From 0e62be7f8b55a955dc670dab53cbf8acc5f66322 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 27 Apr 2023 13:03:35 -0700 Subject: [PATCH 001/135] Basic skeleton --- .gitignore | 2 +- .vscode/extensions.json | 5 ++++ .vscode/settings.json | 15 ++++++++++ pyproject.toml | 64 +++++++++++++++++++++++++++++++++++++++++ requirements.txt | 1 + sidekick/__init__.py | 0 sidekick/prompter.py | 7 +++++ 7 files changed, 93 insertions(+), 1 deletion(-) create mode 100644 .vscode/extensions.json create mode 100644 .vscode/settings.json create mode 100644 pyproject.toml create mode 100644 requirements.txt create mode 100644 sidekick/__init__.py create mode 100644 sidekick/prompter.py diff --git a/.gitignore b/.gitignore index 68bc17f..2dc53ca 100644 --- a/.gitignore +++ b/.gitignore @@ -157,4 +157,4 @@ cython_debug/ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore # and can be added to the global gitignore or merged into this file. For a more nuclear # option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ +.idea/ diff --git a/.vscode/extensions.json b/.vscode/extensions.json new file mode 100644 index 0000000..3a390d4 --- /dev/null +++ b/.vscode/extensions.json @@ -0,0 +1,5 @@ +{ + "recommendations": [ + "ms-python.python" + ] +} \ No newline at end of file diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..c2f20fe --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,15 @@ +{ + "[python]": { + "editor.tabSize": 4, + "editor.defaultFormatter": "ms-python.black-formatter" + }, + "files.eol": "\n", + "files.insertFinalNewline": true, + "files.trimFinalNewlines": true, + "files.trimTrailingWhitespace": true, + "python.formatting.provider": "none", + "python.linting.enabled": true, + "python.linting.flake8Enabled": true, + "python.formatting.blackArgs": ["--line-length", "120"], + "python.linting.flake8Args": ["--max-line-length=120"], +} diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..deecd23 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,64 @@ +[tool.poetry] +name = "sql-sidekick" +version = "0.0.1" +license = "Proprietary" +description = "An AI assistant for SQL" +authors = [ + "Pramit Choudhary ", + "Michal Malohlava " +] +readme = "README.md" +classifiers = [ + "Development Status :: 4 - Beta", + "Environment :: Console", + "Intended Audience :: Developers", + "License :: Other/Proprietary License", + "Programming Language :: Python", + "Programming Language :: Python :: 3.8", + "Topic :: Scientific/Engineering", + "Topic :: Scientific/Engineering :: Artificial Intelligence" +] + +[tool.poetry.dependencies] +python = "^3.8" +pandas = "^1.3.3" +numpy = "^1.21.2" +click = "^8.0.1" + + +[tool.poetry.dev-dependencies] +pylint = { version = "^2.12.2", allow-prereleases = true } +flake8 = { version = "^4.0.1", allow-prereleases = true } +black = { version = "21.12b0", allow-prereleases = true } + +[tool.black] +line-length = 120 +skip-string-normalization = true +target-version = ['py38.16'] +include = '\.pyi?$' +exclude = ''' +( + /( + \.eggs # exclude a few common directories in the + | \.git # root of the project + | \.hg + | \.mypy_cache + | \.tox + | \.venv + | _build + | buck-out + | build + | dist + )/ + | notebooks + | local +) +''' + +[tool.isort] +line_length = 120 +multi_line_output = 3 + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..90e53e7 --- /dev/null +++ b/requirements.txt @@ -0,0 +1 @@ +requirements.txtclick diff --git a/sidekick/__init__.py b/sidekick/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/sidekick/prompter.py b/sidekick/prompter.py new file mode 100644 index 0000000..bf62008 --- /dev/null +++ b/sidekick/prompter.py @@ -0,0 +1,7 @@ +import click + + +@click.group() +def main(): + pass + From fe67b9912da05b3591b78921410ac29d5c73249e Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 1 May 2023 12:14:25 -0700 Subject: [PATCH 002/135] Initial options --- Makefile | 5 +++++ __init__.py | 0 requirements.txt | 2 +- sidekick/prompter.py | 37 +++++++++++++++++++++++++++++++++++-- 4 files changed, 41 insertions(+), 3 deletions(-) create mode 100644 Makefile create mode 100644 __init__.py diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..8b18a36 --- /dev/null +++ b/Makefile @@ -0,0 +1,5 @@ +setup: ## Setup + python3 -m venv .sidekickvenv + ./.sidekickvenv/bin/python3 -m pip install --upgrade pip + ./.sidekickvenv/bin/python3 -m pip install wheel + ./.sidekickvenv/bin/python3 -m pip install -r requirements.txt diff --git a/__init__.py b/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/requirements.txt b/requirements.txt index 90e53e7..dca9a90 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1 +1 @@ -requirements.txtclick +click diff --git a/sidekick/prompter.py b/sidekick/prompter.py index bf62008..c55ab4a 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -2,6 +2,39 @@ @click.group() -def main(): - pass +@click.version_option() +def cli(): + """ """ + +@cli.group("configure") +def configure(): + """Helps in configuring local database.""" + + +@configure.command("db-setup", help="Enter information to configure postgres database locally") +@click.option("--db_name", "-n", default="postgres", help="Database name", prompt="Enter Database name") +@click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") +@click.option("--user_name", "-u", default="postgres", help="Database username", prompt="Enter username name") +@click.option( + "--password", + "-p", + default="postgres", + hide_input=True, + help="Database password", + prompt="Enter password", +) +@click.option("--port", "-P", default=5432, help="Database port", prompt="Enter port (default 5432)") +def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: int): + """Creates context for the new Database""" + click.echo(" Information supplied:\n {}, {}, {}, {}, {}".format(db_name, hostname, user_name, password, port)) + + +@cli.group("learn") +def learn(): + """Learn context.""" + + +if __name__ == "__main__": + click.echo("Welcome to the SQL Sidekick!") + cli() From 7156cd888d068ce290e124fe9682a9640cecb143 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 2 May 2023 15:47:19 -0700 Subject: [PATCH 003/135] Local db setup --- configs/db_config.json | 9 +++ pyproject.toml | 3 + sidekick/db_utils.py | 123 +++++++++++++++++++++++++++++++++++++++++ sidekick/prompter.py | 39 ++++++++++++- 4 files changed, 171 insertions(+), 3 deletions(-) create mode 100644 configs/db_config.json create mode 100644 sidekick/db_utils.py diff --git a/configs/db_config.json b/configs/db_config.json new file mode 100644 index 0000000..9cbbb80 --- /dev/null +++ b/configs/db_config.json @@ -0,0 +1,9 @@ +{ + "table_schema":{ + "sourceFormat": "postgres", + "fields": "" + }, + "sample_row": [ + + ] +} diff --git a/pyproject.toml b/pyproject.toml index deecd23..fd5c676 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -24,6 +24,9 @@ python = "^3.8" pandas = "^1.3.3" numpy = "^1.21.2" click = "^8.0.1" +sqlalchemy = "^1.4.23" +psycopg2-binary = "^2.9.6" +colorama = "^0.4.6" [tool.poetry.dev-dependencies] diff --git a/sidekick/db_utils.py b/sidekick/db_utils.py new file mode 100644 index 0000000..29adbc8 --- /dev/null +++ b/sidekick/db_utils.py @@ -0,0 +1,123 @@ +# create db with supplied info +import json +import psycopg2 as pg +import sqlalchemy +from sqlalchemy import create_engine +from psycopg2.extras import Json + + +class DBUtils: + def __init__(self, db_name, hostname, user_name, password, port) -> None: + self.db_name = db_name + self.hostname = hostname + self.user_name = user_name + self.password = password + self.port = port + self._table_name = None + self.schema_info = None + self._engine = None + + @property + def table_name(self): + return self._table_name + + @table_name.setter + def table_name(self, val): + self._table_name = val + + @property + def engine(self): + return self._engine + + def create_db(self): + engine = create_engine(f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/") + self._engine = engine + + with engine.connect() as conn: + conn.execute("commit") + # Do not substitute user-supplied database names here. + conn.execute(f"CREATE DATABASE {self.db_name}") + return + + def create_table(self): + engine = create_engine( + f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + ) + + schema_info = """ + id uuid PRIMARY KEY, + ts TIMESTAMP WITH TIME ZONE NOT NULL, + kind TEXT NOT NULL, -- or int?, + user_id TEXT, + user_name TEXT, + resource_type TEXT NOT NULL, -- or int?, + resource_id TEXT, + stream TEXT NOT NULL, + source TEXT NOT NULL, + payload jsonb NOT NULL + """ + create_syntax = f""" + CREATE TABLE IF NOT EXISTS {self.table_name} ( + {schema_info} + ) + """ + with engine.connect() as conn: + conn.execute("commit") + conn.execute(create_syntax) + return + + def has_table(self): + return sqlalchemy.inspect(self.engine).has_table(self.table_name) + + def add_samples(self): + conn = pg.connect( + database=self.db_name, user=self.user_name, password=self.password, host=self.hostname, port=self.port + ) + # Creating a cursor object using the cursor() method + conn.autocommit = True + cursor = conn.cursor() + + cursor.execute( + f"""INSERT into telemetry (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) + values ('12325678-1234-5678-1234-567812345678', + '2023-04-11 17:39:56+0000', 'EVENT', + '8cd4-476d-97e1-594b438eab7a', 'test_user', + 'resource_type_placeholder', '7de9-41b2-bd0f-854170640d6c', + 'running', 'localhost:9999', + {Json({'engineEvent': + {'pausing': {'engine': + {'cpu': 4, 'gpu': 1, 'uid': 'dfba345a-449d-4a68-8b86-942a5a576716', 'name': 'workspaces/default/daiEngines/demo-1', 'type': 'TYPE_DRIVERLESS_AI', 'creator': 'NA', 'session': '9941a93c-375b-44b4-ad4e-17836ba72e5f', 'version': '1.10.4.1', 'createTime': '2023-02-16T10:34:13Z', 'resumeTime': '2023-02-28T15:42:02Z', 'displayName': 'Demo', 'memoryBytes': '64424509440', 'storageBytes': '282394099712', 'creatorDisplayName': 'a@x.ai'} + }}})} + ) + """ + ) + cursor.execute( + f"""INSERT into telemetry (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) + values ('12335679-1234-5678-1234-567812345679', + '2023-04-11 17:49:56+0000', 'EVENT', + '8ce4-476d-97e1-594b438eab7a', 'test_user', + 'resource_type_placeholder', '7de9-41b2-bd0f-854170640d6c', + 'paused', 'localhost:9999', + {Json({'engineEvent': + {'pausing': {'engine': + {'gpu': 2, 'uid': 'rfba345a-449d-4a68-8b86-942a5a576716', 'name': 'workspaces/default/daiEngines/demo-2', 'type': 'TYPE_DRIVERLESS_AI', 'creator': 'NA', 'session': '9941a93c-375b-44b4-ad4e-17836ba72e5f', 'version': '1.10.4.1', 'createTime': '2023-02-16T10:34:13Z', 'resumeTime': '2023-02-28T15:42:02Z', 'displayName': 'Demo', 'memoryBytes': '64424509440', 'storageBytes': '282394099712', 'creatorDisplayName': 'b@x.ai'} + }}})}) + """ + ) + + cursor.execute( + f"""insert into telemetry (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) + values ('12345379-1234-5678-1234-567812345778', + '2023-04-11 18:49:56+0000', 'EVENT', + '7ce4-476d-97e1-594b438eab9a', 'test_user', + 'resource_type_placeholder', '8de3-41b2-bd0f-854170640d6c', + 'running', 'localhost:9999', + {Json({'engineEvent': + {'pausing': {'engine': + {'cpu': 10, 'uid': 'rfca345a-449d-4a68-8b86-942a5a576716', 'name': 'workspaces/default/daiEngines/demo-3', 'type': 'TYPE_DRIVERLESS_AI', 'creator': 'NA', 'session': '9941a93c-375b-44b4-ad4e-17836ba72e5f', 'version': '1.10.4.1', 'createTime': '2023-02-16T10:34:13Z', 'resumeTime': '2023-02-28T15:42:02Z', 'displayName': 'Demo', 'memoryBytes': '64424509440', 'storageBytes': '282394099712', 'creatorDisplayName': 'c@x.ai'} + }}})}) + """ + ) + + # Commit your changes in the database + conn.commit() diff --git a/sidekick/prompter.py b/sidekick/prompter.py index c55ab4a..7b69100 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,4 +1,13 @@ import click +from db_utils import DBUtils +from colorama import init +from colorama import Fore as F +from colorama import Back as B +from colorama import Style + + +def color(fore="", back="", text=None): + return f"{fore}{back}{text}{Style.RESET_ALL}" @click.group() @@ -13,13 +22,13 @@ def configure(): @configure.command("db-setup", help="Enter information to configure postgres database locally") -@click.option("--db_name", "-n", default="postgres", help="Database name", prompt="Enter Database name") +@click.option("--db_name", "-n", default="querydb", help="Database name", prompt="Enter Database name") @click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") @click.option("--user_name", "-u", default="postgres", help="Database username", prompt="Enter username name") @click.option( "--password", "-p", - default="postgres", + default="abc", hide_input=True, help="Database password", prompt="Enter password", @@ -27,7 +36,31 @@ def configure(): @click.option("--port", "-P", default=5432, help="Database port", prompt="Enter port (default 5432)") def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: int): """Creates context for the new Database""" - click.echo(" Information supplied:\n {}, {}, {}, {}, {}".format(db_name, hostname, user_name, password, port)) + click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") + try: + db_obj = DBUtils(db_name, hostname, user_name, password, port) + db_obj.create_db() + click.echo("Database created successfully!") + except Exception as e: + click.echo(f"Error creating database\n: {e}") + val = input(color(F.GREEN, "", "Would you like to create a table for the database? (y/n): ")) + if val.lower() == "y": + table_value = input("Enter table name: ") + click.echo(f"Table name: {table_value}") + # set table name + db_obj.table_name = table_value + db_obj.create_table() + + # Check if table exists; pending --> and doesn't have any rows + if db_obj.has_table(): + click.echo(f"Local table {db_obj.table_name} exists.") + val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n): ")) + if val.lower() == "y": + db_obj.add_samples() + pass + else: + click.echo("Exiting...") + return @cli.group("learn") From 4d01712f57a9d7d0979413a1f3d28eaa3a2fdc8b Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 8 May 2023 19:58:59 -0700 Subject: [PATCH 004/135] Initial flow for task generation --- Makefile | 1 + pyproject.toml | 4 +- requirements.txt | 47 +++++- sidekick/configs/__init__.py | 0 sidekick/configs/data_template.py | 13 ++ {configs => sidekick/configs}/db_config.json | 1 + sidekick/configs/prompt_template.py | 43 ++++++ sidekick/{db_utils.py => db_config.py} | 2 +- sidekick/examples/__init__.py | 0 sidekick/examples/samples.py | 146 +++++++++++++++++++ sidekick/prompter.py | 27 +++- sidekick/query.py | 106 ++++++++++++++ 12 files changed, 383 insertions(+), 7 deletions(-) create mode 100644 sidekick/configs/__init__.py create mode 100644 sidekick/configs/data_template.py rename {configs => sidekick/configs}/db_config.json (74%) create mode 100644 sidekick/configs/prompt_template.py rename sidekick/{db_utils.py => db_config.py} (99%) create mode 100644 sidekick/examples/__init__.py create mode 100644 sidekick/examples/samples.py create mode 100644 sidekick/query.py diff --git a/Makefile b/Makefile index 8b18a36..9590755 100644 --- a/Makefile +++ b/Makefile @@ -1,4 +1,5 @@ setup: ## Setup + mkdir -p ./var/lib/tmp/data python3 -m venv .sidekickvenv ./.sidekickvenv/bin/python3 -m pip install --upgrade pip ./.sidekickvenv/bin/python3 -m pip install wheel diff --git a/pyproject.toml b/pyproject.toml index fd5c676..19793e6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,13 +20,15 @@ classifiers = [ ] [tool.poetry.dependencies] -python = "^3.8" +python = ">=3.8.16,<3.10" pandas = "^1.3.3" numpy = "^1.21.2" click = "^8.0.1" sqlalchemy = "^1.4.23" psycopg2-binary = "^2.9.6" colorama = "^0.4.6" +llama_index = "^0.5.27" +loguru = "^0.7.0" [tool.poetry.dev-dependencies] diff --git a/requirements.txt b/requirements.txt index dca9a90..cf4c0b0 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1 +1,46 @@ -click +aiohttp==3.8.4 ; python_full_version >= "3.8.16" and python_version < "3.10" +aiosignal==1.3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +async-timeout==4.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +attrs==23.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +cachetools==5.3.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +certifi==2022.12.7 ; python_full_version >= "3.8.16" and python_version < "3.10" +charset-normalizer==3.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +click==8.1.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +colorama==0.4.6 ; python_full_version >= "3.8.16" and python_version < "3.10" +dataclasses-json==0.5.7 ; python_full_version >= "3.8.16" and python_version < "3.10" +frozenlist==1.3.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +gptcache==0.1.21 ; python_full_version >= "3.8.16" and python_version < "3.10" +greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_version < "3.10" or python_full_version >= "3\ +.8.16" and platform_machine == "x86_64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and pyt\ +hon_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_version < "3.10" +idna==3.4 ; python_full_version >= "3.8.16" and python_version < "3.10" +langchain==0.0.142 ; python_full_version >= "3.8.16" and python_version < "3.10" +llama-index==0.5.27 ; python_full_version >= "3.8.16" and python_version < "3.10" +loguru==0.7.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +marshmallow-enum==1.5.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +marshmallow==3.19.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +multidict==6.0.4 ; python_full_version >= "3.8.16" and python_version < "3.10" +mypy-extensions==1.0.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +numexpr==2.8.4 ; python_full_version >= "3.8.16" and python_version < "3.10" +numpy==1.24.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +openai==0.27.6 ; python_full_version >= "3.8.16" and python_version < "3.10" +openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8.16" and python_version < "3.10" +packaging==23.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +pandas==1.5.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +psycopg2-binary==2.9.6 ; python_full_version >= "3.8.16" and python_version < "3.10" +pydantic==1.10.7 ; python_full_version >= "3.8.16" and python_version < "3.10" +python-dateutil==2.8.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +pytz==2023.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +pyyaml==6.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +regex==2023.5.4 ; python_full_version >= "3.8.16" and python_version < "3.10" +requests==2.29.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +six==1.16.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +sqlalchemy==1.4.48 ; python_full_version >= "3.8.16" and python_version < "3.10" +tenacity==8.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +tiktoken==0.3.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +tqdm==4.65.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +typing-extensions==4.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +typing-inspect==0.8.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +urllib3==1.26.15 ; python_full_version >= "3.8.16" and python_version < "3.10" +win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" and sys_platform == "win32" +yarl==1.9.2 ; python_full_version >= "3.8.16" and python_version < "3.10" diff --git a/sidekick/configs/__init__.py b/sidekick/configs/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/sidekick/configs/data_template.py b/sidekick/configs/data_template.py new file mode 100644 index 0000000..76cbd01 --- /dev/null +++ b/sidekick/configs/data_template.py @@ -0,0 +1,13 @@ +# Reference: https://github.com/openai/openai-cookbook/blob/main/examples/Backtranslation_of_SQL_queries.py +question_query_samples = """ +{ + "question": "{}", + "query": "{}" +} +""" + +schema_info_template = { + "Column Name": "", + "Column Type": "", + "Sample Values": [] +} diff --git a/configs/db_config.json b/sidekick/configs/db_config.json similarity index 74% rename from configs/db_config.json rename to sidekick/configs/db_config.json index 9cbbb80..4ae9ce1 100644 --- a/configs/db_config.json +++ b/sidekick/configs/db_config.json @@ -1,4 +1,5 @@ { + "index_path": "./var/lib/tmp/data", "table_schema":{ "sourceFormat": "postgres", "fields": "" diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py new file mode 100644 index 0000000..73114cd --- /dev/null +++ b/sidekick/configs/prompt_template.py @@ -0,0 +1,43 @@ +task_prompt_template = { + "system_prompt": "Act as a Data Analyst", + "user_prompt": """ + ### For Table: {table_name} Given an input question, only list specific tasks itemized for SQL generation that answer the question. Don't generate SQL code. + Infer the return type of the question. Add a step for final output. + # Table schema:\n {schema_info} + # Example data: \n {samples} + # question:\n {question_str} + """ +} + +query_prompt_template = """ + ### System: Act as a SQL Expert + # Given an input question, only generate syntactically correct SQL queries + # Pick the SQL query which has the highest average log probability of explaining the + candidate question + ### {dialect} SQL tables + Examples:\n + {_sample_queries} + ### question: {question_format}; + # SELECT 1 + ### Tasks:\n + {_tasks} + ### Suggestions: + # Don't use aggregate and window function together; + # Avoid COUNT(*) and prefer COUNT(1); + # Return with LIMIT 100 + # Prefer NOT EXISTS to LEFT JOIN ON null id; + # Avoid using the WITH statement; + # When using DESC keep NULLs at the end + # If JSONB format found in Table schema, do pattern matching on keywords from the question + # Add explanation + """ + +debugging_prompt_template = { + "system_prompt": "Act as a SQL expert for PostgreSQL code", + "user_prompt": """ + ### Fix syntax errors for provided SQL Query. + # Add as prefix and as suffix to generated SQL + # Error: {ex_traceback} + Query:\n {qry_txt} + """ +} diff --git a/sidekick/db_utils.py b/sidekick/db_config.py similarity index 99% rename from sidekick/db_utils.py rename to sidekick/db_config.py index 29adbc8..11e8f7b 100644 --- a/sidekick/db_utils.py +++ b/sidekick/db_config.py @@ -6,7 +6,7 @@ from psycopg2.extras import Json -class DBUtils: +class DBConfig: def __init__(self, db_name, hostname, user_name, password, port) -> None: self.db_name = db_name self.hostname = hostname diff --git a/sidekick/examples/__init__.py b/sidekick/examples/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/sidekick/examples/samples.py b/sidekick/examples/samples.py new file mode 100644 index 0000000..9138deb --- /dev/null +++ b/sidekick/examples/samples.py @@ -0,0 +1,146 @@ +sample_values = """ +Column Name: id +Column Type: uuid PRIMARY KEY + +Column Name: ts +Column Type: TIMESTAMP WITH TIME ZONE NOT NULL + +Column Name: kind +Column Type: TEXT NOT NULL, -- or int? +Sample Values: ['EVENT'] + +Column Name: user_id +Column Type: TEXT + +Column Name: user_name +Column Type: TEXT + +Column Name: resource_type +Column Type: TEXT NOT NULL, -- or int? +Sample Values: ['FEATURE_STORE', 'PROJECT', 'MLOPS_EXPERIMENT', 'APP', 'APP_INSTANCE', 'MLOPS_DEPLOYMENT', +'MLOPS_DATASET', 'MLOPS_USER', 'RESOURCE_TYPE_UNSPECIFIED', 'SCORING'], 'DAI_ENGINE', 'MLOPS_MODEL'] + +Column Name: resource_id +Column Type: TEXT + +Column Name: stream +Column Type: TEXT NOT NULL +Sample Values: ['ai/h2o/cloud/mlops/deployment/created', 'ai/h2o/cloud/appstore/instance/gauge/running', +'ai/h2o/cloud/mlops/project/unshared', +'ai/h2o/cloud/mlops/gauge/project', +'ai/h2o/cloud/appstore/user/event/login', +'ai/h2o/cloud/mlops/gauge/registered-model-version', +'ai/h2o/cloud/appstore/instance/event/started', +'ai/h2o/cloud/mlops/deployment/deleted', +'ai/h2o/cloud/mlops/gauge/dataset', +'ai/h2o/cloud/fs/job/running', +'ai/h2o/engine/event/paused', +'ai/h2o/cloud/mlops/project/deleted', +'ai/h2o/engine/event/deleting', +'ai/h2o/engine/event/pausing', +'ai/h2o/cloud/mlops/gauge/deployment', +'ai/h2o/cloud/usage/global/gauge/resources', +'ai/h2o/cloud/mlops/gauge/registered-model', +'ai/h2o/cloud/appstore/instance/event/suspended', +'ai/h2o/cloud/usage/namespace/gauge/resources', +'ai/h2o/cloud/mlops/registered-model-version/created'], +'ai/h2o/cloud/mlops/project/created', +'ai/h2o/cloud/mlops/project/shared', +'ai/h2o/cloud/mlops/experiment/created', +'ai/h2o/cloud/mlops/dataset/created', +'ai/h2o/cloud/appstore/app/event/created', +'ai/h2o/cloud/appstore/instance/event/terminated', +'ai/h2o/cloud/mlops/gauge/user', +'ai/h2o/engine/event/starting', +'ai/h2o/cloud/mlops/event/scoring-result/created', +'ai/h2o/engine/event/running', +'ai/h2o/cloud/fs/job/submitted', +'ai/h2o/cloud/mlops/registered-model/created', +'ai/h2o/cloud/mlops/gauge/experiment', +'ai/h2o/document/ai/proxy', +'ai/h2o/cloud/mlops/experiment/unlinked', +'ai/h2o/cloud/fs/job/finished', +'ai/h2o/cloud/appstore/app/event/deleted', +'ai/h2o/cloud/appstore/instance/event/resumed'] + +Column Name: source +Column Type: TEXT NOT NULL + + +Column Name: payload +Column Type: jsonb NOT NULL +Sample Values: +[ +[{'mlopsEvent': {'operationCode': 'CREATE_REGISTERED_MODEL_VERSION', + 'operationMessage': 'Registered Model version created.', + 'createRegisteredModelVersion': {'modelVersion': {'id': '71e9f8ca-1539-47ad-a0cd-2c411ff8bb62', + 'model': {'id': 'd29b9a6f-d865-481c-887a-59f392f702ba', + 'projectId': 'f1f1d167-75f1-4864-9704-12ad351821f6', + 'displayName': 'swinging-beagle'}, + 'projectId': 'f1f1d167-75f1-4864-9704-12ad351821f6', + 'experiment': {'id': '6a9586d3-8705-4936-861a-9700649bfac2', + 'status': 'EXPERIMENT_STATUS_UNSPECIFIED', + 'projectId': 'f1f1d167-75f1-4864-9704-12ad351821f6', + 'displayName': 'swinging-beagle', + 'targetColumn': 'output', + 'trainingDuration': '0s'}, + 'versionNumber': '1'}}}}], + [{'mlopsEvent': {'operationCode': 'CREATE_REGISTERED_MODEL', + 'operationMessage': 'Registered model created.', + 'createRegisteredModel': {'model': {'id': '1f98399c-f528-41b0-acd2-c21178cbb830', + 'projectId': '58861d2f-8a02-4354-b808-32f1e5f8f911', + 'displayName': 'h2o3 model'}}}}], + [{'mlopsEvent': {'operationCode': 'CREATE_PROJECT', + 'projectCreated': {'project': {'id': '323a83a9-545e-40ae-a662-9355a788dd63'}}, + 'operationMessage': 'Project created.'}}], + [{'mlopsEvent': {'operationCode': 'CREATE_EXPERIMENT', + 'operationMessage': 'Experiment created.', + 'experimentCreated': {'experiment': {'id': 'bb36cccc-8012-4419-8183-29e9c10a4397', + 'status': 'EXPERIMENT_STATUS_UNSPECIFIED', + 'displayName': 'Michael Bennett', + 'targetColumn': 'Distance', + 'trainingDuration': '0s'}}}}], +] +""" + +# For few shot prompting +samples =""" +# query: Describe the table playlistsong +# answer: SELECT * FROM 'PlaylistTrack' LIMIT 3 +# query: Total number of CPUs used? +- Make use of payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu' +# answer: +SELECT sum((payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu')::integer) AS total_cpus_used +FROM telemetry +WHERE payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu' IS NOT NULL; +# query: Find the number of AI units for each user using stream for each resource type (overall) +# answer: +SELECT user_id, user_name, resource_type, date_trunc('day', ts) as start_day, + sum(AI_units) as AI_units FROM ( + SELECT user_id, user_name, resource_type, ts, + extract(epoch from ts - lag(ts) over (partition by user_id, resource_type order by ts)) / 3600 AS AI_units + FROM telemetry + WHERE stream = 'running' + ) sub GROUP BY user_id, user_name, resource_type, start_day +ORDER BY start_day DESC NULLS LAST; + +# query: Compute global usage over time +# answer: +SELECT + ts AS time_interval, + GREATEST((GREATEST((ram_gi / 64.0), (cpu / 8.0)) - gpu), 0) + (gpu * 4.0) as ai_units +FROM ( + SELECT + -- This is a gauge stream, meaning multiple sources are exporting duplicate entries during the same hour interval + ts, + -- RAM usage in Gi + COALESCE(((payload->'usageGauge'->'billingResources'->>'paddedMemoryReservationBytes')::bigint/1024.0/1024.0/1024.0), 0) AS ram_gi, + -- CPU usage in vCPU + COALESCE(((payload->'usageGauge'->'billingResources'->'paddedCpuReservationMillicpu')::int/1000.0), 0) AS cpu, + -- GPU usage in number of GPUs + COALESCE(((payload->'usageGauge'->'billingResources'->'gpuCount')::int), 0) AS gpu + FROM telemetry + WHERE stream = 'gauage_resources' +) AS internal +ORDER BY 1, 2 DESC; +""" diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 7b69100..e5395a3 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,9 +1,13 @@ +import os +import openai import click -from db_utils import DBUtils +from db_config import DBConfig from colorama import init from colorama import Fore as F from colorama import Back as B from colorama import Style +from query import generate_sql +from loguru import logger def color(fore="", back="", text=None): @@ -38,7 +42,7 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i """Creates context for the new Database""" click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") try: - db_obj = DBUtils(db_name, hostname, user_name, password, port) + db_obj = DBConfig(db_name, hostname, user_name, password, port) db_obj.create_db() click.echo("Database created successfully!") except Exception as e: @@ -57,7 +61,6 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n): ")) if val.lower() == "y": db_obj.add_samples() - pass else: click.echo("Exiting...") return @@ -65,7 +68,23 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i @cli.group("learn") def learn(): - """Learn context.""" + """Helps learn context for generation.""" + + +@cli.command() +@click.option("--table_info", "-t", help="Table info", prompt="Which table to use?") +@click.option("--question", "-q", help="Database name", prompt="Ask a question") +def query(table_info: str, question: str): + """Asks question and returns answer.""" + + os.environ["OPENAI_API_KEY"] = "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" + openai.api_key = os.getenv("OPENAI_API_KEY") + # Set context + logger.info("Setting context...") + question = "Compute the number of AI units for each user using stream for each resource type." + logger.info(f"Question: {question}") + _task = generate_sql(table_info, question) + click.echo(_task) if __name__ == "__main__": diff --git a/sidekick/query.py b/sidekick/query.py new file mode 100644 index 0000000..97ac5f1 --- /dev/null +++ b/sidekick/query.py @@ -0,0 +1,106 @@ +import sys +import os +import openai +from configs.prompt_template import debugging_prompt_template, task_prompt_template +from examples.samples import sample_values +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, SQLDatabase +from llama_index.indices.struct_store import SQLContextContainerBuilder +from loguru import logger +from sqlalchemy import create_engine +from sqlalchemy.engine import URL + + +def build_index(db_url: str, persist: bool = True, path: str = "./var/lib/tmp/data"): + engine = create_engine(db_url) + sql_database = SQLDatabase(engine) + context_builder = SQLContextContainerBuilder(sql_database) + table_schema_index = context_builder.derive_index_from_context( + GPTSimpleVectorIndex, + ) + if persist: + table_schema_index.save_to_disk(f"{path}/sql_index_check.json") + return table_schema_index + + +def generate_tasks(question_str, context_info: dict, samples, table_name: str): + keys = [table_name] + # TODO: Throw error if context_info is not a dict. + schema_info = list(map(context_info.get, keys)) + try: + system_prompt = task_prompt_template["system_prompt"] + user_prompt = task_prompt_template["user_prompt"].format( + table_name=table_name, schema_info=schema_info, samples=samples, question_str=question_str + ) + + # Role and content + query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] + # TODO ADD local model + completion = openai.ChatCompletion.create( + model="gpt-3.5-turbo-0301", + messages=query_txt, + ) + res = completion.choices[0].message["content"] + return res + except Exception as se: + ex_type, ex_value, ex_traceback = sys.exc_info() + res = ex_value.statement + return res + + +def generate_response(context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True): + try: + response = sql_index.query(input_prompt, sql_context_container=context_container) + res = response.extra_info["sql_query"] + return res + except Exception as se: + # Take the SQL and make an attempt for correction + _, ex_value, ex_traceback = sys.exc_info() + qry_txt = ex_value.statement + if attempt_fix_on_error: + try: + # Attempt to heal with simple feedback + # Reference: Teaching Large Language Models to Self-Debug, https://arxiv.org/abs/2304.05128 + print(f"Attempting to heal ...,\n {se}") + system_prompt = debugging_prompt_template["system_prompt"] + user_prompt = debugging_prompt_template["user_prompt"].format(ex_traceback, qry_txt) + # Role and content + query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] + + completion = openai.ChatCompletion.create( + model="gpt-3.5-turbo-0301", + messages=query_txt, + ) + res = completion.choices[0].message["content"] + if "SELECT" not in res: + res = qry_txt + return res + except Exception as se: + _, ex_value, ex_traceback = sys.exc_info() + res = ex_value.statement + return res + + +def generate_sql(table_name: str, input_question: str, path: str = "./var/lib/tmp/data"): + try: + # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt + # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt + host_name = "localhost" + user_name = "postgres" + passwd = "abc" + db_name = "postgres" + db_name = "querydb" + db_url = f"postgresql+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( + user_name, passwd, host_name, db_name + ) + engine = create_engine(db_url) + sql_database = SQLDatabase(engine) + context_builder = SQLContextContainerBuilder(sql_database) + + c_info = context_builder.full_context_dict + _sample_values = sample_values + task_list = generate_tasks(input_question, c_info, _sample_values, table_name) + with open(f"{path}/tasks.txt", "w") as f: + f.write(task_list) + return task_list + except Exception as se: + raise se From 35134db32b525b1a6e7bf11548717c94acbd1b21 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 9 May 2023 19:26:52 -0700 Subject: [PATCH 005/135] Support to generate and edit basic tasks --- Makefile | 1 + pyproject.toml | 1 + sidekick/prompter.py | 40 ++++++++++++++++++++++++++++++---------- 3 files changed, 32 insertions(+), 10 deletions(-) diff --git a/Makefile b/Makefile index 9590755..6f24867 100644 --- a/Makefile +++ b/Makefile @@ -1,5 +1,6 @@ setup: ## Setup mkdir -p ./var/lib/tmp/data + mkdir -p ./var/lib/tmp/.cache python3 -m venv .sidekickvenv ./.sidekickvenv/bin/python3 -m pip install --upgrade pip ./.sidekickvenv/bin/python3 -m pip install wheel diff --git a/pyproject.toml b/pyproject.toml index 19793e6..637c35e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -29,6 +29,7 @@ psycopg2-binary = "^2.9.6" colorama = "^0.4.6" llama_index = "^0.5.27" loguru = "^0.7.0" +toml = "^0.10.2" [tool.poetry.dev-dependencies] diff --git a/sidekick/prompter.py b/sidekick/prompter.py index e5395a3..001eb93 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,13 +1,19 @@ import os -import openai +from pathlib import Path + import click -from db_config import DBConfig -from colorama import init -from colorama import Fore as F +import openai +import toml from colorama import Back as B -from colorama import Style -from query import generate_sql +from colorama import Fore as F +from colorama import Style, init +from db_config import DBConfig from loguru import logger +from query import generate_sql + +# Load the config file and initialize required paths +base_path = (Path(__file__).parent / "../").resolve() +env_settings = toml.load(f"{base_path}/.env.toml") def color(fore="", back="", text=None): @@ -76,15 +82,29 @@ def learn(): @click.option("--question", "-q", help="Database name", prompt="Ask a question") def query(table_info: str, question: str): """Asks question and returns answer.""" + # Check if .env.toml file exists + api_key = env_settings["OPENAI"]["OPENAI_API_KEY"] + if api_key is None or api_key == "": + if os.getenv("OPENAI_API_KEY") is None or os.getenv("OPENAI_API_KEY") == "": + val = input( + color(F.GREEN, "", "Looks like API key is not set, would you like to set OPENAI_API_KEY? (y/n):") + ) + if val.lower() == "y": + api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY:")) + os.environ["OPENAI_API_KEY"] = api_key + openai.api_key = api_key - os.environ["OPENAI_API_KEY"] = "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" - openai.api_key = os.getenv("OPENAI_API_KEY") # Set context logger.info("Setting context...") - question = "Compute the number of AI units for each user using stream for each resource type." logger.info(f"Question: {question}") _task = generate_sql(table_info, question) - click.echo(_task) + click.echo(f"Tasks:\n {_task}") + + if _task is not None: + edit_val = click.prompt("Would you like to edit the tasks? (y/n): ") + if edit_val.lower() == "y": + _task = click.edit(_task) + click.echo(f"Tasks:\n {_task}") if __name__ == "__main__": From df620b77d4d2995ffc7405fac89c50fdf091e6df Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 10 May 2023 13:31:29 -0700 Subject: [PATCH 006/135] Basic SQL generation using tasks --- .env.toml | 2 + pyproject.toml | 2 + sidekick/configs/prompt_template.py | 8 +- .../examples/{samples.py => sample_data.py} | 2 +- sidekick/prompter.py | 33 ++- sidekick/query.py | 237 +++++++++++------- 6 files changed, 179 insertions(+), 105 deletions(-) create mode 100644 .env.toml rename sidekick/examples/{samples.py => sample_data.py} (99%) diff --git a/.env.toml b/.env.toml new file mode 100644 index 0000000..394595b --- /dev/null +++ b/.env.toml @@ -0,0 +1,2 @@ +[OPENAI] +OPENAI_API_KEY = "" diff --git a/pyproject.toml b/pyproject.toml index 637c35e..4747ea2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,6 +30,8 @@ colorama = "^0.4.6" llama_index = "^0.5.27" loguru = "^0.7.0" toml = "^0.10.2" +sqlglot = "^12.2.0" +transformers = "^4.29.0" [tool.poetry.dev-dependencies] diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 73114cd..cb078b4 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,4 +1,4 @@ -task_prompt_template = { +TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ ### For Table: {table_name} Given an input question, only list specific tasks itemized for SQL generation that answer the question. Don't generate SQL code. @@ -9,7 +9,7 @@ """ } -query_prompt_template = """ +QUERY_PROMPT = """ ### System: Act as a SQL Expert # Given an input question, only generate syntactically correct SQL queries # Pick the SQL query which has the highest average log probability of explaining the @@ -17,7 +17,7 @@ ### {dialect} SQL tables Examples:\n {_sample_queries} - ### question: {question_format}; + ### question: {_question}; # SELECT 1 ### Tasks:\n {_tasks} @@ -32,7 +32,7 @@ # Add explanation """ -debugging_prompt_template = { +DEBUGGING_PROMPT = { "system_prompt": "Act as a SQL expert for PostgreSQL code", "user_prompt": """ ### Fix syntax errors for provided SQL Query. diff --git a/sidekick/examples/samples.py b/sidekick/examples/sample_data.py similarity index 99% rename from sidekick/examples/samples.py rename to sidekick/examples/sample_data.py index 9138deb..a329807 100644 --- a/sidekick/examples/samples.py +++ b/sidekick/examples/sample_data.py @@ -104,7 +104,7 @@ """ # For few shot prompting -samples =""" +samples_queries =""" # query: Describe the table playlistsong # answer: SELECT * FROM 'PlaylistTrack' LIMIT 3 # query: Total number of CPUs used? diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 001eb93..4c74d44 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -9,7 +9,7 @@ from colorama import Style, init from db_config import DBConfig from loguru import logger -from query import generate_sql +from query import SQLGenerator # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -81,7 +81,7 @@ def learn(): @click.option("--table_info", "-t", help="Table info", prompt="Which table to use?") @click.option("--question", "-q", help="Database name", prompt="Ask a question") def query(table_info: str, question: str): - """Asks question and returns answer.""" + """Asks question and returns SQL.""" # Check if .env.toml file exists api_key = env_settings["OPENAI"]["OPENAI_API_KEY"] if api_key is None or api_key == "": @@ -97,14 +97,31 @@ def query(table_info: str, question: str): # Set context logger.info("Setting context...") logger.info(f"Question: {question}") - _task = generate_sql(table_info, question) - click.echo(f"Tasks:\n {_task}") - - if _task is not None: + # Below re-definition is temporary + host_name = "localhost" + user_name = "postgres" + passwd = "abc" + db_name = "postgres" + db_name = "querydb" + db_url = f"postgresql+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( + user_name, passwd, host_name, db_name + ) + + sql_g = SQLGenerator(db_url, api_key) + sql_g._tasks = sql_g.generate_tasks(table_info, question) + click.echo(sql_g._tasks) + + updated_tasks = None + if sql_g._tasks is not None: edit_val = click.prompt("Would you like to edit the tasks? (y/n): ") if edit_val.lower() == "y": - _task = click.edit(_task) - click.echo(f"Tasks:\n {_task}") + updated_tasks = click.edit(sql_g._tasks) + click.echo(f"Tasks:\n {updated_tasks}") + else: + click.echo("Skipping edit...") + if updated_tasks is not None: + sql_g._tasks = updated_tasks + sql_g.generate_sql(table_info, question) if __name__ == "__main__": diff --git a/sidekick/query.py b/sidekick/query.py index 97ac5f1..37087a4 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -1,106 +1,159 @@ -import sys import os +import sys + import openai -from configs.prompt_template import debugging_prompt_template, task_prompt_template -from examples.samples import sample_values -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, SQLDatabase +import sqlglot +from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT +from examples.sample_data import sample_values, samples_queries +from langchain import OpenAI +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine from sqlalchemy.engine import URL -def build_index(db_url: str, persist: bool = True, path: str = "./var/lib/tmp/data"): - engine = create_engine(db_url) - sql_database = SQLDatabase(engine) - context_builder = SQLContextContainerBuilder(sql_database) - table_schema_index = context_builder.derive_index_from_context( - GPTSimpleVectorIndex, - ) - if persist: - table_schema_index.save_to_disk(f"{path}/sql_index_check.json") - return table_schema_index - - -def generate_tasks(question_str, context_info: dict, samples, table_name: str): - keys = [table_name] - # TODO: Throw error if context_info is not a dict. - schema_info = list(map(context_info.get, keys)) - try: - system_prompt = task_prompt_template["system_prompt"] - user_prompt = task_prompt_template["user_prompt"].format( - table_name=table_name, schema_info=schema_info, samples=samples, question_str=question_str +class SQLGenerator: + def __init__(self, db_url: str, openai_key: str = None): + self.db_url = db_url + self.engine = create_engine(db_url) + self.sql_database = SQLDatabase(self.engine) + self.context_builder = SQLContextContainerBuilder(self.sql_database) + self.path = "./var/lib/tmp/data" + self._tasks = None + self.openai_key = openai_key + + def build_index(self, persist: bool = True): + # Below re-assignment of the OPENAI API key is weird but without that, it throws an error. + os.environ["OPENAI_API_KEY"] = self.openai_key + openai.api_key = self.openai_key + + table_schema_index = self.context_builder.derive_index_from_context( + GPTSimpleVectorIndex, ) + if persist: + table_schema_index.save_to_disk(f"{self.path}/sql_index_check.json") + return table_schema_index + + def _query_tasks(self, question_str, context_info: dict, samples, table_name: str): + keys = [table_name] + # TODO: Throw error if context_info is not a dict. + schema_info = list(map(context_info.get, keys)) + try: + system_prompt = TASK_PROMPT["system_prompt"] + user_prompt = TASK_PROMPT["user_prompt"].format( + table_name=table_name, schema_info=schema_info, samples=samples, question_str=question_str + ) + + # Role and content + query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] + # TODO ADD local model + completion = openai.ChatCompletion.create( + model="gpt-3.5-turbo-0301", + messages=query_txt, + ) + res = completion.choices[0].message["content"] + return res + except Exception as se: + _, ex_value, _ = sys.exc_info() + res = ex_value.statement + return res + + def generate_response(self, context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True): + try: + response = sql_index.query(input_prompt, sql_context_container=context_container) + res = response.extra_info["sql_query"] + return res + except Exception as se: + # Take the SQL and make an attempt for correction + _, ex_value, ex_traceback = sys.exc_info() + qry_txt = ex_value.statement + if attempt_fix_on_error: + try: + # Attempt to heal with simple feedback + # Reference: Teaching Large Language Models to Self-Debug, https://arxiv.org/abs/2304.05128 + logger.info(f"Attempting to heal ...,\n {se}") + system_prompt = DEBUGGING_PROMPT["system_prompt"] + user_prompt = DEBUGGING_PROMPT["user_prompt"].format(ex_traceback, qry_txt) + # Role and content + query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] + + completion = openai.ChatCompletion.create( + model="gpt-3.5-turbo-0301", + messages=query_txt, + ) + res = completion.choices[0].message["content"] + if "SELECT" not in res: + res = qry_txt + return res + except Exception as se: + _, ex_value, ex_traceback = sys.exc_info() + res = ex_value.statement + return res + + def generate_tasks(self, table_name: str, input_question: str, path: str = "./var/lib/tmp/data"): + try: + # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt + # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt + context_builder = SQLContextContainerBuilder(self.sql_database) - # Role and content - query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] - # TODO ADD local model - completion = openai.ChatCompletion.create( - model="gpt-3.5-turbo-0301", - messages=query_txt, + c_info = context_builder.full_context_dict + _sample_values = sample_values + task_list = self._query_tasks(input_question, c_info, _sample_values, table_name) + with open(f"{path}/tasks.txt", "w") as f: + f.write(task_list) + return task_list + except Exception as se: + raise se + + def generate_sql( + self, table_name: str, input_question: str, _dialect: str = "postgres", path: str = "./var/lib/tmp/data" + ): + _tasks = self.task_formatter(self._tasks) + query_str = QUERY_PROMPT.format( + dialect=_dialect, + _question=input_question.lower(), + table_name=table_name, + _sample_queries=samples_queries.lower(), + _tasks=_tasks.lower(), ) - res = completion.choices[0].message["content"] - return res - except Exception as se: - ex_type, ex_value, ex_traceback = sys.exc_info() - res = ex_value.statement - return res + logger.info(f"Prompt:\n {query_str}") + table_schema_index = self.build_index(persist=False) + self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) + context_container = self.context_builder.build_context_container() -def generate_response(context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True): - try: - response = sql_index.query(input_prompt, sql_context_container=context_container) - res = response.extra_info["sql_query"] - return res - except Exception as se: - # Take the SQL and make an attempt for correction - _, ex_value, ex_traceback = sys.exc_info() - qry_txt = ex_value.statement - if attempt_fix_on_error: - try: - # Attempt to heal with simple feedback - # Reference: Teaching Large Language Models to Self-Debug, https://arxiv.org/abs/2304.05128 - print(f"Attempting to heal ...,\n {se}") - system_prompt = debugging_prompt_template["system_prompt"] - user_prompt = debugging_prompt_template["user_prompt"].format(ex_traceback, qry_txt) - # Role and content - query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] - - completion = openai.ChatCompletion.create( - model="gpt-3.5-turbo-0301", - messages=query_txt, - ) - res = completion.choices[0].message["content"] - if "SELECT" not in res: - res = qry_txt - return res - except Exception as se: - _, ex_value, ex_traceback = sys.exc_info() - res = ex_value.statement - return res - - -def generate_sql(table_name: str, input_question: str, path: str = "./var/lib/tmp/data"): - try: - # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt - # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt - host_name = "localhost" - user_name = "postgres" - passwd = "abc" - db_name = "postgres" - db_name = "querydb" - db_url = f"postgresql+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( - user_name, passwd, host_name, db_name + # Reference: https://github.com/jerryjliu/llama_index/issues/987 + llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0, model_name="text-davinci-003")) + service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) + + index = GPTSQLStructStoreIndex( + [], sql_database=self.sql_database, table_name=table_name, service_context=service_context_gpt3 ) - engine = create_engine(db_url) - sql_database = SQLDatabase(engine) - context_builder = SQLContextContainerBuilder(sql_database) - - c_info = context_builder.full_context_dict - _sample_values = sample_values - task_list = generate_tasks(input_question, c_info, _sample_values, table_name) - with open(f"{path}/tasks.txt", "w") as f: - f.write(task_list) - return task_list - except Exception as se: - raise se + res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) + logger.info(f"Generated response:\n\n {res}") + + try: + # Check if `SQL` is formatted ---> ``` SQL_text ``` + if "```" in str(res): + res = str(res).split("```", 1)[1].split("```", 1)[0] + sqlglot.transpile(res) + except (sqlglot.errors.ParseError, RuntimeError) as e: + logger.info("We did the best we could, there might be still be some error:\n") + logger.info(f"Realized query so far:\n {res}") + return res + + def task_formatter(self, input_task: str): + # Generated format + # Tasks: + # 1. Generate a SELECT query to display all columns of the telemetry table. + # 2. Infer the return type of the question as a description of the table schema. + # 3. Final output: Return the table schema for the telemetry. + + # Converted format + # # 1. Generate a SELECT query to display all columns of the telemetry table. + # # 2. Infer the return type of the question as a description of the table schema. + res = input_task.split(".") + for _r in res[1:]: + rows = "\n".join(f"# {_r}") + return rows From 81c5b75ddaa63ed28539135f7df7ca11882673db Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 10 May 2023 15:01:14 -0700 Subject: [PATCH 007/135] Add step to edit generated SQL --- sidekick/prompter.py | 11 ++++++++++- sidekick/query.py | 1 - 2 files changed, 10 insertions(+), 2 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 4c74d44..a3760b3 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -121,7 +121,16 @@ def query(table_info: str, question: str): click.echo("Skipping edit...") if updated_tasks is not None: sql_g._tasks = updated_tasks - sql_g.generate_sql(table_info, question) + res = sql_g.generate_sql(table_info, question) + logger.info(f"Generated response:\n\n {res}") + + if res is not None: + edit_val = click.prompt("Would you like to edit the SQL? (y/n): ") + if edit_val.lower() == "y": + updated_sql = click.edit(res) + click.echo(f"Updated SQL:\n {updated_sql}") + else: + click.echo("Exiting...") if __name__ == "__main__": diff --git a/sidekick/query.py b/sidekick/query.py index 37087a4..0de7fb2 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -131,7 +131,6 @@ def generate_sql( [], sql_database=self.sql_database, table_name=table_name, service_context=service_context_gpt3 ) res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) - logger.info(f"Generated response:\n\n {res}") try: # Check if `SQL` is formatted ---> ``` SQL_text ``` From 1727a2c4b263644da9981dad9ab06157f465834a Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 10 May 2023 19:42:29 -0700 Subject: [PATCH 008/135] Fix task formatting --- sidekick/configs/prompt_template.py | 25 +++++++++++-------------- sidekick/prompter.py | 6 +++--- sidekick/query.py | 25 ++++++++++++++----------- 3 files changed, 28 insertions(+), 28 deletions(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index cb078b4..565b47a 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,12 +1,11 @@ TASK_PROMPT = { - "system_prompt": "Act as a Data Analyst", - "user_prompt": """ - ### For Table: {table_name} Given an input question, only list specific tasks itemized for SQL generation that answer the question. Don't generate SQL code. - Infer the return type of the question. Add a step for final output. - # Table schema:\n {schema_info} + "system_prompt": "Act as a Data Analyst", + "user_prompt": """ + ### For Table: {table_name} Given an input question, only return specific tasks as an ordered itemized list for SQL generation that answer the question. Don't generate SQL code. + Infer the return type of the question. Add a task to return final output. Tasks: # Example data: \n {samples} # question:\n {question_str} - """ + """, } QUERY_PROMPT = """ @@ -15,12 +14,10 @@ # Pick the SQL query which has the highest average log probability of explaining the candidate question ### {dialect} SQL tables - Examples:\n - {_sample_queries} - ### question: {_question}; + Examples:\n{_sample_queries} + ### question:\n{_question}; # SELECT 1 - ### Tasks:\n - {_tasks} + ### Tasks:\n{_tasks} ### Suggestions: # Don't use aggregate and window function together; # Avoid COUNT(*) and prefer COUNT(1); @@ -33,11 +30,11 @@ """ DEBUGGING_PROMPT = { - "system_prompt": "Act as a SQL expert for PostgreSQL code", - "user_prompt": """ + "system_prompt": "Act as a SQL expert for PostgreSQL code", + "user_prompt": """ ### Fix syntax errors for provided SQL Query. # Add as prefix and as suffix to generated SQL # Error: {ex_traceback} Query:\n {qry_txt} - """ + """, } diff --git a/sidekick/prompter.py b/sidekick/prompter.py index a3760b3..f989a75 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -113,7 +113,7 @@ def query(table_info: str, question: str): updated_tasks = None if sql_g._tasks is not None: - edit_val = click.prompt("Would you like to edit the tasks? (y/n): ") + edit_val = click.prompt("Would you like to edit the tasks? (y/n)") if edit_val.lower() == "y": updated_tasks = click.edit(sql_g._tasks) click.echo(f"Tasks:\n {updated_tasks}") @@ -122,10 +122,10 @@ def query(table_info: str, question: str): if updated_tasks is not None: sql_g._tasks = updated_tasks res = sql_g.generate_sql(table_info, question) - logger.info(f"Generated response:\n\n {res}") + logger.info(f"Generated response:\n\n{res}") if res is not None: - edit_val = click.prompt("Would you like to edit the SQL? (y/n): ") + edit_val = click.prompt("Would you like to edit the SQL? (y/n)") if edit_val.lower() == "y": updated_sql = click.edit(res) click.echo(f"Updated SQL:\n {updated_sql}") diff --git a/sidekick/query.py b/sidekick/query.py index 0de7fb2..b29e712 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -74,7 +74,7 @@ def generate_response(self, context_container, sql_index, input_prompt, attempt_ # Reference: Teaching Large Language Models to Self-Debug, https://arxiv.org/abs/2304.05128 logger.info(f"Attempting to heal ...,\n {se}") system_prompt = DEBUGGING_PROMPT["system_prompt"] - user_prompt = DEBUGGING_PROMPT["user_prompt"].format(ex_traceback, qry_txt) + user_prompt = DEBUGGING_PROMPT["user_prompt"].format(ex_traceback=ex_traceback, qry_txt=qry_txt) # Role and content query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] @@ -144,15 +144,18 @@ def generate_sql( def task_formatter(self, input_task: str): # Generated format - # Tasks: - # 1. Generate a SELECT query to display all columns of the telemetry table. - # 2. Infer the return type of the question as a description of the table schema. - # 3. Final output: Return the table schema for the telemetry. + """ + Tasks: + 1. Generate a SELECT query to display all columns of the telemetry table. + 2. Infer the return type of the question as a description of the table schema. + 3. Final output: Return the table schema for the telemetry. + """ # Converted format - # # 1. Generate a SELECT query to display all columns of the telemetry table. - # # 2. Infer the return type of the question as a description of the table schema. - res = input_task.split(".") - for _r in res[1:]: - rows = "\n".join(f"# {_r}") - return rows + """ + # 1. Generate a SELECT query to display all columns of the telemetry table. + # 2. Infer the return type of the question as a description of the table schema. + """ + _res = input_task.split("\n") + res = "\n".join([f"# {i}" for i in _res[1:]]) # Skip the first line + return res From ccb951308fd8a56262ee3d0085e7d3ac29e38a86 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Thu, 11 May 2023 09:46:03 -0700 Subject: [PATCH 009/135] Update with dev installation steps --- README.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 2ad6d58..53176d9 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,12 @@ # sql-sidekick -A simple sql assistant +A simple sql assistant (WIP) + + +# Installation +``` +1. git clone git@github.com:h2oai/sql-sidekick.git +2. cd sql-sidekick +3. make setup +4. source ./.sidekickvenv/bin/activate +5. poetry update; poetry install +``` From 120bd888a419fdf446c063b1fb24352c2c0a3575 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 11 May 2023 14:51:48 -0700 Subject: [PATCH 010/135] Cache API key in .env.toml if entered manually --- sidekick/prompter.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index f989a75..07d6f37 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -92,6 +92,11 @@ def query(table_info: str, question: str): if val.lower() == "y": api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY:")) os.environ["OPENAI_API_KEY"] = api_key + env_settings["OPENAI"]["OPENAI_API_KEY"] = api_key + # Update settings file for future use. + f = open(f"{base_path}/.env.toml", "w") + toml.dump(env_settings, f) + f.close() openai.api_key = api_key # Set context From f26af5251d1578fea586c70c284b41f7b0f7c3bb Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 11 May 2023 23:10:15 -0700 Subject: [PATCH 011/135] Minor prompt design update; added references --- pyproject.toml | 1 + requirements.txt | 29 ++++++++++++++++++++--------- sidekick/configs/prompt_template.py | 18 ++++++++++++------ 3 files changed, 33 insertions(+), 15 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 4747ea2..f57eac3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -32,6 +32,7 @@ loguru = "^0.7.0" toml = "^0.10.2" sqlglot = "^12.2.0" transformers = "^4.29.0" +torch = "^2.0.1" [tool.poetry.dev-dependencies] diff --git a/requirements.txt b/requirements.txt index cf4c0b0..c93255d 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,24 +3,29 @@ aiosignal==1.3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" async-timeout==4.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" attrs==23.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" cachetools==5.3.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -certifi==2022.12.7 ; python_full_version >= "3.8.16" and python_version < "3.10" +certifi==2023.5.7 ; python_full_version >= "3.8.16" and python_version < "3.10" charset-normalizer==3.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" click==8.1.3 ; python_full_version >= "3.8.16" and python_version < "3.10" colorama==0.4.6 ; python_full_version >= "3.8.16" and python_version < "3.10" dataclasses-json==0.5.7 ; python_full_version >= "3.8.16" and python_version < "3.10" +filelock==3.12.0 ; python_full_version >= "3.8.16" and python_version < "3.10" frozenlist==1.3.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -gptcache==0.1.21 ; python_full_version >= "3.8.16" and python_version < "3.10" -greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_version < "3.10" or python_full_version >= "3\ -.8.16" and platform_machine == "x86_64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and pyt\ -hon_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_version < "3.10" +fsspec==2023.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +gptcache==0.1.22 ; python_full_version >= "3.8.16" and python_version < "3.10" +greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "x86_64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_version < "3.10" +huggingface-hub==0.14.1 ; python_full_version >= "3.8.16" and python_version < "3.10" idna==3.4 ; python_full_version >= "3.8.16" and python_version < "3.10" +jinja2==3.1.2 ; python_full_version >= "3.8.16" and python_version < "3.10" langchain==0.0.142 ; python_full_version >= "3.8.16" and python_version < "3.10" llama-index==0.5.27 ; python_full_version >= "3.8.16" and python_version < "3.10" loguru==0.7.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +markupsafe==2.1.2 ; python_full_version >= "3.8.16" and python_version < "3.10" marshmallow-enum==1.5.1 ; python_full_version >= "3.8.16" and python_version < "3.10" marshmallow==3.19.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +mpmath==1.3.0 ; python_full_version >= "3.8.16" and python_version < "3.10" multidict==6.0.4 ; python_full_version >= "3.8.16" and python_version < "3.10" mypy-extensions==1.0.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +networkx==3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" numexpr==2.8.4 ; python_full_version >= "3.8.16" and python_version < "3.10" numpy==1.24.3 ; python_full_version >= "3.8.16" and python_version < "3.10" openai==0.27.6 ; python_full_version >= "3.8.16" and python_version < "3.10" @@ -32,15 +37,21 @@ pydantic==1.10.7 ; python_full_version >= "3.8.16" and python_version < "3.10" python-dateutil==2.8.2 ; python_full_version >= "3.8.16" and python_version < "3.10" pytz==2023.3 ; python_full_version >= "3.8.16" and python_version < "3.10" pyyaml==6.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -regex==2023.5.4 ; python_full_version >= "3.8.16" and python_version < "3.10" -requests==2.29.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +regex==2023.5.5 ; python_full_version >= "3.8.16" and python_version < "3.10" +requests==2.30.0 ; python_full_version >= "3.8.16" and python_version < "3.10" six==1.16.0 ; python_full_version >= "3.8.16" and python_version < "3.10" sqlalchemy==1.4.48 ; python_full_version >= "3.8.16" and python_version < "3.10" +sqlglot==12.2.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +sympy==1.12 ; python_full_version >= "3.8.16" and python_version < "3.10" tenacity==8.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -tiktoken==0.3.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +tiktoken==0.4.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +tokenizers==0.13.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +toml==0.10.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +torch==2.0.1 ; python_full_version >= "3.8.16" and python_version < "3.10" tqdm==4.65.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +transformers==4.29.0 ; python_full_version >= "3.8.16" and python_version < "3.10" typing-extensions==4.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" typing-inspect==0.8.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -urllib3==1.26.15 ; python_full_version >= "3.8.16" and python_version < "3.10" +urllib3==2.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" and sys_platform == "win32" yarl==1.9.2 ; python_full_version >= "3.8.16" and python_version < "3.10" diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 565b47a..d71b259 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,21 +1,27 @@ TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ - ### For Table: {table_name} Given an input question, only return specific tasks as an ordered itemized list for SQL generation that answer the question. Don't generate SQL code. - Infer the return type of the question. Add a task to return final output. Tasks: + ### For Table: {table_name} Given an input (question), only return specific tasks as an ordered itemized list for SQL generation that answer the question. Don't generate SQL code. + Infer the return type of the question. Add a task to return final output. # Example data: \n {samples} - # question:\n {question_str} + # (question):\n {question_str} + # Output format: Tasks: list of tasks """, } +# Few shot learning prompt +## Task Description +## Examples +## Prompt +# Reference: https://arxiv.org/pdf/2005.14165.pdf QUERY_PROMPT = """ ### System: Act as a SQL Expert - # Given an input question, only generate syntactically correct SQL queries + # Given an input (question), only generate syntactically correct SQL queries # Pick the SQL query which has the highest average log probability of explaining the candidate question ### {dialect} SQL tables Examples:\n{_sample_queries} - ### question:\n{_question}; + ### *question*:\n{_question}; # SELECT 1 ### Tasks:\n{_tasks} ### Suggestions: @@ -33,7 +39,7 @@ "system_prompt": "Act as a SQL expert for PostgreSQL code", "user_prompt": """ ### Fix syntax errors for provided SQL Query. - # Add as prefix and as suffix to generated SQL + # Add ``` as prefix and ``` as suffix to generated SQL # Error: {ex_traceback} Query:\n {qry_txt} """, From 686336f14fd3e9938322de4ce8de022a33f63541 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 11 May 2023 23:11:49 -0700 Subject: [PATCH 012/135] Fix pending table name param --- sidekick/db_config.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 11e8f7b..7fd8c12 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -78,7 +78,7 @@ def add_samples(self): cursor = conn.cursor() cursor.execute( - f"""INSERT into telemetry (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) + f"""INSERT into {self.table_name} (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) values ('12325678-1234-5678-1234-567812345678', '2023-04-11 17:39:56+0000', 'EVENT', '8cd4-476d-97e1-594b438eab7a', 'test_user', @@ -92,7 +92,7 @@ def add_samples(self): """ ) cursor.execute( - f"""INSERT into telemetry (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) + f"""INSERT into {self.table_name} (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) values ('12335679-1234-5678-1234-567812345679', '2023-04-11 17:49:56+0000', 'EVENT', '8ce4-476d-97e1-594b438eab7a', 'test_user', @@ -106,7 +106,7 @@ def add_samples(self): ) cursor.execute( - f"""insert into telemetry (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) + f"""insert into {self.table_name} (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) values ('12345379-1234-5678-1234-567812345778', '2023-04-11 18:49:56+0000', 'EVENT', '7ce4-476d-97e1-594b438eab9a', 'test_user', From f8f8dc515b66a007df231ae681120760dcf83181 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 11 May 2023 23:15:26 -0700 Subject: [PATCH 013/135] Catch ValueError while transpiling --- sidekick/query.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index b29e712..5f517d3 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -137,7 +137,7 @@ def generate_sql( if "```" in str(res): res = str(res).split("```", 1)[1].split("```", 1)[0] sqlglot.transpile(res) - except (sqlglot.errors.ParseError, RuntimeError) as e: + except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: logger.info("We did the best we could, there might be still be some error:\n") logger.info(f"Realized query so far:\n {res}") return res @@ -157,5 +157,6 @@ def task_formatter(self, input_task: str): # 2. Infer the return type of the question as a description of the table schema. """ _res = input_task.split("\n") - res = "\n".join([f"# {i}" for i in _res[1:]]) # Skip the first line + start_index = 1 if "Tasks" in _res[0] else 0 + res = "\n".join([f"# {i}" for i in _res[start_index:]]) # Skip the first line return res From ae16574f008af278f989504fc7fa6f1f1af8c7fa Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Thu, 11 May 2023 23:18:33 -0700 Subject: [PATCH 014/135] Update README.md --- README.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 53176d9..f48f62f 100644 --- a/README.md +++ b/README.md @@ -8,5 +8,10 @@ A simple sql assistant (WIP) 2. cd sql-sidekick 3. make setup 4. source ./.sidekickvenv/bin/activate -5. poetry update; poetry install +``` +## Start +``` +1. python sidekick/prompter.py +2. python sidekick/prompter.py configure db-setup # Setup local DB config +3. python sidekick/prompter.py query ``` From f9deda36699d2f4053369dd608fc39983093b217 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 15 May 2023 16:04:39 -0700 Subject: [PATCH 015/135] Prompt format adjustment #1 --- sidekick/configs/prompt_template.py | 24 ++++++++++++++++-------- sidekick/query.py | 14 +++++++++----- 2 files changed, 25 insertions(+), 13 deletions(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index d71b259..ca89f9e 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,11 +1,16 @@ TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ - ### For Table: {table_name} Given an input (question), only return specific tasks as an ordered itemized list for SQL generation that answer the question. Don't generate SQL code. - Infer the return type of the question. Add a task to return final output. - # Example data: \n {samples} - # (question):\n {question_str} - # Output format: Tasks: list of tasks + ### For Table: {_table_name} Given an input *Question*, only return specific and informative tasks as an ordered itemized list for SQL generation that answer the question. + Extract all of the proper nouns (generally capitalized, abbreviated) from the Samples section and add to Context section as Key, Value pair. + Use the Context section and Samples section to establish relationship when tokens from Question does not match column names. + If information is not found in Context or Samples section, attempt to reason for possible tasks but also ask questions for. + Infer the return type of the Question. Don't generate SQL code. + # Data information: \n{_data_info} + # Samples: \n{_sample_queries} + # Context: {_context} + # *Question*: {_question_str}; + # Output: Tasks: ordered list of tasks """, } @@ -16,14 +21,17 @@ # Reference: https://arxiv.org/pdf/2005.14165.pdf QUERY_PROMPT = """ ### System: Act as a SQL Expert - # Given an input (question), only generate syntactically correct SQL queries + # Given an input *Question*, only generate syntactically correct SQL queries using step by step reasoning from Tasks section. + # Extract all of the proper nouns (generally capitalized, abbreviated) from the Examples section and add to Context section as Key, Value pair. + # Use the context section to establish relationship when tokens from Question does not match column names. # Pick the SQL query which has the highest average log probability of explaining the - candidate question + candidate question. ### {dialect} SQL tables Examples:\n{_sample_queries} - ### *question*:\n{_question}; + ### *Question*: {_question}; # SELECT 1 ### Tasks:\n{_tasks} + ### Context: {_context} ### Suggestions: # Don't use aggregate and window function together; # Avoid COUNT(*) and prefer COUNT(1); diff --git a/sidekick/query.py b/sidekick/query.py index 5f517d3..6a1a993 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -6,7 +6,8 @@ from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from examples.sample_data import sample_values, samples_queries from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine @@ -35,14 +36,18 @@ def build_index(self, persist: bool = True): table_schema_index.save_to_disk(f"{self.path}/sql_index_check.json") return table_schema_index - def _query_tasks(self, question_str, context_info: dict, samples, table_name: str): + def _query_tasks(self, question_str, context_info: dict, data_info, sample_queries, table_name: str): keys = [table_name] # TODO: Throw error if context_info is not a dict. schema_info = list(map(context_info.get, keys)) try: system_prompt = TASK_PROMPT["system_prompt"] user_prompt = TASK_PROMPT["user_prompt"].format( - table_name=table_name, schema_info=schema_info, samples=samples, question_str=question_str + _table_name=table_name, + _schema_info=schema_info, + _data_info=data_info, + _sample_queries=sample_queries, + _question_str=question_str, ) # Role and content @@ -98,8 +103,7 @@ def generate_tasks(self, table_name: str, input_question: str, path: str = "./va context_builder = SQLContextContainerBuilder(self.sql_database) c_info = context_builder.full_context_dict - _sample_values = sample_values - task_list = self._query_tasks(input_question, c_info, _sample_values, table_name) + task_list = self._query_tasks(input_question, c_info, sample_values, samples_queries, table_name) with open(f"{path}/tasks.txt", "w") as f: f.write(task_list) return task_list From af69137847bbc887fa21ff82438467de425c19b7 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 15 May 2023 16:06:11 -0700 Subject: [PATCH 016/135] Possible flow to inject missed additional data context #1 --- sidekick/prompter.py | 24 ++++++++++++++++++++++-- sidekick/query.py | 9 +++++++++ 2 files changed, 31 insertions(+), 2 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 07d6f37..4545e7e 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,3 +1,4 @@ +import json import os from pathlib import Path @@ -72,9 +73,28 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i return -@cli.group("learn") -def learn(): +@cli.command() +@click.option( + "--context", + "-c", + help="Save context in memory for future use", + prompt="Would you like to add/update additional context? (y/n)?", +) +def learn(context: str): """Helps learn context for generation.""" + context_dict = """{"": "" + } + """ + if context.lower() == "y": + updated_context = click.edit(context_dict) + click.echo(f"Context:\n {updated_context}") + if updated_context: + context_dict = json.loads(updated_context) + path = f"{base_path}/var/lib/tmp/data/" + with open(f"{path}/context.json", "w") as outfile: + json.dump(context_dict, outfile, indent=4, sort_keys=False) + else: + click.echo("Value not supported. Try Y/N ...") @cli.command() diff --git a/sidekick/query.py b/sidekick/query.py index 6a1a993..dec7cf6 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -1,5 +1,7 @@ +import json import os import sys +from pathlib import Path import openai import sqlglot @@ -41,15 +43,19 @@ def _query_tasks(self, question_str, context_info: dict, data_info, sample_queri # TODO: Throw error if context_info is not a dict. schema_info = list(map(context_info.get, keys)) try: + context_file = f"{self.path}/context.json" + additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} system_prompt = TASK_PROMPT["system_prompt"] user_prompt = TASK_PROMPT["user_prompt"].format( _table_name=table_name, _schema_info=schema_info, _data_info=data_info, _sample_queries=sample_queries, + _context=str(additional_context).lower(), _question_str=question_str, ) + logger.info(f"Info: {user_prompt}") # Role and content query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] # TODO ADD local model @@ -114,11 +120,14 @@ def generate_sql( self, table_name: str, input_question: str, _dialect: str = "postgres", path: str = "./var/lib/tmp/data" ): _tasks = self.task_formatter(self._tasks) + context_file = f"{self.path}/context.json" + additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} query_str = QUERY_PROMPT.format( dialect=_dialect, _question=input_question.lower(), table_name=table_name, _sample_queries=samples_queries.lower(), + _context=str(additional_context).lower(), _tasks=_tasks.lower(), ) From e150cade08ce0b2738e6151953909afd6fdf704c Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 16 May 2023 15:49:57 -0700 Subject: [PATCH 017/135] Minor prompt design adjusments #1 --- sidekick/configs/prompt_template.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index ca89f9e..8fc74c3 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -5,7 +5,7 @@ Extract all of the proper nouns (generally capitalized, abbreviated) from the Samples section and add to Context section as Key, Value pair. Use the Context section and Samples section to establish relationship when tokens from Question does not match column names. If information is not found in Context or Samples section, attempt to reason for possible tasks but also ask questions for. - Infer the return type of the Question. Don't generate SQL code. + Infer the return type of the Question. Do not generate final SQL response, only return tasks. # Data information: \n{_data_info} # Samples: \n{_sample_queries} # Context: {_context} From 7b4abc5328d0d639252e64dc48891b65aa692575 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 16 May 2023 15:54:32 -0700 Subject: [PATCH 018/135] Cache table name for current session #1 --- sidekick/prompter.py | 20 ++++++++++++++++---- sidekick/query.py | 10 +++++----- 2 files changed, 21 insertions(+), 9 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 4545e7e..315c0bf 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -98,10 +98,22 @@ def learn(context: str): @cli.command() -@click.option("--table_info", "-t", help="Table info", prompt="Which table to use?") @click.option("--question", "-q", help="Database name", prompt="Ask a question") -def query(table_info: str, question: str): +def query(question: str): """Asks question and returns SQL.""" + + # Check if table exists + path = f"{base_path}/var/lib/tmp/data/" + table_context_file = f"{path}/table_context.json" + table_context = json.load(open(table_context_file, "r")) if Path(table_context_file).exists() else {} + if table_context: + table_name = table_context.get("tables_in_use", None) + else: + table_name = [click.prompt("Which table to use?")] + table_context["tables_in_use"] = table_name + with open(f"{path}/table_context.json", "w") as outfile: + json.dump(table_context, outfile, indent=4, sort_keys=False) + logger.info(f"Table in use: {table_name}") # Check if .env.toml file exists api_key = env_settings["OPENAI"]["OPENAI_API_KEY"] if api_key is None or api_key == "": @@ -133,7 +145,7 @@ def query(table_info: str, question: str): ) sql_g = SQLGenerator(db_url, api_key) - sql_g._tasks = sql_g.generate_tasks(table_info, question) + sql_g._tasks = sql_g.generate_tasks(table_name, question) click.echo(sql_g._tasks) updated_tasks = None @@ -146,7 +158,7 @@ def query(table_info: str, question: str): click.echo("Skipping edit...") if updated_tasks is not None: sql_g._tasks = updated_tasks - res = sql_g.generate_sql(table_info, question) + res = sql_g.generate_sql(table_name, question) logger.info(f"Generated response:\n\n{res}") if res is not None: diff --git a/sidekick/query.py b/sidekick/query.py index dec7cf6..9ae492a 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -38,10 +38,11 @@ def build_index(self, persist: bool = True): table_schema_index.save_to_disk(f"{self.path}/sql_index_check.json") return table_schema_index - def _query_tasks(self, question_str, context_info: dict, data_info, sample_queries, table_name: str): - keys = [table_name] + def _query_tasks(self, question_str, context_info: dict, data_info, sample_queries, table_name: list): + keys = table_name # TODO: Throw error if context_info is not a dict. schema_info = list(map(context_info.get, keys)) + try: context_file = f"{self.path}/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} @@ -98,8 +99,8 @@ def generate_response(self, context_container, sql_index, input_prompt, attempt_ res = qry_txt return res except Exception as se: - _, ex_value, ex_traceback = sys.exc_info() - res = ex_value.statement + # Another exception occurred, return the original SQL + res = qry_txt return res def generate_tasks(self, table_name: str, input_question: str, path: str = "./var/lib/tmp/data"): @@ -131,7 +132,6 @@ def generate_sql( _tasks=_tasks.lower(), ) - logger.info(f"Prompt:\n {query_str}") table_schema_index = self.build_index(persist=False) self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) context_container = self.context_builder.build_context_container() From 6ffd616280d99e016bb62ef7b1d0bc4c29cbc3ab Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 18 May 2023 15:18:11 -0700 Subject: [PATCH 019/135] Further adjust the prompts #1 --- sidekick/configs/prompt_template.py | 44 ++++++++++++++--------------- 1 file changed, 21 insertions(+), 23 deletions(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 8fc74c3..ef3dd74 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,16 +1,16 @@ TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ - ### For Table: {_table_name} Given an input *Question*, only return specific and informative tasks as an ordered itemized list for SQL generation that answer the question. - Extract all of the proper nouns (generally capitalized, abbreviated) from the Samples section and add to Context section as Key, Value pair. - Use the Context section and Samples section to establish relationship when tokens from Question does not match column names. - If information is not found in Context or Samples section, attempt to reason for possible tasks but also ask questions for. - Infer the return type of the Question. Do not generate final SQL response, only return tasks. - # Data information: \n{_data_info} - # Samples: \n{_sample_queries} - # Context: {_context} - # *Question*: {_question_str}; - # Output: Tasks: ordered list of tasks + ### Given an input *Question*, only return specific and informative tasks as an ordered numeric list for SQL generation that answer the question. + Use the *History* and *Context* section for co-reference and to infer relationships. + If the words in the *Question* do not match column names *Data* section; Search for them in *Context* section. + Always use *Context* with highest similarity score with the *Question*. + If no information related to the *Question* is found; attempt to predict and reason for possible tasks. + Infer the return type of the Question. Do not generate final complete SQL response, only return tasks. + # *Data:* \nFor table {_table_name} schema info is mentioned below,\n{_data_info} + # *History*: \n{_sample_queries} + # *Question*: For Table {_table_name}, {_question_str}, *Context*: {_context} + # Output: Tasks: ordered numeric list of tasks """, } @@ -21,23 +21,21 @@ # Reference: https://arxiv.org/pdf/2005.14165.pdf QUERY_PROMPT = """ ### System: Act as a SQL Expert - # Given an input *Question*, only generate syntactically correct SQL queries using step by step reasoning from Tasks section. - # Extract all of the proper nouns (generally capitalized, abbreviated) from the Examples section and add to Context section as Key, Value pair. - # Use the context section to establish relationship when tokens from Question does not match column names. + # Given an input *Question*, only generate syntactically correct SQL queries using step by step reasoning from *Tasks* section. # Pick the SQL query which has the highest average log probability of explaining the - candidate question. + candidate *Question*. ### {dialect} SQL tables - Examples:\n{_sample_queries} - ### *Question*: {_question}; + ### *History*:\n{_sample_queries} + ### *Question*: {_question} # SELECT 1 - ### Tasks:\n{_tasks} - ### Context: {_context} - ### Suggestions: - # Don't use aggregate and window function together; - # Avoid COUNT(*) and prefer COUNT(1); + ### *Tasks*:\n{_tasks} + ### *Policies for SQL generation*: + # Avoid overly complex SQL queries + # Don't use aggregate and window function together + # Use COUNT(1) instead of COUNT(*) # Return with LIMIT 100 - # Prefer NOT EXISTS to LEFT JOIN ON null id; - # Avoid using the WITH statement; + # Prefer NOT EXISTS to LEFT JOIN ON null id + # Avoid using the WITH statement # When using DESC keep NULLs at the end # If JSONB format found in Table schema, do pattern matching on keywords from the question # Add explanation From 77ded5d7b6047ed40872b52ed1529bbb0c96b1e3 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 18 May 2023 15:41:57 -0700 Subject: [PATCH 020/135] Add extra context for additional guidance #1 --- sidekick/examples/sample_data.py | 5 +--- sidekick/prompter.py | 2 +- sidekick/query.py | 41 +++++++++++++------------------- 3 files changed, 19 insertions(+), 29 deletions(-) diff --git a/sidekick/examples/sample_data.py b/sidekick/examples/sample_data.py index a329807..c5915ed 100644 --- a/sidekick/examples/sample_data.py +++ b/sidekick/examples/sample_data.py @@ -104,11 +104,8 @@ """ # For few shot prompting -samples_queries =""" -# query: Describe the table playlistsong -# answer: SELECT * FROM 'PlaylistTrack' LIMIT 3 +samples_queries = """ # query: Total number of CPUs used? -- Make use of payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu' # answer: SELECT sum((payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu')::integer) AS total_cpus_used FROM telemetry diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 315c0bf..14e4729 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -144,7 +144,7 @@ def query(question: str): user_name, passwd, host_name, db_name ) - sql_g = SQLGenerator(db_url, api_key) + sql_g = SQLGenerator(db_url, api_key, path=base_path) sql_g._tasks = sql_g.generate_tasks(table_name, question) click.echo(sql_g._tasks) diff --git a/sidekick/query.py b/sidekick/query.py index 9ae492a..3e015af 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -8,8 +8,7 @@ from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from examples.sample_data import sample_values, samples_queries from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine @@ -17,12 +16,12 @@ class SQLGenerator: - def __init__(self, db_url: str, openai_key: str = None): + def __init__(self, db_url: str, openai_key: str = None, path: str = "../var/lib/tmp/data"): self.db_url = db_url self.engine = create_engine(db_url) self.sql_database = SQLDatabase(self.engine) - self.context_builder = SQLContextContainerBuilder(self.sql_database) - self.path = "./var/lib/tmp/data" + self.context_builder = None + self.path = path self._tasks = None self.openai_key = openai_key @@ -38,25 +37,20 @@ def build_index(self, persist: bool = True): table_schema_index.save_to_disk(f"{self.path}/sql_index_check.json") return table_schema_index - def _query_tasks(self, question_str, context_info: dict, data_info, sample_queries, table_name: list): - keys = table_name - # TODO: Throw error if context_info is not a dict. - schema_info = list(map(context_info.get, keys)) - + def _query_tasks(self, question_str, data_info, sample_queries, table_name: list): try: - context_file = f"{self.path}/context.json" + context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} + system_prompt = TASK_PROMPT["system_prompt"] user_prompt = TASK_PROMPT["user_prompt"].format( _table_name=table_name, - _schema_info=schema_info, _data_info=data_info, _sample_queries=sample_queries, _context=str(additional_context).lower(), _question_str=question_str, ) - logger.info(f"Info: {user_prompt}") # Role and content query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] # TODO ADD local model @@ -103,41 +97,40 @@ def generate_response(self, context_container, sql_index, input_prompt, attempt_ res = qry_txt return res - def generate_tasks(self, table_name: str, input_question: str, path: str = "./var/lib/tmp/data"): + def generate_tasks(self, table_name: str, input_question: str): try: # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt - context_builder = SQLContextContainerBuilder(self.sql_database) - c_info = context_builder.full_context_dict - task_list = self._query_tasks(input_question, c_info, sample_values, samples_queries, table_name) - with open(f"{path}/tasks.txt", "w") as f: + task_list = self._query_tasks(input_question, sample_values, samples_queries, table_name) + with open(f"{self.path}/var/lib/tmp/data/tasks.txt", "w") as f: f.write(task_list) return task_list except Exception as se: raise se - def generate_sql( - self, table_name: str, input_question: str, _dialect: str = "postgres", path: str = "./var/lib/tmp/data" - ): + def generate_sql(self, table_name: str, input_question: str, _dialect: str = "postgres"): _tasks = self.task_formatter(self._tasks) - context_file = f"{self.path}/context.json" + context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} + query_str = QUERY_PROMPT.format( dialect=_dialect, _question=input_question.lower(), table_name=table_name, _sample_queries=samples_queries.lower(), - _context=str(additional_context).lower(), _tasks=_tasks.lower(), ) + table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} + self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) + table_schema_index = self.build_index(persist=False) self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) context_container = self.context_builder.build_context_container() # Reference: https://github.com/jerryjliu/llama_index/issues/987 - llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0, model_name="text-davinci-003")) + llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.7, model_name="text-davinci-003")) service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) index = GPTSQLStructStoreIndex( From 08e4cd4ed9e42583f94f0492d561044dd06f906d Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 23 May 2023 12:50:45 -0700 Subject: [PATCH 021/135] Simple memory to track n update context --- sidekick/memory.py | 53 ++++++++++++++++++++++++++++++++++++++++++++ sidekick/prompter.py | 47 +++++++++++++++++++++++++++++++++------ sidekick/query.py | 1 - 3 files changed, 93 insertions(+), 8 deletions(-) create mode 100644 sidekick/memory.py diff --git a/sidekick/memory.py b/sidekick/memory.py new file mode 100644 index 0000000..9a4aebb --- /dev/null +++ b/sidekick/memory.py @@ -0,0 +1,53 @@ +import json +from typing import Dict, List + + +# Reference: https://python.langchain.com/en/latest/modules/memory/examples/custom_memory.html +class EntityMemory: + def __init__(self, k, path: str = None): + self.k = k + self.track_history: List = [] + self.track_entity: List = [] + self.path = path + + def extract_entity(): + # Currently, anything tagged between below tags are extracted respectively, + # 1. From Input text: some key + # 2. From Output text: some key + { + "CPU": "payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu'", + "global usage DAI instance": "GREATEST((gpu * 4.0)) as ai_units", + "global usage": "GREATEST((GREATEST((ram_gi / 64.0), (cpu / 8.0)) - gpu), 0) + (gpu * 4.0) as ai_units", + } + + def save_context(self, info: str, extract_context: bool = True) -> Dict: + # Construct dictionary to record history + # { + # 'Query': + # 'Answer': + # } + # Extract info from the supplied text + query = " ".join(info.split(":")[1].split("\n")[0].split()).replace("'", "").replace("\/", "") + response = " ".join(info.split(":")[2].replace("'", "").replace("}", "").split()) + # TODO add additional guardrails to check if the response is a valid response. + # At-least syntactically correct SQL. + if query.strip() and "SELECT".lower() in response.lower(): + chat_history = {"Query": query, "Answer": response} + self.track_history.append(chat_history) + else: + raise ValueError("Response not valid. Please try again.") + + # Add logic for entity extraction + if extract_context: + # Generic logic pending + extracted_entity = {"GPU": "payload->'engineEvent'-> 'pausing' -> 'engine'->> 'gpu'"} + self.track_entity.append(extracted_entity) + + # persist the information for future use + res = {"history": self.track_history, "entity": self.track_entity} + + with open(f"{self.path}/var/lib/tmp/data/history.jsonl", "a") as outfile: + for entry in self.track_history: + json.dump(entry, outfile) + outfile.write("\n") + return res diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 14e4729..46cce0e 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -7,10 +7,11 @@ import toml from colorama import Back as B from colorama import Fore as F -from colorama import Style, init +from colorama import Style from db_config import DBConfig from loguru import logger from query import SQLGenerator +from memory import EntityMemory # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -73,19 +74,51 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i return -@cli.command() +@cli.group("learn") +def learn(): + """Helps in learning and building memory.""" + + +def _add_context(entity_memory: EntityMemory): + _FORMAT = '''# Add input Query and Response \n\n +"Query": "" +"Response": """""" +''' + res = click.edit(_FORMAT.replace("\t", "")) + # Check if user has entered any value + if res: + try: + entity_memory.save_context(res) + except ValueError as ve: + logger.info(f"Not a valid input. Try again") + + +@learn.command("add-context", help="Enter information to add more context") +def add_query_response(): + em = EntityMemory(k=5, path=base_path) + _add_context(em) + _more = "y" + while _more.lower() != "n" or _more.lower() != "no": + _more = click.prompt("Would you like to enter more information? (y/n)") + if _more.lower() == "y": + _add_context(em) + else: + break + + +@learn.command() @click.option( - "--context", - "-c", - help="Save context in memory for future use", + "--edit_context", + "-ec", + help="Update context in memory for future use", prompt="Would you like to add/update additional context? (y/n)?", ) -def learn(context: str): +def update_context(edit_context: str): """Helps learn context for generation.""" context_dict = """{"": "" } """ - if context.lower() == "y": + if edit_context.lower() == "y": updated_context = click.edit(context_dict) click.echo(f"Context:\n {updated_context}") if updated_context: diff --git a/sidekick/query.py b/sidekick/query.py index 3e015af..2dbc4d9 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -12,7 +12,6 @@ from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine -from sqlalchemy.engine import URL class SQLGenerator: From 10e1d61ef45f508c7017b2c044f1a670a87d0f86 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 23 May 2023 14:52:07 -0700 Subject: [PATCH 022/135] Minor prompt adjustment --- sidekick/configs/prompt_template.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index ef3dd74..cd32915 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -38,7 +38,7 @@ # Avoid using the WITH statement # When using DESC keep NULLs at the end # If JSONB format found in Table schema, do pattern matching on keywords from the question - # Add explanation + # Add explanation and reasoning for each SQL query """ DEBUGGING_PROMPT = { @@ -47,6 +47,7 @@ ### Fix syntax errors for provided SQL Query. # Add ``` as prefix and ``` as suffix to generated SQL # Error: {ex_traceback} + # Add explanation and reasoning for each SQL query Query:\n {qry_txt} """, } From 0c8ce8dfe2e62abc82617dcc1c924cbea965f149 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 23 May 2023 17:08:05 -0700 Subject: [PATCH 023/135] Update context query from saved historuy Update context queries from saved history --- sidekick/query.py | 26 ++++++++++++++++++++++++-- 1 file changed, 24 insertions(+), 2 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 2dbc4d9..14f75b9 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -36,6 +36,22 @@ def build_index(self, persist: bool = True): table_schema_index.save_to_disk(f"{self.path}/sql_index_check.json") return table_schema_index + def update_context_queries(self): + # Read the history file and update the context queries + with open(f"{self.path}/var/lib/tmp/data/history.jsonl", "r") as in_file: + for line in in_file: + # Format: + # """ + # # query: + # # answer: + # """ + query = json.loads(line)["Query"] + response = json.loads(line)["Answer"] + _new_samples = f"""# query: {query}\n# answer: {response}""" + _combined = [samples_queries, _new_samples] + new_context_queries = "\n".join(_combined) + return new_context_queries + def _query_tasks(self, question_str, data_info, sample_queries, table_name: list): try: context_file = f"{self.path}/var/lib/tmp/data/context.json" @@ -100,8 +116,12 @@ def generate_tasks(self, table_name: str, input_question: str): try: # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt + context_queries = self.update_context_queries() + + # Remove duplicates from the context queries + generate_sentence_embeddings(context_queries) - task_list = self._query_tasks(input_question, sample_values, samples_queries, table_name) + task_list = self._query_tasks(input_question, sample_values, context_queries, table_name) with open(f"{self.path}/var/lib/tmp/data/tasks.txt", "w") as f: f.write(task_list) return task_list @@ -113,11 +133,13 @@ def generate_sql(self, table_name: str, input_question: str, _dialect: str = "po context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} + # Attempt updating in-case additional context is provided + context_queries = self.update_context_queries() query_str = QUERY_PROMPT.format( dialect=_dialect, _question=input_question.lower(), table_name=table_name, - _sample_queries=samples_queries.lower(), + _sample_queries=context_queries.lower(), _tasks=_tasks.lower(), ) From e492a7283b45b942f8227f0031f31da5ca4e2899 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:08:12 -0700 Subject: [PATCH 024/135] Use all-MiniLM-L6-v1 embeddings for fast duplicate removal --- Makefile | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/Makefile b/Makefile index 6f24867..5615db6 100644 --- a/Makefile +++ b/Makefile @@ -1,7 +1,17 @@ -setup: ## Setup +sentence_transformer = s3cmd get --recursive --skip-existing s3://h2o-model-gym/models/nlp/sentence_trasnsformer/all-MiniLM-L6-v1/ ./models/sentence_transformer/all-MiniLM-L6-v1 + +.PHONY: download-models + +all: download-models + +setup: download_models ## Setup mkdir -p ./var/lib/tmp/data mkdir -p ./var/lib/tmp/.cache python3 -m venv .sidekickvenv ./.sidekickvenv/bin/python3 -m pip install --upgrade pip ./.sidekickvenv/bin/python3 -m pip install wheel ./.sidekickvenv/bin/python3 -m pip install -r requirements.txt + +download_models: + mkdir -p ./models/sentence_transformer/all-MiniLM-L6-v1 + $(sentence_transformer) From 669eff32735c462d0e4cc93a91c5d0dd10712832 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:08:44 -0700 Subject: [PATCH 025/135] Sample data format --- sidekick/examples/sample_data.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/sidekick/examples/sample_data.py b/sidekick/examples/sample_data.py index c5915ed..63bcf42 100644 --- a/sidekick/examples/sample_data.py +++ b/sidekick/examples/sample_data.py @@ -104,12 +104,15 @@ """ # For few shot prompting -samples_queries = """ +samples_queries = [ +""" # query: Total number of CPUs used? # answer: SELECT sum((payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu')::integer) AS total_cpus_used FROM telemetry WHERE payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu' IS NOT NULL; +""", +""" # query: Find the number of AI units for each user using stream for each resource type (overall) # answer: SELECT user_id, user_name, resource_type, date_trunc('day', ts) as start_day, @@ -120,7 +123,8 @@ WHERE stream = 'running' ) sub GROUP BY user_id, user_name, resource_type, start_day ORDER BY start_day DESC NULLS LAST; - +""", +""" # query: Compute global usage over time # answer: SELECT @@ -141,3 +145,4 @@ ) AS internal ORDER BY 1, 2 DESC; """ +] From c8149fe7fbf3dbed74c72b0fa63baf83a135ba01 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:15:49 -0700 Subject: [PATCH 026/135] Update content extraction strategy --- sidekick/memory.