHfsY^j@uz1S?riw!S?vQjSd6qD|gH5Q;#r{3*5 zRNcuB349WdZzU@9qBJws;g#_8)hmgsyea2f3f6F~+qPCpZa?TYnBpbX-@hC%|7xH+ zGn&lKOJ>3JViq;#+Q%Reg zRXtVpxtRj#&}B&d{o+R=0JSk0vYhKP1+^|$co>uC9S;n`pb_kKewP2{J-RUTe0tkn z0f3JUv0tE*#s-rb@pRg9(%yxs0cAeK$Xt=oIl# zKDhBUiJ?WX$}6!F_dvs_oTsj1iZn3>&w{?g^Y9hx2MuC3xz#5WbUd~XA>30$u*(6B zG=QOErHoI&Aq3*pk`B+WG{V7`kXZk!1!V?}TH;*|91Y#m6$*YX$Gno<*SI-OJi!%G z%_frefug6q8iO0Zo;^BwqTDh<`LJgttX(I9zOjIGP5NSFMV-1IljJ2CT|O!p1q2A+ z-C?qi3pY8LtB}sOmT}n3*Nm!@LtU=6TLFnD!J@(?nvHcOJJ(Ag{c*jK^SP_o%#Les z>+5hK!SBhM+6)l^REOf<1(7EkzRMCxQVe&R3`6Sv2+2 zb!Cgf)!|6Y>OM^OJ>K?`UDIaLci)dSHq{$I_ynAZ*Ee|5ur*2^v-;#qDQz0lScuzYk0RbjX23MbLLdI*Ng+zA93LAME3K2Krty6NopET`(LuR!h9r;R zg;poR&c6vdFMY`%YbXJqB+50mA1`2ulyh$tWIjEajntJ|9Fm;>;E7MBhW7Jb#YXTe zrG={2eMI)Ir<(ow5=;3@LcMWj`}|6to*+8x z7XU4RtRNvTP9dFW@KlciISX}JKZ!U9b^1~;3#|YmtXdaPP>83{6U(z?peQo#mMv|){CUeHaY2?`+2SfQ!}{cpAq2-X&GCgg$ei-KFR61 zn6fMtZN07+i?=mzPn3P}-djX1QDB$`skO@`#znv4E;zkocOoX$tC)6#NA|RMj|<=} zu=aGkEnGX81J|7uNRF)7Spw#!7D*%vSTC=aV1A#ny}hk2Ho&&lvHY%eG!Z*-!ra|- zY98@_a_n2y!uM~8#hwmS389pHV z{T@w<2b_*UE+lTz-%zR${2H3Fbi(ZJrGxysWWU4Em>$y?Kje)RH`DxfT|u9GaA$

>%!+!lP54Rawcd~@QGaSutVNw2G6&rhX+|(l zMGUP-^BQvh2dI9TS4Ol(nLHB5RvCQ!aLYz7O7VQHIHDpPBmTxOpUBFffBUa-#R)Ch zTqtDlPb@=}v7JRTbW{%a;SZ?ggQIVwuqVA!bS>w9sFbABUOiqvnAh2K@l#jU;GRGA zhUx+BUd{k*CQIb09PXc@O$GX%>L&BFJolHktZPH2Y{wH#MsG92(CI|fD()w;quV}H zCuq#Q-7o6bQzB}ILc_umeG?J^*)NQgc*UGxWFZyyAa(;rXw~N^p_9MTz?^(X-ED!c zL8ljxyG=P95tLF47r9`eI8KQ*O^ulBq-8uB+TRi*>R>$VOyx?T`TJ#lWU%5@9-8lt z31?H`B6L%EtuW>v_p&%it`ohe@p_*l4mK06c^VjrCE6qZW@)0ym9 zhBG+@shkLWcm^6)#ydd=>}HQY_a-CJ`y(ws{VE;}`NiP)Y2v%lwoXyD7oWSyR636} z+t#W+Ji?A_4x(3?UdQ9*@U3}Cv5N1bL=s0TLHvR*8*L8Kk>;=6YJSoIVhiALjSj3j zNtN}Cf@ZBj5s1`f&h>PcQ?tgfR_8oXI!M3}*7$TFwIrUFa_qGy62-d&+&BTKJNW!H zeNIN;xCNXg**wxa;wZ9LqQeUmk=TxVv$56;h(^>3;%chYW17wTKOvsVTAPhenyoHz z4x@+TIb_yzO_Q~bXru{{4*MM=0eP)2c!dS+m3a~? z-Xmj;?