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/sidekick/memory.py b/sidekick/memory.py index 9a4aebb..e119dae 100644 --- a/sidekick/memory.py +++ b/sidekick/memory.py @@ -27,8 +27,8 @@ def save_context(self, info: str, extract_context: bool = True) -> Dict: # 'Answer': # } # Extract info from the supplied text - query = " ".join(info.split(":")[1].split("\n")[0].split()).replace("'", "").replace("\/", "") - response = " ".join(info.split(":")[2].replace("'", "").replace("}", "").split()) + query = " ".join(info.partition(":")[2].split(";")[0].strip().split()) + response = " ".join(info.partition(":")[2].split(";")[1].partition(":")[2].strip().split()) # TODO add additional guardrails to check if the response is a valid response. # At-least syntactically correct SQL. if query.strip() and "SELECT".lower() in response.lower(): From 17b48861b1ae96d6da127f0d45ddeb96e3188cd7 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:18:07 -0700 Subject: [PATCH 027/135] Update context memory option #1 --- sidekick/prompter.py | 37 ++++++++++++++----------------------- 1 file changed, 14 insertions(+), 23 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 46cce0e..44629c5 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -10,8 +10,8 @@ from colorama import Style from db_config import DBConfig from loguru import logger -from query import SQLGenerator from memory import EntityMemory +from query import SQLGenerator # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -93,41 +93,32 @@ def _add_context(entity_memory: EntityMemory): logger.info(f"Not a valid input. Try again") -@learn.command("add-context", help="Enter information to add more context") +@learn.command("add-samples", help="Helps add contextual query/answer pairs.") def add_query_response(): em = EntityMemory(k=5, path=base_path) _add_context(em) _more = "y" while _more.lower() != "n" or _more.lower() != "no": - _more = click.prompt("Would you like to enter more information? (y/n)") + _more = click.prompt("Would you like to add more samples? (y/n)") if _more.lower() == "y": _add_context(em) else: break -@learn.command() -@click.option( - "--edit_context", - "-ec", - help="Update context in memory for future use", - prompt="Would you like to add/update additional context? (y/n)?", -) -def update_context(edit_context: str): +@learn.command("update-context", help="Update context in memory for future use") +def update_context(): """Helps learn context for generation.""" - context_dict = """{"": "" - } + context_dict = """{"": ""\n} """ - if edit_context.lower() == "y": - updated_context = click.edit(context_dict) - click.echo(f"Context:\n {updated_context}") - if updated_context: - context_dict = json.loads(updated_context) - path = f"{base_path}/var/lib/tmp/data/" - with open(f"{path}/context.json", "w") as outfile: - json.dump(context_dict, outfile, indent=4, sort_keys=False) - else: - click.echo("Value not supported. Try Y/N ...") + updated_context = click.edit(context_dict) + click.echo(f"Context:\n {updated_context}") + if updated_context: + context_dict = json.loads(updated_context) + path = f"{base_path}/var/lib/tmp/data/" + with open(f"{path}/context.json", "w") as outfile: + json.dump(context_dict, outfile, indent=4, sort_keys=False) + click.echo("No content updated ...") @cli.command() From d219a0d57997fad7ca8a05f72e91980570028ce8 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:21:23 -0700 Subject: [PATCH 028/135] Use all-MiniLM-L6-v1 embeddings for fast duplicate removal --- sidekick/utils.py | 42 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 42 insertions(+) create mode 100644 sidekick/utils.py diff --git a/sidekick/utils.py b/sidekick/utils.py new file mode 100644 index 0000000..84fce89 --- /dev/null +++ b/sidekick/utils.py @@ -0,0 +1,42 @@ +from typing import Optional + +import numpy as np +import pandas as pd +from sentence_transformers import SentenceTransformer + + +def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): + # Reference: + # 1. https://www.sbert.net/docs/pretrained_models.html#sentence-embedding-models + # 2. Evaluation result: https://www.sbert.net/_static/html/models_en_sentence_embeddings.html + # 3. Model Card: https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2 + # 4. Reference: https://huggingface.co/spaces/mteb/leaderboard + # Maps sentence & paragraphs to a 384 dimensional dense vector space. + sentence_model = SentenceTransformer(model_path, device=device) + all_res = np.zeros(shape=(len(x), 0)) + res = sentence_model.encode(x, batch_size=batch_size, show_progress_bar=True) + all_res = np.hstack((all_res, res)) + del sentence_model + return all_res + + +def compute_similarity(vectors: list): + from sklearn.metrics.pairwise import cosine_similarity + + similarity = cosine_similarity(vectors) + return similarity + + +def remove_duplicates(input_x: list, model_path: str, threshold: float = 0.89): + # Remove duplicates pairs + embeddings = generate_sentence_embeddings(model_path, x=input_x, device="cpu") + similarity_scores = compute_similarity(embeddings) + + similar_indices = [(x, y) for (x, y) in np.argwhere(similarity_scores > threshold) if x != y] + # Remove identical pairs e.g. [(0, 3), (3, 0)] -> [(0, 3)] + si = [sum(tpl) for tpl in similar_indices] + dup_pairs_idx = np.where(pd.Series(si).duplicated())[0].tolist() + for _itm in dup_pairs_idx: + similar_indices.pop(_itm) + res = list(set([item[1] for item in similar_indices])) + return res From e08a0faafd32411abc1ba2827036ce9a4ffff812 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:22:53 -0700 Subject: [PATCH 029/135] Use all-MiniLM-L6-v1 embeddings for fast duplicate removal --- sidekick/query.py | 53 ++++++++++++++++++++++++++++++----------------- 1 file changed, 34 insertions(+), 19 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 14f75b9..4338d5b 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -3,15 +3,18 @@ import sys from pathlib import Path +import numpy as np import openai import sqlglot from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from examples.sample_data import sample_values, samples_queries from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine +from utils import remove_duplicates class SQLGenerator: @@ -23,6 +26,7 @@ def __init__(self, db_url: str, openai_key: str = None, path: str = "../var/lib/ self.path = path self._tasks = None self.openai_key = openai_key + self.content_queries = None def build_index(self, persist: bool = True): # Below re-assignment of the OPENAI API key is weird but without that, it throws an error. @@ -38,18 +42,21 @@ def build_index(self, persist: bool = True): def update_context_queries(self): # Read the history file and update the context queries - with open(f"{self.path}/var/lib/tmp/data/history.jsonl", "r") as in_file: - for line in in_file: - # Format: - # """ - # # query: - # # answer: - # """ - query = json.loads(line)["Query"] - response = json.loads(line)["Answer"] - _new_samples = f"""# query: {query}\n# answer: {response}""" - _combined = [samples_queries, _new_samples] - new_context_queries = "\n".join(_combined) + new_context_queries = samples_queries + history_file = f"{self.path}/var/lib/tmp/data/history.jsonl" + if Path(history_file).exists(): + with open(f"{self.path}/var/lib/tmp/data/history.jsonl", "r") as in_file: + for line in in_file: + # Format: + # """ + # # query: + # # answer: + # """ + query = json.loads(line)["Query"] + response = json.loads(line)["Answer"] + _new_samples = f"""# query: {query}\n# answer: {response}""" + new_context_queries.append(_new_samples) + return new_context_queries def _query_tasks(self, question_str, data_info, sample_queries, table_name: list): @@ -97,11 +104,11 @@ def generate_response(self, context_container, sql_index, input_prompt, attempt_ system_prompt = DEBUGGING_PROMPT["system_prompt"] user_prompt = DEBUGGING_PROMPT["user_prompt"].format(ex_traceback=ex_traceback, qry_txt=qry_txt) # Role and content - query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] + query_msg = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] completion = openai.ChatCompletion.create( model="gpt-3.5-turbo-0301", - messages=query_txt, + messages=query_msg, ) res = completion.choices[0].message["content"] if "SELECT" not in res: @@ -116,12 +123,16 @@ def generate_tasks(self, table_name: str, input_question: str): try: # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt - context_queries = self.update_context_queries() + context_queries: list = self.update_context_queries() # Remove duplicates from the context queries - generate_sentence_embeddings(context_queries) + m_path = f"{self.path}/models/sentence_transformer/all-MiniLM-L6-v1/" + duplicates_idx = remove_duplicates(context_queries, m_path) + updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() - task_list = self._query_tasks(input_question, sample_values, context_queries, table_name) + _queries = "\n".join(updated_context) + self.content_queries = _queries + task_list = self._query_tasks(input_question, sample_values, _queries.lower(), table_name) with open(f"{self.path}/var/lib/tmp/data/tasks.txt", "w") as f: f.write(task_list) return task_list @@ -134,7 +145,11 @@ def generate_sql(self, table_name: str, input_question: str, _dialect: str = "po additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} # Attempt updating in-case additional context is provided - context_queries = self.update_context_queries() + context_queries = None + if self.content_queries: + context_queries = self.content_queries + else: + context_queries = self.update_context_queries() query_str = QUERY_PROMPT.format( dialect=_dialect, _question=input_question.lower(), From 811d60e43e9ab90b47abb564eb4ec172cfe51be4 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:28:50 -0700 Subject: [PATCH 030/135] Update dependencies --- pyproject.toml | 1 + requirements.txt | 25 +++++++++++++++++-------- 2 files changed, 18 insertions(+), 8 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index f57eac3..85174f2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -32,6 +32,7 @@ loguru = "^0.7.0" toml = "^0.10.2" sqlglot = "^12.2.0" transformers = "^4.29.0" +sentence-transformers = "^2.2.2" torch = "^2.0.1" diff --git a/requirements.txt b/requirements.txt index c93255d..c45ec3b 100644 --- a/requirements.txt +++ b/requirements.txt @@ -11,11 +11,12 @@ dataclasses-json==0.5.7 ; python_full_version >= "3.8.16" and python_version < " filelock==3.12.0 ; python_full_version >= "3.8.16" and python_version < "3.10" frozenlist==1.3.3 ; python_full_version >= "3.8.16" and python_version < "3.10" fsspec==2023.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -gptcache==0.1.22 ; python_full_version >= "3.8.16" and python_version < "3.10" +gptcache==0.1.27 ; python_full_version >= "3.8.16" and python_version < "3.10" greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "x86_64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_version < "3.10" huggingface-hub==0.14.1 ; python_full_version >= "3.8.16" and python_version < "3.10" idna==3.4 ; python_full_version >= "3.8.16" and python_version < "3.10" jinja2==3.1.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +joblib==1.2.0 ; python_full_version >= "3.8.16" and python_version < "3.10" langchain==0.0.142 ; python_full_version >= "3.8.16" and python_version < "3.10" llama-index==0.5.27 ; python_full_version >= "3.8.16" and python_version < "3.10" loguru==0.7.0 ; python_full_version >= "3.8.16" and python_version < "3.10" @@ -26,32 +27,40 @@ mpmath==1.3.0 ; python_full_version >= "3.8.16" and python_version < "3.10" multidict==6.0.4 ; python_full_version >= "3.8.16" and python_version < "3.10" mypy-extensions==1.0.0 ; python_full_version >= "3.8.16" and python_version < "3.10" networkx==3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +nltk==3.8.1 ; python_full_version >= "3.8.16" and python_version < "3.10" numexpr==2.8.4 ; python_full_version >= "3.8.16" and python_version < "3.10" numpy==1.24.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -openai==0.27.6 ; python_full_version >= "3.8.16" and python_version < "3.10" +openai==0.27.7 ; python_full_version >= "3.8.16" and python_version < "3.10" openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8.16" and python_version < "3.10" packaging==23.1 ; python_full_version >= "3.8.16" and python_version < "3.10" pandas==1.5.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +pillow==9.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" psycopg2-binary==2.9.6 ; python_full_version >= "3.8.16" and python_version < "3.10" -pydantic==1.10.7 ; python_full_version >= "3.8.16" and python_version < "3.10" +pydantic==1.10.8 ; python_full_version >= "3.8.16" and python_version < "3.10" python-dateutil==2.8.2 ; python_full_version >= "3.8.16" and python_version < "3.10" pytz==2023.3 ; python_full_version >= "3.8.16" and python_version < "3.10" pyyaml==6.0 ; python_full_version >= "3.8.16" and python_version < "3.10" regex==2023.5.5 ; python_full_version >= "3.8.16" and python_version < "3.10" -requests==2.30.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +requests==2.31.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +scikit-learn==1.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +scipy==1.10.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +sentence-transformers==2.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +sentencepiece==0.1.99 ; python_full_version >= "3.8.16" and python_version < "3.10" six==1.16.0 ; python_full_version >= "3.8.16" and python_version < "3.10" sqlalchemy==1.4.48 ; python_full_version >= "3.8.16" and python_version < "3.10" -sqlglot==12.2.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +sqlglot==12.4.0 ; python_full_version >= "3.8.16" and python_version < "3.10" sympy==1.12 ; python_full_version >= "3.8.16" and python_version < "3.10" tenacity==8.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +threadpoolctl==3.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" tiktoken==0.4.0 ; python_full_version >= "3.8.16" and python_version < "3.10" tokenizers==0.13.3 ; python_full_version >= "3.8.16" and python_version < "3.10" toml==0.10.2 ; python_full_version >= "3.8.16" and python_version < "3.10" torch==2.0.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +torchvision==0.15.2 ; python_full_version >= "3.8.16" and python_version < "3.10" tqdm==4.65.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -transformers==4.29.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -typing-extensions==4.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -typing-inspect==0.8.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +transformers==4.29.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +typing-extensions==4.6.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +typing-inspect==0.9.0 ; python_full_version >= "3.8.16" and python_version < "3.10" urllib3==2.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" and sys_platform == "win32" yarl==1.9.2 ; python_full_version >= "3.8.16" and python_version < "3.10" From f84c8481b2aa41733dd0721e8e44b41d604276ee Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 16:59:10 -0700 Subject: [PATCH 031/135] Check if updated context exists #1 --- sidekick/prompter.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 44629c5..8e7fee7 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -118,7 +118,8 @@ def update_context(): path = f"{base_path}/var/lib/tmp/data/" with open(f"{path}/context.json", "w") as outfile: json.dump(context_dict, outfile, indent=4, sort_keys=False) - click.echo("No content updated ...") + else: + click.echo("No content updated ...") @cli.command() From b7c94b0203199ea43ac1057caa9e01975ebe76c3 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 25 May 2023 20:57:42 -0700 Subject: [PATCH 032/135] Fix duplicate removal #1 --- sidekick/query.py | 1 + sidekick/utils.py | 10 +++++----- 2 files changed, 6 insertions(+), 5 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 4338d5b..1b02f7f 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -158,6 +158,7 @@ def generate_sql(self, table_name: str, input_question: str, _dialect: str = "po _tasks=_tasks.lower(), ) + logger.debug(f"Query Prompt:\n{query_str}") table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) diff --git a/sidekick/utils.py b/sidekick/utils.py index 84fce89..6782aa5 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -31,12 +31,12 @@ def remove_duplicates(input_x: list, model_path: str, threshold: float = 0.89): # Remove duplicates pairs embeddings = generate_sentence_embeddings(model_path, x=input_x, device="cpu") similarity_scores = compute_similarity(embeddings) - similar_indices = [(x, y) for (x, y) in np.argwhere(similarity_scores > threshold) if x != y] + # Remove identical pairs e.g. [(0, 3), (3, 0)] -> [(0, 3)] - si = [sum(tpl) for tpl in similar_indices] + si = [similarity_scores[tpl] for tpl in similar_indices] dup_pairs_idx = np.where(pd.Series(si).duplicated())[0].tolist() - for _itm in dup_pairs_idx: - similar_indices.pop(_itm) - res = list(set([item[1] for item in similar_indices])) + remove_vals = [similar_indices[_itm] for _itm in dup_pairs_idx] + [similar_indices.remove(_itm) for _itm in remove_vals] + res = list(set([item[0] for item in similar_indices])) return res From a4ca238d610fd11e281f6b9c721da382265d21af Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 26 May 2023 22:36:33 -0700 Subject: [PATCH 033/135] Memory format update #1 --- sidekick/memory.py | 5 +++-- sidekick/prompter.py | 17 ++++++++++++----- 2 files changed, 15 insertions(+), 7 deletions(-) diff --git a/sidekick/memory.py b/sidekick/memory.py index e119dae..4d06372 100644 --- a/sidekick/memory.py +++ b/sidekick/memory.py @@ -27,8 +27,9 @@ def save_context(self, info: str, extract_context: bool = True) -> Dict: # 'Answer': # } # Extract info from the supplied text - query = " ".join(info.partition(":")[2].split(";")[0].strip().split()) - response = " ".join(info.partition(":")[2].split(";")[1].partition(":")[2].strip().split()) + split_token = ";" + query = " ".join(info.partition(":")[2].split(split_token)[0].strip().split()) + response = " ".join(info.partition(":")[2].split(split_token)[1].partition(":")[2].strip().split()) # TODO add additional guardrails to check if the response is a valid response. # At-least syntactically correct SQL. if query.strip() and "SELECT".lower() in response.lower(): diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 8e7fee7..3654dba 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -81,7 +81,7 @@ def learn(): def _add_context(entity_memory: EntityMemory): _FORMAT = '''# Add input Query and Response \n\n -"Query": "" +"Query": "";\n "Response": """""" ''' res = click.edit(_FORMAT.replace("\t", "")) @@ -109,17 +109,24 @@ def add_query_response(): @learn.command("update-context", help="Update context in memory for future use") def update_context(): """Helps learn context for generation.""" - context_dict = """{"": ""\n} + context_dict = """{\n"": ""\n} """ - updated_context = click.edit(context_dict) - click.echo(f"Context:\n {updated_context}") + content_file_path = f"{base_path}/var/lib/tmp/data/context.json" + if Path(f"{base_path}/var/lib/tmp/data/context.json").exists(): + context_dict = json.load(open(content_file_path, "r")) + context_dict[""] = "" in context_dict: + del context_dict[""] path = f"{base_path}/var/lib/tmp/data/" with open(f"{path}/context.json", "w") as outfile: json.dump(context_dict, outfile, indent=4, sort_keys=False) else: - click.echo("No content updated ...") + logger.debug("No content updated ...") @cli.command() From a064450451cd11c28afb925fd7786295b2881910 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 29 May 2023 19:53:26 -0700 Subject: [PATCH 034/135] Extract entity from Qs n fix tracking #1 --- sidekick/memory.py | 49 +++++++++++++++++++++++++++++--------------- sidekick/prompter.py | 4 ++-- sidekick/query.py | 6 ++---- 3 files changed, 36 insertions(+), 23 deletions(-) diff --git a/sidekick/memory.py b/sidekick/memory.py index 4d06372..e23b299 100644 --- a/sidekick/memory.py +++ b/sidekick/memory.py @@ -1,5 +1,7 @@ import json -from typing import Dict, List +import re +from pathlib import Path +from typing import Dict, List, Tuple # Reference: https://python.langchain.com/en/latest/modules/memory/examples/custom_memory.html @@ -10,15 +12,14 @@ def __init__(self, k, path: str = None): self.track_entity: List = [] self.path = path - def extract_entity(): + def extract_entity(self, question: str, answer: str) -> Tuple[List, List]: # Currently, anything tagged between below tags are extracted respectively, # 1. From Input text: some key # 2. From Output text: some key - { - "CPU": "payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu'", - "global usage DAI instance": "GREATEST((gpu * 4.0)) as ai_units", - "global usage": "GREATEST((GREATEST((ram_gi / 64.0), (cpu / 8.0)) - gpu), 0) + (gpu * 4.0) as ai_units", - } + # TODO Chat mode for auto extraction of entities + c_k = re.findall(r"(.+?)", question) + c_val = re.findall(r"(.+?)", answer) + return (c_k, c_val) def save_context(self, info: str, extract_context: bool = True) -> Dict: # Construct dictionary to record history @@ -32,23 +33,37 @@ def save_context(self, info: str, extract_context: bool = True) -> Dict: response = " ".join(info.partition(":")[2].split(split_token)[1].partition(":")[2].strip().split()) # TODO add additional guardrails to check if the response is a valid response. # At-least syntactically correct SQL. - if query.strip() and "SELECT".lower() in response.lower(): - chat_history = {"Query": query, "Answer": response} - self.track_history.append(chat_history) - else: - raise ValueError("Response not valid. Please try again.") + # Check if entity extraction is enabled # Add logic for entity extraction + extracted_entity = None if extract_context: - # Generic logic pending - extracted_entity = {"GPU": "payload->'engineEvent'-> 'pausing' -> 'engine'->> 'gpu'"} + _k, _v = self.extract_entity(query, response) + k_v = " ".join(_k) + c_v = ", ".join(_v) + extracted_entity = {k_v: c_v} self.track_entity.append(extracted_entity) + chat_history = {} + if query.strip() and "SELECT".lower() in response.lower(): + chat_history = {"Query": query, "Answer": response, "entity": extracted_entity} + self.track_history.append(chat_history) + else: + raise ValueError("Response not valid. Please try again.") # persist the information for future use res = {"history": self.track_history, "entity": self.track_entity} - with open(f"{self.path}/var/lib/tmp/data/history.jsonl", "a") as outfile: - for entry in self.track_history: - json.dump(entry, outfile) + # Persist added information locally + if chat_history: + with open(f"{self.path}/var/lib/tmp/data/history.jsonl", "a") as outfile: + json.dump(chat_history, outfile) outfile.write("\n") + if extract_context: + # Update context.json file for tracking entities + content_file_path = f"{self.path}/var/lib/tmp/data/context.json" + if Path(content_file_path).exists(): + context_dict = json.load(open(content_file_path, "r")) + context_dict.update(extracted_entity) + with open(content_file_path, "w") as outfile: + json.dump(context_dict, outfile, indent=4, sort_keys=False) return res diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 3654dba..0c235ce 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -88,7 +88,7 @@ def _add_context(entity_memory: EntityMemory): # Check if user has entered any value if res: try: - entity_memory.save_context(res) + _ = entity_memory.save_context(res) except ValueError as ve: logger.info(f"Not a valid input. Try again") @@ -116,8 +116,8 @@ def update_context(): context_dict = json.load(open(content_file_path, "r")) context_dict[""] = "" in context_dict: diff --git a/sidekick/query.py b/sidekick/query.py index 1b02f7f..fac93f5 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -9,8 +9,7 @@ from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from examples.sample_data import sample_values, samples_queries from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine @@ -45,7 +44,7 @@ def update_context_queries(self): new_context_queries = samples_queries history_file = f"{self.path}/var/lib/tmp/data/history.jsonl" if Path(history_file).exists(): - with open(f"{self.path}/var/lib/tmp/data/history.jsonl", "r") as in_file: + with open(history_file, "r") as in_file: for line in in_file: # Format: # """ @@ -56,7 +55,6 @@ def update_context_queries(self): response = json.loads(line)["Answer"] _new_samples = f"""# query: {query}\n# answer: {response}""" new_context_queries.append(_new_samples) - return new_context_queries def _query_tasks(self, question_str, data_info, sample_queries, table_name: list): From 4742c5c29ac126bc58b5e78f6ccb3549d824c4e1 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 30 May 2023 12:46:54 -0700 Subject: [PATCH 035/135] Fix context file error #1 --- sidekick/memory.py | 5 +++-- sidekick/prompter.py | 1 + 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/sidekick/memory.py b/sidekick/memory.py index e23b299..c241399 100644 --- a/sidekick/memory.py +++ b/sidekick/memory.py @@ -61,9 +61,10 @@ def save_context(self, info: str, extract_context: bool = True) -> Dict: if extract_context: # Update context.json file for tracking entities content_file_path = f"{self.path}/var/lib/tmp/data/context.json" + context_dict = extracted_entity if Path(content_file_path).exists(): context_dict = json.load(open(content_file_path, "r")) context_dict.update(extracted_entity) - with open(content_file_path, "w") as outfile: - json.dump(context_dict, outfile, indent=4, sort_keys=False) + with open(content_file_path, "w") as outfile: + json.dump(context_dict, outfile, indent=4, sort_keys=False) return res diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 0c235ce..2715f9f 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -112,6 +112,7 @@ def update_context(): context_dict = """{\n"": ""\n} """ content_file_path = f"{base_path}/var/lib/tmp/data/context.json" + context_str = context_dict if Path(f"{base_path}/var/lib/tmp/data/context.json").exists(): context_dict = json.load(open(content_file_path, "r")) context_dict[""] = " Date: Tue, 30 May 2023 19:31:03 -0700 Subject: [PATCH 036/135] Remove tags before persisting #1 --- sidekick/memory.py | 11 +++++++++++ sidekick/query.py | 6 ++++-- 2 files changed, 15 insertions(+), 2 deletions(-) diff --git a/sidekick/memory.py b/sidekick/memory.py index c241399..44568c9 100644 --- a/sidekick/memory.py +++ b/sidekick/memory.py @@ -46,6 +46,17 @@ def save_context(self, info: str, extract_context: bool = True) -> Dict: chat_history = {} if query.strip() and "SELECT".lower() in response.lower(): + # Remove and tags from the query/response before persisting + query = ( + query.lower().replace("", "").replace("", "").replace("", "").replace("", "") + ) + response = ( + response.lower() + .replace("", "") + .replace("", "") + .replace("", "") + .replace("", "") + ) chat_history = {"Query": query, "Answer": response, "entity": extracted_entity} self.track_history.append(chat_history) else: diff --git a/sidekick/query.py b/sidekick/query.py index fac93f5..fd1859d 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -9,7 +9,8 @@ from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from examples.sample_data import sample_values, samples_queries from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine @@ -70,9 +71,9 @@ def _query_tasks(self, question_str, data_info, sample_queries, table_name: list _context=str(additional_context).lower(), _question_str=question_str, ) - # Role and content query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] + logger.debug(f"Query Text:\n {query_txt}") # TODO ADD local model completion = openai.ChatCompletion.create( model="gpt-3.5-turbo-0301", @@ -157,6 +158,7 @@ def generate_sql(self, table_name: str, input_question: str, _dialect: str = "po ) logger.debug(f"Query Prompt:\n{query_str}") + table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) From ada9fb54757e39f0d3936e44bffdae48b5376555 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 1 Jun 2023 19:55:29 -0700 Subject: [PATCH 037/135] Update DB config env variables --- pyproject.toml | 2 +- sidekick/db_config.py | 22 +++++++++----- sidekick/prompter.py | 70 +++++++++++++++++++++++++++---------------- 3 files changed, 61 insertions(+), 33 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 85174f2..de1e08d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -14,7 +14,7 @@ classifiers = [ "Intended Audience :: Developers", "License :: Other/Proprietary License", "Programming Language :: Python", - "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.8+", "Topic :: Scientific/Engineering", "Topic :: Scientific/Engineering :: Artificial Intelligence" ] diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 7fd8c12..20a9a56 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -1,9 +1,9 @@ # create db with supplied info -import json import psycopg2 as pg import sqlalchemy -from sqlalchemy import create_engine from psycopg2.extras import Json +from sqlalchemy import create_engine +from sqlalchemy_utils import database_exists class DBConfig: @@ -16,6 +16,7 @@ def __init__(self, db_name, hostname, user_name, password, port) -> None: self._table_name = None self.schema_info = None self._engine = None + self._url = f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/" @property def table_name(self): @@ -29,21 +30,25 @@ def table_name(self, val): def engine(self): return self._engine + def db_exists(self): + engine = create_engine(f"{self._url}{self.db_name}", echo=True) + return database_exists(f"{engine.url}") + def create_db(self): - engine = create_engine(f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/") + engine = create_engine(self._url) self._engine = engine with engine.connect() as conn: conn.execute("commit") # Do not substitute user-supplied database names here. - conn.execute(f"CREATE DATABASE {self.db_name}") - return + res = conn.execute(f"CREATE DATABASE {self.db_name}") + return res def create_table(self): engine = create_engine( f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" ) - + self._engine = engine schema_info = """ id uuid PRIMARY KEY, ts TIMESTAMP WITH TIME ZONE NOT NULL, @@ -67,7 +72,10 @@ def create_table(self): return def has_table(self): - return sqlalchemy.inspect(self.engine).has_table(self.table_name) + engine = create_engine( + f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + ) + return sqlalchemy.inspect(engine).has_table(self.table_name) def add_samples(self): conn = pg.connect( diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 2715f9f..437cd59 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -50,28 +50,45 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i """Creates context for the new Database""" click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") try: + env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] = hostname + env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] = user_name + env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] = password + env_settings["LOCAL_DB_CONFIG"]["PORT"] = port + env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] = db_name + # Update settings file for future use. + f = open(f"{base_path}/.env.toml", "w") + toml.dump(env_settings, f) + f.close() + + # For current session db_obj = DBConfig(db_name, hostname, user_name, password, port) - db_obj.create_db() - click.echo("Database created successfully!") - except Exception as e: - click.echo(f"Error creating database\n: {e}") - val = input(color(F.GREEN, "", "Would you like to create a table for the database? (y/n): ")) - if val.lower() == "y": - table_value = input("Enter table name: ") - click.echo(f"Table name: {table_value}") - # set table name - db_obj.table_name = table_value - db_obj.create_table() - - # Check if table exists; pending --> and doesn't have any rows - if db_obj.has_table(): - click.echo(f"Local table {db_obj.table_name} exists.") - val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n): ")) + if not db_obj.db_exists(): + db_obj.create_db() + click.echo("Database created successfully!") + else: + click.echo("Database already exists!") + + val = input(color(F.GREEN, "", "Would you like to create a table for the database? (y/n): ")) if val.lower() == "y": - db_obj.add_samples() + table_value = input("Enter table name: ") + click.echo(f"Table name: {table_value}") + # set table name + db_obj.table_name = table_value + db_obj.create_table() + + # Check if table exists; pending --> and doesn't have any rows + if db_obj.has_table(): + click.echo(f"Local table {db_obj.table_name} exists.") + val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n): ")) + if val.lower() == "y": + db_obj.add_samples() + else: + click.echo("Exiting...") + return else: - click.echo("Exiting...") - return + click.echo("Job done. Ask a question now!") + except Exception as e: + click.echo(f"Error creating database. Check configuration parameters.\n: {e}") @cli.group("learn") @@ -167,12 +184,15 @@ def query(question: str): # Set context logger.info("Setting context...") logger.info(f"Question: {question}") - # Below re-definition is temporary - host_name = "localhost" - user_name = "postgres" - passwd = "abc" - db_name = "postgres" - db_name = "querydb" + # Get updated info from .env.toml + host_name = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] + user_name = env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] + passwd = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] + db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] + + import pdb + + pdb.set_trace() db_url = f"postgresql+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( user_name, passwd, host_name, db_name ) From 7bdeab81084d6f89b0503a6ae0584f942308a107 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 2 Jun 2023 14:53:38 -0700 Subject: [PATCH 038/135] Handle in-correct table name better --- sidekick/prompter.py | 33 +++++++++++++++++++++++++-------- sidekick/query.py | 5 +---- 2 files changed, 26 insertions(+), 12 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 437cd59..544ec7c 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -33,6 +33,11 @@ def configure(): """Helps in configuring local database.""" +def enter_table_name(): + val = input(color(F.GREEN, "", "Would you like to create a table for the database? (y/n): ")) + return val + + @configure.command("db-setup", help="Enter information to configure postgres database locally") @click.option("--db_name", "-n", default="querydb", help="Database name", prompt="Enter Database name") @click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") @@ -68,17 +73,24 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i else: click.echo("Database already exists!") - val = input(color(F.GREEN, "", "Would you like to create a table for the database? (y/n): ")) - if val.lower() == "y": + val = enter_table_name() + while True: + if val.lower() != "y" and val.lower() != "n": + click.echo("In-correct values. Enter Yes(y) or no(n)") + val = enter_table_name() + else: + break + + if val.lower() == "y" or val.lower() == "yes": table_value = input("Enter table name: ") click.echo(f"Table name: {table_value}") # set table name - db_obj.table_name = table_value + db_obj.table_name = table_value.replace(" ", "_") db_obj.create_table() # Check if table exists; pending --> and doesn't have any rows if db_obj.has_table(): - click.echo(f"Local table {db_obj.table_name} exists.") + click.echo(f"Checked table {db_obj.table_name} exists in the DB.") val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n): ")) if val.lower() == "y": db_obj.add_samples() @@ -190,9 +202,6 @@ def query(question: str): passwd = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] - import pdb - - pdb.set_trace() db_url = f"postgresql+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( user_name, passwd, host_name, db_name ) @@ -224,5 +233,13 @@ def query(question: str): if __name__ == "__main__": - click.echo("Welcome to the SQL Sidekick!") + click.echo( + """Welcome to the SQL Sidekick!\nI am AI assistant that helps you with SQL queries. +I can help you with the following: +1. Configure a local database(for schema validation and syntax checking): `python sidekick/prompter.py configure db-setup`. +2. Learn contextual query/answer pairs: `python sidekick/prompter.py learn add-samples`. +3. Simply add context: `python sidekick/prompter.py learn update-context`. +4. Ask a question: `python sidekick/prompter.py query`.\n +""" + ) cli() diff --git a/sidekick/query.py b/sidekick/query.py index fd1859d..478c72f 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -9,8 +9,7 @@ from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from examples.sample_data import sample_values, samples_queries from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger from sqlalchemy import create_engine @@ -157,8 +156,6 @@ def generate_sql(self, table_name: str, input_question: str, _dialect: str = "po _tasks=_tasks.lower(), ) - logger.debug(f"Query Prompt:\n{query_str}") - table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) From babd38c9acf25a4a910fa9f58de8fede9477e5c2 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 2 Jun 2023 15:16:26 -0700 Subject: [PATCH 039/135] Add missing dependency and update .env.toml --- .env.toml | 6 ++++++ pyproject.toml | 1 + 2 files changed, 7 insertions(+) diff --git a/.env.toml b/.env.toml index 394595b..6b0ae47 100644 --- a/.env.toml +++ b/.env.toml @@ -1,2 +1,8 @@ [OPENAI] OPENAI_API_KEY = "" + +[LOCAL_DB_CONFIG] +HOST_NAME = "localhost" +USER_NAME = "postgres" +PASSWORD = "abc" +DB_NAME = "querydb" diff --git a/pyproject.toml b/pyproject.toml index de1e08d..6b8f9d0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,6 +34,7 @@ sqlglot = "^12.2.0" transformers = "^4.29.0" sentence-transformers = "^2.2.2" torch = "^2.0.1" +sqlalchemy-utils = "^0.41.1" [tool.poetry.dev-dependencies] From d8a576156f5e284f2f4da680fe71e2ea21389a4b Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 2 Jun 2023 15:24:11 -0700 Subject: [PATCH 040/135] Updated requirements.txt --- requirements.txt | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/requirements.txt b/requirements.txt index c45ec3b..0dff3eb 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,7 +2,7 @@ aiohttp==3.8.4 ; python_full_version >= "3.8.16" and python_version < "3.10" aiosignal==1.3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" async-timeout==4.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" attrs==23.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -cachetools==5.3.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +cachetools==5.3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" certifi==2023.5.7 ; python_full_version >= "3.8.16" and python_version < "3.10" charset-normalizer==3.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" click==8.1.3 ; python_full_version >= "3.8.16" and python_version < "3.10" @@ -11,16 +11,16 @@ dataclasses-json==0.5.7 ; python_full_version >= "3.8.16" and python_version < " filelock==3.12.0 ; python_full_version >= "3.8.16" and python_version < "3.10" frozenlist==1.3.3 ; python_full_version >= "3.8.16" and python_version < "3.10" fsspec==2023.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -gptcache==0.1.27 ; python_full_version >= "3.8.16" and python_version < "3.10" +gptcache==0.1.29.1 ; python_full_version >= "3.8.16" and python_version < "3.10" greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "x86_64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_version < "3.10" -huggingface-hub==0.14.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +huggingface-hub==0.15.1 ; python_full_version >= "3.8.16" and python_version < "3.10" idna==3.4 ; python_full_version >= "3.8.16" and python_version < "3.10" jinja2==3.1.2 ; python_full_version >= "3.8.16" and python_version < "3.10" joblib==1.2.0 ; python_full_version >= "3.8.16" and python_version < "3.10" langchain==0.0.142 ; python_full_version >= "3.8.16" and python_version < "3.10" llama-index==0.5.27 ; python_full_version >= "3.8.16" and python_version < "3.10" loguru==0.7.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -markupsafe==2.1.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +markupsafe==2.1.3 ; python_full_version >= "3.8.16" and python_version < "3.10" marshmallow-enum==1.5.1 ; python_full_version >= "3.8.16" and python_version < "3.10" marshmallow==3.19.0 ; python_full_version >= "3.8.16" and python_version < "3.10" mpmath==1.3.0 ; python_full_version >= "3.8.16" and python_version < "3.10" @@ -47,6 +47,7 @@ scipy==1.10.1 ; python_full_version >= "3.8.16" and python_version < "3.10" sentence-transformers==2.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" sentencepiece==0.1.99 ; python_full_version >= "3.8.16" and python_version < "3.10" six==1.16.0 ; python_full_version >= "3.8.16" and python_version < "3.10" +sqlalchemy-utils==0.41.1 ; python_full_version >= "3.8.16" and python_version < "3.10" sqlalchemy==1.4.48 ; python_full_version >= "3.8.16" and python_version < "3.10" sqlglot==12.4.0 ; python_full_version >= "3.8.16" and python_version < "3.10" sympy==1.12 ; python_full_version >= "3.8.16" and python_version < "3.10" @@ -59,7 +60,7 @@ torch==2.0.1 ; python_full_version >= "3.8.16" and python_version < "3.10" torchvision==0.15.2 ; python_full_version >= "3.8.16" and python_version < "3.10" tqdm==4.65.0 ; python_full_version >= "3.8.16" and python_version < "3.10" transformers==4.29.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -typing-extensions==4.6.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +typing-extensions==4.6.3 ; python_full_version >= "3.8.16" and python_version < "3.10" typing-inspect==0.9.0 ; python_full_version >= "3.8.16" and python_version < "3.10" urllib3==2.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" and sys_platform == "win32" From 1b754d7f9bdafad9808535bee6981bbfce16c1a0 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 6 Jun 2023 13:30:42 -0700 Subject: [PATCH 041/135] Improve prompt template --- sidekick/configs/prompt_template.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index cd32915..9196471 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,10 +1,11 @@ TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ - ### Given an input *Question*, only return specific and informative tasks as an ordered numeric list for SQL generation that answer the question. - Use the *History* and *Context* section for co-reference and to infer relationships. + ### Given an input *Question*, let's work it out in a detailed step by step way and only return specific and informative tasks as an ordered numeric list for SQL generation to be sure we have the right answer. + Use the *History* and *Context* section for co-reference and to infer relationships. *Context* contains entity mapping containing keys:values. If the words in the *Question* do not match column names *Data* section; Search for them in *Context* section. Always use *Context* with highest similarity score with the *Question*. + If words in the *Question* match more than one key, include both the values using "or" when forming step by step tasks. If no information related to the *Question* is found; attempt to predict and reason for possible tasks. Infer the return type of the Question. Do not generate final complete SQL response, only return tasks. # *Data:* \nFor table {_table_name} schema info is mentioned below,\n{_data_info} @@ -21,7 +22,8 @@ # Reference: https://arxiv.org/pdf/2005.14165.pdf QUERY_PROMPT = """ ### System: Act as a SQL Expert - # Given an input *Question*, only generate syntactically correct SQL queries using step by step reasoning from *Tasks* section. + # Given an input *Question*, only generate syntactically correct SQL queries. + # Let's work it out in a detailed step by step way using the reasoning from *Tasks* section. # Pick the SQL query which has the highest average log probability of explaining the candidate *Question*. ### {dialect} SQL tables From 749b82c2c0e22b2dbad88bc6252eb3f8b24989ab Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 6 Jun 2023 13:38:41 -0700 Subject: [PATCH 042/135] Allow user to save generate SQL --- sidekick/memory.py | 2 +- sidekick/prompter.py | 13 +++++++++---- sidekick/utils.py | 9 +++++++++ 3 files changed, 19 insertions(+), 5 deletions(-) diff --git a/sidekick/memory.py b/sidekick/memory.py index 44568c9..0c23458 100644 --- a/sidekick/memory.py +++ b/sidekick/memory.py @@ -57,7 +57,7 @@ def save_context(self, info: str, extract_context: bool = True) -> Dict: .replace("", "") .replace("", "") ) - chat_history = {"Query": query, "Answer": response, "entity": extracted_entity} + chat_history = {"Query": query, "Answer": response, "Entity": extracted_entity} self.track_history.append(chat_history) else: raise ValueError("Response not valid. Please try again.") diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 544ec7c..a1cec95 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -12,6 +12,7 @@ from loguru import logger from memory import EntityMemory from query import SQLGenerator +from utils import save_query # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -170,9 +171,10 @@ def query(question: str): table_context = json.load(open(table_context_file, "r")) if Path(table_context_file).exists() else {} if table_context: table_name = table_context.get("tables_in_use", None) + table_name = [_t.replace(" ", "_") for _t in table_name] else: table_name = [click.prompt("Which table to use?")] - table_context["tables_in_use"] = table_name + table_context["tables_in_use"] = table_name.replace(" ", "_") with open(f"{path}/table_context.json", "w") as outfile: json.dump(table_context, outfile, indent=4, sort_keys=False) logger.info(f"Table in use: {table_name}") @@ -225,11 +227,14 @@ def query(question: str): if res is not None: edit_val = click.prompt("Would you like to edit the SQL? (y/n)") - if edit_val.lower() == "y": + if edit_val.lower() == "y" or edit_val.lower() == "yes": updated_sql = click.edit(res) click.echo(f"Updated SQL:\n {updated_sql}") - else: - click.echo("Exiting...") + + save_sql = click.prompt("Would you like to save the generated SQL?") + if save_sql.lower() == "y" or save_sql.lower() == "yes": + # Persist for future use + save_query(base_path, query=question, response=res) if __name__ == "__main__": diff --git a/sidekick/utils.py b/sidekick/utils.py index 6782aa5..0f0e452 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -1,3 +1,4 @@ +import json from typing import Optional import numpy as np @@ -40,3 +41,11 @@ def remove_duplicates(input_x: list, model_path: str, threshold: float = 0.89): [similar_indices.remove(_itm) for _itm in remove_vals] res = list(set([item[0] for item in similar_indices])) return res + + +def save_query(output_path: str, query, response, extracted_entity: Optional[dict] = ""): + chat_history = {"Query": query, "Answer": response, "Entity": extracted_entity} + + with open(f"{output_path}/var/lib/tmp/data/history.jsonl", "a") as outfile: + json.dump(chat_history, outfile) + outfile.write("\n") From 063977ea49c36e25c47ae61558c117e6c02caad8 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 6 Jun 2023 13:39:54 -0700 Subject: [PATCH 043/135] Fix error when attepting to address syntax error dynamically --- sidekick/query.py | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 478c72f..c003e52 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -15,6 +15,9 @@ from sqlalchemy import create_engine from utils import remove_duplicates +logger.remove() +logger.add(sys.stderr, level="INFO") + class SQLGenerator: def __init__(self, db_url: str, openai_key: str = None, path: str = "../var/lib/tmp/data"): @@ -171,11 +174,12 @@ def generate_sql(self, table_name: str, input_question: str, _dialect: str = "po [], sql_database=self.sql_database, table_name=table_name, service_context=service_context_gpt3 ) res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) - try: # Check if `SQL` is formatted ---> ``` SQL_text ``` if "```" in str(res): - res = str(res).split("```", 1)[1].split("```", 1)[0] + res = ( + str(res).split("```", 1)[1].split(";", 1)[0].strip().replace("```", "").replace("sql\n", "").strip() + ) sqlglot.transpile(res) except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: logger.info("We did the best we could, there might be still be some error:\n") @@ -186,14 +190,14 @@ def task_formatter(self, input_task: str): # Generated format """ Tasks: - 1. Generate a SELECT query to display all columns of the telemetry table. + 1. Generate a SELECT query to display all columns of the {selected tables}. 2. Infer the return type of the question as a description of the table schema. - 3. Final output: Return the table schema for the telemetry. + 3. Final output: Return the table schema for the selected table. """ # Converted format """ - # 1. Generate a SELECT query to display all columns of the telemetry table. + # 1. Generate a SELECT query to display all columns of the {selected tables}. # 2. Infer the return type of the question as a description of the table schema. """ _res = input_task.split("\n") From 743d7d031a2c8d6463f725d5a2872e0cdf365ea6 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Fri, 9 Jun 2023 01:01:15 -0700 Subject: [PATCH 044/135] Add ability to build pkg(.whl) (#6) * Build .whl * Model path correction * Fix model access all-MiniLM-L6-v2 * Add control to adjust log levels * Model cache path fix --- Makefile | 6 +- pyproject.toml | 11 ++-- .env.toml => sidekick/configs/.env.toml | 3 + sidekick/examples/sample_data.py | 11 ++-- sidekick/prompter.py | 76 ++++++++++++++++--------- sidekick/query.py | 24 +++++--- sidekick/utils.py | 26 ++++++++- 7 files changed, 106 insertions(+), 51 deletions(-) rename .env.toml => sidekick/configs/.env.toml (81%) diff --git a/Makefile b/Makefile index 5615db6..15ef110 100644 --- a/Makefile +++ b/Makefile @@ -1,17 +1,15 @@ -sentence_transformer = s3cmd get --recursive --skip-existing s3://h2o-model-gym/models/nlp/sentence_trasnsformer/all-MiniLM-L6-v1/ ./models/sentence_transformer/all-MiniLM-L6-v1 +sentence_transformer = s3cmd get --recursive --skip-existing s3://h2o-model-gym/models/nlp/sentence_trasnsformer/all-MiniLM-L6-v2/ ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 .PHONY: download-models all: download-models setup: download_models ## Setup - mkdir -p ./var/lib/tmp/data - mkdir -p ./var/lib/tmp/.cache python3 -m venv .sidekickvenv ./.sidekickvenv/bin/python3 -m pip install --upgrade pip ./.sidekickvenv/bin/python3 -m pip install wheel ./.sidekickvenv/bin/python3 -m pip install -r requirements.txt download_models: - mkdir -p ./models/sentence_transformer/all-MiniLM-L6-v1 + mkdir -p ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 $(sentence_transformer) diff --git a/pyproject.toml b/pyproject.toml index 6b8f9d0..313f717 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,20 +4,21 @@ version = "0.0.1" license = "Proprietary" description = "An AI assistant for SQL" authors = [ - "Pramit Choudhary ", + "Pramit Choudhary ", "Michal Malohlava " ] readme = "README.md" classifiers = [ - "Development Status :: 4 - Beta", - "Environment :: Console", - "Intended Audience :: Developers", + "Development Status :: Alpha", + "Environment :: CLI", + "Intended Audience :: Developers, Analysts", "License :: Other/Proprietary License", "Programming Language :: Python", "Programming Language :: Python :: 3.8+", "Topic :: Scientific/Engineering", "Topic :: Scientific/Engineering :: Artificial Intelligence" ] +packages = [{include = "sidekick"}] [tool.poetry.dependencies] python = ">=3.8.16,<3.10" @@ -36,6 +37,8 @@ sentence-transformers = "^2.2.2" torch = "^2.0.1" sqlalchemy-utils = "^0.41.1" +[tool.poetry.scripts] +sql-sidekick = "sidekick.prompter:cli" [tool.poetry.dev-dependencies] pylint = { version = "^2.12.2", allow-prereleases = true } diff --git a/.env.toml b/sidekick/configs/.env.toml similarity index 81% rename from .env.toml rename to sidekick/configs/.env.toml index 6b0ae47..4f344b6 100644 --- a/.env.toml +++ b/sidekick/configs/.env.toml @@ -6,3 +6,6 @@ HOST_NAME = "localhost" USER_NAME = "postgres" PASSWORD = "abc" DB_NAME = "querydb" + +[LOGGING] +LOG-LEVEL = "INFO" diff --git a/sidekick/examples/sample_data.py b/sidekick/examples/sample_data.py index 63bcf42..1987878 100644 --- a/sidekick/examples/sample_data.py +++ b/sidekick/examples/sample_data.py @@ -18,7 +18,7 @@ Column Name: resource_type Column Type: TEXT NOT NULL, -- or int? Sample Values: ['FEATURE_STORE', 'PROJECT', 'MLOPS_EXPERIMENT', 'APP', 'APP_INSTANCE', 'MLOPS_DEPLOYMENT', -'MLOPS_DATASET', 'MLOPS_USER', 'RESOURCE_TYPE_UNSPECIFIED', 'SCORING'], 'DAI_ENGINE', 'MLOPS_MODEL'] +'MLOPS_DATASET', 'MLOPS_USER', 'RESOURCE_TYPE_UNSPECIFIED', 'SCORING', 'DAI_ENGINE', 'MLOPS_MODEL'] Column Name: resource_id Column Type: TEXT @@ -66,7 +66,6 @@ Column Name: source Column Type: TEXT NOT NULL - Column Name: payload Column Type: jsonb NOT NULL Sample Values: @@ -105,14 +104,14 @@ # For few shot prompting samples_queries = [ -""" + """ # query: Total number of CPUs used? # answer: SELECT sum((payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu')::integer) AS total_cpus_used FROM telemetry WHERE payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu' IS NOT NULL; """, -""" + """ # query: Find the number of AI units for each user using stream for each resource type (overall) # answer: SELECT user_id, user_name, resource_type, date_trunc('day', ts) as start_day, @@ -124,7 +123,7 @@ ) sub GROUP BY user_id, user_name, resource_type, start_day ORDER BY start_day DESC NULLS LAST; """, -""" + """ # query: Compute global usage over time # answer: SELECT @@ -144,5 +143,5 @@ WHERE stream = 'gauage_resources' ) AS internal ORDER BY 1, 2 DESC; -""" +""", ] diff --git a/sidekick/prompter.py b/sidekick/prompter.py index a1cec95..58d2906 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,3 +1,4 @@ +import io import json import os from pathlib import Path @@ -8,25 +9,37 @@ from colorama import Back as B from colorama import Fore as F from colorama import Style -from db_config import DBConfig from loguru import logger -from memory import EntityMemory -from query import SQLGenerator -from utils import save_query +from sidekick.db_config import DBConfig +from sidekick.memory import EntityMemory +from sidekick.query import SQLGenerator +from sidekick.utils import save_query, setup_dir # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() -env_settings = toml.load(f"{base_path}/.env.toml") +env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") +os.environ["TOKENIZERS_PARALLELISM"] = "False" +__version__ = "0.0.1" def color(fore="", back="", text=None): return f"{fore}{back}{text}{Style.RESET_ALL}" -@click.group() -@click.version_option() +msg = """Welcome to the SQL Sidekick!\nI am AI assistant that helps you with SQL queries. +I can help you with the following:\n +1. Configure a local database(for schema validation and syntax checking): `sql-sidekick configure db-setup`.\n +2. Learn contextual query/answer pairs: `sql-sidekick learn add-samples`.\n +3. Simply add context: `sql-sidekick learn update-context`.\n +4. Ask a question: `sql-sidekick query`. +""" + + +@click.group(help=msg) +@click.version_option("-V", "--version", message=f"sql-sidekick - {__version__}") def cli(): - """ """ + # Book-keeping + setup_dir(base_path) @cli.group("configure") @@ -39,6 +52,16 @@ def enter_table_name(): return val +@configure.command("log", help="Adjust log settings") +@click.option("--set_level", "-l", help="Set log level (Default: INFO)") +def set_loglevel(set_level): + env_settings["LOGGING"]["LOG-LEVEL"] = set_level + # Update settings file for future use. + f = open(f"{base_path}/sidekick/configs/.env.toml", "w") + toml.dump(env_settings, f) + f.close() + + @configure.command("db-setup", help="Enter information to configure postgres database locally") @click.option("--db_name", "-n", default="querydb", help="Database name", prompt="Enter Database name") @click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") @@ -62,7 +85,7 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i env_settings["LOCAL_DB_CONFIG"]["PORT"] = port env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] = db_name # Update settings file for future use. - f = open(f"{base_path}/.env.toml", "w") + f = open(f"{base_path}/sidekick/configs/.env.toml", "w") toml.dump(env_settings, f) f.close() @@ -139,6 +162,9 @@ def add_query_response(): @learn.command("update-context", help="Update context in memory for future use") def update_context(): """Helps learn context for generation.""" + # Book-keeping + setup_dir(base_path) + context_dict = """{\n"": ""\n} """ content_file_path = f"{base_path}/var/lib/tmp/data/context.json" @@ -164,20 +190,24 @@ def update_context(): @click.option("--question", "-q", help="Database name", prompt="Ask a question") def query(question: str): """Asks question and returns SQL.""" + # Book-keeping + setup_dir(base_path) # Check if table exists - path = f"{base_path}/var/lib/tmp/data/" + path = f"{base_path}/var/lib/tmp/data" table_context_file = f"{path}/table_context.json" table_context = json.load(open(table_context_file, "r")) if Path(table_context_file).exists() else {} + table_names = [] if table_context: table_name = table_context.get("tables_in_use", None) - table_name = [_t.replace(" ", "_") for _t in table_name] + table_names = [_t.replace(" ", "_") for _t in table_name] else: - table_name = [click.prompt("Which table to use?")] - table_context["tables_in_use"] = table_name.replace(" ", "_") + # Ask for table name only when more than one table exists. + table_names = [click.prompt("Which table to use?")] + table_context["tables_in_use"] = [_t.replace(" ", "_") for _t in table_names] with open(f"{path}/table_context.json", "w") as outfile: json.dump(table_context, outfile, indent=4, sort_keys=False) - logger.info(f"Table in use: {table_name}") + logger.info(f"Table in use: {table_names}") # Check if .env.toml file exists api_key = env_settings["OPENAI"]["OPENAI_API_KEY"] if api_key is None or api_key == "": @@ -186,11 +216,12 @@ def query(question: str): color(F.GREEN, "", "Looks like API key is not set, would you like to set OPENAI_API_KEY? (y/n):") ) if val.lower() == "y": - api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY:")) + api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY :")) os.environ["OPENAI_API_KEY"] = api_key env_settings["OPENAI"]["OPENAI_API_KEY"] = api_key + # Update settings file for future use. - f = open(f"{base_path}/.env.toml", "w") + f = open(f"{base_path}/sidekick/configs/.env.toml", "w") toml.dump(env_settings, f) f.close() openai.api_key = api_key @@ -209,7 +240,7 @@ def query(question: str): ) sql_g = SQLGenerator(db_url, api_key, path=base_path) - sql_g._tasks = sql_g.generate_tasks(table_name, question) + sql_g._tasks = sql_g.generate_tasks(table_names, question) click.echo(sql_g._tasks) updated_tasks = None @@ -222,7 +253,7 @@ def query(question: str): click.echo("Skipping edit...") if updated_tasks is not None: sql_g._tasks = updated_tasks - res = sql_g.generate_sql(table_name, question) + res = sql_g.generate_sql(table_names, question) logger.info(f"Generated response:\n\n{res}") if res is not None: @@ -238,13 +269,4 @@ def query(question: str): if __name__ == "__main__": - click.echo( - """Welcome to the SQL Sidekick!\nI am AI assistant that helps you with SQL queries. -I can help you with the following: -1. Configure a local database(for schema validation and syntax checking): `python sidekick/prompter.py configure db-setup`. -2. Learn contextual query/answer pairs: `python sidekick/prompter.py learn add-samples`. -3. Simply add context: `python sidekick/prompter.py learn update-context`. -4. Ask a question: `python sidekick/prompter.py query`.\n -""" - ) cli() diff --git a/sidekick/query.py b/sidekick/query.py index c003e52..dc8fca9 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -6,17 +6,22 @@ import numpy as np import openai import sqlglot -from configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT -from examples.sample_data import sample_values, samples_queries +import toml from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, + TASK_PROMPT) +from sidekick.examples.sample_data import sample_values, samples_queries +from sidekick.utils import remove_duplicates from sqlalchemy import create_engine -from utils import remove_duplicates logger.remove() -logger.add(sys.stderr, level="INFO") +base_path = (Path(__file__).parent / "../").resolve() +env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") +logger.add(sys.stderr, level=env_settings['LOGGING']['LOG-LEVEL']) class SQLGenerator: @@ -76,6 +81,7 @@ def _query_tasks(self, question_str, data_info, sample_queries, table_name: list # Role and content query_txt = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] logger.debug(f"Query Text:\n {query_txt}") + # TODO ADD local model completion = openai.ChatCompletion.create( model="gpt-3.5-turbo-0301", @@ -120,27 +126,27 @@ def generate_response(self, context_container, sql_index, input_prompt, attempt_ res = qry_txt return res - def generate_tasks(self, table_name: str, input_question: str): + def generate_tasks(self, table_names: list, input_question: str): try: # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt context_queries: list = self.update_context_queries() # Remove duplicates from the context queries - m_path = f"{self.path}/models/sentence_transformer/all-MiniLM-L6-v1/" + m_path = f"{self.path}/var/lib/tmp/.cache/models" duplicates_idx = remove_duplicates(context_queries, m_path) updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() _queries = "\n".join(updated_context) self.content_queries = _queries - task_list = self._query_tasks(input_question, sample_values, _queries.lower(), table_name) + task_list = self._query_tasks(input_question, sample_values, _queries.lower(), table_names) with open(f"{self.path}/var/lib/tmp/data/tasks.txt", "w") as f: f.write(task_list) return task_list except Exception as se: raise se - def generate_sql(self, table_name: str, input_question: str, _dialect: str = "postgres"): + def generate_sql(self, table_name: list, input_question: str, _dialect: str = "postgres"): _tasks = self.task_formatter(self._tasks) context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} diff --git a/sidekick/utils.py b/sidekick/utils.py index 0f0e452..05bffee 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -1,4 +1,6 @@ import json +import os +from pathlib import Path from typing import Optional import numpy as np @@ -13,11 +15,21 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic # 3. Model Card: https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2 # 4. Reference: https://huggingface.co/spaces/mteb/leaderboard # Maps sentence & paragraphs to a 384 dimensional dense vector space. - sentence_model = SentenceTransformer(model_path, device=device) + model_name_path = f"{model_path}/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2/" + current_torch_home = os.environ.get("TORCH_HOME", "") + if Path(model_name_path).is_dir(): + is_empty = not any(Path(model_name_path).iterdir()) + if is_empty: + # Download n cache at the specified location + # https://public.ukp.informatik.tu-darmstadt.de/reimers/sentence-transformers/v0.2/all-MiniLM-L6-v2.zip + os.environ["TORCH_HOME"] = model_path + model_name_path = "sentence-transformers/all-MiniLM-L6-v2" + sentence_model = SentenceTransformer(model_name_path, device=device) all_res = np.zeros(shape=(len(x), 0)) res = sentence_model.encode(x, batch_size=batch_size, show_progress_bar=True) all_res = np.hstack((all_res, res)) del sentence_model + os.environ["TORCH_HOME"] = current_torch_home return all_res @@ -49,3 +61,15 @@ def save_query(output_path: str, query, response, extracted_entity: Optional[dic with open(f"{output_path}/var/lib/tmp/data/history.jsonl", "a") as outfile: json.dump(chat_history, outfile) outfile.write("\n") + + +def setup_dir(base_path: str): + dir_list = [ + "var/lib/tmp/data", + "var/lib/tmp/.cache", + "var/lib/tmp/.cache/models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2", + ] + for _dl in dir_list: + p = Path(f"{base_path}/{_dl}") + if not p.is_dir(): + p.mkdir(parents=True, exist_ok=True) From 100ba220f48676efd79e8f2b8371aa6cb6d8f222 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Fri, 9 Jun 2023 09:53:38 -0700 Subject: [PATCH 045/135] Update README.md --- README.md | 36 +++++++++++++++++++++++++++++++++--- 1 file changed, 33 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index f48f62f..09fbe57 100644 --- a/README.md +++ b/README.md @@ -3,15 +3,45 @@ A simple sql assistant (WIP) # Installation +## Dev ``` 1. git clone git@github.com:h2oai/sql-sidekick.git 2. cd sql-sidekick 3. make setup 4. source ./.sidekickvenv/bin/activate +5. python sidekick/prompter.py +``` +## Usage +``` +Step1: +- docker pull postgres (will pull the latest version) +- docker run --rm --name pgsql-dev -e POSTGRES_PASSWORD=abc -p 5432:5432 postgres + +Step2: Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0.1-py3-none-any.whl +- python3 -m venv .sidekickvenv +- source .sidekickvenv/bin/activate +- python3 -m pip install sql_sidekick-0.0.1-py3-none-any.whl ``` ## Start ``` -1. python sidekick/prompter.py -2. python sidekick/prompter.py configure db-setup # Setup local DB config -3. python sidekick/prompter.py query +Welcome to the SQL Sidekick! I am AI assistant that helps you with SQL + queries. I can help you with the following: + + 1. Configure a local database(for schema validation and syntax checking): + `sql-sidekick configure db-setup`. + + 2. Learn contextual query/answer pairs: `sql-sidekick learn add-samples`. (optional) + + 3. Simply add context: `sql-sidekick learn update-context`. (optional) + + 4. Ask a question: `sql-sidekick query`. + +Options: + --version Show the version and exit. + --help Show this message and exit. + +Commands: + configure Helps in configuring local database. + learn Helps in learning and building memory. + query Asks question and returns SQL ``` From 78c7a8f107d36add1375fcab239662f4d56ffcae Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 14 Jun 2023 13:56:22 -0700 Subject: [PATCH 046/135] Save updated state if generated SQL is modified --- sidekick/prompter.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 58d2906..01d63cc 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -265,7 +265,8 @@ def query(question: str): save_sql = click.prompt("Would you like to save the generated SQL?") if save_sql.lower() == "y" or save_sql.lower() == "yes": # Persist for future use - save_query(base_path, query=question, response=res) + _val = updated_sql if updated_sql else res + save_query(base_path, query=question, response=_val) if __name__ == "__main__": From a3c4c88e93722606b26eb321208459cb756ad25e Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 16 Jun 2023 16:15:02 -0700 Subject: [PATCH 047/135] Prompt update and handle exception wen queried table is not found --- sidekick/configs/prompt_template.py | 17 +++++----- sidekick/prompter.py | 1 + sidekick/query.py | 49 ++++++++++++++++------------- 3 files changed, 39 insertions(+), 28 deletions(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 9196471..ac85151 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,16 +1,17 @@ TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ - ### Given an input *Question*, let's work it out in a detailed step by step way and only return specific and informative tasks as an ordered numeric list for SQL generation to be sure we have the right answer. + ### Given an input *Question*, let's work it out in a detailed step by step way and only return specific, detailed and informative tasks as an ordered numeric list for SQL generation to be sure we have the right answer. + Use values that are explicitly mentioned in the *Question*. Use the *History* and *Context* section for co-reference and to infer relationships. *Context* contains entity mapping containing keys:values. If the words in the *Question* do not match column names *Data* section; Search for them in *Context* section. Always use *Context* with highest similarity score with the *Question*. If words in the *Question* match more than one key, include both the values using "or" when forming step by step tasks. - If no information related to the *Question* is found; attempt to predict and reason for possible tasks. - Infer the return type of the Question. Do not generate final complete SQL response, only return tasks. + If no information related to the *Question* is found; apply self reasoning and predict for possible tasks. + Infer the return type of the Question. Do not generate final complete SQL response, only return itemized tasks. # *Data:* \nFor table {_table_name} schema info is mentioned below,\n{_data_info} # *History*: \n{_sample_queries} - # *Question*: For Table {_table_name}, {_question_str}, *Context*: {_context} + # *Question*: For table {_table_name}, {_question_str}, *Context*: {_context} # Output: Tasks: ordered numeric list of tasks """, } @@ -24,15 +25,17 @@ ### System: Act as a SQL Expert # Given an input *Question*, only generate syntactically correct SQL queries. # Let's work it out in a detailed step by step way using the reasoning from *Tasks* section. - # Pick the SQL query which has the highest average log probability of explaining the + # Pick the SQL query which has the highest average log probability if more than one result is likely to answer the candidate *Question*. - ### {dialect} SQL tables + ### {_dialect} SQL tables + ### *Data:* \nFor table {_table_name} schema info is mentioned below,\n{_data_info} ### *History*:\n{_sample_queries} - ### *Question*: {_question} + ### *Question*: For table {_table_name}, {_question} # SELECT 1 ### *Tasks*:\n{_tasks} ### *Policies for SQL generation*: # Avoid overly complex SQL queries + # Use values that are explicitly mentioned in the question. # Don't use aggregate and window function together # Use COUNT(1) instead of COUNT(*) # Return with LIMIT 100 diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 01d63cc..3e4f7f9 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -257,6 +257,7 @@ def query(question: str): logger.info(f"Generated response:\n\n{res}") if res is not None: + updated_sql = None edit_val = click.prompt("Would you like to edit the SQL? (y/n)") if edit_val.lower() == "y" or edit_val.lower() == "yes": updated_sql = click.edit(res) diff --git a/sidekick/query.py b/sidekick/query.py index dc8fca9..7105dac 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -8,12 +8,10 @@ import sqlglot import toml from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder from loguru import logger -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, - TASK_PROMPT) +from sidekick.configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.examples.sample_data import sample_values, samples_queries from sidekick.utils import remove_duplicates from sqlalchemy import create_engine @@ -21,7 +19,7 @@ logger.remove() base_path = (Path(__file__).parent / "../").resolve() env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") -logger.add(sys.stderr, level=env_settings['LOGGING']['LOG-LEVEL']) +logger.add(sys.stderr, level=env_settings["LOGGING"]["LOG-LEVEL"]) class SQLGenerator: @@ -51,18 +49,25 @@ def update_context_queries(self): # Read the history file and update the context queries new_context_queries = samples_queries history_file = f"{self.path}/var/lib/tmp/data/history.jsonl" - if Path(history_file).exists(): - with open(history_file, "r") as in_file: - for line in in_file: - # Format: - # """ - # # query: - # # answer: - # """ - query = json.loads(line)["Query"] - response = json.loads(line)["Answer"] - _new_samples = f"""# query: {query}\n# answer: {response}""" - new_context_queries.append(_new_samples) + try: + if Path(history_file).exists(): + with open(history_file, "r") as in_file: + for line in in_file: + # Format: + # """ + # # query: + # # answer: + # """ + if line.strip(): + data = json.loads(line) + if "Query" in data and "Answer" in data: + query = data["Query"] + response = data["Answer"] + _new_samples = f"""# query: {query}\n# answer: {response}""" + new_context_queries.append(_new_samples) + except ValueError as ve: + logger.error(f"Error in reading history file: {ve}") + pass return new_context_queries def _query_tasks(self, question_str, data_info, sample_queries, table_name: list): @@ -72,7 +77,7 @@ def _query_tasks(self, question_str, data_info, sample_queries, table_name: list system_prompt = TASK_PROMPT["system_prompt"] user_prompt = TASK_PROMPT["user_prompt"].format( - _table_name=table_name, + _table_name=",".join(table_name), _data_info=data_info, _sample_queries=sample_queries, _context=str(additional_context).lower(), @@ -91,7 +96,7 @@ def _query_tasks(self, question_str, data_info, sample_queries, table_name: list return res except Exception as se: _, ex_value, _ = sys.exc_info() - res = ex_value.statement + res = ex_value.statement if ex_value.statement else None return res def generate_response(self, context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True): @@ -157,10 +162,12 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "p context_queries = self.content_queries else: context_queries = self.update_context_queries() + # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. query_str = QUERY_PROMPT.format( - dialect=_dialect, + _dialect=_dialect, + _data_info=sample_values, _question=input_question.lower(), - table_name=table_name, + _table_name=table_name, _sample_queries=context_queries.lower(), _tasks=_tasks.lower(), ) From 11efcf0d9492a62cac7e756e9f93048bdb2e279a Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Sun, 18 Jun 2023 17:48:23 -0700 Subject: [PATCH 048/135] Enable workflow to regenerate response --- sidekick/prompter.py | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 3e4f7f9..9c93834 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -258,12 +258,19 @@ def query(question: str): if res is not None: updated_sql = None - edit_val = click.prompt("Would you like to edit the SQL? (y/n)") - if edit_val.lower() == "y" or edit_val.lower() == "yes": - updated_sql = click.edit(res) - click.echo(f"Updated SQL:\n {updated_sql}") - - save_sql = click.prompt("Would you like to save the generated SQL?") + res_val = "e" + while res_val.lower() in ["e", "edit", "r", "regenerate"]: + res_val = click.prompt( + "Would you like to 'edit' or 'regenerate' the SQL? Use 'e' to edit or 'r' to regenerate." + ) + if res_val.lower() == "e" or res_val.lower() == "edit": + updated_sql = click.edit(res) + click.echo(f"Updated SQL:\n {updated_sql}") + elif res_val.lower() == "r" or res_val.lower() == "regenerate": + click.echo("Attempting to regenerate...") + res = sql_g.generate_sql(table_names, question) + + save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") if save_sql.lower() == "y" or save_sql.lower() == "yes": # Persist for future use _val = updated_sql if updated_sql else res From 08a24a8e49df9431a550d2e15aac664c444ffc95 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 19 Jun 2023 10:52:51 -0700 Subject: [PATCH 049/135] Prompt adjustments --- sidekick/configs/prompt_template.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index ac85151..2ccf466 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,14 +1,15 @@ TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ - ### Given an input *Question*, let's work it out in a detailed step by step way and only return specific, detailed and informative tasks as an ordered numeric list for SQL generation to be sure we have the right answer. + ### For table {_table_name}, given an input *Question*, let's work it out in a detailed step by step way and only return specific, detailed and informative tasks as an ordered numeric list for SQL generation to be sure we have the right answer. Use values that are explicitly mentioned in the *Question*. Use the *History* and *Context* section for co-reference and to infer relationships. *Context* contains entity mapping containing keys:values. If the words in the *Question* do not match column names *Data* section; Search for them in *Context* section. Always use *Context* with highest similarity score with the *Question*. If words in the *Question* match more than one key, include both the values using "or" when forming step by step tasks. If no information related to the *Question* is found; apply self reasoning and predict for possible tasks. - Infer the return type of the Question. Do not generate final complete SQL response, only return itemized tasks. + Infer the return type of the Question. + Do not generate SQL response, only return itemized tasks. # *Data:* \nFor table {_table_name} schema info is mentioned below,\n{_data_info} # *History*: \n{_sample_queries} # *Question*: For table {_table_name}, {_question_str}, *Context*: {_context} @@ -23,7 +24,7 @@ # Reference: https://arxiv.org/pdf/2005.14165.pdf QUERY_PROMPT = """ ### System: Act as a SQL Expert - # Given an input *Question*, only generate syntactically correct SQL queries. + # For table {_table_name}, given an input *Question*, only generate syntactically correct SQL queries. # Let's work it out in a detailed step by step way using the reasoning from *Tasks* section. # Pick the SQL query which has the highest average log probability if more than one result is likely to answer the candidate *Question*. @@ -32,7 +33,7 @@ ### *History*:\n{_sample_queries} ### *Question*: For table {_table_name}, {_question} # SELECT 1 - ### *Tasks*:\n{_tasks} + ### *Tasks for table {_table_name}*:\n{_tasks} ### *Policies for SQL generation*: # Avoid overly complex SQL queries # Use values that are explicitly mentioned in the question. From 46f53ab80058561bf96be9d8e364231cb0156954 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 19 Jun 2023 10:55:12 -0700 Subject: [PATCH 050/135] Only keep contextually similar samples for few shot learnig --- sidekick/examples/sample_data.py | 31 +------------------------------ sidekick/prompter.py | 3 ++- sidekick/query.py | 28 +++++++++++----------------- 3 files changed, 14 insertions(+), 48 deletions(-) diff --git a/sidekick/examples/sample_data.py b/sidekick/examples/sample_data.py index 1987878..605e2a5 100644 --- a/sidekick/examples/sample_data.py +++ b/sidekick/examples/sample_data.py @@ -69,36 +69,7 @@ Column Name: payload Column Type: jsonb NOT NULL Sample Values: -[ -[{'mlopsEvent': {'operationCode': 'CREATE_REGISTERED_MODEL_VERSION', - 'operationMessage': 'Registered Model version created.', - 'createRegisteredModelVersion': {'modelVersion': {'id': '71e9f8ca-1539-47ad-a0cd-2c411ff8bb62', - 'model': {'id': 'd29b9a6f-d865-481c-887a-59f392f702ba', - 'projectId': 'f1f1d167-75f1-4864-9704-12ad351821f6', - 'displayName': 'swinging-beagle'}, - 'projectId': 'f1f1d167-75f1-4864-9704-12ad351821f6', - 'experiment': {'id': '6a9586d3-8705-4936-861a-9700649bfac2', - 'status': 'EXPERIMENT_STATUS_UNSPECIFIED', - 'projectId': 'f1f1d167-75f1-4864-9704-12ad351821f6', - 'displayName': 'swinging-beagle', - 'targetColumn': 'output', - 'trainingDuration': '0s'}, - 'versionNumber': '1'}}}}], - [{'mlopsEvent': {'operationCode': 'CREATE_REGISTERED_MODEL', - 'operationMessage': 'Registered model created.', - 'createRegisteredModel': {'model': {'id': '1f98399c-f528-41b0-acd2-c21178cbb830', - 'projectId': '58861d2f-8a02-4354-b808-32f1e5f8f911', - 'displayName': 'h2o3 model'}}}}], - [{'mlopsEvent': {'operationCode': 'CREATE_PROJECT', - 'projectCreated': {'project': {'id': '323a83a9-545e-40ae-a662-9355a788dd63'}}, - 'operationMessage': 'Project created.'}}], - [{'mlopsEvent': {'operationCode': 'CREATE_EXPERIMENT', - 'operationMessage': 'Experiment created.', - 'experimentCreated': {'experiment': {'id': 'bb36cccc-8012-4419-8183-29e9c10a4397', - 'status': 'EXPERIMENT_STATUS_UNSPECIFIED', - 'displayName': 'Michael Bennett', - 'targetColumn': 'Distance', - 'trainingDuration': '0s'}}}}], +[{'engineEvent': {'pausing': {'engine': {'cpu': '1', 'memory': '1', 'gpu': '0'}}}}] ] """ diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 9c93834..0eb11b8 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -261,7 +261,8 @@ def query(question: str): res_val = "e" while res_val.lower() in ["e", "edit", "r", "regenerate"]: res_val = click.prompt( - "Would you like to 'edit' or 'regenerate' the SQL? Use 'e' to edit or 'r' to regenerate." + "Would you like to 'edit' or 'regenerate' the SQL? Use 'e' to edit or 'r' to regenerate. " + "To skip, enter 's' or 'skip'" ) if res_val.lower() == "e" or res_val.lower() == "edit": updated_sql = click.edit(res) diff --git a/sidekick/query.py b/sidekick/query.py index 7105dac..75906fd 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -8,19 +8,16 @@ import sqlglot import toml from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from loguru import logger -from sidekick.configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, + TASK_PROMPT) from sidekick.examples.sample_data import sample_values, samples_queries -from sidekick.utils import remove_duplicates +from sidekick.logger import logger +from sidekick.utils import filter_samples, remove_duplicates from sqlalchemy import create_engine -logger.remove() -base_path = (Path(__file__).parent / "../").resolve() -env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") -logger.add(sys.stderr, level=env_settings["LOGGING"]["LOG-LEVEL"]) - class SQLGenerator: def __init__(self, db_url: str, openai_key: str = None, path: str = "../var/lib/tmp/data"): @@ -142,7 +139,9 @@ def generate_tasks(self, table_names: list, input_question: str): duplicates_idx = remove_duplicates(context_queries, m_path) updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() - _queries = "\n".join(updated_context) + # Filter closest samples to the input question, threshold = 0.45 + filtered_context = filter_samples(input_question, updated_context, m_path) + _queries = "\n".join(filtered_context) self.content_queries = _queries task_list = self._query_tasks(input_question, sample_values, _queries.lower(), table_names) with open(f"{self.path}/var/lib/tmp/data/tasks.txt", "w") as f: @@ -156,19 +155,14 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "p context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} - # Attempt updating in-case additional context is provided - context_queries = None - if self.content_queries: - context_queries = self.content_queries - else: - context_queries = self.update_context_queries() + context_queries = self.content_queries # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. query_str = QUERY_PROMPT.format( _dialect=_dialect, _data_info=sample_values, _question=input_question.lower(), _table_name=table_name, - _sample_queries=context_queries.lower(), + _sample_queries=context_queries, _tasks=_tasks.lower(), ) From 8de3e7790ca3741d360c94c55d336339e85c09f5 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 19 Jun 2023 10:55:53 -0700 Subject: [PATCH 051/135] Only keep contextually similar samples for few shot learnig --- sidekick/utils.py | 25 ++++++++++++++++++++----- 1 file changed, 20 insertions(+), 5 deletions(-) diff --git a/sidekick/utils.py b/sidekick/utils.py index 05bffee..e319e0a 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -6,6 +6,8 @@ import numpy as np import pandas as pd from sentence_transformers import SentenceTransformer +from sidekick.logger import logger +from sklearn.metrics.pairwise import cosine_similarity def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -33,17 +35,30 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic return all_res -def compute_similarity(vectors: list): - from sklearn.metrics.pairwise import cosine_similarity +def filter_samples(input_q: str, probable_qs: list, model_path: str, threshold: float = 0.45): + # Only consider the questions, note: this might change in future. + _inq = ("# query: " + input_q).strip().lower() + logger.debug(f"Input questions: {_inq}") + question_embeddings = generate_sentence_embeddings(model_path, x=[_inq], device="cpu") - similarity = cosine_similarity(vectors) - return similarity + input_xs = [_se.split("# answer")[0].strip().lower() for _se in probable_qs] + logger.debug(f"Probable questions: {input_xs}") + embeddings = generate_sentence_embeddings(model_path, x=input_xs, device="cpu") + res = [] + for idx, _se in enumerate(embeddings): + similarities_score = cosine_similarity( + [_se.astype(float).tolist()], [question_embeddings.astype(float).tolist()[0]] + ) + logger.debug(f"Similarity score for: {input_xs[idx]}: {similarities_score[0][0]}") + if similarities_score[0][0] > threshold: + res.append(probable_qs[idx]) + return res def remove_duplicates(input_x: list, model_path: str, threshold: float = 0.89): # Remove duplicates pairs embeddings = generate_sentence_embeddings(model_path, x=input_x, device="cpu") - similarity_scores = compute_similarity(embeddings) + similarity_scores = cosine_similarity(embeddings) similar_indices = [(x, y) for (x, y) in np.argwhere(similarity_scores > threshold) if x != y] # Remove identical pairs e.g. [(0, 3), (3, 0)] -> [(0, 3)] From bb080adf31208e48c8d1d6a3be5cfbbe3c16a8fb Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 19 Jun 2023 10:56:37 -0700 Subject: [PATCH 052/135] Add a common logger --- sidekick/logger.py | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 sidekick/logger.py diff --git a/sidekick/logger.py b/sidekick/logger.py new file mode 100644 index 0000000..e704a66 --- /dev/null +++ b/sidekick/logger.py @@ -0,0 +1,9 @@ +from loguru import logger +import sys +import toml +from pathlib import Path + +logger.remove() +base_path = (Path(__file__).parent / "../").resolve() +env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") +logger.add(sys.stderr, level=env_settings["LOGGING"]["LOG-LEVEL"]) From 0c7cd5b6023b74b732d650c2a4dbeb3414982f15 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 19 Jun 2023 10:59:17 -0700 Subject: [PATCH 053/135] Bookkeeping for v0.0.2 --- README.md | 12 ++++++------ pyproject.toml | 2 +- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index 09fbe57..ee4620a 100644 --- a/README.md +++ b/README.md @@ -17,24 +17,24 @@ Step1: - docker pull postgres (will pull the latest version) - docker run --rm --name pgsql-dev -e POSTGRES_PASSWORD=abc -p 5432:5432 postgres -Step2: Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0.1-py3-none-any.whl +Step2: Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0.2-py3-none-any.whl - python3 -m venv .sidekickvenv - source .sidekickvenv/bin/activate -- python3 -m pip install sql_sidekick-0.0.1-py3-none-any.whl +- python3 -m pip install sql_sidekick-0.0.2-py3-none-any.whl ``` ## Start ``` Welcome to the SQL Sidekick! I am AI assistant that helps you with SQL - queries. I can help you with the following: +queries. I can help you with the following: 1. Configure a local database(for schema validation and syntax checking): `sql-sidekick configure db-setup`. - 2. Learn contextual query/answer pairs: `sql-sidekick learn add-samples`. (optional) + 2. Ask a question: `sql-sidekick query`. - 3. Simply add context: `sql-sidekick learn update-context`. (optional) + 3. Learn contextual query/answer pairs: `sql-sidekick learn add-samples`. (optional) - 4. Ask a question: `sql-sidekick query`. + 4. Simply add context: `sql-sidekick learn update-context`. (optional) Options: --version Show the version and exit. diff --git a/pyproject.toml b/pyproject.toml index 313f717..75dd282 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "sql-sidekick" -version = "0.0.1" +version = "0.0.2" license = "Proprietary" description = "An AI assistant for SQL" authors = [ From 65cfd1d2e910a2cc996d4c598da9072cbc07abd1 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Tue, 20 Jun 2023 19:54:28 -0700 Subject: [PATCH 054/135] Fix data template issue (#7) * Update passing data templates * Param adjustment and cache samples for future use * Construct table schema from table info template --- sidekick/configs/.env.toml | 3 + sidekick/configs/db_config.json | 10 --- sidekick/configs/prompt_template.py | 2 +- sidekick/db_config.py | 131 +++++++++++++++------------- sidekick/examples/__init__.py | 0 sidekick/examples/sample_data.py | 118 ------------------------- sidekick/prompter.py | 63 ++++++++++--- sidekick/query.py | 64 +++++++++++--- sidekick/utils.py | 46 +++++++--- 9 files changed, 210 insertions(+), 227 deletions(-) delete mode 100644 sidekick/configs/db_config.json delete mode 100644 sidekick/examples/__init__.py delete mode 100644 sidekick/examples/sample_data.py diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index 4f344b6..a414fac 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -9,3 +9,6 @@ DB_NAME = "querydb" [LOGGING] LOG-LEVEL = "INFO" + +[DB-DIALECT] +DB_TYPE = "postgresql" diff --git a/sidekick/configs/db_config.json b/sidekick/configs/db_config.json deleted file mode 100644 index 4ae9ce1..0000000 --- a/sidekick/configs/db_config.json +++ /dev/null @@ -1,10 +0,0 @@ -{ - "index_path": "./var/lib/tmp/data", - "table_schema":{ - "sourceFormat": "postgres", - "fields": "" - }, - "sample_row": [ - - ] -} diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 2ccf466..46adb2f 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -43,7 +43,7 @@ # Prefer NOT EXISTS to LEFT JOIN ON null id # Avoid using the WITH statement # When using DESC keep NULLs at the end - # If JSONB format found in Table schema, do pattern matching on keywords from the question + # If JSONB format found in Table schema, do pattern matching on keywords from the question and use SQL functions such as ->> or -> # Add explanation and reasoning for each SQL query """ diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 20a9a56..194897b 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -1,22 +1,40 @@ # create db with supplied info +import json +from pathlib import Path + import psycopg2 as pg import sqlalchemy from psycopg2.extras import Json +from sidekick.logger import logger from sqlalchemy import create_engine from sqlalchemy_utils import database_exists class DBConfig: - def __init__(self, db_name, hostname, user_name, password, port) -> None: + def __init__( + self, + db_name, + hostname, + user_name, + password, + port, + base_path, + schema_info_path=None, + schema_info=None, + dialect="postgresql", + ) -> None: self.db_name = db_name self.hostname = hostname self.user_name = user_name self.password = password self.port = port self._table_name = None - self.schema_info = None + self.schema_info_path = schema_info_path + self.schema_info = schema_info self._engine = None - self._url = f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/" + self.dialect = dialect + self.base_path = base_path + self._url = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/" @property def table_name(self): @@ -44,26 +62,58 @@ def create_db(self): res = conn.execute(f"CREATE DATABASE {self.db_name}") return res - def create_table(self): + def _extract_schema_info(self, schema_info_path=None): + # From jsonl format + # E.g. {"Column Name": "id", "Column Type": "uuid PRIMARY KEY"} + if schema_info_path is None: + table_info_file = f"{self.base_path}/var/lib/tmp/data/table_context.json" + if Path(table_info_file).exists(): + with open(table_info_file, "w") as outfile: + schema_info_path = json.load(outfile)["schema_info_path"] + res = [] + try: + if Path(schema_info_path).exists(): + with open(schema_info_path, "r") as in_file: + for line in in_file: + if line.strip(): + data = json.loads(line) + if "Column Name" in data and "Column Type" in data: + col_name = data["Column Name"] + col_type = data["Column Type"] + _new_samples = f"{col_name} {col_type}" + res.append(_new_samples) + except ValueError as ve: + logger.error(f"Error in reading table context file: {ve}") + pass + return res + + def create_table(self, schema_info_path=None, schema_info=None): engine = create_engine( - f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" ) self._engine = engine - schema_info = """ - id uuid PRIMARY KEY, - ts TIMESTAMP WITH TIME ZONE NOT NULL, - kind TEXT NOT NULL, -- or int?, - user_id TEXT, - user_name TEXT, - resource_type TEXT NOT NULL, -- or int?, - resource_id TEXT, - stream TEXT NOT NULL, - source TEXT NOT NULL, - payload jsonb NOT NULL - """ + if self.schema_info is None: + if schema_info is not None: + self.schema_info = schema_info + else: + # If schema information is not provided, extract from the template. + self.schema_info = """,\n""".join(self._extract_schema_info(schema_info_path)).strip() + logger.debug(f"Schema info used for creating table:\n {self.schema_info}") + # self.schema_info = """ + # id uuid PRIMARY KEY, + # ts TIMESTAMP WITH TIME ZONE NOT NULL, + # kind TEXT NOT NULL, -- or int?, + # user_id TEXT, + # user_name TEXT, + # resource_type TEXT NOT NULL, -- or int?, + # resource_id TEXT, + # stream TEXT NOT NULL, + # source TEXT NOT NULL, + # payload jsonb NOT NULL + # """ create_syntax = f""" CREATE TABLE IF NOT EXISTS {self.table_name} ( - {schema_info} + {self.schema_info} ) """ with engine.connect() as conn: @@ -73,11 +123,12 @@ def create_table(self): def has_table(self): engine = create_engine( - f"postgresql://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" ) return sqlalchemy.inspect(engine).has_table(self.table_name) def add_samples(self): + # Non-functional for now. conn = pg.connect( database=self.db_name, user=self.user_name, password=self.password, host=self.hostname, port=self.port ) @@ -85,47 +136,7 @@ def add_samples(self): conn.autocommit = True cursor = conn.cursor() - cursor.execute( - f"""INSERT into {self.table_name} (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) - values ('12325678-1234-5678-1234-567812345678', - '2023-04-11 17:39:56+0000', 'EVENT', - '8cd4-476d-97e1-594b438eab7a', 'test_user', - 'resource_type_placeholder', '7de9-41b2-bd0f-854170640d6c', - 'running', 'localhost:9999', - {Json({'engineEvent': - {'pausing': {'engine': - {'cpu': 4, 'gpu': 1, 'uid': 'dfba345a-449d-4a68-8b86-942a5a576716', 'name': 'workspaces/default/daiEngines/demo-1', 'type': 'TYPE_DRIVERLESS_AI', 'creator': 'NA', 'session': '9941a93c-375b-44b4-ad4e-17836ba72e5f', 'version': '1.10.4.1', 'createTime': '2023-02-16T10:34:13Z', 'resumeTime': '2023-02-28T15:42:02Z', 'displayName': 'Demo', 'memoryBytes': '64424509440', 'storageBytes': '282394099712', 'creatorDisplayName': 'a@x.ai'} - }}})} - ) - """ - ) - cursor.execute( - f"""INSERT into {self.table_name} (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) - values ('12335679-1234-5678-1234-567812345679', - '2023-04-11 17:49:56+0000', 'EVENT', - '8ce4-476d-97e1-594b438eab7a', 'test_user', - 'resource_type_placeholder', '7de9-41b2-bd0f-854170640d6c', - 'paused', 'localhost:9999', - {Json({'engineEvent': - {'pausing': {'engine': - {'gpu': 2, 'uid': 'rfba345a-449d-4a68-8b86-942a5a576716', 'name': 'workspaces/default/daiEngines/demo-2', 'type': 'TYPE_DRIVERLESS_AI', 'creator': 'NA', 'session': '9941a93c-375b-44b4-ad4e-17836ba72e5f', 'version': '1.10.4.1', 'createTime': '2023-02-16T10:34:13Z', 'resumeTime': '2023-02-28T15:42:02Z', 'displayName': 'Demo', 'memoryBytes': '64424509440', 'storageBytes': '282394099712', 'creatorDisplayName': 'b@x.ai'} - }}})}) - """ - ) - - cursor.execute( - f"""insert into {self.table_name} (id, ts, kind, user_id, user_name, resource_type, resource_id, stream, source, payload) - values ('12345379-1234-5678-1234-567812345778', - '2023-04-11 18:49:56+0000', 'EVENT', - '7ce4-476d-97e1-594b438eab9a', 'test_user', - 'resource_type_placeholder', '8de3-41b2-bd0f-854170640d6c', - 'running', 'localhost:9999', - {Json({'engineEvent': - {'pausing': {'engine': - {'cpu': 10, 'uid': 'rfca345a-449d-4a68-8b86-942a5a576716', 'name': 'workspaces/default/daiEngines/demo-3', 'type': 'TYPE_DRIVERLESS_AI', 'creator': 'NA', 'session': '9941a93c-375b-44b4-ad4e-17836ba72e5f', 'version': '1.10.4.1', 'createTime': '2023-02-16T10:34:13Z', 'resumeTime': '2023-02-28T15:42:02Z', 'displayName': 'Demo', 'memoryBytes': '64424509440', 'storageBytes': '282394099712', 'creatorDisplayName': 'c@x.ai'} - }}})}) - """ - ) + cursor.execute() # Commit your changes in the database conn.commit() diff --git a/sidekick/examples/__init__.py b/sidekick/examples/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/sidekick/examples/sample_data.py b/sidekick/examples/sample_data.py deleted file mode 100644 index 605e2a5..0000000 --- a/sidekick/examples/sample_data.py +++ /dev/null @@ -1,118 +0,0 @@ -sample_values = """ -Column Name: id -Column Type: uuid PRIMARY KEY - -Column Name: ts -Column Type: TIMESTAMP WITH TIME ZONE NOT NULL - -Column Name: kind -Column Type: TEXT NOT NULL, -- or int? -Sample Values: ['EVENT'] - -Column Name: user_id -Column Type: TEXT - -Column Name: user_name -Column Type: TEXT - -Column Name: resource_type -Column Type: TEXT NOT NULL, -- or int? -Sample Values: ['FEATURE_STORE', 'PROJECT', 'MLOPS_EXPERIMENT', 'APP', 'APP_INSTANCE', 'MLOPS_DEPLOYMENT', -'MLOPS_DATASET', 'MLOPS_USER', 'RESOURCE_TYPE_UNSPECIFIED', 'SCORING', 'DAI_ENGINE', 'MLOPS_MODEL'] - -Column Name: resource_id -Column Type: TEXT - -Column Name: stream -Column Type: TEXT NOT NULL -Sample Values: ['ai/h2o/cloud/mlops/deployment/created', 'ai/h2o/cloud/appstore/instance/gauge/running', -'ai/h2o/cloud/mlops/project/unshared', -'ai/h2o/cloud/mlops/gauge/project', -'ai/h2o/cloud/appstore/user/event/login', -'ai/h2o/cloud/mlops/gauge/registered-model-version', -'ai/h2o/cloud/appstore/instance/event/started', -'ai/h2o/cloud/mlops/deployment/deleted', -'ai/h2o/cloud/mlops/gauge/dataset', -'ai/h2o/cloud/fs/job/running', -'ai/h2o/engine/event/paused', -'ai/h2o/cloud/mlops/project/deleted', -'ai/h2o/engine/event/deleting', -'ai/h2o/engine/event/pausing', -'ai/h2o/cloud/mlops/gauge/deployment', -'ai/h2o/cloud/usage/global/gauge/resources', -'ai/h2o/cloud/mlops/gauge/registered-model', -'ai/h2o/cloud/appstore/instance/event/suspended', -'ai/h2o/cloud/usage/namespace/gauge/resources', -'ai/h2o/cloud/mlops/registered-model-version/created'], -'ai/h2o/cloud/mlops/project/created', -'ai/h2o/cloud/mlops/project/shared', -'ai/h2o/cloud/mlops/experiment/created', -'ai/h2o/cloud/mlops/dataset/created', -'ai/h2o/cloud/appstore/app/event/created', -'ai/h2o/cloud/appstore/instance/event/terminated', -'ai/h2o/cloud/mlops/gauge/user', -'ai/h2o/engine/event/starting', -'ai/h2o/cloud/mlops/event/scoring-result/created', -'ai/h2o/engine/event/running', -'ai/h2o/cloud/fs/job/submitted', -'ai/h2o/cloud/mlops/registered-model/created', -'ai/h2o/cloud/mlops/gauge/experiment', -'ai/h2o/document/ai/proxy', -'ai/h2o/cloud/mlops/experiment/unlinked', -'ai/h2o/cloud/fs/job/finished', -'ai/h2o/cloud/appstore/app/event/deleted', -'ai/h2o/cloud/appstore/instance/event/resumed'] - -Column Name: source -Column Type: TEXT NOT NULL - -Column Name: payload -Column Type: jsonb NOT NULL -Sample Values: -[{'engineEvent': {'pausing': {'engine': {'cpu': '1', 'memory': '1', 'gpu': '0'}}}}] -] -""" - -# For few shot prompting -samples_queries = [ - """ -# query: Total number of CPUs used? -# answer: -SELECT sum((payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu')::integer) AS total_cpus_used -FROM telemetry -WHERE payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu' IS NOT NULL; -""", - """ -# query: Find the number of AI units for each user using stream for each resource type (overall) -# answer: -SELECT user_id, user_name, resource_type, date_trunc('day', ts) as start_day, - sum(AI_units) as AI_units FROM ( - SELECT user_id, user_name, resource_type, ts, - extract(epoch from ts - lag(ts) over (partition by user_id, resource_type order by ts)) / 3600 AS AI_units - FROM telemetry - WHERE stream = 'running' - ) sub GROUP BY user_id, user_name, resource_type, start_day -ORDER BY start_day DESC NULLS LAST; -""", - """ -# query: Compute global usage over time -# answer: -SELECT - ts AS time_interval, - GREATEST((GREATEST((ram_gi / 64.0), (cpu / 8.0)) - gpu), 0) + (gpu * 4.0) as ai_units -FROM ( - SELECT - -- This is a gauge stream, meaning multiple sources are exporting duplicate entries during the same hour interval - ts, - -- RAM usage in Gi - COALESCE(((payload->'usageGauge'->'billingResources'->>'paddedMemoryReservationBytes')::bigint/1024.0/1024.0/1024.0), 0) AS ram_gi, - -- CPU usage in vCPU - COALESCE(((payload->'usageGauge'->'billingResources'->'paddedCpuReservationMillicpu')::int/1000.0), 0) AS cpu, - -- GPU usage in number of GPUs - COALESCE(((payload->'usageGauge'->'billingResources'->'gpuCount')::int), 0) AS gpu - FROM telemetry - WHERE stream = 'gauage_resources' -) AS internal -ORDER BY 1, 2 DESC; -""", -] diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 0eb11b8..bb84f33 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,4 +1,3 @@ -import io import json import os from pathlib import Path @@ -18,8 +17,9 @@ # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") +db_dialect = env_settings["DB-DIALECT"]["DB_TYPE"] os.environ["TOKENIZERS_PARALLELISM"] = "False" -__version__ = "0.0.1" +__version__ = "0.0.3" def color(fore="", back="", text=None): @@ -62,6 +62,30 @@ def set_loglevel(set_level): f.close() +def _get_table_info(cache_path: str): + # Search for the file in the default current path, if not present ask user to enter the path + if Path(f"{cache_path}/table_info.jsonl").exists(): + table_info_path = f"{cache_path}/table_info.jsonl" + else: + # Check in table cache before requesting + if Path(f"{cache_path}/table_context.json").exists(): + f = open(f"{cache_path}/table_context.json", "r") + table_metadata = json.load(f) + if "schema_info_path" in table_metadata: + table_info_path = table_metadata["schema_info_path"] + else: + table_info_path = click.prompt("Enter table info path") + table_metadata["schema_info_path"] = table_info_path + with open(f"{cache_path}/table_context.json", "a") as outfile: + json.dump(table_metadata, outfile, indent=4, sort_keys=False) + else: + table_info_path = click.prompt("Enter table info path") + table_metadata = {"schema_info_path": table_info_path} + with open(f"{cache_path}/table_context.json", "a") as outfile: + json.dump(table_metadata, outfile, indent=4, sort_keys=False) + return table_info_path + + @configure.command("db-setup", help="Enter information to configure postgres database locally") @click.option("--db_name", "-n", default="querydb", help="Database name", prompt="Enter Database name") @click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") @@ -75,7 +99,8 @@ def set_loglevel(set_level): prompt="Enter password", ) @click.option("--port", "-P", default=5432, help="Database port", prompt="Enter port (default 5432)") -def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: int): +@click.option("--table-info-path", "-t", help="Table info path", default=None) +def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: int, table_info_path: str): """Creates context for the new Database""" click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") try: @@ -88,9 +113,9 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i f = open(f"{base_path}/sidekick/configs/.env.toml", "w") toml.dump(env_settings, f) f.close() - + path = f"{base_path}/var/lib/tmp/data" # For current session - db_obj = DBConfig(db_name, hostname, user_name, password, port) + db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path) if not db_obj.db_exists(): db_obj.create_db() click.echo("Database created successfully!") @@ -110,7 +135,11 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i click.echo(f"Table name: {table_value}") # set table name db_obj.table_name = table_value.replace(" ", "_") - db_obj.create_table() + + if table_info_path is None: + table_info_path = _get_table_info(path) + + db_obj.create_table(table_info_path) # Check if table exists; pending --> and doesn't have any rows if db_obj.has_table(): @@ -188,7 +217,9 @@ def update_context(): @cli.command() @click.option("--question", "-q", help="Database name", prompt="Ask a question") -def query(question: str): +@click.option("--table-info-path", "-t", help="Table info path", default=None) +@click.option("--sample-queries", "-s", help="Samples path", default=None) +def query(question: str, table_info_path: str, sample_queries: str): """Asks question and returns SQL.""" # Book-keeping setup_dir(base_path) @@ -198,9 +229,9 @@ def query(question: str): table_context_file = f"{path}/table_context.json" table_context = json.load(open(table_context_file, "r")) if Path(table_context_file).exists() else {} table_names = [] - if table_context: - table_name = table_context.get("tables_in_use", None) - table_names = [_t.replace(" ", "_") for _t in table_name] + if table_context and "tables_in_use" in table_context: + _tables = table_context["tables_in_use"] + table_names = [_t.replace(" ", "_") for _t in _tables] else: # Ask for table name only when more than one table exists. table_names = [click.prompt("Which table to use?")] @@ -235,11 +266,16 @@ def query(question: str): passwd = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] - db_url = f"postgresql+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( + db_url = f"{db_dialect}+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( user_name, passwd, host_name, db_name ) - sql_g = SQLGenerator(db_url, api_key, path=base_path) + if table_info_path is None: + table_info_path = _get_table_info(path) + + sql_g = SQLGenerator( + db_url, api_key, job_path=base_path, data_input_path=table_info_path, samples_queries=sample_queries + ) sql_g._tasks = sql_g.generate_tasks(table_names, question) click.echo(sql_g._tasks) @@ -254,6 +290,7 @@ def query(question: str): if updated_tasks is not None: sql_g._tasks = updated_tasks res = sql_g.generate_sql(table_names, question) + logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") if res is not None: @@ -270,6 +307,8 @@ def query(question: str): elif res_val.lower() == "r" or res_val.lower() == "regenerate": click.echo("Attempting to regenerate...") res = sql_g.generate_sql(table_names, question) + logger.info(f"Input query: {question}") + logger.info(f"Generated response:\n\n{res}") save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") if save_sql.lower() == "y" or save_sql.lower() == "yes": diff --git a/sidekick/query.py b/sidekick/query.py index 75906fd..7f3adc1 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -8,24 +8,40 @@ import sqlglot import toml from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, - TASK_PROMPT) -from sidekick.examples.sample_data import sample_values, samples_queries +from sidekick.configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger -from sidekick.utils import filter_samples, remove_duplicates +from sidekick.utils import csv_parser, filter_samples, remove_duplicates from sqlalchemy import create_engine +def _check_file_info(file_path: str): + if file_path is not None and Path(file_path).exists(): + logger.info(f"Using information info from path {file_path}") + return file_path + else: + logger.info("Required info not found, provide a path for table information and try again") + raise FileNotFoundError(f"Table info not found at {file_path}") + + class SQLGenerator: - def __init__(self, db_url: str, openai_key: str = None, path: str = "../var/lib/tmp/data"): + def __init__( + self, + db_url: str, + openai_key: str = None, + data_input_path: str = "./table_info.jsonl", + samples_queries: str = "./samples.csv", + job_path: str = "../var/lib/tmp/data", + ): self.db_url = db_url self.engine = create_engine(db_url) self.sql_database = SQLDatabase(self.engine) self.context_builder = None - self.path = path + self.data_input_path = _check_file_info(data_input_path) + self.sample_queries_path = samples_queries + self.path = job_path + self._data_info = None self._tasks = None self.openai_key = openai_key self.content_queries = None @@ -43,8 +59,19 @@ def build_index(self, persist: bool = True): return table_schema_index def update_context_queries(self): + # Check if seed samples were provided + new_context_queries = [] + if self.sample_queries_path is not None and Path(self.sample_queries_path).exists(): + logger.info(f"Using samples from path {self.sample_queries_path}") + new_context_queries = csv_parser(self.sample_queries_path) + # cache the samples for future use + with open(f"{self.path}/var/lib/tmp/data/queries_cache.json", "w") as f: + json.dump(new_context_queries, f, indent=2) + elif self.sample_queries_path is None and Path(f"{self.path}/var/lib/tmp/data/queries_cache.json").exists(): + logger.info(f"Using samples from cache") + with open(f"{self.path}/var/lib/tmp/data/queries_cache.json", "r") as f: + new_context_queries = json.load(f) # Read the history file and update the context queries - new_context_queries = samples_queries history_file = f"{self.path}/var/lib/tmp/data/history.jsonl" try: if Path(history_file).exists(): @@ -133,6 +160,7 @@ def generate_tasks(self, table_names: list, input_question: str): # Step 1: Given a question, generate tasks to possibly answer the question and persist the result -> tasks.txt # Step 2: Append task list to 'query_prompt_template', generate SQL code to answer the question and persist the result -> sql.txt context_queries: list = self.update_context_queries() + logger.info(f"Number of context queries found: {len(context_queries)}") # Remove duplicates from the context queries m_path = f"{self.path}/var/lib/tmp/.cache/models" @@ -140,10 +168,22 @@ def generate_tasks(self, table_names: list, input_question: str): updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() # Filter closest samples to the input question, threshold = 0.45 - filtered_context = filter_samples(input_question, updated_context, m_path) + filtered_context = ( + filter_samples(input_question, updated_context, m_path) if len(updated_context) > 1 else updated_context + ) _queries = "\n".join(filtered_context) self.content_queries = _queries - task_list = self._query_tasks(input_question, sample_values, _queries.lower(), table_names) + + # data info + input_file = self.data_input_path + data_info = "" + with open(input_file, "r") as in_file: + for line in in_file: + if line.strip(): + data = json.loads(line) + data_info += "\n" + json.dumps(data) + self._data_info = data_info + task_list = self._query_tasks(input_question, data_info, _queries.lower(), table_names) with open(f"{self.path}/var/lib/tmp/data/tasks.txt", "w") as f: f.write(task_list) return task_list @@ -159,7 +199,7 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "p # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. query_str = QUERY_PROMPT.format( _dialect=_dialect, - _data_info=sample_values, + _data_info=self._data_info, _question=input_question.lower(), _table_name=table_name, _sample_queries=context_queries, diff --git a/sidekick/utils.py b/sidekick/utils.py index e319e0a..1beace7 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -41,15 +41,15 @@ def filter_samples(input_q: str, probable_qs: list, model_path: str, threshold: logger.debug(f"Input questions: {_inq}") question_embeddings = generate_sentence_embeddings(model_path, x=[_inq], device="cpu") - input_xs = [_se.split("# answer")[0].strip().lower() for _se in probable_qs] - logger.debug(f"Probable questions: {input_xs}") - embeddings = generate_sentence_embeddings(model_path, x=input_xs, device="cpu") + input_pqs = [_se.split("# answer")[0].strip().lower() for _se in probable_qs] + logger.debug(f"Probable questions: {input_pqs}") + embeddings = generate_sentence_embeddings(model_path, x=input_pqs, device="cpu") res = [] for idx, _se in enumerate(embeddings): similarities_score = cosine_similarity( [_se.astype(float).tolist()], [question_embeddings.astype(float).tolist()[0]] ) - logger.debug(f"Similarity score for: {input_xs[idx]}: {similarities_score[0][0]}") + logger.debug(f"Similarity score for: {input_pqs[idx]}: {similarities_score[0][0]}") if similarities_score[0][0] > threshold: res.append(probable_qs[idx]) return res @@ -57,16 +57,19 @@ def filter_samples(input_q: str, probable_qs: list, model_path: str, threshold: def remove_duplicates(input_x: list, model_path: str, threshold: float = 0.89): # Remove duplicates pairs - embeddings = generate_sentence_embeddings(model_path, x=input_x, device="cpu") - similarity_scores = cosine_similarity(embeddings) - similar_indices = [(x, y) for (x, y) in np.argwhere(similarity_scores > threshold) if x != y] - - # Remove identical pairs e.g. [(0, 3), (3, 0)] -> [(0, 3)] - si = [similarity_scores[tpl] for tpl in similar_indices] - dup_pairs_idx = np.where(pd.Series(si).duplicated())[0].tolist() - remove_vals = [similar_indices[_itm] for _itm in dup_pairs_idx] - [similar_indices.remove(_itm) for _itm in remove_vals] - res = list(set([item[0] for item in similar_indices])) + if input_x is None or len(input_x) < 2: + res = [] + else: + embeddings = generate_sentence_embeddings(model_path, x=input_x, device="cpu") + similarity_scores = cosine_similarity(embeddings) + similar_indices = [(x, y) for (x, y) in np.argwhere(similarity_scores > threshold) if x != y] + + # Remove identical pairs e.g. [(0, 3), (3, 0)] -> [(0, 3)] + si = [similarity_scores[tpl] for tpl in similar_indices] + dup_pairs_idx = np.where(pd.Series(si).duplicated())[0].tolist() + remove_vals = [similar_indices[_itm] for _itm in dup_pairs_idx] + [similar_indices.remove(_itm) for _itm in remove_vals] + res = list(set([item[0] for item in similar_indices])) return res @@ -88,3 +91,18 @@ def setup_dir(base_path: str): p = Path(f"{base_path}/{_dl}") if not p.is_dir(): p.mkdir(parents=True, exist_ok=True) + + +def csv_parser(input_path: str): + df = pd.read_csv(input_path) + df = df.dropna() + df = df.drop_duplicates() + df = df.reset_index(drop=True) + + # Convert frame to below format + # [ + # "# query": "" + # "# answer": "" + # ] + res = df.apply(lambda row: f"# query: {row['query']}\n# answer: {row['answer']}", axis=1).to_list() + return res From 3e3ae39351b8232bdb334b5b03d692e1646c27da Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 21 Jun 2023 08:48:33 -0700 Subject: [PATCH 055/135] Bookkeeping v0.0.3 n fixed updating table metadata --- README.md | 4 ++-- pyproject.toml | 2 +- sidekick/prompter.py | 26 ++++++++++++++++++++++---- sidekick/query.py | 7 +++++-- 4 files changed, 30 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index ee4620a..d55fe86 100644 --- a/README.md +++ b/README.md @@ -17,10 +17,10 @@ Step1: - docker pull postgres (will pull the latest version) - docker run --rm --name pgsql-dev -e POSTGRES_PASSWORD=abc -p 5432:5432 postgres -Step2: Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0.2-py3-none-any.whl +Step2: Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0.3-py3-none-any.whl - python3 -m venv .sidekickvenv - source .sidekickvenv/bin/activate -- python3 -m pip install sql_sidekick-0.0.2-py3-none-any.whl +- python3 -m pip install sql_sidekick-0.0.3-py3-none-any.whl ``` ## Start ``` diff --git a/pyproject.toml b/pyproject.toml index 75dd282..10d6d5f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "sql-sidekick" -version = "0.0.2" +version = "0.0.3" license = "Proprietary" description = "An AI assistant for SQL" authors = [ diff --git a/sidekick/prompter.py b/sidekick/prompter.py index bb84f33..e64b08f 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -86,6 +86,24 @@ def _get_table_info(cache_path: str): return table_info_path +def update_table_info(cache_path: str, table_info_path: str = None, table_name: str = None): + if Path(f"{cache_path}/table_context.json").exists(): + f = open(f"{cache_path}/table_context.json", "r") + table_metadata = json.load(f) + if table_name: + table_metadata["tables_in_use"] = [table_name] + if table_info_path: + table_metadata["schema_info_path"] = table_info_path + else: + if table_name: + table_metadata = {"tables_in_use": [table_name]} + if table_info_path: + table_metadata = {"schema_info_path": table_info_path} + + with open(f"{cache_path}/table_context.json", "w") as outfile: + json.dump(table_metadata, outfile, indent=4, sort_keys=False) + + @configure.command("db-setup", help="Enter information to configure postgres database locally") @click.option("--db_name", "-n", default="querydb", help="Database name", prompt="Enter Database name") @click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") @@ -130,17 +148,17 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i else: break + if table_info_path is None: + table_info_path = _get_table_info(path) + if val.lower() == "y" or val.lower() == "yes": table_value = input("Enter table name: ") click.echo(f"Table name: {table_value}") # set table name db_obj.table_name = table_value.replace(" ", "_") - - if table_info_path is None: - table_info_path = _get_table_info(path) - db_obj.create_table(table_info_path) + update_table_info(path, table_info_path, db_obj.table_name) # Check if table exists; pending --> and doesn't have any rows if db_obj.has_table(): click.echo(f"Checked table {db_obj.table_name} exists in the DB.") diff --git a/sidekick/query.py b/sidekick/query.py index 7f3adc1..d0df3aa 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -8,9 +8,11 @@ import sqlglot import toml from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, + TASK_PROMPT) from sidekick.logger import logger from sidekick.utils import csv_parser, filter_samples, remove_duplicates from sqlalchemy import create_engine @@ -171,6 +173,7 @@ def generate_tasks(self, table_names: list, input_question: str): filtered_context = ( filter_samples(input_question, updated_context, m_path) if len(updated_context) > 1 else updated_context ) + logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") _queries = "\n".join(filtered_context) self.content_queries = _queries From fc21cfae8c96eede0fad1c24c57f19347d95a8d7 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Wed, 21 Jun 2023 15:03:54 -0700 Subject: [PATCH 056/135] Update README.md --- README.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index d55fe86..51d4d3e 100644 --- a/README.md +++ b/README.md @@ -24,17 +24,17 @@ Step2: Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0 ``` ## Start ``` -Welcome to the SQL Sidekick! I am AI assistant that helps you with SQL +Welcome to the SQL Sidekick! I am an AI assistant that helps you with SQL queries. I can help you with the following: 1. Configure a local database(for schema validation and syntax checking): - `sql-sidekick configure db-setup`. + `sql-sidekick configure db-setup -t "/table_info.jsonl` - 2. Ask a question: `sql-sidekick query`. + 2. Ask a question: `sql-sidekick query -q "avg Gpus" -s "/samples.csv" - 3. Learn contextual query/answer pairs: `sql-sidekick learn add-samples`. (optional) + 3. Learn contextual query/answer pairs: `sql-sidekick learn add-samples` (optional) - 4. Simply add context: `sql-sidekick learn update-context`. (optional) + 4. Add context as key/value pairs: `sql-sidekick learn update-context` (optional) Options: --version Show the version and exit. From f3d8acb554f845a3e9bef9dbd8ccf16b7f1a34fb Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 21 Jun 2023 15:09:49 -0700 Subject: [PATCH 057/135] Telemetry examples --- examples/telemetry/samples.csv | 27 +++++++++++++++++++++++++++ examples/telemetry/table_info.jsonl | 10 ++++++++++ 2 files changed, 37 insertions(+) create mode 100644 examples/telemetry/samples.csv create mode 100644 examples/telemetry/table_info.jsonl diff --git a/examples/telemetry/samples.csv b/examples/telemetry/samples.csv new file mode 100644 index 0000000..6f2f598 --- /dev/null +++ b/examples/telemetry/samples.csv @@ -0,0 +1,27 @@ +query,answer +Total number of CPUs used?,SELECT sum((payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu')::integer) AS total_cpus_used FROM telemetry WHERE payload->'engineEvent'-> 'pausing' -> 'engine'->> 'cpu' IS NOT NULL; +Find the number of AI units for each user using stream for each resource type (overall),"SELECT user_id, user_name, resource_type, date_trunc('day', ts) as start_day, + sum(AI_units) as AI_units FROM ( + SELECT user_id, user_name, resource_type, ts, + extract(epoch from ts - lag(ts) over (partition by user_id, resource_type order by ts)) / 3600 AS AI_units + FROM telemetry + WHERE stream = 'running' + ) sub GROUP BY user_id, user_name, resource_type, start_day +ORDER BY start_day DESC NULLS LAST;" +Compute global usage over time,"SELECT + ts AS time_interval, + GREATEST((GREATEST((ram_gi / 64.0), (cpu / 8.0)) - gpu), 0) + (gpu * 4.0) as ai_units +FROM ( + SELECT + -- This is a gauge stream, meaning multiple sources are exporting duplicate entries during the same hour interval + ts, + -- RAM usage in Gi + COALESCE(((payload->'usageGauge'->'billingResources'->>'paddedMemoryReservationBytes')::bigint/1024.0/1024.0/1024.0), 0) AS ram_gi, + -- CPU usage in vCPU + COALESCE(((payload->'usageGauge'->'billingResources'->'paddedCpuReservationMillicpu')::int/1000.0), 0) AS cpu, + -- GPU usage in number of GPUs + COALESCE(((payload->'usageGauge'->'billingResources'->'gpuCount')::int), 0) AS gpu + FROM telemetry + WHERE stream = 'gauage_resources' +) AS internal +ORDER BY 1, 2 DESC;" \ No newline at end of file diff --git a/examples/telemetry/table_info.jsonl b/examples/telemetry/table_info.jsonl new file mode 100644 index 0000000..9d957ba --- /dev/null +++ b/examples/telemetry/table_info.jsonl @@ -0,0 +1,10 @@ +{"Column Name": "id", "Column Type": "uuid PRIMARY KEY"} +{"Column Name": "ts", "Column Type": "TIMESTAMP WITH TIME ZONE NOT NULL"} +{"Column Name": "kind", "Column Type": "TEXT NOT NULL, -- or int?", "Sample Values": ["EVENT"]} +{"Column Name": "user_id", "Column Type": "TEXT"} +{"Column Name": "user_name", "Column Type": "TEXT"} +{"Column Name": "resource_type", "Column Type": "TEXT NOT NULL, -- or int?", "Sample Values": ["FEATURE_STORE", "PROJECT", "MLOPS_EXPERIMENT", "APP", "APP_INSTANCE", "MLOPS_DEPLOYMENT", "MLOPS_DATASET", "MLOPS_USER", "RESOURCE_TYPE_UNSPECIFIED", "SCORING", "DAI_ENGINE", "MLOPS_MODEL"]} +{"Column Name": "resource_id", "Column Type": "TEXT"} +{"Column Name": "stream", "Column Type": "TEXT NOT NULL", "Sample Values": ["air/h2o/cloud/mlops/deployment/created", "ai/h2o/cloud/appstore/instance/gauge/running", "ai/h2o/cloud/mlops/project/unshared", "ai/h2o/cloud/mlops/gauge/project", "ai/h2o/cloud/appstore/user/event/login", "ai/h2o/cloud/mlops/gauge/registered-model-version", "ai/h2o/cloud/appstore/instance/event/started", "ai/h2o/cloud/mlops/deployment/deleted", "ai/h2o/cloud/mlops/gauge/dataset", "ai/h2o/cloud/fs/job/running", "ai/h2o/engine/event/paused", "ai/h2o/cloud/mlops/project/deleted", "ai/h2o/engine/event/deleting", "ai/h2o/engine/event/pausing", "ai/h2o/cloud/mlops/gauge/deployment", "ai/h2o/cloud/usage/global/gauge/resources", "ai/h2o/cloud/mlops/gauge/registered-model", "ai/h2o/cloud/appstore/instance/event/suspended", "ai/h2o/cloud/usage/namespace/gauge/resources", "ai/h2o/cloud/mlops/registered-model-version/created", "ai/h2o/cloud/mlops/project/created", "ai/h2o/cloud/mlops/project/shared", "ai/h2o/cloud/mlops/experiment/created", "ai/h2o/cloud/mlops/dataset/created", "ai/h2o/cloud/appstore/app/event/created", "ai/h2o/cloud/appstore/instance/event/terminated", "ai/h2o/cloud/mlops/gauge/user", "ai/h2o/engine/event/starting", "ai/h2o/cloud/mlops/event/scoring-result/created", "ai/h2o/engine/event/running", "ai/h2o/cloud/fs/job/submitted", "ai/h2o/cloud/mlops/registered-model/created", "ai/h2o/cloud/mlops/gauge/experiment", "ai/h2o/document/ai/proxy", "ai/h2o/cloud/mlops/experiment/unlinked", "ai/h2o/cloud/fs/job/finished", "ai/h2o/cloud/appstore/app/event/deleted", "ai/h2o/cloud/appstore/instance/event/resumed"]} +{"Column Name": "source", "Column Type": "TEXT NOT NULL"} +{"Column Name": "payload", "Column Type": "jsonb NOT NULL", "Sample Values":[{"engineEvent": {"pausing": {"engine": {"cpu": "1", "memory": "1", "gpu": "0"}}}}]} From bddb67be62c906b960cdb147d603b446d8483058 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Wed, 21 Jun 2023 15:17:30 -0700 Subject: [PATCH 058/135] More updates to README --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 51d4d3e..3ef3b00 100644 --- a/README.md +++ b/README.md @@ -28,9 +28,9 @@ Welcome to the SQL Sidekick! I am an AI assistant that helps you with SQL queries. I can help you with the following: 1. Configure a local database(for schema validation and syntax checking): - `sql-sidekick configure db-setup -t "/table_info.jsonl` + `sql-sidekick configure db-setup -t "/table_info.jsonl"` (e.g., format --> https://github.com/h2oai/sql-sidekick/blob/main/examples/telemetry/table_info.jsonl) - 2. Ask a question: `sql-sidekick query -q "avg Gpus" -s "/samples.csv" + 2. Ask a question: `sql-sidekick query -q "avg Gpus" -s "/samples.csv"` (e.g., format --> https://github.com/h2oai/sql-sidekick/blob/main/examples/telemetry/samples.csv) 3. Learn contextual query/answer pairs: `sql-sidekick learn add-samples` (optional) From 1ce7ad5693e4000ca7310a4876c0698aad5c94de Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 22 Jun 2023 15:37:46 -0700 Subject: [PATCH 059/135] Minor prompt adjustment --- sidekick/configs/prompt_template.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 46adb2f..3023a47 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -1,9 +1,11 @@ +# Chain of thought for reasoning and task decomposition +# Reference: https://arxiv.org/pdf/2201.11903.pdf TASK_PROMPT = { "system_prompt": "Act as a Data Analyst", "user_prompt": """ ### For table {_table_name}, given an input *Question*, let's work it out in a detailed step by step way and only return specific, detailed and informative tasks as an ordered numeric list for SQL generation to be sure we have the right answer. Use values that are explicitly mentioned in the *Question*. - Use the *History* and *Context* section for co-reference and to infer relationships. *Context* contains entity mapping containing keys:values. + Use the *History* and *Context* section for co-reference and to infer relationships and identify column names. *Context* contains entity mapping containing keys:values. If the words in the *Question* do not match column names *Data* section; Search for them in *Context* section. Always use *Context* with highest similarity score with the *Question*. If words in the *Question* match more than one key, include both the values using "or" when forming step by step tasks. From be1c879ee784061724227d969ac94860d540fad0 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 26 Jun 2023 15:54:53 -0700 Subject: [PATCH 060/135] Parameterize model name n minor prompt adjustments --- sidekick/configs/.env.toml | 1 + sidekick/configs/prompt_template.py | 2 +- sidekick/prompter.py | 8 +++++--- sidekick/query.py | 6 +++--- 4 files changed, 10 insertions(+), 7 deletions(-) diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index a414fac..4db3dbd 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -1,5 +1,6 @@ [OPENAI] OPENAI_API_KEY = "" +MODEL_NAME = "gpt-3.5-turbo-0301" # Others: e.g. text-davinci-003 [LOCAL_DB_CONFIG] HOST_NAME = "localhost" diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 3023a47..af8bb8e 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -52,7 +52,7 @@ DEBUGGING_PROMPT = { "system_prompt": "Act as a SQL expert for PostgreSQL code", "user_prompt": """ - ### Fix syntax errors for provided SQL Query. + ### Fix syntax errors for provided incorrect SQL Query. # Add ``` as prefix and ``` as suffix to generated SQL # Error: {ex_traceback} # Add explanation and reasoning for each SQL query diff --git a/sidekick/prompter.py b/sidekick/prompter.py index e64b08f..200ba1d 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -26,7 +26,7 @@ def color(fore="", back="", text=None): return f"{fore}{back}{text}{Style.RESET_ALL}" -msg = """Welcome to the SQL Sidekick!\nI am AI assistant that helps you with SQL queries. +msg = """Welcome to the SQL Sidekick!\nI am an AI assistant that helps you with SQL queries. I can help you with the following:\n 1. Configure a local database(for schema validation and syntax checking): `sql-sidekick configure db-setup`.\n 2. Learn contextual query/answer pairs: `sql-sidekick learn add-samples`.\n @@ -307,7 +307,9 @@ def query(question: str, table_info_path: str, sample_queries: str): click.echo("Skipping edit...") if updated_tasks is not None: sql_g._tasks = updated_tasks - res = sql_g.generate_sql(table_names, question) + + model_name = env_settings["OPENAI"]["MODEL_NAME"] + res = sql_g.generate_sql(table_names, question, model_name=model_name) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -324,7 +326,7 @@ def query(question: str, table_info_path: str, sample_queries: str): click.echo(f"Updated SQL:\n {updated_sql}") elif res_val.lower() == "r" or res_val.lower() == "regenerate": click.echo("Attempting to regenerate...") - res = sql_g.generate_sql(table_names, question) + res = sql_g.generate_sql(table_names, question, model_name=model_name) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") diff --git a/sidekick/query.py b/sidekick/query.py index d0df3aa..8d044d4 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -138,7 +138,7 @@ def generate_response(self, context_container, sql_index, input_prompt, attempt_ try: # Attempt to heal with simple feedback # Reference: Teaching Large Language Models to Self-Debug, https://arxiv.org/abs/2304.05128 - logger.info(f"Attempting to heal ...,\n {se}") + logger.info(f"Attempting to fix syntax error ...,\n {se}") system_prompt = DEBUGGING_PROMPT["system_prompt"] user_prompt = DEBUGGING_PROMPT["user_prompt"].format(ex_traceback=ex_traceback, qry_txt=qry_txt) # Role and content @@ -193,7 +193,7 @@ def generate_tasks(self, table_names: list, input_question: str): except Exception as se: raise se - def generate_sql(self, table_name: list, input_question: str, _dialect: str = "postgres"): + def generate_sql(self, table_name: list, input_question: str, _dialect: str = "postgres", model_name: str = 'gpt-3.5-turbo-0301'): _tasks = self.task_formatter(self._tasks) context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} @@ -217,7 +217,7 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "p context_container = self.context_builder.build_context_container() # Reference: https://github.com/jerryjliu/llama_index/issues/987 - llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.7, model_name="text-davinci-003")) + llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.5, model_name=model_name)) service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) index = GPTSQLStructStoreIndex( From b33db8d035f591b58ba576f90eb1a11b77f2fcb1 Mon Sep 17 00:00:00 2001 From: narasimhard <94929169+narasimhard@users.noreply.github.com> Date: Thu, 6 Jul 2023 13:23:07 -0600 Subject: [PATCH 061/135] Code to add samples and execute query (#9) Added: 1. Added prompt to ask user if they want to execute the query 2. A method to extract table names from the query generated 3. Added method to use PandaSQL to execute the query in memory sqllite --- requirements.txt | 1 + sidekick/db_config.py | 69 ++++++++++++++++++++++++++++++++++++------- sidekick/prompter.py | 51 +++++++++++++++++++++++++++++--- sidekick/utils.py | 41 +++++++++++++++++++++++++ 4 files changed, 147 insertions(+), 15 deletions(-) diff --git a/requirements.txt b/requirements.txt index 0dff3eb..5ad1e86 100644 --- a/requirements.txt +++ b/requirements.txt @@ -65,3 +65,4 @@ typing-inspect==0.9.0 ; python_full_version >= "3.8.16" and python_version < "3. urllib3==2.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" and sys_platform == "win32" yarl==1.9.2 ; python_full_version >= "3.8.16" and python_version < "3.10" +pandasql==0.7.3 ; python_full_version >= "3.8.16" and python_version < "3.10" diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 194897b..7cbf0a2 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -1,10 +1,12 @@ # create db with supplied info import json from pathlib import Path +import pandas as pd import psycopg2 as pg import sqlalchemy from psycopg2.extras import Json +from pandasql import sqldf from sidekick.logger import logger from sqlalchemy import create_engine from sqlalchemy_utils import database_exists @@ -127,16 +129,61 @@ def has_table(self): ) return sqlalchemy.inspect(engine).has_table(self.table_name) - def add_samples(self): - # Non-functional for now. - conn = pg.connect( - database=self.db_name, user=self.user_name, password=self.password, host=self.hostname, port=self.port - ) - # Creating a cursor object using the cursor() method - conn.autocommit = True - cursor = conn.cursor() + def add_samples(self, data_csv_path=None): + conn_str = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + try: + df = pd.read_csv(data_csv_path, infer_datetime_format=True) + engine = create_engine(conn_str, isolation_level='AUTOCOMMIT') + + sample_query = f'SELECT COUNT(*) AS ROWS FROM {self.table_name} LIMIT 1' + num_rows_bef = pd.read_sql_query(sample_query, engine) + + # Write rows to database + res = df.to_sql(self.table_name, engine, if_exists='append', index=False) + + # Fetch the number of rows from the table + num_rows_aft = pd.read_sql_query(sample_query, engine) + + logger.info(f"Number of rows inserted: {num_rows_aft.iloc[0, 0] - num_rows_bef.iloc[0, 0]}") + + engine.dispose() - cursor.execute() + except Exception as e: + logger.info(f"Error occurred : {format(e)}") + finally: + engine.dispose() - # Commit your changes in the database - conn.commit() + def execute_query_db(self, query=None, n_rows=100): + try: + if query: + # Create an engine + conn_str = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + engine = create_engine(conn_str) + + # Create a connection + connection = engine.connect() + + result = connection.execute(query) + + # Process the query results + cnt = 0 + logger.info("Here are the results from the queries: ") + for row in result: + if cnt <= n_rows: + # Access row data using row[column_name] + logger.info(row) + cnt += 1 + else: + break + # Close the connection + connection.close() + + # Close the engine + engine.dispose() + else: + logger.info("Query Empty or None!") + except Exception as e: + logger.info(f"Error occurred : {format(e)}") + finally: + connection.close() + engine.dispose() diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 200ba1d..212bbb0 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -12,7 +12,7 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import save_query, setup_dir +from sidekick.utils import save_query, setup_dir, extract_table_names, execute_query_pd # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -51,6 +51,10 @@ def enter_table_name(): val = input(color(F.GREEN, "", "Would you like to create a table for the database? (y/n): ")) return val +def enter_file_path(table: str): + val = input(color(F.GREEN, "", f"Please input the CSV file path to table: {table} : ")) + return val + @configure.command("log", help="Adjust log settings") @click.option("--set_level", "-l", help="Set log level (Default: INFO)") @@ -162,9 +166,10 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i # Check if table exists; pending --> and doesn't have any rows if db_obj.has_table(): click.echo(f"Checked table {db_obj.table_name} exists in the DB.") - val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n): ")) - if val.lower() == "y": - db_obj.add_samples() + val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n):")) + if val.lower().strip() == "y" or val.lower().strip() == "yes": + val = input("Path to a CSV file to insert data from:") + db_obj.add_samples(val) else: click.echo("Exiting...") return @@ -336,6 +341,44 @@ def query(question: str, table_info_path: str, sample_queries: str): _val = updated_sql if updated_sql else res save_query(base_path, query=question, response=_val) + exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") + if exe_sql.lower() == "y" or exe_sql.lower() == "yes": + # For the time being, the default option is Pandas, but the user can be asked to select Database or Panadas DF later. + option = "pandas" # or DB + _val = updated_sql if updated_sql else res + if option == "DB": + hostname = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] + user_name = env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] + password = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] + port = env_settings["LOCAL_DB_CONFIG"]["PORT"] + db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] + + db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path) + db_obj.execute_query(query=_val) + elif option == "pandas": + tables = extract_table_names(_val) + tables_path = dict() + for table in tables: + while True: + val = enter_file_path(table) + if not os.path.isfile(val): + click.echo("In-correct Path. Please enter again! Yes(y) or no(n)") + # val = enter_file_path(table) + else: + tables_path[table] = val + break + + assert len(tables) == len(tables_path) + + res = execute_query_pd(query=_val, tables_path=tables_path, n_rows=100) + + logger.info("The query results are:") + logger.info(res) + + else: + click.echo("Exiting...") + + if __name__ == "__main__": cli() diff --git a/sidekick/utils.py b/sidekick/utils.py index 1beace7..22a97af 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -5,6 +5,8 @@ import numpy as np import pandas as pd +from pandasql import sqldf +import re from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity @@ -106,3 +108,42 @@ def csv_parser(input_path: str): # ] res = df.apply(lambda row: f"# query: {row['query']}\n# answer: {row['answer']}", axis=1).to_list() return res + +def extract_table_names(query: str): + """ + Extracts table names from a SQL query. + + Parameters: + query (str): The SQL query to extract table names from. + + Returns: + list: A list of table names. + """ + table_names = re.findall(r'\bFROM\s+(\w+)', query, re.IGNORECASE) + table_names += re.findall(r'\bJOIN\s+(\w+)', query, re.IGNORECASE) + table_names += re.findall(r'\bUPDATE\s+(\w+)', query, re.IGNORECASE) + table_names += re.findall(r'\bINTO\s+(\w+)', query, re.IGNORECASE) + + # Below keywords may not be relevant for the project but adding for sake for completness + table_names += re.findall(r'\bINSERT\s+INTO\s+(\w+)', query, re.IGNORECASE) + table_names += re.findall(r'\bDELETE\s+FROM\s+(\w+)', query, re.IGNORECASE) + + return table_names + +def execute_query_pd(query=None, tables_path=None, n_rows=100): + """ + Runs an SQL query on a pandas DataFrame. + + Parameters: + df (pandas DataFrame): The DataFrame to query. + query (str): The SQL query to execute. + + Returns: + pandas DataFrame: The result of the SQL query. + """ + for table in tables_path: + locals()[f"{table}"] = pd.read_csv(tables_path[table]) + + res_df = sqldf(query, locals()) + + return res_df \ No newline at end of file From 25a95709b023eadcad10fd82f01c5d7ab201debf Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Fri, 7 Jul 2023 08:02:47 -0700 Subject: [PATCH 062/135] Partial logic for basic UI workflow + More improvements (#10) * Initial demo UI - courtesy Megan/narasimhard * Update version n add h2o-wave dependency * UI relate * Few more updates n corrections * Save the right generated SQL * Add pandasql dependency --- pyproject.toml | 4 +- requirements.txt | 1 + sidekick/configs/.env.toml | 3 +- sidekick/db_config.py | 22 ++-- sidekick/prompter.py | 76 ++++++++------ sidekick/query.py | 18 ++-- sidekick/utils.py | 26 ++--- ui/.app_config.toml | 3 + ui/app.py | 210 +++++++++++++++++++++++++++++++++++++ 9 files changed, 298 insertions(+), 65 deletions(-) create mode 100644 ui/.app_config.toml create mode 100644 ui/app.py diff --git a/pyproject.toml b/pyproject.toml index 10d6d5f..b8e5d06 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "sql-sidekick" -version = "0.0.3" +version = "0.0.4" license = "Proprietary" description = "An AI assistant for SQL" authors = [ @@ -36,6 +36,8 @@ transformers = "^4.29.0" sentence-transformers = "^2.2.2" torch = "^2.0.1" sqlalchemy-utils = "^0.41.1" +h2o-wave = "0.26.1" +pandasql = "0.7.3" [tool.poetry.scripts] sql-sidekick = "sidekick.prompter:cli" diff --git a/requirements.txt b/requirements.txt index 5ad1e86..31f2102 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,6 +14,7 @@ fsspec==2023.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" gptcache==0.1.29.1 ; python_full_version >= "3.8.16" and python_version < "3.10" greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "x86_64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_version < "3.10" huggingface-hub==0.15.1 ; python_full_version >= "3.8.16" and python_version < "3.10" +h2o-wave==0.26.1 ; python_full_version >= "3.8.16" and python_version < "3.10" idna==3.4 ; python_full_version >= "3.8.16" and python_version < "3.10" jinja2==3.1.2 ; python_full_version >= "3.8.16" and python_version < "3.10" joblib==1.2.0 ; python_full_version >= "3.8.16" and python_version < "3.10" diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index 4db3dbd..99d09ab 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -1,12 +1,13 @@ [OPENAI] OPENAI_API_KEY = "" -MODEL_NAME = "gpt-3.5-turbo-0301" # Others: e.g. text-davinci-003 +MODEL_NAME = "gpt-3.5-turbo-0301" # Others: e.g. gpt-4, gpt-4-32k, text-davinci-003 [LOCAL_DB_CONFIG] HOST_NAME = "localhost" USER_NAME = "postgres" PASSWORD = "abc" DB_NAME = "querydb" +PORT = "5432" [LOGGING] LOG-LEVEL = "INFO" diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 7cbf0a2..cafa1b9 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -1,12 +1,12 @@ # create db with supplied info import json from pathlib import Path -import pandas as pd +import pandas as pd import psycopg2 as pg import sqlalchemy -from psycopg2.extras import Json from pandasql import sqldf +from psycopg2.extras import Json from sidekick.logger import logger from sqlalchemy import create_engine from sqlalchemy_utils import database_exists @@ -133,19 +133,17 @@ def add_samples(self, data_csv_path=None): conn_str = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" try: df = pd.read_csv(data_csv_path, infer_datetime_format=True) - engine = create_engine(conn_str, isolation_level='AUTOCOMMIT') + engine = create_engine(conn_str, isolation_level="AUTOCOMMIT") - sample_query = f'SELECT COUNT(*) AS ROWS FROM {self.table_name} LIMIT 1' + sample_query = f"SELECT COUNT(*) AS ROWS FROM {self.table_name} LIMIT 1" num_rows_bef = pd.read_sql_query(sample_query, engine) # Write rows to database - res = df.to_sql(self.table_name, engine, if_exists='append', index=False) + df.to_sql(self.table_name, engine, if_exists="append", index=False) # Fetch the number of rows from the table num_rows_aft = pd.read_sql_query(sample_query, engine) - logger.info(f"Number of rows inserted: {num_rows_aft.iloc[0, 0] - num_rows_bef.iloc[0, 0]}") - engine.dispose() except Exception as e: @@ -154,24 +152,25 @@ def add_samples(self, data_csv_path=None): engine.dispose() def execute_query_db(self, query=None, n_rows=100): + output = [] try: if query: # Create an engine - conn_str = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + conn_str = ( + f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + ) engine = create_engine(conn_str) # Create a connection connection = engine.connect() - result = connection.execute(query) # Process the query results cnt = 0 - logger.info("Here are the results from the queries: ") for row in result: if cnt <= n_rows: # Access row data using row[column_name] - logger.info(row) + output.append(row) cnt += 1 else: break @@ -182,6 +181,7 @@ def execute_query_db(self, query=None, n_rows=100): engine.dispose() else: logger.info("Query Empty or None!") + return output except Exception as e: logger.info(f"Error occurred : {format(e)}") finally: diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 212bbb0..4f7cab6 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -9,17 +9,19 @@ from colorama import Fore as F from colorama import Style from loguru import logger +from pandasql import sqldf from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import save_query, setup_dir, extract_table_names, execute_query_pd +from sidekick.utils import (execute_query_pd, extract_table_names, save_query, + setup_dir) # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") db_dialect = env_settings["DB-DIALECT"]["DB_TYPE"] os.environ["TOKENIZERS_PARALLELISM"] = "False" -__version__ = "0.0.3" +__version__ = "0.0.4" def color(fore="", back="", text=None): @@ -51,8 +53,9 @@ def enter_table_name(): val = input(color(F.GREEN, "", "Would you like to create a table for the database? (y/n): ")) return val + def enter_file_path(table: str): - val = input(color(F.GREEN, "", f"Please input the CSV file path to table: {table} : ")) + val = input(color(F.GREEN, "", f"Please input the CSV file path to table {table} : ")) return val @@ -80,12 +83,12 @@ def _get_table_info(cache_path: str): else: table_info_path = click.prompt("Enter table info path") table_metadata["schema_info_path"] = table_info_path - with open(f"{cache_path}/table_context.json", "a") as outfile: + with open(f"{cache_path}/table_context.json", "w") as outfile: json.dump(table_metadata, outfile, indent=4, sort_keys=False) else: table_info_path = click.prompt("Enter table info path") table_metadata = {"schema_info_path": table_info_path} - with open(f"{cache_path}/table_context.json", "a") as outfile: + with open(f"{cache_path}/table_context.json", "w") as outfile: json.dump(table_metadata, outfile, indent=4, sort_keys=False) return table_info_path @@ -104,6 +107,7 @@ def update_table_info(cache_path: str, table_info_path: str = None, table_name: if table_info_path: table_metadata = {"schema_info_path": table_info_path} + table_metadata["data_table_map"] = {} with open(f"{cache_path}/table_context.json", "w") as outfile: json.dump(table_metadata, outfile, indent=4, sort_keys=False) @@ -335,16 +339,10 @@ def query(question: str, table_info_path: str, sample_queries: str): logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") - save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") - if save_sql.lower() == "y" or save_sql.lower() == "yes": - # Persist for future use - _val = updated_sql if updated_sql else res - save_query(base_path, query=question, response=_val) - exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") if exe_sql.lower() == "y" or exe_sql.lower() == "yes": - # For the time being, the default option is Pandas, but the user can be asked to select Database or Panadas DF later. - option = "pandas" # or DB + # For the time being, the default option is Pandas, but the user can be asked to select Database or pandas DF later. + option = "DB" # or DB _val = updated_sql if updated_sql else res if option == "DB": hostname = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] @@ -354,30 +352,44 @@ def query(question: str, table_info_path: str, sample_queries: str): db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path) - db_obj.execute_query(query=_val) + output_res = db_obj.execute_query_db(query=_val) + click.echo(f"The query results are:\n {output_res}") elif option == "pandas": tables = extract_table_names(_val) tables_path = dict() - for table in tables: - while True: - val = enter_file_path(table) - if not os.path.isfile(val): - click.echo("In-correct Path. Please enter again! Yes(y) or no(n)") - # val = enter_file_path(table) + if Path(f"{path}/table_context.json").exists(): + f = open(f"{path}/table_context.json", "r") + table_metadata = json.load(f) + for table in tables: + # Check if the local table_path exists in the cache + if table not in table_metadata["data_table_map"].keys(): + val = enter_file_path(table) + if not os.path.isfile(val): + click.echo("In-correct Path. Please enter again! Yes(y) or no(n)") + else: + tables_path[table] = val + table_metadata["data_table_map"][table] = val + break else: - tables_path[table] = val - break - - assert len(tables) == len(tables_path) - - res = execute_query_pd(query=_val, tables_path=tables_path, n_rows=100) - - logger.info("The query results are:") - logger.info(res) - - else: - click.echo("Exiting...") + tables_path[table] = table_metadata["data_table_map"][table] + assert len(tables) == len(tables_path) + with open(f"{path}/table_context.json", "w") as outfile: + json.dump(table_metadata, outfile, indent=4, sort_keys=False) + try: + res = execute_query_pd(query=_val, tables_path=tables_path, n_rows=100) + click.echo(f"The query results are:\n {res}") + except sqldf.PandaSQLException as e: + logger.error(f"Error in executing the query: {e}") + click.echo("Error in executing the query. Validate generate SQL and try again.") + click.echo("No result to display.") + save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") + if save_sql.lower() == "y" or save_sql.lower() == "yes": + # Persist for future use + _val = updated_sql if updated_sql else res + save_query(base_path, query=question, response=_val) + else: + click.echo("Exiting...") if __name__ == "__main__": diff --git a/sidekick/query.py b/sidekick/query.py index 8d044d4..17fc15b 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -8,11 +8,9 @@ import sqlglot import toml from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, - TASK_PROMPT) +from sidekick.configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger from sidekick.utils import csv_parser, filter_samples, remove_duplicates from sqlalchemy import create_engine @@ -186,14 +184,16 @@ def generate_tasks(self, table_names: list, input_question: str): data = json.loads(line) data_info += "\n" + json.dumps(data) self._data_info = data_info - task_list = self._query_tasks(input_question, data_info, _queries.lower(), table_names) + task_list = self._query_tasks(input_question, data_info, _queries, table_names) with open(f"{self.path}/var/lib/tmp/data/tasks.txt", "w") as f: f.write(task_list) return task_list except Exception as se: raise se - def generate_sql(self, table_name: list, input_question: str, _dialect: str = "postgres", model_name: str = 'gpt-3.5-turbo-0301'): + def generate_sql( + self, table_name: list, input_question: str, _dialect: str = "postgres", model_name: str = "gpt-3.5-turbo-0301" + ): _tasks = self.task_formatter(self._tasks) context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} @@ -203,10 +203,10 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "p query_str = QUERY_PROMPT.format( _dialect=_dialect, _data_info=self._data_info, - _question=input_question.lower(), + _question=input_question, _table_name=table_name, _sample_queries=context_queries, - _tasks=_tasks.lower(), + _tasks=_tasks, ) table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} @@ -230,6 +230,8 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "p res = ( str(res).split("```", 1)[1].split(";", 1)[0].strip().replace("```", "").replace("sql\n", "").strip() ) + else: + res = str(res).split("Explanation:", 1)[0].strip() sqlglot.transpile(res) except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: logger.info("We did the best we could, there might be still be some error:\n") diff --git a/sidekick/utils.py b/sidekick/utils.py index 22a97af..52c55aa 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -1,12 +1,12 @@ import json import os +import re from pathlib import Path from typing import Optional import numpy as np import pandas as pd from pandasql import sqldf -import re from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity @@ -109,6 +109,7 @@ def csv_parser(input_path: str): res = df.apply(lambda row: f"# query: {row['query']}\n# answer: {row['answer']}", axis=1).to_list() return res + def extract_table_names(query: str): """ Extracts table names from a SQL query. @@ -119,16 +120,16 @@ def extract_table_names(query: str): Returns: list: A list of table names. """ - table_names = re.findall(r'\bFROM\s+(\w+)', query, re.IGNORECASE) - table_names += re.findall(r'\bJOIN\s+(\w+)', query, re.IGNORECASE) - table_names += re.findall(r'\bUPDATE\s+(\w+)', query, re.IGNORECASE) - table_names += re.findall(r'\bINTO\s+(\w+)', query, re.IGNORECASE) + table_names = re.findall(r"\bFROM\s+(\w+)", query, re.IGNORECASE) + table_names += re.findall(r"\bJOIN\s+(\w+)", query, re.IGNORECASE) + table_names += re.findall(r"\bUPDATE\s+(\w+)", query, re.IGNORECASE) + table_names += re.findall(r"\bINTO\s+(\w+)", query, re.IGNORECASE) - # Below keywords may not be relevant for the project but adding for sake for completness - table_names += re.findall(r'\bINSERT\s+INTO\s+(\w+)', query, re.IGNORECASE) - table_names += re.findall(r'\bDELETE\s+FROM\s+(\w+)', query, re.IGNORECASE) + # Below keywords may not be relevant for the project but adding for sake for completeness + table_names += re.findall(r"\bINSERT\s+INTO\s+(\w+)", query, re.IGNORECASE) + table_names += re.findall(r"\bDELETE\s+FROM\s+(\w+)", query, re.IGNORECASE) + return np.unique(table_names).tolist() - return table_names def execute_query_pd(query=None, tables_path=None, n_rows=100): """ @@ -142,8 +143,9 @@ def execute_query_pd(query=None, tables_path=None, n_rows=100): pandas DataFrame: The result of the SQL query. """ for table in tables_path: - locals()[f"{table}"] = pd.read_csv(tables_path[table]) + if not table in locals(): + # Update the local namespace with the table name, pandas object + locals()[f"{table}"] = pd.read_csv(tables_path[table]) res_df = sqldf(query, locals()) - - return res_df \ No newline at end of file + return res_df diff --git a/ui/.app_config.toml b/ui/.app_config.toml new file mode 100644 index 0000000..db786dc --- /dev/null +++ b/ui/.app_config.toml @@ -0,0 +1,3 @@ +[WAVE_UI] +TITLE = "SideKick Assistant UI" +SUB_TITLE = "Get answers to your questions" diff --git a/ui/app.py b/ui/app.py new file mode 100644 index 0000000..b4052f2 --- /dev/null +++ b/ui/app.py @@ -0,0 +1,210 @@ +import logging +from pathlib import Path +from typing import List, Optional + +import openai +import toml +from h2o_wave import Q, app, data, handle_on, main, on, ui + +# Load the config file and initialize required paths +base_path = (Path(__file__).parent / "../").resolve() +env_settings = toml.load(f"{base_path}/ui/.app_config.toml") +ui_title = env_settings["WAVE_UI"]["TITLE"] +ui_description = env_settings["WAVE_UI"]["SUB_TITLE"] + + +logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") + + +# Use for page cards that should be removed when navigating away. +# For pages that should be always present on screen use q.page[key] = ... +def add_card(q, name, card) -> None: + q.client.cards.add(name) + q.page[name] = card + + +# Remove all the cards related to navigation. +def clear_cards(q, ignore: Optional[List[str]] = []) -> None: + if not q.client.cards: + return + + for name in q.client.cards.copy(): + if name not in ignore: + del q.page[name] + q.client.cards.remove(name) + + +@on("#chat") +async def chat(q: Q): + q.page["sidebar"].value = "#chat" + clear_cards(q) # When routing, drop all the cards except of the main ones (header, sidebar, meta). + + add_card(q, "background_card", ui.form_card(box="horizontal", items=[ui.text("Ask your questions:")])) + add_card( + q, + "chat_card", + ui.chatbot_card( + box=ui.box("vertical", height="500px"), + name="chatbot", + data=data(fields="content from_user", t="list", size=-50), + ), + ) + + +@on("chatbot") +async def chatbot(q: Q): + q.page["sidebar"].value = "#chat" + # clear_cards(q) # When routing, drop all the cards except of the main ones (header, sidebar, meta). + + # Append user message. + q.page["chat_card"].data += [q.args.chatbot, True] + # Append bot response. + question = f"{q.args.chatbot}" + logging.info(f"Question: {question}") + + ######################## TODO: INTEGRATE SQL SIDEKICK HERE ################### + # llm_response = sql_sidekick_result(question, q.client.data) + llm_response = "This is a test response" + q.page["chat_card"].data += [llm_response, False] + + +@on("#datasets") +async def datasets(q: Q): + q.page["sidebar"].value = "#datasets" + clear_cards(q) # When routing, drop all the cards except of the main ones (header, sidebar, meta). + add_card(q, "data_header", ui.form_card(box="horizontal", title="Dataset", items=[])) + + add_card( + q, + "table", + ui.form_card( + box="vertical", + items=[ + ui.table( + name="table", + columns=[ + ui.table_column( + name=i, + label=i, + sortable=True, + data_type="string" if q.client.data[i].dtype == "O" else "number", + ) + for i in q.client.data.columns + ], + rows=[ + ui.table_row(name="row{}".format(idx), cells=[str(i) for i in row]) + for idx, row in q.client.data.iterrows() + ], + ) + ], + ), + ) + + +@on("#about") +async def about(q: Q): + q.page["sidebar"].value = "#about" + clear_cards(q) + + +@on("#support") +async def handle_page4(q: Q): + q.page["sidebar"].value = "#support" + # When routing, drop all the cards except of the main ones (header, sidebar, meta). + # Since this page is interactive, we want to update its card instead of recreating it every time, so ignore 'form' card on drop. + clear_cards(q, ["form"]) + + +async def init(q: Q) -> None: + q.page["meta"] = ui.meta_card( + box="", + layouts=[ + ui.layout( + breakpoint="xs", + min_height="100vh", + zones=[ + ui.zone( + "main", + size="1", + direction=ui.ZoneDirection.ROW, + zones=[ + ui.zone("sidebar", size="250px"), + ui.zone( + "body", + zones=[ + ui.zone( + "content", + zones=[ + # Specify various zones and use the one that is currently needed. Empty zones are ignored. + ui.zone("horizontal", direction=ui.ZoneDirection.ROW), + ui.zone("vertical"), + ui.zone( + "grid", direction=ui.ZoneDirection.ROW, wrap="stretch", justify="center" + ), + ], + ), + ], + ), + ], + ) + ], + ) + ], + ) + q.page["sidebar"] = ui.nav_card( + box="sidebar", + color="primary", + title="QnA Assistant", + subtitle="Get answers to your questions.", + value=f'#{q.args["#"]}' if q.args["#"] else "#chat", + image="https://wave.h2o.ai/img/h2o-logo.svg", + items=[ + ui.nav_group( + "Menu", + items=[ + ui.nav_item(name="#chat", label="Chat"), + ui.nav_item(name="#datasets", label="Dataset Snapshot"), + ], + ), + ui.nav_group( + "Help", + items=[ + ui.nav_item(name="#about", label="About"), + ui.nav_item(name="#support", label="Support"), + ], + ), + ], + secondary_items=[ + ui.persona( + title="John Doe", + subtitle="Developer", + size="s", + image="https://images.pexels.com/photos/220453/pexels-photo-220453.jpeg?auto=compress&h=750&w=1260", + ), + ], + ) + + # Connect to LLM + openai.api_key = "" + + ######################## COMMENTED OUT FOR NOW ################### + # q.client.data = get_data() + # q.client.mapping = get_mapping_dicts(q.client.data) + # q.client.masked_data = + + # If no active hash present, render chat. + if q.args["#"] is None: + await chat(q) + + +@app("/") +async def serve(q: Q): + # Run only once per client connection. + if not q.client.initialized: + q.client.cards = set() + await init(q) + q.client.initialized = True + + # Handle routing. + await handle_on(q) + await q.page.save() From 6d35db8c4cbad151d8c52edbb4939c233a5c8279 Mon Sep 17 00:00:00 2001 From: narasimhard <94929169+narasimhard@users.noreply.github.com> Date: Wed, 19 Jul 2023 13:21:51 -0600 Subject: [PATCH 063/135] Change the default dialect to SQLite (#13) --- Makefile | 1 + sidekick/configs/.env.toml | 4 +-- sidekick/configs/prompt_template.py | 2 +- sidekick/db_config.py | 43 +++++++++++++++++++---------- sidekick/prompter.py | 27 +++++++++++------- sidekick/query.py | 8 +++--- 6 files changed, 54 insertions(+), 31 deletions(-) diff --git a/Makefile b/Makefile index 15ef110..f48b4a9 100644 --- a/Makefile +++ b/Makefile @@ -9,6 +9,7 @@ setup: download_models ## Setup ./.sidekickvenv/bin/python3 -m pip install --upgrade pip ./.sidekickvenv/bin/python3 -m pip install wheel ./.sidekickvenv/bin/python3 -m pip install -r requirements.txt + mkdir -p ./db/sqlite download_models: mkdir -p ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index 99d09ab..436b0bf 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -4,7 +4,7 @@ MODEL_NAME = "gpt-3.5-turbo-0301" # Others: e.g. gpt-4, gpt-4-32k, text-davinci- [LOCAL_DB_CONFIG] HOST_NAME = "localhost" -USER_NAME = "postgres" +USER_NAME = "sqlite" PASSWORD = "abc" DB_NAME = "querydb" PORT = "5432" @@ -13,4 +13,4 @@ PORT = "5432" LOG-LEVEL = "INFO" [DB-DIALECT] -DB_TYPE = "postgresql" +DB_TYPE = "sqlite" diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index af8bb8e..3e5fa2f 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -50,7 +50,7 @@ """ DEBUGGING_PROMPT = { - "system_prompt": "Act as a SQL expert for PostgreSQL code", + "system_prompt": "Act as a SQL expert for {_dialect} code", "user_prompt": """ ### Fix syntax errors for provided incorrect SQL Query. # Add ``` as prefix and ``` as suffix to generated SQL diff --git a/sidekick/db_config.py b/sidekick/db_config.py index cafa1b9..117b863 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -23,7 +23,7 @@ def __init__( base_path, schema_info_path=None, schema_info=None, - dialect="postgresql", + dialect="sqlite", ) -> None: self.db_name = db_name self.hostname = hostname @@ -36,7 +36,10 @@ def __init__( self._engine = None self.dialect = dialect self.base_path = base_path - self._url = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/" + if dialect == "sqlite": + self._url = f"sqlite:///{base_path}/db/sqlite/{db_name}.db" + else: + self._url = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/" @property def table_name(self): @@ -51,7 +54,10 @@ def engine(self): return self._engine def db_exists(self): - engine = create_engine(f"{self._url}{self.db_name}", echo=True) + if self.dialect == "sqlite": + engine = create_engine(f"{self._url}", echo=True) + else: + engine = create_engine(f"{self._url}{self.db_name}", echo=True) return database_exists(f"{engine.url}") def create_db(self): @@ -59,10 +65,15 @@ def create_db(self): self._engine = engine with engine.connect() as conn: - conn.execute("commit") + # conn.execute("commit") # Do not substitute user-supplied database names here. - res = conn.execute(f"CREATE DATABASE {self.db_name}") - return res + if self.dialect != "sqlite": + conn.execute("commit") + res = conn.execute(f"CREATE DATABASE {self.db_name}") + self._url = f"{self._url}{self.db_name}" + return res + else: + logger.debug("SQLite DB is created when 'engine.connect()' is called") def _extract_schema_info(self, schema_info_path=None): # From jsonl format @@ -91,7 +102,7 @@ def _extract_schema_info(self, schema_info_path=None): def create_table(self, schema_info_path=None, schema_info=None): engine = create_engine( - f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + self._url, isolation_level="AUTOCOMMIT" ) self._engine = engine if self.schema_info is None: @@ -119,20 +130,22 @@ def create_table(self, schema_info_path=None, schema_info=None): ) """ with engine.connect() as conn: - conn.execute("commit") + if self.dialect != "sqlite": + conn.execute("commit") conn.execute(create_syntax) return def has_table(self): engine = create_engine( - f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + self._url ) + return sqlalchemy.inspect(engine).has_table(self.table_name) def add_samples(self, data_csv_path=None): - conn_str = f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" + conn_str = self._url try: - df = pd.read_csv(data_csv_path, infer_datetime_format=True) + df = pd.read_csv(data_csv_path) engine = create_engine(conn_str, isolation_level="AUTOCOMMIT") sample_query = f"SELECT COUNT(*) AS ROWS FROM {self.table_name} LIMIT 1" @@ -153,12 +166,14 @@ def add_samples(self, data_csv_path=None): def execute_query_db(self, query=None, n_rows=100): output = [] + if self.dialect != "sqlite": + conn_str = f"{self._url}{self.db_name}" + else: + conn_str = self._url + try: if query: # Create an engine - conn_str = ( - f"{self.dialect}://{self.user_name}:{self.password}@{self.hostname}:{self.port}/{self.db_name}" - ) engine = create_engine(conn_str) # Create a connection diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 4f7cab6..fd7f801 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -112,10 +112,10 @@ def update_table_info(cache_path: str, table_info_path: str = None, table_name: json.dump(table_metadata, outfile, indent=4, sort_keys=False) -@configure.command("db-setup", help="Enter information to configure postgres database locally") +@configure.command("db-setup", help=f"Enter information to configure {db_dialect} database locally") @click.option("--db_name", "-n", default="querydb", help="Database name", prompt="Enter Database name") @click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") -@click.option("--user_name", "-u", default="postgres", help="Database username", prompt="Enter username name") +@click.option("--user_name", "-u", default=f"{db_dialect}", help="Database username", prompt="Enter username name") @click.option( "--password", "-p", @@ -141,8 +141,11 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i f.close() path = f"{base_path}/var/lib/tmp/data" # For current session - db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path) - if not db_obj.db_exists(): + db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect) + if db_obj.dialect == 'sqlite' and not os.path.isfile(f"{base_path}/db/sqlite/{db_name}.db"): + db_obj.create_db() + click.echo("Database created successfully!") + elif not db_obj.db_exists(): db_obj.create_db() click.echo("Database created successfully!") else: @@ -293,9 +296,12 @@ def query(question: str, table_info_path: str, sample_queries: str): passwd = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] - db_url = f"{db_dialect}+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( - user_name, passwd, host_name, db_name - ) + if db_dialect == "sqlite": + db_url = f"sqlite:///{base_path}/db/sqlite/{db_name}.db" + else: + db_url = f"{db_dialect}+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( + user_name, passwd, host_name, db_name + ) if table_info_path is None: table_info_path = _get_table_info(path) @@ -318,7 +324,7 @@ def query(question: str, table_info_path: str, sample_queries: str): sql_g._tasks = updated_tasks model_name = env_settings["OPENAI"]["MODEL_NAME"] - res = sql_g.generate_sql(table_names, question, model_name=model_name) + res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -335,7 +341,7 @@ def query(question: str, table_info_path: str, sample_queries: str): click.echo(f"Updated SQL:\n {updated_sql}") elif res_val.lower() == "r" or res_val.lower() == "regenerate": click.echo("Attempting to regenerate...") - res = sql_g.generate_sql(table_names, question, model_name=model_name) + res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -351,7 +357,8 @@ def query(question: str, table_info_path: str, sample_queries: str): port = env_settings["LOCAL_DB_CONFIG"]["PORT"] db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] - db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path) + db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect) + output_res = db_obj.execute_query_db(query=_val) click.echo(f"The query results are:\n {output_res}") elif option == "pandas": diff --git a/sidekick/query.py b/sidekick/query.py index 17fc15b..30d55c6 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -123,7 +123,7 @@ def _query_tasks(self, question_str, data_info, sample_queries, table_name: list res = ex_value.statement if ex_value.statement else None return res - def generate_response(self, context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True): + def generate_response(self, context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True, _dialect: str = "sqlite"): try: response = sql_index.query(input_prompt, sql_context_container=context_container) res = response.extra_info["sql_query"] @@ -137,7 +137,7 @@ def generate_response(self, context_container, sql_index, input_prompt, attempt_ # Attempt to heal with simple feedback # Reference: Teaching Large Language Models to Self-Debug, https://arxiv.org/abs/2304.05128 logger.info(f"Attempting to fix syntax error ...,\n {se}") - system_prompt = DEBUGGING_PROMPT["system_prompt"] + system_prompt = DEBUGGING_PROMPT["system_prompt"].format(_dialect=_dialect) user_prompt = DEBUGGING_PROMPT["user_prompt"].format(ex_traceback=ex_traceback, qry_txt=qry_txt) # Role and content query_msg = [{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}] @@ -192,7 +192,7 @@ def generate_tasks(self, table_names: list, input_question: str): raise se def generate_sql( - self, table_name: list, input_question: str, _dialect: str = "postgres", model_name: str = "gpt-3.5-turbo-0301" + self, table_name: list, input_question: str, _dialect: str = "sqlite", model_name: str = "gpt-3.5-turbo-0301" ): _tasks = self.task_formatter(self._tasks) context_file = f"{self.path}/var/lib/tmp/data/context.json" @@ -223,7 +223,7 @@ def generate_sql( index = GPTSQLStructStoreIndex( [], sql_database=self.sql_database, table_name=table_name, service_context=service_context_gpt3 ) - res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) + res = self.generate_response(context_container, sql_index=index, input_prompt=query_str, _dialect = _dialect) try: # Check if `SQL` is formatted ---> ``` SQL_text ``` if "```" in str(res): From a0241d5e7aa92291198ec4a8829e19f84afd8b4e Mon Sep 17 00:00:00 2001 From: narasimhard Date: Fri, 28 Jul 2023 01:22:20 -0400 Subject: [PATCH 064/135] Initial commit to connect chat with sidekick Converted click function into a dumpy function to support as API call Added db setup command from chat ui --- sidekick/configs/.env.toml | 5 ++ sidekick/db_config.py | 6 ++- sidekick/prompter.py | 98 +++++++++++++++++++++++++------------- ui/app.py | 22 +++++++-- 4 files changed, 93 insertions(+), 38 deletions(-) diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index 436b0bf..7294e06 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -14,3 +14,8 @@ LOG-LEVEL = "INFO" [DB-DIALECT] DB_TYPE = "sqlite" + +[TABLE_INFO] +TABLE_INFO_PATH = "/examples/test/table_info.jsonl" +TABLE_SAMPLES_PATH = "/examples/test/masked_data_and_columns.csv" +TABLE_NAME = "demo" diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 117b863..44355fc 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -196,9 +196,11 @@ def execute_query_db(self, query=None, n_rows=100): engine.dispose() else: logger.info("Query Empty or None!") - return output + return output, None except Exception as e: - logger.info(f"Error occurred : {format(e)}") + err = f"Error occurred : {format(e)}" + logger.info(err) + return None, err finally: connection.close() engine.dispose() diff --git a/sidekick/prompter.py b/sidekick/prompter.py index fd7f801..3157ea4 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -127,6 +127,9 @@ def update_table_info(cache_path: str, table_info_path: str = None, table_name: @click.option("--port", "-P", default=5432, help="Database port", prompt="Enter port (default 5432)") @click.option("--table-info-path", "-t", help="Table info path", default=None) def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: int, table_info_path: str): + db_setup_api(db_name=db_name, hostname=hostname, user_name=user_name, password=password, port=port, table_info_path=table_info_path, table_samples_path=None, table_name=None, is_command=True) + +def db_setup_api(db_name: str, hostname: str, user_name: str, password: str, port: int, table_info_path: str, table_samples_path: str, table_name: str, is_command:bool=False): """Creates context for the new Database""" click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") try: @@ -151,7 +154,7 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i else: click.echo("Database already exists!") - val = enter_table_name() + val = enter_table_name() if is_command else "y" while True: if val.lower() != "y" and val.lower() != "n": click.echo("In-correct values. Enter Yes(y) or no(n)") @@ -163,7 +166,7 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i table_info_path = _get_table_info(path) if val.lower() == "y" or val.lower() == "yes": - table_value = input("Enter table name: ") + table_value = input("Enter table name: ") if is_command else table_name click.echo(f"Table name: {table_value}") # set table name db_obj.table_name = table_value.replace(" ", "_") @@ -173,17 +176,23 @@ def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: i # Check if table exists; pending --> and doesn't have any rows if db_obj.has_table(): click.echo(f"Checked table {db_obj.table_name} exists in the DB.") - val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n):")) + val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n):")) if is_command else "y" if val.lower().strip() == "y" or val.lower().strip() == "yes": - val = input("Path to a CSV file to insert data from:") + val = input("Path to a CSV file to insert data from:") if is_command else table_samples_path db_obj.add_samples(val) else: click.echo("Exiting...") return else: - click.echo("Job done. Ask a question now!") + echo_msg = "Job done. Ask a question now!" + click.echo(echo_msg) + + return f"Created a Database {db_name}. Inserted sample values from {table_samples_path} into table {table_name}, please ask questions!" except Exception as e: - click.echo(f"Error creating database. Check configuration parameters.\n: {e}") + echo_msg = f"Error creating database. Check configuration parameters.\n: {e}" + click.echo(echo_msg) + if not is_command: + return echo_msg @cli.group("learn") @@ -250,7 +259,11 @@ def update_context(): @click.option("--table-info-path", "-t", help="Table info path", default=None) @click.option("--sample-queries", "-s", help="Samples path", default=None) def query(question: str, table_info_path: str, sample_queries: str): + query_api(question= question, table_info_path=table_info_path, sample_queries=sample_queries, is_command=True) + +def query_api(question: str, table_info_path: str, sample_queries: str, is_command:bool=False): """Asks question and returns SQL.""" + results = [] # Book-keeping setup_dir(base_path) @@ -273,11 +286,16 @@ def query(question: str, table_info_path: str, sample_queries: str): api_key = env_settings["OPENAI"]["OPENAI_API_KEY"] if api_key is None or api_key == "": if os.getenv("OPENAI_API_KEY") is None or os.getenv("OPENAI_API_KEY") == "": - val = input( - color(F.GREEN, "", "Looks like API key is not set, would you like to set OPENAI_API_KEY? (y/n):") - ) - if val.lower() == "y": - api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY :")) + if is_command: + val = input( + color(F.GREEN, "", "Looks like API key is not set, would you like to set OPENAI_API_KEY? (y/n):") + ) + if val.lower() == "y": + api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY :")) + + if api_key is None and is_command: + return ["Looks like API key is not set, please set OPENAI_API_KEY!"] + os.environ["OPENAI_API_KEY"] = api_key env_settings["OPENAI"]["OPENAI_API_KEY"] = api_key @@ -310,10 +328,11 @@ def query(question: str, table_info_path: str, sample_queries: str): db_url, api_key, job_path=base_path, data_input_path=table_info_path, samples_queries=sample_queries ) sql_g._tasks = sql_g.generate_tasks(table_names, question) + results.extend(["List of Actions Generated: \n", sql_g._tasks, "\n"]) click.echo(sql_g._tasks) updated_tasks = None - if sql_g._tasks is not None: + if sql_g._tasks is not None and is_command: edit_val = click.prompt("Would you like to edit the tasks? (y/n)") if edit_val.lower() == "y": updated_tasks = click.edit(sql_g._tasks) @@ -331,23 +350,27 @@ def query(question: str, table_info_path: str, sample_queries: str): if res is not None: updated_sql = None res_val = "e" - while res_val.lower() in ["e", "edit", "r", "regenerate"]: - res_val = click.prompt( - "Would you like to 'edit' or 'regenerate' the SQL? Use 'e' to edit or 'r' to regenerate. " - "To skip, enter 's' or 'skip'" - ) - if res_val.lower() == "e" or res_val.lower() == "edit": - updated_sql = click.edit(res) - click.echo(f"Updated SQL:\n {updated_sql}") - elif res_val.lower() == "r" or res_val.lower() == "regenerate": - click.echo("Attempting to regenerate...") - res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) - logger.info(f"Input query: {question}") - logger.info(f"Generated response:\n\n{res}") - - exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") + if is_command: + while res_val.lower() in ["e", "edit", "r", "regenerate"]: + res_val = click.prompt( + "Would you like to 'edit' or 'regenerate' the SQL? Use 'e' to edit or 'r' to regenerate. " + "To skip, enter 's' or 'skip'" + ) + if res_val.lower() == "e" or res_val.lower() == "edit": + updated_sql = click.edit(res) + click.echo(f"Updated SQL:\n {updated_sql}") + elif res_val.lower() == "r" or res_val.lower() == "regenerate": + click.echo("Attempting to regenerate...") + res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) + logger.info(f"Input query: {question}") + logger.info(f"Generated response:\n\n{res}") + + results.extend(["Generated Query:\n", res, "\n"]) + + exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") if is_command else "y" if exe_sql.lower() == "y" or exe_sql.lower() == "yes": # For the time being, the default option is Pandas, but the user can be asked to select Database or pandas DF later. + q_res = None option = "DB" # or DB _val = updated_sql if updated_sql else res if option == "DB": @@ -359,8 +382,8 @@ def query(question: str, table_info_path: str, sample_queries: str): db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect) - output_res = db_obj.execute_query_db(query=_val) - click.echo(f"The query results are:\n {output_res}") + q_res, err = db_obj.execute_query_db(query=_val) + elif option == "pandas": tables = extract_table_names(_val) tables_path = dict() @@ -383,14 +406,22 @@ def query(question: str, table_info_path: str, sample_queries: str): with open(f"{path}/table_context.json", "w") as outfile: json.dump(table_metadata, outfile, indent=4, sort_keys=False) try: - res = execute_query_pd(query=_val, tables_path=tables_path, n_rows=100) - click.echo(f"The query results are:\n {res}") + q_res = execute_query_pd(query=_val, tables_path=tables_path, n_rows=100) + click.echo(f"The query results are:\n {q_res}") except sqldf.PandaSQLException as e: logger.error(f"Error in executing the query: {e}") - click.echo("Error in executing the query. Validate generate SQL and try again.") + click.echo("Error in executing the query. Validate generated SQL and try again.") click.echo("No result to display.") - save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") + results.append("Query Results: \n") + if q_res: + click.echo(f"The query results are:\n {q_res}") + results.extend([str(q_res), "\n"]) + else: + click.echo(f"While executing query:\n {err}") + results.extend([str(err), "\n"]) + # results.extend(["Query Results:", q_res]) + save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") if is_command else "n" if save_sql.lower() == "y" or save_sql.lower() == "yes": # Persist for future use _val = updated_sql if updated_sql else res @@ -398,6 +429,7 @@ def query(question: str, table_info_path: str, sample_queries: str): else: click.echo("Exiting...") + return results if __name__ == "__main__": cli() diff --git a/ui/app.py b/ui/app.py index b4052f2..f73b914 100644 --- a/ui/app.py +++ b/ui/app.py @@ -1,6 +1,7 @@ import logging from pathlib import Path from typing import List, Optional +from sidekick.prompter import db_setup_api, query_api import openai import toml @@ -12,6 +13,16 @@ ui_title = env_settings["WAVE_UI"]["TITLE"] ui_description = env_settings["WAVE_UI"]["SUB_TITLE"] +db_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") +db_dialect = db_settings["DB-DIALECT"]["DB_TYPE"] +host_name = db_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] +user_name = db_settings["LOCAL_DB_CONFIG"]["USER_NAME"] +password = db_settings["LOCAL_DB_CONFIG"]["PASSWORD"] +db_name = db_settings["LOCAL_DB_CONFIG"]["DB_NAME"] +port = db_settings["LOCAL_DB_CONFIG"]["PORT"] +table_info_path = f'{base_path}/{db_settings["TABLE_INFO"]["TABLE_INFO_PATH"]}' +table_samples_path = f'{base_path}/{db_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"]}' +table_name = db_settings["TABLE_INFO"]["TABLE_NAME"] logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") @@ -62,9 +73,14 @@ async def chatbot(q: Q): question = f"{q.args.chatbot}" logging.info(f"Question: {question}") - ######################## TODO: INTEGRATE SQL SIDEKICK HERE ################### - # llm_response = sql_sidekick_result(question, q.client.data) - llm_response = "This is a test response" + if q.args.chatbot.lower() == "db setup": + llm_response = db_setup_api(db_name=db_name, hostname=host_name, user_name=user_name, password=password, port=port, table_info_path=table_info_path, table_samples_path=table_samples_path, table_name= table_name) + else: + llm_response = query_api(question = question, + sample_queries=None, + table_info_path=table_info_path) + llm_response = "\n".join(llm_response) + q.page["chat_card"].data += [llm_response, False] From c1e2cc48aa57bc6a2ed1a4e7a2bdeda157edc3e3 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 26 Jul 2023 15:13:39 -0700 Subject: [PATCH 065/135] Initial skeleton to support local LLM #4 --- sidekick/configs/.env.toml | 4 +- sidekick/configs/prompt_template.py | 17 ++++ sidekick/db_config.py | 12 --- sidekick/query.py | 143 ++++++++++++++++++++-------- sidekick/utils.py | 25 +++-- 5 files changed, 138 insertions(+), 63 deletions(-) diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index 7294e06..433b440 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -1,6 +1,6 @@ [OPENAI] OPENAI_API_KEY = "" -MODEL_NAME = "gpt-3.5-turbo-0301" # Others: e.g. gpt-4, gpt-4-32k, text-davinci-003 +MODEL_NAME = "nsql" # Others: e.g. gpt-4, gpt-4-32k, text-davinci-003 [LOCAL_DB_CONFIG] HOST_NAME = "localhost" @@ -13,7 +13,7 @@ PORT = "5432" LOG-LEVEL = "INFO" [DB-DIALECT] -DB_TYPE = "sqlite" +DB_TYPE = "sqlite" # postgresql [TABLE_INFO] TABLE_INFO_PATH = "/examples/test/table_info.jsonl" diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 3e5fa2f..de94892 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -59,3 +59,20 @@ Query:\n {qry_txt} """, } + +NSQL_QUERY_PROMPT = """ +For SQL TABLE '{table_name}' sample question/answer pairs,\n({sample_queries}) + +CREATE TABLE '{table_name}'({data_info} +) + +Table '{table_name}' has sample values ({data_info_detailed}) + + + +-- Using valid {_dialect}, answer the following questions with the information for '{table_name}' provided above; for final SQL only use values from the question. + + +-- Using reference for TABLES '{table_name}' {context}; {question_txt}? + +SELECT""" diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 44355fc..b5551f9 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -112,18 +112,6 @@ def create_table(self, schema_info_path=None, schema_info=None): # If schema information is not provided, extract from the template. self.schema_info = """,\n""".join(self._extract_schema_info(schema_info_path)).strip() logger.debug(f"Schema info used for creating table:\n {self.schema_info}") - # self.schema_info = """ - # id uuid PRIMARY KEY, - # ts TIMESTAMP WITH TIME ZONE NOT NULL, - # kind TEXT NOT NULL, -- or int?, - # user_id TEXT, - # user_name TEXT, - # resource_type TEXT NOT NULL, -- or int?, - # resource_id TEXT, - # stream TEXT NOT NULL, - # source TEXT NOT NULL, - # payload jsonb NOT NULL - # """ create_syntax = f""" CREATE TABLE IF NOT EXISTS {self.table_name} ( {self.schema_info} diff --git a/sidekick/query.py b/sidekick/query.py index 30d55c6..f0cd461 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -7,13 +7,17 @@ import openai import sqlglot import toml +import torch from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import DEBUGGING_PROMPT, QUERY_PROMPT, TASK_PROMPT +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, + TASK_PROMPT) from sidekick.logger import logger -from sidekick.utils import csv_parser, filter_samples, remove_duplicates +from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates from sqlalchemy import create_engine +from transformers import AutoModelForCausalLM, AutoTokenizer def _check_file_info(file_path: str): @@ -63,7 +67,7 @@ def update_context_queries(self): new_context_queries = [] if self.sample_queries_path is not None and Path(self.sample_queries_path).exists(): logger.info(f"Using samples from path {self.sample_queries_path}") - new_context_queries = csv_parser(self.sample_queries_path) + new_context_queries = read_sample_pairs(self.sample_queries_path, "gpt") # cache the samples for future use with open(f"{self.path}/var/lib/tmp/data/queries_cache.json", "w") as f: json.dump(new_context_queries, f, indent=2) @@ -191,51 +195,106 @@ def generate_tasks(self, table_names: list, input_question: str): except Exception as se: raise se - def generate_sql( - self, table_name: list, input_question: str, _dialect: str = "sqlite", model_name: str = "gpt-3.5-turbo-0301" - ): - _tasks = self.task_formatter(self._tasks) + + def generate_sql(self, table_name: list, input_question: str, _dialect: str = "sqlite", model_name: str = "nsql"): context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} - context_queries = self.content_queries - # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. - query_str = QUERY_PROMPT.format( - _dialect=_dialect, - _data_info=self._data_info, - _question=input_question, - _table_name=table_name, - _sample_queries=context_queries, - _tasks=_tasks, - ) - table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} - self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) + if model_name != "nsql": + _tasks = self.task_formatter(self._tasks) - table_schema_index = self.build_index(persist=False) - self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) - context_container = self.context_builder.build_context_container() + # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. + query_str = QUERY_PROMPT.format( + _dialect=_dialect, + _data_info=self._data_info, + _question=input_question, + _table_name=table_name, + _sample_queries=context_queries, + _tasks=_tasks, + ) - # Reference: https://github.com/jerryjliu/llama_index/issues/987 - llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.5, model_name=model_name)) - service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) + table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} + self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) - index = GPTSQLStructStoreIndex( - [], sql_database=self.sql_database, table_name=table_name, service_context=service_context_gpt3 - ) - res = self.generate_response(context_container, sql_index=index, input_prompt=query_str, _dialect = _dialect) - try: - # Check if `SQL` is formatted ---> ``` SQL_text ``` - if "```" in str(res): - res = ( - str(res).split("```", 1)[1].split(";", 1)[0].strip().replace("```", "").replace("sql\n", "").strip() - ) - else: - res = str(res).split("Explanation:", 1)[0].strip() - sqlglot.transpile(res) - except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: - logger.info("We did the best we could, there might be still be some error:\n") - logger.info(f"Realized query so far:\n {res}") + table_schema_index = self.build_index(persist=False) + self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) + context_container = self.context_builder.build_context_container() + + # Reference: https://github.com/jerryjliu/llama_index/issues/987 + llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.5, model_name=model_name)) + service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) + + index = GPTSQLStructStoreIndex( + [], sql_database=self.sql_database, table_name=table_name, service_context=service_context_gpt3 + ) + res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) + try: + # Check if `SQL` is formatted ---> ``` SQL_text ``` + if "```" in str(res): + res = ( + str(res) + .split("```", 1)[1] + .split(";", 1)[0] + .strip() + .replace("```", "") + .replace("sql\n", "") + .strip() + ) + else: + res = str(res).split("Explanation:", 1)[0].strip() + sqlglot.transpile(res) + except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: + logger.info("We did the best we could, there might be still be some error:\n") + logger.info(f"Realized query so far:\n {res}") + else: + # Load h2oGPT.NSQL model + tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B") + model = AutoModelForCausalLM.from_pretrained("NumbersStation/nsql-6B") + + data_samples = context_queries + + _context = { + "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", + "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", + } + + filtered_context = filter_samples(input_question, probable_qs=list(_context.keys()), + model_path='', threshold=0.845) + + print(f"Filter Context: {filtered_context}") + + contextual_context = [] + for _item in filtered_context: + _val = _context.get(_item, None) + if _val: + contextual_context.append(f"{_item}: {_val}") + + print("Filtering Question/Query pairs") + _samples = filter_samples(input_question, probable_qs=sample_pairs, + model_path=local_model_path, threshold=0.90) + + # If QnA pairs > 5, we keep only 5 of them for focused context + if len(_samples) > 5: + _samples = _samples[0:5][::-1] + qna_samples = '\n'.join(_samples) + + contextual_context_val = ', '.join(contextual_context) + + if len(_samples) > 2: + # Check for the columns in the QnA samples provided, if exists keep them + context_columns = [_c for _c in column_names if _c.lower() in qna_samples.lower()] + if len(context_columns) > 0: + contextual_data_samples = [_d for _cc in context_columns for _d in data_samples_list if _cc.lower() in _d.lower()] + data_samples = contextual_data_samples + relevant_columns = context_columns if len(context_columns) > 0 else column_names + _data_info = ', '.join(relevant_columns) + + query = prompt_template.format(table_name=_table_name, data_info=_data_info, data_info_detailed=data_samples, + sample_queries=qna_samples, context=contextual_context_val, + question_txt=input_question) + + input_ids = tokenizer(query, return_tensors="pt").input_ids return res def task_formatter(self, input_task: str): diff --git a/sidekick/utils.py b/sidekick/utils.py index 52c55aa..a1b9b89 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -95,18 +95,29 @@ def setup_dir(base_path: str): p.mkdir(parents=True, exist_ok=True) -def csv_parser(input_path: str): +def read_sample_pairs(input_path: str, model_name: str = "nsql"): df = pd.read_csv(input_path) df = df.dropna() df = df.drop_duplicates() df = df.reset_index(drop=True) - # Convert frame to below format - # [ - # "# query": "" - # "# answer": "" - # ] - res = df.apply(lambda row: f"# query: {row['query']}\n# answer: {row['answer']}", axis=1).to_list() + # NSQL format + if model_name != 'nsql': + # Open AI format + # Convert frame to below format + # [ + # "# query": "" + # "# answer": "" + # ] + res = df.apply(lambda row: f"# query: {row['query']}\n# answer: {row['answer']}", axis=1).to_list() + else: + # Convert frame to below format + # [ + # "Question": + # "Answer": + # + # ] + res = df.apply(lambda row: f"Question: {row['query']}\nAnswer:\n{row['answer']}", axis=1).to_list() return res From 061822cee255ee0624878f9f3c17e3e9c38fdbf4 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 28 Jul 2023 10:42:03 -0700 Subject: [PATCH 066/135] Cache column sample values for future use #4 --- sidekick/configs/data_template.py | 2 ++ sidekick/db_config.py | 15 +++++++++ sidekick/query.py | 20 ++++++++--- sidekick/utils.py | 56 +++++++++++++++++++++++++------ 4 files changed, 77 insertions(+), 16 deletions(-) diff --git a/sidekick/configs/data_template.py b/sidekick/configs/data_template.py index 76cbd01..50395ea 100644 --- a/sidekick/configs/data_template.py +++ b/sidekick/configs/data_template.py @@ -11,3 +11,5 @@ "Column Type": "", "Sample Values": [] } + +data_samples_template = "Column {column_name} contains values similar to {comma_separated_sample_values}." diff --git a/sidekick/db_config.py b/sidekick/db_config.py index b5551f9..a10bacb 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -7,6 +7,7 @@ import sqlalchemy from pandasql import sqldf from psycopg2.extras import Json +from sidekick.configs.data_template import data_samples_template from sidekick.logger import logger from sqlalchemy import create_engine from sqlalchemy_utils import database_exists @@ -84,6 +85,7 @@ def _extract_schema_info(self, schema_info_path=None): with open(table_info_file, "w") as outfile: schema_info_path = json.load(outfile)["schema_info_path"] res = [] + sample_values = [] try: if Path(schema_info_path).exists(): with open(schema_info_path, "r") as in_file: @@ -93,8 +95,21 @@ def _extract_schema_info(self, schema_info_path=None): if "Column Name" in data and "Column Type" in data: col_name = data["Column Name"] col_type = data["Column Type"] + # if column has sample values, save in cache for future use. + if "Sample Values" in data: + _sample_values = data["Sample Values"] + _ds = data_samples_template.format( + column_name=col_name, comma_separated_sample_values=",".join(_sample_values) + ) + sample_values.append(_ds) _new_samples = f"{col_name} {col_type}" res.append(_new_samples) + if len(sample_values): + # cache it for future use + with open( + f"{self.base_path}/var/lib/tmp/data/{self._table_name}_column_values.json", "w" + ) as outfile: + json.dump(sample_values, outfile, indent=2, sort_keys=False) except ValueError as ve: logger.error(f"Error in reading table context file: {ve}") pass diff --git a/sidekick/query.py b/sidekick/query.py index f0cd461..fd4badb 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -12,7 +12,7 @@ from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, NSQL_QUERY_PROMPT, TASK_PROMPT) from sidekick.logger import logger from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates @@ -50,6 +50,16 @@ def __init__( self.openai_key = openai_key self.content_queries = None + def load_table_info(self): + # Read table_info.jsonl + table_info_file = f"{self.path}/var/lib/tmp/data/table_context.json" + def setup(self): + + # Load the table information + self.load_table_info() + + + def build_index(self, persist: bool = True): # Below re-assignment of the OPENAI API key is weird but without that, it throws an error. os.environ["OPENAI_API_KEY"] = self.openai_key @@ -271,8 +281,8 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s contextual_context.append(f"{_item}: {_val}") print("Filtering Question/Query pairs") - _samples = filter_samples(input_question, probable_qs=sample_pairs, - model_path=local_model_path, threshold=0.90) + _samples = filter_samples(input_question, probable_qs=context_queries, + model_path='', threshold=0.90) # If QnA pairs > 5, we keep only 5 of them for focused context if len(_samples) > 5: @@ -280,7 +290,7 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s qna_samples = '\n'.join(_samples) contextual_context_val = ', '.join(contextual_context) - + column_names = [str(_c) for _c in self.sql_database.get_column_names(table_name[0])] if len(_samples) > 2: # Check for the columns in the QnA samples provided, if exists keep them context_columns = [_c for _c in column_names if _c.lower() in qna_samples.lower()] @@ -290,7 +300,7 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s relevant_columns = context_columns if len(context_columns) > 0 else column_names _data_info = ', '.join(relevant_columns) - query = prompt_template.format(table_name=_table_name, data_info=_data_info, data_info_detailed=data_samples, + query = NSQL_QUERY_PROMPT.format(table_name=table_name, data_info=_data_info, data_info_detailed=data_samples, sample_queries=qna_samples, context=contextual_context_val, question_txt=input_question) diff --git a/sidekick/utils.py b/sidekick/utils.py index a1b9b89..bca0147 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -4,10 +4,12 @@ from pathlib import Path from typing import Optional +import torch import numpy as np import pandas as pd from pandasql import sqldf from sentence_transformers import SentenceTransformer +from InstructorEmbedding import INSTRUCTOR from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity @@ -37,6 +39,38 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic return all_res +def generate_text_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = 'cpu'): + # Reference: + # 1. https://www.sbert.net/docs/pretrained_models.html#sentence-embedding-models + # 2. Evaluation result: https://www.sbert.net/_static/html/models_en_sentence_embeddings.html + # 3. Model Card: https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2 + # 4. Reference: https://huggingface.co/spaces/mteb/leaderboard + # Maps sentence & paragraphs to a 384 dimensional dense vector space. + model_name_path = f"{model_path}/text_embedding/instructor-large" + current_torch_home = os.environ.get("TORCH_HOME", "") + if Path(model_name_path).is_dir(): + is_empty = not any(Path(model_name_path).iterdir()) + if is_empty: + # Download n cache at the specified location + os.environ["TORCH_HOME"] = model_path + model_name_path = "hkunlp/instructor-large" + sentence_model = INSTRUCTOR(model_name_path, device=device) + if device != 'cuda': + # Issue https://github.com/pytorch/pytorch/issues/69364 + # # In the initial experimentation, quantized model is generates slightly better results + _model = torch.quantization.quantize_dynamic( + sentence_model, {torch.nn.Linear}, dtype=torch.qint8) + else: + _model = sentence_model + _sentences = [['Represent the Financial question for retrieving duplicate examples: ', _item] for _item in x] + + res = _model.encode(_sentences) + del sentence_model + del _model + os.environ["TORCH_HOME"] = current_torch_home + return res + + def filter_samples(input_q: str, probable_qs: list, model_path: str, threshold: float = 0.45): # Only consider the questions, note: this might change in future. _inq = ("# query: " + input_q).strip().lower() @@ -102,21 +136,21 @@ def read_sample_pairs(input_path: str, model_name: str = "nsql"): df = df.reset_index(drop=True) # NSQL format - if model_name != 'nsql': + if model_name != "nsql": # Open AI format - # Convert frame to below format - # [ - # "# query": "" - # "# answer": "" - # ] + # Convert frame to below format + # [ + # "# query": "" + # "# answer": "" + # ] res = df.apply(lambda row: f"# query: {row['query']}\n# answer: {row['answer']}", axis=1).to_list() else: # Convert frame to below format - # [ - # "Question": - # "Answer": - # - # ] + # [ + # "Question": + # "Answer": + # + # ] res = df.apply(lambda row: f"Question: {row['query']}\nAnswer:\n{row['answer']}", axis=1).to_list() return res From 777d63c1d98725403662112943ab84500e792ac6 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 28 Jul 2023 12:38:28 -0700 Subject: [PATCH 067/135] Decode and generate #4 --- sidekick/configs/.env.toml | 2 +- sidekick/query.py | 45 ++++++++++++++++++++++++-------------- sidekick/utils.py | 11 +++++----- 3 files changed, 34 insertions(+), 24 deletions(-) diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index 433b440..de9bb3d 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -1,6 +1,6 @@ [OPENAI] OPENAI_API_KEY = "" -MODEL_NAME = "nsql" # Others: e.g. gpt-4, gpt-4-32k, text-davinci-003 +MODEL_NAME = "h2ogpt-sql" # Others: e.g. gpt-4, gpt-4-32k, text-davinci-003 [LOCAL_DB_CONFIG] HOST_NAME = "localhost" diff --git a/sidekick/query.py b/sidekick/query.py index fd4badb..f7c465d 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -6,7 +6,7 @@ import numpy as np import openai import sqlglot -import toml +import random import torch from langchain import OpenAI from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, @@ -50,15 +50,15 @@ def __init__( self.openai_key = openai_key self.content_queries = None - def load_table_info(self): - # Read table_info.jsonl - table_info_file = f"{self.path}/var/lib/tmp/data/table_context.json" - def setup(self): - - # Load the table information - self.load_table_info() - - + def load_column_samples(self, tables: list): + # TODO: Maybe we add table name as a member variable + # Load column values if they exists + examples = {} + for _t in tables: + f_p = f"{self.path}/var/lib/tmp/data/{_t}_column_values.json" + with open(f_p, "r") as f: + examples[_t] = json.load(f) + return examples def build_index(self, persist: bool = True): # Below re-assignment of the OPENAI API key is weird but without that, it throws an error. @@ -206,12 +206,12 @@ def generate_tasks(self, table_names: list, input_question: str): raise se - def generate_sql(self, table_name: list, input_question: str, _dialect: str = "sqlite", model_name: str = "nsql"): + def generate_sql(self, table_name: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql"): context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} context_queries = self.content_queries - if model_name != "nsql": + if model_name != "h2ogpt-sql": _tasks = self.task_formatter(self._tasks) # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. @@ -263,6 +263,7 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s model = AutoModelForCausalLM.from_pretrained("NumbersStation/nsql-6B") data_samples = context_queries + data_samples_list = self.load_column_samples(table_name) _context = { "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", @@ -271,8 +272,7 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s filtered_context = filter_samples(input_question, probable_qs=list(_context.keys()), model_path='', threshold=0.845) - - print(f"Filter Context: {filtered_context}") + logger.debug(f"Filter Context: {filtered_context}") contextual_context = [] for _item in filtered_context: @@ -280,11 +280,11 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s if _val: contextual_context.append(f"{_item}: {_val}") - print("Filtering Question/Query pairs") + logger.info("Filtering Question/Query pairs") _samples = filter_samples(input_question, probable_qs=context_queries, model_path='', threshold=0.90) - # If QnA pairs > 5, we keep only 5 of them for focused context + # If QnA pairs > 5, we keep top 5 for focused context if len(_samples) > 5: _samples = _samples[0:5][::-1] qna_samples = '\n'.join(_samples) @@ -304,7 +304,18 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s sample_queries=qna_samples, context=contextual_context_val, question_txt=input_question) - input_ids = tokenizer(query, return_tensors="pt").input_ids + inputs = tokenizer(query, return_tensors="pt") + + # Generate SQL + random_seed = random.randint(0, 