^^}qe9~p^&bJF)taXbP>QBbwu`c%3Az_->qZzbj=M{q-3NpDjIu64)*Gnao z%O&6LFSZ5ES58qyc(Pbd6$_oTFU)Q2P-`_m+j=~KdM*_U&RJ|bY)dkB=(U;7IXs^~ zMy8#j>NL0oIqX~)e9!X!0+2*65)P58QeozG_T91W&Ng_`gtpv)WM?Z@463QSTgkYb z7}DE2Zhe3xVS8ib6U`~P5&#pu8yEdRgFxoOVy>NJ@?0Zd!0CLC3kkiOL9IqzG`(W= z3{R(76MGE3oVVEMP+|?ijTDLf@|`RiElxAz-SCw((@=iwJnw~XY8BuXYypK7YZf`( z{PhdatNHz;Q{3;F+gY3*Oy1vZcX)w;T^=w6=duD377*D%3nmn1eR9fONJwun@Jnu< z(e56?`F+SB4e=)<$?p+ZI?VFXjkRWK-5)zVy=o|iEbbgYl4Wk2MGU>Ng)6FMMQyFz zr4mJq64$K{$YzJPS;a2HC6jAM?B;i2h%DR9<}7PzazI=fc6OU*A=6QvTt%|*bK`=w zI?oj%?7KZempQM2fprm9hPkh8I_8ipMap~=4IJ`Z$`Rw7 zPfUZ%pL5YCflFHP85B;L&H9Zcax=2!k-d%Uoho3Swt+ALw6@0fXE9;EUE$vt(V{*8 z_wy|?wRSOKgCJ&)#%>IRrnqGmr`y0teOP1a8>jVA3COcES;8K$Ri&upja*B z(-L|-Se$!!NK$EWb8L^x;Ch@XQ>1*fgaMLC@(XRajFSz>I|kE-qLO}BSHlL2^aw(P zoUn)dUWrJ!e8OX184qrzd8(B&Inr2&aiVJ}tVYWOftFS3YhFD3IR;!2ybp5YV{sU8 z%ZLCe^jr@RbxBEjt6c`zia-CHTBU_hr|F}B?i^3CcWLk<=e4?q0Kq%{!l6UM8;=R> z_=TCzPaP(F+e3|()X`QNwN+B?>mF5PZgLLVA7Vo|p{g`Z`ZMBej(G&!EmURgKS@Ur zu{J!Ike-Z-!X2U8zxR85yJq+l_*lueWzM(g=EGl)R;n+Q6Zk+wn;>6|Xzlvml&YKO zH9B2lf|T&8nZo(7lH{W*1UrCTzA%}fhAYt-!CemYRVUJF84H9cZcKQd`>K`V6Dz+} z;Av5n8W&yLQoUs)g+M%!07;A@YwjDWZUholw11Pr;_otL0KO<)vBjtyDG5N!6Tcni>9Nbg;!*JQQ_o&r3#WyK*+3huIoujL18eFvVZ|cx(dgQX26g-uIvy zH`!Yk=mLqpO?i8VSac%&%pYw5Ma6tH!J_b61uHXFc}LCBW2KSrM^k!p3??f8!p=){ zI-sBuW$K)GiH1_JTR9jzpv7xgwM4yw5-_+g*d4w}(GJyUcD&BNH+}RVnKP6;hO+Fl zHGi~-wIxB9I+ODhGV-g$nS1vslWuqD&eG|AQN?1qn9JS6ICq7k9k*S^E|FDldop9Gsaf z#Z@{mzNiD?kN8g$Ak zd{#WJmnY_B)VN@7>;Wuq?iRJ)BhIh^Z5t}h>Fe!X8v4R8ZbmwXo##$0_mcKD=CE<| zEi##lkgb>6LLBb4l_km8JWhYk2*X@4f)6iV5Od+;Ovkg*p2_mXQSfcS+q#V&IvFr@ z2H!j1f<&((VQcifnNyyZTQW53tz_Sf*cU^@>skn{)NlBFivl>4RO; z;_V3(gBnm>$erDI)2WK1O&b)!SXo?b25&%y9!6G{Q5CiR($R&|1B*Nozh?ULYlUw4hS6J}&_Kp|2 z-&KI65qwuL_9FIbs!Uhos8_siLmvBH(DvS7UVFaDC@bt^_)+8RzG^ahzMprqK|-#2 zbx=c%V(2|aUsjUIsFo0GNxMk5d)fZL6b=>Y&7#Rrj9+i|cJ6{JR021lw%*#O2D3eC zbk>;#?q;s-lPf7o(#`5H_y>nA zzzA5NxK^ovgoz;Fkfdho0= zTcZyosjes$jTSucR5(wki(WFnbU8G7p1k(Rb7trA+6+{jZpY$RDJa*eO?8O#{z2c{ zUa46LbtQdkP&glg+%P)wJPGR(4dU~qDa);L zGsMm)Ig~x<#?!