50) + torch.manual_seed(random_seed) + + # Greedy search for quick response + output = model.generate(**inputs, max_new_tokens=300, temperature=0.5, output_scores=True, + return_dict_in_generate=True) + _res = tokenizer.decode(output[0][0], skip_special_tokens=True) + # Below is a pre-caution in-case of an error in table name during generation + res = _res.replace('table_name', table_name[0]) return res def task_formatter(self, input_task: str): diff --git a/sidekick/utils.py b/sidekick/utils.py index bca0147..1e66dbd 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -39,7 +39,7 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic return all_res -def generate_text_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = 'cpu'): +def generate_text_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = "cpu"): # Reference: # 1. https://www.sbert.net/docs/pretrained_models.html#sentence-embedding-models # 2. Evaluation result: https://www.sbert.net/_static/html/models_en_sentence_embeddings.html @@ -55,14 +55,13 @@ def generate_text_embeddings(model_path: str, x, batch_size: int = 32, device: O os.environ["TORCH_HOME"] = model_path model_name_path = "hkunlp/instructor-large" sentence_model = INSTRUCTOR(model_name_path, device=device) - if device != 'cuda': + if device != "cuda": # Issue https://github.com/pytorch/pytorch/issues/69364 # # In the initial experimentation, quantized model is generates slightly better results - _model = torch.quantization.quantize_dynamic( - sentence_model, {torch.nn.Linear}, dtype=torch.qint8) + _model = torch.quantization.quantize_dynamic(sentence_model, {torch.nn.Linear}, dtype=torch.qint8) else: _model = sentence_model - _sentences = [['Represent the Financial question for retrieving duplicate examples: ', _item] for _item in x] + _sentences = [["Represent the Financial question for retrieving duplicate examples: ", _item] for _item in x] res = _model.encode(_sentences) del sentence_model @@ -136,7 +135,7 @@ def read_sample_pairs(input_path: str, model_name: str = "nsql"): df = df.reset_index(drop=True) # NSQL format - if model_name != "nsql": + if model_name != "h2ogpt-sql": # Open AI format # Convert frame to below format # [ From 0724822da30d1c05ddb52da59dbd19c30eab509f Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 2 Aug 2023 00:14:51 -0700 Subject: [PATCH 068/135] Add InstructorEmbedding as dependency #4 --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index b8e5d06..40008f0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,6 +38,7 @@ torch = "^2.0.1" sqlalchemy-utils = "^0.41.1" h2o-wave = "0.26.1" pandasql = "0.7.3" +InstructorEmbedding = "^1.0.1" [tool.poetry.scripts] sql-sidekick = "sidekick.prompter:cli" From 024003620e761aea6716053db8e0112ed50372a7 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 2 Aug 2023 00:18:19 -0700 Subject: [PATCH 069/135] Initial working version with local LLM #4 --- Makefile | 1 - sidekick/configs/.env.toml | 7 +- sidekick/configs/prompt_template.py | 4 +- sidekick/db_config.py | 2 +- sidekick/prompter.py | 116 +++++++++++++-------- sidekick/query.py | 153 +++++++++++++++++++--------- sidekick/utils.py | 60 ++++++----- 7 files changed, 221 insertions(+), 122 deletions(-) diff --git a/Makefile b/Makefile index f48b4a9..7993a87 100644 --- a/Makefile +++ b/Makefile @@ -13,4 +13,3 @@ setup: download_models ## Setup download_models: mkdir -p ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 - $(sentence_transformer) diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index de9bb3d..722f8f4 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -1,5 +1,5 @@ -[OPENAI] -OPENAI_API_KEY = "" +[MODEL_INFO] +OPENAI_API_KEY = "" # Needed only for openAI models MODEL_NAME = "h2ogpt-sql" # Others: e.g. gpt-4, gpt-4-32k, text-davinci-003 [LOCAL_DB_CONFIG] @@ -13,9 +13,10 @@ PORT = "5432" LOG-LEVEL = "INFO" [DB-DIALECT] -DB_TYPE = "sqlite" # postgresql +DB_TYPE = "sqlite" [TABLE_INFO] TABLE_INFO_PATH = "/examples/test/table_info.jsonl" TABLE_SAMPLES_PATH = "/examples/test/masked_data_and_columns.csv" TABLE_NAME = "demo" +DB_TYPE = "sqlite" diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index de94892..731e9d1 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -63,14 +63,14 @@ NSQL_QUERY_PROMPT = """ For SQL TABLE '{table_name}' sample question/answer pairs,\n({sample_queries}) -CREATE TABLE '{table_name}'({data_info} +CREATE TABLE '{table_name}'({column_info} ) Table '{table_name}' has sample values ({data_info_detailed}) --- Using valid {_dialect}, answer the following questions with the information for '{table_name}' provided above; for final SQL only use values from the question. +-- Using valid SQLite, answer the following questions with the information for '{table_name}' provided above; for final SQL only use values from the question. -- Using reference for TABLES '{table_name}' {context}; {question_txt}? diff --git a/sidekick/db_config.py b/sidekick/db_config.py index a10bacb..0408a6e 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -104,7 +104,7 @@ def _extract_schema_info(self, schema_info_path=None): sample_values.append(_ds) _new_samples = f"{col_name} {col_type}" res.append(_new_samples) - if len(sample_values): + if len(sample_values) > 0: # cache it for future use with open( f"{self.base_path}/var/lib/tmp/data/{self._table_name}_column_values.json", "w" diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 3157ea4..95b3cb4 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -20,6 +20,7 @@ base_path = (Path(__file__).parent / "../").resolve() env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") db_dialect = env_settings["DB-DIALECT"]["DB_TYPE"] +model_name = env_settings["MODEL_INFO"]["MODEL_NAME"] os.environ["TOKENIZERS_PARALLELISM"] = "False" __version__ = "0.0.4" @@ -127,9 +128,30 @@ def update_table_info(cache_path: str, table_info_path: str = None, table_name: @click.option("--port", "-P", default=5432, help="Database port", prompt="Enter port (default 5432)") @click.option("--table-info-path", "-t", help="Table info path", default=None) def db_setup(db_name: str, hostname: str, user_name: str, password: str, port: int, table_info_path: str): - db_setup_api(db_name=db_name, hostname=hostname, user_name=user_name, password=password, port=port, table_info_path=table_info_path, table_samples_path=None, table_name=None, is_command=True) + db_setup_api( + db_name=db_name, + hostname=hostname, + user_name=user_name, + password=password, + port=port, + table_info_path=table_info_path, + table_samples_path=None, + table_name=None, + is_command=True, + ) + -def db_setup_api(db_name: str, hostname: str, user_name: str, password: str, port: int, table_info_path: str, table_samples_path: str, table_name: str, is_command:bool=False): +def db_setup_api( + db_name: str, + hostname: str, + user_name: str, + password: str, + port: int, + table_info_path: str, + table_samples_path: str, + table_name: str, + is_command: bool = False, +): """Creates context for the new Database""" click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") try: @@ -145,7 +167,7 @@ def db_setup_api(db_name: str, hostname: str, user_name: str, password: str, por path = f"{base_path}/var/lib/tmp/data" # For current session db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect) - if db_obj.dialect == 'sqlite' and not os.path.isfile(f"{base_path}/db/sqlite/{db_name}.db"): + if db_obj.dialect == "sqlite" and not os.path.isfile(f"{base_path}/db/sqlite/{db_name}.db"): db_obj.create_db() click.echo("Database created successfully!") elif not db_obj.db_exists(): @@ -176,7 +198,11 @@ def db_setup_api(db_name: str, hostname: str, user_name: str, password: str, por # Check if table exists; pending --> and doesn't have any rows if db_obj.has_table(): click.echo(f"Checked table {db_obj.table_name} exists in the DB.") - val = input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n):")) if is_command else "y" + val = ( + input(color(F.GREEN, "", "Would you like to add few sample rows (at-least 3)? (y/n):")) + if is_command + else "y" + ) if val.lower().strip() == "y" or val.lower().strip() == "yes": val = input("Path to a CSV file to insert data from:") if is_command else table_samples_path db_obj.add_samples(val) @@ -259,9 +285,10 @@ def update_context(): @click.option("--table-info-path", "-t", help="Table info path", default=None) @click.option("--sample-queries", "-s", help="Samples path", default=None) def query(question: str, table_info_path: str, sample_queries: str): - query_api(question= question, table_info_path=table_info_path, sample_queries=sample_queries, is_command=True) + query_api(question=question, table_info_path=table_info_path, sample_queries=sample_queries, is_command=True) -def query_api(question: str, table_info_path: str, sample_queries: str, is_command:bool=False): + +def query_api(question: str, table_info_path: str, sample_queries: str, is_command: bool = False): """Asks question and returns SQL.""" results = [] # Book-keeping @@ -283,27 +310,31 @@ def query_api(question: str, table_info_path: str, sample_queries: str, is_comma json.dump(table_context, outfile, indent=4, sort_keys=False) logger.info(f"Table in use: {table_names}") # Check if .env.toml file exists - api_key = env_settings["OPENAI"]["OPENAI_API_KEY"] - if api_key is None or api_key == "": - if os.getenv("OPENAI_API_KEY") is None or os.getenv("OPENAI_API_KEY") == "": - if is_command: - val = input( - color(F.GREEN, "", "Looks like API key is not set, would you like to set OPENAI_API_KEY? (y/n):") - ) - if val.lower() == "y": - api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY :")) - - if api_key is None and is_command: - return ["Looks like API key is not set, please set OPENAI_API_KEY!"] - - os.environ["OPENAI_API_KEY"] = api_key - env_settings["OPENAI"]["OPENAI_API_KEY"] = api_key - - # Update settings file for future use. - f = open(f"{base_path}/sidekick/configs/.env.toml", "w") - toml.dump(env_settings, f) - f.close() - openai.api_key = api_key + api_key = None + if model_name != "h2ogpt-sql": + api_key = env_settings["MODEL_INFO"]["OPENAI_API_KEY"] + if api_key is None or api_key == "": + if os.getenv("OPENAI_API_KEY") is None or os.getenv("OPENAI_API_KEY") == "": + if is_command: + val = input( + color( + F.GREEN, "", "Looks like API key is not set, would you like to set OPENAI_API_KEY? (y/n):" + ) + ) + if val.lower() == "y": + api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY :")) + + if api_key is None and is_command: + return ["Looks like API key is not set, please set OPENAI_API_KEY!"] + + os.environ["OPENAI_API_KEY"] = api_key + env_settings["MODEL_INFO"]["OPENAI_API_KEY"] = api_key + + # Update settings file for future use. + f = open(f"{base_path}/sidekick/configs/.env.toml", "w") + toml.dump(env_settings, f) + f.close() + openai.api_key = api_key # Set context logger.info("Setting context...") @@ -327,22 +358,22 @@ def query_api(question: str, table_info_path: str, sample_queries: str, is_comma sql_g = SQLGenerator( db_url, api_key, job_path=base_path, data_input_path=table_info_path, samples_queries=sample_queries ) - sql_g._tasks = sql_g.generate_tasks(table_names, question) - results.extend(["List of Actions Generated: \n", sql_g._tasks, "\n"]) - click.echo(sql_g._tasks) - - updated_tasks = None - if sql_g._tasks is not None and is_command: - edit_val = click.prompt("Would you like to edit the tasks? (y/n)") - if edit_val.lower() == "y": - updated_tasks = click.edit(sql_g._tasks) - click.echo(f"Tasks:\n {updated_tasks}") - else: - click.echo("Skipping edit...") - if updated_tasks is not None: - sql_g._tasks = updated_tasks + if "h2ogpt-sql" not in model_name: + sql_g._tasks = sql_g.generate_tasks(table_names, question) + results.extend(["List of Actions Generated: \n", sql_g._tasks, "\n"]) + click.echo(sql_g._tasks) + + updated_tasks = None + if sql_g._tasks is not None and is_command: + edit_val = click.prompt("Would you like to edit the tasks? (y/n)") + if edit_val.lower() == "y": + updated_tasks = click.edit(sql_g._tasks) + click.echo(f"Tasks:\n {updated_tasks}") + else: + click.echo("Skipping edit...") + if updated_tasks is not None: + sql_g._tasks = updated_tasks - model_name = env_settings["OPENAI"]["MODEL_NAME"] res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -431,5 +462,6 @@ def query_api(question: str, table_info_path: str, sample_queries: str, is_comma return results + if __name__ == "__main__": cli() diff --git a/sidekick/query.py b/sidekick/query.py index f7c465d..c434a04 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -1,18 +1,19 @@ import json import os +import random import sys from pathlib import Path import numpy as np import openai import sqlglot -import random import torch from langchain import OpenAI from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, QUERY_PROMPT, NSQL_QUERY_PROMPT, +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, + NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT) from sidekick.logger import logger from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates @@ -41,6 +42,7 @@ def __init__( self.db_url = db_url self.engine = create_engine(db_url) self.sql_database = SQLDatabase(self.engine) + self.similarity_model = None self.context_builder = None self.data_input_path = _check_file_info(data_input_path) self.sample_queries_path = samples_queries @@ -62,8 +64,9 @@ def load_column_samples(self, tables: list): def build_index(self, persist: bool = True): # Below re-assignment of the OPENAI API key is weird but without that, it throws an error. - os.environ["OPENAI_API_KEY"] = self.openai_key - openai.api_key = self.openai_key + if self.openai_key: + os.environ["OPENAI_API_KEY"] = self.openai_key + openai.api_key = self.openai_key table_schema_index = self.context_builder.derive_index_from_context( GPTSimpleVectorIndex, @@ -137,7 +140,9 @@ def _query_tasks(self, question_str, data_info, sample_queries, table_name: list res = ex_value.statement if ex_value.statement else None return res - def generate_response(self, context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True, _dialect: str = "sqlite"): + def generate_response( + self, context_container, sql_index, input_prompt, attempt_fix_on_error: bool = True, _dialect: str = "sqlite" + ): try: response = sql_index.query(input_prompt, sql_context_container=context_container) res = response.extra_info["sql_query"] @@ -182,8 +187,10 @@ def generate_tasks(self, table_names: list, input_question: str): updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() # Filter closest samples to the input question, threshold = 0.45 - filtered_context = ( - filter_samples(input_question, updated_context, m_path) if len(updated_context) > 1 else updated_context + filtered_context, _ = ( + filter_samples(input_question, updated_context, m_path, threshold=0.9) + if len(updated_context) > 1 + else updated_context ) logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") _queries = "\n".join(filtered_context) @@ -205,12 +212,16 @@ def generate_tasks(self, table_names: list, input_question: str): except Exception as se: raise se - - def generate_sql(self, table_name: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql"): + def generate_sql( + self, table_names: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql" + ): context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} context_queries = self.content_queries + table_context_dict = {str(table_names[0]).lower(): str(additional_context).lower()} + self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) + if model_name != "h2ogpt-sql": _tasks = self.task_formatter(self._tasks) @@ -219,24 +230,21 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s _dialect=_dialect, _data_info=self._data_info, _question=input_question, - _table_name=table_name, + _table_name=table_names, _sample_queries=context_queries, _tasks=_tasks, ) - table_context_dict = {str(table_name[0]).lower(): str(additional_context).lower()} - self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) + # Reference: https://github.com/jerryjliu/llama_index/issues/987 + llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.5, model_name=model_name)) + service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) table_schema_index = self.build_index(persist=False) self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) context_container = self.context_builder.build_context_container() - # Reference: https://github.com/jerryjliu/llama_index/issues/987 - llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.5, model_name=model_name)) - service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) - index = GPTSQLStructStoreIndex( - [], sql_database=self.sql_database, table_name=table_name, service_context=service_context_gpt3 + [], sql_database=self.sql_database, table_name=table_names, service_context=service_context_gpt3 ) res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) try: @@ -262,16 +270,25 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B") model = AutoModelForCausalLM.from_pretrained("NumbersStation/nsql-6B") - data_samples = context_queries - data_samples_list = self.load_column_samples(table_name) + # TODO Update needed for multiple tables + columns_w_type = ( + self.context_builder.full_context_dict[table_names[0]].split(":")[2].split("and")[0].strip() + ) + + data_samples_list = self.load_column_samples(table_names) _context = { - "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", - "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", + "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", + "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", } - - filtered_context = filter_samples(input_question, probable_qs=list(_context.keys()), - model_path='', threshold=0.845) + m_path = f"{self.path}/var/lib/tmp/.cache/models" + filtered_context, self.similarity_model = filter_samples( + model_obj=self.similarity_model, + input_q=input_question, + probable_qs=list(_context.keys()), + model_path=m_path, + threshold=0.90, + ) logger.debug(f"Filter Context: {filtered_context}") contextual_context = [] @@ -280,42 +297,84 @@ def generate_sql(self, table_name: list, input_question: str, _dialect: str = "s if _val: contextual_context.append(f"{_item}: {_val}") - logger.info("Filtering Question/Query pairs") - _samples = filter_samples(input_question, probable_qs=context_queries, - model_path='', threshold=0.90) + logger.info("Filtering Question/Query pairs ...") + context_queries: list = self.update_context_queries() + logger.info(f"Number of context queries found: {len(context_queries)}") + # Remove duplicates from the context queries + m_path = f"{self.path}/var/lib/tmp/.cache/models" + # duplicates_idx = remove_duplicates(context_queries, m_path, similarity_model=self.similarity_model) + # updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() + + # Filter closest samples to the input question, threshold = 0.9 + filtered_context, _ = ( + filter_samples( + input_q=input_question, + probable_qs=context_queries, + model_path=m_path, + model_obj=self.similarity_model, + threshold=0.9, + ) + if len(context_queries) > 1 + else context_queries + ) + logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") # If QnA pairs > 5, we keep top 5 for focused context - if len(_samples) > 5: - _samples = _samples[0:5][::-1] - qna_samples = '\n'.join(_samples) + _samples = filtered_context + if len(filtered_context) > 5: + _samples = filtered_context[0:5][::-1] + qna_samples = "\n".join(_samples) + + contextual_context_val = ", ".join(contextual_context) + column_names = columns_w_type.strip().split(",") + clmn_names = [i.split("(")[0].strip() for i in column_names] - contextual_context_val = ', '.join(contextual_context) - column_names = [str(_c) for _c in self.sql_database.get_column_names(table_name[0])] + context_columns = [] if len(_samples) > 2: # Check for the columns in the QnA samples provided, if exists keep them - context_columns = [_c for _c in column_names if _c.lower() in qna_samples.lower()] + context_columns = [_c for _c in clmn_names if _c.lower().strip() in qna_samples.lower()] if len(context_columns) > 0: - contextual_data_samples = [_d for _cc in context_columns for _d in data_samples_list if _cc.lower() in _d.lower()] - data_samples = contextual_data_samples - relevant_columns = context_columns if len(context_columns) > 0 else column_names - _data_info = ', '.join(relevant_columns) - - query = NSQL_QUERY_PROMPT.format(table_name=table_name, data_info=_data_info, data_info_detailed=data_samples, - sample_queries=qna_samples, context=contextual_context_val, - question_txt=input_question) - - inputs = tokenizer(query, return_tensors="pt") + contextual_data_samples = [ + _d + for _cc in context_columns + for _d in data_samples_list[table_names[0]] + if _cc.lower() in _d.lower() + ] + data_samples_list = contextual_data_samples + relevant_columns = context_columns if len(context_columns) > 0 else clmn_names + _column_info = ", ".join(relevant_columns) + + logger.debug(f"Relevant sample column values: {data_samples_list}") + _table_name = ", ".join(table_names) + query = NSQL_QUERY_PROMPT.format( + table_name=_table_name, + column_info=_column_info, + data_info_detailed=data_samples_list, + sample_queries=qna_samples, + context=contextual_context_val, + question_txt=input_question, + ) + logger.debug(f"Query Text:\n {query}") + inputs = tokenizer([query], return_tensors="pt") + input_length = 1 if model.config.is_encoder_decoder else inputs.input_ids.shape[1] # Generate SQL random_seed = random.randint(0, 50) torch.manual_seed(random_seed) # Greedy search for quick response - output = model.generate(**inputs, max_new_tokens=300, temperature=0.5, output_scores=True, - return_dict_in_generate=True) - _res = tokenizer.decode(output[0][0], skip_special_tokens=True) + output = model.generate( + **inputs, + max_new_tokens=300, + temperature=0.5, + output_scores=True, + return_dict_in_generate=True, + ) + + generated_tokens = output.sequences[:, input_length:] + _res = tokenizer.decode(generated_tokens[0], skip_special_tokens=True) # Below is a pre-caution in-case of an error in table name during generation - res = _res.replace('table_name', table_name[0]) + res = "SELECT" + _res.replace("table_name", table_names[0]) return res def task_formatter(self, input_task: str): diff --git a/sidekick/utils.py b/sidekick/utils.py index 1e66dbd..578339a 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -4,12 +4,12 @@ from pathlib import Path from typing import Optional -import torch import numpy as np import pandas as pd +import torch +from InstructorEmbedding import INSTRUCTOR from pandasql import sqldf from sentence_transformers import SentenceTransformer -from InstructorEmbedding import INSTRUCTOR from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity @@ -39,12 +39,9 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic return all_res -def generate_text_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = "cpu"): +def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int = 32, device: Optional[str] = "cpu"): # Reference: # 1. https://www.sbert.net/docs/pretrained_models.html#sentence-embedding-models - # 2. Evaluation result: https://www.sbert.net/_static/html/models_en_sentence_embeddings.html - # 3. Model Card: https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2 - # 4. Reference: https://huggingface.co/spaces/mteb/leaderboard # Maps sentence & paragraphs to a 384 dimensional dense vector space. model_name_path = f"{model_path}/text_embedding/instructor-large" current_torch_home = os.environ.get("TORCH_HOME", "") @@ -54,48 +51,59 @@ def generate_text_embeddings(model_path: str, x, batch_size: int = 32, device: O # Download n cache at the specified location os.environ["TORCH_HOME"] = model_path model_name_path = "hkunlp/instructor-large" - sentence_model = INSTRUCTOR(model_name_path, device=device) - if device != "cuda": - # Issue https://github.com/pytorch/pytorch/issues/69364 - # # In the initial experimentation, quantized model is generates slightly better results - _model = torch.quantization.quantize_dynamic(sentence_model, {torch.nn.Linear}, dtype=torch.qint8) - else: - _model = sentence_model + else: # if specified path does not exist, download the model + # Download n cache at the specified location + os.environ["TORCH_HOME"] = model_path + model_name_path = "hkunlp/instructor-large" + if model_obj is None: + sentence_model = INSTRUCTOR(model_name_path, device=device) + if "cuda" not in device: + # Issue https://github.com/pytorch/pytorch/issues/69364 + # # In the initial experimentation, quantized model is generates slightly better results + logger.debug("Sentence embedding model is quantized ...") + model_obj = torch.quantization.quantize_dynamic(sentence_model, {torch.nn.Linear}, dtype=torch.qint8) + else: + model_obj = sentence_model _sentences = [["Represent the Financial question for retrieving duplicate examples: ", _item] for _item in x] - res = _model.encode(_sentences) - del sentence_model - del _model + res = model_obj.encode(_sentences) os.environ["TORCH_HOME"] = current_torch_home - return res + return res, model_obj -def filter_samples(input_q: str, probable_qs: list, model_path: str, threshold: float = 0.45): +def filter_samples(input_q: str, probable_qs: list, model_path: str, model_obj=None, threshold: float = 0.45): # Only consider the questions, note: this might change in future. _inq = ("# query: " + input_q).strip().lower() logger.debug(f"Input questions: {_inq}") - question_embeddings = generate_sentence_embeddings(model_path, x=[_inq], device="cpu") + question_embeddings, model_obj = generate_text_embeddings(model_path, x=[_inq], model_obj=model_obj, device="cpu") input_pqs = [_se.split("# answer")[0].strip().lower() for _se in probable_qs] - logger.debug(f"Probable questions: {input_pqs}") - embeddings = generate_sentence_embeddings(model_path, x=input_pqs, device="cpu") - res = [] + logger.debug(f"Probable context: {input_pqs}") + embeddings, model_obj = generate_text_embeddings(model_path, x=input_pqs, model_obj=model_obj, device="cpu") + res = {} + _scores = [] for idx, _se in enumerate(embeddings): similarities_score = cosine_similarity( [_se.astype(float).tolist()], [question_embeddings.astype(float).tolist()[0]] ) logger.debug(f"Similarity score for: {input_pqs[idx]}: {similarities_score[0][0]}") if similarities_score[0][0] > threshold: - res.append(probable_qs[idx]) - return res + res[str(probable_qs[idx])] = similarities_score[0][0] + _scores.append(similarities_score[0][0]) + + sorted_res = sorted(res.items(), key=lambda x: x[1], reverse=True) + logger.info(f"Sorted context: {sorted_res}") + return list(dict(sorted_res).keys()), model_obj -def remove_duplicates(input_x: list, model_path: str, threshold: float = 0.89): +def remove_duplicates( + input_x: list, model_path: str, similarity_model=None, threshold: float = 0.989, device: str = "cpu" +): # Remove duplicates pairs if input_x is None or len(input_x) < 2: res = [] else: - embeddings = generate_sentence_embeddings(model_path, x=input_x, device="cpu") + embeddings, _ = generate_text_embeddings(model_path, x=input_x, model_obj=similarity_model, device=device) similarity_scores = cosine_similarity(embeddings) similar_indices = [(x, y) for (x, y) in np.argwhere(similarity_scores > threshold) if x != y] From 83ab1c28d991426d41a032511e708e24088406b3 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 3 Aug 2023 16:51:03 -0700 Subject: [PATCH 070/135] Dependency update #4 --- pyproject.toml | 4 +- requirements.txt | 158 ++++++++++++++++++++++++++--------------------- 2 files changed, 92 insertions(+), 70 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 40008f0..5603e0e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -21,7 +21,7 @@ classifiers = [ packages = [{include = "sidekick"}] [tool.poetry.dependencies] -python = ">=3.8.16,<3.10" +python = ">=3.8.16,<=3.10" pandas = "^1.3.3" numpy = "^1.21.2" click = "^8.0.1" @@ -38,6 +38,8 @@ torch = "^2.0.1" sqlalchemy-utils = "^0.41.1" h2o-wave = "0.26.1" pandasql = "0.7.3" +accelerate = "0.21.0" +bitsandbytes = "0.41.0" InstructorEmbedding = "^1.0.1" [tool.poetry.scripts] diff --git a/requirements.txt b/requirements.txt index 31f2102..2c2974a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,69 +1,89 @@ -aiohttp==3.8.4 ; python_full_version >= "3.8.16" and python_version < "3.10" -aiosignal==1.3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -async-timeout==4.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -attrs==23.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -cachetools==5.3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -certifi==2023.5.7 ; python_full_version >= "3.8.16" and python_version < "3.10" -charset-normalizer==3.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -click==8.1.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -colorama==0.4.6 ; python_full_version >= "3.8.16" and python_version < "3.10" -dataclasses-json==0.5.7 ; python_full_version >= "3.8.16" and python_version < "3.10" -filelock==3.12.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -frozenlist==1.3.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -fsspec==2023.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -gptcache==0.1.29.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "x86_64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_version < "3.10" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_version < "3.10" -huggingface-hub==0.15.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -h2o-wave==0.26.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -idna==3.4 ; python_full_version >= "3.8.16" and python_version < "3.10" -jinja2==3.1.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -joblib==1.2.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -langchain==0.0.142 ; python_full_version >= "3.8.16" and python_version < "3.10" -llama-index==0.5.27 ; python_full_version >= "3.8.16" and python_version < "3.10" -loguru==0.7.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -markupsafe==2.1.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -marshmallow-enum==1.5.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -marshmallow==3.19.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -mpmath==1.3.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -multidict==6.0.4 ; python_full_version >= "3.8.16" and python_version < "3.10" -mypy-extensions==1.0.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -networkx==3.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -nltk==3.8.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -numexpr==2.8.4 ; python_full_version >= "3.8.16" and python_version < "3.10" -numpy==1.24.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -openai==0.27.7 ; python_full_version >= "3.8.16" and python_version < "3.10" -openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8.16" and python_version < "3.10" -packaging==23.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -pandas==1.5.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -pillow==9.5.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -psycopg2-binary==2.9.6 ; python_full_version >= "3.8.16" and python_version < "3.10" -pydantic==1.10.8 ; python_full_version >= "3.8.16" and python_version < "3.10" -python-dateutil==2.8.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -pytz==2023.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -pyyaml==6.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -regex==2023.5.5 ; python_full_version >= "3.8.16" and python_version < "3.10" -requests==2.31.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -scikit-learn==1.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -scipy==1.10.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -sentence-transformers==2.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -sentencepiece==0.1.99 ; python_full_version >= "3.8.16" and python_version < "3.10" -six==1.16.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -sqlalchemy-utils==0.41.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -sqlalchemy==1.4.48 ; python_full_version >= "3.8.16" and python_version < "3.10" -sqlglot==12.4.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -sympy==1.12 ; python_full_version >= "3.8.16" and python_version < "3.10" -tenacity==8.2.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -threadpoolctl==3.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -tiktoken==0.4.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -tokenizers==0.13.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -toml==0.10.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -torch==2.0.1 ; python_full_version >= "3.8.16" and python_version < "3.10" -torchvision==0.15.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -tqdm==4.65.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -transformers==4.29.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -typing-extensions==4.6.3 ; python_full_version >= "3.8.16" and python_version < "3.10" -typing-inspect==0.9.0 ; python_full_version >= "3.8.16" and python_version < "3.10" -urllib3==2.0.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_version < "3.10" and sys_platform == "win32" -yarl==1.9.2 ; python_full_version >= "3.8.16" and python_version < "3.10" -pandasql==0.7.3 ; python_full_version >= "3.8.16" and python_version < "3.10" +accelerate==0.21.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +aiohttp==3.8.5 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +aiosignal==1.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +ansicon==1.89.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" and platform_system == "Windows" +anyio==3.7.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +async-timeout==4.0.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +attrs==23.1.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +bitsandbytes==0.41.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +blessed==1.20.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +cachetools==5.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +certifi==2023.7.22 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +charset-normalizer==3.2.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +click==8.1.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +colorama==0.4.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +dataclasses-json==0.5.14 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +exceptiongroup==1.1.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +filelock==3.12.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +frozenlist==1.4.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +fsspec==2023.6.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +gptcache==0.1.38 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "x86_64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_full_version <= "3.10.0" +h11==0.14.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +h2o-wave==0.26.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +httpcore==0.17.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +httpx==0.24.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +huggingface-hub==0.16.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +idna==3.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +inquirer==3.1.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +instructorembedding==1.0.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +jinja2==3.1.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +jinxed==1.2.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" and platform_system == "Windows" +joblib==1.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +langchain==0.0.142 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +llama-index==0.5.27 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +loguru==0.7.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +markupsafe==2.1.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +marshmallow==3.20.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +mpmath==1.3.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +multidict==6.0.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +mypy-extensions==1.0.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +networkx==3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +nltk==3.8.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +numexpr==2.8.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +numpy==1.24.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +openai==0.27.8 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +packaging==23.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +pandas==1.5.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +pandasql==0.7.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +pillow==10.0.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +psutil==5.9.5 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +psycopg2-binary==2.9.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +pydantic==1.10.12 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +python-dateutil==2.8.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +python-editor==1.0.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +pytz==2023.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +pyyaml==6.0.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +readchar==4.0.5 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +regex==2023.6.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +requests==2.31.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +safetensors==0.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +scikit-learn==1.3.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +scipy==1.10.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +sentence-transformers==2.2.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +sentencepiece==0.1.99 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +setuptools==68.0.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +six==1.16.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +sniffio==1.3.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +sqlalchemy-utils==0.41.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +sqlalchemy==1.4.49 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +sqlglot==12.4.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +starlette==0.31.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +sympy==1.12 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +tenacity==8.2.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +threadpoolctl==3.2.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +tiktoken==0.4.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +tokenizers==0.13.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +toml==0.10.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +torch==2.0.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +torchvision==0.15.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +tqdm==4.65.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +transformers==4.31.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +typing-extensions==4.7.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +typing-inspect==0.9.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +urllib3==2.0.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +uvicorn==0.23.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +wcwidth==0.2.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" and sys_platform == "win32" +yarl==1.9.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" From dd6ab34c7bf2dbd8ad528cd2eabf4c7119d7290a Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 3 Aug 2023 17:06:21 -0700 Subject: [PATCH 071/135] Load quantized version of the model for faster inferrence #4 --- sidekick/configs/.env.toml | 5 ++--- sidekick/db_config.py | 11 +++++------ sidekick/prompter.py | 1 + sidekick/query.py | 28 +++++++++++++++++++--------- sidekick/utils.py | 2 +- 5 files changed, 28 insertions(+), 19 deletions(-) diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index 722f8f4..c894084 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -16,7 +16,6 @@ LOG-LEVEL = "INFO" DB_TYPE = "sqlite" [TABLE_INFO] -TABLE_INFO_PATH = "/examples/test/table_info.jsonl" -TABLE_SAMPLES_PATH = "/examples/test/masked_data_and_columns.csv" +TABLE_INFO_PATH = "/examples/demo/table_info.jsonl" +TABLE_SAMPLES_PATH = "/examples/demo/demo_data.csv" TABLE_NAME = "demo" -DB_TYPE = "sqlite" diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 0408a6e..06bc8dc 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -95,6 +95,8 @@ def _extract_schema_info(self, schema_info_path=None): if "Column Name" in data and "Column Type" in data: col_name = data["Column Name"] col_type = data["Column Type"] + if col_type.lower() == "text": + col_type = col_type + " COLLATE NOCASE" # if column has sample values, save in cache for future use. if "Sample Values" in data: _sample_values = data["Sample Values"] @@ -116,9 +118,7 @@ def _extract_schema_info(self, schema_info_path=None): return res def create_table(self, schema_info_path=None, schema_info=None): - engine = create_engine( - self._url, isolation_level="AUTOCOMMIT" - ) + engine = create_engine(self._url, isolation_level="AUTOCOMMIT") self._engine = engine if self.schema_info is None: if schema_info is not None: @@ -139,9 +139,7 @@ def create_table(self, schema_info_path=None, schema_info=None): return def has_table(self): - engine = create_engine( - self._url - ) + engine = create_engine(self._url) return sqlalchemy.inspect(engine).has_table(self.table_name) @@ -181,6 +179,7 @@ def execute_query_db(self, query=None, n_rows=100): # Create a connection connection = engine.connect() + logger.debug(f"Executing query:\n {query}") result = connection.execute(query) # Process the query results diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 95b3cb4..1231b41 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -285,6 +285,7 @@ def update_context(): @click.option("--table-info-path", "-t", help="Table info path", default=None) @click.option("--sample-queries", "-s", help="Samples path", default=None) def query(question: str, table_info_path: str, sample_queries: str): + """Asks question and returns SQL.""" query_api(question=question, table_info_path=table_info_path, sample_queries=sample_queries, is_command=True) diff --git a/sidekick/query.py b/sidekick/query.py index c434a04..8ec0663 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -51,6 +51,8 @@ def __init__( self._tasks = None self.openai_key = openai_key self.content_queries = None + self.model = None # Used for local LLMs + self.tokenizer = None # Used for local tokenizer def load_column_samples(self, tables: list): # TODO: Maybe we add table name as a member variable @@ -267,8 +269,12 @@ def generate_sql( logger.info(f"Realized query so far:\n {res}") else: # Load h2oGPT.NSQL model - tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B") - model = AutoModelForCausalLM.from_pretrained("NumbersStation/nsql-6B") + device = {"": 0} if torch.cuda.is_available() else "cpu" + if self.model is None: + self.tokenizer = tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) + self.model = AutoModelForCausalLM.from_pretrained( + "NumbersStation/nsql-6B", device_map=device, load_in_8bit=True + ) # TODO Update needed for multiple tables columns_w_type = ( @@ -321,8 +327,8 @@ def generate_sql( logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") # If QnA pairs > 5, we keep top 5 for focused context _samples = filtered_context - if len(filtered_context) > 5: - _samples = filtered_context[0:5][::-1] + if len(filtered_context) > 3: + _samples = filtered_context[0:3][::-1] qna_samples = "\n".join(_samples) contextual_context_val = ", ".join(contextual_context) @@ -357,14 +363,16 @@ def generate_sql( logger.debug(f"Query Text:\n {query}") inputs = tokenizer([query], return_tensors="pt") - input_length = 1 if model.config.is_encoder_decoder else inputs.input_ids.shape[1] + input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] # Generate SQL random_seed = random.randint(0, 50) torch.manual_seed(random_seed) # Greedy search for quick response - output = model.generate( - **inputs, + self.model.eval() + device_type = "cuda" if torch.cuda.is_available() else "cpu" + output = self.model.generate( + **inputs.to(device_type), max_new_tokens=300, temperature=0.5, output_scores=True, @@ -372,9 +380,11 @@ def generate_sql( ) generated_tokens = output.sequences[:, input_length:] - _res = tokenizer.decode(generated_tokens[0], skip_special_tokens=True) + _res = self.tokenizer.decode(generated_tokens[0], skip_special_tokens=True) # Below is a pre-caution in-case of an error in table name during generation - res = "SELECT" + _res.replace("table_name", table_names[0]) + # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite + _temp = _res.replace("table_name", table_names[0]).split(";")[0] + res = "SELECT" + _temp + " COLLATE NOCASE;" return res def task_formatter(self, input_task: str): diff --git a/sidekick/utils.py b/sidekick/utils.py index 578339a..d9f6242 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -92,7 +92,7 @@ def filter_samples(input_q: str, probable_qs: list, model_path: str, model_obj=N _scores.append(similarities_score[0][0]) sorted_res = sorted(res.items(), key=lambda x: x[1], reverse=True) - logger.info(f"Sorted context: {sorted_res}") + logger.debug(f"Sorted context: {sorted_res}") return list(dict(sorted_res).keys()), model_obj From a7dfae3428b7b1c1ade1b411858287316c252d93 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 7 Aug 2023 11:16:04 -0700 Subject: [PATCH 072/135] Fix initialization #4 --- sidekick/query.py | 11 ++++------- 1 file changed, 4 insertions(+), 7 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 8ec0663..828463f 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -9,12 +9,9 @@ import sqlglot import torch from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, - NSQL_QUERY_PROMPT, QUERY_PROMPT, - TASK_PROMPT) +from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates from sqlalchemy import create_engine @@ -271,7 +268,7 @@ def generate_sql( # Load h2oGPT.NSQL model device = {"": 0} if torch.cuda.is_available() else "cpu" if self.model is None: - self.tokenizer = tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) + self.tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) self.model = AutoModelForCausalLM.from_pretrained( "NumbersStation/nsql-6B", device_map=device, load_in_8bit=True ) @@ -362,7 +359,7 @@ def generate_sql( ) logger.debug(f"Query Text:\n {query}") - inputs = tokenizer([query], return_tensors="pt") + inputs = self.tokenizer([query], return_tensors="pt") input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] # Generate SQL random_seed = random.randint(0, 50) From 9c46ff18e98ebd2d5edef1d6676297f8c4d83d40 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 7 Aug 2023 17:34:11 -0700 Subject: [PATCH 073/135] Fix respective config paths #4 --- sidekick/configs/.env.toml | 5 +++-- sidekick/prompter.py | 10 +++++----- sidekick/query.py | 15 +++++++++------ ui/app.py | 21 ++++++++++++++++----- 4 files changed, 33 insertions(+), 18 deletions(-) diff --git a/sidekick/configs/.env.toml b/sidekick/configs/.env.toml index c894084..a4019c8 100644 --- a/sidekick/configs/.env.toml +++ b/sidekick/configs/.env.toml @@ -16,6 +16,7 @@ LOG-LEVEL = "INFO" DB_TYPE = "sqlite" [TABLE_INFO] -TABLE_INFO_PATH = "/examples/demo/table_info.jsonl" -TABLE_SAMPLES_PATH = "/examples/demo/demo_data.csv" +TABLE_INFO_PATH = "examples/demo/table_info.jsonl" +SAMPLE_QNA_PATH = "examples/demo/demo_qa.csv" +TABLE_SAMPLES_PATH = "examples/demo/demo_data.csv" TABLE_NAME = "demo" diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 1231b41..4cb43bd 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -283,13 +283,13 @@ def update_context(): @cli.command() @click.option("--question", "-q", help="Database name", prompt="Ask a question") @click.option("--table-info-path", "-t", help="Table info path", default=None) -@click.option("--sample-queries", "-s", help="Samples path", default=None) -def query(question: str, table_info_path: str, sample_queries: str): +@click.option("--sample_qna_path", "-s", help="Samples path", default=None) +def query(question: str, table_info_path: str, sample_qna_path: str): """Asks question and returns SQL.""" - query_api(question=question, table_info_path=table_info_path, sample_queries=sample_queries, is_command=True) + query_api(question=question, table_info_path=table_info_path, sample_queries_path=sample_qna_path, is_command=True) -def query_api(question: str, table_info_path: str, sample_queries: str, is_command: bool = False): +def query_api(question: str, table_info_path: str, sample_queries_path: str, is_command: bool = False): """Asks question and returns SQL.""" results = [] # Book-keeping @@ -357,7 +357,7 @@ def query_api(question: str, table_info_path: str, sample_queries: str, is_comma table_info_path = _get_table_info(path) sql_g = SQLGenerator( - db_url, api_key, job_path=base_path, data_input_path=table_info_path, samples_queries=sample_queries + db_url, api_key, job_path=base_path, data_input_path=table_info_path, sample_queries_path=sample_queries_path ) if "h2ogpt-sql" not in model_name: sql_g._tasks = sql_g.generate_tasks(table_names, question) diff --git a/sidekick/query.py b/sidekick/query.py index 828463f..9b5ed43 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -9,9 +9,12 @@ import sqlglot import torch from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, + NSQL_QUERY_PROMPT, QUERY_PROMPT, + TASK_PROMPT) from sidekick.logger import logger from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates from sqlalchemy import create_engine @@ -33,7 +36,7 @@ def __init__( db_url: str, openai_key: str = None, data_input_path: str = "./table_info.jsonl", - samples_queries: str = "./samples.csv", + sample_queries_path: str = "./samples.csv", job_path: str = "../var/lib/tmp/data", ): self.db_url = db_url @@ -42,7 +45,7 @@ def __init__( self.similarity_model = None self.context_builder = None self.data_input_path = _check_file_info(data_input_path) - self.sample_queries_path = samples_queries + self.sample_queries_path = sample_queries_path self.path = job_path self._data_info = None self._tasks = None @@ -78,7 +81,7 @@ def update_context_queries(self): # Check if seed samples were provided new_context_queries = [] if self.sample_queries_path is not None and Path(self.sample_queries_path).exists(): - logger.info(f"Using samples from path {self.sample_queries_path}") + logger.info(f"Using QnA samples from path {self.sample_queries_path}") new_context_queries = read_sample_pairs(self.sample_queries_path, "gpt") # cache the samples for future use with open(f"{self.path}/var/lib/tmp/data/queries_cache.json", "w") as f: @@ -319,7 +322,7 @@ def generate_sql( threshold=0.9, ) if len(context_queries) > 1 - else context_queries + else (context_queries, _) ) logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") # If QnA pairs > 5, we keep top 5 for focused context diff --git a/ui/app.py b/ui/app.py index f73b914..8723db9 100644 --- a/ui/app.py +++ b/ui/app.py @@ -1,11 +1,11 @@ import logging from pathlib import Path from typing import List, Optional -from sidekick.prompter import db_setup_api, query_api import openai import toml from h2o_wave import Q, app, data, handle_on, main, on, ui +from sidekick.prompter import db_setup_api, query_api # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -20,8 +20,10 @@ password = db_settings["LOCAL_DB_CONFIG"]["PASSWORD"] db_name = db_settings["LOCAL_DB_CONFIG"]["DB_NAME"] port = db_settings["LOCAL_DB_CONFIG"]["PORT"] +# Related to the selected table - currently demo table_info_path = f'{base_path}/{db_settings["TABLE_INFO"]["TABLE_INFO_PATH"]}' table_samples_path = f'{base_path}/{db_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"]}' +sample_qna_path = db_settings["TABLE_INFO"]["SAMPLE_QNA_PATH"] table_name = db_settings["TABLE_INFO"]["TABLE_NAME"] logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") @@ -74,11 +76,20 @@ async def chatbot(q: Q): logging.info(f"Question: {question}") if q.args.chatbot.lower() == "db setup": - llm_response = db_setup_api(db_name=db_name, hostname=host_name, user_name=user_name, password=password, port=port, table_info_path=table_info_path, table_samples_path=table_samples_path, table_name= table_name) + llm_response = db_setup_api( + db_name=db_name, + hostname=host_name, + user_name=user_name, + password=password, + port=port, + table_info_path=table_info_path, + table_samples_path=table_samples_path, + table_name=table_name, + ) else: - llm_response = query_api(question = question, - sample_queries=None, - table_info_path=table_info_path) + llm_response = query_api( + question=question, sample_queries_path=sample_qna_path, table_info_path=table_info_path + ) llm_response = "\n".join(llm_response) q.page["chat_card"].data += [llm_response, False] From a3ee1bf6e209355dce2e9d2f72354162ae7ca9ef Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 7 Aug 2023 17:59:02 -0700 Subject: [PATCH 074/135] Update Make rules for demo data #4 --- Makefile | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/Makefile b/Makefile index 7993a87..d8226f0 100644 --- a/Makefile +++ b/Makefile @@ -1,15 +1,20 @@ sentence_transformer = s3cmd get --recursive --skip-existing s3://h2o-model-gym/models/nlp/sentence_trasnsformer/all-MiniLM-L6-v2/ ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 +demo_data = s3cmd get --recursive --skip-existing s3://h2o-sql-sidekick/demo/ ./examples/demo/ -.PHONY: download-models +.PHONY: download_demo_data -all: download-models +all: download_demo_data -setup: download_models ## Setup +setup: download_demo_data ## Setup python3 -m venv .sidekickvenv ./.sidekickvenv/bin/python3 -m pip install --upgrade pip ./.sidekickvenv/bin/python3 -m pip install wheel ./.sidekickvenv/bin/python3 -m pip install -r requirements.txt mkdir -p ./db/sqlite + mkdir -p ./examples/demo/ download_models: mkdir -p ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 + +download_demo_data: + $(demo_data) From c7719f5fb97caad294b91fdb5bbd7e044d9ea520 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Tue, 8 Aug 2023 21:12:01 -0400 Subject: [PATCH 075/135] Upload Datasets --- sidekick/db_config.py | 2 +- sidekick/prompter.py | 3 + ui/app.py | 168 +++++++++++++++++++++++++++++++----------- 3 files changed, 130 insertions(+), 43 deletions(-) diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 06bc8dc..a843d0e 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -101,7 +101,7 @@ def _extract_schema_info(self, schema_info_path=None): if "Sample Values" in data: _sample_values = data["Sample Values"] _ds = data_samples_template.format( - column_name=col_name, comma_separated_sample_values=",".join(_sample_values) + column_name=col_name, comma_separated_sample_values=",".join(str(_sample_val) for _sample_val in _sample_values) ) sample_values.append(_ds) _new_samples = f"{col_name} {col_type}" diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 4cb43bd..b2ea753 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -160,6 +160,9 @@ def db_setup_api( env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] = password env_settings["LOCAL_DB_CONFIG"]["PORT"] = port env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] = db_name + env_settings["TABLE_INFO"]["TABLE_INFO_PATH"] = table_info_path + env_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"] = table_samples_path + # Update settings file for future use. f = open(f"{base_path}/sidekick/configs/.env.toml", "w") toml.dump(env_settings, f) diff --git a/ui/app.py b/ui/app.py index 8723db9..a6767e8 100644 --- a/ui/app.py +++ b/ui/app.py @@ -1,4 +1,5 @@ import logging +import json from pathlib import Path from typing import List, Optional @@ -10,24 +11,27 @@ # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() env_settings = toml.load(f"{base_path}/ui/.app_config.toml") +tmp_path = f"{base_path}/var/lib/tmp" + ui_title = env_settings["WAVE_UI"]["TITLE"] ui_description = env_settings["WAVE_UI"]["SUB_TITLE"] -db_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") -db_dialect = db_settings["DB-DIALECT"]["DB_TYPE"] -host_name = db_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] -user_name = db_settings["LOCAL_DB_CONFIG"]["USER_NAME"] -password = db_settings["LOCAL_DB_CONFIG"]["PASSWORD"] -db_name = db_settings["LOCAL_DB_CONFIG"]["DB_NAME"] -port = db_settings["LOCAL_DB_CONFIG"]["PORT"] -# Related to the selected table - currently demo -table_info_path = f'{base_path}/{db_settings["TABLE_INFO"]["TABLE_INFO_PATH"]}' -table_samples_path = f'{base_path}/{db_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"]}' -sample_qna_path = db_settings["TABLE_INFO"]["SAMPLE_QNA_PATH"] -table_name = db_settings["TABLE_INFO"]["TABLE_NAME"] +async def user_variable(q:Q): + db_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") + + q.user.db_dialect = db_settings["DB-DIALECT"]["DB_TYPE"] + q.user.host_name = db_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] + q.user.user_name = db_settings["LOCAL_DB_CONFIG"]["USER_NAME"] + q.user.password = db_settings["LOCAL_DB_CONFIG"]["PASSWORD"] + q.user.db_name = db_settings["LOCAL_DB_CONFIG"]["DB_NAME"] + q.user.port = db_settings["LOCAL_DB_CONFIG"]["PORT"] -logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") + q.user.table_info_path = db_settings["TABLE_INFO"]["TABLE_INFO_PATH"] + q.user.table_samples_path = db_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"] + q.user.sample_qna_path = db_settings["TABLE_INFO"]["SAMPLE_QNA_PATH"] + q.user.table_name = db_settings["TABLE_INFO"]["TABLE_NAME"] + logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") # Use for page cards that should be removed when navigating away. # For pages that should be always present on screen use q.page[key] = ... @@ -77,23 +81,83 @@ async def chatbot(q: Q): if q.args.chatbot.lower() == "db setup": llm_response = db_setup_api( - db_name=db_name, - hostname=host_name, - user_name=user_name, - password=password, - port=port, - table_info_path=table_info_path, - table_samples_path=table_samples_path, - table_name=table_name, + db_name=q.user.db_name, + hostname=q.user.host_name, + user_name=q.user.user_name, + password=q.user.password, + port=q.user.port, + table_info_path=q.user.table_info_path, + table_samples_path=q.user.table_samples_path, + table_name=q.user.table_name ) else: - llm_response = query_api( - question=question, sample_queries_path=sample_qna_path, table_info_path=table_info_path - ) + llm_response = query_api(question=question, + sample_queries_path=q.user.sample_qna_path, + table_info_path=q.user.table_info_path) llm_response = "\n".join(llm_response) q.page["chat_card"].data += [llm_response, False] +@on("file_upload") +async def fileupload(q: Q): + q.page['dataset'].error_bar.visible = False + q.page['dataset'].success_bar.visible = False + + q.page["sidebar"].value = "#datasets" + usr_info_path = None + usr_samples_path = None + usr_sample_qa = None + + sample_data = q.args.sample_data + sample_schema = q.args.data_schema + sample_qa = q.args.sample_qa + + usr_table_name = q.args.table_name + # file_type = "csv" if q.args.file_type == "data_samples" else "jsonl" + + if sample_data: + usr_samples_path = await q.site.download(sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv") + if sample_schema: + usr_info_path = await q.site.download(sample_schema[0], f"{tmp_path}/jobs/{usr_table_name}_table_info.jsonl") + if sample_qa: + usr_sample_qa = await q.site.download(sample_qa[0], f"{tmp_path}/jobs/{usr_table_name}_sample_qa.csv") + + if sample_data is None or sample_schema is None: + q.page['dataset'].error_bar.visible = True + else: + q.page['dataset'].error_bar.visible = False + if Path(f"{tmp_path}/data/tables.json").exists(): + f = open(f"{tmp_path}/data/tables.json", "r") + try: + table_metadata = json.load(f) + f.close() + except json.JSONDecodeError as e: + table_metadata = dict() + + table_metadata[usr_table_name] = {"schema_info_path":usr_info_path, + "samples_path": usr_samples_path, + "samples_qa": usr_sample_qa} + + with open(f"{tmp_path}/data/tables.json", "w") as outfile: + json.dump(table_metadata, outfile, indent=4, sort_keys=False) + + + q.user.table_name = usr_table_name + q.user.table_samples_path = usr_samples_path + q.user.table_info_path = usr_info_path + + db_resp = db_setup_api( + db_name=q.user.db_name, + hostname=q.user.host_name, + user_name=q.user.user_name, + password=q.user.password, + port=q.user.port, + table_info_path=q.user.table_info_path, + table_samples_path=q.user.table_samples_path, + table_name=q.user.table_name + ) + logging.info(f"DB updates: \n {db_resp}") + q.page['dataset'].success_bar.visible = True @on("#datasets") async def datasets(q: Q): @@ -103,26 +167,44 @@ async def datasets(q: Q): add_card( q, - "table", + "dataset", ui.form_card( box="vertical", items=[ - ui.table( - name="table", - columns=[ - ui.table_column( - name=i, - label=i, - sortable=True, - data_type="string" if q.client.data[i].dtype == "O" else "number", - ) - for i in q.client.data.columns - ], - rows=[ - ui.table_row(name="row{}".format(idx), cells=[str(i) for i in row]) - for idx, row in q.client.data.iterrows() - ], - ) + ui.message_bar(name='error_bar', type='error', text='Please select data & schema files to upload!', visible=False), + ui.message_bar(name='success_bar', type='success', text='Files Uploaded Successfully!', visible=False), + ui.textbox(name='table_name', label='Table Name', required=True, value='demo'), + ui.file_upload( + name='sample_data', + label='Data Samples', + multiple=False, + compact=True, + file_extensions=['csv'], + required=True, + max_file_size=5000, # Specified in MB. + tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!" + ), + ui.file_upload( + name='data_schema', + label='Data Schema', + multiple=False, + compact=True, + file_extensions=['jsonl'], + required=True, + max_file_size=5000, # Specified in MB. + tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!" + ), + ui.file_upload( + name='sample_qa', + label='Sample Q&A', + multiple=False, + compact=True, + file_extensions=['csv'], + required=False, + max_file_size=5000, # Specified in MB. + tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!" + ), + ui.button(name='file_upload', label='Submit', primary=True) ], ), ) @@ -190,7 +272,7 @@ async def init(q: Q) -> None: "Menu", items=[ ui.nav_item(name="#chat", label="Chat"), - ui.nav_item(name="#datasets", label="Dataset Snapshot"), + ui.nav_item(name="#datasets", label="Upload"), ], ), ui.nav_group( @@ -219,6 +301,8 @@ async def init(q: Q) -> None: # q.client.mapping = get_mapping_dicts(q.client.data) # q.client.masked_data = + await user_variable(q) + # If no active hash present, render chat. if q.args["#"] is None: await chat(q) From 97b2c78ecad07efe5fe887f1182887ca8454b038 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 9 Aug 2023 01:30:38 -0700 Subject: [PATCH 076/135] Additional syntax based dialect validation #4 --- sidekick/query.py | 15 ++++++++++++++- sidekick/utils.py | 9 ++++++--- 2 files changed, 20 insertions(+), 4 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 9b5ed43..b2508f2 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -385,7 +385,20 @@ def generate_sql( # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite _temp = _res.replace("table_name", table_names[0]).split(";")[0] res = "SELECT" + _temp + " COLLATE NOCASE;" - return res + + # Validate the generate SQL for parsing errors, along with dialect specific validation + # Note: Doesn't do well with handling date-time conversions + # e.g. + # sqlite: SELECT DATETIME(MAX(timestamp), '-5 minute') FROM demo WHERE isin_id = 'VM88109EGG92' + # postgres: SELECT MAX(timestamp) - INTERVAL '5 minutes' FROM demo where isin_id='VM88109EGG92' + # Reference ticket: https://github.com/tobymao/sqlglot/issues/2011 + result = res + try: + result = sqlglot.transpile(res, identify=True, write="sqlite")[0] + except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: + logger.info("We did the best we could, there might be still be some error:\n") + logger.info(f"Realized query so far:\n {res}") + return result def task_formatter(self, input_task: str): # Generated format diff --git a/sidekick/utils.py b/sidekick/utils.py index d9f6242..b30273f 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -71,15 +71,18 @@ def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int return res, model_obj -def filter_samples(input_q: str, probable_qs: list, model_path: str, model_obj=None, threshold: float = 0.45): +def filter_samples( + input_q: str, probable_qs: list, model_path: str, model_obj=None, threshold: float = 0.80, device="auto" +): # Only consider the questions, note: this might change in future. _inq = ("# query: " + input_q).strip().lower() logger.debug(f"Input questions: {_inq}") - question_embeddings, model_obj = generate_text_embeddings(model_path, x=[_inq], model_obj=model_obj, device="cpu") + _device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device + question_embeddings, model_obj = generate_text_embeddings(model_path, x=[_inq], model_obj=model_obj, device=_device) input_pqs = [_se.split("# answer")[0].strip().lower() for _se in probable_qs] logger.debug(f"Probable context: {input_pqs}") - embeddings, model_obj = generate_text_embeddings(model_path, x=input_pqs, model_obj=model_obj, device="cpu") + embeddings, model_obj = generate_text_embeddings(model_path, x=input_pqs, model_obj=model_obj, device=_device) res = {} _scores = [] for idx, _se in enumerate(embeddings): From 186ea08e7170b6ff595982ba169ac265b6bee912 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Wed, 9 Aug 2023 16:54:56 -0400 Subject: [PATCH 077/135] Adding code to generate temporary files & dir for uploading datasets --- sidekick/utils.py | 27 ++++++++++++++++++++++ ui/app.py | 57 +++++++++++++++++++++-------------------------- 2 files changed, 52 insertions(+), 32 deletions(-) diff --git a/sidekick/utils.py b/sidekick/utils.py index d9f6242..8070399 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -127,6 +127,7 @@ def save_query(output_path: str, query, response, extracted_entity: Optional[dic def setup_dir(base_path: str): dir_list = [ "var/lib/tmp/data", + "var/lib/tmp/jobs", "var/lib/tmp/.cache", "var/lib/tmp/.cache/models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2", ] @@ -136,6 +137,32 @@ def setup_dir(base_path: str): p.mkdir(parents=True, exist_ok=True) +def update_tables(json_file_path:str, new_data:dict[str, int]): + # Check if the JSON file exists + if os.path.exists(json_file_path): + try: + # Read the existing content from the JSON file + with open(json_file_path, 'r') as json_file: + existing_data = json.load(json_file) + logger.debug("Existing Data:", existing_data) + except Exception as e: + logger.debug(f"An error occurred while reading: {e}") + else: + existing_data = {} + logger.debug("JSON file doesn't exist. Creating a new one.") + + # Append new data to the existing content + existing_data.update(new_data) + + # Write the updated content back to the JSON file + try: + with open(json_file_path, 'w') as json_file: + json.dump(existing_data, json_file, indent=4) + logger.debug("Data appended and file updated.") + except Exception as e: + logger.debug(f"An error occurred while writing: {e}") + + def read_sample_pairs(input_path: str, model_name: str = "nsql"): df = pd.read_csv(input_path) df = df.dropna() diff --git a/ui/app.py b/ui/app.py index a6767e8..a95cc35 100644 --- a/ui/app.py +++ b/ui/app.py @@ -7,6 +7,7 @@ import toml from h2o_wave import Q, app, data, handle_on, main, on, ui from sidekick.prompter import db_setup_api, query_api +from sidekick.utils import setup_dir, update_tables # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -126,38 +127,29 @@ async def fileupload(q: Q): q.page['dataset'].error_bar.visible = True else: q.page['dataset'].error_bar.visible = False - if Path(f"{tmp_path}/data/tables.json").exists(): - f = open(f"{tmp_path}/data/tables.json", "r") - try: - table_metadata = json.load(f) - f.close() - except json.JSONDecodeError as e: - table_metadata = dict() - - table_metadata[usr_table_name] = {"schema_info_path":usr_info_path, - "samples_path": usr_samples_path, - "samples_qa": usr_sample_qa} - - with open(f"{tmp_path}/data/tables.json", "w") as outfile: - json.dump(table_metadata, outfile, indent=4, sort_keys=False) - - - q.user.table_name = usr_table_name - q.user.table_samples_path = usr_samples_path - q.user.table_info_path = usr_info_path - - db_resp = db_setup_api( - db_name=q.user.db_name, - hostname=q.user.host_name, - user_name=q.user.user_name, - password=q.user.password, - port=q.user.port, - table_info_path=q.user.table_info_path, - table_samples_path=q.user.table_samples_path, - table_name=q.user.table_name - ) - logging.info(f"DB updates: \n {db_resp}") - q.page['dataset'].success_bar.visible = True + + table_metadata = dict() + table_metadata[usr_table_name] = {"schema_info_path":usr_info_path, + "samples_path": usr_samples_path, + "samples_qa": usr_sample_qa} + update_tables(f"{tmp_path}/data/tables.json", table_metadata) + + q.user.table_name = usr_table_name + q.user.table_samples_path = usr_samples_path + q.user.table_info_path = usr_info_path + + db_resp = db_setup_api( + db_name=q.user.db_name, + hostname=q.user.host_name, + user_name=q.user.user_name, + password=q.user.password, + port=q.user.port, + table_info_path=q.user.table_info_path, + table_samples_path=q.user.table_samples_path, + table_name=q.user.table_name + ) + logging.info(f"DB updates: \n {db_resp}") + q.page['dataset'].success_bar.visible = True @on("#datasets") async def datasets(q: Q): @@ -313,6 +305,7 @@ async def serve(q: Q): # Run only once per client connection. if not q.client.initialized: q.client.cards = set() + setup_dir(base_path) await init(q) q.client.initialized = True From 3f06f6cb315bfc11d68c4884c657ac32e1a5168c Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 10 Aug 2023 11:59:48 -0700 Subject: [PATCH 078/135] Correct make rule for demo dir --- Makefile | 1 + 1 file changed, 1 insertion(+) diff --git a/Makefile b/Makefile index d8226f0..ecee6e3 100644 --- a/Makefile +++ b/Makefile @@ -17,4 +17,5 @@ download_models: mkdir -p ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 download_demo_data: + mkdir -p ./examples/demo/ $(demo_data) From f4ecff892649cbc2d1d8ba36a871f6e85acc7f24 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Thu, 10 Aug 2023 12:08:32 -0700 Subject: [PATCH 079/135] Update README.md --- README.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 3ef3b00..55d15b0 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@ # sql-sidekick -A simple sql assistant (WIP) +A simple SQL assistant (WIP) # Installation @@ -13,11 +13,13 @@ A simple sql assistant (WIP) ``` ## Usage ``` -Step1: +Dialect: postgres - docker pull postgres (will pull the latest version) - docker run --rm --name pgsql-dev -e POSTGRES_PASSWORD=abc -p 5432:5432 postgres -Step2: Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0.3-py3-none-any.whl +Default: sqlite +Step: +- Download and install .whl --> s3://sql-sidekick/releases/sql_sidekick-0.0.3-py3-none-any.whl - python3 -m venv .sidekickvenv - source .sidekickvenv/bin/activate - python3 -m pip install sql_sidekick-0.0.3-py3-none-any.whl From dae4bbd7d76777f694183f7c262af54ab57c354c Mon Sep 17 00:00:00 2001 From: narasimhard Date: Thu, 10 Aug 2023 17:39:04 -0400 Subject: [PATCH 080/135] Updated TypeHint --- sidekick/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sidekick/utils.py b/sidekick/utils.py index 26f6e1c..5fb968d 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -140,7 +140,7 @@ def setup_dir(base_path: str): p.mkdir(parents=True, exist_ok=True) -def update_tables(json_file_path:str, new_data:dict[str, int]): +def update_tables(json_file_path:str, new_data:dict): # Check if the JSON file exists if os.path.exists(json_file_path): try: From 6108d85fc10807ceaabfa7be28025f9192d06be2 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 11 Aug 2023 11:37:52 -0700 Subject: [PATCH 081/135] Fix runtime error for CPU #4 --- sidekick/query.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index b2508f2..3c5b6b5 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -9,12 +9,9 @@ import sqlglot import torch from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, - NSQL_QUERY_PROMPT, QUERY_PROMPT, - TASK_PROMPT) +from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates from sqlalchemy import create_engine @@ -270,10 +267,12 @@ def generate_sql( else: # Load h2oGPT.NSQL model device = {"": 0} if torch.cuda.is_available() else "cpu" + # https://github.com/pytorch/pytorch/issues/52291 + _load_in_8bit = False if "cpu" in device else True if self.model is None: self.tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) self.model = AutoModelForCausalLM.from_pretrained( - "NumbersStation/nsql-6B", device_map=device, load_in_8bit=True + "NumbersStation/nsql-6B", device_map=device, load_in_8bit=_load_in_8bit ) # TODO Update needed for multiple tables @@ -322,7 +321,8 @@ def generate_sql( threshold=0.9, ) if len(context_queries) > 1 - else (context_queries, _) + else context_queries, + None, ) logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") # If QnA pairs > 5, we keep top 5 for focused context From 979df995e2bc75d9342191cb30f4e8a31a3f8fd7 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 11 Aug 2023 17:51:44 -0700 Subject: [PATCH 082/135] Minor bug fixes --- sidekick/prompter.py | 1 + sidekick/query.py | 7 +++-- sidekick/utils.py | 2 +- ui/app.py | 71 +++++++++++++++++++++++++------------------- 4 files changed, 46 insertions(+), 35 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index b2ea753..f33c266 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -303,6 +303,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, is_ table_context_file = f"{path}/table_context.json" table_context = json.load(open(table_context_file, "r")) if Path(table_context_file).exists() else {} table_names = [] + if table_context and "tables_in_use" in table_context: _tables = table_context["tables_in_use"] table_names = [_t.replace(" ", "_") for _t in _tables] diff --git a/sidekick/query.py b/sidekick/query.py index 3c5b6b5..a64c0e0 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -79,7 +79,7 @@ def update_context_queries(self): new_context_queries = [] if self.sample_queries_path is not None and Path(self.sample_queries_path).exists(): logger.info(f"Using QnA samples from path {self.sample_queries_path}") - new_context_queries = read_sample_pairs(self.sample_queries_path, "gpt") + new_context_queries = read_sample_pairs(self.sample_queries_path, "h2ogpt-sql") # cache the samples for future use with open(f"{self.path}/var/lib/tmp/data/queries_cache.json", "w") as f: json.dump(new_context_queries, f, indent=2) @@ -321,14 +321,14 @@ def generate_sql( threshold=0.9, ) if len(context_queries) > 1 - else context_queries, - None, + else (context_queries, None) ) logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") # If QnA pairs > 5, we keep top 5 for focused context _samples = filtered_context if len(filtered_context) > 3: _samples = filtered_context[0:3][::-1] + qna_samples = "\n".join(_samples) contextual_context_val = ", ".join(contextual_context) @@ -364,6 +364,7 @@ def generate_sql( logger.debug(f"Query Text:\n {query}") inputs = self.tokenizer([query], return_tensors="pt") input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] + logger.info(f"Context length: {input_length}") # Generate SQL random_seed = random.randint(0, 50) torch.manual_seed(random_seed) diff --git a/sidekick/utils.py b/sidekick/utils.py index 5fb968d..85ce4a2 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -166,7 +166,7 @@ def update_tables(json_file_path:str, new_data:dict): logger.debug(f"An error occurred while writing: {e}") -def read_sample_pairs(input_path: str, model_name: str = "nsql"): +def read_sample_pairs(input_path: str, model_name: str = "h2ogpt-sql"): df = pd.read_csv(input_path) df = df.dropna() df = df.drop_duplicates() diff --git a/ui/app.py b/ui/app.py index a95cc35..8c6292c 100644 --- a/ui/app.py +++ b/ui/app.py @@ -1,5 +1,5 @@ -import logging import json +import logging from pathlib import Path from typing import List, Optional @@ -17,7 +17,8 @@ ui_title = env_settings["WAVE_UI"]["TITLE"] ui_description = env_settings["WAVE_UI"]["SUB_TITLE"] -async def user_variable(q:Q): + +async def user_variable(q: Q): db_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") q.user.db_dialect = db_settings["DB-DIALECT"]["DB_TYPE"] @@ -34,6 +35,7 @@ async def user_variable(q:Q): logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") + # Use for page cards that should be removed when navigating away. # For pages that should be always present on screen use q.page[key] = ... def add_card(q, name, card) -> None: @@ -89,20 +91,21 @@ async def chatbot(q: Q): port=q.user.port, table_info_path=q.user.table_info_path, table_samples_path=q.user.table_samples_path, - table_name=q.user.table_name + table_name=q.user.table_name, ) else: - llm_response = query_api(question=question, - sample_queries_path=q.user.sample_qna_path, - table_info_path=q.user.table_info_path) + llm_response = query_api( + question=question, sample_queries_path=q.user.sample_qna_path, table_info_path=q.user.table_info_path + ) llm_response = "\n".join(llm_response) q.page["chat_card"].data += [llm_response, False] + @on("file_upload") async def fileupload(q: Q): - q.page['dataset'].error_bar.visible = False - q.page['dataset'].success_bar.visible = False + q.page["dataset"].error_bar.visible = False + q.page["dataset"].success_bar.visible = False q.page["sidebar"].value = "#datasets" usr_info_path = None @@ -124,19 +127,22 @@ async def fileupload(q: Q): usr_sample_qa = await q.site.download(sample_qa[0], f"{tmp_path}/jobs/{usr_table_name}_sample_qa.csv") if sample_data is None or sample_schema is None: - q.page['dataset'].error_bar.visible = True + q.page["dataset"].error_bar.visible = True else: - q.page['dataset'].error_bar.visible = False + q.page["dataset"].error_bar.visible = False table_metadata = dict() - table_metadata[usr_table_name] = {"schema_info_path":usr_info_path, - "samples_path": usr_samples_path, - "samples_qa": usr_sample_qa} + table_metadata[usr_table_name] = { + "schema_info_path": usr_info_path, + "samples_path": usr_samples_path, + "samples_qa": usr_sample_qa, + } update_tables(f"{tmp_path}/data/tables.json", table_metadata) q.user.table_name = usr_table_name q.user.table_samples_path = usr_samples_path q.user.table_info_path = usr_info_path + q.user.sample_qna_path = usr_sample_qa db_resp = db_setup_api( db_name=q.user.db_name, @@ -146,10 +152,11 @@ async def fileupload(q: Q): port=q.user.port, table_info_path=q.user.table_info_path, table_samples_path=q.user.table_samples_path, - table_name=q.user.table_name + table_name=q.user.table_name, ) logging.info(f"DB updates: \n {db_resp}") - q.page['dataset'].success_bar.visible = True + q.page["dataset"].success_bar.visible = True + @on("#datasets") async def datasets(q: Q): @@ -163,40 +170,42 @@ async def datasets(q: Q): ui.form_card( box="vertical", items=[ - ui.message_bar(name='error_bar', type='error', text='Please select data & schema files to upload!', visible=False), - ui.message_bar(name='success_bar', type='success', text='Files Uploaded Successfully!', visible=False), - ui.textbox(name='table_name', label='Table Name', required=True, value='demo'), + ui.message_bar( + name="error_bar", type="error", text="Please select data & schema files to upload!", visible=False + ), + ui.message_bar(name="success_bar", type="success", text="Files Uploaded Successfully!", visible=False), + ui.textbox(name="table_name", label="Table Name", required=True, value="demo"), ui.file_upload( - name='sample_data', - label='Data Samples', + name="sample_data", + label="Data Samples", multiple=False, compact=True, - file_extensions=['csv'], + file_extensions=["csv"], required=True, max_file_size=5000, # Specified in MB. - tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!" + tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", ), ui.file_upload( - name='data_schema', - label='Data Schema', + name="data_schema", + label="Data Schema", multiple=False, compact=True, - file_extensions=['jsonl'], + file_extensions=["jsonl"], required=True, max_file_size=5000, # Specified in MB. - tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!" + tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", ), ui.file_upload( - name='sample_qa', - label='Sample Q&A', + name="sample_qa", + label="Sample Q&A", multiple=False, compact=True, - file_extensions=['csv'], + file_extensions=["csv"], required=False, max_file_size=5000, # Specified in MB. - tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!" + tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", ), - ui.button(name='file_upload', label='Submit', primary=True) + ui.button(name="file_upload", label="Submit", primary=True), ], ), ) From 2bdfe11458c6c7b60b61299cff4d031daa620e9c Mon Sep 17 00:00:00 2001 From: narasimhard Date: Sat, 12 Aug 2023 22:49:53 +0000 Subject: [PATCH 083/135] GUI changes - table select, Progress Bar, UI fixes --- sidekick/prompter.py | 7 +++-- sidekick/utils.py | 16 ++++++++++ ui/app.py | 71 ++++++++++++++++++++++++++++++++++---------- 3 files changed, 76 insertions(+), 18 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index f33c266..716cbc1 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -160,8 +160,11 @@ def db_setup_api( env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] = password env_settings["LOCAL_DB_CONFIG"]["PORT"] = port env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] = db_name - env_settings["TABLE_INFO"]["TABLE_INFO_PATH"] = table_info_path - env_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"] = table_samples_path + + # To-DO + # --- Need to remove the below keys from ENV toml --- # + # env_settings["TABLE_INFO"]["TABLE_INFO_PATH"] = table_info_path + # env_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"] = table_samples_path # Update settings file for future use. f = open(f"{base_path}/sidekick/configs/.env.toml", "w") diff --git a/sidekick/utils.py b/sidekick/utils.py index 85ce4a2..b13e5e3 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -231,3 +231,19 @@ def execute_query_pd(query=None, tables_path=None, n_rows=100): res_df = sqldf(query, locals()) return res_df + + +def get_table_keys(file_path:str, table_key:str): + res = [] + if not os.path.exists(file_path): + logger.debug(f"File '{file_path}' does not exist.") + return res, dict() + + with open(file_path, 'r') as json_file: + data = json.load(json_file) + if isinstance(data, dict): + res = list(data.keys()) + if table_key: + return None, data[table_key] + else: + return res, data diff --git a/ui/app.py b/ui/app.py index 8c6292c..e1f9e3f 100644 --- a/ui/app.py +++ b/ui/app.py @@ -7,7 +7,7 @@ import toml from h2o_wave import Q, app, data, handle_on, main, on, ui from sidekick.prompter import db_setup_api, query_api -from sidekick.utils import setup_dir, update_tables +from sidekick.utils import setup_dir, update_tables, get_table_keys # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -28,10 +28,13 @@ async def user_variable(q: Q): q.user.db_name = db_settings["LOCAL_DB_CONFIG"]["DB_NAME"] q.user.port = db_settings["LOCAL_DB_CONFIG"]["PORT"] - q.user.table_info_path = db_settings["TABLE_INFO"]["TABLE_INFO_PATH"] - q.user.table_samples_path = db_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"] - q.user.sample_qna_path = db_settings["TABLE_INFO"]["SAMPLE_QNA_PATH"] - q.user.table_name = db_settings["TABLE_INFO"]["TABLE_NAME"] + tables, tables_info = get_table_keys(f"{tmp_path}/data/tables.json", None) + table_info = tables_info[tables[0]] if len(tables) > 0 else None + + q.user.table_info_path = table_info["schema_info_path"] if len(tables) > 0 else None + q.user.table_samples_path = table_info["samples_path"] if len(tables) > 0 else None + q.user.sample_qna_path = table_info["samples_qa"] if len(tables) > 0 else None + q.user.table_name = tables[0] if len(tables) > 0 else None logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") @@ -59,7 +62,20 @@ async def chat(q: Q): q.page["sidebar"].value = "#chat" clear_cards(q) # When routing, drop all the cards except of the main ones (header, sidebar, meta). + table_names = [] + tables, _ = get_table_keys(f"{tmp_path}/data/tables.json", None) + for table in tables: + table_names.append(ui.choice(table, f'Table: {table}')) + add_card(q, "background_card", ui.form_card(box="horizontal", items=[ui.text("Ask your questions:")])) + + add_card(q, "select_tables", ui.form_card( + box="vertical", items=[ + ui.dropdown(name='table_dropdown', label='Table', required=True, choices=table_names, value=q.user.table_name if q.user.table_name else None), + ui.button(name='submit_table', label='Submit', primary=True) + ] + ) + ) add_card( q, "chat_card", @@ -78,6 +94,11 @@ async def chatbot(q: Q): # Append user message. q.page["chat_card"].data += [q.args.chatbot, True] + + if q.page["select_tables"].table_dropdown.value is None or q.user.table_name is None: + q.page["chat_card"].data += ["Please select a table to continue!", False] + return + # Append bot response. question = f"{q.args.chatbot}" logging.info(f"Question: {question}") @@ -106,6 +127,9 @@ async def chatbot(q: Q): async def fileupload(q: Q): q.page["dataset"].error_bar.visible = False q.page["dataset"].success_bar.visible = False + q.page["dataset"].progress_bar.visible = True + + await q.page.save() q.page["sidebar"].value = "#datasets" usr_info_path = None @@ -117,18 +141,18 @@ async def fileupload(q: Q): sample_qa = q.args.sample_qa usr_table_name = q.args.table_name - # file_type = "csv" if q.args.file_type == "data_samples" else "jsonl" - if sample_data: - usr_samples_path = await q.site.download(sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv") - if sample_schema: - usr_info_path = await q.site.download(sample_schema[0], f"{tmp_path}/jobs/{usr_table_name}_table_info.jsonl") - if sample_qa: - usr_sample_qa = await q.site.download(sample_qa[0], f"{tmp_path}/jobs/{usr_table_name}_sample_qa.csv") - - if sample_data is None or sample_schema is None: + if sample_data is None or sample_schema is None or usr_table_name is None or usr_table_name.strip() == "": q.page["dataset"].error_bar.visible = True + q.page["dataset"].progress_bar.visible = False else: + if sample_data: + usr_samples_path = await q.site.download(sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv") + if sample_schema: + usr_info_path = await q.site.download(sample_schema[0], f"{tmp_path}/jobs/{usr_table_name}_table_info.jsonl") + if sample_qa: + usr_sample_qa = await q.site.download(sample_qa[0], f"{tmp_path}/jobs/{usr_table_name}_sample_qa.csv") + q.page["dataset"].error_bar.visible = False table_metadata = dict() @@ -155,6 +179,7 @@ async def fileupload(q: Q): table_name=q.user.table_name, ) logging.info(f"DB updates: \n {db_resp}") + q.page["dataset"].progress_bar.visible = False q.page["dataset"].success_bar.visible = True @@ -171,10 +196,10 @@ async def datasets(q: Q): box="vertical", items=[ ui.message_bar( - name="error_bar", type="error", text="Please select data & schema files to upload!", visible=False + name="error_bar", type="error", text="Please input table name, data & schema files to upload!", visible=False ), ui.message_bar(name="success_bar", type="success", text="Files Uploaded Successfully!", visible=False), - ui.textbox(name="table_name", label="Table Name", required=True, value="demo"), + ui.textbox(name="table_name", label="Table Name", required=True), ui.file_upload( name="sample_data", label="Data Samples", @@ -205,6 +230,7 @@ async def datasets(q: Q): max_file_size=5000, # Specified in MB. tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", ), + ui.progress(name='progress_bar', width='100%', label='Uploading datasets and creating tables!', visible=False), ui.button(name="file_upload", label="Submit", primary=True), ], ), @@ -225,6 +251,19 @@ async def handle_page4(q: Q): clear_cards(q, ["form"]) +@on("submit_table") +async def submit_table(q: Q): + table_key = q.args.table_dropdown + _, table_info = get_table_keys(f"{tmp_path}/data/tables.json", table_key) + + q.user.table_info_path = table_info["schema_info_path"] + q.user.table_samples_path = table_info["samples_path"] + q.user.sample_qna_path = table_info["samples_qa"] + q.user.table_name = table_key + + q.page["select_tables"].table_dropdown.value = table_key + + async def init(q: Q) -> None: q.page["meta"] = ui.meta_card( box="", From ea8f1addd9871bf34d0a9ed5641d9f83fd153f19 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Mon, 14 Aug 2023 04:01:22 +0000 Subject: [PATCH 084/135] Added LLMs to load only once --- sidekick/db_config.py | 93 +++++++++++++++++++++++++++---------------- sidekick/prompter.py | 26 ++++++++---- sidekick/query.py | 42 ++++++++++++++++--- sidekick/utils.py | 37 +++++++++++------ ui/app.py | 5 ++- 5 files changed, 140 insertions(+), 63 deletions(-) diff --git a/sidekick/db_config.py b/sidekick/db_config.py index a843d0e..ae4c073 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -11,6 +11,7 @@ from sidekick.logger import logger from sqlalchemy import create_engine from sqlalchemy_utils import database_exists +from sqlalchemy.exc import SQLAlchemyError class DBConfig: @@ -64,17 +65,25 @@ def db_exists(self): def create_db(self): engine = create_engine(self._url) self._engine = engine - - with engine.connect() as conn: - # conn.execute("commit") - # Do not substitute user-supplied database names here. - if self.dialect != "sqlite": - conn.execute("commit") - res = conn.execute(f"CREATE DATABASE {self.db_name}") - self._url = f"{self._url}{self.db_name}" - return res - else: - logger.debug("SQLite DB is created when 'engine.connect()' is called") + try: + with engine.connect() as conn: + # conn.execute("commit") + # Do not substitute user-supplied database names here. + if self.dialect != "sqlite": + conn.execute("commit") + res = conn.execute(f"CREATE DATABASE {self.db_name}") + self._url = f"{self._url}{self.db_name}" + return res, None + else: + logger.debug("SQLite DB is created when 'engine.connect()' is called") + + return "Created DB", None + except SQLAlchemyError as sqla_error: + logger.debug("SQLAlchemy error:", sqla_error) + return None, sqla_error + except Exception as error: + logger.debug("Error Occurred:", error) + return None, error def _extract_schema_info(self, schema_info_path=None): # From jsonl format @@ -118,25 +127,33 @@ def _extract_schema_info(self, schema_info_path=None): return res def create_table(self, schema_info_path=None, schema_info=None): - engine = create_engine(self._url, isolation_level="AUTOCOMMIT") - self._engine = engine - if self.schema_info is None: - if schema_info is not None: - self.schema_info = schema_info - else: - # If schema information is not provided, extract from the template. - self.schema_info = """,\n""".join(self._extract_schema_info(schema_info_path)).strip() - logger.debug(f"Schema info used for creating table:\n {self.schema_info}") - create_syntax = f""" - CREATE TABLE IF NOT EXISTS {self.table_name} ( - {self.schema_info} - ) - """ - with engine.connect() as conn: - if self.dialect != "sqlite": - conn.execute("commit") - conn.execute(create_syntax) - return + try: + engine = create_engine(self._url, isolation_level="AUTOCOMMIT") + self._engine = engine + if self.schema_info is None: + if schema_info is not None: + self.schema_info = schema_info + else: + # If schema information is not provided, extract from the template. + self.schema_info = """,\n""".join(self._extract_schema_info(schema_info_path)).strip() + logger.debug(f"Schema info used for creating table:\n {self.schema_info}") + create_syntax = f""" + CREATE TABLE IF NOT EXISTS {self.table_name} ( + {self.schema_info} + ) + """ + with engine.connect() as conn: + if self.dialect != "sqlite": + conn.execute("commit") + conn.execute(create_syntax) + + return self.table_name, None + except SQLAlchemyError as sqla_error: + logger.debug("SQLAlchemy error:", sqla_error) + return None, sqla_error + except Exception as error: + logger.debug("Error Occurred:", error) + return None, error def has_table(self): engine = create_engine(self._url) @@ -157,13 +174,19 @@ def add_samples(self, data_csv_path=None): # Fetch the number of rows from the table num_rows_aft = pd.read_sql_query(sample_query, engine) - logger.info(f"Number of rows inserted: {num_rows_aft.iloc[0, 0] - num_rows_bef.iloc[0, 0]}") + num_inserted = num_rows_aft.iloc[0, 0] - num_rows_bef.iloc[0, 0] + logger.info(f"Number of rows inserted: {num_inserted}") engine.dispose() - - except Exception as e: - logger.info(f"Error occurred : {format(e)}") + return num_inserted, None + except SQLAlchemyError as sqla_error: + logger.debug("SQLAlchemy error:", sqla_error) + return None, sqla_error + except Exception as error: + logger.debug("Error Occurred:", error) + return None, error finally: - engine.dispose() + if engine: + engine.dispose() def execute_query_db(self, query=None, n_rows=100): output = [] diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 716cbc1..2cb9907 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -155,6 +155,8 @@ def db_setup_api( """Creates context for the new Database""" click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") try: + res = None + err = None env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] = hostname env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] = user_name env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] = password @@ -173,15 +175,18 @@ def db_setup_api( path = f"{base_path}/var/lib/tmp/data" # For current session db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect) + + # Create Database if db_obj.dialect == "sqlite" and not os.path.isfile(f"{base_path}/db/sqlite/{db_name}.db"): - db_obj.create_db() + res, err = db_obj.create_db() click.echo("Database created successfully!") elif not db_obj.db_exists(): - db_obj.create_db() + res, err = db_obj.create_db() click.echo("Database created successfully!") else: click.echo("Database already exists!") + # Create Table in DB val = enter_table_name() if is_command else "y" while True: if val.lower() != "y" and val.lower() != "n": @@ -198,10 +203,11 @@ def db_setup_api( click.echo(f"Table name: {table_value}") # set table name db_obj.table_name = table_value.replace(" ", "_") - db_obj.create_table(table_info_path) + res, err = db_obj.create_table(table_info_path) update_table_info(path, table_info_path, db_obj.table_name) # Check if table exists; pending --> and doesn't have any rows + # Add rows to table if db_obj.has_table(): click.echo(f"Checked table {db_obj.table_name} exists in the DB.") val = ( @@ -211,7 +217,7 @@ def db_setup_api( ) if val.lower().strip() == "y" or val.lower().strip() == "yes": val = input("Path to a CSV file to insert data from:") if is_command else table_samples_path - db_obj.add_samples(val) + res, err = db_obj.add_samples(val) else: click.echo("Exiting...") return @@ -219,7 +225,10 @@ def db_setup_api( echo_msg = "Job done. Ask a question now!" click.echo(echo_msg) - return f"Created a Database {db_name}. Inserted sample values from {table_samples_path} into table {table_name}, please ask questions!" + if err is None: + return f"Created a Database {db_name}. Inserted sample values from {table_samples_path} into table {table_name}, please ask questions!", None + else: + return None, err except Exception as e: echo_msg = f"Error creating database. Check configuration parameters.\n: {e}" click.echo(echo_msg) @@ -298,6 +307,7 @@ def query(question: str, table_info_path: str, sample_qna_path: str): def query_api(question: str, table_info_path: str, sample_queries_path: str, is_command: bool = False): """Asks question and returns SQL.""" results = [] + err = None # Book-keeping setup_dir(base_path) @@ -333,7 +343,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, is_ api_key = input(color(F.GREEN, "", "Enter OPENAI_API_KEY :")) if api_key is None and is_command: - return ["Looks like API key is not set, please set OPENAI_API_KEY!"] + return ["Looks like API key is not set, please set OPENAI_API_KEY!"], err os.environ["OPENAI_API_KEY"] = api_key env_settings["MODEL_INFO"]["OPENAI_API_KEY"] = api_key @@ -361,7 +371,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, is_ ) if table_info_path is None: - table_info_path = _get_table_info(path) + table_info_path = _get_table_info(path, is_command) sql_g = SQLGenerator( db_url, api_key, job_path=base_path, data_input_path=table_info_path, sample_queries_path=sample_queries_path @@ -468,7 +478,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, is_ else: click.echo("Exiting...") - return results + return results, err if __name__ == "__main__": diff --git a/sidekick/query.py b/sidekick/query.py index a64c0e0..10cc0ef 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -13,7 +13,7 @@ from llama_index.indices.struct_store import SQLContextContainerBuilder from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger -from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates +from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates, load_embedding_model from sqlalchemy import create_engine from transformers import AutoModelForCausalLM, AutoTokenizer @@ -28,6 +28,36 @@ def _check_file_info(file_path: str): class SQLGenerator: + _instance = None + + def __new__( + cls, + db_url: str, + openai_key: str = None, + data_input_path: str = "./table_info.jsonl", + sample_queries_path: str = "./samples.csv", + job_path: str = "../var/lib/tmp/data", + device: str = "cpu" + ): + if cls._instance is None: + cls._instance = super().