=9N(o&uzStU;czwu*Kts0w=D^%g)c=MwF&+0mY3m?RF)90NcGdX? zxn;iC1D0#%_t{-E=jcKax@~SUK5}3i|=!Y%! ztuDxYq+2fJ$|#9_2Y=UhbJDp)xhGpaZ+RP9a_v4cZHgXxEakcjGtY9reZgg7)}EjG zExx0qq2>pXuiabzuXw9?g!H%4S$yKLi$bqBFOtsgG%C>giG!YC6W8|mee&X;>3QD~ zOW<}S57GJ3=ZOu^Ur4zbr+cfXybK}_Sl>0`jk3*-%S!bQTu(~8ssLg#LlTL4s1!Se z`qx?CC>*1}sTvVi+m7T$DmQy@o)7PdN~t{!e&5KfDT1=^{f4oG)FSs^6cD2w3?8f| zS1U1m4JP|kLQRklj3=iE>i?Sqq92VwS%Ig?u6QtVPjr)7n~4SdN4{_XjeCV-qt@+k zR2Tq%Fb9KK|E+Nd<(_OI^DX%wN@?@gY*Ghc&>!A2A zIhq-zs??Bb!&i5asz<$|H|GOG1r!n`)?cUC|B(Lwl8yXUPEJ9C=yk;2l6p#}y z^J{UJWuh8uG??v=|4wV#A+LOzrxq8HiX9HER*@*B!|Z5ZL&H#Meuj}deNKL~UP<=HClY z6MbE=c?{+j`rQM!1mfwPw}W3ll8323rjz~-tegnvX525(L9`Y>MUuBAQX~G4n8gkf zc=4#mwt?hlMMYKAzJx0@C6(~+Qiul~cg}rhD<#DrKbQ*#3ivPkSw9H!8fQ4iu+^o8 zdwpm8QD4abe?3Tg=vNZ%6DDK3okkw!UyvFqaw`fpQ;_UY(C9+WG*VS-YvX)dlN-b7UA(E z(7*3xg+|#rvWYP&LKTWO_2XH_O}T3m`6k1vmdc|1cMaN+ua-ZYYDKPCiEGew^i_mG z93q*I=R{!zr8*IcdXOGW&wAxSd=}wccWXQ<1i|17!`0q&JM5X=DrWx2@crCiSD#+B zkKLB{*n&yA>4Lkzzm?SZ+fZY8ppUD&$9LXRCKW%mX7@VruJUc24U0887|Ue7lc4{{ zoCR{>^rgub^$dVcb&8>q3p&+5F|(oWyxgASFGGV#Vg42Y3DCZ7XvlZ;J-d()6A_sx zZ$@^iz0M*--L>h_7fiegx1d|DiOqYzbZJ zvN((9K<>&SemaR}@IO!b1#00Yvv85KweP!vLAeS#{C2>qJiI$@j?Zdt7Eg7e_VpiO z77A3qzz<$)&8eJlcWTChzHmiKP~ogjwTNJq=63&9x26+$x%SRCN`JzcRP~ zrS{4vhC))IJrk<)eBm58IuJ!4xK((k$|U-i+(qaIliv@|4qQr#9_~kWIl)$e5NpkP>v=M@Z*i!NIjZUlEr<6HN$bVj1cD0C_?yii4E!9U+w&7 z$nikyelx_9%P{_DV)#c1BLLfg;>SX-tOhLkGj0A?83)m81=@_${4WWAzto>W{Chg9 z5D`F=QsdH6RQsPM9BaX7g!Wr=_K_RsUINAgPS!S#^t`QKyhuL=Lp(g&H9l&O^nGtnegjy`q8URsghRIYmAG&94||8^@WDx}IdxP0S( zCzn6%Lb_636+he9^Vboi*4JH%{w{^&^~=KalDI_|L0SF(fGZ++*jD@TN5sP(Wo(= zreJKw#ltHH!z{Oot5xde^+pqvUI~XpE3VwY0F$t4VcLE~CNbz0*l+k`uZnlDSk3B} z$hVbsS=JiwIo#|2>a9Czf74R~0iAd09pA&lGucQ{A;@L&*nd&V#Z!)&PHyDCoA7PM zhp;VlCqZ(2*0oD*!oql63M;Qn+mf!XoVK^p7S~+123S>TjjSq6gc>YI4ZOGKFL+2v z163=ug@yU=<2CD#gg$)uaBo~g`;Woqe}p=YGBZ7xrZel2i;GpB^uMd6WMYbCGVY7X z_rkS5-D5UYVZ7R(DvS>HTKz_BO`Uh*$qUq)iHfIEB2OEa%EgddEo@&SYwdlw1F8dW zxeaxdBaI9V`-X>y>AM%0ZJU*6J5q83j%UBOmMFX4)FDynyhw|iPK71-{`$tymKy+r zJTY3kGx62O8&?sT>fhah9X=FNt-7Y=dG!W`gkxigMl&Pbi}#dczvtz?I3hM{QSHvi zgr_&m2W=xF9JWVMj_uL*XZK@Ft6QU^cl+~Cy#CFfw3X}^%eCqw%{?KswWyFmvll;M z6|RQxs0SYh+sDL${SPXb`8++qF6YDYOPhsy^0m%2Uv(v9hg zg)e3}142zcZ-Qs7?zBN3<<%9%7ahXl#j>qxQ~dBXpe4Ht9Daka66D1Tj~gt3*RQL0 z#?{T2I$J$&?t)w+s1bTwu03#syjiM2R&=~=Ayt5Pv^!5tvkh4E^RvM&L4lZM`|~4t zFabcVQlmO6pI5`lPLW(KE`iT;c5+9$7Yo+d^E(j^!cV)c%ykZD)`obI{>P#~qY7Q7 zhEG1vYn<5Z=N~l&4}N5ZusH0x`*R;OAIbe1RjR0+TGT%iHz<+|{8i;+I^~mpXZ4G- z$%jn4wD9cVJm_=Y1KobB(S`R0-$W3nBStYB2A!@#26BT&Kvz+gx4Cqa^8wQS@`bna z(kgz>Riq`l;SmJC5A!5c%go(h?q+@d*7|A)uI#jd-`;v%Qw)oPzc`#z%}HyNTbo-v z`c9VDGlso_b2tIlX14Doprb27rSmG%n%Q(%WntAO%z3e^FqhZUuDv4x?QY{amCKrZ zkM4AAOwMc|npqjYA=o}rCiymRj0u+9`GCE^WLOK5%i_r#kjdw*x-`Lov~arkRehu4 zBkAg!#KD{U%j_KCcO`kxw?@KHQHl9~)}KHDNupJh?vFN#muG+#u+Kjl2X2_FAW(!2h-&0&jLr^PLWn1r~WJ&ED&ep~s0mxqVa_t`6cEP@Qx z2;Q@u`|I=Lg>8xI5!v}>-R!%q{k1Of{aeeKN0qjW2Kiu@jAI?T)M9 z>?pbgr`&F-M5Tat&Oq5CY!=^VVv7}Eh-B$U-iN;LBrxuto~5iUcIecb;(LorQ?v4u z{46Y!$vo85nhD;=kD?$%qk@>8)gG=02R=uFqdl>yJ55Ss*;*)dV*ebg2_6;ob0s#Pzfs$(*Ly=*-i)&~oHdp#SHXit+3d;{ z?v8hV@&WP0HxcQ`QzSC&L7t7lRg;V1D}+rdp@S-~4CBNr3UkAk&%SU!Zb|1jzKn-l ztd|srhKD}meIDm$ddKG}DH>*~dWC;=_O{9X$o(xEp1{k4aXwdcgRRXXto#o4O!!M= zTFLS57xS4M9P5>~@cBCPoa0DHkiYEbrx41m{_)n9?|@W+ z*kj`^V(@xgsohY3Rm$&Un?l4cu0op@n_pTCtp-^`9%@Zbo>>xl{Wmgg7Qhe?wkCti zb+3EoLXcXcCUC%)DwHoeefIQ5se&8X`JxdMX^STK{vJ9mKN+KR{H5)~4u zbTkqv-4%1?1~3q>XnwjVK#@XrOx-2o!{S>Gy4f; z!JdF9Mm4O{ILu4z)4)|eU3wM-G@$uHOx5>OY(55THX9hSpmL!tO^b!X_WEMyc<1dy zPSDXvhQJ0}zG?Sl!-y(I0yz^Cb)jf!R7q>I%ZbWD8|D>AvRATLv$wZ+Y^B(m|Ak4; z`ryjO7Ze3H>rDIrlHump^SLV5tkkJDe;+-j++XLBNUx>BJ+xjwZL^sNN8>>)SBILr zWm>+(ku@9bn;)W|mgpNI%R9;T1fw;fd=EZa4((_RsS?s3f}yph!s#`ifvb?&3~~%^ zO6RbLZ#J@fGJMJ!)|zU1HX6OoP8LhJ0lq9P_#0;Og@zh*%ape(JP1gCsmigj(qSnK z5A!Ig*&W+Xo_E>vD%NCA!f<(i#;pbHAHBz$ARfr=*^`=xz3kAXqbV5vH@D(1o#_PMKQ^XmstXcU(Z*Rlkmgtk8e(W zvfy@&0a|N%gB%OkQoWpfit4$xXWmLp;vYe9sfPd=#h#y4^?}ve;CQ}zJ+^<%mMZP5 zFm2+mDbtZ;+#TQ3Y#+&>kTl9oYw){#xg=RSl3AIt+@L83LwvD(q>XjuPO_ zpzg!9^<<3+Wr=$E^@U#Hbo0IVZDYZ!