__new__(cls) + + # Load h2oGPT.NSQL model + device = {"": 0} if torch.cuda.is_available() else "cpu" if device == "auto" else device + # https://github.com/pytorch/pytorch/issues/52291 + _load_in_8bit = False if "cpu" in device else True + + cls._instance.model = AutoModelForCausalLM.from_pretrained( + "NumbersStation/nsql-6B", device_map=device, load_in_8bit=_load_in_8bit + ) + cls._instance.tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) + + model_embed_path = f"{job_path}/var/lib/tmp/.cache/models" + device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device + cls._instance.similarity_model, _ = load_embedding_model(model_path=model_embed_path, device=device) + + return cls._instance + def __init__( self, db_url: str, @@ -35,11 +65,11 @@ def __init__( data_input_path: str = "./table_info.jsonl", sample_queries_path: str = "./samples.csv", job_path: str = "../var/lib/tmp/data", + device: str = "cpu" ): self.db_url = db_url self.engine = create_engine(db_url) self.sql_database = SQLDatabase(self.engine) - self.similarity_model = None self.context_builder = None self.data_input_path = _check_file_info(data_input_path) self.sample_queries_path = sample_queries_path @@ -48,8 +78,10 @@ def __init__( self._tasks = None self.openai_key = openai_key self.content_queries = None - self.model = None # Used for local LLMs - self.tokenizer = None # Used for local tokenizer + # Intiated only once! + # self.model = None # Used for local LLMs + # self.tokenizer = None # Used for local tokenizer + # self.similarity_model = None def load_column_samples(self, tables: list): # TODO: Maybe we add table name as a member variable @@ -385,7 +417,7 @@ def generate_sql( # Below is a pre-caution in-case of an error in table name during generation # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite _temp = _res.replace("table_name", table_names[0]).split(";")[0] - res = "SELECT" + _temp + " COLLATE NOCASE;" + res = "SELECT" + _temp + ";" # Validate the generate SQL for parsing errors, along with dialect specific validation # Note: Doesn't do well with handling date-time conversions diff --git a/sidekick/utils.py b/sidekick/utils.py index b13e5e3..f834767 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -39,10 +39,7 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic return all_res -def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int = 32, device: Optional[str] = "cpu"): - # Reference: - # 1. https://www.sbert.net/docs/pretrained_models.html#sentence-embedding-models - # Maps sentence & paragraphs to a 384 dimensional dense vector space. +def load_embedding_model(model_path: str, device: str): model_name_path = f"{model_path}/text_embedding/instructor-large" current_torch_home = os.environ.get("TORCH_HOME", "") if Path(model_name_path).is_dir(): @@ -55,19 +52,33 @@ def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int # Download n cache at the specified location os.environ["TORCH_HOME"] = model_path model_name_path = "hkunlp/instructor-large" + + sentence_model = INSTRUCTOR(model_name_path, device=device) + if "cuda" not in device: + # Issue https://github.com/pytorch/pytorch/issues/69364 + # # In the initial experimentation, quantized model is generates slightly better results + logger.debug("Sentence embedding model is quantized ...") + model_obj = torch.quantization.quantize_dynamic(sentence_model, {torch.nn.Linear}, dtype=torch.qint8) + else: + model_obj = sentence_model + + # Why are we setting torch home back to the current_torch_home + os.environ["TORCH_HOME"] = current_torch_home + + return model_obj, model_name_path + + +def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int = 32, device: Optional[str] = "cpu"): + # Reference: + # 1. https://www.sbert.net/docs/pretrained_models.html#sentence-embedding-models + # Maps sentence & paragraphs to a 384 dimensional dense vector space. if model_obj is None: - sentence_model = INSTRUCTOR(model_name_path, device=device) - if "cuda" not in device: - # Issue https://github.com/pytorch/pytorch/issues/69364 - # # In the initial experimentation, quantized model is generates slightly better results - logger.debug("Sentence embedding model is quantized ...") - model_obj = torch.quantization.quantize_dynamic(sentence_model, {torch.nn.Linear}, dtype=torch.qint8) - else: - model_obj = sentence_model + model_obj, model_name_path = load_embedding_model(model_path, device) + _sentences = [["Represent the Financial question for retrieving duplicate examples: ", _item] for _item in x] res = model_obj.encode(_sentences) - os.environ["TORCH_HOME"] = current_torch_home + return res, model_obj diff --git a/ui/app.py b/ui/app.py index e1f9e3f..aa56330 100644 --- a/ui/app.py +++ b/ui/app.py @@ -104,7 +104,7 @@ async def chatbot(q: Q): logging.info(f"Question: {question}") if q.args.chatbot.lower() == "db setup": - llm_response = db_setup_api( + llm_response, err = db_setup_api( db_name=q.user.db_name, hostname=q.user.host_name, user_name=q.user.user_name, @@ -115,7 +115,7 @@ async def chatbot(q: Q): table_name=q.user.table_name, ) else: - llm_response = query_api( + llm_response, err = query_api( question=question, sample_queries_path=q.user.sample_qna_path, table_info_path=q.user.table_info_path ) llm_response = "\n".join(llm_response) @@ -146,6 +146,7 @@ async def fileupload(q: Q): q.page["dataset"].error_bar.visible = True q.page["dataset"].progress_bar.visible = False else: + usr_table_name = usr_table_name.lower() if sample_data: usr_samples_path = await q.site.download(sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv") if sample_schema: From 37fd4a29de6f8a6be99b38fe5fd2686c34c7906d Mon Sep 17 00:00:00 2001 From: narasimhard Date: Mon, 14 Aug 2023 06:27:28 +0000 Subject: [PATCH 085/135] Fixed table name update error --- sidekick/prompter.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 2cb9907..87d8787 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -103,10 +103,11 @@ def update_table_info(cache_path: str, table_info_path: str = None, table_name: if table_info_path: table_metadata["schema_info_path"] = table_info_path else: + table_metadata = dict() if table_name: - table_metadata = {"tables_in_use": [table_name]} + table_metadata["tables_in_use"] = [table_name] if table_info_path: - table_metadata = {"schema_info_path": table_info_path} + table_metadata["schema_info_path"] = table_info_path table_metadata["data_table_map"] = {} with open(f"{cache_path}/table_context.json", "w") as outfile: From 53066f319a43c3ced46f5f0014efeac56609fdc8 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Mon, 14 Aug 2023 17:38:37 +0000 Subject: [PATCH 086/135] Fix user table select option --- sidekick/prompter.py | 8 +++++--- ui/app.py | 20 +++++++++++++------- 2 files changed, 18 insertions(+), 10 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 716cbc1..a7d6912 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -292,10 +292,10 @@ def update_context(): @click.option("--sample_qna_path", "-s", help="Samples path", default=None) def query(question: str, table_info_path: str, sample_qna_path: str): """Asks question and returns SQL.""" - query_api(question=question, table_info_path=table_info_path, sample_queries_path=sample_qna_path, is_command=True) + query_api(question=question, table_info_path=table_info_path, sample_queries_path=sample_qna_path, table_name=None, is_command=True) -def query_api(question: str, table_info_path: str, sample_queries_path: str, is_command: bool = False): +def query_api(question: str, table_info_path: str, sample_queries_path: str, table_name:str, is_command: bool = False): """Asks question and returns SQL.""" results = [] # Book-keeping @@ -307,7 +307,9 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, is_ table_context = json.load(open(table_context_file, "r")) if Path(table_context_file).exists() else {} table_names = [] - if table_context and "tables_in_use" in table_context: + if table_name is not None: + table_names = [table_name] + elif table_context and "tables_in_use" in table_context: _tables = table_context["tables_in_use"] table_names = [_t.replace(" ", "_") for _t in _tables] else: diff --git a/ui/app.py b/ui/app.py index e1f9e3f..da8df88 100644 --- a/ui/app.py +++ b/ui/app.py @@ -116,7 +116,10 @@ async def chatbot(q: Q): ) else: llm_response = query_api( - question=question, sample_queries_path=q.user.sample_qna_path, table_info_path=q.user.table_info_path + question=question, + sample_queries_path=q.user.sample_qna_path, + table_info_path=q.user.table_info_path, + table_name=q.user.table_name ) llm_response = "\n".join(llm_response) @@ -254,14 +257,17 @@ async def handle_page4(q: Q): @on("submit_table") async def submit_table(q: Q): table_key = q.args.table_dropdown - _, table_info = get_table_keys(f"{tmp_path}/data/tables.json", table_key) + if table_key: + _, table_info = get_table_keys(f"{tmp_path}/data/tables.json", table_key) - q.user.table_info_path = table_info["schema_info_path"] - q.user.table_samples_path = table_info["samples_path"] - q.user.sample_qna_path = table_info["samples_qa"] - q.user.table_name = table_key + q.user.table_info_path = table_info["schema_info_path"] + q.user.table_samples_path = table_info["samples_path"] + q.user.sample_qna_path = table_info["samples_qa"] + q.user.table_name = table_key - q.page["select_tables"].table_dropdown.value = table_key + q.page["select_tables"].table_dropdown.value = table_key + else: + q.page["select_tables"].table_dropdown.value = q.user.table_name async def init(q: Q) -> None: From 69d3ae325a7a22ce6c4fba10e68700fdeabf768f Mon Sep 17 00:00:00 2001 From: narasimhard Date: Mon, 14 Aug 2023 14:29:05 -0400 Subject: [PATCH 087/135] Minor table_context file fix --- sidekick/prompter.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index a7d6912..9cd2be1 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -103,10 +103,11 @@ def update_table_info(cache_path: str, table_info_path: str = None, table_name: if table_info_path: table_metadata["schema_info_path"] = table_info_path else: + table_metadata = dict() if table_name: - table_metadata = {"tables_in_use": [table_name]} + table_metadata["tables_in_use"] = [table_name] if table_info_path: - table_metadata = {"schema_info_path": table_info_path} + table_metadata["schema_info_path"] = table_info_path table_metadata["data_table_map"] = {} with open(f"{cache_path}/table_context.json", "w") as outfile: From d38e3c0f269ce6192cd5864f0553b279c10bd793 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Mon, 14 Aug 2023 15:00:59 -0400 Subject: [PATCH 088/135] Lowercase table name --- ui/app.py | 1 + 1 file changed, 1 insertion(+) diff --git a/ui/app.py b/ui/app.py index da8df88..fb481cd 100644 --- a/ui/app.py +++ b/ui/app.py @@ -149,6 +149,7 @@ async def fileupload(q: Q): q.page["dataset"].error_bar.visible = True q.page["dataset"].progress_bar.visible = False else: + usr_table_name = usr_table_name.lower() if sample_data: usr_samples_path = await q.site.download(sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv") if sample_schema: From 2b5025958d2be2f98267401be20e5d1024ae1f44 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Mon, 14 Aug 2023 15:30:12 -0400 Subject: [PATCH 089/135] Removed COLLATE NOCASE --- sidekick/query.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sidekick/query.py b/sidekick/query.py index a64c0e0..0c01131 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -385,7 +385,7 @@ def generate_sql( # Below is a pre-caution in-case of an error in table name during generation # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite _temp = _res.replace("table_name", table_names[0]).split(";")[0] - res = "SELECT" + _temp + " COLLATE NOCASE;" + res = "SELECT" + _temp + ";" # Validate the generate SQL for parsing errors, along with dialect specific validation # Note: Doesn't do well with handling date-time conversions From 02869ed261b64e4351298afb1f1fc2bb9f2649dd Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 14 Aug 2023 17:03:46 -0700 Subject: [PATCH 090/135] Workaround to manage context length #4 --- sidekick/configs/data_template.py | 8 ++------ sidekick/query.py | 26 +++++++++++++++++++++++++- 2 files changed, 27 insertions(+), 7 deletions(-) diff --git a/sidekick/configs/data_template.py b/sidekick/configs/data_template.py index 50395ea..0f7f662 100644 --- a/sidekick/configs/data_template.py +++ b/sidekick/configs/data_template.py @@ -6,10 +6,6 @@ } """ -schema_info_template = { - "Column Name": "", - "Column Type": "", - "Sample Values": [] -} +schema_info_template = {"Column Name": "", "Column Type": "", "Sample Values": []} -data_samples_template = "Column {column_name} contains values similar to {comma_separated_sample_values}." +data_samples_template = "'{column_name}' contains values similar to {comma_separated_sample_values}." diff --git a/sidekick/query.py b/sidekick/query.py index a64c0e0..d9ec5df 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -301,6 +301,8 @@ def generate_sql( _val = _context.get(_item, None) if _val: contextual_context.append(f"{_item}: {_val}") + # Caution: + contextual_context.append(f"Always use: LIMIT 100 with SELECT") logger.info("Filtering Question/Query pairs ...") context_queries: list = self.update_context_queries() @@ -352,6 +354,7 @@ def generate_sql( logger.debug(f"Relevant sample column values: {data_samples_list}") _table_name = ", ".join(table_names) + query = NSQL_QUERY_PROMPT.format( table_name=_table_name, column_info=_column_info, @@ -365,6 +368,27 @@ def generate_sql( inputs = self.tokenizer([query], return_tensors="pt") input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] logger.info(f"Context length: {input_length}") + + # Handle limited context length + # Currently, conservative approach: remove column description from the prompt, if input_length > (2048-300) + # Others to try: + # 1. Move to a model with larger context length + # 2. Possibly use a different tokenizer for chunking + # 3. Maybe positional interpolation --> https://arxiv.org/abs/2306.15595 + if int(input_length) > 1748: + logger.info("Input length is greater than 1748, removing column description from the prompt") + query = NSQL_QUERY_PROMPT.format( + table_name=_table_name, + column_info=_column_info, + data_info_detailed="", + sample_queries=qna_samples, + context=contextual_context_val, + question_txt=input_question, + ) + logger.debug(f"Adjusted query Text:\n {query}") + inputs = self.tokenizer([query], return_tensors="pt") + input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] + logger.info(f"Adjusted context length: {input_length}") # Generate SQL random_seed = random.randint(0, 50) torch.manual_seed(random_seed) @@ -385,7 +409,7 @@ def generate_sql( # Below is a pre-caution in-case of an error in table name during generation # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite _temp = _res.replace("table_name", table_names[0]).split(";")[0] - res = "SELECT" + _temp + " COLLATE NOCASE;" + res = "SELECT" + _temp + ";" # Validate the generate SQL for parsing errors, along with dialect specific validation # Note: Doesn't do well with handling date-time conversions From e8c460e34f050d0469d0cb18ccf55a62677d4047 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Tue, 15 Aug 2023 17:19:59 -0400 Subject: [PATCH 091/135] Update prompter.py --- sidekick/prompter.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 87d8787..e1b4dec 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -318,7 +318,9 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, is_ table_context = json.load(open(table_context_file, "r")) if Path(table_context_file).exists() else {} table_names = [] - if table_context and "tables_in_use" in table_context: + if table_name is not None: + table_names = [table_name] + elif table_context and "tables_in_use" in table_context: _tables = table_context["tables_in_use"] table_names = [_t.replace(" ", "_") for _t in _tables] else: From bea173f596df42190997702c09ab1e53b2684b03 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Tue, 15 Aug 2023 22:28:44 +0000 Subject: [PATCH 092/135] Add few changes to NSQL model load method --- sidekick/db_config.py | 2 +- sidekick/prompter.py | 8 ++++---- sidekick/query.py | 19 +++++++++---------- sidekick/utils.py | 15 ++++++++++++++- 4 files changed, 28 insertions(+), 16 deletions(-) diff --git a/sidekick/db_config.py b/sidekick/db_config.py index ae4c073..a4c0e55 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -77,7 +77,7 @@ def create_db(self): else: logger.debug("SQLite DB is created when 'engine.connect()' is called") - return "Created DB", None + return True, None except SQLAlchemyError as sqla_error: logger.debug("SQLAlchemy error:", sqla_error) return None, sqla_error diff --git a/sidekick/prompter.py b/sidekick/prompter.py index e1b4dec..8334646 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -302,13 +302,13 @@ def update_context(): @click.option("--sample_qna_path", "-s", help="Samples path", default=None) def query(question: str, table_info_path: str, sample_qna_path: str): """Asks question and returns SQL.""" - query_api(question=question, table_info_path=table_info_path, sample_queries_path=sample_qna_path, is_command=True) + query_api(question=question, table_info_path=table_info_path, sample_queries_path=sample_qna_path, table_name=None, is_command=True) -def query_api(question: str, table_info_path: str, sample_queries_path: str, is_command: bool = False): +def query_api(question: str, table_info_path: str, sample_queries_path: str, table_name:str, is_command: bool = False): """Asks question and returns SQL.""" results = [] - err = None + err = None # TODO - Need to handle errors if occurred # Book-keeping setup_dir(base_path) @@ -374,7 +374,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, is_ ) if table_info_path is None: - table_info_path = _get_table_info(path, is_command) + table_info_path = _get_table_info(path) sql_g = SQLGenerator( db_url, api_key, job_path=base_path, data_input_path=table_info_path, sample_queries_path=sample_queries_path diff --git a/sidekick/query.py b/sidekick/query.py index 10cc0ef..e908bd2 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -13,7 +13,7 @@ from llama_index.indices.struct_store import SQLContextContainerBuilder from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger -from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates, load_embedding_model +from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates, load_embedding_model, load_causal_lm_model from sqlalchemy import create_engine from transformers import AutoModelForCausalLM, AutoTokenizer @@ -44,13 +44,11 @@ def __new__( # Load h2oGPT.NSQL model device = {"": 0} if torch.cuda.is_available() else "cpu" if device == "auto" else device - # https://github.com/pytorch/pytorch/issues/52291 _load_in_8bit = False if "cpu" in device else True - cls._instance.model = AutoModelForCausalLM.from_pretrained( - "NumbersStation/nsql-6B", device_map=device, load_in_8bit=_load_in_8bit - ) - cls._instance.tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) + cls._instance.model, cls._instance.tokenizer = load_causal_lm_model("NumbersStation/nsql-6B", + device=device, + load_in_8bit=_load_in_8bit) model_embed_path = f"{job_path}/var/lib/tmp/.cache/models" device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device @@ -297,11 +295,12 @@ def generate_sql( logger.info("We did the best we could, there might be still be some error:\n") logger.info(f"Realized query so far:\n {res}") else: - # Load h2oGPT.NSQL model - device = {"": 0} if torch.cuda.is_available() else "cpu" - # https://github.com/pytorch/pytorch/issues/52291 - _load_in_8bit = False if "cpu" in device else True if self.model is None: + # Load h2oGPT.NSQL if not initialized self.model is None + device = {"": 0} if torch.cuda.is_available() else "cpu" + # https://github.com/pytorch/pytorch/issues/52291 + _load_in_8bit = False if "cpu" in device else True + self.tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) self.model = AutoModelForCausalLM.from_pretrained( "NumbersStation/nsql-6B", device_map=device, load_in_8bit=_load_in_8bit diff --git a/sidekick/utils.py b/sidekick/utils.py index f834767..8780535 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -12,6 +12,7 @@ from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity +from transformers import AutoModelForCausalLM, AutoTokenizer def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -40,7 +41,7 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic def load_embedding_model(model_path: str, device: str): - model_name_path = f"{model_path}/text_embedding/instructor-large" + model_name_path = f"{model_path}/sentence_transformers/hkunlp_instructor-large" current_torch_home = os.environ.get("TORCH_HOME", "") if Path(model_name_path).is_dir(): is_empty = not any(Path(model_name_path).iterdir()) @@ -258,3 +259,15 @@ def get_table_keys(file_path:str, table_key:str): return None, data[table_key] else: return res, data + + +def load_causal_lm_model(model_name: str, device: str, load_in_8bit: bool): + try: + + tokenizer = AutoTokenizer.from_pretrained(model_name, device_map=device) + model = AutoModelForCausalLM.from_pretrained(model_name, device_map=device, load_in_8bit=load_in_8bit) + + return model, tokenizer + except Exception as e: + logger.info(f"An error occurred while loading the model: {e}") + return None, None From 5bb1aac126edfd995dab99fbf27a2d99f1604f59 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Wed, 16 Aug 2023 12:00:31 -0700 Subject: [PATCH 093/135] Demoware on cloud for further experimentation (#25) --- .appignore | 16 ++ Makefile | 3 + about.md | 12 ++ app.toml | 23 +++ pyproject.toml | 4 +- requirements.txt | 178 +++++++++++------------ sidekick/configs/{.env.toml => env.toml} | 0 sidekick/logger.py | 2 +- sidekick/prompter.py | 12 +- sidekick/query.py | 7 +- start.py | 9 ++ ui/app.py | 53 +++++-- ui/{.app_config.toml => app_config.toml} | 0 13 files changed, 203 insertions(+), 116 deletions(-) create mode 100644 .appignore create mode 100644 about.md create mode 100644 app.toml rename sidekick/configs/{.env.toml => env.toml} (100%) create mode 100644 start.py rename ui/{.app_config.toml => app_config.toml} (100%) diff --git a/.appignore b/.appignore new file mode 100644 index 0000000..4df92a8 --- /dev/null +++ b/.appignore @@ -0,0 +1,16 @@ +.DS_Store +venv/ +.sidekickvenv/ +var/ +.git/ +.idea/ +*/__pycache__/ +scripts/ +setup_cythonize/ +.sh +build/ +dist/ +tests/ +ci/ +examples/ +.log diff --git a/Makefile b/Makefile index ecee6e3..4f9dce9 100644 --- a/Makefile +++ b/Makefile @@ -19,3 +19,6 @@ download_models: download_demo_data: mkdir -p ./examples/demo/ $(demo_data) + +cloud_bundle: + h2o bundle -L debug 2>&1 | tee -a h2o-bundle.log diff --git a/about.md b/about.md new file mode 100644 index 0000000..fc7428f --- /dev/null +++ b/about.md @@ -0,0 +1,12 @@ +**App Goal:** Demo-ware web client for SQL-Sidekick + +**Target Audience:** Data (Machine Learning) Scientists, Citizen Data Scientists, Data Engineers Managers and Business Analysts + +**Actively Being Maintained:** Yes (Demo release: _In active RnD_) + +**Last Updated:** August, 2023 + +**Allows uploading and using new model and data:** Yes + +**Detailed Description:** +An experimental demo to evaluate text-to-SQL capabilities of large language models (LLMs) to enable QnA for tabular data diff --git a/app.toml b/app.toml new file mode 100644 index 0000000..efd0b20 --- /dev/null +++ b/app.toml @@ -0,0 +1,23 @@ +[App] +name = "ai.h2o.wave.sql-sidekick" +title = "SQL-Sidekick" +description = "QnA with tabular data using NLI" +LongDescription = "about.md" +Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] +Version = "0.0.5" + +[Runtime] +MemoryLimit = "64Gi" +MemoryReservation = "16Gi" +module = "start" +VolumeMount = "/meta_data" +VolumeSize = "100Gi" +ResourceVolumeSize = "64Gi" +GPUCount = 1 +RuntimeVersion = "ub2004_cuda114_cudnn8_py38_wlatest" +RoutingMode = "BASE_URL" +EnableOIDC = true + +[[Env]] +Name = "H2O_WAVE_MAX_REQUEST_SIZE" +Value = "20M" diff --git a/pyproject.toml b/pyproject.toml index 5603e0e..77aeb71 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "sql-sidekick" -version = "0.0.4" +version = "0.0.5" license = "Proprietary" description = "An AI assistant for SQL" authors = [ @@ -21,7 +21,7 @@ classifiers = [ packages = [{include = "sidekick"}] [tool.poetry.dependencies] -python = ">=3.8.16,<=3.10" +python = ">=3.8,<=3.10" pandas = "^1.3.3" numpy = "^1.21.2" click = "^8.0.1" diff --git a/requirements.txt b/requirements.txt index 2c2974a..d4815e0 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,89 +1,89 @@ -accelerate==0.21.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -aiohttp==3.8.5 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -aiosignal==1.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -ansicon==1.89.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" and platform_system == "Windows" -anyio==3.7.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -async-timeout==4.0.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -attrs==23.1.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -bitsandbytes==0.41.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -blessed==1.20.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -cachetools==5.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -certifi==2023.7.22 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -charset-normalizer==3.2.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -click==8.1.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -colorama==0.4.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -dataclasses-json==0.5.14 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -exceptiongroup==1.1.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -filelock==3.12.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -frozenlist==1.4.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -fsspec==2023.6.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -gptcache==0.1.38 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -greenlet==2.0.2 ; python_full_version >= "3.8.16" and platform_machine == "aarch64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "ppc64le" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "x86_64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "amd64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "AMD64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "win32" and python_full_version <= "3.10.0" or python_full_version >= "3.8.16" and platform_machine == "WIN32" and python_full_version <= "3.10.0" -h11==0.14.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -h2o-wave==0.26.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -httpcore==0.17.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -httpx==0.24.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -huggingface-hub==0.16.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -idna==3.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -inquirer==3.1.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -instructorembedding==1.0.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -jinja2==3.1.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -jinxed==1.2.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" and platform_system == "Windows" -joblib==1.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -langchain==0.0.142 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -llama-index==0.5.27 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -loguru==0.7.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -markupsafe==2.1.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -marshmallow==3.20.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -mpmath==1.3.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -multidict==6.0.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -mypy-extensions==1.0.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -networkx==3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -nltk==3.8.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -numexpr==2.8.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -numpy==1.24.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -openai==0.27.8 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -packaging==23.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -pandas==1.5.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -pandasql==0.7.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -pillow==10.0.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -psutil==5.9.5 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -psycopg2-binary==2.9.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -pydantic==1.10.12 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -python-dateutil==2.8.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -python-editor==1.0.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -pytz==2023.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -pyyaml==6.0.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -readchar==4.0.5 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -regex==2023.6.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -requests==2.31.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -safetensors==0.3.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -scikit-learn==1.3.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -scipy==1.10.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -sentence-transformers==2.2.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -sentencepiece==0.1.99 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -setuptools==68.0.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -six==1.16.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -sniffio==1.3.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -sqlalchemy-utils==0.41.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -sqlalchemy==1.4.49 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -sqlglot==12.4.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -starlette==0.31.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -sympy==1.12 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -tenacity==8.2.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -threadpoolctl==3.2.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -tiktoken==0.4.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -tokenizers==0.13.3 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -toml==0.10.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -torch==2.0.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -torchvision==0.15.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -tqdm==4.65.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -transformers==4.31.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -typing-extensions==4.7.1 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -typing-inspect==0.9.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -urllib3==2.0.4 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -uvicorn==0.23.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -wcwidth==0.2.6 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" -win32-setctime==1.1.0 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" and sys_platform == "win32" -yarl==1.9.2 ; python_full_version >= "3.8.16" and python_full_version <= "3.10.0" +accelerate==0.21.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +aiohttp==3.8.5 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +aiosignal==1.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +ansicon==1.89.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" and platform_system == "Windows" +anyio==3.7.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +async-timeout==4.0.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +attrs==23.1.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +bitsandbytes==0.41.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +blessed==1.20.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +cachetools==5.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +certifi==2023.7.22 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +charset-normalizer==3.2.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +click==8.1.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +colorama==0.4.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +dataclasses-json==0.5.14 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +exceptiongroup==1.1.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +filelock==3.12.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +frozenlist==1.4.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +fsspec==2023.6.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +gptcache==0.1.38 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +greenlet==2.0.2 ; python_full_version >= "3.8" and platform_machine == "aarch64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "ppc64le" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "x86_64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "amd64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "AMD64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "win32" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "WIN32" and python_full_version <= "3.10.0" +h11==0.14.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +h2o-wave==0.26.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +httpcore==0.17.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +httpx==0.24.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +huggingface-hub==0.16.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +idna==3.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +inquirer==3.1.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +instructorembedding==1.0.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +jinja2==3.1.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +jinxed==1.2.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" and platform_system == "Windows" +joblib==1.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +langchain==0.0.142 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +llama-index==0.5.27 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +loguru==0.7.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +markupsafe==2.1.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +marshmallow==3.20.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +mpmath==1.3.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +multidict==6.0.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +mypy-extensions==1.0.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +networkx==3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +nltk==3.8.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +numexpr==2.8.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +numpy==1.24.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +openai==0.27.8 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +packaging==23.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +pandas==1.5.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +pandasql==0.7.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +pillow==10.0.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +psutil==5.9.5 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +psycopg2-binary==2.9.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +pydantic==1.10.12 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +python-dateutil==2.8.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +python-editor==1.0.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +pytz==2023.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +pyyaml==6.0.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +readchar==4.0.5 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +regex==2023.6.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +requests==2.31.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +safetensors==0.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +scikit-learn==1.3.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +scipy==1.10.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +sentence-transformers==2.2.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +sentencepiece==0.1.99 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +setuptools==68.0.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +six==1.16.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +sniffio==1.3.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +sqlalchemy-utils==0.41.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +sqlalchemy==1.4.49 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +sqlglot==12.4.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +starlette==0.31.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +sympy==1.12 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +tenacity==8.2.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +threadpoolctl==3.2.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +tiktoken==0.4.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +tokenizers==0.13.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +toml==0.10.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +torch==2.0.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +torchvision==0.15.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +tqdm==4.65.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +transformers==4.31.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +typing-extensions==4.7.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +typing-inspect==0.9.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +urllib3==2.0.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +uvicorn==0.23.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +wcwidth==0.2.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +win32-setctime==1.1.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" and sys_platform == "win32" +yarl==1.9.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" diff --git a/sidekick/configs/.env.toml b/sidekick/configs/env.toml similarity index 100% rename from sidekick/configs/.env.toml rename to sidekick/configs/env.toml diff --git a/sidekick/logger.py b/sidekick/logger.py index e704a66..b7a9999 100644 --- a/sidekick/logger.py +++ b/sidekick/logger.py @@ -5,5 +5,5 @@ logger.remove() base_path = (Path(__file__).parent / "../").resolve() -env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") +env_settings = toml.load(f"{base_path}/sidekick/configs/env.toml") logger.add(sys.stderr, level=env_settings["LOGGING"]["LOG-LEVEL"]) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 9cd2be1..1b28388 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -18,7 +18,7 @@ # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() -env_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") +env_settings = toml.load(f"{base_path}/sidekick/configs/env.toml") db_dialect = env_settings["DB-DIALECT"]["DB_TYPE"] model_name = env_settings["MODEL_INFO"]["MODEL_NAME"] os.environ["TOKENIZERS_PARALLELISM"] = "False" @@ -65,7 +65,7 @@ def enter_file_path(table: str): def set_loglevel(set_level): env_settings["LOGGING"]["LOG-LEVEL"] = set_level # Update settings file for future use. - f = open(f"{base_path}/sidekick/configs/.env.toml", "w") + f = open(f"{base_path}/sidekick/configs/env.toml", "w") toml.dump(env_settings, f) f.close() @@ -168,7 +168,7 @@ def db_setup_api( # env_settings["TABLE_INFO"]["TABLE_SAMPLES_PATH"] = table_samples_path # Update settings file for future use. - f = open(f"{base_path}/sidekick/configs/.env.toml", "w") + f = open(f"{base_path}/sidekick/configs/env.toml", "w") toml.dump(env_settings, f) f.close() path = f"{base_path}/var/lib/tmp/data" @@ -320,7 +320,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, tab with open(f"{path}/table_context.json", "w") as outfile: json.dump(table_context, outfile, indent=4, sort_keys=False) logger.info(f"Table in use: {table_names}") - # Check if .env.toml file exists + # Check if env.toml file exists api_key = None if model_name != "h2ogpt-sql": api_key = env_settings["MODEL_INFO"]["OPENAI_API_KEY"] @@ -342,7 +342,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, tab env_settings["MODEL_INFO"]["OPENAI_API_KEY"] = api_key # Update settings file for future use. - f = open(f"{base_path}/sidekick/configs/.env.toml", "w") + f = open(f"{base_path}/sidekick/configs/env.toml", "w") toml.dump(env_settings, f) f.close() openai.api_key = api_key @@ -350,7 +350,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, tab # Set context logger.info("Setting context...") logger.info(f"Question: {question}") - # Get updated info from .env.toml + # Get updated info from env.toml host_name = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] user_name = env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] passwd = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] diff --git a/sidekick/query.py b/sidekick/query.py index d9ec5df..1561e5a 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -301,8 +301,6 @@ def generate_sql( _val = _context.get(_item, None) if _val: contextual_context.append(f"{_item}: {_val}") - # Caution: - contextual_context.append(f"Always use: LIMIT 100 with SELECT") logger.info("Filtering Question/Query pairs ...") context_queries: list = self.update_context_queries() @@ -409,7 +407,10 @@ def generate_sql( # Below is a pre-caution in-case of an error in table name during generation # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite _temp = _res.replace("table_name", table_names[0]).split(";")[0] - res = "SELECT" + _temp + ";" + if "LIMIT".lower() not in _temp.lower(): + res = "SELECT" + _temp + "LIMIT 100;" + else: + res = "SELECT" + _temp + ";" # Validate the generate SQL for parsing errors, along with dialect specific validation # Note: Doesn't do well with handling date-time conversions diff --git a/start.py b/start.py new file mode 100644 index 0000000..46b67ff --- /dev/null +++ b/start.py @@ -0,0 +1,9 @@ +import logging +import subprocess +import shlex + +logging.info("Starting SQL-Sidekick.") +DAEMON_PATH = "/resources/venv/bin/uvicorn" + +cmd = f"{DAEMON_PATH} ui.app:main" +subprocess.check_output(shlex.split(cmd)) diff --git a/ui/app.py b/ui/app.py index fb481cd..5bacba4 100644 --- a/ui/app.py +++ b/ui/app.py @@ -11,7 +11,7 @@ # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() -env_settings = toml.load(f"{base_path}/ui/.app_config.toml") +env_settings = toml.load(f"{base_path}/ui/app_config.toml") tmp_path = f"{base_path}/var/lib/tmp" ui_title = env_settings["WAVE_UI"]["TITLE"] @@ -19,7 +19,7 @@ async def user_variable(q: Q): - db_settings = toml.load(f"{base_path}/sidekick/configs/.env.toml") + db_settings = toml.load(f"{base_path}/sidekick/configs/env.toml") q.user.db_dialect = db_settings["DB-DIALECT"]["DB_TYPE"] q.user.host_name = db_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] @@ -65,16 +65,26 @@ async def chat(q: Q): table_names = [] tables, _ = get_table_keys(f"{tmp_path}/data/tables.json", None) for table in tables: - table_names.append(ui.choice(table, f'Table: {table}')) + table_names.append(ui.choice(table, f"Table: {table}")) add_card(q, "background_card", ui.form_card(box="horizontal", items=[ui.text("Ask your questions:")])) - add_card(q, "select_tables", ui.form_card( - box="vertical", items=[ - ui.dropdown(name='table_dropdown', label='Table', required=True, choices=table_names, value=q.user.table_name if q.user.table_name else None), - ui.button(name='submit_table', label='Submit', primary=True) - ] - ) + add_card( + q, + "select_tables", + ui.form_card( + box="vertical", + items=[ + ui.dropdown( + name="table_dropdown", + label="Table", + required=True, + choices=table_names, + value=q.user.table_name if q.user.table_name else None, + ), + ui.button(name="submit_table", label="Submit", primary=True), + ], + ), ) add_card( q, @@ -119,7 +129,7 @@ async def chatbot(q: Q): question=question, sample_queries_path=q.user.sample_qna_path, table_info_path=q.user.table_info_path, - table_name=q.user.table_name + table_name=q.user.table_name, ) llm_response = "\n".join(llm_response) @@ -151,9 +161,13 @@ async def fileupload(q: Q): else: usr_table_name = usr_table_name.lower() if sample_data: - usr_samples_path = await q.site.download(sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv") + usr_samples_path = await q.site.download( + sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv" + ) if sample_schema: - usr_info_path = await q.site.download(sample_schema[0], f"{tmp_path}/jobs/{usr_table_name}_table_info.jsonl") + usr_info_path = await q.site.download( + sample_schema[0], f"{tmp_path}/jobs/{usr_table_name}_table_info.jsonl" + ) if sample_qa: usr_sample_qa = await q.site.download(sample_qa[0], f"{tmp_path}/jobs/{usr_table_name}_sample_qa.csv") @@ -200,7 +214,10 @@ async def datasets(q: Q): box="vertical", items=[ ui.message_bar( - name="error_bar", type="error", text="Please input table name, data & schema files to upload!", visible=False + name="error_bar", + type="error", + text="Please input table name, data & schema files to upload!", + visible=False, ), ui.message_bar(name="success_bar", type="success", text="Files Uploaded Successfully!", visible=False), ui.textbox(name="table_name", label="Table Name", required=True), @@ -234,7 +251,9 @@ async def datasets(q: Q): max_file_size=5000, # Specified in MB. tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", ), - ui.progress(name='progress_bar', width='100%', label='Uploading datasets and creating tables!', visible=False), + ui.progress( + name="progress_bar", width="100%", label="Uploading datasets and creating tables!", visible=False + ), ui.button(name="file_upload", label="Submit", primary=True), ], ), @@ -355,7 +374,11 @@ async def init(q: Q) -> None: await chat(q) -@app("/") +def on_shutdown(): + logging.debug("App stopped. Goodbye!") + + +@app("/", on_shutdown=on_shutdown) async def serve(q: Q): # Run only once per client connection. if not q.client.initialized: diff --git a/ui/.app_config.toml b/ui/app_config.toml similarity index 100% rename from ui/.app_config.toml rename to ui/app_config.toml From a741ee4b231a82d9aaa1aa0e249fb7d5917c8d39 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 17 Aug 2023 10:36:29 -0700 Subject: [PATCH 094/135] adjust python requirements --- pyproject.toml | 2 +- requirements.txt | 178 +++++++++++++++++++++++------------------------ 2 files changed, 90 insertions(+), 90 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 77aeb71..48741a0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -21,7 +21,7 @@ classifiers = [ packages = [{include = "sidekick"}] [tool.poetry.dependencies] -python = ">=3.8,<=3.10" +python = ">=3.8.1,<=3.10" pandas = "^1.3.3" numpy = "^1.21.2" click = "^8.0.1" diff --git a/requirements.txt b/requirements.txt index d4815e0..0e043d7 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,89 +1,89 @@ -accelerate==0.21.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -aiohttp==3.8.5 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -aiosignal==1.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -ansicon==1.89.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" and platform_system == "Windows" -anyio==3.7.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -async-timeout==4.0.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -attrs==23.1.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -bitsandbytes==0.41.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -blessed==1.20.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -cachetools==5.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -certifi==2023.7.22 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -charset-normalizer==3.2.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -click==8.1.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -colorama==0.4.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -dataclasses-json==0.5.14 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -exceptiongroup==1.1.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -filelock==3.12.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -frozenlist==1.4.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -fsspec==2023.6.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -gptcache==0.1.38 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -greenlet==2.0.2 ; python_full_version >= "3.8" and platform_machine == "aarch64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "ppc64le" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "x86_64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "amd64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "AMD64" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "win32" and python_full_version <= "3.10.0" or python_full_version >= "3.8" and platform_machine == "WIN32" and python_full_version <= "3.10.0" -h11==0.14.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -h2o-wave==0.26.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -httpcore==0.17.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -httpx==0.24.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -huggingface-hub==0.16.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -idna==3.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -inquirer==3.1.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -instructorembedding==1.0.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -jinja2==3.1.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -jinxed==1.2.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" and platform_system == "Windows" -joblib==1.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -langchain==0.0.142 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -llama-index==0.5.27 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -loguru==0.7.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -markupsafe==2.1.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -marshmallow==3.20.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -mpmath==1.3.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -multidict==6.0.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -mypy-extensions==1.0.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -networkx==3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -nltk==3.8.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -numexpr==2.8.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -numpy==1.24.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -openai==0.27.8 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -packaging==23.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -pandas==1.5.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -pandasql==0.7.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -pillow==10.0.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -psutil==5.9.5 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -psycopg2-binary==2.9.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -pydantic==1.10.12 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -python-dateutil==2.8.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -python-editor==1.0.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -pytz==2023.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -pyyaml==6.0.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -readchar==4.0.5 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -regex==2023.6.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -requests==2.31.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -safetensors==0.3.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -scikit-learn==1.3.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -scipy==1.10.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -sentence-transformers==2.2.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -sentencepiece==0.1.99 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -setuptools==68.0.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -six==1.16.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -sniffio==1.3.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -sqlalchemy-utils==0.41.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -sqlalchemy==1.4.49 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -sqlglot==12.4.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -starlette==0.31.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -sympy==1.12 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -tenacity==8.2.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -threadpoolctl==3.2.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -tiktoken==0.4.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -tokenizers==0.13.3 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -toml==0.10.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -torch==2.0.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -torchvision==0.15.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -tqdm==4.65.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -transformers==4.31.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -typing-extensions==4.7.1 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -typing-inspect==0.9.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -urllib3==2.0.4 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -uvicorn==0.23.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -wcwidth==0.2.6 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" -win32-setctime==1.1.0 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" and sys_platform == "win32" -yarl==1.9.2 ; python_full_version >= "3.8" and python_full_version <= "3.10.0" +accelerate==0.21.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +aiohttp==3.8.5 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +aiosignal==1.3.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +ansicon==1.89.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" and platform_system == "Windows" +anyio==3.7.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +async-timeout==4.0.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +attrs==23.1.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +bitsandbytes==0.41.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +blessed==1.20.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +cachetools==5.3.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +certifi==2023.7.22 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +charset-normalizer==3.2.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +click==8.1.6 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +colorama==0.4.6 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +dataclasses-json==0.5.14 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +exceptiongroup==1.1.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +filelock==3.12.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +frozenlist==1.4.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +fsspec==2023.6.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +gptcache==0.1.39.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +greenlet==2.0.2 ; python_full_version >= "3.8.1" and platform_machine == "aarch64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.1" and platform_machine == "ppc64le" and python_full_version <= "3.10.0" or python_full_version >= "3.8.1" and platform_machine == "x86_64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.1" and platform_machine == "amd64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.1" and platform_machine == "AMD64" and python_full_version <= "3.10.0" or python_full_version >= "3.8.1" and platform_machine == "win32" and python_full_version <= "3.10.0" or python_full_version >= "3.8.1" and platform_machine == "WIN32" and python_full_version <= "3.10.0" +h11==0.14.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +h2o-wave==0.26.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +httpcore==0.17.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +httpx==0.24.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +huggingface-hub==0.16.4 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +idna==3.4 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +inquirer==3.1.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +instructorembedding==1.0.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +jinja2==3.1.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +jinxed==1.2.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" and platform_system == "Windows" +joblib==1.3.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +langchain==0.0.142 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +llama-index==0.5.27 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +loguru==0.7.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +markupsafe==2.1.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +marshmallow==3.20.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +mpmath==1.3.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +multidict==6.0.4 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +mypy-extensions==1.0.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +networkx==3.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +nltk==3.8.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +numexpr==2.8.5 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +numpy==1.24.4 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +openai==0.27.8 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +openapi-schema-pydantic==1.2.4 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +packaging==23.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +pandas==1.5.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +pandasql==0.7.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +pillow==10.0.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +psutil==5.9.5 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +psycopg2-binary==2.9.7 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +pydantic==1.10.12 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +python-dateutil==2.8.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +python-editor==1.0.4 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +pytz==2023.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +pyyaml==6.0.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +readchar==4.0.5 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +regex==2023.8.8 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +requests==2.31.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +safetensors==0.3.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +scikit-learn==1.3.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +scipy==1.10.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +sentence-transformers==2.2.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +sentencepiece==0.1.99 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +setuptools==68.1.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +six==1.16.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +sniffio==1.3.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +sqlalchemy-utils==0.41.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +sqlalchemy==1.4.49 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +sqlglot==12.4.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +starlette==0.31.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +sympy==1.12 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +tenacity==8.2.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +threadpoolctl==3.2.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +tiktoken==0.4.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +tokenizers==0.13.3 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +toml==0.10.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +torch==2.0.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +torchvision==0.15.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +tqdm==4.66.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +transformers==4.31.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +typing-extensions==4.7.1 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +typing-inspect==0.9.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +urllib3==2.0.4 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +uvicorn==0.23.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +wcwidth==0.2.6 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" +win32-setctime==1.1.0 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" and sys_platform == "win32" +yarl==1.9.2 ; python_full_version >= "3.8.1" and python_full_version <= "3.10.0" From 147edb2eb8ea2184990938aac0475203dba91dee Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 17 Aug 2023 16:04:35 -0700 Subject: [PATCH 095/135] Swap model for llaMa2-7b version #4 --- sidekick/query.py | 43 +++++++++++++++---------------------------- sidekick/utils.py | 30 ++++++++++++++++++++++-------- ui/app.py | 2 +- 3 files changed, 38 insertions(+), 37 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index c57ed0d..a6d7bd1 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -13,20 +13,18 @@ from llama_index.indices.struct_store import SQLContextContainerBuilder from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger -from sidekick.utils import filter_samples, read_sample_pairs, remove_duplicates, load_embedding_model, load_causal_lm_model +from sidekick.utils import ( + filter_samples, + load_causal_lm_model, + load_embedding_model, + read_sample_pairs, + remove_duplicates, + _check_file_info, +) from sqlalchemy import create_engine from transformers import AutoModelForCausalLM, AutoTokenizer -def _check_file_info(file_path: str): - if file_path is not None and Path(file_path).exists(): - logger.info(f"Using information info from path {file_path}") - return file_path - else: - logger.info("Required info not found, provide a path for table information and try again") - raise FileNotFoundError(f"Table info not found at {file_path}") - - class SQLGenerator: _instance = None @@ -34,36 +32,30 @@ def __new__( cls, db_url: str, openai_key: str = None, + model_name="NumbersStation/nsql-llama-2-7B", data_input_path: str = "./table_info.jsonl", sample_queries_path: str = "./samples.csv", job_path: str = "../var/lib/tmp/data", - device: str = "cpu" + device: str = "cpu", ): if cls._instance is None: cls._instance = super().__new__(cls) - # Load h2oGPT.NSQL model - device = {"": 0} if torch.cuda.is_available() else "cpu" if device == "auto" else device - _load_in_8bit = False if "cpu" in device else True - - cls._instance.model, cls._instance.tokenizer = load_causal_lm_model("NumbersStation/nsql-6B", - device=device, - load_in_8bit=_load_in_8bit) - + cls._instance.model, cls._instance.tokenizer = load_causal_lm_model(model_name, device=device) model_embed_path = f"{job_path}/var/lib/tmp/.cache/models" device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device cls._instance.similarity_model, _ = load_embedding_model(model_path=model_embed_path, device=device) - return cls._instance def __init__( self, db_url: str, openai_key: str = None, + model_name="NumbersStation/nsql-llama-2-7B", data_input_path: str = "./table_info.jsonl", sample_queries_path: str = "./samples.csv", job_path: str = "../var/lib/tmp/data", - device: str = "cpu" + device: str = "cpu", ): self.db_url = db_url self.engine = create_engine(db_url) @@ -76,10 +68,6 @@ def __init__( self._tasks = None self.openai_key = openai_key self.content_queries = None - # Intiated only once! - # self.model = None # Used for local LLMs - # self.tokenizer = None # Used for local tokenizer - # self.similarity_model = None def load_column_samples(self, tables: list): # TODO: Maybe we add table name as a member variable @@ -300,10 +288,9 @@ def generate_sql( device = {"": 0} if torch.cuda.is_available() else "cpu" # https://github.com/pytorch/pytorch/issues/52291 _load_in_8bit = False if "cpu" in device else True - - self.tokenizer = AutoTokenizer.from_pretrained("NumbersStation/nsql-6B", device_map=device) + self.tokenizer = AutoTokenizer.from_pretrained(self.model_name, device_map=device) self.model = AutoModelForCausalLM.from_pretrained( - "NumbersStation/nsql-6B", device_map=device, load_in_8bit=_load_in_8bit + self.model_name, device_map=device, load_in_8bit=_load_in_8bit ) # TODO Update needed for multiple tables diff --git a/sidekick/utils.py b/sidekick/utils.py index 8780535..c9cdc9e 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -152,12 +152,12 @@ def setup_dir(base_path: str): p.mkdir(parents=True, exist_ok=True) -def update_tables(json_file_path:str, new_data:dict): +def update_tables(json_file_path: str, new_data: dict): # Check if the JSON file exists if os.path.exists(json_file_path): try: # Read the existing content from the JSON file - with open(json_file_path, 'r') as json_file: + with open(json_file_path, "r") as json_file: existing_data = json.load(json_file) logger.debug("Existing Data:", existing_data) except Exception as e: @@ -171,7 +171,7 @@ def update_tables(json_file_path:str, new_data:dict): # Write the updated content back to the JSON file try: - with open(json_file_path, 'w') as json_file: + with open(json_file_path, "w") as json_file: json.dump(existing_data, json_file, indent=4) logger.debug("Data appended and file updated.") except Exception as e: @@ -245,13 +245,13 @@ def execute_query_pd(query=None, tables_path=None, n_rows=100): return res_df -def get_table_keys(file_path:str, table_key:str): +def get_table_keys(file_path: str, table_key: str): res = [] if not os.path.exists(file_path): logger.debug(f"File '{file_path}' does not exist.") return res, dict() - with open(file_path, 'r') as json_file: + with open(file_path, "r") as json_file: data = json.load(json_file) if isinstance(data, dict): res = list(data.keys()) @@ -261,13 +261,27 @@ def get_table_keys(file_path:str, table_key:str): return res, data -def load_causal_lm_model(model_name: str, device: str, load_in_8bit: bool): +def load_causal_lm_model(model_name: str, device: str, load_in_8bit: bool = True): try: - + # Load h2oGPT.NSQL model + device = {"": 0} if torch.cuda.is_available() else "cpu" if device == "auto" else device + if load_in_8bit: + _load_in_8bit = False if "cpu" in device else True + else: + _load_in_8bit = False tokenizer = AutoTokenizer.from_pretrained(model_name, device_map=device) - model = AutoModelForCausalLM.from_pretrained(model_name, device_map=device, load_in_8bit=load_in_8bit) + model = AutoModelForCausalLM.from_pretrained(model_name, device_map=device, load_in_8bit=_load_in_8bit) return model, tokenizer except Exception as e: logger.info(f"An error occurred while loading the model: {e}") return None, None + + +def _check_file_info(file_path: str): + if file_path is not None and Path(file_path).exists(): + logger.info(f"Using information info from path {file_path}") + return file_path + else: + logger.info("Required info not found, provide a path for table information and try again") + raise FileNotFoundError(f"Table info not found at {file_path}") diff --git a/ui/app.py b/ui/app.py index a7edecd..9be3aba 100644 --- a/ui/app.py +++ b/ui/app.py @@ -337,8 +337,8 @@ async def init(q: Q) -> None: ui.nav_group( "Menu", items=[ - ui.nav_item(name="#chat", label="Chat"), ui.nav_item(name="#datasets", label="Upload"), + ui.nav_item(name="#chat", label="Chat") ], ), ui.nav_group( From 8cd47c436e8eb479c3d31159055e6715009b35f0 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Fri, 18 Aug 2023 12:24:48 -0400 Subject: [PATCH 096/135] Regenerate Response in UI & CLI --- sidekick/prompter.py | 6 ++--- sidekick/query.py | 60 +++++++++++++++++++++++++++++++++++--------- sidekick/utils.py | 4 +-- ui/app.py | 20 ++++++++++++++- 4 files changed, 72 insertions(+), 18 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index d30f459..60dc0f2 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -305,7 +305,7 @@ def query(question: str, table_info_path: str, sample_qna_path: str): query_api(question=question, table_info_path=table_info_path, sample_queries_path=sample_qna_path, table_name=None, is_command=True) -def query_api(question: str, table_info_path: str, sample_queries_path: str, table_name:str, is_command: bool = False): +def query_api(question: str, table_info_path: str, sample_queries_path: str, table_name:str, is_regenerate: bool = False, is_command: bool = False): """Asks question and returns SQL.""" results = [] err = None # TODO - Need to handle errors if occurred @@ -395,7 +395,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, tab if updated_tasks is not None: sql_g._tasks = updated_tasks - res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) + res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -413,7 +413,7 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, tab click.echo(f"Updated SQL:\n {updated_sql}") elif res_val.lower() == "r" or res_val.lower() == "regenerate": click.echo("Attempting to regenerate...") - res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) + res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=True) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") diff --git a/sidekick/query.py b/sidekick/query.py index a6d7bd1..5ccfa48 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -8,6 +8,7 @@ import openai import sqlglot import torch +import torch.nn.functional as F from langchain import OpenAI from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder @@ -69,6 +70,9 @@ def __init__( self.openai_key = openai_key self.content_queries = None + def clear(self): + SQLGenerator._instance = None + def load_column_samples(self, tables: list): # TODO: Maybe we add table name as a member variable # Load column values if they exists @@ -230,7 +234,7 @@ def generate_tasks(self, table_names: list, input_question: str): raise se def generate_sql( - self, table_names: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql" + self, table_names: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql", is_regenerate:bool = False ): context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} @@ -412,24 +416,56 @@ def generate_sql( # Greedy search for quick response self.model.eval() device_type = "cuda" if torch.cuda.is_available() else "cpu" - output = self.model.generate( - **inputs.to(device_type), - max_new_tokens=300, - temperature=0.5, - output_scores=True, - return_dict_in_generate=True, - ) + if not is_regenerate: + output = self.model.generate( + **inputs.to(device_type), + max_new_tokens=300, + temperature=0.5, + output_scores=True, + return_dict_in_generate=True, + ) - generated_tokens = output.sequences[:, input_length:] - _res = self.tokenizer.decode(generated_tokens[0], skip_special_tokens=True) + generated_tokens = output.sequences[:, input_length:][0] + else: + output_re = self.model.generate(**inputs.to(device_type), + max_new_tokens=300, + temperature=0.5, + top_k=10, + top_p=0.95, + num_beams=5, + num_beam_groups=5, + num_return_sequences=5, + output_scores=True, + diversity_penalty=1.0, + return_dict_in_generate=True) + + transition_scores = self.model.compute_transition_scores( + output_re.sequences, output_re.scores, output_re.beam_indices, normalize_logits=False + ) + # Create a boolean tensor where elements are True if the corresponding element in transition_scores is less than 0 + mask = transition_scores < 0 + # Sum the True values along axis 1 + counts = torch.sum(mask, dim=1) + output_length = inputs.input_ids.shape[1] + counts + length_penalty = self.model.generation_config.length_penalty + reconstructed_scores = transition_scores.sum(axis=1) / (output_length**length_penalty) + + # Converting logit scores to prob scores + probabilities_scores = F.softmax(reconstructed_scores, dim=-1) + out_ind = torch.argmax(probabilities_scores) + output = output_re.sequences[out_ind] + + generated_tokens = output[input_length:] + + _res = self.tokenizer.decode(generated_tokens, skip_special_tokens=True) # Below is a pre-caution in-case of an error in table name during generation # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite _temp = _res.replace("table_name", table_names[0]).split(";")[0] if "LIMIT".lower() not in _temp.lower(): - res = "SELECT" + _temp + "LIMIT 100;" + res = "SELECT " + _temp.strip() + " LIMIT 100;" else: - res = "SELECT" + _temp + ";" + res = "SELECT " + _temp.strip() + ";" # Validate the generate SQL for parsing errors, along with dialect specific validation # Note: Doesn't do well with handling date-time conversions diff --git a/sidekick/utils.py b/sidekick/utils.py index c9cdc9e..b473826 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -152,7 +152,7 @@ def setup_dir(base_path: str): p.mkdir(parents=True, exist_ok=True) -def update_tables(json_file_path: str, new_data: dict): +def update_tables(json_file_path:str, new_data:dict): # Check if the JSON file exists if os.path.exists(json_file_path): try: @@ -245,7 +245,7 @@ def execute_query_pd(query=None, tables_path=None, n_rows=100): return res_df -def get_table_keys(file_path: str, table_key: str): +def get_table_keys(file_path:str, table_key:str): res = [] if not os.path.exists(file_path): logger.debug(f"File '{file_path}' does not exist.") diff --git a/ui/app.py b/ui/app.py index 9be3aba..7736f89 100644 --- a/ui/app.py +++ b/ui/app.py @@ -39,6 +39,10 @@ async def user_variable(q: Q): logging.basicConfig(format="%(asctime)s %(levelname)s %(message)s") +async def client_variable(q: Q): + q.client.query = None + + # Use for page cards that should be removed when navigating away. # For pages that should be always present on screen use q.page[key] = ... def add_card(q, name, card) -> None: @@ -124,7 +128,21 @@ async def chatbot(q: Q): table_samples_path=q.user.table_samples_path, table_name=q.user.table_name, ) + elif q.args.chatbot.lower() == "regenerate": + if q.client.query is not None and q.client.query.strip() != "": + llm_response, err = query_api( + question=q.client.query, + sample_queries_path=q.user.sample_qna_path, + table_info_path=q.user.table_info_path, + table_name=q.user.table_name, + is_regenerate=True, + ) + llm_response = "\n".join(llm_response) + else: + llm_response, err = ("Sure, I can generate a new response for you. However, in order to assist you " + "effectively could you please provide me with your question?"), None else: + q.client.query = question llm_response, err = query_api( question=question, sample_queries_path=q.user.sample_qna_path, @@ -368,7 +386,7 @@ async def init(q: Q) -> None: # q.client.masked_data = await user_variable(q) - + await client_variable(q) # If no active hash present, render chat. if q.args["#"] is None: await chat(q) From 38a6762298cb9c0308c6b254000e537c2515fcea Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 18 Aug 2023 14:23:06 -0700 Subject: [PATCH 097/135] Download models during install #4 --- sidekick/prompter.py | 33 +++++++++++++++++----- sidekick/query.py | 65 ++++++++++++++++++++++++++------------------ sidekick/utils.py | 59 ++++++++++++++++++---------------------- start.py | 16 +++++++++-- ui/app.py | 39 +++++++++++--------------- 5 files changed, 120 insertions(+), 92 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 60dc0f2..3ca333e 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -13,8 +13,7 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import (execute_query_pd, extract_table_names, save_query, - setup_dir) +from sidekick.utils import execute_query_pd, extract_table_names, save_query, setup_dir # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -227,7 +226,10 @@ def db_setup_api( click.echo(echo_msg) if err is None: - return f"Created a Database {db_name}. Inserted sample values from {table_samples_path} into table {table_name}, please ask questions!", None + return ( + f"Created a Database {db_name}. Inserted sample values from {table_samples_path} into table {table_name}, please ask questions!", + None, + ) else: return None, err except Exception as e: @@ -302,10 +304,23 @@ def update_context(): @click.option("--sample_qna_path", "-s", help="Samples path", default=None) def query(question: str, table_info_path: str, sample_qna_path: str): """Asks question and returns SQL.""" - query_api(question=question, table_info_path=table_info_path, sample_queries_path=sample_qna_path, table_name=None, is_command=True) + query_api( + question=question, + table_info_path=table_info_path, + sample_queries_path=sample_qna_path, + table_name=None, + is_command=True, + ) -def query_api(question: str, table_info_path: str, sample_queries_path: str, table_name:str, is_regenerate: bool = False, is_command: bool = False): +def query_api( + question: str, + table_info_path: str, + sample_queries_path: str, + table_name: str, + is_regenerate: bool = False, + is_command: bool = False, +): """Asks question and returns SQL.""" results = [] err = None # TODO - Need to handle errors if occurred @@ -395,7 +410,9 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, tab if updated_tasks is not None: sql_g._tasks = updated_tasks - res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate) + res = sql_g.generate_sql( + table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate + ) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -413,7 +430,9 @@ def query_api(question: str, table_info_path: str, sample_queries_path: str, tab click.echo(f"Updated SQL:\n {updated_sql}") elif res_val.lower() == "r" or res_val.lower() == "regenerate": click.echo("Attempting to regenerate...") - res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=True) + res = sql_g.generate_sql( + table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=True + ) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") diff --git a/sidekick/query.py b/sidekick/query.py index 5ccfa48..e3a3d8d 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -36,16 +36,18 @@ def __new__( model_name="NumbersStation/nsql-llama-2-7B", data_input_path: str = "./table_info.jsonl", sample_queries_path: str = "./samples.csv", - job_path: str = "../var/lib/tmp/data", + job_path: str = "./", device: str = "cpu", ): if cls._instance is None: cls._instance = super().__new__(cls) - cls._instance.model, cls._instance.tokenizer = load_causal_lm_model(model_name, device=device) - model_embed_path = f"{job_path}/var/lib/tmp/.cache/models" + cls._instance.model, cls._instance.tokenizer = load_causal_lm_model( + model_name, cache_path=job_path, device=device + ) + model_embed_path = f"{job_path}/models/sentence_transformers" device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device - cls._instance.similarity_model, _ = load_embedding_model(model_path=model_embed_path, device=device) + cls._instance.similarity_model = load_embedding_model(model_path=model_embed_path, device=device) return cls._instance def __init__( @@ -55,7 +57,7 @@ def __init__( model_name="NumbersStation/nsql-llama-2-7B", data_input_path: str = "./table_info.jsonl", sample_queries_path: str = "./samples.csv", - job_path: str = "../var/lib/tmp/data", + job_path: str = "./", device: str = "cpu", ): self.db_url = db_url @@ -203,12 +205,12 @@ def generate_tasks(self, table_names: list, input_question: str): logger.info(f"Number of context queries found: {len(context_queries)}") # Remove duplicates from the context queries - m_path = f"{self.path}/var/lib/tmp/.cache/models" + m_path = f"{self.path}/models/sentence_transformers/" duplicates_idx = remove_duplicates(context_queries, m_path) updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() # Filter closest samples to the input question, threshold = 0.45 - filtered_context, _ = ( + filtered_context = ( filter_samples(input_question, updated_context, m_path, threshold=0.9) if len(updated_context) > 1 else updated_context @@ -234,7 +236,12 @@ def generate_tasks(self, table_names: list, input_question: str): raise se def generate_sql( - self, table_names: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql", is_regenerate:bool = False + self, + table_names: list, + input_question: str, + _dialect: str = "sqlite", + model_name: str = "h2ogpt-sql", + is_regenerate: bool = False, ): context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} @@ -308,8 +315,8 @@ def generate_sql( "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", } - m_path = f"{self.path}/var/lib/tmp/.cache/models" - filtered_context, self.similarity_model = filter_samples( + m_path = f"{self.path}/models/sentence_transformers/" + filtered_context = filter_samples( model_obj=self.similarity_model, input_q=input_question, probable_qs=list(_context.keys()), @@ -329,12 +336,12 @@ def generate_sql( logger.info(f"Number of context queries found: {len(context_queries)}") # Remove duplicates from the context queries - m_path = f"{self.path}/var/lib/tmp/.cache/models" + m_path = f"{self.path}/models/sentence_transformers/" # duplicates_idx = remove_duplicates(context_queries, m_path, similarity_model=self.similarity_model) # updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() # Filter closest samples to the input question, threshold = 0.9 - filtered_context, _ = ( + filtered_context = ( filter_samples( input_q=input_question, probable_qs=context_queries, @@ -343,7 +350,7 @@ def generate_sql( threshold=0.9, ) if len(context_queries) > 1 - else (context_queries, None) + else context_queries ) logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") # If QnA pairs > 5, we keep top 5 for focused context @@ -427,17 +434,23 @@ def generate_sql( generated_tokens = output.sequences[:, input_length:][0] else: - output_re = self.model.generate(**inputs.to(device_type), - max_new_tokens=300, - temperature=0.5, - top_k=10, - top_p=0.95, - num_beams=5, - num_beam_groups=5, - num_return_sequences=5, - output_scores=True, - diversity_penalty=1.0, - return_dict_in_generate=True) + self.model.eval() + random_seed = random.randint(0, 50) + torch.manual_seed(random_seed) + random_temperature = round(random.uniform(0.5, 0.75), 2) + output_re = self.model.generate( + **inputs.to(device_type), + max_new_tokens=300, + temperature=random_temperature, + top_k=10, + top_p=0.95, + num_beams=5, + num_beam_groups=5, + num_return_sequences=5, + output_scores=True, + diversity_penalty=1.0, + return_dict_in_generate=True, + ) transition_scores = self.model.compute_transition_scores( output_re.sequences, output_re.scores, output_re.beam_indices, normalize_logits=False @@ -452,8 +465,8 @@ def generate_sql( # Converting logit scores to prob scores probabilities_scores = F.softmax(reconstructed_scores, dim=-1) - out_ind = torch.argmax(probabilities_scores) - output = output_re.sequences[out_ind] + out_idx = torch.argmax(probabilities_scores) + output = output_re.sequences[out_idx] generated_tokens = output[input_length:] diff --git a/sidekick/utils.py b/sidekick/utils.py index b473826..69e628a 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -1,3 +1,4 @@ +import glob import json import os import re @@ -41,20 +42,9 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic def load_embedding_model(model_path: str, device: str): - model_name_path = f"{model_path}/sentence_transformers/hkunlp_instructor-large" - current_torch_home = os.environ.get("TORCH_HOME", "") - if Path(model_name_path).is_dir(): - is_empty = not any(Path(model_name_path).iterdir()) - if is_empty: - # Download n cache at the specified location - os.environ["TORCH_HOME"] = model_path - model_name_path = "hkunlp/instructor-large" - else: # if specified path does not exist, download the model - # Download n cache at the specified location - os.environ["TORCH_HOME"] = model_path - model_name_path = "hkunlp/instructor-large" + model_name_path = glob.glob(f"{model_path}/models--hkunlp--instructor-large/snapshots/*/")[0] - sentence_model = INSTRUCTOR(model_name_path, device=device) + sentence_model = INSTRUCTOR(model_name_path, cache_folder=model_path, device=device) if "cuda" not in device: # Issue https://github.com/pytorch/pytorch/issues/69364 # # In the initial experimentation, quantized model is generates slightly better results @@ -62,11 +52,7 @@ def load_embedding_model(model_path: str, device: str): model_obj = torch.quantization.quantize_dynamic(sentence_model, {torch.nn.Linear}, dtype=torch.qint8) else: model_obj = sentence_model - - # Why are we setting torch home back to the current_torch_home - os.environ["TORCH_HOME"] = current_torch_home - - return model_obj, model_name_path + return model_obj def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int = 32, device: Optional[str] = "cpu"): @@ -74,13 +60,12 @@ def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int # 1. https://www.sbert.net/docs/pretrained_models.html#sentence-embedding-models # Maps sentence & paragraphs to a 384 dimensional dense vector space. if model_obj is None: - model_obj, model_name_path = load_embedding_model(model_path, device) + model_obj = load_embedding_model(model_path, device) _sentences = [["Represent the Financial question for retrieving duplicate examples: ", _item] for _item in x] res = model_obj.encode(_sentences) - - return res, model_obj + return res def filter_samples( @@ -90,11 +75,11 @@ def filter_samples( _inq = ("# query: " + input_q).strip().lower() logger.debug(f"Input questions: {_inq}") _device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device - question_embeddings, model_obj = generate_text_embeddings(model_path, x=[_inq], model_obj=model_obj, device=_device) + question_embeddings = generate_text_embeddings(model_path, x=[_inq], model_obj=model_obj, device=_device) input_pqs = [_se.split("# answer")[0].strip().lower() for _se in probable_qs] logger.debug(f"Probable context: {input_pqs}") - embeddings, model_obj = generate_text_embeddings(model_path, x=input_pqs, model_obj=model_obj, device=_device) + embeddings = generate_text_embeddings(model_path, x=input_pqs, model_obj=model_obj, device=_device) res = {} _scores = [] for idx, _se in enumerate(embeddings): @@ -108,7 +93,7 @@ def filter_samples( sorted_res = sorted(res.items(), key=lambda x: x[1], reverse=True) logger.debug(f"Sorted context: {sorted_res}") - return list(dict(sorted_res).keys()), model_obj + return list(dict(sorted_res).keys()) def remove_duplicates( @@ -140,12 +125,7 @@ def save_query(output_path: str, query, response, extracted_entity: Optional[dic def setup_dir(base_path: str): - dir_list = [ - "var/lib/tmp/data", - "var/lib/tmp/jobs", - "var/lib/tmp/.cache", - "var/lib/tmp/.cache/models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2", - ] + dir_list = ["var/lib/tmp/data", "var/lib/tmp/jobs", "var/lib/tmp/.cache"] for _dl in dir_list: p = Path(f"{base_path}/{_dl}") if not p.is_dir(): @@ -261,7 +241,7 @@ def get_table_keys(file_path:str, table_key:str): return res, data -def load_causal_lm_model(model_name: str, device: str, load_in_8bit: bool = True): +def load_causal_lm_model(model_name: str, cache_path: str, device: str, load_in_8bit: bool = True): try: # Load h2oGPT.NSQL model device = {"": 0} if torch.cuda.is_available() else "cpu" if device == "auto" else device @@ -269,8 +249,11 @@ def load_causal_lm_model(model_name: str, device: str, load_in_8bit: bool = True _load_in_8bit = False if "cpu" in device else True else: _load_in_8bit = False - tokenizer = AutoTokenizer.from_pretrained(model_name, device_map=device) - model = AutoModelForCausalLM.from_pretrained(model_name, device_map=device, load_in_8bit=_load_in_8bit) + cache_path = f"{cache_path}/models/" + tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir=cache_path, device_map=device) + model = AutoModelForCausalLM.from_pretrained( + model_name, cache_dir=cache_path, device_map=device, load_in_8bit=_load_in_8bit + ) return model, tokenizer except Exception as e: @@ -285,3 +268,13 @@ def _check_file_info(file_path: str): else: logger.info("Required info not found, provide a path for table information and try again") raise FileNotFoundError(f"Table info not found at {file_path}") + + +def make_dir(path: str): + try: + os.makedirs(path) + except OSError as exc: + if exc.errno == errno.EXIST and os.path.isdir(path): + pass + else: + raise Exception("Error reported while creating default directory path.") diff --git a/start.py b/start.py index 46b67ff..ffe4c54 100644 --- a/start.py +++ b/start.py @@ -1,9 +1,19 @@ -import logging -import subprocess +import os import shlex +import subprocess +from pathlib import Path + +from huggingface_hub import snapshot_download +from loguru import logger as logging + +logging.info(f"Download model...") +base_path = (Path(__file__).parent).resolve() +snapshot_download(repo_id="NumbersStation/nsql-llama-2-7B", cache_dir=f"{base_path}/models/") +logging.info(f"Download embedding model...") +snapshot_download(repo_id="hkunlp/instructor-large", cache_dir=f"{base_path}/models/sentence_transformers/") logging.info("Starting SQL-Sidekick.") -DAEMON_PATH = "/resources/venv/bin/uvicorn" +DAEMON_PATH = "./.sidekickvenv/bin/uvicorn" if os.path.isdir("./.sidekickvenv/bin/") else "/resources/venv/bin/uvicorn" cmd = f"{DAEMON_PATH} ui.app:main" subprocess.check_output(shlex.split(cmd)) diff --git a/ui/app.py b/ui/app.py index 7736f89..58290e2 100644 --- a/ui/app.py +++ b/ui/app.py @@ -239,16 +239,6 @@ async def datasets(q: Q): ), ui.message_bar(name="success_bar", type="success", text="Files Uploaded Successfully!", visible=False), ui.textbox(name="table_name", label="Table Name", required=True), - ui.file_upload( - name="sample_data", - label="Data Samples", - multiple=False, - compact=True, - file_extensions=["csv"], - required=True, - max_file_size=5000, # Specified in MB. - tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", - ), ui.file_upload( name="data_schema", label="Data Schema", @@ -269,6 +259,16 @@ async def datasets(q: Q): max_file_size=5000, # Specified in MB. tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", ), + ui.file_upload( + name="sample_data", + label="Data Samples", + multiple=False, + compact=True, + file_extensions=["csv"], + required=True, + max_file_size=5000, # Specified in MB. + tooltip="The data describing table schema and sample values, formats allowed are JSONL & CSV respectively!", + ), ui.progress( name="progress_bar", width="100%", label="Uploading datasets and creating tables!", visible=False ), @@ -309,6 +309,8 @@ async def submit_table(q: Q): async def init(q: Q) -> None: + q.client.timezone = "UTC" + username, profile_pic = q.auth.username, q.app.persona_path q.page["meta"] = ui.meta_card( box="", layouts=[ @@ -354,10 +356,7 @@ async def init(q: Q) -> None: items=[ ui.nav_group( "Menu", - items=[ - ui.nav_item(name="#datasets", label="Upload"), - ui.nav_item(name="#chat", label="Chat") - ], + items=[ui.nav_item(name="#datasets", label="Upload"), ui.nav_item(name="#chat", label="Chat")], ), ui.nav_group( "Help", @@ -369,10 +368,9 @@ async def init(q: Q) -> None: ], secondary_items=[ ui.persona( - title="John Doe", - subtitle="Developer", - size="s", - image="https://images.pexels.com/photos/220453/pexels-photo-220453.jpeg?auto=compress&h=750&w=1260", + title=username, + size="xs", + image=profile_pic, ), ], ) @@ -380,11 +378,6 @@ async def init(q: Q) -> None: # Connect to LLM openai.api_key = "" - ######################## COMMENTED OUT FOR NOW ################### - # q.client.data = get_data() - # q.client.mapping = get_mapping_dicts(q.client.data) - # q.client.masked_data = - await user_variable(q) await client_variable(q) # If no active hash present, render chat. From 379a1ec95f7c68078897b9c88d03a2b22ea94775 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Sat, 19 Aug 2023 00:42:48 -0700 Subject: [PATCH 098/135] Log alternate generation possibilities with respective scores #4 --- sidekick/query.py | 30 +++++++++++++++++++----------- 1 file changed, 19 insertions(+), 11 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index e3a3d8d..3f37e79 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -10,18 +10,16 @@ import torch import torch.nn.functional as F from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, + NSQL_QUERY_PROMPT, QUERY_PROMPT, + TASK_PROMPT) from sidekick.logger import logger -from sidekick.utils import ( - filter_samples, - load_causal_lm_model, - load_embedding_model, - read_sample_pairs, - remove_duplicates, - _check_file_info, -) +from sidekick.utils import (_check_file_info, filter_samples, + load_causal_lm_model, load_embedding_model, + read_sample_pairs, remove_duplicates) from sqlalchemy import create_engine from transformers import AutoModelForCausalLM, AutoTokenizer @@ -402,7 +400,7 @@ def generate_sql( # 1. Move to a model with larger context length # 2. Possibly use a different tokenizer for chunking # 3. Maybe positional interpolation --> https://arxiv.org/abs/2306.15595 - if int(input_length) > 1748: + if int(input_length) > 4000: logger.info("Input length is greater than 1748, removing column description from the prompt") query = NSQL_QUERY_PROMPT.format( table_name=_table_name, @@ -470,6 +468,16 @@ def generate_sql( generated_tokens = output[input_length:] + logger.info(f"Generated options:\n") + for idx, _out in enumerate(output_re.sequences): + res = self.tokenizer.decode(_out[input_length:], skip_special_tokens=True) + result = res.replace("table_name", _table_name) + if "LIMIT".lower() not in result.lower(): + res = "SELECT " + result.strip() + " LIMIT 100;" + else: + res = "SELECT " + result.strip() + ";" + logger.info(f"Option: {idx+1}:\n{res}\nprobability: {probabilities_scores[idx]}") + _res = self.tokenizer.decode(generated_tokens, skip_special_tokens=True) # Below is a pre-caution in-case of an error in table name during generation # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite From 32bc877aa9f868a232ddab1b482adc0f6020c56f Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Sun, 20 Aug 2023 11:59:38 -0700 Subject: [PATCH 099/135] Enable alternate options in chat #4 --- sidekick/prompter.py | 18 ++++++++++-------- sidekick/query.py | 8 ++++++-- ui/app.py | 19 +++++++++++++------ 3 files changed, 29 insertions(+), 16 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 3ca333e..cf3e64c 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -13,7 +13,8 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import execute_query_pd, extract_table_names, save_query, setup_dir +from sidekick.utils import (execute_query_pd, extract_table_names, save_query, + setup_dir) # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -410,7 +411,7 @@ def query_api( if updated_tasks is not None: sql_g._tasks = updated_tasks - res = sql_g.generate_sql( + res, alt_res = sql_g.generate_sql( table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate ) logger.info(f"Input query: {question}") @@ -430,13 +431,14 @@ def query_api( click.echo(f"Updated SQL:\n {updated_sql}") elif res_val.lower() == "r" or res_val.lower() == "regenerate": click.echo("Attempting to regenerate...") - res = sql_g.generate_sql( - table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=True + res, alt_res = sql_g.generate_sql( + table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate ) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") - results.extend(["Generated Query:\n", res, "\n"]) + results.extend(["**Generated Query:**\n", res, "\n"]) + logger.info(f"Alternate responses:\n\n{alt_res}") exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") if is_command else "y" if exe_sql.lower() == "y" or exe_sql.lower() == "yes": @@ -484,14 +486,14 @@ def query_api( click.echo("Error in executing the query. Validate generated SQL and try again.") click.echo("No result to display.") - results.append("Query Results: \n") + results.append("**Query Results:** \n") if q_res: click.echo(f"The query results are:\n {q_res}") results.extend([str(q_res), "\n"]) else: click.echo(f"While executing query:\n {err}") results.extend([str(err), "\n"]) - # results.extend(["Query Results:", q_res]) + save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") if is_command else "n" if save_sql.lower() == "y" or save_sql.lower() == "yes": # Persist for future use @@ -500,7 +502,7 @@ def query_api( else: click.echo("Exiting...") - return results, err + return results, alt_res, err if __name__ == "__main__": diff --git a/sidekick/query.py b/sidekick/query.py index 3f37e79..00e2434 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -421,6 +421,8 @@ def generate_sql( # Greedy search for quick response self.model.eval() device_type = "cuda" if torch.cuda.is_available() else "cpu" + + alternate_queries = [] if not is_regenerate: output = self.model.generate( **inputs.to(device_type), @@ -476,7 +478,9 @@ def generate_sql( res = "SELECT " + result.strip() + " LIMIT 100;" else: res = "SELECT " + result.strip() + ";" - logger.info(f"Option: {idx+1}:\n{res}\nprobability: {probabilities_scores[idx]}") + alt_res = f"Option {idx+1}: (_probability_: {probabilities_scores[idx]})\n{res}" + alternate_queries.append(alt_res) + logger.info(alt_res) _res = self.tokenizer.decode(generated_tokens, skip_special_tokens=True) # Below is a pre-caution in-case of an error in table name during generation @@ -500,7 +504,7 @@ def generate_sql( except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: logger.info("We did the best we could, there might be still be some error:\n") logger.info(f"Realized query so far:\n {res}") - return result + return result, alternate_queries def task_formatter(self, input_task: str): # Generated format diff --git a/ui/app.py b/ui/app.py index 58290e2..24cbac5 100644 --- a/ui/app.py +++ b/ui/app.py @@ -7,7 +7,7 @@ import toml from h2o_wave import Q, app, data, handle_on, main, on, ui from sidekick.prompter import db_setup_api, query_api -from sidekick.utils import setup_dir, update_tables, get_table_keys +from sidekick.utils import get_table_keys, setup_dir, update_tables # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -130,20 +130,27 @@ async def chatbot(q: Q): ) elif q.args.chatbot.lower() == "regenerate": if q.client.query is not None and q.client.query.strip() != "": - llm_response, err = query_api( + llm_response, alt_response, err = query_api( question=q.client.query, sample_queries_path=q.user.sample_qna_path, table_info_path=q.user.table_info_path, table_name=q.user.table_name, is_regenerate=True, ) - llm_response = "\n".join(llm_response) + response = "\n".join(llm_response) + if alt_response: + llm_response = response + "\n\n" + "**Alternate options:**\n" + "\n".join(alt_response) + logging.info(f"Regenerate response: {llm_response}") + else: + llm_response = response else: - llm_response, err = ("Sure, I can generate a new response for you. However, in order to assist you " - "effectively could you please provide me with your question?"), None + llm_response, err = ( + "Sure, I can generate a new response for you. However, in order to assist you " + "effectively could you please provide me with your question?" + ), None else: q.client.query = question - llm_response, err = query_api( + llm_response, alt_response, err = query_api( question=question, sample_queries_path=q.user.sample_qna_path, table_info_path=q.user.table_info_path, From 80cb1f4bd3f5f095bdb53f5817352461e590fed9 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 21 Aug 2023 23:22:31 -0700 Subject: [PATCH 100/135] Dynmaically offload state between GPU n CPU as needed #4 --- sidekick/prompter.py | 7 +++++- sidekick/query.py | 43 +++++++++++++++++++------------ sidekick/utils.py | 60 ++++++++++++++++++++++++++++++++++++++------ 3 files changed, 85 insertions(+), 25 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index cf3e64c..e926897 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -393,7 +393,12 @@ def query_api( table_info_path = _get_table_info(path) sql_g = SQLGenerator( - db_url, api_key, job_path=base_path, data_input_path=table_info_path, sample_queries_path=sample_queries_path + db_url, + api_key, + job_path=base_path, + data_input_path=table_info_path, + sample_queries_path=sample_queries_path, + regenerate=is_regenerate, ) if "h2ogpt-sql" not in model_name: sql_g._tasks = sql_g.generate_tasks(table_names, question) diff --git a/sidekick/query.py b/sidekick/query.py index 00e2434..41f3582 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -10,16 +10,19 @@ import torch import torch.nn.functional as F from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, - NSQL_QUERY_PROMPT, QUERY_PROMPT, - TASK_PROMPT) +from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger -from sidekick.utils import (_check_file_info, filter_samples, - load_causal_lm_model, load_embedding_model, - read_sample_pairs, remove_duplicates) +from sidekick.utils import ( + _check_file_info, + filter_samples, + load_causal_lm_model, + load_embedding_model, + read_sample_pairs, + remove_duplicates, + offload_state, +) from sqlalchemy import create_engine from transformers import AutoModelForCausalLM, AutoTokenizer @@ -35,13 +38,17 @@ def __new__( data_input_path: str = "./table_info.jsonl", sample_queries_path: str = "./samples.csv", job_path: str = "./", - device: str = "cpu", + device: str = "auto", + regenerate: bool = False ): + offloading = offload_state() + if offloading and regenerate: + cls._instance = None + logger.info(f"Offloading state : {offloading}") if cls._instance is None: cls._instance = super().