^+6Y!lWwpV*@y3b$gz&xbAS30{?LiAIF9I(OngfLK z)}_J%M$VBp(5f)`WBDqB>=B6^>b^vnTHON~i9Zk7X*puRJR_=c^~+WjbUkuMFa@#7=afs$~*B;Fw*wiK-v4bH=r{{d`;FNz3x zunMBlpk4V?rJ8sa%ZNjxWF~}{kI{Ih<9g@c;Sj0MX%}>~ut(Z~t{UfQ)m=w^-=f}L z*!6(;={D4;qPS(*RBH44n_z2KC}N;U3T-^6qo%*5^@S#knO)_C(}oB1l=Y^Jt`*#r zRF}!SaL-g08)cw{D(Ijs<^FKd-0r|;c}O29)LAHljaBQ9E+@qtztm;F@&n|2W7Fj( z;OiTpGU4{sMzGn`AXLo;Y?UFE#)jy;e+#BhFgV+!dQ<-nai6{#)$Y|R3dP^C0OX&& z+^57Ut>%h3wQkl?Eq9(ynJeMc&oro%u4Wb&8FZVL#!r`Iw|;Ba=P3`ey0fNQ0}8`XkZE^-)yQru!M z<)bt`b`r%)k*Rl8oz`D~TL~)+B<>ISd2{VaMUka%_GWYRxm@=d@%VA2rM8#zyANm- zw`r?)NWJf8YnV-#XnS24e@;V%v2bDdXX%K~<~3><-2p2M%e7iX&D9wL&2FMVBY8cM z`x8A^G|KYHFV_Uh8`v+~XK7MN<@p&4FN${%+S*eJn~W7sm7K2+sIG8jdZang_UYak z_QhjtphV{Yu$9|vyYiaV22EPtwc({!G;uXEY$WDmclaK1bZuE>(ewPf%3r3Vy+bL? zy`1lCno!t}jC<#Bnsbp|OuV9gx=!@qXJ!}p&K=?TUvICk!4vPzS8)?vs$vC(b-z#dm678f4)1jYUH&b}q0>g<;cjq}feK1Nm;flC3AAU<{RiJ1Hs<5y2=dR}57OAKK z&EViwDpe%rV`|m$Y)T#^pWGfE2;ntk-lcyy42Uy>&ah*jK)T^)@@a9R@dIsgjN}v# zockKT>+*YQ2Fgg-!&(Cs!UW&`IPxKCQJVS|k!~rh9{)_vvsvkiGuuveu|D<{*=)<1 ziqZ#Zes($@lsd~YwrHsy?|>Kox99xLu7=!>G11SuVyk#AG=+R8*V(>oPaO(!H-w?s zqd?@gAnPCmjCDChqlTPaq0hmwOFF-&YihNMVkA-S`}UWL5^ma)h7(X!Vp1ti3(obk z>(}cOei6{zLbk&e{C!agBr69=8mVRA>tp=K2EK-)eq+s@J0+?IB16s>Z2rtnu5G_?nr>eeMJOM(9i|aZM~NaQ*Cq9^NyR_* z{03$(tx_C#bRWIe#ka}BHDMP8ZZztp57R#&)^r`VjS3F^3#yw0VU|Vq^Ee8nD!=bBNL5_rFWx_hk?rLx8gh*A(Cw^%A@Nzs|?zR6)<)2o1 zB@Q*xyQ5>dfY+Rk6SJtAUW$_lq zGJXgMRpES@apfwpb-ZChQ-L1txD#sHppXUDRl%lecC9`m9#C+7$F6O*Zfyd=`dOm5 zQBx_FTL94IVVqa(zbUtAV@)vzIoKf!op1IRXqST6x~8x*_^akSG~s{`LvK~elka}8 zdicF@Tf^=J!S7v1AkyaA<%xRkvs=lsTB;UVd%XzwiLF*J6-ZTg&wAx+GmCc58AoxW z8EHX}Ugn8M1M}}?1t!r)ktkny*i@#@YUTLBWKt6UdO908UN>vfGKxu|Le8nrj=$ip znA(ibv|0HOH}3WAan9~Od)xs6SY^0%AEp<3B$MbRGPprXX=m$2ksTA`YY$z5Pv)C_ za+BmDe4@`)_+=W6n~h0IPxkXnJx+r9PukB5mHTgz2Z-XOm|wn#(nw6oc4%__kLPm8+a!zc1|Wa~%raV=D7oo^T4k_IDjjOZBV z8Rb{`U#yZfMW0PaGxNy8x6PWZ@2BT^9e%#RZp>u&84RGfy1J&aIs13>WCuPr+81E+ z!)<-){o%l4FXtBZ?ovOJxlfoXaIF}vD z9(lj~xlPsAjt4(lIV&26tppYTaMfz47Xs3%upta{i}xbteuOcBL!7W;%-q~!oX&xC9WkFKan z#`%U*fim&^X?xlXPPxza@scu%Z!`iVANVyt!le)|(KqXGfED^2Dwp1`}vhl&`vQ z!KvyViRKR!Ui^vlI&Hb}l9c(ap3cnEc%w0T?nrt(2d9sLium0h)K(0-QAY`sl6>go zELY|o`*B?-HtOo;U7ncnZg`#*cDS4^#&#L_ixS!yw!ckcsgPEd27k{MWywShb%+vQ&VZueX{5VVa=e(MxCsZ z=z3G70$kkP+&)6xl8S!5!9z2DavKcX3~A)hGhh6LIoWfm-oR-@i@*2~OPyRAN0LZ= zP+snCU}Z^})x1ebV8p^0vRBy7PBX}eHcJxXf|cN*b&wBP9w<|}X~xevza2%4oyhe$ zz&6hm8r{sk$I3ck?_7F56|9@jB71!d-X3`IICKNAmKXV)+!W$3HCHixC@j1Ygz2mU zqN)hcKiMM_@EMBjeRPUk^MQNcG8hKLkQ<8?%*vPpM4S!v8Rc6al`*D;rbIUQ5b(Ht zNp7QPgzkvQ=ExI&K2UgaIzpAbDZH+L@z%687Yzba znQH0*7j5`p;s{BEFnYE059R8*bj9m`&o@Fp?jRt>-s4W+p5-^74o{6Sqio3PCAzHP zTX!3UDA^`|x^9hPY?vx4NFK#WYRr{z`$W6Yq2r7U$pl*2VYk%iO)zGmNE=UYeoYT} z$9_BYz)sStsP11l^9$Z@Bm{3qLzC(sU-h5%t8n~wU<~HUDf`v`amoLSz9~1I|Lu1IxCY*``RKDDxmyd$V?JaBS4a;be#Nu%D%q&-L(R2Gq%N(HZ}vG$SJ; z5)B(Ik9Gpq$B%8z4XoJwbyCA^9}gLIM~*4#EXul!+l)e78j+xHq2`O1<#+{TX)<=*{WEWPNK{ z%Gk{NfTZ-}h`YyGoStVrsqO^{*S^>g3k$1Y;HOm8mq%#n%B0)qs`Sq3mP7X_+1hdY z^-0dbgu0DP<{kQR&o}(ciTa~1*a#AZN;-Iv4CbbnT5N9Q@~9o3C-dIPgjI z>)$L3FDjgWrqXCRH9E47BrQ;2IKSbbx=J+qYjUfQ{;`yq5W<=#xpjW2TPfRPSYtXW z=7{kqyR>31Wj;QuQpuV~g#fWE2tP@Ed2w;^qY5Lt*rfG}Ywn-xVxMU|W`Q5{_6N-3vGl`_t^`@0ia-_$u`&`%7_N$t*G z;ly*R$y%&jBi_3oE2gqL@&pC)6uuS~AL|Wxpafh(^ghagdTxAoyWU(5hb(l@N65dK z;gIlLQo{VZ*0dXyzTgRh1NMp52SMc;kq`Sz<-F*9Srj80sqJP#kRT@fmp{cXTqo2Z zp%?J9u+W!%pO-}2%hf9(siX^`RZ8T8qq2CUAQa-lHUckMvz4vV=epxjI+lapYU-D& zDm!fMX9_Nt_4k0jn9Tdj-7g?Z)leliRsTk7h-#!-Ylp3FKe~PQ$+cPD&#O_T zImGui)8YogZw^D`K%!2%Mb# z$DNf0^Zs*wvmp%ODbQChdz;?qCsJ8=Gm^6X)inAH?kSHuvI<)mP{hIQj=Plki(ekv zz)qvvn9yXU9L7N0LelDVh~?BG=U~dj!r>Lv%`lMJM@5yt(n+M*Cp;H zZhOkPRPE`TZn;-502tm5vg}J$=N2!ViG9X@AN_5Wi$0sgs@0=24Cc6q=#7U0*eWx4 z{Z>r3${5{xzD0QHU^sQM=vZf7y$oJ=@`ra@HlqmQ(Vy5fcih8nW-Q!_s(E*1VVAKmhG9fL)-9!$Q2%cK z+l~@M2~=k|$)5Q^s)5ce7(#oKwms#YU5_MZ*+>$t3!+PmarHpX$?~}kN@R#s}j^tkEWSvE zQ6Z@r-18bIx}q)1*P~Jpzsl6J>jQpUFMILI@Hs$g9OkKsX1T8`UTH73oAw!L-L-Gr zQT{;&H0?9lKYzmLb3nT^17}{@cJw#=`{f9FJj$>d1De5y%5NN$`BHg4IMF3e^cb6! z5LT0>0&%BVc&&?PMQkMv2wg%VyTJ}DIQalWgyz6gme3f3=%p|DwLA0*dSH*XxfaIu zAIHiJuhc46@;jb9tHxCm5--B3eI6w*kU#jKWcR&a!)V0UnO79}fv4Hv#JU!QVa_tw z`0&agLOo@?d+%vEL!