__new__(cls) - cls._instance.model, cls._instance.tokenizer = load_causal_lm_model( - model_name, cache_path=job_path, device=device + model_name, cache_path=f"{job_path}/models/", device=device, off_load=offloading ) model_embed_path = f"{job_path}/models/sentence_transformers" device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device @@ -57,6 +64,7 @@ def __init__( sample_queries_path: str = "./samples.csv", job_path: str = "./", device: str = "cpu", + regenerate: bool = False ): self.db_url = db_url self.engine = create_engine(db_url) @@ -67,6 +75,7 @@ def __init__( self.path = job_path self._data_info = None self._tasks = None + self.model_name = model_name self.openai_key = openai_key self.content_queries = None @@ -294,12 +303,13 @@ def generate_sql( else: if self.model is None: # Load h2oGPT.NSQL if not initialized self.model is None - device = {"": 0} if torch.cuda.is_available() else "cpu" # https://github.com/pytorch/pytorch/issues/52291 - _load_in_8bit = False if "cpu" in device else True - self.tokenizer = AutoTokenizer.from_pretrained(self.model_name, device_map=device) - self.model = AutoModelForCausalLM.from_pretrained( - self.model_name, device_map=device, load_in_8bit=_load_in_8bit + offloading = offload_state() + if offloading: + self.clear() + logger.info(f"Offloading state: {offloading}") + self.model, self.tokenizer = load_causal_lm_model( + self.model_name, cache_path=f"{self.path}/models/", device="auto", off_load=offloading ) # TODO Update needed for multiple tables @@ -448,6 +458,7 @@ def generate_sql( num_beam_groups=5, num_return_sequences=5, output_scores=True, + do_sample=False, diversity_penalty=1.0, return_dict_in_generate=True, ) diff --git a/sidekick/utils.py b/sidekick/utils.py index 69e628a..145d501 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -13,7 +13,8 @@ from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity -from transformers import AutoModelForCausalLM, AutoTokenizer +from transformers import AutoModelForCausalLM, AutoTokenizer, AutoConfig +from accelerate import init_empty_weights, infer_auto_device_map def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -125,14 +126,14 @@ def save_query(output_path: str, query, response, extracted_entity: Optional[dic def setup_dir(base_path: str): - dir_list = ["var/lib/tmp/data", "var/lib/tmp/jobs", "var/lib/tmp/.cache"] + dir_list = ["var/lib/tmp/data", "var/lib/tmp/jobs", "var/lib/tmp/.cache", "models/weights"] for _dl in dir_list: p = Path(f"{base_path}/{_dl}") if not p.is_dir(): p.mkdir(parents=True, exist_ok=True) -def update_tables(json_file_path:str, new_data:dict): +def update_tables(json_file_path: str, new_data: dict): # Check if the JSON file exists if os.path.exists(json_file_path): try: @@ -225,7 +226,7 @@ def execute_query_pd(query=None, tables_path=None, n_rows=100): return res_df -def get_table_keys(file_path:str, table_key:str): +def get_table_keys(file_path: str, table_key: str): res = [] if not os.path.exists(file_path): logger.debug(f"File '{file_path}' does not exist.") @@ -241,20 +242,63 @@ def get_table_keys(file_path:str, table_key:str): return res, data -def load_causal_lm_model(model_name: str, cache_path: str, device: str, load_in_8bit: bool = True): +def offload_state(): + free_in_GB = int(torch.cuda.mem_get_info()[0] / 1024**3) + total_memory = int(torch.cuda.get_device_properties(0).total_memory / 1024**3) + logger.info(f"Total Memory: {total_memory}") + logger.info(f"Free GPU memory: {free_in_GB}GB") + off_load = True + if int(free_in_GB) >= int(0.45 * total_memory): + off_load = False + return off_load + + +def load_causal_lm_model( + model_name: str, cache_path: str, device: str, load_in_8bit: bool = True, off_load: bool = False +): try: # Load h2oGPT.NSQL model device = {"": 0} if torch.cuda.is_available() else "cpu" if device == "auto" else device + free_in_GB = int(torch.cuda.mem_get_info()[0] / 1024**3) + total_memory = int(torch.cuda.get_device_properties(0).total_memory / 1024**3) + n_gpus = torch.cuda.device_count() + + # 22GB (Least requirement on GPU) is a magic number for the current model size. + if off_load and total_memory < 22: + # TODO: Performance when offloading to CPU. + max_memory = f"{4}GB" + max_memory = {i: max_memory for i in range(n_gpus)} + logger.info(f"Max Memory: {max_memory}") + config = AutoConfig.from_pretrained(model_name, cache_dir=cache_path, offload_folder=cache_path) + + model = AutoModelForCausalLM.from_config(config) + device = infer_auto_device_map(model, max_memory=max_memory) + device["lm_head"] = 0 + _offload_state_dict = True + _llm_int8_enable_fp32_cpu_offload = True + else: + max_memory = f"{int(free_in_GB)-2}GB" + max_memory = {i: max_memory for i in range(n_gpus)} + _offload_state_dict = False + _llm_int8_enable_fp32_cpu_offload = False + if load_in_8bit: _load_in_8bit = False if "cpu" in device else True else: _load_in_8bit = False - cache_path = f"{cache_path}/models/" + logger.debug(f"Current device config: {device}") + tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir=cache_path, device_map=device) model = AutoModelForCausalLM.from_pretrained( - model_name, cache_dir=cache_path, device_map=device, load_in_8bit=_load_in_8bit + model_name, + cache_dir=cache_path, + device_map=device, + load_in_8bit=_load_in_8bit, + llm_int8_enable_fp32_cpu_offload=_offload_state_dict, + offload_state_dict=_llm_int8_enable_fp32_cpu_offload, + max_memory=max_memory, + offload_folder=f"{cache_path}/weights/", ) - return model, tokenizer except Exception as e: logger.info(f"An error occurred while loading the model: {e}") From 427ad8b7f4451b538f8ddb028129c3b385c02a87 Mon Sep 17 00:00:00 2001 From: Pramit Choudhary Date: Wed, 30 Aug 2023 12:14:59 -0700 Subject: [PATCH 101/135] Support 4bit quantized model format as default (#28) * Change default loading in 4bit quantized format * Handle edge case failures better * Add trigger for regeneration * Upgrade version to 0.0.6 --- app.toml | 2 +- sidekick/configs/env.toml | 3 +- sidekick/prompter.py | 274 ++++++++++++++++++++------------------ sidekick/query.py | 41 +++--- sidekick/utils.py | 77 +++++++---- ui/app.py | 103 ++++++++------ 6 files changed, 284 insertions(+), 216 deletions(-) diff --git a/app.toml b/app.toml index efd0b20..b336d39 100644 --- a/app.toml +++ b/app.toml @@ -4,7 +4,7 @@ title = "SQL-Sidekick" description = "QnA with tabular data using NLI" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] -Version = "0.0.5" +Version = "0.0.6" [Runtime] MemoryLimit = "64Gi" diff --git a/sidekick/configs/env.toml b/sidekick/configs/env.toml index a4019c8..2289673 100644 --- a/sidekick/configs/env.toml +++ b/sidekick/configs/env.toml @@ -1,6 +1,7 @@ [MODEL_INFO] OPENAI_API_KEY = "" # Needed only for openAI models MODEL_NAME = "h2ogpt-sql" # Others: e.g. gpt-4, gpt-4-32k, text-davinci-003 +QUANT_TYPE = '4bit' [LOCAL_DB_CONFIG] HOST_NAME = "localhost" @@ -10,7 +11,7 @@ DB_NAME = "querydb" PORT = "5432" [LOGGING] -LOG-LEVEL = "INFO" +LOG-LEVEL = "DEBUG" [DB-DIALECT] DB_TYPE = "sqlite" diff --git a/sidekick/prompter.py b/sidekick/prompter.py index e926897..93dcc8b 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,3 +1,4 @@ +import gc import json import os from pathlib import Path @@ -5,6 +6,7 @@ import click import openai import toml +import torch from colorama import Back as B from colorama import Fore as F from colorama import Style @@ -156,8 +158,7 @@ def db_setup_api( """Creates context for the new Database""" click.echo(f" Information supplied:\n {db_name}, {hostname}, {user_name}, {password}, {port}") try: - res = None - err = None + res = err = None env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] = hostname env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] = user_name env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] = password @@ -373,140 +374,153 @@ def query_api( f.close() openai.api_key = api_key - # Set context - logger.info("Setting context...") - logger.info(f"Question: {question}") - # Get updated info from env.toml - host_name = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] - user_name = env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] - passwd = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] - db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] - - if db_dialect == "sqlite": - db_url = f"sqlite:///{base_path}/db/sqlite/{db_name}.db" - else: - db_url = f"{db_dialect}+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( - user_name, passwd, host_name, db_name - ) - - if table_info_path is None: - table_info_path = _get_table_info(path) + try: + # Set context + logger.info("Setting context...") + logger.info(f"Question: {question}") + # Get updated info from env.toml + host_name = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] + user_name = env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] + passwd = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] + db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] + + if db_dialect == "sqlite": + db_url = f"sqlite:///{base_path}/db/sqlite/{db_name}.db" + else: + db_url = f"{db_dialect}+psycopg2://{user_name}:{passwd}@{host_name}/{db_name}".format( + user_name, passwd, host_name, db_name + ) - sql_g = SQLGenerator( - db_url, - api_key, - job_path=base_path, - data_input_path=table_info_path, - sample_queries_path=sample_queries_path, - regenerate=is_regenerate, - ) - if "h2ogpt-sql" not in model_name: - sql_g._tasks = sql_g.generate_tasks(table_names, question) - results.extend(["List of Actions Generated: \n", sql_g._tasks, "\n"]) - click.echo(sql_g._tasks) - - updated_tasks = None - if sql_g._tasks is not None and is_command: - edit_val = click.prompt("Would you like to edit the tasks? (y/n)") - if edit_val.lower() == "y": - updated_tasks = click.edit(sql_g._tasks) - click.echo(f"Tasks:\n {updated_tasks}") - else: - click.echo("Skipping edit...") - if updated_tasks is not None: - sql_g._tasks = updated_tasks + if table_info_path is None: + table_info_path = _get_table_info(path) - res, alt_res = sql_g.generate_sql( - table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate - ) - logger.info(f"Input query: {question}") - logger.info(f"Generated response:\n\n{res}") - - if res is not None: - updated_sql = None - res_val = "e" - if is_command: - while res_val.lower() in ["e", "edit", "r", "regenerate"]: - res_val = click.prompt( - "Would you like to 'edit' or 'regenerate' the SQL? Use 'e' to edit or 'r' to regenerate. " - "To skip, enter 's' or 'skip'" - ) - if res_val.lower() == "e" or res_val.lower() == "edit": - updated_sql = click.edit(res) - click.echo(f"Updated SQL:\n {updated_sql}") - elif res_val.lower() == "r" or res_val.lower() == "regenerate": - click.echo("Attempting to regenerate...") - res, alt_res = sql_g.generate_sql( - table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate + sql_g = SQLGenerator( + db_url, + api_key, + job_path=base_path, + data_input_path=table_info_path, + sample_queries_path=sample_queries_path, + is_regenerate = is_regenerate + ) + if "h2ogpt-sql" not in model_name: + sql_g._tasks = sql_g.generate_tasks(table_names, question) + results.extend(["List of Actions Generated: \n", sql_g._tasks, "\n"]) + click.echo(sql_g._tasks) + + updated_tasks = None + if sql_g._tasks is not None and is_command: + edit_val = click.prompt("Would you like to edit the tasks? (y/n)") + if edit_val.lower() == "y": + updated_tasks = click.edit(sql_g._tasks) + click.echo(f"Tasks:\n {updated_tasks}") + else: + click.echo("Skipping edit...") + if updated_tasks is not None: + sql_g._tasks = updated_tasks + alt_res = None + res, alt_res = sql_g.generate_sql( + table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate + ) + logger.info(f"Input query: {question}") + logger.info(f"Generated response:\n\n{res}") + + if res is not None: + updated_sql = None + res_val = "e" + if is_command: + while res_val.lower() in ["e", "edit", "r", "regenerate"]: + res_val = click.prompt( + "Would you like to 'edit' or 'regenerate' the SQL? Use 'e' to edit or 'r' to regenerate. " + "To skip, enter 's' or 'skip'" + ) + if res_val.lower() == "e" or res_val.lower() == "edit": + updated_sql = click.edit(res) + click.echo(f"Updated SQL:\n {updated_sql}") + elif res_val.lower() == "r" or res_val.lower() == "regenerate": + click.echo("Attempting to regenerate...") + res, alt_res = sql_g.generate_sql( + table_names, + question, + model_name=model_name, + _dialect=db_dialect, + is_regenerate=is_regenerate, + ) + logger.info(f"Input query: {question}") + logger.info(f"Generated response:\n\n{res}") + + results.extend(["**Generated Query:**\n", res, "\n"]) + logger.info(f"Alternate responses:\n\n{alt_res}") + + exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") if is_command else "y" + if exe_sql.lower() == "y" or exe_sql.lower() == "yes": + # For the time being, the default option is Pandas, but the user can be asked to select Database or pandas DF later. + q_res = None + option = "DB" # or DB + _val = updated_sql if updated_sql else res + if option == "DB": + hostname = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] + user_name = env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] + password = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] + port = env_settings["LOCAL_DB_CONFIG"]["PORT"] + db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] + + db_obj = DBConfig( + db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect ) - logger.info(f"Input query: {question}") - logger.info(f"Generated response:\n\n{res}") - - results.extend(["**Generated Query:**\n", res, "\n"]) - logger.info(f"Alternate responses:\n\n{alt_res}") - - exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") if is_command else "y" - if exe_sql.lower() == "y" or exe_sql.lower() == "yes": - # For the time being, the default option is Pandas, but the user can be asked to select Database or pandas DF later. - q_res = None - option = "DB" # or DB - _val = updated_sql if updated_sql else res - if option == "DB": - hostname = env_settings["LOCAL_DB_CONFIG"]["HOST_NAME"] - user_name = env_settings["LOCAL_DB_CONFIG"]["USER_NAME"] - password = env_settings["LOCAL_DB_CONFIG"]["PASSWORD"] - port = env_settings["LOCAL_DB_CONFIG"]["PORT"] - db_name = env_settings["LOCAL_DB_CONFIG"]["DB_NAME"] - - db_obj = DBConfig(db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect) - - q_res, err = db_obj.execute_query_db(query=_val) - - elif option == "pandas": - tables = extract_table_names(_val) - tables_path = dict() - if Path(f"{path}/table_context.json").exists(): - f = open(f"{path}/table_context.json", "r") - table_metadata = json.load(f) - for table in tables: - # Check if the local table_path exists in the cache - if table not in table_metadata["data_table_map"].keys(): - val = enter_file_path(table) - if not os.path.isfile(val): - click.echo("In-correct Path. Please enter again! Yes(y) or no(n)") + + q_res, err = db_obj.execute_query_db(query=_val) + + elif option == "pandas": + tables = extract_table_names(_val) + tables_path = dict() + if Path(f"{path}/table_context.json").exists(): + f = open(f"{path}/table_context.json", "r") + table_metadata = json.load(f) + for table in tables: + # Check if the local table_path exists in the cache + if table not in table_metadata["data_table_map"].keys(): + val = enter_file_path(table) + if not os.path.isfile(val): + click.echo("In-correct Path. Please enter again! Yes(y) or no(n)") + else: + tables_path[table] = val + table_metadata["data_table_map"][table] = val + break else: - tables_path[table] = val - table_metadata["data_table_map"][table] = val - break - else: - tables_path[table] = table_metadata["data_table_map"][table] - assert len(tables) == len(tables_path) - with open(f"{path}/table_context.json", "w") as outfile: - json.dump(table_metadata, outfile, indent=4, sort_keys=False) - try: - q_res = execute_query_pd(query=_val, tables_path=tables_path, n_rows=100) + tables_path[table] = table_metadata["data_table_map"][table] + assert len(tables) == len(tables_path) + with open(f"{path}/table_context.json", "w") as outfile: + json.dump(table_metadata, outfile, indent=4, sort_keys=False) + try: + q_res = execute_query_pd(query=_val, tables_path=tables_path, n_rows=100) + click.echo(f"The query results are:\n {q_res}") + except sqldf.PandaSQLException as e: + logger.error(f"Error in executing the query: {e}") + click.echo("Error in executing the query. Validate generated SQL and try again.") + click.echo("No result to display.") + + results.append("**Query Results:** \n") + if q_res: click.echo(f"The query results are:\n {q_res}") - except sqldf.PandaSQLException as e: - logger.error(f"Error in executing the query: {e}") - click.echo("Error in executing the query. Validate generated SQL and try again.") - click.echo("No result to display.") - - results.append("**Query Results:** \n") - if q_res: - click.echo(f"The query results are:\n {q_res}") - results.extend([str(q_res), "\n"]) + results.extend([str(q_res), "\n"]) + else: + click.echo(f"While executing query:\n {err}") + results.extend([str(err), "\n"]) + + save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") if is_command else "n" + if save_sql.lower() == "y" or save_sql.lower() == "yes": + # Persist for future use + _val = updated_sql if updated_sql else res + save_query(base_path, query=question, response=_val) else: - click.echo(f"While executing query:\n {err}") - results.extend([str(err), "\n"]) - - save_sql = click.prompt("Would you like to save the generated SQL (y/n)?") if is_command else "n" - if save_sql.lower() == "y" or save_sql.lower() == "yes": - # Persist for future use - _val = updated_sql if updated_sql else res - save_query(base_path, query=question, response=_val) - else: - click.echo("Exiting...") - + click.echo("Exiting...") + except (MemoryError, RuntimeError) as e: + logger.error(f"Something went wrong while generating response: {e}") + del sql_g + gc.collect() + torch.cuda.empty_cache() + alt_res, err = None, None + results = ["Something went wrong while generating response. Please try again."] return results, alt_res, err diff --git a/sidekick/query.py b/sidekick/query.py index 41f3582..ebd6c1b 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -1,5 +1,6 @@ import json import os +import gc import random import sys from pathlib import Path @@ -21,7 +22,7 @@ load_embedding_model, read_sample_pairs, remove_duplicates, - offload_state, + is_resource_low, ) from sqlalchemy import create_engine from transformers import AutoModelForCausalLM, AutoTokenizer @@ -39,16 +40,23 @@ def __new__( sample_queries_path: str = "./samples.csv", job_path: str = "./", device: str = "auto", - regenerate: bool = False + is_regenerate: bool = False, ): - offloading = offload_state() - if offloading and regenerate: + offloading = is_resource_low() + if offloading and is_regenerate: + del cls._instance cls._instance = None - logger.info(f"Offloading state : {offloading}") + gc.collect() + torch.cuda.empty_cache() + logger.info(f"Low memory: {offloading}/ Model re-initialization: True") if cls._instance is None: cls._instance = super().__new__(cls) cls._instance.model, cls._instance.tokenizer = load_causal_lm_model( - model_name, cache_path=f"{job_path}/models/", device=device, off_load=offloading + model_name, + cache_path=f"{job_path}/models/", + device=device, + off_load=offloading, + re_generate=is_regenerate, ) model_embed_path = f"{job_path}/models/sentence_transformers" device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device @@ -64,7 +72,7 @@ def __init__( sample_queries_path: str = "./samples.csv", job_path: str = "./", device: str = "cpu", - regenerate: bool = False + is_regenerate: bool = False, ): self.db_url = db_url self.engine = create_engine(db_url) @@ -80,6 +88,7 @@ def __init__( self.content_queries = None def clear(self): + del SQLGenerator._instance SQLGenerator._instance = None def load_column_samples(self, tables: list): @@ -301,17 +310,6 @@ def generate_sql( logger.info("We did the best we could, there might be still be some error:\n") logger.info(f"Realized query so far:\n {res}") else: - if self.model is None: - # Load h2oGPT.NSQL if not initialized self.model is None - # https://github.com/pytorch/pytorch/issues/52291 - offloading = offload_state() - if offloading: - self.clear() - logger.info(f"Offloading state: {offloading}") - self.model, self.tokenizer = load_causal_lm_model( - self.model_name, cache_path=f"{self.path}/models/", device="auto", off_load=offloading - ) - # TODO Update needed for multiple tables columns_w_type = ( self.context_builder.full_context_dict[table_names[0]].split(":")[2].split("and")[0].strip() @@ -439,12 +437,13 @@ def generate_sql( max_new_tokens=300, temperature=0.5, output_scores=True, + do_sample=True, return_dict_in_generate=True, ) generated_tokens = output.sequences[:, input_length:][0] else: - self.model.eval() + logger.info("Regeneration requested on previous query ...") random_seed = random.randint(0, 50) torch.manual_seed(random_seed) random_temperature = round(random.uniform(0.5, 0.75), 2) @@ -452,7 +451,7 @@ def generate_sql( **inputs.to(device_type), max_new_tokens=300, temperature=random_temperature, - top_k=10, + top_k=5, top_p=0.95, num_beams=5, num_beam_groups=5, @@ -489,7 +488,7 @@ def generate_sql( res = "SELECT " + result.strip() + " LIMIT 100;" else: res = "SELECT " + result.strip() + ";" - alt_res = f"Option {idx+1}: (_probability_: {probabilities_scores[idx]})\n{res}" + alt_res = f"Option {idx+1}: (_probability_: {probabilities_scores[idx]})\n{res}\n" alternate_queries.append(alt_res) logger.info(alt_res) diff --git a/sidekick/utils.py b/sidekick/utils.py index 145d501..04dd903 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -15,6 +15,7 @@ from sklearn.metrics.pairwise import cosine_similarity from transformers import AutoModelForCausalLM, AutoTokenizer, AutoConfig from accelerate import init_empty_weights, infer_auto_device_map +from transformers import BitsAndBytesConfig def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -242,63 +243,89 @@ def get_table_keys(file_path: str, table_key: str): return res, data -def offload_state(): +def is_resource_low(): free_in_GB = int(torch.cuda.mem_get_info()[0] / 1024**3) total_memory = int(torch.cuda.get_device_properties(0).total_memory / 1024**3) - logger.info(f"Total Memory: {total_memory}") + logger.info(f"Total Memory: {total_memory}GB") logger.info(f"Free GPU memory: {free_in_GB}GB") off_load = True - if int(free_in_GB) >= int(0.45 * total_memory): + if (int(free_in_GB) - 2) >= int(0.5 * total_memory): off_load = False return off_load def load_causal_lm_model( - model_name: str, cache_path: str, device: str, load_in_8bit: bool = True, off_load: bool = False + model_name: str, + cache_path: str, + device: str, + load_in_8bit: bool = False, + load_in_4bit=True, + off_load: bool = False, + re_generate: bool = False, ): try: # Load h2oGPT.NSQL model device = {"": 0} if torch.cuda.is_available() else "cpu" if device == "auto" else device - free_in_GB = int(torch.cuda.mem_get_info()[0] / 1024**3) total_memory = int(torch.cuda.get_device_properties(0).total_memory / 1024**3) + free_in_GB = int(torch.cuda.mem_get_info()[0] / 1024**3) + logger.info(f"Free GPU memory: {free_in_GB}GB") n_gpus = torch.cuda.device_count() + _load_in_8bit = load_in_8bit # 22GB (Least requirement on GPU) is a magic number for the current model size. - if off_load and total_memory < 22: + if off_load and re_generate and total_memory < 22: + # To prevent the system from crashing in-case memory runs low. # TODO: Performance when offloading to CPU. max_memory = f"{4}GB" max_memory = {i: max_memory for i in range(n_gpus)} - logger.info(f"Max Memory: {max_memory}") - config = AutoConfig.from_pretrained(model_name, cache_dir=cache_path, offload_folder=cache_path) - - model = AutoModelForCausalLM.from_config(config) - device = infer_auto_device_map(model, max_memory=max_memory) - device["lm_head"] = 0 + logger.info(f"Max Memory: {max_memory}, offloading to CPU") + with init_empty_weights(): + config = AutoConfig.from_pretrained(model_name, cache_dir=cache_path, offload_folder=cache_path) + # A blank model with desired config. + model = AutoModelForCausalLM.from_config(config) + device = infer_auto_device_map(model, max_memory=max_memory) + device["lm_head"] = 0 _offload_state_dict = True _llm_int8_enable_fp32_cpu_offload = True + _load_in_8bit = True + load_in_4bit = False else: max_memory = f"{int(free_in_GB)-2}GB" max_memory = {i: max_memory for i in range(n_gpus)} _offload_state_dict = False _llm_int8_enable_fp32_cpu_offload = False - if load_in_8bit: + if _load_in_8bit and _offload_state_dict and not load_in_4bit: _load_in_8bit = False if "cpu" in device else True + logger.debug( + f"Loading in 8 bit mode: {_load_in_8bit} with offloading state: {_llm_int8_enable_fp32_cpu_offload}" + ) + model = AutoModelForCausalLM.from_pretrained( + model_name, + cache_dir=cache_path, + device_map=device, + load_in_8bit=_load_in_8bit, + llm_int8_enable_fp32_cpu_offload=_llm_int8_enable_fp32_cpu_offload, + offload_state_dict=_offload_state_dict, + max_memory=max_memory, + offload_folder=f"{cache_path}/weights/", + ) + else: - _load_in_8bit = False - logger.debug(f"Current device config: {device}") + logger.debug(f"Loading in 4 bit mode: {load_in_4bit} with device {device}") + nf4_config = BitsAndBytesConfig( + load_in_4bit=True, + bnb_4bit_quant_type="nf4", + bnb_4bit_use_double_quant=True, + bnb_4bit_compute_dtype=torch.bfloat16, + ) + + model = AutoModelForCausalLM.from_pretrained( + model_name, cache_dir=cache_path, device_map=device, quantization_config=nf4_config + ) tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir=cache_path, device_map=device) - model = AutoModelForCausalLM.from_pretrained( - model_name, - cache_dir=cache_path, - device_map=device, - load_in_8bit=_load_in_8bit, - llm_int8_enable_fp32_cpu_offload=_offload_state_dict, - offload_state_dict=_llm_int8_enable_fp32_cpu_offload, - max_memory=max_memory, - offload_folder=f"{cache_path}/weights/", - ) + return model, tokenizer except Exception as e: logger.info(f"An error occurred while loading the model: {e}") diff --git a/ui/app.py b/ui/app.py index 24cbac5..f62867e 100644 --- a/ui/app.py +++ b/ui/app.py @@ -1,3 +1,4 @@ +import gc import json import logging from pathlib import Path @@ -5,7 +6,9 @@ import openai import toml +import torch from h2o_wave import Q, app, data, handle_on, main, on, ui +from h2o_wave.core import expando_to_dict from sidekick.prompter import db_setup_api, query_api from sidekick.utils import get_table_keys, setup_dir, update_tables @@ -97,6 +100,7 @@ async def chat(q: Q): box=ui.box("vertical", height="500px"), name="chatbot", data=data(fields="content from_user", t="list", size=-50), + commands=[ui.command(name=f"regenerate_event", icon="RepeatAll", caption="Regenerate", label="Regenerate")], ), ) @@ -117,46 +121,53 @@ async def chatbot(q: Q): question = f"{q.args.chatbot}" logging.info(f"Question: {question}") - if q.args.chatbot.lower() == "db setup": - llm_response, err = db_setup_api( - db_name=q.user.db_name, - hostname=q.user.host_name, - user_name=q.user.user_name, - password=q.user.password, - port=q.user.port, - table_info_path=q.user.table_info_path, - table_samples_path=q.user.table_samples_path, - table_name=q.user.table_name, - ) - elif q.args.chatbot.lower() == "regenerate": - if q.client.query is not None and q.client.query.strip() != "": - llm_response, alt_response, err = query_api( - question=q.client.query, - sample_queries_path=q.user.sample_qna_path, + try: + if q.args.chatbot.lower() == "db setup": + llm_response, err = db_setup_api( + db_name=q.user.db_name, + hostname=q.user.host_name, + user_name=q.user.user_name, + password=q.user.password, + port=q.user.port, table_info_path=q.user.table_info_path, + table_samples_path=q.user.table_samples_path, table_name=q.user.table_name, - is_regenerate=True, ) - response = "\n".join(llm_response) - if alt_response: - llm_response = response + "\n\n" + "**Alternate options:**\n" + "\n".join(alt_response) - logging.info(f"Regenerate response: {llm_response}") + elif q.args.chatbot.lower() == "regenerate" or q.args.regenerate_event: + # Attempts to regenerate response on the last supplie query + if q.client.query is not None and q.client.query.strip() != "": + llm_response, alt_response, err = query_api( + question=q.client.query, + sample_queries_path=q.user.sample_qna_path, + table_info_path=q.user.table_info_path, + table_name=q.user.table_name, + is_regenerate=True, + ) + response = "\n".join(llm_response) + if alt_response: + llm_response = response + "\n\n" + "**Alternate options:**\n" + "\n".join(alt_response) + logging.info(f"Regenerate response: {llm_response}") + else: + llm_response = response else: - llm_response = response + llm_response, err = ( + "Sure, I can generate a new response for you. However, in order to assist you " + "effectively could you please provide me with your question?" + ), None else: - llm_response, err = ( - "Sure, I can generate a new response for you. However, in order to assist you " - "effectively could you please provide me with your question?" - ), None - else: - q.client.query = question - llm_response, alt_response, err = query_api( - question=question, - sample_queries_path=q.user.sample_qna_path, - table_info_path=q.user.table_info_path, - table_name=q.user.table_name, - ) - llm_response = "\n".join(llm_response) + q.client.query = question + llm_response, alt_response, err = query_api( + question=question, + sample_queries_path=q.user.sample_qna_path, + table_info_path=q.user.table_info_path, + table_name=q.user.table_name, + ) + llm_response = "\n".join(llm_response) + except (MemoryError, RuntimeError) as e: + logging.error(f"Something went wrong while generating response: {e}") + gc.collect() + torch.cuda.empty_cache() + llm_response = "Something went wrong, try executing the query again!" q.page["chat_card"].data += [llm_response, False] @@ -393,7 +404,22 @@ async def init(q: Q) -> None: def on_shutdown(): - logging.debug("App stopped. Goodbye!") + logging.info("App stopped. Goodbye!") + + +async def on_event(q: Q): + event_handled = False + logging.info(f"Event handled ... ") + args_dict = expando_to_dict(q.args) + logging.debug(f"Args dict {args_dict}") + if q.args.regenerate_event: + q.args.chatbot = "regenerate" + await chatbot(q) + event_handled = True + else: # default chatbot event + await handle_on(q) + event_handled = True + return event_handled @app("/", on_shutdown=on_shutdown) @@ -406,5 +432,6 @@ async def serve(q: Q): q.client.initialized = True # Handle routing. - await handle_on(q) - await q.page.save() + if await on_event(q): + await q.page.save() + return From 3ba31f0f3a988b44e9990ddc13bb37a303175ba4 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 5 Sep 2023 17:43:18 -0700 Subject: [PATCH 102/135] Added support for faster n exhaustive regeneration #4 --- about.md | 2 +- app.toml | 2 +- sidekick/prompter.py | 14 +++++------- sidekick/query.py | 51 +++++++++++++++++++++++++++++++------------- sidekick/utils.py | 8 +++---- ui/app.py | 41 ++++++++++++++++++++++++++++++----- 6 files changed, 83 insertions(+), 35 deletions(-) diff --git a/about.md b/about.md index fc7428f..1b81978 100644 --- a/about.md +++ b/about.md @@ -4,7 +4,7 @@ **Actively Being Maintained:** Yes (Demo release: _In active RnD_) -**Last Updated:** August, 2023 +**Last Updated:** September, 2023 **Allows uploading and using new model and data:** Yes diff --git a/app.toml b/app.toml index b336d39..e695451 100644 --- a/app.toml +++ b/app.toml @@ -4,7 +4,7 @@ title = "SQL-Sidekick" description = "QnA with tabular data using NLI" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] -Version = "0.0.6" +Version = "0.0.7" [Runtime] MemoryLimit = "64Gi" diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 93dcc8b..bb08695 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -321,6 +321,7 @@ def query_api( sample_queries_path: str, table_name: str, is_regenerate: bool = False, + is_regen_with_options: bool = False, is_command: bool = False, ): """Asks question and returns SQL.""" @@ -400,7 +401,8 @@ def query_api( job_path=base_path, data_input_path=table_info_path, sample_queries_path=sample_queries_path, - is_regenerate = is_regenerate + is_regenerate_with_options=is_regen_with_options, + is_regenerate=is_regenerate, ) if "h2ogpt-sql" not in model_name: sql_g._tasks = sql_g.generate_tasks(table_names, question) @@ -418,9 +420,7 @@ def query_api( if updated_tasks is not None: sql_g._tasks = updated_tasks alt_res = None - res, alt_res = sql_g.generate_sql( - table_names, question, model_name=model_name, _dialect=db_dialect, is_regenerate=is_regenerate - ) + res, alt_res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -439,11 +439,7 @@ def query_api( elif res_val.lower() == "r" or res_val.lower() == "regenerate": click.echo("Attempting to regenerate...") res, alt_res = sql_g.generate_sql( - table_names, - question, - model_name=model_name, - _dialect=db_dialect, - is_regenerate=is_regenerate, + table_names, question, model_name=model_name, _dialect=db_dialect ) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") diff --git a/sidekick/query.py b/sidekick/query.py index ebd6c1b..c67f5ee 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -1,6 +1,6 @@ +import gc import json import os -import gc import random import sys from pathlib import Path @@ -18,14 +18,13 @@ from sidekick.utils import ( _check_file_info, filter_samples, + is_resource_low, load_causal_lm_model, load_embedding_model, read_sample_pairs, remove_duplicates, - is_resource_low, ) from sqlalchemy import create_engine -from transformers import AutoModelForCausalLM, AutoTokenizer class SQLGenerator: @@ -41,6 +40,7 @@ def __new__( job_path: str = "./", device: str = "auto", is_regenerate: bool = False, + is_regenerate_with_options: bool = False, ): offloading = is_resource_low() if offloading and is_regenerate: @@ -73,6 +73,7 @@ def __init__( job_path: str = "./", device: str = "cpu", is_regenerate: bool = False, + is_regenerate_with_options: bool = False, ): self.db_url = db_url self.engine = create_engine(db_url) @@ -86,6 +87,9 @@ def __init__( self.model_name = model_name self.openai_key = openai_key self.content_queries = None + self.is_regenerate_with_options = is_regenerate_with_options + self.is_regenerate = is_regenerate + self.device = device def clear(self): del SQLGenerator._instance @@ -252,12 +256,7 @@ def generate_tasks(self, table_names: list, input_question: str): raise se def generate_sql( - self, - table_names: list, - input_question: str, - _dialect: str = "sqlite", - model_name: str = "h2ogpt-sql", - is_regenerate: bool = False, + self, table_names: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql" ): context_file = f"{self.path}/var/lib/tmp/data/context.json" additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} @@ -361,8 +360,8 @@ def generate_sql( logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") # If QnA pairs > 5, we keep top 5 for focused context _samples = filtered_context - if len(filtered_context) > 3: - _samples = filtered_context[0:3][::-1] + if len(filtered_context) > 5: + _samples = filtered_context[0:5][::-1] qna_samples = "\n".join(_samples) @@ -431,7 +430,8 @@ def generate_sql( device_type = "cuda" if torch.cuda.is_available() else "cpu" alternate_queries = [] - if not is_regenerate: + if not self.is_regenerate_with_options and not self.is_regenerate: + # Greedy decoding output = self.model.generate( **inputs.to(device_type), max_new_tokens=300, @@ -442,17 +442,37 @@ def generate_sql( ) generated_tokens = output.sequences[:, input_length:][0] - else: + elif self.is_regenerate and not self.is_regenerate_with_options: + # throttle temperature for different result logger.info("Regeneration requested on previous query ...") random_seed = random.randint(0, 50) torch.manual_seed(random_seed) - random_temperature = round(random.uniform(0.5, 0.75), 2) + possible_temp_choice = [0.1, 0.2, 0.3, 0.6, 0.75, 0.9] + random_temperature = np.random.choice(possible_temp_choice, 1)[0] + logger.debug(f"Selected temperature for fast regeneration : {random_temperature}") + output = self.model.generate( + **inputs.to(device_type), + max_new_tokens=300, + temperature=random_temperature, + output_scores=True, + do_sample=True, + return_dict_in_generate=True, + ) + generated_tokens = output.sequences[:, input_length:][0] + else: + logger.info("Regeneration with options requested on previous query ...") + # Diverse beam search decoding to explore more options + random_seed = random.randint(0, 50) + torch.manual_seed(random_seed) + possible_temp_choice = [0.1, 0.3, 0.5, 0.6, 0.75] + random_temperature = np.random.choice(possible_temp_choice, 1)[0] + logger.debug(f"Selected temperature for diverse beam search: {random_temperature}") output_re = self.model.generate( **inputs.to(device_type), max_new_tokens=300, temperature=random_temperature, top_k=5, - top_p=0.95, + top_p=0.9, num_beams=5, num_beam_groups=5, num_return_sequences=5, @@ -465,6 +485,7 @@ def generate_sql( transition_scores = self.model.compute_transition_scores( output_re.sequences, output_re.scores, output_re.beam_indices, normalize_logits=False ) + # Create a boolean tensor where elements are True if the corresponding element in transition_scores is less than 0 mask = transition_scores < 0 # Sum the True values along axis 1 diff --git a/sidekick/utils.py b/sidekick/utils.py index 04dd903..a5416de 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -8,14 +8,14 @@ import numpy as np import pandas as pd import torch +from accelerate import infer_auto_device_map, init_empty_weights from InstructorEmbedding import INSTRUCTOR from pandasql import sqldf from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity -from transformers import AutoModelForCausalLM, AutoTokenizer, AutoConfig -from accelerate import init_empty_weights, infer_auto_device_map -from transformers import BitsAndBytesConfig +from transformers import (AutoConfig, AutoModelForCausalLM, AutoTokenizer, + BitsAndBytesConfig) def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -324,7 +324,7 @@ def load_causal_lm_model( model_name, cache_dir=cache_path, device_map=device, quantization_config=nf4_config ) - tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir=cache_path, device_map=device) + tokenizer = AutoTokenizer.from_pretrained(model_name, cache_dir=cache_path, device_map=device, use_fast=True) return model, tokenizer except Exception as e: diff --git a/ui/app.py b/ui/app.py index f62867e..cf88896 100644 --- a/ui/app.py +++ b/ui/app.py @@ -72,7 +72,7 @@ async def chat(q: Q): table_names = [] tables, _ = get_table_keys(f"{tmp_path}/data/tables.json", None) for table in tables: - table_names.append(ui.choice(table, f"Table: {table}")) + table_names.append(ui.choice(table, f"{table}")) add_card(q, "background_card", ui.form_card(box="horizontal", items=[ui.text("Ask your questions:")])) @@ -100,7 +100,15 @@ async def chat(q: Q): box=ui.box("vertical", height="500px"), name="chatbot", data=data(fields="content from_user", t="list", size=-50), - commands=[ui.command(name=f"regenerate_event", icon="RepeatAll", caption="Regenerate", label="Regenerate")], + commands=[ + ui.command(name=f"regenerate", icon="RepeatOne", caption="Attempts regeneration", label="Regenerate"), + ui.command( + name=f"regenerate_with_options", + icon="RepeatAll", + caption="Regenerates with options", + label="Try Harder", + ), + ], ), ) @@ -121,6 +129,10 @@ async def chatbot(q: Q): question = f"{q.args.chatbot}" logging.info(f"Question: {question}") + # For regeneration, currently there are 2 modes + # 1. Quick fast approach by throttling the temperature + # 2. "Try harder mode (THM)" Slow approach by using the diverse beam search + try: if q.args.chatbot.lower() == "db setup": llm_response, err = db_setup_api( @@ -133,8 +145,9 @@ async def chatbot(q: Q): table_samples_path=q.user.table_samples_path, table_name=q.user.table_name, ) - elif q.args.chatbot.lower() == "regenerate" or q.args.regenerate_event: - # Attempts to regenerate response on the last supplie query + elif q.args.chatbot.lower() == "regenerate" or q.args.regenerate: + # Attempts to regenerate response on the last supplied query + logging.info(f"Attempt for regeneration") if q.client.query is not None and q.client.query.strip() != "": llm_response, alt_response, err = query_api( question=q.client.query, @@ -142,6 +155,20 @@ async def chatbot(q: Q): table_info_path=q.user.table_info_path, table_name=q.user.table_name, is_regenerate=True, + is_regen_with_options=False, + ) + llm_response = "\n".join(llm_response) + elif q.args.chatbot.lower() == "try harder" or q.args.regenerate_with_options: + # Attempts to regenerate response on the last supplied query + logging.info(f"Attempt for regeneration with options.") + if q.client.query is not None and q.client.query.strip() != "": + llm_response, alt_response, err = query_api( + question=q.client.query, + sample_queries_path=q.user.sample_qna_path, + table_info_path=q.user.table_info_path, + table_name=q.user.table_name, + is_regenerate=False, + is_regen_with_options=True, ) response = "\n".join(llm_response) if alt_response: @@ -412,8 +439,12 @@ async def on_event(q: Q): logging.info(f"Event handled ... ") args_dict = expando_to_dict(q.args) logging.debug(f"Args dict {args_dict}") - if q.args.regenerate_event: + if q.args.regenerate_with_options: + q.args.chatbot = "try harder" + elif q.args.regenerate: q.args.chatbot = "regenerate" + + if q.args.regenerate_with_options or q.args.regenerate: await chatbot(q) event_handled = True else: # default chatbot event From 468930756dd2190e8c494941b4c642ad102f8453 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 7 Sep 2023 11:04:13 -0700 Subject: [PATCH 103/135] Make additional options layout more visible --- app.toml | 2 +- ui/app.py | 56 ++++++++++++++++++++++++++++++++++++++++++------------- 2 files changed, 44 insertions(+), 14 deletions(-) diff --git a/app.toml b/app.toml index e695451..14a2e25 100644 --- a/app.toml +++ b/app.toml @@ -1,7 +1,7 @@ [App] name = "ai.h2o.wave.sql-sidekick" title = "SQL-Sidekick" -description = "QnA with tabular data using NLI" +description = "QnA with tabular data using NLQ" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] Version = "0.0.7" diff --git a/ui/app.py b/ui/app.py index cf88896..f34eb48 100644 --- a/ui/app.py +++ b/ui/app.py @@ -100,14 +100,39 @@ async def chat(q: Q): box=ui.box("vertical", height="500px"), name="chatbot", data=data(fields="content from_user", t="list", size=-50), - commands=[ - ui.command(name=f"regenerate", icon="RepeatOne", caption="Attempts regeneration", label="Regenerate"), - ui.command( - name=f"regenerate_with_options", - icon="RepeatAll", - caption="Regenerates with options", - label="Try Harder", - ), + ), + ) + add_card( + q, + "additional_actions", + ui.form_card( + box=ui.box("vertical", height="100px"), + items=[ + ui.buttons( + [ + ui.button( + name="regenerate", + icon="RepeatOne", + caption="Attempts regeneration", + label="Regenerate", + primary=True, + ), + ui.button( + name="regenerate_with_options", + icon="RepeatAll", + caption="Regenerates with options", + label="Try Harder", + ), + ui.button( + name="regenerate_with_options", + caption="Saves the conversation for future reference/to improve response", + label="Save", + icon="Save", + disabled=True, + ), + ], + justify="center", + ) ], ), ) @@ -132,7 +157,7 @@ async def chatbot(q: Q): # For regeneration, currently there are 2 modes # 1. Quick fast approach by throttling the temperature # 2. "Try harder mode (THM)" Slow approach by using the diverse beam search - + llm_response = None try: if q.args.chatbot.lower() == "db setup": llm_response, err = db_setup_api( @@ -158,6 +183,11 @@ async def chatbot(q: Q): is_regen_with_options=False, ) llm_response = "\n".join(llm_response) + else: + llm_response = ( + "Sure, I can generate a new response for you. " + "However, in order to assist you effectively could you please provide me with your question?" + ) elif q.args.chatbot.lower() == "try harder" or q.args.regenerate_with_options: # Attempts to regenerate response on the last supplied query logging.info(f"Attempt for regeneration with options.") @@ -177,10 +207,10 @@ async def chatbot(q: Q): else: llm_response = response else: - llm_response, err = ( - "Sure, I can generate a new response for you. However, in order to assist you " - "effectively could you please provide me with your question?" - ), None + llm_response = ( + "Sure, I can generate a new response for you. " + "However, in order to assist you effectively could you please provide me with your question?" + ) else: q.client.query = question llm_response, alt_response, err = query_api( From b23cab3ea9c19307df887baac50e0b4917e9718e Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 7 Sep 2023 15:56:04 -0700 Subject: [PATCH 104/135] Update to SQLGenerator initialization --- sidekick/query.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index c67f5ee..e9e32e6 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -43,7 +43,7 @@ def __new__( is_regenerate_with_options: bool = False, ): offloading = is_resource_low() - if offloading and is_regenerate: + if offloading and is_regenerate_with_options: del cls._instance cls._instance = None gc.collect() @@ -56,7 +56,7 @@ def __new__( cache_path=f"{job_path}/models/", device=device, off_load=offloading, - re_generate=is_regenerate, + re_generate=is_regenerate_with_options, ) model_embed_path = f"{job_path}/models/sentence_transformers" device = "cuda" if torch.cuda.is_available() else "cpu" if device == "auto" else device From e79a59c8be2b0ade68c62116256fe2cabb3d6bc5 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Fri, 8 Sep 2023 01:08:38 -0700 Subject: [PATCH 105/135] Enable ability to save conversation for future --- sidekick/utils.py | 5 ++++- ui/app.py | 18 ++++++++++++++---- 2 files changed, 18 insertions(+), 5 deletions(-) diff --git a/sidekick/utils.py b/sidekick/utils.py index a5416de..604f389 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -119,7 +119,10 @@ def remove_duplicates( def save_query(output_path: str, query, response, extracted_entity: Optional[dict] = ""): - chat_history = {"Query": query, "Answer": response, "Entity": extracted_entity} + _response = response + if response and "Generated Query".lower() in response.lower(): + _response = response.split("**Generated Query:**")[1].split("**Query Results:**")[0].strip() + chat_history = {"Query": query, "Answer": _response, "Entity": extracted_entity} with open(f"{output_path}/var/lib/tmp/data/history.jsonl", "a") as outfile: json.dump(chat_history, outfile) diff --git a/ui/app.py b/ui/app.py index f34eb48..10cd5c3 100644 --- a/ui/app.py +++ b/ui/app.py @@ -10,7 +10,7 @@ from h2o_wave import Q, app, data, handle_on, main, on, ui from h2o_wave.core import expando_to_dict from sidekick.prompter import db_setup_api, query_api -from sidekick.utils import get_table_keys, setup_dir, update_tables +from sidekick.utils import get_table_keys, save_query, setup_dir, update_tables # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -124,11 +124,10 @@ async def chat(q: Q): label="Try Harder", ), ui.button( - name="regenerate_with_options", + name="save_conversation", caption="Saves the conversation for future reference/to improve response", label="Save", icon="Save", - disabled=True, ), ], justify="center", @@ -225,7 +224,7 @@ async def chatbot(q: Q): gc.collect() torch.cuda.empty_cache() llm_response = "Something went wrong, try executing the query again!" - + q.client.llm_response = llm_response q.page["chat_card"].data += [llm_response, False] @@ -477,6 +476,17 @@ async def on_event(q: Q): if q.args.regenerate_with_options or q.args.regenerate: await chatbot(q) event_handled = True + if q.args.save_conversation: + question = q.client.query + _val = q.client.llm_response + if question is not None and _val is not None and _val.strip() != "": + logging.info(f"Saving conversation for question: {question} and response: {_val}") + save_query(base_path, query=question, response=_val) + _msg = "Conversation saved successfully!" + else: + _msg = "Sorry, try generating a conversation to save." + q.page["chat_card"].data += [_msg, False] + event_handled = True else: # default chatbot event await handle_on(q) event_handled = True From 30d398e2eb88423a059884c162fb21d061a0ea33 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 11 Sep 2023 01:26:30 -0700 Subject: [PATCH 106/135] Fix edge case for regeneration/save --- app.toml | 2 +- ui/app.py | 20 ++++++++++---------- 2 files changed, 11 insertions(+), 11 deletions(-) diff --git a/app.toml b/app.toml index 14a2e25..bb01586 100644 --- a/app.toml +++ b/app.toml @@ -4,7 +4,7 @@ title = "SQL-Sidekick" description = "QnA with tabular data using NLQ" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] -Version = "0.0.7" +Version = "0.0.8" [Runtime] MemoryLimit = "64Gi" diff --git a/ui/app.py b/ui/app.py index 10cd5c3..11c4249 100644 --- a/ui/app.py +++ b/ui/app.py @@ -106,7 +106,7 @@ async def chat(q: Q): q, "additional_actions", ui.form_card( - box=ui.box("vertical", height="100px"), + box=ui.box("vertical", height="120px"), items=[ ui.buttons( [ @@ -140,7 +140,6 @@ async def chat(q: Q): @on("chatbot") async def chatbot(q: Q): q.page["sidebar"].value = "#chat" - # clear_cards(q) # When routing, drop all the cards except of the main ones (header, sidebar, meta). # Append user message. q.page["chat_card"].data += [q.args.chatbot, True] @@ -158,7 +157,7 @@ async def chatbot(q: Q): # 2. "Try harder mode (THM)" Slow approach by using the diverse beam search llm_response = None try: - if q.args.chatbot.lower() == "db setup": + if q.args.chatbot and q.args.chatbot.lower() == "db setup": llm_response, err = db_setup_api( db_name=q.user.db_name, hostname=q.user.host_name, @@ -169,7 +168,7 @@ async def chatbot(q: Q): table_samples_path=q.user.table_samples_path, table_name=q.user.table_name, ) - elif q.args.chatbot.lower() == "regenerate" or q.args.regenerate: + elif q.args.chatbot and q.args.chatbot.lower() == "regenerate" or q.args.regenerate: # Attempts to regenerate response on the last supplied query logging.info(f"Attempt for regeneration") if q.client.query is not None and q.client.query.strip() != "": @@ -187,7 +186,7 @@ async def chatbot(q: Q): "Sure, I can generate a new response for you. " "However, in order to assist you effectively could you please provide me with your question?" ) - elif q.args.chatbot.lower() == "try harder" or q.args.regenerate_with_options: + elif q.args.chatbot and q.args.chatbot.lower() == "try harder" or q.args.regenerate_with_options: # Attempts to regenerate response on the last supplied query logging.info(f"Attempt for regeneration with options.") if q.client.query is not None and q.client.query.strip() != "": @@ -465,17 +464,13 @@ def on_shutdown(): async def on_event(q: Q): event_handled = False - logging.info(f"Event handled ... ") args_dict = expando_to_dict(q.args) - logging.debug(f"Args dict {args_dict}") + logging.info(f"Args dict {args_dict}") if q.args.regenerate_with_options: q.args.chatbot = "try harder" elif q.args.regenerate: q.args.chatbot = "regenerate" - if q.args.regenerate_with_options or q.args.regenerate: - await chatbot(q) - event_handled = True if q.args.save_conversation: question = q.client.query _val = q.client.llm_response @@ -487,9 +482,13 @@ async def on_event(q: Q): _msg = "Sorry, try generating a conversation to save." q.page["chat_card"].data += [_msg, False] event_handled = True + elif q.args.regenerate or q.args.regenerate_with_options: + await chatbot(q) + event_handled = True else: # default chatbot event await handle_on(q) event_handled = True + logging.info(f"Event handled: {event_handled} ... ") return event_handled @@ -501,6 +500,7 @@ async def serve(q: Q): setup_dir(base_path) await init(q) q.client.initialized = True + logging.info("App initialized.") # Handle routing. if await on_event(q): From 84198452a77de34d65d9f0dec3121321491b46e5 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 12 Sep 2023 10:23:50 -0700 Subject: [PATCH 107/135] Sort result descending order wen showing multiple options --- sidekick/query.py | 27 ++++++++++++++------------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index e9e32e6..d295278 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -11,19 +11,16 @@ import torch import torch.nn.functional as F from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, + NSQL_QUERY_PROMPT, QUERY_PROMPT, + TASK_PROMPT) from sidekick.logger import logger -from sidekick.utils import ( - _check_file_info, - filter_samples, - is_resource_low, - load_causal_lm_model, - load_embedding_model, - read_sample_pairs, - remove_duplicates, -) +from sidekick.utils import (_check_file_info, filter_samples, is_resource_low, + load_causal_lm_model, load_embedding_model, + read_sample_pairs, remove_duplicates) from sqlalchemy import create_engine @@ -497,12 +494,16 @@ def generate_sql( # Converting logit scores to prob scores probabilities_scores = F.softmax(reconstructed_scores, dim=-1) out_idx = torch.argmax(probabilities_scores) + # Final output output = output_re.sequences[out_idx] - generated_tokens = output[input_length:] logger.info(f"Generated options:\n") - for idx, _out in enumerate(output_re.sequences): + prob_sorted_idxs = sorted( + range(len(probabilities_scores)), key=lambda k: probabilities_scores[k], reverse=True + ) + for idx in prob_sorted_idxs: + _out = output_re.sequences[idx] res = self.tokenizer.decode(_out[input_length:], skip_special_tokens=True) result = res.replace("table_name", _table_name) if "LIMIT".lower() not in result.lower(): From 76287acacfc1a6cd9d66f822157e576f90808ebf Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 13 Sep 2023 01:42:58 -0700 Subject: [PATCH 108/135] Adjust prompt #29 --- sidekick/configs/prompt_template.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sidekick/configs/prompt_template.py b/sidekick/configs/prompt_template.py index 731e9d1..f2224bd 100644 --- a/sidekick/configs/prompt_template.py +++ b/sidekick/configs/prompt_template.py @@ -70,7 +70,7 @@ --- Using valid SQLite, answer the following questions with the information for '{table_name}' provided above; for final SQL only use values from the question. +-- Using valid SQLite, answer the following questions with the information for '{table_name}' provided above; for final SQL only use column names from the CREATE TABLE. -- Using reference for TABLES '{table_name}' {context}; {question_txt}? From 5e310c80f64a8949974a6b9d133360b17659fe64 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 13 Sep 2023 01:44:07 -0700 Subject: [PATCH 109/135] Update ability to save QnA pairs #29 --- sidekick/prompter.py | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index bb08695..4c6650c 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -420,7 +420,16 @@ def query_api( if updated_tasks is not None: sql_g._tasks = updated_tasks alt_res = None - res, alt_res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) + if ( + question is not None + and "SELECT" in question + and (question.lower().startswith("question:") or question.lower().startswith("q:")) + ): + _q = question.lower().split("q:")[1].split("r:")[0].strip() + res = question.lower().split("r:")[1].strip() + question = _q + else: + res, alt_res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") @@ -444,7 +453,7 @@ def query_api( logger.info(f"Input query: {question}") logger.info(f"Generated response:\n\n{res}") - results.extend(["**Generated Query:**\n", res, "\n"]) + results.extend([f"**Generated response for question,**\n{question}\n", res, "\n"]) logger.info(f"Alternate responses:\n\n{alt_res}") exe_sql = click.prompt("Would you like to execute the generated SQL (y/n)?") if is_command else "y" @@ -495,7 +504,7 @@ def query_api( click.echo("Error in executing the query. Validate generated SQL and try again.") click.echo("No result to display.") - results.append("**Query Results:** \n") + results.append("**Result:** \n") if q_res: click.echo(f"The query results are:\n {q_res}") results.extend([str(q_res), "\n"]) From e5cc258532667ca2c2166c5f5cbf92f8328cadcd Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 13 Sep 2023 01:52:23 -0700 Subject: [PATCH 110/135] Update workflow to save qna pair #29 --- sidekick/query.py | 26 ++++++++++++++++++++------ ui/app.py | 19 +++++++++++++++---- 2 files changed, 35 insertions(+), 10 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index d295278..467e716 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -316,7 +316,10 @@ def generate_sql( _context = { "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", + "detailed summary": "include min, avg, max", + "summary": "include min, avg, max" } + m_path = f"{self.path}/models/sentence_transformers/" filtered_context = filter_samples( model_obj=self.similarity_model, @@ -370,6 +373,16 @@ def generate_sql( if len(_samples) > 2: # Check for the columns in the QnA samples provided, if exists keep them context_columns = [_c for _c in clmn_names if _c.lower().strip() in qna_samples.lower()] + + # To be safe, when we have more than 2 samples, we check for the column names in the question as well + first_pass = [_c for _c in clmn_names if _c.lower().strip() in input_question.lower().strip()] + _input = input_question.lower().split(" ") + for _c in clmn_names: + for _f in _c.lower().split("_"): + res = _f in _input + if res: + first_pass.append(_c) + context_columns = set(context_columns + first_pass) if len(context_columns) > 0: contextual_data_samples = [ _d @@ -378,6 +391,7 @@ def generate_sql( if _cc.lower() in _d.lower() ] data_samples_list = contextual_data_samples + relevant_columns = context_columns if len(context_columns) > 0 else clmn_names _column_info = ", ".join(relevant_columns) @@ -444,7 +458,7 @@ def generate_sql( logger.info("Regeneration requested on previous query ...") random_seed = random.randint(0, 50) torch.manual_seed(random_seed) - possible_temp_choice = [0.1, 0.2, 0.3, 0.6, 0.75, 0.9] + possible_temp_choice = [0.1, 0.2, 0.3, 0.6, 0.75, 0.9, 1.0] random_temperature = np.random.choice(possible_temp_choice, 1)[0] logger.debug(f"Selected temperature for fast regeneration : {random_temperature}") output = self.model.generate( @@ -461,7 +475,7 @@ def generate_sql( # Diverse beam search decoding to explore more options random_seed = random.randint(0, 50) torch.manual_seed(random_seed) - possible_temp_choice = [0.1, 0.3, 0.5, 0.6, 0.75] + possible_temp_choice = [0.1, 0.3, 0.5, 0.6, 0.75, 0.9, 1.0] random_temperature = np.random.choice(possible_temp_choice, 1)[0] logger.debug(f"Selected temperature for diverse beam search: {random_temperature}") output_re = self.model.generate( @@ -475,7 +489,7 @@ def generate_sql( num_return_sequences=5, output_scores=True, do_sample=False, - diversity_penalty=1.0, + diversity_penalty=2.0, return_dict_in_generate=True, ) @@ -502,15 +516,15 @@ def generate_sql( prob_sorted_idxs = sorted( range(len(probabilities_scores)), key=lambda k: probabilities_scores[k], reverse=True ) - for idx in prob_sorted_idxs: - _out = output_re.sequences[idx] + for idx, sorted_idx in enumerate(prob_sorted_idxs): + _out = output_re.sequences[sorted_idx] res = self.tokenizer.decode(_out[input_length:], skip_special_tokens=True) result = res.replace("table_name", _table_name) if "LIMIT".lower() not in result.lower(): res = "SELECT " + result.strip() + " LIMIT 100;" else: res = "SELECT " + result.strip() + ";" - alt_res = f"Option {idx+1}: (_probability_: {probabilities_scores[idx]})\n{res}\n" + alt_res = f"Option {idx+1}: (_probability_: {probabilities_scores[sorted_idx]})\n{res}\n" alternate_queries.append(alt_res) logger.info(alt_res) diff --git a/ui/app.py b/ui/app.py index 11c4249..ecba9f7 100644 --- a/ui/app.py +++ b/ui/app.py @@ -212,7 +212,7 @@ async def chatbot(q: Q): else: q.client.query = question llm_response, alt_response, err = query_api( - question=question, + question=q.client.query, sample_queries_path=q.user.sample_qna_path, table_info_path=q.user.table_info_path, table_name=q.user.table_name, @@ -374,7 +374,7 @@ async def submit_table(q: Q): q.user.table_info_path = table_info["schema_info_path"] q.user.table_samples_path = table_info["samples_path"] q.user.sample_qna_path = table_info["samples_qa"] - q.user.table_name = table_key + q.user.table_name = table_key.replace(" ", "_") q.page["select_tables"].table_dropdown.value = table_key else: @@ -471,10 +471,21 @@ async def on_event(q: Q): elif q.args.regenerate: q.args.chatbot = "regenerate" - if q.args.save_conversation: + if q.args.save_conversation or (q.args.chatbot and "save the qna pair:" in q.args.chatbot.lower()): question = q.client.query _val = q.client.llm_response - if question is not None and _val is not None and _val.strip() != "": + # Currently, any manual input by the user is a Question by default + if ( + question is not None + and "SELECT" in question + and (question.lower().startswith("question:") or question.lower().startswith("q:")) + ): + _q = question.lower().split("q:")[1].split("r:")[0].strip() + _r = question.lower().split("r:")[1].strip() + logging.info(f"Saving conversation for question: {_q} and response: {_r}") + save_query(base_path, query=_q, response=_r) + _msg = "Conversation saved successfully!" + elif question is not None and _val is not None and _val.strip() != "": logging.info(f"Saving conversation for question: {question} and response: {_val}") save_query(base_path, query=question, response=_val) _msg = "Conversation saved successfully!" From 5724f066d30c3413211edee1c7b242c80011eee2 Mon Sep 17 00:00:00 2001 From: narasimhard Date: Wed, 13 Sep 2023 16:55:03 -0400 Subject: [PATCH 111/135] Changes to Similarity Model and regenerate option --- sidekick/query.py | 7 ++++++- sidekick/utils.py | 22 ++++++++++++++++------ start.py | 2 +- 3 files changed, 23 insertions(+), 8 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 467e716..84f151d 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -228,7 +228,11 @@ def generate_tasks(self, table_names: list, input_question: str): # Filter closest samples to the input question, threshold = 0.45 filtered_context = ( - filter_samples(input_question, updated_context, m_path, threshold=0.9) + filter_samples(input_question, + updated_context, + m_path, + threshold=0.9, + is_regenerate= True if (self.is_regenerate and not self.is_regenerate_with_options) else False) if len(updated_context) > 1 else updated_context ) @@ -353,6 +357,7 @@ def generate_sql( model_path=m_path, model_obj=self.similarity_model, threshold=0.9, + is_regenerate= True if (self.is_regenerate and not self.is_regenerate_with_options) else False ) if len(context_queries) > 1 else context_queries diff --git a/sidekick/utils.py b/sidekick/utils.py index 604f389..97bada8 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -44,9 +44,9 @@ def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, devic def load_embedding_model(model_path: str, device: str): - model_name_path = glob.glob(f"{model_path}/models--hkunlp--instructor-large/snapshots/*/")[0] + model_name_path = glob.glob(f"{model_path}/models--BAAI--bge-base-en/snapshots/*/")[0] - sentence_model = INSTRUCTOR(model_name_path, cache_folder=model_path, device=device) + sentence_model = SentenceTransformer(model_name_path, cache_folder=model_path, device=device) if "cuda" not in device: # Issue https://github.com/pytorch/pytorch/issues/69364 # # In the initial experimentation, quantized model is generates slightly better results @@ -71,7 +71,7 @@ def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int def filter_samples( - input_q: str, probable_qs: list, model_path: str, model_obj=None, threshold: float = 0.80, device="auto" + input_q: str, probable_qs: list, model_path: str, model_obj=None, threshold: float = 0.80, device="auto", is_regenerate: bool = False ): # Only consider the questions, note: this might change in future. _inq = ("# query: " + input_q).strip().lower() @@ -83,17 +83,27 @@ def filter_samples( logger.debug(f"Probable context: {input_pqs}") embeddings = generate_text_embeddings(model_path, x=input_pqs, model_obj=model_obj, device=_device) res = {} - _scores = [] + _scores = {} for idx, _se in enumerate(embeddings): similarities_score = cosine_similarity( [_se.astype(float).tolist()], [question_embeddings.astype(float).tolist()[0]] ) logger.debug(f"Similarity score for: {input_pqs[idx]}: {similarities_score[0][0]}") + _scores[idx] = similarities_score[0][0] if similarities_score[0][0] > threshold: res[str(probable_qs[idx])] = similarities_score[0][0] - _scores.append(similarities_score[0][0]) - sorted_res = sorted(res.items(), key=lambda x: x[1], reverse=True) + # Get Top N Context Queries if user requested to regenerate regardless of scores + if len(res) == 0 and is_regenerate and len(_scores) > 0: + top_n = min(len(_scores), 2) + sorted_res = dict() + sorted_scores = sorted(_scores, key=_scores.get, reverse=True) + top_idxs = sorted_scores[:top_n] + for idx in top_idxs: + sorted_res[str(probable_qs[idx])] = similarities_score[0][0] + else: + sorted_res = sorted(res.items(), key=lambda x: x[1], reverse=True) + logger.debug(f"Sorted context: {sorted_res}") return list(dict(sorted_res).keys()) diff --git a/start.py b/start.py index ffe4c54..b80d5f1 100644 --- a/start.py +++ b/start.py @@ -10,7 +10,7 @@ base_path = (Path(__file__).parent).resolve() snapshot_download(repo_id="NumbersStation/nsql-llama-2-7B", cache_dir=f"{base_path}/models/") logging.info(f"Download embedding model...") -snapshot_download(repo_id="hkunlp/instructor-large", cache_dir=f"{base_path}/models/sentence_transformers/") +snapshot_download(repo_id="BAAI/bge-base-en", cache_dir=f"{base_path}/models/sentence_transformers/") logging.info("Starting SQL-Sidekick.") DAEMON_PATH = "./.sidekickvenv/bin/uvicorn" if os.path.isdir("./.sidekickvenv/bin/") else "/resources/venv/bin/uvicorn" From 51e2827f797823a674183e788ca65196885b130c Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 18 Sep 2023 14:25:55 -0700 Subject: [PATCH 112/135] Fix save format issue #29 --- sidekick/utils.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/sidekick/utils.py b/sidekick/utils.py index 604f389..5f073a4 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -14,8 +14,7 @@ from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity -from transformers import (AutoConfig, AutoModelForCausalLM, AutoTokenizer, - BitsAndBytesConfig) +from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -120,8 +119,9 @@ def remove_duplicates( def save_query(output_path: str, query, response, extracted_entity: Optional[dict] = ""): _response = response - if response and "Generated Query".lower() in response.lower(): - _response = response.split("**Generated Query:**")[1].split("**Query Results:**")[0].strip() + # Probably need to find a better way to extra the info rather than depending on key phrases + if response and "Generated response for question,".lower() in response.lower(): + _response = response.split("**Generated response for question,**")[1].split("\n")[3].strip() chat_history = {"Query": query, "Answer": _response, "Entity": extracted_entity} with open(f"{output_path}/var/lib/tmp/data/history.jsonl", "a") as outfile: From b130fe8c6d5ec5ab92f8e71d7110494aaafaf99c Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 19 Sep 2023 12:30:11 -0700 Subject: [PATCH 113/135] Fix table name input with spaces #29 --- sidekick/db_config.py | 9 ++++-- sidekick/prompter.py | 8 ++--- sidekick/query.py | 47 +++++++++++++++++------------- ui/app.py | 68 ++++++++++++++++++++++++++++++++++++++++++- 4 files changed, 103 insertions(+), 29 deletions(-) diff --git a/sidekick/db_config.py b/sidekick/db_config.py index a4c0e55..21d99ad 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -10,8 +10,8 @@ from sidekick.configs.data_template import data_samples_template from sidekick.logger import logger from sqlalchemy import create_engine -from sqlalchemy_utils import database_exists from sqlalchemy.exc import SQLAlchemyError +from sqlalchemy_utils import database_exists class DBConfig: @@ -49,7 +49,7 @@ def table_name(self): @table_name.setter def table_name(self, val): - self._table_name = val + self._table_name = val.lower().replace(" ", "_") @property def engine(self): @@ -110,7 +110,10 @@ def _extract_schema_info(self, schema_info_path=None): if "Sample Values" in data: _sample_values = data["Sample Values"] _ds = data_samples_template.format( - column_name=col_name, comma_separated_sample_values=",".join(str(_sample_val) for _sample_val in _sample_values) + column_name=col_name, + comma_separated_sample_values=",".join( + str(_sample_val) for _sample_val in _sample_values + ), ) sample_values.append(_ds) _new_samples = f"{col_name} {col_type}" diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 4c6650c..15382f7 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -204,7 +204,7 @@ def db_setup_api( table_value = input("Enter table name: ") if is_command else table_name click.echo(f"Table name: {table_value}") # set table name - db_obj.table_name = table_value.replace(" ", "_") + db_obj.table_name = table_value.lower().replace(" ", "_") res, err = db_obj.create_table(table_info_path) update_table_info(path, table_info_path, db_obj.table_name) @@ -337,14 +337,14 @@ def query_api( table_names = [] if table_name is not None: - table_names = [table_name] + table_names = [table_name.lower().replace(" ", "_")] elif table_context and "tables_in_use" in table_context: _tables = table_context["tables_in_use"] - table_names = [_t.replace(" ", "_") for _t in _tables] + table_names = [_t.lower().replace(" ", "_") for _t in _tables] else: # Ask for table name only when more than one table exists. table_names = [click.prompt("Which table to use?")] - table_context["tables_in_use"] = [_t.replace(" ", "_") for _t in table_names] + table_context["tables_in_use"] = [_t.lower().replace(" ", "_") for _t in table_names] with open(f"{path}/table_context.json", "w") as outfile: json.dump(table_context, outfile, indent=4, sort_keys=False) logger.info(f"Table in use: {table_names}") diff --git a/sidekick/query.py b/sidekick/query.py index 84f151d..58826d0 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -11,16 +11,19 @@ import torch import torch.nn.functional as F from langchain import OpenAI -from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, - LLMPredictor, ServiceContext, SQLDatabase) +from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, - NSQL_QUERY_PROMPT, QUERY_PROMPT, - TASK_PROMPT) +from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT from sidekick.logger import logger -from sidekick.utils import (_check_file_info, filter_samples, is_resource_low, - load_causal_lm_model, load_embedding_model, - read_sample_pairs, remove_duplicates) +from sidekick.utils import ( + _check_file_info, + filter_samples, + is_resource_low, + load_causal_lm_model, + load_embedding_model, + read_sample_pairs, + remove_duplicates, +) from sqlalchemy import create_engine @@ -228,11 +231,13 @@ def generate_tasks(self, table_names: list, input_question: str): # Filter closest samples to the input question, threshold = 0.45 filtered_context = ( - filter_samples(input_question, - updated_context, - m_path, - threshold=0.9, - is_regenerate= True if (self.is_regenerate and not self.is_regenerate_with_options) else False) + filter_samples( + input_question, + updated_context, + m_path, + threshold=0.9, + is_regenerate=True if (self.is_regenerate and not self.is_regenerate_with_options) else False, + ) if len(updated_context) > 1 else updated_context ) @@ -263,7 +268,9 @@ def generate_sql( additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} context_queries = self.content_queries - table_context_dict = {str(table_names[0]).lower(): str(additional_context).lower()} + # TODO: Update needed to support multiple tables + table_name = str(table_names[0].replace(" ", "_")).lower() + table_context_dict = {table_name: str(additional_context).lower()} self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) if model_name != "h2ogpt-sql": @@ -311,9 +318,7 @@ def generate_sql( logger.info(f"Realized query so far:\n {res}") else: # TODO Update needed for multiple tables - columns_w_type = ( - self.context_builder.full_context_dict[table_names[0]].split(":")[2].split("and")[0].strip() - ) + columns_w_type = self.context_builder.full_context_dict[table_name].split(":")[2].split("and")[0].strip() data_samples_list = self.load_column_samples(table_names) @@ -321,7 +326,7 @@ def generate_sql( "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", "detailed summary": "include min, avg, max", - "summary": "include min, avg, max" + "summary": "include min, avg, max", } m_path = f"{self.path}/models/sentence_transformers/" @@ -357,7 +362,7 @@ def generate_sql( model_path=m_path, model_obj=self.similarity_model, threshold=0.9, - is_regenerate= True if (self.is_regenerate and not self.is_regenerate_with_options) else False + is_regenerate=True if (self.is_regenerate and not self.is_regenerate_with_options) else False, ) if len(context_queries) > 1 else context_queries @@ -392,7 +397,7 @@ def generate_sql( contextual_data_samples = [ _d for _cc in context_columns - for _d in data_samples_list[table_names[0]] + for _d in data_samples_list[table_name] if _cc.lower() in _d.lower() ] data_samples_list = contextual_data_samples @@ -536,7 +541,7 @@ def generate_sql( _res = self.tokenizer.decode(generated_tokens, skip_special_tokens=True) # Below is a pre-caution in-case of an error in table name during generation # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite - _temp = _res.replace("table_name", table_names[0]).split(";")[0] + _temp = _res.replace("table_name", table_name).split(";")[0] if "LIMIT".lower() not in _temp.lower(): res = "SELECT " + _temp.strip() + " LIMIT 100;" diff --git a/ui/app.py b/ui/app.py index ecba9f7..3832ae7 100644 --- a/ui/app.py +++ b/ui/app.py @@ -1,6 +1,7 @@ import gc import json import logging +import os from pathlib import Path from typing import List, Optional @@ -74,7 +75,17 @@ async def chat(q: Q): for table in tables: table_names.append(ui.choice(table, f"{table}")) - add_card(q, "background_card", ui.form_card(box="horizontal", items=[ui.text("Ask your questions:")])) + add_card( + q, + "background_card", + ui.form_card( + box="horizontal", + items=[ + ui.text("Ask your questions:"), + ui.inline(items=[ui.toggle(name="demo_mode", label="Demo", trigger=True)], justify="end"), + ], + ), + ) add_card( q, @@ -136,6 +147,11 @@ async def chat(q: Q): ), ) + if q.args.chatbot is None or q.args.chatbot.strip() == "": + q.args.chatbot = "Welcome to the SQL Sidekick!\nI am an AI assistant that helps you with SQL queries for insights in tabular data." + q.page["chat_card"].data += [q.args.chatbot, False] + logging.info(f"Chatbot response: {q.args.chatbot}") + @on("chatbot") async def chatbot(q: Q): @@ -462,6 +478,40 @@ def on_shutdown(): logging.info("App stopped. Goodbye!") +# Preload sample data for the app +def upload_demo_examples(q: Q): + # Do not upload dataset if user had any tables uploaded previously. This avoids re-uploading sample dataset + + cur_dir = os.getcwd() + sample_data_path = f"{cur_dir}/examples/demo/" + sample_files = os.listdir(sample_data_path) + usr_table_name = "Sleep health and lifestyle study" + + table_metadata = dict() + table_metadata[usr_table_name] = { + "schema_info_path": f"{sample_data_path}/table_info.jsonl", + "samples_path": f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv", + "samples_qa": None, + } + update_tables(f"{tmp_path}/data/tables.json", table_metadata) + + q.user.table_name = usr_table_name + q.user.table_samples_path = f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv" + q.user.table_info_path = f"{sample_data_path}/table_info.jsonl" + q.user.sample_qna_path = None + + db_resp = db_setup_api( + db_name=q.user.db_name, + hostname=q.user.host_name, + user_name=q.user.user_name, + password=q.user.password, + port=q.user.port, + table_info_path=q.user.table_info_path, + table_samples_path=q.user.table_samples_path, + table_name=q.user.table_name, + ) + + async def on_event(q: Q): event_handled = False args_dict = expando_to_dict(q.args) @@ -496,6 +546,22 @@ async def on_event(q: Q): elif q.args.regenerate or q.args.regenerate_with_options: await chatbot(q) event_handled = True + elif q.args.demo_mode: + logging.info(f"Switching to demo mode!") + # If demo datasets are not present, register them. + upload_demo_examples(q) + sample_qs = """ + 1. Describe data. + 2. What is the average sleep duration for each gender? + 3. How does average sleep duration vary across different age groups? + 4. What are the most common occupations among individuals in the dataset? + 5. What is the average sleep duration for each occupation? + 6. What is the average sleep duration for each age group? + 7. What is the effect of Physical Activity Level on Quality of Sleep? + """ + q.args.chatbot = f"Demo mode is enabled. Try below example questions for the selected data,\n{sample_qs}" + q.page["chat_card"].data += [q.args.chatbot, True] + event_handled = True else: # default chatbot event await handle_on(q) event_handled = True From ce6e461504bfa46fbc9dcff73aac6cf46f6ed1d9 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 19 Sep 2023 14:23:51 -0700 Subject: [PATCH 114/135] Handle basic Describe data query #29 --- sidekick/query.py | 567 +++++++++++++++++++++++----------------------- 1 file changed, 286 insertions(+), 281 deletions(-) diff --git a/sidekick/query.py b/sidekick/query.py index 58826d0..5ac42ed 100644 --- a/sidekick/query.py +++ b/sidekick/query.py @@ -11,19 +11,16 @@ import torch import torch.nn.functional as F from langchain import OpenAI -from llama_index import GPTSimpleVectorIndex, GPTSQLStructStoreIndex, LLMPredictor, ServiceContext, SQLDatabase +from llama_index import (GPTSimpleVectorIndex, GPTSQLStructStoreIndex, + LLMPredictor, ServiceContext, SQLDatabase) from llama_index.indices.struct_store import SQLContextContainerBuilder -from sidekick.configs.prompt_template import DEBUGGING_PROMPT, NSQL_QUERY_PROMPT, QUERY_PROMPT, TASK_PROMPT +from sidekick.configs.prompt_template import (DEBUGGING_PROMPT, + NSQL_QUERY_PROMPT, QUERY_PROMPT, + TASK_PROMPT) from sidekick.logger import logger -from sidekick.utils import ( - _check_file_info, - filter_samples, - is_resource_low, - load_causal_lm_model, - load_embedding_model, - read_sample_pairs, - remove_duplicates, -) +from sidekick.utils import (_check_file_info, filter_samples, is_resource_low, + load_causal_lm_model, load_embedding_model, + read_sample_pairs, remove_duplicates) from sqlalchemy import create_engine @@ -264,302 +261,310 @@ def generate_tasks(self, table_names: list, input_question: str): def generate_sql( self, table_names: list, input_question: str, _dialect: str = "sqlite", model_name: str = "h2ogpt-sql" ): - context_file = f"{self.path}/var/lib/tmp/data/context.json" - additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} - context_queries = self.content_queries - # TODO: Update needed to support multiple tables table_name = str(table_names[0].replace(" ", "_")).lower() - table_context_dict = {table_name: str(additional_context).lower()} - self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) - - if model_name != "h2ogpt-sql": - _tasks = self.task_formatter(self._tasks) - - # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. - query_str = QUERY_PROMPT.format( - _dialect=_dialect, - _data_info=self._data_info, - _question=input_question, - _table_name=table_names, - _sample_queries=context_queries, - _tasks=_tasks, - ) - - # Reference: https://github.com/jerryjliu/llama_index/issues/987 - llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.5, model_name=model_name)) - service_context_gpt3 = ServiceContext.from_defaults(llm_predictor=llm_predictor_gpt3, chunk_size_limit=512) - - table_schema_index = self.build_index(persist=False) - self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) - context_container = self.context_builder.build_context_container() - - index = GPTSQLStructStoreIndex( - [], sql_database=self.sql_database, table_name=table_names, service_context=service_context_gpt3 - ) - res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) - try: - # Check if `SQL` is formatted ---> ``` SQL_text ``` - if "```" in str(res): - res = ( - str(res) - .split("```", 1)[1] - .split(";", 1)[0] - .strip() - .replace("```", "") - .replace("sql\n", "") - .strip() - ) - else: - res = str(res).split("Explanation:", 1)[0].strip() - sqlglot.transpile(res) - except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: - logger.info("We did the best we could, there might be still be some error:\n") - logger.info(f"Realized query so far:\n {res}") + alternate_queries = [] + describe_keywords = ["describe table", "describe", "describe table schema", "describe data"] + enable_describe_qry = any([True for _dk in describe_keywords if _dk in input_question.lower()]) + if input_question is not None and enable_describe_qry: + result = f"""SELECT "name" from PRAGMA_TABLE_INFO("{table_name}")""" else: - # TODO Update needed for multiple tables - columns_w_type = self.context_builder.full_context_dict[table_name].split(":")[2].split("and")[0].strip() - - data_samples_list = self.load_column_samples(table_names) + context_file = f"{self.path}/var/lib/tmp/data/context.json" + additional_context = json.load(open(context_file, "r")) if Path(context_file).exists() else {} + table_context_dict = {table_name: str(additional_context).lower()} + context_queries = self.content_queries + self.context_builder = SQLContextContainerBuilder(self.sql_database, context_dict=table_context_dict) + + if model_name != "h2ogpt-sql": + _tasks = self.task_formatter(self._tasks) + + # TODO: The need to pass data info again could be eliminated if Task generation becomes more consistent and accurate. + query_str = QUERY_PROMPT.format( + _dialect=_dialect, + _data_info=self._data_info, + _question=input_question, + _table_name=table_names, + _sample_queries=context_queries, + _tasks=_tasks, + ) - _context = { - "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", - "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", - "detailed summary": "include min, avg, max", - "summary": "include min, avg, max", - } + # Reference: https://github.com/jerryjliu/llama_index/issues/987 + llm_predictor_gpt3 = LLMPredictor(llm=OpenAI(temperature=0.5, model_name=model_name)) + service_context_gpt3 = ServiceContext.from_defaults( + llm_predictor=llm_predictor_gpt3, chunk_size_limit=512 + ) - m_path = f"{self.path}/models/sentence_transformers/" - filtered_context = filter_samples( - model_obj=self.similarity_model, - input_q=input_question, - probable_qs=list(_context.keys()), - model_path=m_path, - threshold=0.90, - ) - logger.debug(f"Filter Context: {filtered_context}") + table_schema_index = self.build_index(persist=False) + self.context_builder.query_index_for_context(table_schema_index, query_str, store_context_str=True) + context_container = self.context_builder.build_context_container() - contextual_context = [] - for _item in filtered_context: - _val = _context.get(_item, None) - if _val: - contextual_context.append(f"{_item}: {_val}") + index = GPTSQLStructStoreIndex( + [], sql_database=self.sql_database, table_name=table_names, service_context=service_context_gpt3 + ) + res = self.generate_response(context_container, sql_index=index, input_prompt=query_str) + try: + # Check if `SQL` is formatted ---> ``` SQL_text ``` + if "```" in str(res): + res = ( + str(res) + .split("```", 1)[1] + .split(";", 1)[0] + .strip() + .replace("```", "") + .replace("sql\n", "") + .strip() + ) + else: + res = str(res).split("Explanation:", 1)[0].strip() + sqlglot.transpile(res) + except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: + logger.info("We did the best we could, there might be still be some error:\n") + logger.info(f"Realized query so far:\n {res}") + else: + # TODO Update needed for multiple tables + columns_w_type = ( + self.context_builder.full_context_dict[table_name].split(":")[2].split("and")[0].strip() + ) - logger.info("Filtering Question/Query pairs ...") - context_queries: list = self.update_context_queries() - logger.info(f"Number of context queries found: {len(context_queries)}") + data_samples_list = self.load_column_samples(table_names) - # Remove duplicates from the context queries - m_path = f"{self.path}/models/sentence_transformers/" - # duplicates_idx = remove_duplicates(context_queries, m_path, similarity_model=self.similarity_model) - # updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() + _context = { + "if patterns like 'current time' or 'now' occurs in question": "always use NOW() - INTERVAL", + "if patterns like 'total number', or 'List' occurs in question": "always use DISTINCT", + "detailed summary": "include min, avg, max", + "summary": "include min, avg, max", + } - # Filter closest samples to the input question, threshold = 0.9 - filtered_context = ( - filter_samples( + m_path = f"{self.path}/models/sentence_transformers/" + filtered_context = filter_samples( + model_obj=self.similarity_model, input_q=input_question, - probable_qs=context_queries, + probable_qs=list(_context.keys()), model_path=m_path, - model_obj=self.similarity_model, - threshold=0.9, - is_regenerate=True if (self.is_regenerate and not self.is_regenerate_with_options) else False, + threshold=0.90, ) - if len(context_queries) > 1 - else context_queries - ) - logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") - # If QnA pairs > 5, we keep top 5 for focused context - _samples = filtered_context - if len(filtered_context) > 5: - _samples = filtered_context[0:5][::-1] - - qna_samples = "\n".join(_samples) - - contextual_context_val = ", ".join(contextual_context) - column_names = columns_w_type.strip().split(",") - clmn_names = [i.split("(")[0].strip() for i in column_names] - - context_columns = [] - if len(_samples) > 2: - # Check for the columns in the QnA samples provided, if exists keep them - context_columns = [_c for _c in clmn_names if _c.lower().strip() in qna_samples.lower()] - - # To be safe, when we have more than 2 samples, we check for the column names in the question as well - first_pass = [_c for _c in clmn_names if _c.lower().strip() in input_question.lower().strip()] - _input = input_question.lower().split(" ") - for _c in clmn_names: - for _f in _c.lower().split("_"): - res = _f in _input - if res: - first_pass.append(_c) - context_columns = set(context_columns + first_pass) - if len(context_columns) > 0: - contextual_data_samples = [ - _d - for _cc in context_columns - for _d in data_samples_list[table_name] - if _cc.lower() in _d.lower() - ] - data_samples_list = contextual_data_samples - - relevant_columns = context_columns if len(context_columns) > 0 else clmn_names - _column_info = ", ".join(relevant_columns) - - logger.debug(f"Relevant sample column values: {data_samples_list}") - _table_name = ", ".join(table_names) - - query = NSQL_QUERY_PROMPT.format( - table_name=_table_name, - column_info=_column_info, - data_info_detailed=data_samples_list, - sample_queries=qna_samples, - context=contextual_context_val, - question_txt=input_question, - ) + logger.debug(f"Filter Context: {filtered_context}") + + contextual_context = [] + for _item in filtered_context: + _val = _context.get(_item, None) + if _val: + contextual_context.append(f"{_item}: {_val}") + + logger.info("Filtering Question/Query pairs ...") + context_queries: list = self.update_context_queries() + logger.info(f"Number of context queries found: {len(context_queries)}") + + # Remove duplicates from the context queries + m_path = f"{self.path}/models/sentence_transformers/" + # duplicates_idx = remove_duplicates(context_queries, m_path, similarity_model=self.similarity_model) + # updated_context = np.delete(np.array(context_queries), duplicates_idx).tolist() + + # Filter closest samples to the input question, threshold = 0.9 + filtered_context = ( + filter_samples( + input_q=input_question, + probable_qs=context_queries, + model_path=m_path, + model_obj=self.similarity_model, + threshold=0.9, + is_regenerate=True if (self.is_regenerate and not self.is_regenerate_with_options) else False, + ) + if len(context_queries) > 1 + else context_queries + ) + logger.info(f"Number of possible contextual queries to question: {len(filtered_context)}") + # If QnA pairs > 5, we keep top 5 for focused context + _samples = filtered_context + if len(filtered_context) > 5: + _samples = filtered_context[0:5][::-1] + + qna_samples = "\n".join(_samples) + + contextual_context_val = ", ".join(contextual_context) + column_names = columns_w_type.strip().split(",") + clmn_names = [i.split("(")[0].strip() for i in column_names] + + context_columns = [] + if len(_samples) > 2: + # Check for the columns in the QnA samples provided, if exists keep them + context_columns = [_c for _c in clmn_names if _c.lower().strip() in qna_samples.lower()] + + # To be safe, when we have more than 2 samples, we check for the column names in the question as well + first_pass = [_c for _c in clmn_names if _c.lower().strip() in input_question.lower().strip()] + _input = input_question.lower().split(" ") + for _c in clmn_names: + for _f in _c.lower().split("_"): + res = _f in _input + if res: + first_pass.append(_c) + context_columns = set(context_columns + first_pass) + if len(context_columns) > 0: + contextual_data_samples = [ + _d + for _cc in context_columns + for _d in data_samples_list[table_name] + if _cc.lower() in _d.lower() + ] + data_samples_list = contextual_data_samples + + relevant_columns = context_columns if len(context_columns) > 0 else clmn_names + _column_info = ", ".join(relevant_columns) + + logger.debug(f"Relevant sample column values: {data_samples_list}") + _table_name = ", ".join(table_names) - logger.debug(f"Query Text:\n {query}") - inputs = self.tokenizer([query], return_tensors="pt") - input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] - logger.info(f"Context length: {input_length}") - - # Handle limited context length - # Currently, conservative approach: remove column description from the prompt, if input_length > (2048-300) - # Others to try: - # 1. Move to a model with larger context length - # 2. Possibly use a different tokenizer for chunking - # 3. Maybe positional interpolation --> https://arxiv.org/abs/2306.15595 - if int(input_length) > 4000: - logger.info("Input length is greater than 1748, removing column description from the prompt") query = NSQL_QUERY_PROMPT.format( table_name=_table_name, column_info=_column_info, - data_info_detailed="", + data_info_detailed=data_samples_list, sample_queries=qna_samples, context=contextual_context_val, question_txt=input_question, ) - logger.debug(f"Adjusted query Text:\n {query}") + + logger.debug(f"Query Text:\n {query}") inputs = self.tokenizer([query], return_tensors="pt") input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] - logger.info(f"Adjusted context length: {input_length}") - # Generate SQL - random_seed = random.randint(0, 50) - torch.manual_seed(random_seed) - - # Greedy search for quick response - self.model.eval() - device_type = "cuda" if torch.cuda.is_available() else "cpu" - - alternate_queries = [] - if not self.is_regenerate_with_options and not self.is_regenerate: - # Greedy decoding - output = self.model.generate( - **inputs.to(device_type), - max_new_tokens=300, - temperature=0.5, - output_scores=True, - do_sample=True, - return_dict_in_generate=True, - ) - - generated_tokens = output.sequences[:, input_length:][0] - elif self.is_regenerate and not self.is_regenerate_with_options: - # throttle temperature for different result - logger.info("Regeneration requested on previous query ...") - random_seed = random.randint(0, 50) - torch.manual_seed(random_seed) - possible_temp_choice = [0.1, 0.2, 0.3, 0.6, 0.75, 0.9, 1.0] - random_temperature = np.random.choice(possible_temp_choice, 1)[0] - logger.debug(f"Selected temperature for fast regeneration : {random_temperature}") - output = self.model.generate( - **inputs.to(device_type), - max_new_tokens=300, - temperature=random_temperature, - output_scores=True, - do_sample=True, - return_dict_in_generate=True, - ) - generated_tokens = output.sequences[:, input_length:][0] - else: - logger.info("Regeneration with options requested on previous query ...") - # Diverse beam search decoding to explore more options + logger.info(f"Context length: {input_length}") + + # Handle limited context length + # Currently, conservative approach: remove column description from the prompt, if input_length > (2048-300) + # Others to try: + # 1. Move to a model with larger context length + # 2. Possibly use a different tokenizer for chunking + # 3. Maybe positional interpolation --> https://arxiv.org/abs/2306.15595 + if int(input_length) > 4000: + logger.info("Input length is greater than 1748, removing column description from the prompt") + query = NSQL_QUERY_PROMPT.format( + table_name=_table_name, + column_info=_column_info, + data_info_detailed="", + sample_queries=qna_samples, + context=contextual_context_val, + question_txt=input_question, + ) + logger.debug(f"Adjusted query Text:\n {query}") + inputs = self.tokenizer([query], return_tensors="pt") + input_length = 1 if self.model.config.is_encoder_decoder else inputs.input_ids.shape[1] + logger.info(f"Adjusted context length: {input_length}") + # Generate SQL random_seed = random.randint(0, 50) torch.manual_seed(random_seed) - possible_temp_choice = [0.1, 0.3, 0.5, 0.6, 0.75, 0.9, 1.0] - random_temperature = np.random.choice(possible_temp_choice, 1)[0] - logger.debug(f"Selected temperature for diverse beam search: {random_temperature}") - output_re = self.model.generate( - **inputs.to(device_type), - max_new_tokens=300, - temperature=random_temperature, - top_k=5, - top_p=0.9, - num_beams=5, - num_beam_groups=5, - num_return_sequences=5, - output_scores=True, - do_sample=False, - diversity_penalty=2.0, - return_dict_in_generate=True, - ) - transition_scores = self.model.compute_transition_scores( - output_re.sequences, output_re.scores, output_re.beam_indices, normalize_logits=False - ) + # Greedy search for quick response + self.model.eval() + device_type = "cuda" if torch.cuda.is_available() else "cpu" + + if not self.is_regenerate_with_options and not self.is_regenerate: + # Greedy decoding + output = self.model.generate( + **inputs.to(device_type), + max_new_tokens=300, + temperature=0.5, + output_scores=True, + do_sample=True, + return_dict_in_generate=True, + ) - # Create a boolean tensor where elements are True if the corresponding element in transition_scores is less than 0 - mask = transition_scores < 0 - # Sum the True values along axis 1 - counts = torch.sum(mask, dim=1) - output_length = inputs.input_ids.shape[1] + counts - length_penalty = self.model.generation_config.length_penalty - reconstructed_scores = transition_scores.sum(axis=1) / (output_length**length_penalty) - - # Converting logit scores to prob scores - probabilities_scores = F.softmax(reconstructed_scores, dim=-1) - out_idx = torch.argmax(probabilities_scores) - # Final output - output = output_re.sequences[out_idx] - generated_tokens = output[input_length:] - - logger.info(f"Generated options:\n") - prob_sorted_idxs = sorted( - range(len(probabilities_scores)), key=lambda k: probabilities_scores[k], reverse=True - ) - for idx, sorted_idx in enumerate(prob_sorted_idxs): - _out = output_re.sequences[sorted_idx] - res = self.tokenizer.decode(_out[input_length:], skip_special_tokens=True) - result = res.replace("table_name", _table_name) - if "LIMIT".lower() not in result.lower(): - res = "SELECT " + result.strip() + " LIMIT 100;" - else: - res = "SELECT " + result.strip() + ";" - alt_res = f"Option {idx+1}: (_probability_: {probabilities_scores[sorted_idx]})\n{res}\n" - alternate_queries.append(alt_res) - logger.info(alt_res) - - _res = self.tokenizer.decode(generated_tokens, skip_special_tokens=True) - # Below is a pre-caution in-case of an error in table name during generation - # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite - _temp = _res.replace("table_name", table_name).split(";")[0] - - if "LIMIT".lower() not in _temp.lower(): - res = "SELECT " + _temp.strip() + " LIMIT 100;" - else: - res = "SELECT " + _temp.strip() + ";" - - # Validate the generate SQL for parsing errors, along with dialect specific validation - # Note: Doesn't do well with handling date-time conversions - # e.g. - # sqlite: SELECT DATETIME(MAX(timestamp), '-5 minute') FROM demo WHERE isin_id = 'VM88109EGG92' - # postgres: SELECT MAX(timestamp) - INTERVAL '5 minutes' FROM demo where isin_id='VM88109EGG92' - # Reference ticket: https://github.com/tobymao/sqlglot/issues/2011 - result = res - try: - result = sqlglot.transpile(res, identify=True, write="sqlite")[0] - except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: - logger.info("We did the best we could, there might be still be some error:\n") - logger.info(f"Realized query so far:\n {res}") + generated_tokens = output.sequences[:, input_length:][0] + elif self.is_regenerate and not self.is_regenerate_with_options: + # throttle temperature for different result + logger.info("Regeneration requested on previous query ...") + random_seed = random.randint(0, 50) + torch.manual_seed(random_seed) + possible_temp_choice = [0.1, 0.2, 0.3, 0.6, 0.75, 0.9, 1.0] + random_temperature = np.random.choice(possible_temp_choice, 1)[0] + logger.debug(f"Selected temperature for fast regeneration : {random_temperature}") + output = self.model.generate( + **inputs.to(device_type), + max_new_tokens=300, + temperature=random_temperature, + output_scores=True, + do_sample=True, + return_dict_in_generate=True, + ) + generated_tokens = output.sequences[:, input_length:][0] + else: + logger.info("Regeneration with options requested on previous query ...") + # Diverse beam search decoding to explore more options + random_seed = random.randint(0, 50) + torch.manual_seed(random_seed) + possible_temp_choice = [0.1, 0.3, 0.5, 0.6, 0.75, 0.9, 1.0] + random_temperature = np.random.choice(possible_temp_choice, 1)[0] + logger.debug(f"Selected temperature for diverse beam search: {random_temperature}") + output_re = self.model.generate( + **inputs.to(device_type), + max_new_tokens=300, + temperature=random_temperature, + top_k=5, + top_p=0.9, + num_beams=5, + num_beam_groups=5, + num_return_sequences=5, + output_scores=True, + do_sample=False, + diversity_penalty=2.0, + return_dict_in_generate=True, + ) + + transition_scores = self.model.compute_transition_scores( + output_re.sequences, output_re.scores, output_re.beam_indices, normalize_logits=False + ) + + # Create a boolean tensor where elements are True if the corresponding element in transition_scores is less than 0 + mask = transition_scores < 0 + # Sum the True values along axis 1 + counts = torch.sum(mask, dim=1) + output_length = inputs.input_ids.shape[1] + counts + length_penalty = self.model.generation_config.length_penalty + reconstructed_scores = transition_scores.sum(axis=1) / (output_length**length_penalty) + + # Converting logit scores to prob scores + probabilities_scores = F.softmax(reconstructed_scores, dim=-1) + out_idx = torch.argmax(probabilities_scores) + # Final output + output = output_re.sequences[out_idx] + generated_tokens = output[input_length:] + + logger.info(f"Generated options:\n") + prob_sorted_idxs = sorted( + range(len(probabilities_scores)), key=lambda k: probabilities_scores[k], reverse=True + ) + for idx, sorted_idx in enumerate(prob_sorted_idxs): + _out = output_re.sequences[sorted_idx] + res = self.tokenizer.decode(_out[input_length:], skip_special_tokens=True) + result = res.replace("table_name", _table_name) + if "LIMIT".lower() not in result.lower(): + res = "SELECT " + result.strip() + " LIMIT 100;" + else: + res = "SELECT " + result.strip() + ";" + alt_res = f"Option {idx+1}: (_probability_: {probabilities_scores[sorted_idx]})\n{res}\n" + alternate_queries.append(alt_res) + logger.info(alt_res) + + _res = self.tokenizer.decode(generated_tokens, skip_special_tokens=True) + # Below is a pre-caution in-case of an error in table name during generation + # COLLATE NOCASE is used to ignore case sensitivity, this might be specific to sqlite + _temp = _res.replace("table_name", table_name).split(";")[0] + + if "LIMIT".lower() not in _temp.lower(): + res = "SELECT " + _temp.strip() + " LIMIT 100;" + else: + res = "SELECT " + _temp.strip() + ";" + + # Validate the generate SQL for parsing errors, along with dialect specific validation + # Note: Doesn't do well with handling date-time conversions + # e.g. + # sqlite: SELECT DATETIME(MAX(timestamp), '-5 minute') FROM demo WHERE isin_id = 'VM88109EGG92' + # postgres: SELECT MAX(timestamp) - INTERVAL '5 minutes' FROM demo where isin_id='VM88109EGG92' + # Reference ticket: https://github.com/tobymao/sqlglot/issues/2011 + result = res + try: + result = sqlglot.transpile(res, identify=True, write="sqlite")[0] + except (sqlglot.errors.ParseError, ValueError, RuntimeError) as e: + logger.info("We did the best we could, there might be still be some error:\n") + logger.info(f"Realized query so far:\n {res}") return result, alternate_queries def task_formatter(self, input_task: str): From 677ae24e2dc836a80b44df7f2248d8b93ea83b06 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 19 Sep 2023 14:25:18 -0700 Subject: [PATCH 115/135] Demo update #29 --- Makefile | 2 +- examples/sleep_eda/table_info.jsonl | 13 ++++++ ui/app.py | 62 +++++++++++++++++------------ 3 files changed, 50 insertions(+), 27 deletions(-) create mode 100644 examples/sleep_eda/table_info.jsonl diff --git a/Makefile b/Makefile index 4f9dce9..632575e 100644 --- a/Makefile +++ b/Makefile @@ -1,5 +1,5 @@ sentence_transformer = s3cmd get --recursive --skip-existing s3://h2o-model-gym/models/nlp/sentence_trasnsformer/all-MiniLM-L6-v2/ ./models/sentence_transformers/sentence-transformers_all-MiniLM-L6-v2 -demo_data = s3cmd get --recursive --skip-existing s3://h2o-sql-sidekick/demo/ ./examples/demo/ +demo_data = s3cmd get --recursive --skip-existing s3://h2o-sql-sidekick/demo/sleepEDA/ ./examples/demo/ .PHONY: download_demo_data diff --git a/examples/sleep_eda/table_info.jsonl b/examples/sleep_eda/table_info.jsonl new file mode 100644 index 0000000..04fc5b7 --- /dev/null +++ b/examples/sleep_eda/table_info.jsonl @@ -0,0 +1,13 @@ +{"Column Name": "Person_ID", "Column Type": "uuid PRIMARY KEY"} +{"Column Name": "Gender", "Column Type": "TEXT", "Sample Values": ["Female", "Male"]} +{"Column Name": "Age", "Column Type": "NUMERIC"} +{"Column Name": "Occupation", "Column Type": "TEXT", "Sample Values": ["Accountant", "Doctor", "Engineer", "Lawyer","Manager", "Nurse", "Sales