*(ZSU2WONWMkgpi^r1hR38@CftOj%9ec~hOyN{;p_j?-If1C z*?xa(l5E+sDny>pF+Rg_)q_vhjom#<?bSOb_LZN(6xXQBe^QIhvwzj_q>5Bez>NMW6I8 zg2$Qbi={SZCA!b!p9i+NI&aSxdqtMLx=0wQc>OIXJNrE#U2av;`@`YJ)`leCRYP(0 z{h%$NZY5s(VoH9vaaB^;xW*46mOt_YNVp1C*uGL`)as{@QMV&ye%vPkTlhGR&1qyB z+5AHtUuAfF%(89Q_)giK82K$TZXo?9+t$&lF8#zx5lA&NI#CLu^YnV~5Mb(t z@A79GXUc*$@lBR^<9GE;hsLt|dP5n{-QH7+4$j18!UxmFQm?yOo%+z*jPkoR7#N?W9+SG2g4q)9Hk0e19TeseZ(u`hVt>b36qtKakpA6n!TtvH_& zHD05dJXI?q<9A*GZ4-6ixuA2;6#YECF1o@!{8rRR3P#yQvL;_&*Cs$Fw1TXVl{VQ{ z^=;snjmQ?y)BGl|%)hgQIUYnR@A-SqXHv;>TrRI@<`zaaa#XpG;cSe1& zw^fU5795VP_mb46oc2=CM(P1%N{v%8TsWJa<_T)dd-eSYo{Kivi8qjMYCpKV09AS~ z@vVB_WrlYCG={wr}^y)*v#&`=_6uT zlNkSWT(6yp7^;d+dF`h8LCR2=P-;?EsKF71Dlt{<-O~)8o00lCrQ@;rf}M%-J?X4y zF4$|mZ>Hvy*HYhW>PesoecA_Fw=S9)i`*{dwlt!a>dYp$AWyPA*v=(C=Gis@zTBe? zHraA)T3aA@ziUkad6qphkghW*DOzsdoODH)faO*H7AeB$1F0yy#IYpWB z;^b}35v10*%YHA*OJMoKU3SQWWk$WR{V21+IADSZ*zklL{e8{4ti6`=C-iyIwH%(~ z6H9|#6nE-hNO+X?EImuqsX(JFFNKH2G+jaHSw8wfT2nnyH(>5#&GN3)%WvR+R97Z` z^-BkNLOzJGJ6&WQ=Jb-Bva(<0g(S=GQ^d9NgO4xX7z=lUZCAn@pyz_IJi%hd7?g-= zphbzOYTyeh3A7l6Wv>sVA|Y&1Ry7`yS4W)=Ut0(BT$KDo^)SqaU96&r>JM!VgJ<9o z%3Sg?-aVhKftc?T_0Pgbw|rw9k1;e_pT1&uGf|1g@m5%`0DDMJaBj>M^G z-;3T6QtqZ5m$HW8)PB6O@xOysEpu04Xnek?(dHI`g|RsUtO+l{n~3=M#`MN~u{c7fx#4dCA1ZcJS=B{J5@5E@ z*p!=bL=QG^ydIBUG3b#f?cq#hl0Ux5Wyb89=(OmE_4xCTzYbpzwoGsrnTlnc6SR97 zHenI#HTvuqO&Dx)rg>NvJSks3XE89)vFln0AzAAKz8VXE+~o>p)ckbCv@PzSBFu&> zpn*8wJwlr8BO1^H(sp8Yuu#TR>+3$v;U?(&b=3)2E}-9ys5WxDOxW8GKPwTIgx1mO z2DJmkiS;r(MBPdMwZxRGbE+Z;Ax28O1a_RN1=%j%GClw0-o=LbgPrvp9w_O@c}tz? z!mOlV#;qcQYe%?HDNC0+EaJkseVDUrH?RSwOJJWQS%>3+)27VD*E`Z?(h=CF)`?+& zxhaUSEQSwJhQ5b#Rq+<66nxxSJ^8>FjOZYePYvYT6CCdfs-q} z0G*u%1kuT<2m{W$RphKbZA$862dY_pr2hjTEJ)rfFN&*KaMKzsmVL$kk2wtpx&B12 zA#C?Vpq}tvxS%wegCafR{-w4pe!