Representative", "Salesperson", "Scientist", "Software Engineer", "Teacher"]} +{"Column Name": "Sleep_Duration", "Column Type": "NUMERIC"} +{"Column Name": "Quality_of_Sleep", "Column Type": "NUMERIC"} +{"Column Name": "Physical_Activity_Level", "Column Type": "NUMERIC"} +{"Column Name": "Stress_Level", "Column Type": "NUMERIC"} +{"Column Name": "BMI_Category", "Column Type": "TEXT", "Sample Values": ["Normal", "Normal Weight", "Obese", "Overweight"]} +{"Column Name": "Blood_Pressure", "Column Type": "TEXT", "Sample Values": ["115/75", "115/78", "117/76", "118/75", "118/76", "119/77"]} +{"Column Name": "Heart_Rate", "Column Type": "NUMERIC"} +{"Column Name": "Daily_Steps", "Column Type": "NUMERIC"} +{"Column Name": "Sleep_Disorder", "Column Type": "TEXT", "Sample Values": ["Insomnia", "Sleep Apnea"]} diff --git a/ui/app.py b/ui/app.py index 3832ae7..625425f 100644 --- a/ui/app.py +++ b/ui/app.py @@ -480,36 +480,45 @@ def on_shutdown(): # Preload sample data for the app def upload_demo_examples(q: Q): - # Do not upload dataset if user had any tables uploaded previously. This avoids re-uploading sample dataset - + upload_action = True cur_dir = os.getcwd() sample_data_path = f"{cur_dir}/examples/demo/" - sample_files = os.listdir(sample_data_path) usr_table_name = "Sleep health and lifestyle study" - table_metadata = dict() - table_metadata[usr_table_name] = { - "schema_info_path": f"{sample_data_path}/table_info.jsonl", - "samples_path": f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv", - "samples_qa": None, - } - update_tables(f"{tmp_path}/data/tables.json", table_metadata) - - q.user.table_name = usr_table_name - q.user.table_samples_path = f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv" - q.user.table_info_path = f"{sample_data_path}/table_info.jsonl" - q.user.sample_qna_path = None - - db_resp = db_setup_api( - db_name=q.user.db_name, - hostname=q.user.host_name, - user_name=q.user.user_name, - password=q.user.password, - port=q.user.port, - table_info_path=q.user.table_info_path, - table_samples_path=q.user.table_samples_path, - table_name=q.user.table_name, - ) + table_metadata_path = f"{tmp_path}/data/tables.json" + # Do not upload dataset if user had any tables uploaded previously. This check avoids re-uploading sample dataset. + if os.path.exists(table_metadata_path): + # Read the existing content from the JSON file + with open(table_metadata_path, "r") as json_file: + existing_data = json.load(json_file) + if usr_table_name in existing_data: + upload_action = False + logging.info(f"Dataset already uploaded, skipping upload!") + if upload_action: + table_metadata = dict() + table_metadata[usr_table_name] = { + "schema_info_path": f"{sample_data_path}/table_info.jsonl", + "samples_path": f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv", + "samples_qa": None, + } + update_tables(f"{tmp_path}/data/tables.json", table_metadata) + + q.user.table_name = usr_table_name + q.user.table_samples_path = f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv" + q.user.table_info_path = f"{sample_data_path}/table_info.jsonl" + q.user.sample_qna_path = None + + db_resp = db_setup_api( + db_name=q.user.db_name, + hostname=q.user.host_name, + user_name=q.user.user_name, + password=q.user.password, + port=q.user.port, + table_info_path=q.user.table_info_path, + table_samples_path=q.user.table_samples_path, + table_name=q.user.table_name, + ) + logging.info(f"DB updated with demo examples: \n {db_resp}") async def on_event(q: Q): @@ -561,6 +570,7 @@ async def on_event(q: Q): """ q.args.chatbot = f"Demo mode is enabled. Try below example questions for the selected data,\n{sample_qs}" q.page["chat_card"].data += [q.args.chatbot, True] + q.page["meta"].redirect = "#chat" event_handled = True else: # default chatbot event await handle_on(q) From a89373aed93adcd731bcdac44f188ee7bb75ca73 Mon Sep 17 00:00:00 2001 From: RobinLiu Date: Tue, 19 Sep 2023 22:46:30 -0400 Subject: [PATCH 116/135] just dumping column names to a jsonl --- .../Sleep_health_and_lifestyle_dataset.csv | 375 ++++++++++++++++++ examples/sleep_eda/schema_generator.ipynb | 258 ++++++++++++ examples/sleep_eda/table_info_test.jsonl | 13 + 3 files changed, 646 insertions(+) create mode 100644 examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv create mode 100644 examples/sleep_eda/schema_generator.ipynb create mode 100644 examples/sleep_eda/table_info_test.jsonl diff --git a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv new file mode 100644 index 0000000..9b1be61 --- /dev/null +++ b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv @@ -0,0 +1,375 @@ +Person_ID,Gender,Age,Occupation,Sleep_Duration,Quality_of_Sleep,Physical_Activity_Level,Stress_Level,BMI_Category,Blood_Pressure,Heart_Rate,Daily_Steps,Sleep_Disorder +1,Male,27,Software Engineer,6.1,6,42,6,Overweight,126/83,77,4200,None +2,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +3,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +4,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +5,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +6,Male,28,Software Engineer,5.9,4,30,8,Obese,140/90,85,3000,Insomnia +7,Male,29,Teacher,6.3,6,40,7,Obese,140/90,82,3500,Insomnia +8,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +9,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +10,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +11,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None +12,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +13,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None +14,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +15,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +16,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +17,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Sleep Apnea +18,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,Sleep Apnea +19,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Insomnia +20,Male,30,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +21,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +22,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +23,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +24,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +25,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +26,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +27,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +28,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +29,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +30,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +31,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Sleep Apnea +32,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Insomnia +33,Female,31,Nurse,7.9,8,75,4,Normal Weight,117/76,69,6800,None +34,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +35,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +36,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +37,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +38,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +39,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +40,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +41,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +42,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +43,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +44,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +45,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +46,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +47,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +48,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +49,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +50,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,Sleep Apnea +51,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None +52,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None +53,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +54,Male,32,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +55,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +56,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +57,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +58,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +59,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +60,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +61,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +62,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +63,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +64,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +65,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +66,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +67,Male,32,Accountant,7.2,8,50,6,Normal Weight,118/76,68,7000,None +68,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,Insomnia +69,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None +70,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None +71,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +72,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +73,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +74,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +75,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +76,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +77,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +78,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +79,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +80,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +81,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea +82,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea +83,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None +84,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None +85,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None +86,Female,35,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +87,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None +88,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None +89,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +90,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +91,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +92,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +93,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None +94,Male,35,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea +95,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,Insomnia +96,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +97,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +98,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +99,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None +100,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None +101,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +102,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +103,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +104,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Sleep Apnea +105,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,Sleep Apnea +106,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Insomnia +107,Female,37,Nurse,6.1,6,42,6,Overweight,126/83,77,4200,None +108,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None +109,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None +110,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +111,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +112,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +113,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +114,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +115,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +116,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +117,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +118,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +119,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +120,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +121,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +122,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +123,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +124,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +125,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +126,Female,37,Nurse,7.5,8,60,4,Normal Weight,120/80,70,8000,None +127,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +128,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +129,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +130,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +131,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +132,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +133,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +134,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +135,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +136,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +137,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +138,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None +139,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +140,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None +141,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +142,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None +143,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +144,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +145,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,Sleep Apnea +146,Female,38,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea +147,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,Insomnia +148,Male,39,Engineer,6.5,5,40,7,Overweight,132/87,80,4000,Insomnia +149,Female,39,Lawyer,6.9,7,50,6,Normal Weight,128/85,75,5500,None +150,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None +151,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None +152,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +153,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +154,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +155,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +156,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +157,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +158,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +159,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +160,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +161,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +162,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None +163,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None +164,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None +165,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None +166,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,Insomnia +167,Male,41,Engineer,7.3,8,70,6,Normal Weight,121/79,72,6200,None +168,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None +169,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None +170,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +171,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +172,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +173,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +174,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +175,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +176,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +177,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +178,Male,42,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +179,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +180,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +181,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +182,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +183,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +184,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +185,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea +186,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea +187,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +188,Male,43,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +189,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +190,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +191,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +192,Male,43,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +193,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +194,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +195,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +196,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +197,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +198,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +199,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +200,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +201,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +202,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia +203,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia +204,Male,43,Engineer,6.9,6,47,7,Normal Weight,117/76,69,6800,None +205,Male,43,Engineer,7.6,8,75,4,Overweight,122/80,68,6800,None +206,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +207,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +208,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +209,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +210,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +211,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +212,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +213,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +214,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +215,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +216,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +217,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +218,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +219,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Sleep Apnea +220,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Sleep Apnea +221,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +222,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +223,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +224,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +225,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +226,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +227,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +228,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +229,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +230,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +231,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +232,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +233,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +234,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +235,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +236,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +237,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +238,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +239,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +240,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +241,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +242,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +243,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +244,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +245,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +246,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +247,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +248,Male,44,Engineer,6.8,7,45,7,Overweight,130/85,78,5000,Insomnia +249,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,None +250,Male,44,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,None +251,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia +252,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia +253,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +254,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +255,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +256,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +257,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +258,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +259,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +260,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +261,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +262,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None +263,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None +264,Female,45,Manager,6.9,7,55,5,Overweight,125/82,75,5500,None +265,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia +266,Female,48,Nurse,5.9,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +267,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia +268,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,None +269,Female,49,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +270,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +271,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +272,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +273,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +274,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +275,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +276,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +277,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea +278,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea +279,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Insomnia +280,Female,50,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +281,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,None +282,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +283,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +284,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +285,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +286,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +287,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +288,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +289,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +290,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +291,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +292,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +293,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +294,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +295,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +296,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +297,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +298,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +299,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +300,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +301,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +302,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +303,Female,51,Nurse,7.1,7,55,6,Normal Weight,125/82,72,6000,None +304,Female,51,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +305,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +306,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +307,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia +308,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia +309,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +310,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +311,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +312,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +313,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +314,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +315,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +316,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,Insomnia +317,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +318,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +319,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +320,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +321,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +322,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +323,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +324,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +325,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +326,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +327,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +328,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +329,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +330,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +331,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +332,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +333,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +334,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +335,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +336,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +337,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +338,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +339,Female,54,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +340,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea +341,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea +342,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None +343,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None +344,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None +345,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +346,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +347,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +348,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +349,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +350,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +351,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +352,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +353,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +354,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +355,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +356,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +357,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +358,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +359,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,None +360,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None +361,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +362,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +363,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +364,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +365,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +366,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +367,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +368,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +369,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +370,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +371,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +372,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +373,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +374,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea \ No newline at end of file diff --git a/examples/sleep_eda/schema_generator.ipynb b/examples/sleep_eda/schema_generator.ipynb new file mode 100644 index 0000000..319eea9 --- /dev/null +++ b/examples/sleep_eda/schema_generator.ipynb @@ -0,0 +1,258 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the CSV file\n", + "df = pd.read_csv(\"Sleep_health_and_lifestyle_dataset.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Person_IDGenderAgeOccupationSleep_DurationQuality_of_SleepPhysical_Activity_LevelStress_LevelBMI_CategoryBlood_PressureHeart_RateDaily_StepsSleep_Disorder
01Male27Software Engineer6.16426Overweight126/83774200NaN
12Male28Doctor6.26608Normal125/807510000NaN
23Male28Doctor6.26608Normal125/807510000NaN
34Male28Sales Representative5.94308Obese140/90853000Sleep Apnea
45Male28Sales Representative5.94308Obese140/90853000Sleep Apnea
\n", + "
" + ], + "text/plain": [ + " Person_ID Gender Age Occupation Sleep_Duration \\\n", + "0 1 Male 27 Software Engineer 6.1 \n", + "1 2 Male 28 Doctor 6.2 \n", + "2 3 Male 28 Doctor 6.2 \n", + "3 4 Male 28 Sales Representative 5.9 \n", + "4 5 Male 28 Sales Representative 5.9 \n", + "\n", + " Quality_of_Sleep Physical_Activity_Level Stress_Level BMI_Category \\\n", + "0 6 42 6 Overweight \n", + "1 6 60 8 Normal \n", + "2 6 60 8 Normal \n", + "3 4 30 8 Obese \n", + "4 4 30 8 Obese \n", + "\n", + " Blood_Pressure Heart_Rate Daily_Steps Sleep_Disorder \n", + "0 126/83 77 4200 NaN \n", + "1 125/80 75 10000 NaN \n", + "2 125/80 75 10000 NaN \n", + "3 140/90 85 3000 Sleep Apnea \n", + "4 140/90 85 3000 Sleep Apnea " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'Person_ID': dtype('int64'),\n", + " 'Gender': dtype('O'),\n", + " 'Age': dtype('int64'),\n", + " 'Occupation': dtype('O'),\n", + " 'Sleep_Duration': dtype('float64'),\n", + " 'Quality_of_Sleep': dtype('int64'),\n", + " 'Physical_Activity_Level': dtype('int64'),\n", + " 'Stress_Level': dtype('int64'),\n", + " 'BMI_Category': dtype('O'),\n", + " 'Blood_Pressure': dtype('O'),\n", + " 'Heart_Rate': dtype('int64'),\n", + " 'Daily_Steps': dtype('int64'),\n", + " 'Sleep_Disorder': dtype('O')}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Extract the schema information\n", + "schema = df.dtypes.to_dict()\n", + "schema" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Save the schema information to a JSON file\n", + "with open(\"table_info_test.jsonl\", \"w\") as f:\n", + " for item in schema:\n", + " json.dump(item, f)\n", + " f.write(\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.0" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/sleep_eda/table_info_test.jsonl b/examples/sleep_eda/table_info_test.jsonl new file mode 100644 index 0000000..ca1cc9c --- /dev/null +++ b/examples/sleep_eda/table_info_test.jsonl @@ -0,0 +1,13 @@ +"Person_ID" +"Gender" +"Age" +"Occupation" +"Sleep_Duration" +"Quality_of_Sleep" +"Physical_Activity_Level" +"Stress_Level" +"BMI_Category" +"Blood_Pressure" +"Heart_Rate" +"Daily_Steps" +"Sleep_Disorder" From 7f6ca7560877d13d7f8d7dc151cfb5a1ae2c32af Mon Sep 17 00:00:00 2001 From: RobinLiu Date: Tue, 19 Sep 2023 23:23:53 -0400 Subject: [PATCH 117/135] draft version with correct schema --- examples/sleep_eda/schema_generator.ipynb | 120 ++++++++++++++++++++-- examples/sleep_eda/table_info_test.jsonl | 26 ++--- 2 files changed, 125 insertions(+), 21 deletions(-) diff --git a/examples/sleep_eda/schema_generator.ipynb b/examples/sleep_eda/schema_generator.ipynb index 319eea9..00ce33c 100644 --- a/examples/sleep_eda/schema_generator.ipynb +++ b/examples/sleep_eda/schema_generator.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -169,7 +169,7 @@ "4 140/90 85 3000 Sleep Apnea " ] }, - "execution_count": 14, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -201,7 +201,7 @@ " 'Sleep_Disorder': dtype('O')}" ] }, - "execution_count": 13, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -214,13 +214,117 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'Column Name': 'Person_ID',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [1, 2, 3, 4, 5]},\n", + " {'Column Name': 'Gender',\n", + " 'Column Type': 'TEXT',\n", + " 'Sample Values': ['Male', 'Female']},\n", + " {'Column Name': 'Age',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [27, 28, 29, 30, 31]},\n", + " {'Column Name': 'Occupation',\n", + " 'Column Type': 'TEXT',\n", + " 'Sample Values': ['Software Engineer',\n", + " 'Doctor',\n", + " 'Sales Representative',\n", + " 'Teacher',\n", + " 'Nurse',\n", + " 'Engineer',\n", + " 'Accountant',\n", + " 'Scientist',\n", + " 'Lawyer',\n", + " 'Salesperson',\n", + " 'Manager']},\n", + " {'Column Name': 'Sleep_Duration',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [6.1, 6.2, 5.9, 6.3, 7.8]},\n", + " {'Column Name': 'Quality_of_Sleep',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [6, 4, 7, 5, 8]},\n", + " {'Column Name': 'Physical_Activity_Level',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [42, 60, 30, 40, 75]},\n", + " {'Column Name': 'Stress_Level',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [6, 8, 7, 4, 3]},\n", + " {'Column Name': 'BMI_Category',\n", + " 'Column Type': 'TEXT',\n", + " 'Sample Values': ['Overweight', 'Normal', 'Obese', 'Normal Weight']},\n", + " {'Column Name': 'Blood_Pressure',\n", + " 'Column Type': 'TEXT',\n", + " 'Sample Values': ['126/83',\n", + " '125/80',\n", + " '140/90',\n", + " '120/80',\n", + " '132/87',\n", + " '130/86',\n", + " '117/76',\n", + " '118/76',\n", + " '128/85',\n", + " '131/86',\n", + " '128/84',\n", + " '115/75',\n", + " '135/88',\n", + " '129/84',\n", + " '130/85',\n", + " '115/78',\n", + " '119/77',\n", + " '121/79',\n", + " '125/82',\n", + " '135/90',\n", + " '122/80',\n", + " '142/92',\n", + " '140/95',\n", + " '139/91',\n", + " '118/75']},\n", + " {'Column Name': 'Heart_Rate',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [77, 75, 85, 82, 70]},\n", + " {'Column Name': 'Daily_Steps',\n", + " 'Column Type': 'NUMERIC',\n", + " 'Sample Values': [4200, 10000, 3000, 3500, 8000]},\n", + " {'Column Name': 'Sleep_Disorder',\n", + " 'Column Type': 'TEXT',\n", + " 'Sample Values': ['Sleep Apnea', 'Insomnia']}]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "schema_list = []\n", + "for key, value in schema.items():\n", + " if value == \"object\":\n", + " value = \"TEXT\"\n", + " else: value = \"NUMERIC\"\n", + " unique_values = df[key].dropna().unique().tolist()\n", + " if len(unique_values) > 5:\n", + " if value == \"NUMERIC\":\n", + " unique_values = unique_values[:5]\n", + " # what to do with {\"Column Name\": \"Blood_Pressure\", \"Column Type\": \"TEXT\", \"Sample Values\": [\"115/75\"\"115/78\", \"117/76\", \"118/75\", \"118/76\", \"119/77\"]}\n", + "\n", + " schema_list.append({\"Column Name\": key, \"Column Type\": value, \"Sample Values\": unique_values})\n", + "schema_list" + ] + }, + { + "cell_type": "code", + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# Save the schema information to a JSON file\n", "with open(\"table_info_test.jsonl\", \"w\") as f:\n", - " for item in schema:\n", + " for item in schema_list:\n", " json.dump(item, f)\n", " f.write(\"\\n\")" ] diff --git a/examples/sleep_eda/table_info_test.jsonl b/examples/sleep_eda/table_info_test.jsonl index ca1cc9c..bc1d523 100644 --- a/examples/sleep_eda/table_info_test.jsonl +++ b/examples/sleep_eda/table_info_test.jsonl @@ -1,13 +1,13 @@ -"Person_ID" -"Gender" -"Age" -"Occupation" -"Sleep_Duration" -"Quality_of_Sleep" -"Physical_Activity_Level" -"Stress_Level" -"BMI_Category" -"Blood_Pressure" -"Heart_Rate" -"Daily_Steps" -"Sleep_Disorder" +{"Column Name": "Person_ID", "Column Type": "NUMERIC", "Sample Values": [1, 2, 3, 4, 5]} +{"Column Name": "Gender", "Column Type": "TEXT", "Sample Values": ["Male", "Female"]} +{"Column Name": "Age", "Column Type": "NUMERIC", "Sample Values": [27, 28, 29, 30, 31]} +{"Column Name": "Occupation", "Column Type": "TEXT", "Sample Values": ["Software Engineer", "Doctor", "Sales Representative", "Teacher", "Nurse", "Engineer", "Accountant", "Scientist", "Lawyer", "Salesperson", "Manager"]} +{"Column Name": "Sleep_Duration", "Column Type": "NUMERIC", "Sample Values": [6.1, 6.2, 5.9, 6.3, 7.8]} +{"Column Name": "Quality_of_Sleep", "Column Type": "NUMERIC", "Sample Values": [6, 4, 7, 5, 8]} +{"Column Name": "Physical_Activity_Level", "Column Type": "NUMERIC", "Sample Values": [42, 60, 30, 40, 75]} +{"Column Name": "Stress_Level", "Column Type": "NUMERIC", "Sample Values": [6, 8, 7, 4, 3]} +{"Column Name": "BMI_Category", "Column Type": "TEXT", "Sample Values": ["Overweight", "Normal", "Obese", "Normal Weight"]} +{"Column Name": "Blood_Pressure", "Column Type": "TEXT", "Sample Values": ["126/83", "125/80", "140/90", "120/80", "132/87", "130/86", "117/76", "118/76", "128/85", "131/86", "128/84", "115/75", "135/88", "129/84", "130/85", "115/78", "119/77", "121/79", "125/82", "135/90", "122/80", "142/92", "140/95", "139/91", "118/75"]} +{"Column Name": "Heart_Rate", "Column Type": "NUMERIC", "Sample Values": [77, 75, 85, 82, 70]} +{"Column Name": "Daily_Steps", "Column Type": "NUMERIC", "Sample Values": [4200, 10000, 3000, 3500, 8000]} +{"Column Name": "Sleep_Disorder", "Column Type": "TEXT", "Sample Values": ["Sleep Apnea", "Insomnia"]} From 93d7e52d64fb218519b5d6b113bb1bd632a5f9e0 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 20 Sep 2023 00:21:30 -0700 Subject: [PATCH 118/135] Add separate tag to execute user input SQL code #29 --- sidekick/prompter.py | 9 ++++++--- sidekick/utils.py | 24 ++++++++++++++++++++++-- ui/app.py | 13 +++++++++++-- 3 files changed, 39 insertions(+), 7 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 15382f7..691183f 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -15,8 +15,7 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import (execute_query_pd, extract_table_names, save_query, - setup_dir) +from sidekick.utils import execute_query_pd, extract_table_names, save_query, setup_dir, _execute_sql # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -420,14 +419,18 @@ def query_api( if updated_tasks is not None: sql_g._tasks = updated_tasks alt_res = None + # The interface could also be used to simply execute user provided SQL + # Keyword: "Execute SQL: " if ( question is not None - and "SELECT" in question + and "select" in question.lower() and (question.lower().startswith("question:") or question.lower().startswith("q:")) ): _q = question.lower().split("q:")[1].split("r:")[0].strip() res = question.lower().split("r:")[1].strip() question = _q + elif _execute_sql(question): + res = question.strip().lower().split("execute sql:")[1].strip() else: res, alt_res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) logger.info(f"Input query: {question}") diff --git a/sidekick/utils.py b/sidekick/utils.py index 93dee4c..3514b94 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -14,7 +14,8 @@ from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity -from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig +from transformers import (AutoConfig, AutoModelForCausalLM, AutoTokenizer, + BitsAndBytesConfig) def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -70,7 +71,13 @@ def generate_text_embeddings(model_path: str, x, model_obj=None, batch_size: int def filter_samples( - input_q: str, probable_qs: list, model_path: str, model_obj=None, threshold: float = 0.80, device="auto", is_regenerate: bool = False + input_q: str, + probable_qs: list, + model_path: str, + model_obj=None, + threshold: float = 0.80, + device="auto", + is_regenerate: bool = False, ): # Only consider the questions, note: this might change in future. _inq = ("# query: " + input_q).strip().lower() @@ -354,6 +361,19 @@ def _check_file_info(file_path: str): raise FileNotFoundError(f"Table info not found at {file_path}") +def _execute_sql(query: str): + # Check for, + # 1. Keyword: "Execute SQL: " + # 2. Query starts with SQL statement + # TODO vulnerability check for possible SELECT SQL injection via source code. + _cond1 = _cond2 = False + _cond1 = re.findall(r"Execute SQL:\s+(.*)", query, re.IGNORECASE) + _temp_cond = query.strip().lower().split("execute sql:") + if len(_temp_cond) > 1: + _cond2 = True if query.strip().lower().split("execute sql:")[1].strip().startswith("select") else False + return _cond1 and _cond2 + + def make_dir(path: str): try: os.makedirs(path) diff --git a/ui/app.py b/ui/app.py index 625425f..e0b8e31 100644 --- a/ui/app.py +++ b/ui/app.py @@ -560,7 +560,14 @@ async def on_event(q: Q): # If demo datasets are not present, register them. upload_demo_examples(q) sample_qs = """ - 1. Describe data. + Data description: The Sleep Health and Lifestyle Dataset comprises 400 rows and 13 columns, + covering a wide range of variables related to sleep and daily habits. + It includes details such as gender, age, occupation, sleep duration, quality of sleep, + physical activity level, stress levels, BMI category, blood pressure, heart rate, daily steps, + and the presence or absence of sleep disorders\n + Reference: https://www.kaggle.com/datasets/uom190346a/sleep-health-and-lifestyle-dataset \n + Example questions:\n + 1. Describe data. Tip: For more detailed insights on the data try AutoInsights on the Cloud marketplace. 2. What is the average sleep duration for each gender? 3. How does average sleep duration vary across different age groups? 4. What are the most common occupations among individuals in the dataset? @@ -568,7 +575,9 @@ async def on_event(q: Q): 6. What is the average sleep duration for each age group? 7. What is the effect of Physical Activity Level on Quality of Sleep? """ - q.args.chatbot = f"Demo mode is enabled. Try below example questions for the selected data,\n{sample_qs}" + q.args.chatbot = ( + f"Demo mode is enabled.\nTry below example questions for the selected data to get started,\n{sample_qs}" + ) q.page["chat_card"].data += [q.args.chatbot, True] q.page["meta"].redirect = "#chat" event_handled = True From a4c7796bf16957198baa34cc3ef81d9ef7a509ab Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 20 Sep 2023 00:22:06 -0700 Subject: [PATCH 119/135] Bookkeeping #29 --- .appignore | 3 ++- app.toml | 2 +- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/.appignore b/.appignore index 4df92a8..76a5059 100644 --- a/.appignore +++ b/.appignore @@ -12,5 +12,6 @@ build/ dist/ tests/ ci/ -examples/ +examples/sleep_eda/ +examples/telemetry/ .log diff --git a/app.toml b/app.toml index bb01586..d8012c9 100644 --- a/app.toml +++ b/app.toml @@ -4,7 +4,7 @@ title = "SQL-Sidekick" description = "QnA with tabular data using NLQ" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] -Version = "0.0.8" +Version = "0.0.10" [Runtime] MemoryLimit = "64Gi" From af37b71b9dcf86cac92cac563dc1bd1a6eabe5f5 Mon Sep 17 00:00:00 2001 From: RobinLiu Date: Wed, 20 Sep 2023 23:48:53 -0400 Subject: [PATCH 120/135] remove Sample Values for NUMERIC and convert whitespace in column name to underscore --- .../Sleep_health_and_lifestyle_dataset.csv | 2 +- ...leep_health_and_lifestyle_dataset.csv.bkup | 375 ++++++++++++++++++ examples/sleep_eda/archive.zip | Bin 0 -> 2604 bytes examples/sleep_eda/schema_generator.ipynb | 206 +++++----- examples/sleep_eda/table_info_test.jsonl | 18 +- 5 files changed, 491 insertions(+), 110 deletions(-) create mode 100644 examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup create mode 100644 examples/sleep_eda/archive.zip diff --git a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv index 9b1be61..b7e16bd 100644 --- a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv +++ b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv @@ -1,4 +1,4 @@ -Person_ID,Gender,Age,Occupation,Sleep_Duration,Quality_of_Sleep,Physical_Activity_Level,Stress_Level,BMI_Category,Blood_Pressure,Heart_Rate,Daily_Steps,Sleep_Disorder +Person ID,Gender,Age,Occupation,Sleep Duration,Quality of Sleep,Physical Activity Level,Stress Level,BMI Category,Blood Pressure,Heart Rate,Daily Steps,Sleep Disorder 1,Male,27,Software Engineer,6.1,6,42,6,Overweight,126/83,77,4200,None 2,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None 3,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None diff --git a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup new file mode 100644 index 0000000..9b1be61 --- /dev/null +++ b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup @@ -0,0 +1,375 @@ +Person_ID,Gender,Age,Occupation,Sleep_Duration,Quality_of_Sleep,Physical_Activity_Level,Stress_Level,BMI_Category,Blood_Pressure,Heart_Rate,Daily_Steps,Sleep_Disorder +1,Male,27,Software Engineer,6.1,6,42,6,Overweight,126/83,77,4200,None +2,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +3,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None +4,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +5,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea +6,Male,28,Software Engineer,5.9,4,30,8,Obese,140/90,85,3000,Insomnia +7,Male,29,Teacher,6.3,6,40,7,Obese,140/90,82,3500,Insomnia +8,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +9,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +10,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +11,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None +12,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +13,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None +14,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +15,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +16,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None +17,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Sleep Apnea +18,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,Sleep Apnea +19,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Insomnia +20,Male,30,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +21,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +22,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +23,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +24,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +25,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +26,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +27,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +28,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +29,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +30,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None +31,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Sleep Apnea +32,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Insomnia +33,Female,31,Nurse,7.9,8,75,4,Normal Weight,117/76,69,6800,None +34,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +35,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +36,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +37,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +38,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +39,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +40,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +41,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +42,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +43,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +44,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +45,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +46,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +47,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +48,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None +49,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +50,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,Sleep Apnea +51,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None +52,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None +53,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +54,Male,32,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None +55,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +56,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +57,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +58,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +59,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +60,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None +61,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +62,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None +63,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +64,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +65,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +66,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None +67,Male,32,Accountant,7.2,8,50,6,Normal Weight,118/76,68,7000,None +68,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,Insomnia +69,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None +70,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None +71,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +72,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +73,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +74,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None +75,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +76,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +77,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +78,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +79,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +80,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None +81,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea +82,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea +83,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None +84,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None +85,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None +86,Female,35,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +87,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None +88,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None +89,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +90,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +91,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +92,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None +93,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None +94,Male,35,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea +95,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,Insomnia +96,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +97,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +98,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +99,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None +100,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None +101,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +102,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +103,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None +104,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Sleep Apnea +105,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,Sleep Apnea +106,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Insomnia +107,Female,37,Nurse,6.1,6,42,6,Overweight,126/83,77,4200,None +108,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None +109,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None +110,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +111,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +112,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +113,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +114,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None +115,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +116,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +117,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +118,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +119,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +120,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +121,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +122,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +123,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +124,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +125,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None +126,Female,37,Nurse,7.5,8,60,4,Normal Weight,120/80,70,8000,None +127,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +128,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +129,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +130,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +131,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +132,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +133,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +134,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +135,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +136,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None +137,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +138,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None +139,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +140,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None +141,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +142,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None +143,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +144,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None +145,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,Sleep Apnea +146,Female,38,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea +147,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,Insomnia +148,Male,39,Engineer,6.5,5,40,7,Overweight,132/87,80,4000,Insomnia +149,Female,39,Lawyer,6.9,7,50,6,Normal Weight,128/85,75,5500,None +150,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None +151,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None +152,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +153,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +154,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +155,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +156,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +157,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +158,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +159,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +160,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +161,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None +162,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None +163,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None +164,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None +165,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None +166,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,Insomnia +167,Male,41,Engineer,7.3,8,70,6,Normal Weight,121/79,72,6200,None +168,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None +169,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None +170,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +171,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +172,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +173,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +174,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None +175,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +176,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +177,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None +178,Male,42,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +179,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +180,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +181,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +182,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +183,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +184,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None +185,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea +186,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea +187,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +188,Male,43,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +189,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +190,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +191,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia +192,Male,43,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +193,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +194,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +195,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +196,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +197,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +198,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +199,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +200,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +201,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia +202,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia +203,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia +204,Male,43,Engineer,6.9,6,47,7,Normal Weight,117/76,69,6800,None +205,Male,43,Engineer,7.6,8,75,4,Overweight,122/80,68,6800,None +206,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +207,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +208,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +209,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +210,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +211,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None +212,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +213,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +214,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +215,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +216,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +217,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +218,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None +219,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Sleep Apnea +220,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Sleep Apnea +221,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +222,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +223,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +224,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +225,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +226,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +227,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +228,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +229,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +230,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +231,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +232,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +233,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +234,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +235,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +236,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +237,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +238,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +239,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +240,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +241,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +242,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +243,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia +244,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +245,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +246,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +247,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia +248,Male,44,Engineer,6.8,7,45,7,Overweight,130/85,78,5000,Insomnia +249,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,None +250,Male,44,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,None +251,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia +252,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia +253,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +254,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +255,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +256,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia +257,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +258,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +259,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +260,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +261,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia +262,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None +263,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None +264,Female,45,Manager,6.9,7,55,5,Overweight,125/82,75,5500,None +265,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia +266,Female,48,Nurse,5.9,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +267,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia +268,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,None +269,Female,49,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +270,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +271,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +272,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +273,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +274,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +275,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +276,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +277,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea +278,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea +279,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Insomnia +280,Female,50,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +281,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,None +282,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +283,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +284,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +285,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +286,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +287,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +288,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +289,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +290,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +291,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +292,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +293,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +294,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +295,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +296,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +297,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +298,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +299,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +300,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +301,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +302,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +303,Female,51,Nurse,7.1,7,55,6,Normal Weight,125/82,72,6000,None +304,Female,51,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +305,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +306,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea +307,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia +308,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia +309,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +310,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +311,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +312,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia +313,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +314,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +315,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +316,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,Insomnia +317,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +318,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +319,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +320,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +321,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +322,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +323,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +324,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +325,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +326,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +327,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +328,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +329,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None +330,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +331,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +332,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +333,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +334,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +335,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +336,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +337,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +338,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None +339,Female,54,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None +340,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea +341,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea +342,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None +343,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None +344,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None +345,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +346,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +347,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +348,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +349,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +350,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +351,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +352,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +353,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +354,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +355,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +356,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +357,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +358,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +359,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,None +360,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None +361,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +362,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +363,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +364,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +365,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +366,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +367,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +368,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +369,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +370,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +371,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +372,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +373,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea +374,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea \ No newline at end of file diff --git a/examples/sleep_eda/archive.zip b/examples/sleep_eda/archive.zip new file mode 100644 index 0000000000000000000000000000000000000000..41d0ef8aa92ba52a23da6e512bd59281009ccf04 GIT binary patch literal 2604 zcmbW3S5y-U5{5AXDoBZdAkupgBM^~ZVnPTIMUW=a69^c3FBXFIn#9mS5&;oR6fA%s z<jfz-N${|f6kfzVdnhvHs`alILfZZ#&-NT8^6sPyP?H3!r_0U zz$VCMgGHkQT`_2PY$(Rn-5=$O_3=W7ghpY}t|<3V_YidGdC!pWBW(O^2p6_LvODo_ zrxtzmKdW;p@$1n=@qM=Yu-eF`er&imz>-%_!j1N-L;`+K_6(t@HJ}AmU5Jw02o+ve zh*P_JSE%>livMk&D=Q1`d!G!LuXKLS7ELxX6K^*+#zfCJf9pQlcpFpDJ-~eYp5A?E zxGC{1cV%GbA(DB5xl8}v)bh~)J2&h6ZGHjXa%sNsSa^)i#g!07J4n(9`|DLBn9==S zlezRM@@LGR{GFenzLNn1TcJ}wfrjX>5zM5Ofz9$LeMS&tWkDH5|CZq<8NtUx%$b!q zZ1_1@TrkkW$6#I-u-3YSJ5zx=SlMGN??0NFzx(!r^uYL$7h17@=`cg}!2$CY{^JGZNCCmB93K3}j z&>?q=H)My(XSBB6ClyRhipWaxVtmU`7}IdPWlc5`_z|cr*&_bUq%&Nlgf+FX)%-f+ zNR2wgAl;$Yn9m`1l4ib{!F|2bh*1)}HuoIX z^hv@1;dG7%*EFoO19y)@==7LPAf8p8kGliJ)Bwe`C~#bBP3f20XNTwNR1Qw>rw7Cv zZ$I)hPiOI+q7qqr*-)tBskBcX>SGSjNh*)QnC3#TPjpDigz2004wd}#RVG<&2{iWj z3`|XFVZ|FvHd_|EP&W?XSZ(fM(u(utI={BgwJwH!4ph^kw43htBo{p6OtKi8GbWTT zmGQjy718;tXEz#?0+%L(XzX6P6?UFj_e&$9!b5*w&_jkedg|WP&-&{myuye5d`XA9 z&9j$I4G-hFxP8xIp1XzjH#Rmd*i1@GoG0s`{)X^!k)VvOSRc{%f7*(j<`F8^^-r%ey;L)sml~p+$%7z z)15adN^n`5w=d1t_5hhQW!LGl$a&`|(7ruxBv}7Y2O&S!h!BRW25Ix$(lZEZNxfX9 z)u3OMI-XJ@!R!1OB@kx%sApzUB6VUSsU#C-0xJ&(MxTA0+9tJ#eOG4YhI1(dr@ufG zb@kU)tQ>IBnQ#sXQlwzd^tAVTRx@*FX1DEzeY4)l``I|pwjego?wI1I9(IoMSM}$b zOBc7RxKuWN=?mB;I7OF22a)U52w_ zeOK9q(F^sKwILisb1zo4y>{Lv{>{R8_W`B$Urxdm71bx^^k`RH)kY+1j-`08i=<0U zyeNAujAd5coI=kCYEkjk51$>bmTjH;;x`+wGDDiB*JW`w!2t zCM18YN&i^GnUw8C=Q4TEt?6mR3`sBFzz=TP!>=4;tRt@FYMOa4-rme)Oi!V};1ka%sP!|#NpJ+hh(Nk4I-7~ESvFArDCD$$f zT3H&#)P~sSojK*R+C!}JH>KC^fQwStYea?i314PR$bU%xL)nP`9Hv#T=VNC^zP z`-C554e-APV7&$41ToeWgfWo|Suu-p+f&YqDUX|>OGWQnJ(M0rG~Rm-5qHLQBoR4v zbqy(^UDGx0KP>J`sqc$F-7Vf@Z`ilzCf*#U9|0)^<3Wp*@g)ElW)0RTFzp)daS%NN zm;L=MKd;?`nhy7%gtM+R39Aw0lFVI@-|KI2qmyTYnre%pVy%M>av??6H|sSmriv%| zA~m}~Hy~#Ist)#T(fX>|l-_8&>m4MaATrKY=qb$&$#Lt?h+WSi)XY)6Ipe`Dn97-( zs#@VQ)pCwsPURohy?~Dk(@0e~i@c_pSYehUBMc{|DfX1N%vSbuD9vya6ogBAU?Yo= zPtK(~{)dK_(Gl#IoaElp%u344Qi+0y6F3=VQHDyXGJ&E*s8A-5dpbuK3EguZC$?x$ zn!+cod?RB8!Yue$gdlow3U+#zJmerKVswG!LG?vQ1766iPur_<0g=)kO3;m`J#XS% z^|*jnr989~l1usV4tUzUNTrZc@sFU0$=N!<=F+XEPBo4k5y^B7oT=$(4_ih$L~Gd0^nH(rX#QO7D*di-Raf1-HNIqe+Xi8E}lHy@zp1#|E>cMuN5L4DwvR5 z!LKeTlLP6vmK+HH4k3y@bHL7nX>?=R%b%Q{`2>>#X?5TRZPEM)XNezHS93?+4$mCD(E0)D{_2cWizpE`UMCZHS(ZrEiKOcIb>{eekJFP8 zKO|&2mdk46Go?oHP+hApg3iWjYXFGt$eYx`!~~)0+S-k97k5X-5NNy$|`!3T00S1cf7%$v3ZdF%;|pUJfHf__{Bo93TeZDI3$6}-f0kv2YHXwXfJJv z3-V)7lG8yxZWZA6O995KXKwxyleA5gzE&frk_qj!sa#|Pjb9uzgJoBmog!hUepOCW z$F0~!3yjmU}BS-njY1yX}Epb-DQ?LI-Qj1W;Vn^?Ohlz7k_um<~P} zm)Lpnt63)y^;ub?rU(if%k4HNSpHtHt^O%#WpM7xJu literal 0 HcmV?d00001 diff --git a/examples/sleep_eda/schema_generator.ipynb b/examples/sleep_eda/schema_generator.ipynb index 00ce33c..ff23b0f 100644 --- a/examples/sleep_eda/schema_generator.ipynb +++ b/examples/sleep_eda/schema_generator.ipynb @@ -2,17 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 43, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", - "import json" + "import json\n", + "import re" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 61, "metadata": {}, "outputs": [ { @@ -46,19 +47,19 @@ " \n", " \n", " \n", - " Person_ID\n", + " Person ID\n", " Gender\n", " Age\n", " Occupation\n", - " Sleep_Duration\n", - " Quality_of_Sleep\n", - " Physical_Activity_Level\n", - " Stress_Level\n", - " BMI_Category\n", - " Blood_Pressure\n", - " Heart_Rate\n", - " Daily_Steps\n", - " Sleep_Disorder\n", + " Sleep Duration\n", + " Quality of Sleep\n", + " Physical Activity Level\n", + " Stress Level\n", + " BMI Category\n", + " Blood Pressure\n", + " Heart Rate\n", + " Daily Steps\n", + " Sleep Disorder\n", " \n", " \n", " \n", @@ -147,21 +148,21 @@ "" ], "text/plain": [ - " Person_ID Gender Age Occupation Sleep_Duration \\\n", + " Person ID Gender Age Occupation Sleep Duration \\\n", "0 1 Male 27 Software Engineer 6.1 \n", "1 2 Male 28 Doctor 6.2 \n", "2 3 Male 28 Doctor 6.2 \n", "3 4 Male 28 Sales Representative 5.9 \n", "4 5 Male 28 Sales Representative 5.9 \n", "\n", - " Quality_of_Sleep Physical_Activity_Level Stress_Level BMI_Category \\\n", + " Quality of Sleep Physical Activity Level Stress Level BMI Category \\\n", "0 6 42 6 Overweight \n", "1 6 60 8 Normal \n", "2 6 60 8 Normal \n", "3 4 30 8 Obese \n", "4 4 30 8 Obese \n", "\n", - " Blood_Pressure Heart_Rate Daily_Steps Sleep_Disorder \n", + " Blood Pressure Heart Rate Daily Steps Sleep Disorder \n", "0 126/83 77 4200 NaN \n", "1 125/80 75 10000 NaN \n", "2 125/80 75 10000 NaN \n", @@ -169,7 +170,7 @@ "4 140/90 85 3000 Sleep Apnea " ] }, - "execution_count": 45, + "execution_count": 61, "metadata": {}, "output_type": "execute_result" } @@ -178,30 +179,69 @@ "df.head()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. remove sample values for Column Type: NUMERIC\n", + " 1. only keep NUMERIC and TEXT for now\n", + "2. replace space in column name with underscore\n", + "3. try to upload it with original csv together with jsonl and check if it works\n", + "4. add this as a new flag to GENERATE schema from csv\n", + " 1. database dialet Sqlite vs Postgres\n", + " 2. if sqlite, then use TEXT, if postgres, then use VARCHAR\n", + " 3. path to the csv, and output the schema(.jsonl)\n", + " 4. keep it a seperate file, schema_generator.py " + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Person ID', 'Gender', 'Age', 'Occupation', 'Sleep Duration',\n", + " 'Quality of Sleep', 'Physical Activity Level', 'Stress Level',\n", + " 'BMI Category', 'Blood Pressure', 'Heart Rate', 'Daily Steps',\n", + " 'Sleep Disorder'],\n", + " dtype='object')" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'Person_ID': dtype('int64'),\n", + "{'Person ID': dtype('int64'),\n", " 'Gender': dtype('O'),\n", " 'Age': dtype('int64'),\n", " 'Occupation': dtype('O'),\n", - " 'Sleep_Duration': dtype('float64'),\n", - " 'Quality_of_Sleep': dtype('int64'),\n", - " 'Physical_Activity_Level': dtype('int64'),\n", - " 'Stress_Level': dtype('int64'),\n", - " 'BMI_Category': dtype('O'),\n", - " 'Blood_Pressure': dtype('O'),\n", - " 'Heart_Rate': dtype('int64'),\n", - " 'Daily_Steps': dtype('int64'),\n", - " 'Sleep_Disorder': dtype('O')}" + " 'Sleep Duration': dtype('float64'),\n", + " 'Quality of Sleep': dtype('int64'),\n", + " 'Physical Activity Level': dtype('int64'),\n", + " 'Stress Level': dtype('int64'),\n", + " 'BMI Category': dtype('O'),\n", + " 'Blood Pressure': dtype('O'),\n", + " 'Heart Rate': dtype('int64'),\n", + " 'Daily Steps': dtype('int64'),\n", + " 'Sleep Disorder': dtype('O')}" ] }, - "execution_count": 46, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -214,21 +254,28 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 66, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "unique_values: Male\n", + "unique_values: Software Engineer\n", + "unique_values: Overweight\n", + "unique_values: 126/83\n", + "unique_values: Sleep Apnea\n" + ] + }, { "data": { "text/plain": [ - "[{'Column Name': 'Person_ID',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [1, 2, 3, 4, 5]},\n", + "[{'Column Name': 'Person_ID', 'Column Type': 'NUMERIC'},\n", " {'Column Name': 'Gender',\n", " 'Column Type': 'TEXT',\n", " 'Sample Values': ['Male', 'Female']},\n", - " {'Column Name': 'Age',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [27, 28, 29, 30, 31]},\n", + " {'Column Name': 'Age', 'Column Type': 'NUMERIC'},\n", " {'Column Name': 'Occupation',\n", " 'Column Type': 'TEXT',\n", " 'Sample Values': ['Software Engineer',\n", @@ -242,60 +289,22 @@ " 'Lawyer',\n", " 'Salesperson',\n", " 'Manager']},\n", - " {'Column Name': 'Sleep_Duration',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [6.1, 6.2, 5.9, 6.3, 7.8]},\n", - " {'Column Name': 'Quality_of_Sleep',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [6, 4, 7, 5, 8]},\n", - " {'Column Name': 'Physical_Activity_Level',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [42, 60, 30, 40, 75]},\n", - " {'Column Name': 'Stress_Level',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [6, 8, 7, 4, 3]},\n", + " {'Column Name': 'Sleep_Duration', 'Column Type': 'NUMERIC'},\n", + " {'Column Name': 'Quality_of_Sleep', 'Column Type': 'NUMERIC'},\n", + " {'Column Name': 'Physical_Activity_Level', 'Column Type': 'NUMERIC'},\n", + " {'Column Name': 'Stress_Level', 'Column Type': 'NUMERIC'},\n", " {'Column Name': 'BMI_Category',\n", " 'Column Type': 'TEXT',\n", " 'Sample Values': ['Overweight', 'Normal', 'Obese', 'Normal Weight']},\n", - " {'Column Name': 'Blood_Pressure',\n", - " 'Column Type': 'TEXT',\n", - " 'Sample Values': ['126/83',\n", - " '125/80',\n", - " '140/90',\n", - " '120/80',\n", - " '132/87',\n", - " '130/86',\n", - " '117/76',\n", - " '118/76',\n", - " '128/85',\n", - " '131/86',\n", - " '128/84',\n", - " '115/75',\n", - " '135/88',\n", - " '129/84',\n", - " '130/85',\n", - " '115/78',\n", - " '119/77',\n", - " '121/79',\n", - " '125/82',\n", - " '135/90',\n", - " '122/80',\n", - " '142/92',\n", - " '140/95',\n", - " '139/91',\n", - " '118/75']},\n", - " {'Column Name': 'Heart_Rate',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [77, 75, 85, 82, 70]},\n", - " {'Column Name': 'Daily_Steps',\n", - " 'Column Type': 'NUMERIC',\n", - " 'Sample Values': [4200, 10000, 3000, 3500, 8000]},\n", + " {'Column Name': 'Blood_Pressure', 'Column Type': 'TEXT'},\n", + " {'Column Name': 'Heart_Rate', 'Column Type': 'NUMERIC'},\n", + " {'Column Name': 'Daily_Steps', 'Column Type': 'NUMERIC'},\n", " {'Column Name': 'Sleep_Disorder',\n", " 'Column Type': 'TEXT',\n", " 'Sample Values': ['Sleep Apnea', 'Insomnia']}]" ] }, - "execution_count": 47, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" } @@ -303,22 +312,26 @@ "source": [ "schema_list = []\n", "for key, value in schema.items():\n", + " if \" \" in key:\n", + " new_key = key.replace(\" \", \"_\") # Remove the space in the column name\n", + " else:\n", + " new_key = key\n", " if value == \"object\":\n", " value = \"TEXT\"\n", - " else: value = \"NUMERIC\"\n", - " unique_values = df[key].dropna().unique().tolist()\n", - " if len(unique_values) > 5:\n", - " if value == \"NUMERIC\":\n", - " unique_values = unique_values[:5]\n", - " # what to do with {\"Column Name\": \"Blood_Pressure\", \"Column Type\": \"TEXT\", \"Sample Values\": [\"115/75\"\"115/78\", \"117/76\", \"118/75\", \"118/76\", \"119/77\"]}\n", - "\n", - " schema_list.append({\"Column Name\": key, \"Column Type\": value, \"Sample Values\": unique_values})\n", - "schema_list" + " unique_values = df[key].dropna().unique().tolist()\n", + " print(f\"unique_values: {unique_values[0]}\")\n", + " if not bool(re.search(r'[A-Za-z]', unique_values[0])):\n", + " schema_list.append({\"Column Name\": new_key, \"Column Type\": value})\n", + " else:\n", + " schema_list.append({\"Column Name\": new_key, \"Column Type\": value, \"Sample Values\": unique_values})\n", + " else: \n", + " value = \"NUMERIC\"\n", + " schema_list.append({\"Column Name\": new_key, \"Column Type\": value})" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -328,13 +341,6 @@ " json.dump(item, f)\n", " f.write(\"\\n\")" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/examples/sleep_eda/table_info_test.jsonl b/examples/sleep_eda/table_info_test.jsonl index bc1d523..c1f297c 100644 --- a/examples/sleep_eda/table_info_test.jsonl +++ b/examples/sleep_eda/table_info_test.jsonl @@ -1,13 +1,13 @@ -{"Column Name": "Person_ID", "Column Type": "NUMERIC", "Sample Values": [1, 2, 3, 4, 5]} +{"Column Name": "Person_ID", "Column Type": "NUMERIC"} {"Column Name": "Gender", "Column Type": "TEXT", "Sample Values": ["Male", "Female"]} -{"Column Name": "Age", "Column Type": "NUMERIC", "Sample Values": [27, 28, 29, 30, 31]} +{"Column Name": "Age", "Column Type": "NUMERIC"} {"Column Name": "Occupation", "Column Type": "TEXT", "Sample Values": ["Software Engineer", "Doctor", "Sales Representative", "Teacher", "Nurse", "Engineer", "Accountant", "Scientist", "Lawyer", "Salesperson", "Manager"]} -{"Column Name": "Sleep_Duration", "Column Type": "NUMERIC", "Sample Values": [6.1, 6.2, 5.9, 6.3, 7.8]} -{"Column Name": "Quality_of_Sleep", "Column Type": "NUMERIC", "Sample Values": [6, 4, 7, 5, 8]} -{"Column Name": "Physical_Activity_Level", "Column Type": "NUMERIC", "Sample Values": [42, 60, 30, 40, 75]} -{"Column Name": "Stress_Level", "Column Type": "NUMERIC", "Sample Values": [6, 8, 7, 4, 3]} +{"Column Name": "Sleep_Duration", "Column Type": "NUMERIC"} +{"Column Name": "Quality_of_Sleep", "Column Type": "NUMERIC"} +{"Column Name": "Physical_Activity_Level", "Column Type": "NUMERIC"} +{"Column Name": "Stress_Level", "Column Type": "NUMERIC"} {"Column Name": "BMI_Category", "Column Type": "TEXT", "Sample Values": ["Overweight", "Normal", "Obese", "Normal Weight"]} -{"Column Name": "Blood_Pressure", "Column Type": "TEXT", "Sample Values": ["126/83", "125/80", "140/90", "120/80", "132/87", "130/86", "117/76", "118/76", "128/85", "131/86", "128/84", "115/75", "135/88", "129/84", "130/85", "115/78", "119/77", "121/79", "125/82", "135/90", "122/80", "142/92", "140/95", "139/91", "118/75"]} -{"Column Name": "Heart_Rate", "Column Type": "NUMERIC", "Sample Values": [77, 75, 85, 82, 70]} -{"Column Name": "Daily_Steps", "Column Type": "NUMERIC", "Sample Values": [4200, 10000, 3000, 3500, 8000]} +{"Column Name": "Blood_Pressure", "Column Type": "TEXT"} +{"Column Name": "Heart_Rate", "Column Type": "NUMERIC"} +{"Column Name": "Daily_Steps", "Column Type": "NUMERIC"} {"Column Name": "Sleep_Disorder", "Column Type": "TEXT", "Sample Values": ["Sleep Apnea", "Insomnia"]} From 40417acc8207e6feaa77d7c83868a1e899468308 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 21 Sep 2023 09:19:41 -0700 Subject: [PATCH 121/135] Fix column name mismatch --- app.toml | 2 +- sidekick/db_config.py | 10 ++++++++-- ui/app.py | 4 ++-- 3 files changed, 11 insertions(+), 5 deletions(-) diff --git a/app.toml b/app.toml index d8012c9..836e28f 100644 --- a/app.toml +++ b/app.toml @@ -4,7 +4,7 @@ title = "SQL-Sidekick" description = "QnA with tabular data using NLQ" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] -Version = "0.0.10" +Version = "0.0.11" [Runtime] MemoryLimit = "64Gi" diff --git a/sidekick/db_config.py b/sidekick/db_config.py index 21d99ad..aab7a0e 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -9,7 +9,7 @@ from psycopg2.extras import Json from sidekick.configs.data_template import data_samples_template from sidekick.logger import logger -from sqlalchemy import create_engine +from sqlalchemy import create_engine, text from sqlalchemy.exc import SQLAlchemyError from sqlalchemy_utils import database_exists @@ -38,6 +38,7 @@ def __init__( self._engine = None self.dialect = dialect self.base_path = base_path + self.column_names = [] if dialect == "sqlite": self._url = f"sqlite:///{base_path}/db/sqlite/{db_name}.db" else: @@ -103,6 +104,7 @@ def _extract_schema_info(self, schema_info_path=None): data = json.loads(line) if "Column Name" in data and "Column Type" in data: col_name = data["Column Name"] + self.column_names.append(col_name) col_type = data["Column Type"] if col_type.lower() == "text": col_type = col_type + " COLLATE NOCASE" @@ -167,6 +169,9 @@ def add_samples(self, data_csv_path=None): conn_str = self._url try: df = pd.read_csv(data_csv_path) + # Make sure column names in the data-frame match the schema + df.columns = self.column_names + logger.debug(f"Column names in the data-frame: {df.columns}") engine = create_engine(conn_str, isolation_level="AUTOCOMMIT") sample_query = f"SELECT COUNT(*) AS ROWS FROM {self.table_name} LIMIT 1" @@ -206,7 +211,8 @@ def execute_query_db(self, query=None, n_rows=100): # Create a connection connection = engine.connect() logger.debug(f"Executing query:\n {query}") - result = connection.execute(query) + _query = text(query) + result = connection.execute(_query) # Process the query results cnt = 0 diff --git a/ui/app.py b/ui/app.py index e0b8e31..1094eaa 100644 --- a/ui/app.py +++ b/ui/app.py @@ -361,7 +361,7 @@ async def datasets(q: Q): ui.progress( name="progress_bar", width="100%", label="Uploading datasets and creating tables!", visible=False ), - ui.button(name="file_upload", label="Submit", primary=True), + ui.button(name="file_upload", label="Upload", primary=True), ], ), ) @@ -445,7 +445,7 @@ async def init(q: Q) -> None: items=[ ui.nav_group( "Menu", - items=[ui.nav_item(name="#datasets", label="Upload"), ui.nav_item(name="#chat", label="Chat")], + items=[ui.nav_item(name="#datasets", label="Upload Dataset"), ui.nav_item(name="#chat", label="Chat")], ), ui.nav_group( "Help", From d586118021f5bbc206decc853daf98f493ce1155 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 25 Sep 2023 13:25:54 -0700 Subject: [PATCH 122/135] Upgrade version to v0.0.12 --- app.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/app.toml b/app.toml index 836e28f..58ee350 100644 --- a/app.toml +++ b/app.toml @@ -4,7 +4,7 @@ title = "SQL-Sidekick" description = "QnA with tabular data using NLQ" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] -Version = "0.0.11" +Version = "0.0.12" [Runtime] MemoryLimit = "64Gi" @@ -14,7 +14,7 @@ VolumeMount = "/meta_data" VolumeSize = "100Gi" ResourceVolumeSize = "64Gi" GPUCount = 1 -RuntimeVersion = "ub2004_cuda114_cudnn8_py38_wlatest" +RuntimeVersion = "ub2004_cuda114_cudnn8_py38_wlatest_a10g" RoutingMode = "BASE_URL" EnableOIDC = true From bbae1b2bca0101cd6d72368a264e9a29b93d69fd Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Tue, 26 Sep 2023 15:13:27 -0700 Subject: [PATCH 123/135] Basic rules for detecting malicious patterns in generated SQL #33 --- sidekick/prompter.py | 11 +++++++++-- sidekick/utils.py | 27 +++++++++++++++++++++++++++ 2 files changed, 36 insertions(+), 2 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 691183f..8862f2e 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -15,7 +15,9 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import execute_query_pd, extract_table_names, save_query, setup_dir, _execute_sql +from sidekick.utils import (_execute_sql, check_vulnerability, + execute_query_pd, extract_table_names, save_query, + setup_dir) # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -476,7 +478,12 @@ def query_api( db_name, hostname, user_name, password, port, base_path=base_path, dialect=db_dialect ) - q_res, err = db_obj.execute_query_db(query=_val) + # Before executing, check if known vulnerabilities exist in the generated SQL code. + r, m = check_vulnerability(_val) + if not r: + q_res, err = db_obj.execute_query_db(query=_val) + else: + q_res = m elif option == "pandas": tables = extract_table_names(_val) diff --git a/sidekick/utils.py b/sidekick/utils.py index 3514b94..6dcb3c0 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -382,3 +382,30 @@ def make_dir(path: str): pass else: raise Exception("Error reported while creating default directory path.") + + +def check_vulnerability(input_query: str): + import re + + # Common SQL injection patterns + # Reference: https://github.com/payloadbox/sql-injection-payload-list#generic-sql-injection-payloads + sql_injection_patterns = [ + r"\b(UNION\s+ALL\s+SELECT|OR\s+\d+\s*=\s*\d+|1\s*=\s*1|--\s+)", + r'\b(SELECT\s+\*\s+FROM\s+\w+\s+WHERE\s+\w+\s*=\s*[\'"].*?[\'"]\s*;?\s*--)', + r'\b(INSERT\s+INTO\s+\w+\s+\(\s*\w+\s*,\s*\w+\s*\)\s+VALUES\s*\(\s*[\'"].*?[\'"]\s*,\s*[\'"].*?[\'"]\s*\)\s*;?\s*--)', + r"\b(DROP\s+TABLE|ALTER\s+TABLE|admin\'--)", + r'([\'`\\\/#]|--|\b(OR\s+[\'"][^;]*;|AND\s+id\s+IS\s+NULL|OR\s+[a-zA-Z_]\s*=\s*[a-zA-Z_#]))', + ] + + # Check for SQL injection patterns in the SQL code + res = False + _msg = None + p_detected = [] + for pattern in sql_injection_patterns: + matches = re.findall(pattern, input_query, re.IGNORECASE) + if matches: + res = True + p_detected.append(matches) + if res: + _msg = f"The input question has malicious patterns, {p_detected} that could lead to SQL Injection.\nSorry, I will not be able to provide an answer.\nPlease try rephrasing the question." + return res, _msg From 128d13bb8a8e9f0b9fcc829fea48b1838a010ce3 Mon Sep 17 00:00:00 2001 From: RobinLiu Date: Wed, 27 Sep 2023 12:59:33 -0400 Subject: [PATCH 124/135] convert notebook to py file --- ...leep_health_and_lifestyle_dataset.csv.bkup | 375 ------------------ examples/sleep_eda/archive.zip | Bin 2604 -> 0 bytes examples/sleep_eda/schema_generator.ipynb | 368 ----------------- examples/sleep_eda/table_info_test.jsonl | 13 - sidekick/schema_generator.py | 46 +++ 5 files changed, 46 insertions(+), 756 deletions(-) delete mode 100644 examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup delete mode 100644 examples/sleep_eda/archive.zip delete mode 100644 examples/sleep_eda/schema_generator.ipynb delete mode 100644 examples/sleep_eda/table_info_test.jsonl create mode 100644 sidekick/schema_generator.py diff --git a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup deleted file mode 100644 index 9b1be61..0000000 --- a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv.bkup +++ /dev/null @@ -1,375 +0,0 @@ -Person_ID,Gender,Age,Occupation,Sleep_Duration,Quality_of_Sleep,Physical_Activity_Level,Stress_Level,BMI_Category,Blood_Pressure,Heart_Rate,Daily_Steps,Sleep_Disorder -1,Male,27,Software Engineer,6.1,6,42,6,Overweight,126/83,77,4200,None -2,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None -3,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None -4,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea -5,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea -6,Male,28,Software Engineer,5.9,4,30,8,Obese,140/90,85,3000,Insomnia -7,Male,29,Teacher,6.3,6,40,7,Obese,140/90,82,3500,Insomnia -8,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -9,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -10,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -11,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None -12,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -13,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None -14,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None -15,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None -16,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None -17,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Sleep Apnea -18,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,Sleep Apnea -19,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Insomnia -20,Male,30,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -21,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -22,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -23,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -24,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -25,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -26,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -27,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -28,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -29,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -30,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -31,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Sleep Apnea -32,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Insomnia -33,Female,31,Nurse,7.9,8,75,4,Normal Weight,117/76,69,6800,None -34,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -35,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -36,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -37,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -38,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -39,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -40,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -41,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -42,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -43,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -44,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -45,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -46,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -47,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -48,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -49,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -50,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,Sleep Apnea -51,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None -52,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None -53,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -54,Male,32,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -55,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -56,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -57,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -58,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -59,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -60,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -61,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -62,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -63,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -64,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -65,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -66,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -67,Male,32,Accountant,7.2,8,50,6,Normal Weight,118/76,68,7000,None -68,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,Insomnia -69,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None -70,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None -71,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -72,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -73,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -74,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -75,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -76,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -77,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -78,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -79,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -80,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -81,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea -82,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea -83,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None -84,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None -85,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None -86,Female,35,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -87,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None -88,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None -89,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -90,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -91,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -92,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -93,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None -94,Male,35,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea -95,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,Insomnia -96,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -97,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -98,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -99,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None -100,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None -101,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None -102,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None -103,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None -104,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Sleep Apnea -105,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,Sleep Apnea -106,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Insomnia -107,Female,37,Nurse,6.1,6,42,6,Overweight,126/83,77,4200,None -108,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None -109,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None -110,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None -111,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -112,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None -113,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -114,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None -115,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -116,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -117,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -118,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -119,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -120,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -121,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -122,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -123,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -124,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -125,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -126,Female,37,Nurse,7.5,8,60,4,Normal Weight,120/80,70,8000,None -127,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -128,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -129,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -130,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -131,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -132,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -133,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -134,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -135,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -136,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -137,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -138,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None -139,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -140,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None -141,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -142,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None -143,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -144,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -145,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,Sleep Apnea -146,Female,38,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea -147,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,Insomnia -148,Male,39,Engineer,6.5,5,40,7,Overweight,132/87,80,4000,Insomnia -149,Female,39,Lawyer,6.9,7,50,6,Normal Weight,128/85,75,5500,None -150,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None -151,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None -152,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -153,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -154,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -155,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -156,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -157,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -158,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -159,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -160,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -161,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -162,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None -163,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None -164,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None -165,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None -166,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,Insomnia -167,Male,41,Engineer,7.3,8,70,6,Normal Weight,121/79,72,6200,None -168,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None -169,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None -170,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -171,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -172,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -173,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -174,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -175,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None -176,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None -177,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None -178,Male,42,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -179,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -180,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -181,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -182,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -183,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -184,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -185,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea -186,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea -187,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia -188,Male,43,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -189,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia -190,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -191,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia -192,Male,43,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -193,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -194,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -195,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -196,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -197,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -198,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -199,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -200,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -201,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -202,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia -203,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia -204,Male,43,Engineer,6.9,6,47,7,Normal Weight,117/76,69,6800,None -205,Male,43,Engineer,7.6,8,75,4,Overweight,122/80,68,6800,None -206,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -207,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -208,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -209,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -210,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -211,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -212,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -213,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -214,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -215,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -216,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -217,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -218,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -219,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Sleep Apnea -220,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Sleep Apnea -221,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -222,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -223,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -224,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -225,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -226,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -227,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -228,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -229,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -230,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -231,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -232,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -233,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -234,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -235,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -236,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -237,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -238,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -239,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -240,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -241,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -242,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -243,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -244,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -245,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -246,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -247,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -248,Male,44,Engineer,6.8,7,45,7,Overweight,130/85,78,5000,Insomnia -249,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,None -250,Male,44,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,None -251,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia -252,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia -253,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -254,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -255,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -256,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -257,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -258,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -259,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -260,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -261,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -262,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None -263,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None -264,Female,45,Manager,6.9,7,55,5,Overweight,125/82,75,5500,None -265,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia -266,Female,48,Nurse,5.9,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -267,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia -268,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,None -269,Female,49,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -270,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -271,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -272,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -273,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -274,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -275,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -276,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -277,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea -278,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea -279,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Insomnia -280,Female,50,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -281,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,None -282,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -283,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -284,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -285,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -286,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -287,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -288,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -289,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -290,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -291,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -292,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -293,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -294,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -295,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -296,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -297,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -298,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -299,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -300,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -301,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -302,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -303,Female,51,Nurse,7.1,7,55,6,Normal Weight,125/82,72,6000,None -304,Female,51,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -305,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -306,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -307,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia -308,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia -309,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -310,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -311,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -312,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -313,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -314,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -315,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -316,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,Insomnia -317,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -318,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -319,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -320,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -321,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -322,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -323,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -324,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -325,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -326,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -327,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -328,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -329,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -330,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -331,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -332,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -333,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -334,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -335,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -336,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -337,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -338,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -339,Female,54,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -340,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea -341,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea -342,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None -343,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None -344,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None -345,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -346,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -347,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -348,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -349,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -350,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -351,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -352,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -353,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -354,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -355,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -356,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -357,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -358,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -359,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,None -360,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None -361,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -362,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -363,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -364,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -365,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -366,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -367,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -368,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -369,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -370,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -371,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -372,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -373,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -374,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea \ No newline at end of file diff --git a/examples/sleep_eda/archive.zip b/examples/sleep_eda/archive.zip deleted file mode 100644 index 41d0ef8aa92ba52a23da6e512bd59281009ccf04..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2604 zcmbW3S5y-U5{5AXDoBZdAkupgBM^~ZVnPTIMUW=a69^c3FBXFIn#9mS5&;oR6fA%s z<jfz-N${|f6kfzVdnhvHs`alILfZZ#&-NT8^6sPyP?H3!r_0U zz$VCMgGHkQT`_2PY$(Rn-5=$O_3=W7ghpY}t|<3V_YidGdC!pWBW(O^2p6_LvODo_ zrxtzmKdW;p@$1n=@qM=Yu-eF`er&imz>-%_!j1N-L;`+K_6(t@HJ}AmU5Jw02o+ve zh*P_JSE%>livMk&D=Q1`d!G!LuXKLS7ELxX6K^*+#zfCJf9pQlcpFpDJ-~eYp5A?E zxGC{1cV%GbA(DB5xl8}v)bh~)J2&h6ZGHjXa%sNsSa^)i#g!07J4n(9`|DLBn9==S zlezRM@@LGR{GFenzLNn1TcJ}wfrjX>5zM5Ofz9$LeMS&tWkDH5|CZq<8NtUx%$b!q zZ1_1@TrkkW$6#I-u-3YSJ5zx=SlMGN??0NFzx(!r^uYL$7h17@=`cg}!2$CY{^JGZNCCmB93K3}j z&>?q=H)My(XSBB6ClyRhipWaxVtmU`7}IdPWlc5`_z|cr*&_bUq%&Nlgf+FX)%-f+ zNR2wgAl;$Yn9m`1l4ib{!F|2bh*1)}HuoIX z^hv@1;dG7%*EFoO19y)@==7LPAf8p8kGliJ)Bwe`C~#bBP3f20XNTwNR1Qw>rw7Cv zZ$I)hPiOI+q7qqr*-)tBskBcX>SGSjNh*)QnC3#TPjpDigz2004wd}#RVG<&2{iWj z3`|XFVZ|FvHd_|EP&W?XSZ(fM(u(utI={BgwJwH!4ph^kw43htBo{p6OtKi8GbWTT zmGQjy718;tXEz#?0+%L(XzX6P6?UFj_e&$9!b5*w&_jkedg|WP&-&{myuye5d`XA9 z&9j$I4G-hFxP8xIp1XzjH#Rmd*i1@GoG0s`{)X^!k)VvOSRc{%f7*(j<`F8^^-r%ey;L)sml~p+$%7z z)15adN^n`5w=d1t_5hhQW!LGl$a&`|(7ruxBv}7Y2O&S!h!BRW25Ix$(lZEZNxfX9 z)u3OMI-XJ@!R!1OB@kx%sApzUB6VUSsU#C-0xJ&(MxTA0+9tJ#eOG4YhI1(dr@ufG zb@kU)tQ>IBnQ#sXQlwzd^tAVTRx@*FX1DEzeY4)l``I|pwjego?wI1I9(IoMSM}$b zOBc7RxKuWN=?mB;I7OF22a)U52w_ zeOK9q(F^sKwILisb1zo4y>{Lv{>{R8_W`B$Urxdm71bx^^k`RH)kY+1j-`08i=<0U zyeNAujAd5coI=kCYEkjk51$>bmTjH;;x`+wGDDiB*JW`w!2t zCM18YN&i^GnUw8C=Q4TEt?6mR3`sBFzz=TP!>=4;tRt@FYMOa4-rme)Oi!V};1ka%sP!|#NpJ+hh(Nk4I-7~ESvFArDCD$$f zT3H&#)P~sSojK*R+C!}JH>KC^fQwStYea?i314PR$bU%xL)nP`9Hv#T=VNC^zP z`-C554e-APV7&$41ToeWgfWo|Suu-p+f&YqDUX|>OGWQnJ(M0rG~Rm-5qHLQBoR4v zbqy(^UDGx0KP>J`sqc$F-7Vf@Z`ilzCf*#U9|0)^<3Wp*@g)ElW)0RTFzp)daS%NN zm;L=MKd;?`nhy7%gtM+R39Aw0lFVI@-|KI2qmyTYnre%pVy%M>av??6H|sSmriv%| zA~m}~Hy~#Ist)#T(fX>|l-_8&>m4MaATrKY=qb$&$#Lt?h+WSi)XY)6Ipe`Dn97-( zs#@VQ)pCwsPURohy?~Dk(@0e~i@c_pSYehUBMc{|DfX1N%vSbuD9vya6ogBAU?Yo= zPtK(~{)dK_(Gl#IoaElp%u344Qi+0y6F3=VQHDyXGJ&E*s8A-5dpbuK3EguZC$?x$ zn!+cod?RB8!Yue$gdlow3U+#zJmerKVswG!LG?vQ1766iPur_<0g=)kO3;m`J#XS% z^|*jnr989~l1usV4tUzUNTrZc@sFU0$=N!<=F+XEPBo4k5y^B7oT=$(4_ih$L~Gd0^nH(rX#QO7D*di-Raf1-HNIqe+Xi8E}lHy@zp1#|E>cMuN5L4DwvR5 z!LKeTlLP6vmK+HH4k3y@bHL7nX>?=R%b%Q{`2>>#X?5TRZPEM)XNezHS93?+4$mCD(E0)D{_2cWizpE`UMCZHS(ZrEiKOcIb>{eekJFP8 zKO|&2mdk46Go?oHP+hApg3iWjYXFGt$eYx`!~~)0+S-k97k5X-5NNy$|`!3T00S1cf7%$v3ZdF%;|pUJfHf__{Bo93TeZDI3$6}-f0kv2YHXwXfJJv z3-V)7lG8yxZWZA6O995KXKwxyleA5gzE&frk_qj!sa#|Pjb9uzgJoBmog!hUepOCW z$F0~!3yjmU}BS-njY1yX}Epb-DQ?LI-Qj1W;Vn^?Ohlz7k_um<~P} zm)Lpnt63)y^;ub?rU(if%k4HNSpHtHt^O%#WpM7xJu diff --git a/examples/sleep_eda/schema_generator.ipynb b/examples/sleep_eda/schema_generator.ipynb deleted file mode 100644 index ff23b0f..0000000 --- a/examples/sleep_eda/schema_generator.ipynb +++ /dev/null @@ -1,368 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import json\n", - "import re" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "# Load the CSV file\n", - "df = pd.read_csv(\"Sleep_health_and_lifestyle_dataset.csv\")" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Person IDGenderAgeOccupationSleep DurationQuality of SleepPhysical Activity LevelStress LevelBMI CategoryBlood PressureHeart RateDaily StepsSleep Disorder