+cgsERYpw@)AY;`b!0K}x=nkIdT zuKC98vY|56Q@u(oK%;T0u_ zGKjz6`nc#iui;g7RvW%yhW@DO16F<2pf49SeNUd zzZS|w-y)2l56zV(!TW3e6rQ>3Sd|qojzRYCmVx{{` z+t^yoD0UIW9PMeIOM{MUieG+wtr^J2ZhQ9)c=n-oEJ4Gg0j_HnGOlF}s(+_!qPd7% zbR7jp9p|=WZZe{-t6*d#Sc5hGpwbYH36(znVms%2n$A;?tK7)qF?CD$WfqA*DNY7@ z=vqh!t7^hQ{j^17rcA*YzepMVZc&j6{B&?8V1XFmaW!tGc~2-BsO8S|A!i}zvJa`< z-%XNWiX5|t!0&2hMvAe?u(OPM;rxhKn5P}}mC=b~q11Tm9ww~weT&H{>D*agG_;Ri zo4pEaU)=COGbXL&&>M4BTjt&27pplk+FSDr8Q(JN&eg)%X|6o!LuwleGFmB%nO6FI&$+y5gOYSgCzI{n)lS8WO4|o@4e>t^zbZ0htpIS9Yj0+cW z?AIK{YQ@I6cVa{|K`J`My2<{uD`xVcuv_x0m2S@4wRekV8Bl8!ci(^=Ne$trtj)%e zo@l;tGk4B5u$z}8wBh5V&mF4(wqvf03st|=YOhPSdUE)1rVj3|KBF@ARdn)Mgx^%I z+SN%p!LJGe$P)RNWkNY2E89$>0fj2;Q<0VhnOXNgqY#&}dW~Qs7Fy{?B$@J^`T^o% z<80l$lr@3bA$(Gn;YkZNP6;gopRfvd*8(q&WdSZ#9gRNS!@+GVVZc%o&sG@e#O*-ThH%B!44GvbY87YpBlR-m+ zM))qZDlDP-2CtEK>_LPijzdv#%xfE}Jt2;tra+6O6QuC;)aSaey@q zkbZEIQuG^59gX^HQx2H@V%CH?{^3gzxm)zr`9QU!ppb{3@4ZrcDrI$!^V{%)YhP9A zB>Yv$;tD-qyc%=2_j(k2WU{$Y_U&ir2;y{=O+~I(3N|ET4fb0Hl?DS=bX^oXoOjkI zAOP{qUL6t9XwMT!#>cA#af3crz*^@}VB3tPZCS_fMh?iOaZik~bW^Rk4O23>4s~ZM z_y*BSL`AYS8C+!MKQd4!#OY0`RzI_R^3&&8?r`?CVh6zmKZPg$xJ^?2q@)|858zQS z39?wQIOK+}UC-hU1}5afOKi+EbB;UvrOp)yu3LkX?=tdoGgR=C8_SqIzt0>a!7i7$ zeaGcau7>r{N_ygBi_Ju)fn`pYw$ZI5DiU~2n4#;X;hE8$y>(95oOAk#19{v$-y}9fs$bTdm&>J{- zsR1F^u)ss^Q`esPt$dhN3%hVxN^ll!f%nLS_K;(AN#|RCeLEJG071(Bg{q?i`;u=X zA4iN4oUHuK9|HH6ECb+wo3q}N_@{9tYk9Z}wjm~L>jfyQ`?lw_blSe3k!N|uLlTD? za5xH;hMyz`O_=CB9vt_kEJ2-vw%by}?q*1r6CNo-hPNZVw8#~SmL65~_KuYgKP42@ z&g2UE1Ja&X@%KA%?rDnB4w~|k(%dY!`Uj?yn+R$N(ECVPhFwUv$HQ9ntQFf34~o4q zS2B~7&0>5%OUogQHlH#E09e+cs%-V=t-1hn;m$X%b#$e+bMA6?$$6JPm6l1<_fTV} zJfpT&dc3C6oTzG_celwhNa=3jHe=SvM~fG~`^c*_$z<-1lH!Bt{4Cv7LDsZK-TzM4!~-UpEI>*9vje{(vKgSW(n zs9e~wh?)(`dT=3$F8=y&7dJJH#%fLm!gnvU#8>qXgmO;c-;jr~Eb>7yIPd$LE3W^i zKisd-_3I$lSB^sF;+Ow!gZ6K(j8!BRc9DKon^W=kV*g+(RCX;DcG*hfDtz@HB%~>q zN>y4i&ey+k^*`{CyBd{y1DaHNCGcMW=>OU4Hh=D{ygflfLj!&Le1vFwTR7e$hK81o z;UtHcMv#V{1~_kB7WK~rb?}_7g}lKP_51!`^YLdmP=$5T7k@P(`Af1XBM5W&qwV}( zm%rz87(yMErR|x2t^C)6o0r6-eyWv6{3AylT&9J-t0jQ{EqTa%lF(=Tu;9y*VsZl31$4FjE0E!*J#0WAbYNB{r;