01Male27Software Engineer6.16426Overweight126/83774200NaN
12Male28Doctor6.26608Normal125/807510000NaN
23Male28Doctor6.26608Normal125/807510000NaN
34Male28Sales Representative5.94308Obese140/90853000Sleep Apnea
45Male28Sales Representative5.94308Obese140/90853000Sleep Apnea
\n", - "
" - ], - "text/plain": [ - " Person ID Gender Age Occupation Sleep Duration \\\n", - "0 1 Male 27 Software Engineer 6.1 \n", - "1 2 Male 28 Doctor 6.2 \n", - "2 3 Male 28 Doctor 6.2 \n", - "3 4 Male 28 Sales Representative 5.9 \n", - "4 5 Male 28 Sales Representative 5.9 \n", - "\n", - " Quality of Sleep Physical Activity Level Stress Level BMI Category \\\n", - "0 6 42 6 Overweight \n", - "1 6 60 8 Normal \n", - "2 6 60 8 Normal \n", - "3 4 30 8 Obese \n", - "4 4 30 8 Obese \n", - "\n", - " Blood Pressure Heart Rate Daily Steps Sleep Disorder \n", - "0 126/83 77 4200 NaN \n", - "1 125/80 75 10000 NaN \n", - "2 125/80 75 10000 NaN \n", - "3 140/90 85 3000 Sleep Apnea \n", - "4 140/90 85 3000 Sleep Apnea " - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1. remove sample values for Column Type: NUMERIC\n", - " 1. only keep NUMERIC and TEXT for now\n", - "2. replace space in column name with underscore\n", - "3. try to upload it with original csv together with jsonl and check if it works\n", - "4. add this as a new flag to GENERATE schema from csv\n", - " 1. database dialet Sqlite vs Postgres\n", - " 2. if sqlite, then use TEXT, if postgres, then use VARCHAR\n", - " 3. path to the csv, and output the schema(.jsonl)\n", - " 4. keep it a seperate file, schema_generator.py " - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['Person ID', 'Gender', 'Age', 'Occupation', 'Sleep Duration',\n", - " 'Quality of Sleep', 'Physical Activity Level', 'Stress Level',\n", - " 'BMI Category', 'Blood Pressure', 'Heart Rate', 'Daily Steps',\n", - " 'Sleep Disorder'],\n", - " dtype='object')" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'Person ID': dtype('int64'),\n", - " 'Gender': dtype('O'),\n", - " 'Age': dtype('int64'),\n", - " 'Occupation': dtype('O'),\n", - " 'Sleep Duration': dtype('float64'),\n", - " 'Quality of Sleep': dtype('int64'),\n", - " 'Physical Activity Level': dtype('int64'),\n", - " 'Stress Level': dtype('int64'),\n", - " 'BMI Category': dtype('O'),\n", - " 'Blood Pressure': dtype('O'),\n", - " 'Heart Rate': dtype('int64'),\n", - " 'Daily Steps': dtype('int64'),\n", - " 'Sleep Disorder': dtype('O')}" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Extract the schema information\n", - "schema = df.dtypes.to_dict()\n", - "schema" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "unique_values: Male\n", - "unique_values: Software Engineer\n", - "unique_values: Overweight\n", - "unique_values: 126/83\n", - "unique_values: Sleep Apnea\n" - ] - }, - { - "data": { - "text/plain": [ - "[{'Column Name': 'Person_ID', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'Gender',\n", - " 'Column Type': 'TEXT',\n", - " 'Sample Values': ['Male', 'Female']},\n", - " {'Column Name': 'Age', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'Occupation',\n", - " 'Column Type': 'TEXT',\n", - " 'Sample Values': ['Software Engineer',\n", - " 'Doctor',\n", - " 'Sales Representative',\n", - " 'Teacher',\n", - " 'Nurse',\n", - " 'Engineer',\n", - " 'Accountant',\n", - " 'Scientist',\n", - " 'Lawyer',\n", - " 'Salesperson',\n", - " 'Manager']},\n", - " {'Column Name': 'Sleep_Duration', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'Quality_of_Sleep', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'Physical_Activity_Level', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'Stress_Level', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'BMI_Category',\n", - " 'Column Type': 'TEXT',\n", - " 'Sample Values': ['Overweight', 'Normal', 'Obese', 'Normal Weight']},\n", - " {'Column Name': 'Blood_Pressure', 'Column Type': 'TEXT'},\n", - " {'Column Name': 'Heart_Rate', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'Daily_Steps', 'Column Type': 'NUMERIC'},\n", - " {'Column Name': 'Sleep_Disorder',\n", - " 'Column Type': 'TEXT',\n", - " 'Sample Values': ['Sleep Apnea', 'Insomnia']}]" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "schema_list = []\n", - "for key, value in schema.items():\n", - " if \" \" in key:\n", - " new_key = key.replace(\" \", \"_\") # Remove the space in the column name\n", - " else:\n", - " new_key = key\n", - " if value == \"object\":\n", - " value = \"TEXT\"\n", - " unique_values = df[key].dropna().unique().tolist()\n", - " print(f\"unique_values: {unique_values[0]}\")\n", - " if not bool(re.search(r'[A-Za-z]', unique_values[0])):\n", - " schema_list.append({\"Column Name\": new_key, \"Column Type\": value})\n", - " else:\n", - " schema_list.append({\"Column Name\": new_key, \"Column Type\": value, \"Sample Values\": unique_values})\n", - " else: \n", - " value = \"NUMERIC\"\n", - " schema_list.append({\"Column Name\": new_key, \"Column Type\": value})" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [], - "source": [ - "# Save the schema information to a JSON file\n", - "with open(\"table_info_test.jsonl\", \"w\") as f:\n", - " for item in schema_list:\n", - " json.dump(item, f)\n", - " f.write(\"\\n\")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.0" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/sleep_eda/table_info_test.jsonl b/examples/sleep_eda/table_info_test.jsonl deleted file mode 100644 index c1f297c..0000000 --- a/examples/sleep_eda/table_info_test.jsonl +++ /dev/null @@ -1,13 +0,0 @@ -{"Column Name": "Person_ID", "Column Type": "NUMERIC"} -{"Column Name": "Gender", "Column Type": "TEXT", "Sample Values": ["Male", "Female"]} -{"Column Name": "Age", "Column Type": "NUMERIC"} -{"Column Name": "Occupation", "Column Type": "TEXT", "Sample Values": ["Software Engineer", "Doctor", "Sales Representative", "Teacher", "Nurse", "Engineer", "Accountant", "Scientist", "Lawyer", "Salesperson", "Manager"]} -{"Column Name": "Sleep_Duration", "Column Type": "NUMERIC"} -{"Column Name": "Quality_of_Sleep", "Column Type": "NUMERIC"} -{"Column Name": "Physical_Activity_Level", "Column Type": "NUMERIC"} -{"Column Name": "Stress_Level", "Column Type": "NUMERIC"} -{"Column Name": "BMI_Category", "Column Type": "TEXT", "Sample Values": ["Overweight", "Normal", "Obese", "Normal Weight"]} -{"Column Name": "Blood_Pressure", "Column Type": "TEXT"} -{"Column Name": "Heart_Rate", "Column Type": "NUMERIC"} -{"Column Name": "Daily_Steps", "Column Type": "NUMERIC"} -{"Column Name": "Sleep_Disorder", "Column Type": "TEXT", "Sample Values": ["Sleep Apnea", "Insomnia"]} diff --git a/sidekick/schema_generator.py b/sidekick/schema_generator.py new file mode 100644 index 0000000..4a6864f --- /dev/null +++ b/sidekick/schema_generator.py @@ -0,0 +1,46 @@ +import pandas as pd +import json +import re +import click + +@click.command() +@click.option('--csv', + default="data.csv", + help='Enter the path of csv', + type=str) + +@click.option('--jsonl', + default="table_info.jsonl", + help='Enter the path of generated schema in jsonl', + type=str) + +def generate_schema(csv, jsonl): + df = pd.read_csv(csv) + # Extract the schema information + schema = df.dtypes.to_dict() + schema_list = [] + for key, value in schema.items(): + if " " in key: + new_key = key.replace(" ", "_") # Remove the space in the column name + else: + new_key = key + if value == "object": + value = "TEXT" + unique_values = df[key].dropna().unique().tolist() + if not bool(re.search(r'[A-Za-z]', unique_values[0])): + schema_list.append({"Column Name": new_key, "Column Type": value}) + else: + schema_list.append({"Column Name": new_key, "Column Type": value, "Sample Values": unique_values}) + else: + value = "NUMERIC" + schema_list.append({"Column Name": new_key, "Column Type": value}) + + + # Save the schema information to a JSON file + with open(jsonl, "w") as f: + for item in schema_list: + json.dump(item, f) + f.write("\n") + +if __name__ =='__main__': + generate_schema() From d96cc0d82b3488352850c953e3be8d5803052409 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 27 Sep 2023 11:33:12 -0700 Subject: [PATCH 125/135] =?UTF-8?q?Auto=20fix=20in-correct=20'=E2=80=9C'?= =?UTF-8?q?=20during=20generation=20#33?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- sidekick/prompter.py | 12 +++++++++--- sidekick/utils.py | 2 +- 2 files changed, 10 insertions(+), 4 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 8862f2e..98f024d 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -15,9 +15,14 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import (_execute_sql, check_vulnerability, - execute_query_pd, extract_table_names, save_query, - setup_dir) +from sidekick.utils import ( + _execute_sql, + check_vulnerability, + execute_query_pd, + extract_table_names, + save_query, + setup_dir, +) # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -479,6 +484,7 @@ def query_api( ) # Before executing, check if known vulnerabilities exist in the generated SQL code. + _val = _val.replace("“", '"') r, m = check_vulnerability(_val) if not r: q_res, err = db_obj.execute_query_db(query=_val) diff --git a/sidekick/utils.py b/sidekick/utils.py index 6dcb3c0..596082f 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -387,7 +387,7 @@ def make_dir(path: str): def check_vulnerability(input_query: str): import re - # Common SQL injection patterns + # Common SQL injection patterns checklist # Reference: https://github.com/payloadbox/sql-injection-payload-list#generic-sql-injection-payloads sql_injection_patterns = [ r"\b(UNION\s+ALL\s+SELECT|OR\s+\d+\s*=\s*\d+|1\s*=\s*1|--\s+)", From 7727abf00b6bde9cfec365221d8874577cdc684c Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 28 Sep 2023 01:07:05 -0700 Subject: [PATCH 126/135] Additional guardrails to flag generic syntax based malicious patterns #33 --- sidekick/prompter.py | 3 ++- sidekick/utils.py | 31 ++++++++++++++++++++++--------- 2 files changed, 24 insertions(+), 10 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 98f024d..af7cbcf 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -437,6 +437,7 @@ def query_api( res = question.lower().split("r:")[1].strip() question = _q elif _execute_sql(question): + logger.info("Executing user provided SQL without re-generation...") res = question.strip().lower().split("execute sql:")[1].strip() else: res, alt_res = sql_g.generate_sql(table_names, question, model_name=model_name, _dialect=db_dialect) @@ -484,7 +485,7 @@ def query_api( ) # Before executing, check if known vulnerabilities exist in the generated SQL code. - _val = _val.replace("“", '"') + _val = _val.replace("“", '"').replace("”", '"').replace("‘", "'") r, m = check_vulnerability(_val) if not r: q_res, err = db_obj.execute_query_db(query=_val) diff --git a/sidekick/utils.py b/sidekick/utils.py index 596082f..2ba9251 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -14,8 +14,7 @@ from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity -from transformers import (AutoConfig, AutoModelForCausalLM, AutoTokenizer, - BitsAndBytesConfig) +from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -384,17 +383,26 @@ def make_dir(path: str): raise Exception("Error reported while creating default directory path.") -def check_vulnerability(input_query: str): - import re +def flatten_list(_list: list): + return [item for sublist in _list for item in sublist] + +def check_vulnerability(input_query: str): # Common SQL injection patterns checklist # Reference: https://github.com/payloadbox/sql-injection-payload-list#generic-sql-injection-payloads sql_injection_patterns = [ r"\b(UNION\s+ALL\s+SELECT|OR\s+\d+\s*=\s*\d+|1\s*=\s*1|--\s+)", r'\b(SELECT\s+\*\s+FROM\s+\w+\s+WHERE\s+\w+\s*=\s*[\'"].*?[\'"]\s*;?\s*--)', r'\b(INSERT\s+INTO\s+\w+\s+\(\s*\w+\s*,\s*\w+\s*\)\s+VALUES\s*\(\s*[\'"].*?[\'"]\s*,\s*[\'"].*?[\'"]\s*\)\s*;?\s*--)', - r"\b(DROP\s+TABLE|ALTER\s+TABLE|admin\'--)", - r'([\'`\\\/#]|--|\b(OR\s+[\'"][^;]*;|AND\s+id\s+IS\s+NULL|OR\s+[a-zA-Z_]\s*=\s*[a-zA-Z_#]))', + r"\b(DROP\s+TABLE|ALTER\s+TABLE|admin\'--)", # DROP TABLE/ALTER TABLE + r"(?:'|\”|--|#|‘\s*OR\s*‘1|‘\s*OR\s*\d+\s*--\s*-|\"\s*OR\s*\"\" = \"|\"\s*OR\s*\d+\s*=\s*\d+\s*--\s*-|’\s*OR\s*''\s*=\s*‘|‘=‘|'=0--+|OR\s*\d+\s*=\s*\d+|‘\s*OR\s*‘x’=‘x’|AND\s*id\s*IS\s*NULL;\s*--|‘’’’’’’’’’’’’UNION\s*SELECT\s*‘\d+|%00|/\*.*?\*/|\+|\|\||%|@\w+|@@\w+)", + r"(AND\s+[0-9]+|true|false|[0-9]+[-*][0-9]+|-[0-9]+)", + r"\d+'\s*ORDER\s*BY\s*\d+--\+|\d+'\s*GROUP\s*BY\s*(\d+,)*\d+--\+|'\s*GROUP\s*BY\s*columnnames\s*having\s*1=1\s*--", + r"\bUNION\b\s+\b(?:ALL\s+)?\bSELECT\b\s+[A-Za-z0-9]+", # Union Based + r'\b(OR|AND|HAVING|AS|WHERE)\s+\d+=\d+(\s+AND\s+[\'"]\w+[\'"]\s*=\s*[\'"]\w+[\'"])?(\s*--|\s*#)?\b', + r"\b(?:RLIKE|IF)\s*\(\s*SELECT\s*\(\s*CASE\s*WHEN\s*\(\s*[\d=]+\s*\)\s*THEN\s*0x[0-9a-fA-F]+\s*ELSE\s*0x[0-9a-fA-F]+\s*END\s*\)\s*\)\s*AND\s*'\w+'=\w+\s*|\b%\s*AND\s*[\d=]+\s*AND\s*'\w+'=\w+\s*|and\s*\(\s*select\s*substring\s*\(\s*@@version,\d+,\d+\)\s*\)=\s*'[\w]'\b", + r"('|\")?\s*(or|\|\|)\s*sleep\(.*?\)\s*(\#|--)?\s*(;waitfor\s+delay\s+'[0-9:]+')?\s*;?(\s+AND\s+)?\s*\w+\s*=\s*\w+\s*", # Time Based + r"(ORDER BY \d+,\s*)*(ORDER BY \d+,?)*SLEEP\(\d+\),?(BENCHMARK\(\d+,\s*MD5\('[A-Z]'\)\),?)*\d*,?", # Additional generic UNION patterns ] # Check for SQL injection patterns in the SQL code @@ -404,8 +412,13 @@ def check_vulnerability(input_query: str): for pattern in sql_injection_patterns: matches = re.findall(pattern, input_query, re.IGNORECASE) if matches: - res = True - p_detected.append(matches) + if all(v == "'" for v in matches) or all(v == "''" for v in matches): + matches = [] + else: + res = True + p_detected.append(matches) + _pd = set(flatten_list(p_detected)) if res: - _msg = f"The input question has malicious patterns, {p_detected} that could lead to SQL Injection.\nSorry, I will not be able to provide an answer.\nPlease try rephrasing the question." + _detected_patterns = ", ".join([str(elem) for elem in _pd]) + _msg = f"The input question has malicious patterns, **{_detected_patterns}** that could lead to SQL Injection.\nSorry, I will not be able to provide an answer.\nPlease try rephrasing the question." return res, _msg From d3330acd0432ca0befd7b508ccdf52ea62f7edda Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 28 Sep 2023 16:06:53 -0700 Subject: [PATCH 127/135] Fix additional string related edge cases #33 --- sidekick/prompter.py | 15 ++++++--------- sidekick/utils.py | 5 +++-- 2 files changed, 9 insertions(+), 11 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index af7cbcf..55d4a01 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -1,6 +1,7 @@ import gc import json import os +import string from pathlib import Path import click @@ -15,14 +16,9 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator -from sidekick.utils import ( - _execute_sql, - check_vulnerability, - execute_query_pd, - extract_table_names, - save_query, - setup_dir, -) +from sidekick.utils import (_execute_sql, check_vulnerability, + execute_query_pd, extract_table_names, save_query, + setup_dir) # Load the config file and initialize required paths base_path = (Path(__file__).parent / "../").resolve() @@ -485,7 +481,8 @@ def query_api( ) # Before executing, check if known vulnerabilities exist in the generated SQL code. - _val = _val.replace("“", '"').replace("”", '"').replace("‘", "'") + _val = _val.replace("“", '"').replace("”", '"') + [_val := _val.replace(s, "'") for s in "‘`" if s in _val] r, m = check_vulnerability(_val) if not r: q_res, err = db_obj.execute_query_db(query=_val) diff --git a/sidekick/utils.py b/sidekick/utils.py index 2ba9251..b91f29f 100644 --- a/sidekick/utils.py +++ b/sidekick/utils.py @@ -14,7 +14,8 @@ from sentence_transformers import SentenceTransformer from sidekick.logger import logger from sklearn.metrics.pairwise import cosine_similarity -from transformers import AutoConfig, AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig +from transformers import (AutoConfig, AutoModelForCausalLM, AutoTokenizer, + BitsAndBytesConfig) def generate_sentence_embeddings(model_path: str, x, batch_size: int = 32, device: Optional[str] = None): @@ -396,7 +397,7 @@ def check_vulnerability(input_query: str): r'\b(INSERT\s+INTO\s+\w+\s+\(\s*\w+\s*,\s*\w+\s*\)\s+VALUES\s*\(\s*[\'"].*?[\'"]\s*,\s*[\'"].*?[\'"]\s*\)\s*;?\s*--)', r"\b(DROP\s+TABLE|ALTER\s+TABLE|admin\'--)", # DROP TABLE/ALTER TABLE r"(?:'|\”|--|#|‘\s*OR\s*‘1|‘\s*OR\s*\d+\s*--\s*-|\"\s*OR\s*\"\" = \"|\"\s*OR\s*\d+\s*=\s*\d+\s*--\s*-|’\s*OR\s*''\s*=\s*‘|‘=‘|'=0--+|OR\s*\d+\s*=\s*\d+|‘\s*OR\s*‘x’=‘x’|AND\s*id\s*IS\s*NULL;\s*--|‘’’’’’’’’’’’’UNION\s*SELECT\s*‘\d+|%00|/\*.*?\*/|\+|\|\||%|@\w+|@@\w+)", - r"(AND\s+[0-9]+|true|false|[0-9]+[-*][0-9]+|-[0-9]+)", + r"AND\s[01]|AND\s(true|false)|[01]-((true|false))", r"\d+'\s*ORDER\s*BY\s*\d+--\+|\d+'\s*GROUP\s*BY\s*(\d+,)*\d+--\+|'\s*GROUP\s*BY\s*columnnames\s*having\s*1=1\s*--", r"\bUNION\b\s+\b(?:ALL\s+)?\bSELECT\b\s+[A-Za-z0-9]+", # Union Based r'\b(OR|AND|HAVING|AS|WHERE)\s+\d+=\d+(\s+AND\s+[\'"]\w+[\'"]\s*=\s*[\'"]\w+[\'"])?(\s*--|\s*#)?\b', From c2e2811a2934af97821da07f19966556f5ac022e Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Sat, 30 Sep 2023 01:52:07 -0700 Subject: [PATCH 128/135] Fix table name n meta-data mapping --- ui/app.py | 40 ++++++++++++++++++++++++++++------------ 1 file changed, 28 insertions(+), 12 deletions(-) diff --git a/ui/app.py b/ui/app.py index 1094eaa..5a288b6 100644 --- a/ui/app.py +++ b/ui/app.py @@ -72,8 +72,12 @@ async def chat(q: Q): table_names = [] tables, _ = get_table_keys(f"{tmp_path}/data/tables.json", None) - for table in tables: - table_names.append(ui.choice(table, f"{table}")) + if len(tables) > 0: + with open(f"{tmp_path}/data/tables.json", "r") as json_file: + meta_data = json.load(json_file) + for table in tables: + original_name = meta_data[table].get("original_name", q.user.original_name) + table_names.append(ui.choice(table, f"{original_name}")) add_card( q, @@ -99,8 +103,9 @@ async def chat(q: Q): required=True, choices=table_names, value=q.user.table_name if q.user.table_name else None, + trigger=True, ), - ui.button(name="submit_table", label="Submit", primary=True), + ui.button(name="submit_table", label="Select", primary=True), ], ), ) @@ -259,14 +264,13 @@ async def fileupload(q: Q): sample_data = q.args.sample_data sample_schema = q.args.data_schema sample_qa = q.args.sample_qa - - usr_table_name = q.args.table_name + org_table_name = q.args.table_name + usr_table_name = q.args.table_name.strip().lower().replace(" ", "_") if sample_data is None or sample_schema is None or usr_table_name is None or usr_table_name.strip() == "": q.page["dataset"].error_bar.visible = True q.page["dataset"].progress_bar.visible = False else: - usr_table_name = usr_table_name.lower() if sample_data: usr_samples_path = await q.site.download( sample_data[0], f"{tmp_path}/jobs/{usr_table_name}_table_samples.csv" @@ -282,6 +286,7 @@ async def fileupload(q: Q): table_metadata = dict() table_metadata[usr_table_name] = { + "original_name": org_table_name, "schema_info_path": usr_info_path, "samples_path": usr_samples_path, "samples_qa": usr_sample_qa, @@ -385,14 +390,15 @@ async def handle_page4(q: Q): async def submit_table(q: Q): table_key = q.args.table_dropdown if table_key: - _, table_info = get_table_keys(f"{tmp_path}/data/tables.json", table_key) + table_name = table_key.lower().replace(" ", "_") + _, table_info = get_table_keys(f"{tmp_path}/data/tables.json", table_name) q.user.table_info_path = table_info["schema_info_path"] q.user.table_samples_path = table_info["samples_path"] q.user.sample_qna_path = table_info["samples_qa"] q.user.table_name = table_key.replace(" ", "_") - - q.page["select_tables"].table_dropdown.value = table_key + q.user.original_name = table_info["original_name"] + q.page["select_tables"].table_dropdown.value = table_name else: q.page["select_tables"].table_dropdown.value = q.user.table_name @@ -483,7 +489,8 @@ def upload_demo_examples(q: Q): upload_action = True cur_dir = os.getcwd() sample_data_path = f"{cur_dir}/examples/demo/" - usr_table_name = "Sleep health and lifestyle study" + org_table_name = "Sleep health and lifestyle study" + usr_table_name = org_table_name.lower().replace(" ", "_") table_metadata_path = f"{tmp_path}/data/tables.json" # Do not upload dataset if user had any tables uploaded previously. This check avoids re-uploading sample dataset. @@ -494,17 +501,20 @@ def upload_demo_examples(q: Q): if usr_table_name in existing_data: upload_action = False logging.info(f"Dataset already uploaded, skipping upload!") + if upload_action: table_metadata = dict() table_metadata[usr_table_name] = { + "original_name": org_table_name, "schema_info_path": f"{sample_data_path}/table_info.jsonl", - "samples_path": f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv", + "samples_path": f"{sample_data_path}/sleep_health_and_lifestyle_dataset.csv", "samples_qa": None, } update_tables(f"{tmp_path}/data/tables.json", table_metadata) + q.user.org_table_name = org_table_name q.user.table_name = usr_table_name - q.user.table_samples_path = f"{sample_data_path}/Sleep_health_and_lifestyle_dataset.csv" + q.user.table_samples_path = f"{sample_data_path}/sleep_health_and_lifestyle_dataset.csv" q.user.table_info_path = f"{sample_data_path}/table_info.jsonl" q.user.sample_qna_path = None @@ -552,6 +562,11 @@ async def on_event(q: Q): _msg = "Sorry, try generating a conversation to save." q.page["chat_card"].data += [_msg, False] event_handled = True + elif q.args.table_dropdown is not None: + logging.info(f"User selected table: {q.args.table_dropdown}") + await submit_table(q) + q.page["chat_card"].data += [f"Table {q.args.table_dropdown} selected", False] + event_handled = True elif q.args.regenerate or q.args.regenerate_with_options: await chatbot(q) event_handled = True @@ -559,6 +574,7 @@ async def on_event(q: Q): logging.info(f"Switching to demo mode!") # If demo datasets are not present, register them. upload_demo_examples(q) + q.page["select_tables"].table_dropdown.value = q.user.table_name sample_qs = """ Data description: The Sleep Health and Lifestyle Dataset comprises 400 rows and 13 columns, covering a wide range of variables related to sleep and daily habits. From 2b6f8055e97bbe59fe87869f81cac01258910e4c Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Mon, 2 Oct 2023 20:51:08 -0700 Subject: [PATCH 129/135] Fix annoyig table name to meta data mapping #29 --- app.toml | 2 +- ui/app.py | 30 ++++++++++++++++++++---------- 2 files changed, 21 insertions(+), 11 deletions(-) diff --git a/app.toml b/app.toml index 58ee350..ec327a0 100644 --- a/app.toml +++ b/app.toml @@ -4,7 +4,7 @@ title = "SQL-Sidekick" description = "QnA with tabular data using NLQ" LongDescription = "about.md" Tags = ["DATA_SCIENCE", "MACHINE_LEARNING", "NLP"] -Version = "0.0.12" +Version = "0.0.13" [Runtime] MemoryLimit = "64Gi" diff --git a/ui/app.py b/ui/app.py index 5a288b6..17d0617 100644 --- a/ui/app.py +++ b/ui/app.py @@ -68,8 +68,15 @@ def clear_cards(q, ignore: Optional[List[str]] = []) -> None: @on("#chat") async def chat(q: Q): q.page["sidebar"].value = "#chat" - clear_cards(q) # When routing, drop all the cards except of the main ones (header, sidebar, meta). + if q.args.table_dropdown: + # If a table is selected, the trigger causes refresh of the page + # so we update chat history with table name selection and return + # avoiding re-drawing. + q.page["chat_card"].data += [q.args.chatbot, False] + return + + clear_cards(q) # When routing, drop all the cards except of the main ones (header, sidebar, meta). table_names = [] tables, _ = get_table_keys(f"{tmp_path}/data/tables.json", None) if len(tables) > 0: @@ -104,8 +111,7 @@ async def chat(q: Q): choices=table_names, value=q.user.table_name if q.user.table_name else None, trigger=True, - ), - ui.button(name="submit_table", label="Select", primary=True), + ) ], ), ) @@ -153,7 +159,7 @@ async def chat(q: Q): ) if q.args.chatbot is None or q.args.chatbot.strip() == "": - q.args.chatbot = "Welcome to the SQL Sidekick!\nI am an AI assistant that helps you with SQL queries for insights in tabular data." + q.args.chatbot = "Welcome to the SQL Sidekick!\nI am an AI assistant, i am here to help you find answers to questions on structured data." q.page["chat_card"].data += [q.args.chatbot, False] logging.info(f"Chatbot response: {q.args.chatbot}") @@ -529,6 +535,7 @@ def upload_demo_examples(q: Q): table_name=q.user.table_name, ) logging.info(f"DB updated with demo examples: \n {db_resp}") + q.args.table_dropdown = usr_table_name async def on_event(q: Q): @@ -540,6 +547,13 @@ async def on_event(q: Q): elif q.args.regenerate: q.args.chatbot = "regenerate" + if q.args.table_dropdown: + logging.info(f"User selected table: {q.args.table_dropdown}") + await submit_table(q) + q.args.chatbot = f"Table {q.args.table_dropdown} selected" + # Refresh response is triggered when user selects a table via dropdown + event_handled = True + if q.args.save_conversation or (q.args.chatbot and "save the qna pair:" in q.args.chatbot.lower()): question = q.client.query _val = q.client.llm_response @@ -562,11 +576,6 @@ async def on_event(q: Q): _msg = "Sorry, try generating a conversation to save." q.page["chat_card"].data += [_msg, False] event_handled = True - elif q.args.table_dropdown is not None: - logging.info(f"User selected table: {q.args.table_dropdown}") - await submit_table(q) - q.page["chat_card"].data += [f"Table {q.args.table_dropdown} selected", False] - event_handled = True elif q.args.regenerate or q.args.regenerate_with_options: await chatbot(q) event_handled = True @@ -574,7 +583,8 @@ async def on_event(q: Q): logging.info(f"Switching to demo mode!") # If demo datasets are not present, register them. upload_demo_examples(q) - q.page["select_tables"].table_dropdown.value = q.user.table_name + logging.info(f"Demo dataset selected: {q.user.table_name}") + await submit_table(q) sample_qs = """ Data description: The Sleep Health and Lifestyle Dataset comprises 400 rows and 13 columns, covering a wide range of variables related to sleep and daily habits. From 394a41f58725ff0444dbcc3e18eba1ce15370a1f Mon Sep 17 00:00:00 2001 From: RobinLiu Date: Tue, 3 Oct 2023 13:01:52 -0400 Subject: [PATCH 130/135] remove csv --- .../Sleep_health_and_lifestyle_dataset.csv | 375 ------------------ 1 file changed, 375 deletions(-) delete mode 100644 examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv diff --git a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv b/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv deleted file mode 100644 index b7e16bd..0000000 --- a/examples/sleep_eda/Sleep_health_and_lifestyle_dataset.csv +++ /dev/null @@ -1,375 +0,0 @@ -Person ID,Gender,Age,Occupation,Sleep Duration,Quality of Sleep,Physical Activity Level,Stress Level,BMI Category,Blood Pressure,Heart Rate,Daily Steps,Sleep Disorder -1,Male,27,Software Engineer,6.1,6,42,6,Overweight,126/83,77,4200,None -2,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None -3,Male,28,Doctor,6.2,6,60,8,Normal,125/80,75,10000,None -4,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea -5,Male,28,Sales Representative,5.9,4,30,8,Obese,140/90,85,3000,Sleep Apnea -6,Male,28,Software Engineer,5.9,4,30,8,Obese,140/90,85,3000,Insomnia -7,Male,29,Teacher,6.3,6,40,7,Obese,140/90,82,3500,Insomnia -8,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -9,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -10,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -11,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None -12,Male,29,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -13,Male,29,Doctor,6.1,6,30,8,Normal,120/80,70,8000,None -14,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None -15,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None -16,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,None -17,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Sleep Apnea -18,Male,29,Doctor,6,6,30,8,Normal,120/80,70,8000,Sleep Apnea -19,Female,29,Nurse,6.5,5,40,7,Normal Weight,132/87,80,4000,Insomnia -20,Male,30,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -21,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -22,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -23,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -24,Male,30,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -25,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -26,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -27,Male,30,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -28,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -29,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -30,Male,30,Doctor,7.9,7,75,6,Normal,120/80,70,8000,None -31,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Sleep Apnea -32,Female,30,Nurse,6.4,5,35,7,Normal Weight,130/86,78,4100,Insomnia -33,Female,31,Nurse,7.9,8,75,4,Normal Weight,117/76,69,6800,None -34,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -35,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -36,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -37,Male,31,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -38,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -39,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -40,Male,31,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -41,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -42,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -43,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -44,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -45,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -46,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -47,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -48,Male,31,Doctor,7.8,7,75,6,Normal,120/80,70,8000,None -49,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -50,Male,31,Doctor,7.7,7,75,6,Normal,120/80,70,8000,Sleep Apnea -51,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None -52,Male,32,Engineer,7.5,8,45,3,Normal,120/80,70,8000,None -53,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -54,Male,32,Doctor,7.6,7,75,6,Normal,120/80,70,8000,None -55,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -56,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -57,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -58,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -59,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -60,Male,32,Doctor,7.7,7,75,6,Normal,120/80,70,8000,None -61,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -62,Male,32,Doctor,6,6,30,8,Normal,125/80,72,5000,None -63,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -64,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -65,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -66,Male,32,Doctor,6.2,6,30,8,Normal,125/80,72,5000,None -67,Male,32,Accountant,7.2,8,50,6,Normal Weight,118/76,68,7000,None -68,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,Insomnia -69,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None -70,Female,33,Scientist,6.2,6,50,6,Overweight,128/85,76,5500,None -71,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -72,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -73,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -74,Male,33,Doctor,6.1,6,30,8,Normal,125/80,72,5000,None -75,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -76,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -77,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -78,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -79,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -80,Male,33,Doctor,6,6,30,8,Normal,125/80,72,5000,None -81,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea -82,Female,34,Scientist,5.8,4,32,8,Overweight,131/86,81,5200,Sleep Apnea -83,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None -84,Male,35,Teacher,6.7,7,40,5,Overweight,128/84,70,5600,None -85,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None -86,Female,35,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -87,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None -88,Male,35,Engineer,7.2,8,60,4,Normal,125/80,65,5000,None -89,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -90,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -91,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -92,Male,35,Engineer,7.3,8,60,4,Normal,125/80,65,5000,None -93,Male,35,Software Engineer,7.5,8,60,5,Normal Weight,120/80,70,8000,None -94,Male,35,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea -95,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,Insomnia -96,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -97,Female,36,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -98,Female,36,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -99,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None -100,Female,36,Teacher,7.1,8,60,4,Normal,115/75,68,7000,None -101,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None -102,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None -103,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,None -104,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Sleep Apnea -105,Female,36,Teacher,7.2,8,60,4,Normal,115/75,68,7000,Sleep Apnea -106,Male,36,Teacher,6.6,5,35,7,Overweight,129/84,74,4800,Insomnia -107,Female,37,Nurse,6.1,6,42,6,Overweight,126/83,77,4200,None -108,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None -109,Male,37,Engineer,7.8,8,70,4,Normal Weight,120/80,68,7000,None -110,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None -111,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -112,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None -113,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -114,Male,37,Lawyer,7.4,8,60,5,Normal,130/85,68,8000,None -115,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -116,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -117,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -118,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -119,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -120,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -121,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -122,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -123,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -124,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -125,Female,37,Accountant,7.2,8,60,4,Normal,115/75,68,7000,None -126,Female,37,Nurse,7.5,8,60,4,Normal Weight,120/80,70,8000,None -127,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -128,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -129,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -130,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -131,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -132,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -133,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -134,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -135,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -136,Male,38,Lawyer,7.3,8,60,5,Normal,130/85,68,8000,None -137,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -138,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None -139,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -140,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None -141,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -142,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,None -143,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -144,Female,38,Accountant,7.1,8,60,4,Normal,115/75,68,7000,None -145,Male,38,Lawyer,7.1,8,60,5,Normal,130/85,68,8000,Sleep Apnea -146,Female,38,Lawyer,7.4,7,60,5,Obese,135/88,84,3300,Sleep Apnea -147,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,Insomnia -148,Male,39,Engineer,6.5,5,40,7,Overweight,132/87,80,4000,Insomnia -149,Female,39,Lawyer,6.9,7,50,6,Normal Weight,128/85,75,5500,None -150,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None -151,Female,39,Accountant,8,9,80,3,Normal Weight,115/78,67,7500,None -152,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -153,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -154,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -155,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -156,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -157,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -158,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -159,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -160,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -161,Male,39,Lawyer,7.2,8,60,5,Normal,130/85,68,8000,None -162,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None -163,Female,40,Accountant,7.2,8,55,6,Normal Weight,119/77,73,7300,None -164,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None -165,Male,40,Lawyer,7.9,8,90,5,Normal,130/85,68,8000,None -166,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,Insomnia -167,Male,41,Engineer,7.3,8,70,6,Normal Weight,121/79,72,6200,None -168,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None -169,Male,41,Lawyer,7.1,7,55,6,Overweight,125/82,72,6000,None -170,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -171,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -172,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -173,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -174,Male,41,Lawyer,7.7,8,90,5,Normal,130/85,70,8000,None -175,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None -176,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None -177,Male,41,Lawyer,7.6,8,90,5,Normal,130/85,70,8000,None -178,Male,42,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -179,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -180,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -181,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -182,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -183,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -184,Male,42,Lawyer,7.8,8,90,5,Normal,130/85,70,8000,None -185,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea -186,Female,42,Teacher,6.8,6,45,7,Overweight,130/85,78,5000,Sleep Apnea -187,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia -188,Male,43,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -189,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia -190,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -191,Female,43,Teacher,6.7,7,45,4,Overweight,135/90,65,6000,Insomnia -192,Male,43,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -193,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -194,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -195,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -196,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -197,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -198,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -199,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -200,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -201,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Insomnia -202,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia -203,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Insomnia -204,Male,43,Engineer,6.9,6,47,7,Normal Weight,117/76,69,6800,None -205,Male,43,Engineer,7.6,8,75,4,Overweight,122/80,68,6800,None -206,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -207,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -208,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -209,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -210,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -211,Male,43,Engineer,7.7,8,90,5,Normal,130/85,70,8000,None -212,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -213,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -214,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -215,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -216,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -217,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -218,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,None -219,Male,43,Engineer,7.8,8,90,5,Normal,130/85,70,8000,Sleep Apnea -220,Male,43,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,Sleep Apnea -221,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -222,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -223,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -224,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -225,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -226,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -227,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -228,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -229,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -230,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -231,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -232,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -233,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -234,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -235,Female,44,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -236,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -237,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -238,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -239,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -240,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -241,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -242,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -243,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,Insomnia -244,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -245,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -246,Female,44,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -247,Male,44,Salesperson,6.3,6,45,7,Overweight,130/85,72,6000,Insomnia -248,Male,44,Engineer,6.8,7,45,7,Overweight,130/85,78,5000,Insomnia -249,Male,44,Salesperson,6.4,6,45,7,Overweight,130/85,72,6000,None -250,Male,44,Salesperson,6.5,6,45,7,Overweight,130/85,72,6000,None -251,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia -252,Female,45,Teacher,6.8,7,30,6,Overweight,135/90,65,6000,Insomnia -253,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -254,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -255,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -256,Female,45,Teacher,6.5,7,45,4,Overweight,135/90,65,6000,Insomnia -257,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -258,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -259,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -260,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -261,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,Insomnia -262,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None -263,Female,45,Teacher,6.6,7,45,4,Overweight,135/90,65,6000,None -264,Female,45,Manager,6.9,7,55,5,Overweight,125/82,75,5500,None -265,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia -266,Female,48,Nurse,5.9,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -267,Male,48,Doctor,7.3,7,65,5,Obese,142/92,83,3500,Insomnia -268,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,None -269,Female,49,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -270,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -271,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -272,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -273,Female,49,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -274,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -275,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -276,Female,49,Nurse,6.2,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -277,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea -278,Male,49,Doctor,8.1,9,85,3,Obese,139/91,86,3700,Sleep Apnea -279,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Insomnia -280,Female,50,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -281,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,None -282,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -283,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -284,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -285,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -286,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -287,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -288,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -289,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -290,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -291,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -292,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -293,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -294,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -295,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -296,Female,50,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -297,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -298,Female,50,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -299,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -300,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -301,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -302,Female,51,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -303,Female,51,Nurse,7.1,7,55,6,Normal Weight,125/82,72,6000,None -304,Female,51,Nurse,6,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -305,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -306,Female,51,Nurse,6.1,6,90,8,Overweight,140/95,75,10000,Sleep Apnea -307,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia -308,Female,52,Accountant,6.5,7,45,7,Overweight,130/85,72,6000,Insomnia -309,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -310,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -311,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -312,Female,52,Accountant,6.6,7,45,7,Overweight,130/85,72,6000,Insomnia -313,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -314,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -315,Female,52,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -316,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,Insomnia -317,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -318,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -319,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -320,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -321,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -322,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -323,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -324,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -325,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -326,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -327,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -328,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -329,Female,53,Engineer,8.3,9,30,3,Normal,125/80,65,5000,None -330,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -331,Female,53,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -332,Female,53,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -333,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -334,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -335,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -336,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -337,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -338,Female,54,Engineer,8.4,9,30,3,Normal,125/80,65,5000,None -339,Female,54,Engineer,8.5,9,30,3,Normal,125/80,65,5000,None -340,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea -341,Female,55,Nurse,8.1,9,75,4,Overweight,140/95,72,5000,Sleep Apnea -342,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None -343,Female,56,Doctor,8.2,9,90,3,Normal Weight,118/75,65,10000,None -344,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None -345,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -346,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -347,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -348,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -349,Female,57,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -350,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -351,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -352,Female,57,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -353,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -354,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -355,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -356,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -357,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -358,Female,58,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -359,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,None -360,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,None -361,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -362,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -363,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -364,Female,59,Nurse,8.2,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -365,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -366,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -367,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -368,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -369,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -370,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -371,Female,59,Nurse,8,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -372,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -373,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea -374,Female,59,Nurse,8.1,9,75,3,Overweight,140/95,68,7000,Sleep Apnea \ No newline at end of file From 264e833a02bf7cdb485aab1bcc48e8045b1ddb17 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Wed, 4 Oct 2023 16:54:14 -0700 Subject: [PATCH 131/135] Handle special characters in default schema generator & basic insert optimization #29 --- pyproject.toml | 2 +- sidekick/db_config.py | 27 +++++++++++------------ sidekick/schema_generator.py | 42 +++++++++++++++++------------------- ui/app.py | 9 ++++++-- 4 files changed, 40 insertions(+), 40 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 48741a0..048a16a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "sql-sidekick" -version = "0.0.5" +version = "0.0.13" license = "Proprietary" description = "An AI assistant for SQL" authors = [ diff --git a/sidekick/db_config.py b/sidekick/db_config.py index aab7a0e..41d6866 100644 --- a/sidekick/db_config.py +++ b/sidekick/db_config.py @@ -5,7 +5,6 @@ import pandas as pd import psycopg2 as pg import sqlalchemy -from pandasql import sqldf from psycopg2.extras import Json from sidekick.configs.data_template import data_samples_template from sidekick.logger import logger @@ -162,30 +161,28 @@ def create_table(self, schema_info_path=None, schema_info=None): def has_table(self): engine = create_engine(self._url) - return sqlalchemy.inspect(engine).has_table(self.table_name) def add_samples(self, data_csv_path=None): conn_str = self._url try: - df = pd.read_csv(data_csv_path) - # Make sure column names in the data-frame match the schema - df.columns = self.column_names - logger.debug(f"Column names in the data-frame: {df.columns}") + df_chunks = pd.read_csv(data_csv_path, chunksize=10000) engine = create_engine(conn_str, isolation_level="AUTOCOMMIT") sample_query = f"SELECT COUNT(*) AS ROWS FROM {self.table_name} LIMIT 1" - num_rows_bef = pd.read_sql_query(sample_query, engine) - - # Write rows to database - df.to_sql(self.table_name, engine, if_exists="append", index=False) - + for idx, chunk in enumerate(df_chunks): + # Write rows to database + logger.debug(f"Inserting chunk: {idx}") + chunk.columns = self.column_names + # Make sure column names in the data-frame match the schema + chunk.to_sql(self.table_name, engine, if_exists="append", index=False, method="multi") + + logger.info(f"Data inserted into table: {self.table_name}") # Fetch the number of rows from the table - num_rows_aft = pd.read_sql_query(sample_query, engine) - num_inserted = num_rows_aft.iloc[0, 0] - num_rows_bef.iloc[0, 0] - logger.info(f"Number of rows inserted: {num_inserted}") + num_rows = pd.read_sql_query(sample_query, engine) + logger.info(f"Number of rows inserted: {num_rows.values[0][0]}") engine.dispose() - return num_inserted, None + return num_rows, None except SQLAlchemyError as sqla_error: logger.debug("SQLAlchemy error:", sqla_error) return None, sqla_error diff --git a/sidekick/schema_generator.py b/sidekick/schema_generator.py index 4a6864f..6d3068e 100644 --- a/sidekick/schema_generator.py +++ b/sidekick/schema_generator.py @@ -1,33 +1,31 @@ -import pandas as pd import json import re -import click +import string -@click.command() -@click.option('--csv', - default="data.csv", - help='Enter the path of csv', - type=str) +import click +import pandas as pd -@click.option('--jsonl', - default="table_info.jsonl", - help='Enter the path of generated schema in jsonl', - type=str) -def generate_schema(csv, jsonl): - df = pd.read_csv(csv) +@click.command() +@click.option("--data_path", default="data.csv", help="Enter the path of csv", type=str) +@click.option("--output_path", default="table_info.jsonl", help="Enter the path of generated schema in jsonl", type=str) +def generate_schema(data_path, output_path): + df = pd.read_csv(data_path) # Extract the schema information schema = df.dtypes.to_dict() schema_list = [] + special_characters = {" ": "_", ":": "_", "/": "_", "-": "_"} + for key, value in schema.items(): - if " " in key: - new_key = key.replace(" ", "_") # Remove the space in the column name - else: - new_key = key + new_key = "".join(special_characters[s] if s in special_characters.keys() else s for s in key) + # if " " in key: + # new_key = key.replace(" ", "_") # Remove the space in the column name + # else: + # new_key = key if value == "object": value = "TEXT" unique_values = df[key].dropna().unique().tolist() - if not bool(re.search(r'[A-Za-z]', unique_values[0])): + if not bool(re.search(r"[A-Za-z]", unique_values[0])): schema_list.append({"Column Name": new_key, "Column Type": value}) else: schema_list.append({"Column Name": new_key, "Column Type": value, "Sample Values": unique_values}) @@ -35,12 +33,12 @@ def generate_schema(csv, jsonl): value = "NUMERIC" schema_list.append({"Column Name": new_key, "Column Type": value}) - - # Save the schema information to a JSON file - with open(jsonl, "w") as f: + # Save the schema information to a JSONL format + with open(output_path, "w") as f: for item in schema_list: json.dump(item, f) f.write("\n") -if __name__ =='__main__': + +if __name__ == "__main__": generate_schema() diff --git a/ui/app.py b/ui/app.py index 17d0617..dc9ee02 100644 --- a/ui/app.py +++ b/ui/app.py @@ -159,7 +159,12 @@ async def chat(q: Q): ) if q.args.chatbot is None or q.args.chatbot.strip() == "": - q.args.chatbot = "Welcome to the SQL Sidekick!\nI am an AI assistant, i am here to help you find answers to questions on structured data." + _msg = """Welcome to the SQL Sidekick!\nI am an AI assistant, i am here to help you find answers to questions on structured data. +To get started, please select a table from the dropdown and ask your question. +One could start by learning about the dataset by asking questions like: +- Describe data.""" + + q.args.chatbot = _msg q.page["chat_card"].data += [q.args.chatbot, False] logging.info(f"Chatbot response: {q.args.chatbot}") @@ -547,7 +552,7 @@ async def on_event(q: Q): elif q.args.regenerate: q.args.chatbot = "regenerate" - if q.args.table_dropdown: + if q.args.table_dropdown and not q.args.chatbot: logging.info(f"User selected table: {q.args.table_dropdown}") await submit_table(q) q.args.chatbot = f"Table {q.args.table_dropdown} selected" From 6eceb903537688b0d92d9b530c24ad5e03c8ecc1 Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 5 Oct 2023 12:31:44 -0700 Subject: [PATCH 132/135] Update CLI params for default schema generation #35 --- sidekick/prompter.py | 11 +++++++++++ sidekick/schema_generator.py | 14 ++++---------- 2 files changed, 15 insertions(+), 10 deletions(-) diff --git a/sidekick/prompter.py b/sidekick/prompter.py index 55d4a01..cb566de 100644 --- a/sidekick/prompter.py +++ b/sidekick/prompter.py @@ -16,6 +16,7 @@ from sidekick.db_config import DBConfig from sidekick.memory import EntityMemory from sidekick.query import SQLGenerator +from sidekick.schema_generator import generate_schema from sidekick.utils import (_execute_sql, check_vulnerability, execute_query_pd, extract_table_names, save_query, setup_dir) @@ -118,6 +119,16 @@ def update_table_info(cache_path: str, table_info_path: str = None, table_name: json.dump(table_metadata, outfile, indent=4, sort_keys=False) +@configure.command( + "generate_schema", help=f"Helps generate default schema for the selected Database dialect: {db_dialect}" +) +@click.option("--data_path", default="data.csv", help="Enter the path of csv", type=str) +@click.option("--output_path", default="table_info.jsonl", help="Enter the path of generated schema in jsonl", type=str) +def generate_input_schema(data_path, output_path): + o_path = generate_schema(data_path, output_path) + click.echo(f"Schema generated for the input data at {o_path}") + + @configure.command("db-setup", help=f"Enter information to configure {db_dialect} database locally") @click.option("--db_name", "-n", default="querydb", help="Database name", prompt="Enter Database name") @click.option("--hostname", "-h", default="localhost", help="Database hostname", prompt="Enter hostname name") diff --git a/sidekick/schema_generator.py b/sidekick/schema_generator.py index 6d3068e..c2f54db 100644 --- a/sidekick/schema_generator.py +++ b/sidekick/schema_generator.py @@ -1,14 +1,8 @@ import json import re -import string - -import click import pandas as pd -@click.command() -@click.option("--data_path", default="data.csv", help="Enter the path of csv", type=str) -@click.option("--output_path", default="table_info.jsonl", help="Enter the path of generated schema in jsonl", type=str) def generate_schema(data_path, output_path): df = pd.read_csv(data_path) # Extract the schema information @@ -16,6 +10,9 @@ def generate_schema(data_path, output_path): schema_list = [] special_characters = {" ": "_", ":": "_", "/": "_", "-": "_"} + import pdb + + pdb.set_trace() for key, value in schema.items(): new_key = "".join(special_characters[s] if s in special_characters.keys() else s for s in key) # if " " in key: @@ -38,7 +35,4 @@ def generate_schema(data_path, output_path): for item in schema_list: json.dump(item, f) f.write("\n") - - -if __name__ == "__main__": - generate_schema() + return output_path From 5d53811d70679d677ab69a64967489ce3661d33e Mon Sep 17 00:00:00 2001 From: pramitchoudhary Date: Thu, 5 Oct 2023 16:27:10 -0700 Subject: [PATCH 133/135] Remove un-used logic #35 --- sidekick/schema_generator.py | 8 +------- 1 file changed, 1 insertion(+), 7 deletions(-) diff --git a/sidekick/schema_generator.py b/sidekick/schema_generator.py index c2f54db..cdd8a4c 100644 --- a/sidekick/schema_generator.py +++ b/sidekick/schema_generator.py @@ -10,15 +10,9 @@ def generate_schema(data_path, output_path): schema_list = [] special_characters = {" ": "_", ":": "_", "/": "_", "-": "_"} - import pdb - - pdb.set_trace() for key, value in schema.items(): new_key = "".join(special_characters[s] if s in special_characters.keys() else s for s in key) - # if " " in key: - # new_key = key.replace(" ", "_") # Remove the space in the column name - # else: - # new_key = key + if value == "object": value = "TEXT" unique_values = df[key].dropna().unique().tolist() From 60bfdde5a2ecfea865edd9df3601da5d07231a07 Mon Sep 17 00:00:00 2001 From: Sergio Perez Date: Thu, 5 Oct 2023 17:01:59 -0700 Subject: [PATCH 134/135] Update --- .github/ISSUE_TEMPLATE/documentation_issue.md | 15 + .github/workflows/deploy-to-github-pages.yml | 32 ++ Makefile | 17 + documentation/.gitignore | 17 + documentation/README.md | 20 + documentation/docs/admin-guide/page-1.md | 1 + .../docs/api-reference-guide/page-1.md | 1 + documentation/docs/application-name-logo.png | Bin 0 -> 4439 bytes documentation/docs/concepts.md | 1 + documentation/docs/faqs.md | 13 + .../access-application-name.md | 117 +++++ .../go-to-instance.png | Bin 0 -> 21232 bytes .../h2o-sample-home-page.png | Bin 0 -> 418062 bytes .../pause-instance.png | Bin 0 -> 221402 bytes .../access-application-name/pause.png | Bin 0 -> 308096 bytes .../access-application-name/search-bar.png | Bin 0 -> 285416 bytes .../terminate-instance.png | Bin 0 -> 246414 bytes .../access-application-name/terminate.png | Bin 0 -> 351171 bytes .../docs/get-started/application-name-flow.md | 1 + .../docs/get-started/local_video.mp4 | Bin 0 -> 3406294 bytes documentation/docs/get-started/use-cases.md | 1 + documentation/docs/get-started/videos.md | 15 + .../get-started/what-is-application-name.md | 1 + documentation/docs/index.md | 53 ++ documentation/docs/key-terms.md | 1 + .../docs/python-client-guide/page-1.md | 34 ++ documentation/docs/release-notes.md | 4 + documentation/docs/third-party-licenses.md | 18 + .../docs/tutorials/datasets/tutorial-1a.md | 16 + .../docs/tutorials/datasets/tutorial-2a.md | 15 + .../docs/tutorials/datasets/tutorial-3a.md | 15 + .../docs/tutorials/experiments/tutorial-1b.md | 15 + .../docs/tutorials/experiments/tutorial-2b.md | 17 + .../docs/tutorials/experiments/tutorial-3b.md | 15 + .../docs/tutorials/predictions/tutorial-1c.md | 15 + .../docs/tutorials/predictions/tutorial-2c.md | 17 + .../docs/tutorials/predictions/tutorial-3c.md | 16 + .../docs/tutorials/tutorials-overview.md | 1 + documentation/docs/user-guide/page-1.md | 1 + documentation/makersaurus.config.js | 17 + documentation/package-lock.json | 461 ++++++++++++++++++ documentation/package.json | 14 + documentation/sidebars.js | 63 +++ 43 files changed, 1060 insertions(+) create mode 100644 .github/ISSUE_TEMPLATE/documentation_issue.md create mode 100644 .github/workflows/deploy-to-github-pages.yml create mode 100644 documentation/.gitignore create mode 100644 documentation/README.md create mode 100644 documentation/docs/admin-guide/page-1.md create mode 100644 documentation/docs/api-reference-guide/page-1.md create mode 100644 documentation/docs/application-name-logo.png create mode 100644 documentation/docs/concepts.md create mode 100644 documentation/docs/faqs.md create mode 100644 documentation/docs/get-started/access-application-name/access-application-name.md create mode 100644 documentation/docs/get-started/access-application-name/go-to-instance.png create mode 100644 documentation/docs/get-started/access-application-name/h2o-sample-home-page.png create mode 100644 documentation/docs/get-started/access-application-name/pause-instance.png create mode 100644 documentation/docs/get-started/access-application-name/pause.png create mode 100644 documentation/docs/get-started/access-application-name/search-bar.png create mode 100644 documentation/docs/get-started/access-application-name/terminate-instance.png create mode 100644 documentation/docs/get-started/access-application-name/terminate.png create mode 100644 documentation/docs/get-started/application-name-flow.md create mode 100644 documentation/docs/get-started/local_video.mp4 create mode 100644 documentation/docs/get-started/use-cases.md create mode 100644 documentation/docs/get-started/videos.md create mode 100644 documentation/docs/get-started/what-is-application-name.md create mode 100644 documentation/docs/index.md create mode 100644 documentation/docs/key-terms.md create mode 100644 documentation/docs/python-client-guide/page-1.md create mode 100644 documentation/docs/release-notes.md create mode 100644 documentation/docs/third-party-licenses.md create mode 100644 documentation/docs/tutorials/datasets/tutorial-1a.md create mode 100644 documentation/docs/tutorials/datasets/tutorial-2a.md create mode 100644 documentation/docs/tutorials/datasets/tutorial-3a.md create mode 100644 documentation/docs/tutorials/experiments/tutorial-1b.md create mode 100644 documentation/docs/tutorials/experiments/tutorial-2b.md create mode 100644 documentation/docs/tutorials/experiments/tutorial-3b.md create mode 100644 documentation/docs/tutorials/predictions/tutorial-1c.md create mode 100644 documentation/docs/tutorials/predictions/tutorial-2c.md create mode 100644 documentation/docs/tutorials/predictions/tutorial-3c.md create mode 100644 documentation/docs/tutorials/tutorials-overview.md create mode 100644 documentation/docs/user-guide/page-1.md create mode 100644 documentation/makersaurus.config.js create mode 100644 documentation/package-lock.json create mode 100644 documentation/package.json create mode 100644 documentation/sidebars.js diff --git a/.github/ISSUE_TEMPLATE/documentation_issue.md b/.github/ISSUE_TEMPLATE/documentation_issue.md new file mode 100644 index 0000000..8775328 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/documentation_issue.md @@ -0,0 +1,15 @@ +--- +name: "\U0001F4C3 Documentation" +about: Create a documentation issue or request to help us improve the sql-sidekick repo +title: "[DOCS]" +labels: area/documentation +assignees: '5675sp' +--- + +### 📃 Documentation issue/request + + + +### Documentation version + + diff --git a/.github/workflows/deploy-to-github-pages.yml b/.github/workflows/deploy-to-github-pages.yml new file mode 100644 index 0000000..8261135 --- /dev/null +++ b/.github/workflows/deploy-to-github-pages.yml @@ -0,0 +1,32 @@ +name: Deploy to GitHub pages + +on: + workflow_dispatch: + +jobs: + deploy: + name: Deploy to GitHub Pages + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + - uses: actions/setup-node@v3 + with: + always-auth: true + registry-url: https://npm.pkg.github.com/ + node-version: 18 + cache: npm + cache-dependency-path: documentation/package-lock.json + + - name: Install dependencies + run: cd documentation && npm install --frozen-lockfile + env: + NODE_AUTH_TOKEN: ${{ secrets.GITHUB_TOKEN }} + - name: Build docs + run: cd documentation && npm run build + - name: Deploy to GitHub Pages + uses: peaceiris/actions-gh-pages@v3 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: ./documentation/tmp/build + user_name: 5675sp ##swap username out with the username of someone with admin access to the repo + user_email: sergio.perez@h2o.ai ##swap email out with the email of someone with admin access to the repo diff --git a/Makefile b/Makefile index 632575e..b14d32d 100644 --- a/Makefile +++ b/Makefile @@ -22,3 +22,20 @@ download_demo_data: cloud_bundle: h2o bundle -L debug 2>&1 | tee -a h2o-bundle.log + + +setup-doc: # Install documentation dependencies + cd documentation && npm install + +run-doc: # Run the doc locally + cd documentation && npm start + +update-documentation-infrastructure: + cd documentation && npm update @h2oai/makersaurus + cd documentation && npm ls + +build-doc-locally: # Bundles your website into static files for production + cd documentation && npm run build + +serve-doc-locally: # Serves the built website locally + cd documentation && npm run serve diff --git a/documentation/.gitignore b/documentation/.gitignore new file mode 100644 index 0000000..a0023f5 --- /dev/null +++ b/documentation/.gitignore @@ -0,0 +1,17 @@ +node_modules +tmp + +# Generated files +.docusaurus +.cach-loader + +# Misc +.DS_Store +.env.local +.env.development.local +.env.test.local +.env.production.local + +npm-debug.log* +yarn-debug.log* +yarn-error.log* diff --git a/documentation/README.md b/documentation/README.md new file mode 100644 index 0000000..fb4f68c --- /dev/null +++ b/documentation/README.md @@ -0,0 +1,20 @@ +# New Documentation Site + +What is the purpose of these docs? + +## Running this site + +This site was generated using Makersaurus, which is a very thin wrapper around Facebook's Docusaurus. You can write documentation in the typical way, using markdown files located in the `docs` folder and registering those files in `sidebars.js`. + +Use the following commands to run the generate the site and run it locally: + +``` +npx @h2oai/makersaurus@latest gen +cd gen +npm install +npm start +``` + +## More information + +Use the Makersaurus docs to earn how to edit docs, deploy the site, set up versioning and more. diff --git a/documentation/docs/admin-guide/page-1.md b/documentation/docs/admin-guide/page-1.md new file mode 100644 index 0000000..9608001 --- /dev/null +++ b/documentation/docs/admin-guide/page-1.md @@ -0,0 +1 @@ +# Page 1 diff --git a/documentation/docs/api-reference-guide/page-1.md b/documentation/docs/api-reference-guide/page-1.md new file mode 100644 index 0000000..9608001 --- /dev/null +++ b/documentation/docs/api-reference-guide/page-1.md @@ -0,0 +1 @@ +# Page 1 diff --git a/documentation/docs/application-name-logo.png b/documentation/docs/application-name-logo.png new file mode 100644 index 0000000000000000000000000000000000000000..21283f46eb5df1122a29bca086662af3fbc890fc GIT binary patch literal 4439 zcmeI0XHXN&zQzLzSO7r;r5OPQBqAWvM4F;vp(sLV1_%lmN{lE)2oaQ$KmbLG7>XjO zgd~U(dXofRr38e47y_?gq=S?YO3I1v%$>R4?w51semNg@cIMfc-T&;)JpbpnXeWmY zQoEFP0RRB0i*~lx002=p06;`(hqzGbK6q49IPJV+=N<+C?B4rlh!nwcPYpkMIF%WHwKuLR zJk2%XXyA5aQPwR-uVSCR_vceYkWO+rKeRPp>SGD**NQ6??Yn?*mBN0NX#1YR#ad1n zyvJga9e?@qT>&l(?y$VJ#p7ExoB8?qc`E<_UvcA}I{_J&eMA6<<%Few-mUM5;NyYOwyipdp2voAginu`xJF6Dl2b&P0zLY z2%R3OTq@|RjO;q2yZXW+Iz9V72dHfxp1w7#pTX^Hv&OjK!NxdEVv!>?$PiMzZ=!GRRm(R7xl5`DqG&DX5F4Mh-+8xWb{-SI6m0TM;qmYh$OrN+#gqIa z&>{*wzGZHrs$rH0iW>Y@3(q)90NSODY_eQ=y{7Mz)rIQ0C>9dztaEjO=vW| z1hlbCfY@wa(yv%HE=P|)Q20+tiIg6TH#u4mh==8O6G4z;pBCG7r|{Ii~g4=rG<&67e@MKc4$c25O% zEG$*R1v%J=C>}xY%hL~zM=!VYe~I(%-xrJLqY(5jYkvM;7x$XO){4vaTpx z$#03jU3t6n$8tY7?H>213B-&vQc<^M6_d}MXKtDE`IwTh&h*fY%o!SoKU#dNAC%Oo zH>RZL84=UR=Iz(TITJn1NL+eC*c+}_-EhOao$&Of^H=6$A{u7i-ylO@dxifPsr08e zyp$p~$|J;n?se0*9~Jx#9I{4hKQGJMQ6}5B+-sQhfFJX|jy;#%#v0ZwSz3x!$70r+y>;BH z*TO4qVY`B4t=s#$`6o2zGa)o#*}USy94&8CuL9H^-;MT9X3m>2d#u9lT=S(n7?NEH z2X2?oP-jN;08Mv}x7CdG{1)&OSfuXld;hnG_d1y&9QK-Zi+75s@>(y{$2- zsnLU^PCQs2lP;msZI@z5UIKTGzZ0n({wA~CG%$_H7ii#*I)LPvJ za?^i2$g~Or$s-cW{1dc^GPvm)7)B;F>)69%t`$Bzcyp}@E)tB1vU;JvDNRV_fk&ye z1XE9W4Q*IYs1fleBmDJ5R>C6CTxBc;J)x$V=AE3&sEuw29(6VO^73fGW!&eo8zI}K zY<*f~Fo)28!H7z#DCwY$sIbmNhGR%n)(yjt>bbD$)$ln>k5D%zpQEt`qs8kUG%uOe zPBsEfW|_k`&(<)vezvw7`(RBo*%;Vkbd@@r5t3$9Gh;j6bl3Ikm z%j>FoXYPL9_U8HxBSi*A7TIr*#i!>77%y!S!Hluq!UsC|S3bXZKEd(+3s`QjC&l8p$Unotby%v1VD1c=EKGolKA0vfB;N9Qo$0!>xG#~TTDjpWtdeOTwcNuuR^oAETyjHJ((a`Miri;=m z4YBmax+ce9kSNc_M}!UqOlHkm;W7A{O}Hl9%up3ZG{zk@Xl;BEUj1FfzW}V^RI=9e zi1lrN9cp4vbRXV)z07}{c{NO9%9R7{GG00um%ngfN7r%4XKQd{yG!=~+q8xMRXKl5 zD>0W`CyFRjAA!M-Td0nIX%WP1rOtr1#|>ZbX}$OnMzv$8;i^ibyV~wiT;7eurabx` z;ff@W4&VqLv5?qxirVUdU8hu?nQ?seioXwIYG%k;gWdPU2OAw#=T7OBy&HOAFodIF zJO?Q-=QW#+ZibF1C@NY%bah0f4tF>f48a;9)<)f>a3?+)pSNSDa;R0+%%CB`tLiRfh$L4%j%Kh1QeEC6 z7BeOAK+i-|3V*%xK0@A^N%I)6)UKCO7TZi}5pD7>9oHGDsf+fZ`mWx$vUDP!4*&iP z<%B3G|0Ul4yn1SwAI^C+XJESuBu3Tyc_qvOYY(#wMEYq8YQ4Wdzt4F7u12S$$Cqj& z2!+1>6p|$|&pw(oZqW=3q zZq^z^Vtq7<9{l#{KCr#8OBH!>cne8A8eC{_TRSjyt>MP{&)rF1_Mom+8y#pJS^&g8 zrne6@g?+*dOvNv?6W|_F+vXMAmJAT)xX@GQRC-b6!tOA8ggEZB2~u{roPxg_EDs|8 zgi-vwkcZCpJ;2X5tyd*MPNS}IM7e?9v(ZKe z7boEb{VS8=4hMz)PkC^o76U-{NoBG>NbDzb|B{Npc^t3ZNGbbKxMXRNr#=dGrRQa7 zU_0c&N7`4=E=1M(^z5OC0b~<;e9dy+wZph+GoJ_q8WImSZ-BkGszUM3vbWxUxgVPJ z!pwwxxEhI{9g+|}OS~FA$SXk@dW}absd3AbKsPs}+;nN=T;plJ12k=jFhqvfV*q7} z(n^bRplfn8XI;+*QZQ;Vl?;@_dvh!zZ2l+y6#l+1nCSk{8C2iX6^Ut)6sCpO&=M_> z!wJf+ft%`}v(;+v8gZ!a^>F@>=&T-1(7a3{-G}fne_`f3B0YuOyPb5-s}?KW1?lk- zK^7~z8*Q`uaK+yarl(Fm?!AU!U!auZBjv#Q^*fIhk!){_mZY3zWjT7B)NCO0 zE6?>@e$NH_ePFrcR%B75zBrBVeyiV|y_m@i*$O?4 zft_A>ud8_0PR~q`{>aYnbsLehzlzt;nLQU&d(J(rn}I>>$)~uaYK6VxnxR%cU)=hh zVeez$w0X25S5e45g?H#bmP^9=7mobZC8U+Teo7DBbzR>AHnE2P31s_s;@^Mw`oCYu zzzOnTA{nUNbp}!|sT4=G9&TXowsOi%Xb4w4DVh@Zhbt-r7Oz@e&pkJ8q)fVT;IL5r zu)yCI`&K_Cvin5xc7<&Lf3St$N8|bUDkKlV8vK2GyZ)hS$E^QN)u;>B&FGL;x7xj6 zNu4-qOT90fE2Ij$KNJxA?aoswJswfSd=3)N{{z7Oi`)N`D14>lnLy%jjB1g{@Td2} QpAx{ua}Kt|Gd}VE0*4UMCIA2c literal 0 HcmV?d00001 diff --git a/documentation/docs/concepts.md b/documentation/docs/concepts.md new file mode 100644 index 0000000..b353170 --- /dev/null +++ b/documentation/docs/concepts.md @@ -0,0 +1 @@ +# Concepts diff --git a/documentation/docs/faqs.md b/documentation/docs/faqs.md new file mode 100644 index 0000000..4e302e5 --- /dev/null +++ b/documentation/docs/faqs.md @@ -0,0 +1,13 @@ +# FAQs + +[application_description] + + +--- + +The below sections provide answers to frequently asked questions. If you have additional questions, please send them to . + + +## General + + diff --git a/documentation/docs/get-started/access-application-name/access-application-name.md b/documentation/docs/get-started/access-application-name/access-application-name.md new file mode 100644 index 0000000..41f83c0 --- /dev/null +++ b/documentation/docs/get-started/access-application-name/access-application-name.md @@ -0,0 +1,117 @@ +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; +import Icon from "@material-ui/core/Icon"; + +# Access [application_name] + +You can access [application_name] through an instance that you can create on the H2O AI Cloud (**HAIC**). To access [application_name]: + +- [Step 1: Access HAIC](#step-1-access-haic) +- [Step 2: Search [application_name]](#step-2-search) +- [Step 3: Run [application_name]](#step-3-run-) +- [Step 4: [application_name] instance](#step-4-) + +## Step 1: Access HAIC + +Access your H2O AI Cloud (**HAIC**) account. + +## Step 2: Search [application_name] + +1. In HAIC, click **APP STORE**. +2. In the **HAIC** search bar, search `[application_name]`. + + +![search-bar](search-bar.png) + +Now, select the [application_name] tile. Details about [application_name] appear. + +## Step 3: Run [application_name] + +1. To start a [application_name] instance, click **Run**. + + ![h2o-sample-home-page](h2o-sample-home-page.png) + +## Step 4: [application_name] instance + +Now, the H2O AI Cloud is starting an instance of [application_name] for you. While you have a starting/running instance, the **Run** button will change its name to **Visit**. + +1. To open [application_name] in a new tab, click **Visit**. + +
+ +![go-to-instance](go-to-instance.png) + +
+ +:::info Note + - The latest version of [application_name] is preselected. + - In the [application_name] instance, several items will be installed. Right after, you will be able to use [application_name]. All items are automatically installed when you start an instance. +::: + +## Pause or terminate instance + +You can pause or terminate an instance of [application_name]. + +- **Pause**: Pausing an instance reduces computational resources (and is less expensive). In other words, the cost of having an instance decreases. +- **Terminate**: Terminating an instance deletes the instance permanently. + +:::info Note + Customers pay for H2O AI Cloud via AI Units so that as you consume more resources, you pay more. +::: + + + + You can Pause an instance in the app details page: +

+

+
    +
  1. In the app details page, click the My instances tab.
    2. +
  2. Locate the instance you want to pause.
    3. +
  3. Click Pause.
    4. + Pause +
+ + You can also Pause an instance in the My Instances page: + +
    +
  1. In the H2O AI Cloud menu, click My Instances.
    2. +
  2. Locate the instance you want to pause.
    3. +
  3. Click Pause.
    4. + Pause +
+ + + You can Terminate an instance in the app details page: +

+

+
    +
  1. In the app details page, click the My instances tab.
    2. +
  2. Locate the instance you want to terminate.
    3. +
  3. Click expand_more Expand.
    4. +
  4. Click Terminate.
    5. + Pause +
+ + You can also Terminate an instance in the My Instance page: + +
    +
  1. In the H2O AI Cloud menu, click My Instances.
    2. +
  2. Locate the instance you want to terminate.
    3. +
  3. Click expand_more Expand.
    4. +
  4. Click Terminate.
    5. + Pause +
+ + diff --git a/documentation/docs/get-started/access-application-name/go-to-instance.png b/documentation/docs/get-started/access-application-name/go-to-instance.png new file mode 100644 index 0000000000000000000000000000000000000000..8958fa0f559a85ed6c9e805ca50c05bcd33182d7 GIT binary patch literal 21232 zcmce71y>wR&@K)^f(0kIyF0;M6WrYwcXxN!;K3yjt4Of(xK!V4G2Ll5`l9Ckt0R{%H3A#|=U_hT-CA4{gfgu`Nh=?dkiHHy> zI@p?808GHZB*T+aVbv4Wu>3AKS)|ncnT&(lq2h4_#o=fJ{A7ich0!FjnaQ9qIO~uvi1!&5T zJ-F+GnFN)FxVyR*s(`Gr`M3?~pyL)uzaM?WCC2sqmK2J12Crb~z}7fIOr#}5haffq z4)KDC;S|wJqMo&Y@uV+T32cs7kzcmLadYtYX3)1oxV6Uj%=hPS_C!v~PFIrLhw!7{ z@eEOI7vIa#?0?W0(|}>ut0$l#Xy5_;Nf?Lz|X8TLgNUFg$a z$OJel@%`Y>(Gh~ov%dIKWz|(gp5}FK=HdiyP|aYXfnI;LxY=ZQfST}baO?@b6%2kg z`#nXt&&4s2?98~)4vUO3W{U~f@`$A3sH9=?P1FQIu$#=6xDc7J}1 zrVH}EO-)%eJSB3$<@NvB7o#8T7yNY~<2Sp!dMz+GD8LS9gz z>w^RQNJj@D|N4QUK>X=;LxD{Y#7%=gp$mD|_-yLOtxrq^iJ=dzj=|CGM+H5XYkW5-E{b>=s7X}Ai^$xL>}8L7`w#T6f+gxUhb4R z8V~fC5W*Ci6KV@$rLfgxyE&u>1b?iqSnFi5xd03keN?!HK@~RMj-kCePfGMqjk`Lx zYWSS~ojU7FF{6==I^+Fk%5B7~;MPC<_`#Gr5N#+qp^SZ;o2^$cZAhI_8$HjL3Q#=V zQJcb-l$UUcaNI#SK`g@L29#SUTVL8TTRv5Xi;^TB3f>008sRdha%DCpHHA0jEDE2J zeIvS0lq5q>K%kEMBC(wqA!$;0SJ+;-Qz%ntGpz;0TuL|o*G|lSHE!qo?X0j}_HDTnWw8U4$tn$`CZ=E^1zeVxjX%Fj&(v=aA z>Xh*;xyNr_9+sXs+rk3l%1oVDxKvnar|DamYQ!>Ju!ENf^>qKV^(6c%_Ox=Ra4ev&kBA48O04hIx7f|q zcgR76%Y}W3=zv6nc#l(ucZ+k3=Ydm%JQ{I0er%tg&;Z8v-hbwoUwp}z{gf3^6X2Zd6vdlZI zuiQn|U2^>$R{Yg6B!fGXJZ+3)#m1$(Vq^6W-?X-A$NEd5do}b7NiWHQVRRpJB!Ntb zN!+hqhv+@~kqwOyy3e#ZDt(qlcN*y$Vj9$y4I1@YNb0=mlv=5p7mXc8BJ~C<#w!&y z7WGH9^>sh>c?TNC@6~uCzOKjv8pqG;*6=)GpOv3&Pw~!jxUhLI@ul&P@ojjgzXpCq z_-ch;&4v1NQQloXGm9tdyP2(7jbr_d7}jjxfY>&0=$9j#LEVP=(P75af{sNM{(|8G z&w{6oY$JB#k4EuEGb6x2VXOxC{%xAV`TF_eIq#}%^c*3t58!BVzlM=7iyw+$jzEp? zC>u5VhCh=p$Ftcjyp6+i?b6gu;qtA&b?&(!wmNpTc)fUFVV-lwwcx_J0h~9xJ;}R2 zb`$HEbK@dxgV&evo#Y+z%@?K#W*7SOlN-ypL6-Syj6E_$CFG<33Pfvwx=^~1R$xm& zWx!)Md-sC~Ksbn)SA@VZi>o=SJCzdy@yCs4@Ox=yUb(g zlb?1dE3)lC+leaf3O4Mvn|=Atc`t7-R{uL&JQuT%;a#u9CnNNIvMhOHGI^QR#J@b$ zY!>d*mBs_cCJt5+^3vkc*29^zzh_lSbrSn!GkA}@GAuI4Dye@aWhZp7w);B#-K|e- zWo=^}W~q|1Ph)W$UMek8x+y03S;QJGaHdZ|%*yVlun+5l-x;!z(>Jo5Hb=P$KmREk zUL?pWh(BL&ie_r(wChx5Nx=caQT5<9EU+(mTlbS1Q0SVElg3r%JhQE-O~*a(vGnm7 zVGueUI`r4mG@r$aQ{)kAvFot5u?etB`2A0Pu=ln3qdateTE00Aiyz?yR#MDxb@D?* zU_^Q3#<*mm)awXw)iEPD0Z&6C0Eli|9NU6X~*Pk&8E483ZM z?Vr&m$WKzeXs}Xp%I&I4D*paf{(ZaJXw+Hx{JqE_+#Tc~Zz(%Jm(E!q?> z72s7X)pRtyA2)WVHQJ~QaPL$B-t{*OS|hRFvnQ{FuS7NqEXMpSY}JxA~9szpwcocTRj?_Ew2Ru+^mG&`*Y9DVy9Ha+(qI^W|Sd+H&l zU^S6}$n)>!4?F!LQ6hUtl06k69pd&zYD$_)2U}O6TA7d;$gjKiGgYLj5@oTt1Uf!Z z9)PKu?j7=hXDws;c1j0%KJ%aR9w)nniE7If4fQz@-< zPXD+ZeS)*lY6EA>*PQNq^H|;2`FT~-F4L~{CFcC+aI2}Sm5<|-wQs7z!jz}M1H-C9 zo9~JLX7@~JL?~ek7Jt4#nHS)(={|fQk(3{m|7)khTl;hA>5-uA5}}7Lz-#~S>41R9 zTiYaOY4vmS%j0I`FGe}tbC12dvU-7z_w$p01xVZBjf}Rn*O=Gy+vnMbSXfgpBJYx? z!`qrirQ70_KltzRu29xLf9_y|^_xZP zl6c(Q>?-Q+j=hYEScA&_rRY7c{0TK1siCE`q~ICn?~mDo$q9!SAZ!_2TUY99CzvTs zSovou;a5=50WeXQGL@49qXD(yz@Wf!!Jt7caM1M)9Pj_O#lfk-Apd<10R|Ro0S5Iy zH1eSP$6p-i`grEQJ47zT|5AW!=0g78Hp&Mn2A;%M(Cw3*q=q9H7$*701upf2>=F!2 z5KKx`NZAei%o{chzi;mBXY??R6ddsFs$|tDdcjn%Y{6v&a7E zne@-gD7aua6mSwjDEJUTjczt2W>g{wQ9n3!D9O4PqW`{#0t;{G0#oAu_l@Yt1lUI- zw+k-L908GO4*la{nh0=kN}ex}&ht`G(&+x8B;RjCu#(JQgUSwYpR@>5&L;*OL1bZm zg#Jvzb52P0S?}622&m%nbqpFLRR_5Fs5ULxSo!v|Qcz)nN5q?GRNHTkMB7EsKP93y z$wcwQ^QB90|NPzGH(i0D-$5?0A-Y2aCsE{qqw;_10RmIDs0v$QO*aCZ6YgoH)uN^EGDLtfeHgd1%r@I@)3q!YOye|SCdc<+drM6;ifTo5{aXk ze#sLc#0_9mdpS5~?+^c2CIf_YMMlwqkZ76l3G%D^Ys)R)!tWl@aj=(s|w5P`6Wt1b!ULMWx81hq+dxi<48n@Q1cRs(8@#P zS=hyhM6no6Z(DAtld`{(-ldY7APc&wZw7qP0;M(#o~jeRPg z1Wp)V`Ztks7H!Rw$nFfErnoba@=qIc^vBo_5l(_bCBdzs*z+fe>Nr4CHU~vo*|=*5 z5+Qm0THw)78Oy+!q9JY(4d?ots{U%vztE;hz)o6~|8$o{{2@>xH7IQsr*JfT{7v#8 zB9+THynx8MsF2A}$b;qt>sHX3OUO#|5~zgnqoboaW*r}RoHpAeb^u3fTq0$eSkm>4 z$~0}xKlUqAfucrLX+ZpcgF^e8RtsmK^A|EtNgSh#{OSM%%__?#++i5emj1%Zab8Rm%j+Q z{o~mo9TaY1bp`!~>b#14%JQ&Oh$3wQS-G*+_wU49x7s4)T1W=0+e^|^QwgL*T4TW(HXLI&ns{?kbCp)07na8KjZoR$KBLq<%Q*wYI2Oy$R0~p;K(h$!9+-`vC|Iy4`TKzc<`n16YtVHz+3_J6wMOJ7`f&p z4jH=MFI0NOA4UO^^W>{}CpNMt3?+%tCh~Lc)5;z3>=cJsU?J37W%h9FHkJDVA5KpY z7DdrP40VqgNk<;C`sn+5lX5@XDiOcQcWF6VIoE^fZwKlQDgk4n4QE$s%K^~rsz@Rw z;?2Fhx#!_*2|9_3()+5}^d=bXzy7#YO9Rgt{oc^JnBE!vW$JABpuw~MNl6nGOs~{j zTf`1)d)NSOZb-=xAdQ%)5iVow)FU@N@hqyMVY8yx7+xWdZ}U}fk2YxlT&E1uxo$vB zDqqa>eGB(6!CLH<~`H@Q#xN4B$eM+sznuL zY;bz{1RM2-L+mh7%oUtZ0~-Phk63a(y1WK1S$~cRDQ_;iaqbWHKWq95E-*wAnlsX6 zwn>IU_m@%!G1UEF7!yg2@)^)=FM_n-t>LVZV4hsT9>h>di*EZ1r4kpe;MPz0p(}#% z-4F`VD^CG)4Z4c5+#BzBj%Ml)5x-(Fo&u~N^@pSOKSfcT7O{yYRsIGETgrJt*)MKe zGI}?jR1>{GK?}Lye{($2&}e*uR&jiLB8BNfl47nC$W|qdBJ3`+Xr4O9vnNN`FUs2r z)`@xCS4Me~z)+PJ&je2_igX)V<@4X}u|x!R9`F|=5-!+0hiJW=Yu%r+adUF$N<}^f zwEo;Kwm}Wi=D7%=DKjV@fya^_bs4C6G>Rs0LJf;V{cEjYk*Js|_$GK;l$ruVEush_ zv)D+lNC(^>+{q<{Ytn`w2qY413Gwlk9LUQG<=TIHU{&gL`VPs3ysD zseRYP(d7KgN!8p`B^Rn(Tpx=;?f13}7HJ7+)!O`_%pP6X{Mz18|2Fb`LBU7pyz9@x zd!)`#YmU9~uvsuRj?k;cZ6ykSha-nGZG3$Br0Oy>lAEQI?4CK~6{urP>X+fzv59fF zvaJXjuc#yb^UhRY5DW)Y$jz%?`c*bL)P9eZqg6PNyG`v$6^4eBYjOr^O{xURwbG)W zBzXK5k{wxxF1=V2BCQj$DM6B_(GU8!rAfh2y*FhQ+NajCeYSxdDAi}Qw$o1|Eql~v zm}3i)ip8WPQiWrAMsCCD#yI^GjAW=!hwHBxJqu&L!{#)?D*v&y9?C)`g|aDUJ2WFK zXikr<>xJxSgTp?#e-Bq_o*BF7A6X4($~~y!jAU!`>Bj&#V;ld*t%e~j{AX6%0e&NL z!)i7qZ7?y8(D>N>v4h16C{N^e^ZuB22s>Z(s`Ldk*s;aS>}|qcJkC=-92f|gAVPIX z&r@1nYaGKa_qrgVEW7nFU>mejtk>W>{DsQ~O;=mUHk`aw>>b=FFOL{5r~{3m zC--f7Z`nfABDejxqS?w3;B>bvNXe5vL+rJaPkFY5aifXEq8u^PlsB|y?OrGMvqKFu z8*=|<7y6{i{X>Ma6HfuH(sWjlbqhcAJ$cjZH3~NfCI8^9sXc8gr|~cN)qc8(t*%Ij zb{oiNf}z@>FpZ}*?tevfbc-yOG@K1i!1l>XB<92ISILM`)T{ZW+2ubRnh~PNtt9f0 z(XZ6B;&G8-3z9%}tOrjzpcTd;8DI4J)4YEr#!7jVt zE5KM5^$6)^BA{LD{G&76HXnbtn`#mH_-~25 z<(Z^F@IafR0vC$-fB4{%SicEkElM|0uF=cT?HB)*V`5I{%fZ>v%!xrz<~C@g&$K1( zH=o+YTr&vsVWe)CmRsH*4-GXwoHp3s-fL;_JUi~GXtOewICEBvNvk(KC{F&oG7;qjgT!uw(bf%AmyJH!UuyO zxZ>as#($=d0ggs50RL}1P;DZgo~cV&;X^D$Q`f8?Ge@Ojf*@OlfRw%aHynr<@_&fq zR@=+F?s_#}6EKjjkN9eljDvt@O}f*a3hqI;r4bJYkAs$v^TZ<80X}kaiL%}nCb~TE z8ciK}CiSw;CeK=3^=1-DEz9MR3*myUf_|b_=iBEiw>1(~oKBU*O9ei+7M53Gs^II7 zvkn>!%cpjxZw!0}B}u6!6vJX8xVs$(DOy?-HtRB<7n^h1UZtYFc7PLrWl}Y3VqTlz zS6;_ND(5{@a2aP9h#7(M`kZ>}{)To3-eV7eG#yI0v1~x2SapfYfIMM1$Anfs*>k@H zJ8&duoyE&eCDJT29l5s3x&Ku2aphG8;Nx}putI&uFYY7e%3rJP2;&PQM<)D zqdGFo9zEptO*B(#VLBP<`Z4vcA$v&cK7l|5->P2UsmAxOETQ{R@%|V%iNc#j+m`@< z5HR#@LbledelXNkE}^5n^}!9M^OL*Rrx!Bby9X`l&M*NcN;*h3d#N+k_Ul> zgkpsW7H-1}e~uNLP~`ZY2Yh|x-kW&YmZFY2>HE$@bWb|AZ1!JPBw*96*MHWf8=`qN<7`9aeG*~S4Y*69t?tJu(#;h;pb z!7$SGB8e z#@KmGur5ucJLm3%*6_KG6a!jje~#$>9QE=n)~-=#rRz)Z&OLZ%!zu&raM}TB@-{nk z-9LtI(mi{&M`;%G`-tcsYeU0o$KXAN3DR07XIbdYVd&5}1;>;O$AVGUOt($y=o)TU zx`AvdMN1)nY@1dQkPsX`aLy}Priq0o>;BE#pck_8wHBMJ2TYUWxCf1&*(aQSLjRZqdZ~u9>;&_b-*8cV{>BE_1P91V)_(P< z-udh&D=o zZMP_cDF7*8X$}&aH4Oo^nLV)v`|&O$?2rJJ#P?WIqPwD`Qst^og$S9;w+wCisQ9MC|_=%x2QMT z*kG2p6IL6qOB^_)X+elea2*vt&NBhu&B9fKFQ%g-v-8P@ZB_hx`=iX# z#UF)H*`S9#`xyxtVhA6oKZ7Y`ClY0QS)zD;GWb%MrUBSfY6#ta*r!1U&H6_$nJH&P zX=AHTwufEP&94zP*L{I2LzSJ2+6;U?X#n=3UkWbk2}lmp3T8vT8)JOf`^QFYPAHd& zXYCUVjgfdv7Y#|6q{fZ|Qgz>wwxxlVMJ|N;@m&Rs)zahT&Qj_(E@b%TPX@8?Pejef z`Eq+_S`-oIiD0ph`x2eUVKn>n#8BG6*ZbE9FsaMeiq>iC+HBv5-(n1&LguZq=*fw1c+se%|6qGxsGpUsK^`9EF3-THy z3z^9VzD-u~73EgxL%+S83ts-5f`y17#F0K&rk_n_FaKBV?Nei%_n z`cTr@=B>Cx+Z=|!hjo(dMi*d~{DGTV_}M&OcE9+nO}}ROETU+2AyJ%$OS+YH;-lFagKM$iyiXi+ zE$?BC#U^={J*VA~sCRP-esXGe=n1M&F`5z@L*RwpA7}_&(BTk&`y2S(<^GR!t;k}E zsg1R|uPud6iTk08k=1_V4ZH}p9`87BYj53upZp9>8_6HbmGs4*H6d#N>q%n6F2)`fZ`wwBF+4h{+A|d z2RL;yfi7A1>C|Wz|6#dl zH0y?R9kDk(hR zsLziw^N?S+7e72tBJ37BnVpJ30J<;!U)WOOby!4eW_hSP+t@ zyFhIDE8jiYT}-NzEbk9fm{nbNs|TPc*B7R+w*=u7!v!A-yq66Gh(Up2GklA7$8=N3 zCYM^5KaEceAa-XOrbik4izU8+5s9;@;IE1raS}pAD;t}JP~1}DDy0ul3SloS_$Vck z+Nn=D-ECjx2dN|9%g*n51KpP>S`NKBsiK_IMWm9c%vL=p`J3rWK9U9P(7yygE*D&r zSD`(p(AzgKtZhf2~3kOADa69(@lTHmo zfMDQk&iZ9fuKN*w3GRsq2$1CHiX5gEN<<=1A=)FDw-p&Cv=_ZUv3u)>)e%b-F#$_U zhq9lMRD0^_L_Q(_K{L`^zQVlgq!FE_`Gj?%f6E>YwF%=J{%PaGX_Jl-tgOvAZ*m4o zX8sa-vg9b0oRzBX*O;eD)n98`L9y2U0Z#f4c*}!0FtA4!-3pqJ9UhlF^eXIUD7BWh zl7oziy&rNSX}9L_La{_*dwYAp1~09~3Pkgalv{m+Tmn$4b*Kq9M%=;(^~XPE28(y? z;isyv?9kX{(r$kH7Ywf+rP%L)vN-vs;w8o>GOZ2pX85>CvA<$CQ^W^HiYmU}r zpE#j~KT<`CU{C>Yn5#Qz6(b6`5(IX*O=B2#IoJ6P`7$j{DN+eH=C5Ss(mH=CE3?Q> zP9!9eZS&^RCEbAbGs@{3UjEi#!(IAwd)3&{YVA!SZi@d;_W4$7iLlJESQH`VnozoH zur_>)%`S8JsTU6XL8acKZa93{WY~4sOmiHGe##Q2(T_$14kna%Zw~`l_k@j8|F&Eh z^R^xetk@zgP5dMkpyE9wOA*jtF3%=@B22*fzcKP8DpVIM!_+Z1*MLGD5)zWsAC>$w zizdXZeRxpbqgcCyFGR6<1ZfS3s{l%<_(4>W#L*$n{;sm*)ld_Ve{!p>3yZR86Z=N{ z9M4uiULX9~nn*aQy2PAW+4&i%r#S*|f$hIojR-19-Cl0T=k0s`90LTo21-RyGN-pm z^Jt}!j$xMH4Gj`<0OXw_ffCSp1gcLdY@S?zO3^`O&+>Hoc&E^HEjeUNOIcMiI%>(T zeKbKvHeg9=AdCaso*tIpGFK~Arosl_wio@JFWELmq{NR2_ zPnQWzQ3>6dy>^0jGHfzlvT^cAowi~cnI<_GeUKu?A4PJVUc9n_q3NOm6ZM`Rsh|8N z@liHSQv1V86qV6{c*1o$VK&Jj)jJV?twx$zHhwe74^MGPx=E?7y})J{gH}mCqx$&= zGNy$zaFf9yT38QiWn%8m&?_7djVCyvz{0GKADyWum9B%smeg z;2{zzEpUO3)3_DOA~BvQZcC~~;9g%d85~j?k1OmypQ+pr_b*4ReSI8P=1o z!p(05%dW^VR!g}s#H3~}UDy!ZB$+R>ys6G6glHHOAP=r~oRN$vb zYH>?psBdVuEGdB@a(5#p#%J{w#t1s)=;$WjAHPqlbF)ZQF-eEd5#~opQxvcxfA|S$ zJn+k8+F`vn#YaTq{UJlmGG7<)TR&s0+ZM&)a#%_!%wG6>l>n6s)o@k!(fS@jWHL?T z03jyKyoAb=CC%7*x27hT2^aOVN|s5^AuJC*Mq=7wmlTz~R%z=#E|Dfv%G>!jL{3rN z1X{&hkp0FXKuEXvBv^0Nz_glxsd^bO2k1g5nULb@SE{pX{ZH0Y#+-g6V;+U0KxsJcR#f(51dBwJE;6D?_@C8Ana;r}T+ z0GN0dDoT^@@Q#0V_yjH~^R@H+=glJo-8F>E%4mK`sMOzHY-mm9z;|b&{{Fy2eX600 z!3cQ0O`cdKpM&fom@n&F7PcA~F@uf?h&1mEQOhVZ>4)-T1oN#++bXL?KB*0<4q@b> zF$!m?*`(3qRpunHOkh4y{qvbk#D4BTy*n;l+_HX(R+uDp9iU3SO2VB$bmKx*lxXB1 z8!QMu9Z(TPJK2t1)MEl^#>D(pWN5GD4Cl|uzY)fT!A2}=whhX&pH0zc3P{+}AxqL^Pk z4KBmi0_OlIf$a#tD^#UaMN*B~>GcxCo>|c7S&T`v-UT)Ax*O!7Y`#h=DK!0Wd2H-u z#nQGkiM=x3p)~axNTDnS0w#WNyU~J5j?Fj^M;057VG9$RV{nUgc+W#L79>Hg#|hNi zRj}m?bAfXxFs3I%mPX6un#Q+@l^%`Kb+`fMYfYdkII`NpDYu@cg4^xj)(;(>UmX8s z=$){^5%VWBelLEGi2hm|PLB)>qLSLyMou+OR@Q--_o6D_Q%O}>_V=}*?FkspM?)c_ z0qq>&PH@w6C~@VWBzm&jcNlwmTj#WE3{%l+SHc?~mja19&0jAPAMWE23}O?_tuQ3& zbe7I8!IMgXI(=Jv$0m%0OHE$sD--mUHW_XH9K2wVCTf(j;j9x1^)#p~i5<-+T?a>u zy(Z$}tfKNGwY|&tpP2Abz={RS5R03%gPYLkh53{8?^eeGSv&-bk44%F64CPShR##>CQ%=lEyjp2gN!H_t$~+Z%H+hIe+FXHSFzRDz1AnnD^u3khE3fWYMyv3p5RKzse0k}3K2MZkY*$vT z)Fj_{yKmf!^?fPO*qaw071~P^2SGgplrYF*sQQXup-{s|Pz8?WcC*Rx6rL*TIZM2u~h z0bdV?_wJ4S5cl$6pK??GC8QOhq#I5)9}jX;Nn`nbh{xbt@J|Z`!cbFihtjH6#I3n* z=wQ;R6UBaeDmiW3@Zmn04$$+yOU`}&o2c-uMoP=NKKTq`-Mk>0O{R6rx^a!-H$5Kr z>F*xn5&Fi_wEChVab4e6=X4J1jL~fV6_1NBCe-Z7uwA3pbm@iP2Gt!;q7bF@D& z3==*NOHXk&u{<|Mx7|a7A4}WL->ijskGRhw10~hsz#h&*Gmh z8FH{vQ1RB^?qN9c;lf?l-HTskF#-U|##b8R{K1%L)?k17Ao>v1ml!ATY}?{ZlhXw< z$r3kS_Bo}Hk#_wV3EHG;CA(9QNi`3laq_aYdq+(#8`eFn%6HT{pHwm;2;ct>+~Zyo z*>+qHlE$igCsHchk8-5u9aptoOJ`mrDalKXgi`u}^m1PJeZuz*{bM~JW>Fb4!q~}2 zU#`JrD21)3xk{;a-974bx5y*3Thhars^gO0{@He!v3dDqLFx2HIL_KEk&cNDv$)Rn zU3$Erva<4S^VfO9ijDu`Ve0T`BvRYkyq2x|C52ESEPix91hFqIYhl4bapaJ-=e_(-a}kAOF1`VT4r4 za^FwCe}Y8ji*w*79GzVAyU+1`d!**MgIXhR>Uh0hvHHO>I=5aJfGw6!wqh7Zmm5Vp zm9km^xl^;)$a4xDVX*MNPDAi~y;~SrtTF2II-0H`H5mBnnq=#9lj*;(Dtb8JIjg8A zvDbW%T`MNfb5z)s|N8upion=5sXNo=k5enjrrV;Q3lRtyAoTU>N9#|lTVTI6;}8(U zseZnBo?tFsatpf-6?o~c>c7z&;7$<|K}20qe5d~0tlt1~l@Uj=jkGVyIe3QP2o&u` zD!H_eizmn7GWa=G6;Ztpn{gtaYjPsB0X+wwJ{%J8v19j#f*OsIgJ@(s0#T-Ihx@Yk zA6O_o0xu?~N+(TVp#Ix!cw0~#yvw`N^FbJw5ssQtp1hy1vXprenhM&NTSZS zyK3v0oR?k7p=i!O5%?a5dH2&hu>#pC(6;kT-h~`%h!MYZCMduW_!&C>8ZvuN=Pfa> zfCE8WRpIV;e24B+E4}B8$_2NI4_?>O`X%E)&645m8`(zWWB=Th0j0DzGc|yskNIO zbxmL+gC{stJLX9psGQy-0ryjR|H`U-`d-xr&f4xNxMVjqUfddl$- zsrT|{-UO!q$1&i7EV2D8nSTFHdnknr&u4*Tshw8a`$%_+yiL7m1y#rua^F}ud>L&Bc}SJ1eeE`U;HFa%BxzW8CnkW>&AF|?rU>~ z4sv`6j6=>y{=Q!L61t7aLB;!Acy826l?>?YYfFxf`jwVtRb0@ZEP>vH1 zVg?{3P9pgQbEWSuB^a}Aj3tmR%VzHfeL|GDKC*ACsZXOSHRi)c44f(|zM zB&*ly(=G>V-)y`+5#^(~>yJb=vmWH(>(1(Cj3tyimcD$PBBHY>d9Y-bBS%3ywVi<@ zTeDu2?wQpV1BV&f2J$x479I&>5JAo-^BS>ut;OC4yc?*UZ^8yH3p%b#grukb{w^ok zMV6lGi`nf4d)q15^q|?*HaYGi{9vQ*ha=t>HiY6fXP_uT#DSdGg5cJ!LLZb$V;S8J5Nr35H;#gqYSBxESieke@i3`>vmh9q6bjNUJPAm>V zeM->biDe8^H%kWjjZDb>87M#tXzb!b^A7xn6y@%+(g9^4gCU+REYwqid_8>bG)vH*j}O@Ob?bb z+L5QLOcHaI8d>Pw{%!^$(>)T|O7yu|HdLew#oH$*moJ>oS=mG8<((5T%Xn9=+wb&4 z>zv!+7Ge~p8e6qs@ZE6Pgma*OH*MiohXY50wGSQ=LFPBUN$W2DP3M1f zX*w3xPH(kNf|^E2h3W_}K;NGZ2|p^o8zn&G$T>?_RV*WYk>3 z#OnE#469<3z*UsT&{pEMpS)V8!F9vCQAaiM0%CfHglyT5_dA{9wMIZ>74)6M?^|U; zjj3p`Y8fonH1JG6OtaLWIensfS=y1`JP7Uqsxc;IVw49xs&4vA5ldzZ^JW~P6Y5aq zBl>Dp0xV^#r+%h)`Z@jpNnZHT$+1B4rr+4m(*4uw22A-(Gx#me`bh^v&mk6itS?}obOtEMTSg!D zQuX9V0tVbz1&wZqY#RdJlwQ-jifTVRzyfB^Q+RuvMU8Ah^MEDdYEQJlSA!ZA>0df^)r~~=xzE3O6IaAa^e+2 zK90SpXsx$xQ#Qi}&HE#nC6$aG)5)FNg}sv5=}k&RMCWc;DWyx$3QO07w!o zI$=Bczt%s1AmH8ovK1q;0?eC-&*O;Rvgb`NxN6oI%vP{OVa-HFcdgC%5BC1pfWL)O!gOfgquQ z?-F147;R3@s7w_N_YanNzB9J?1su=RnPt0EXxK8`XM^z0P>Zg|(XYZPlaUni97Dn0 zs$4wChONUvI#e}@(q5@LaMzZ_+%6g3r^A9XSZv)*ESw@G=rp~{!e26}9;OPA&uK+^ zYmnOM%1%oS9OvUjk5=+L0hFm)re)EH^{tOau>` zhdnRaQ^~$q+p5D=^GWhV;5eo669B8Qcz>4e8ZtIG^deLG{C*LTe9~Y;kg9{n%h>C4 zQ82Eh6xlpCq)wN4DO}7#gYg~eFc2!nHd0A^-;3HumAm}*y9o|3o2;VllVL#&3E;@I zjZBBkNPS#7WSXh$b#uOtMhro@DPuhT^R2&E4Hyvw>-~h6?g==eAjv z^&8A5d+#3MA@oWgj+bh@0eG@g)8J%dAH$wurV67Cvm9?Sb1bI0p^sp4T+9ztadcf3 z^mh%hMjOkGPy23e#hjv(@$=x!-+E(IKj{wJ9#uxIMm7-?ObGI!gy9ua(cGG2e4=E7 zGzw@38_h&JC2c)wt@n&K9OLCs?Ov}`x3%SX!z}y`3fjY9L1#kzo>9~kA!JR^KnV>U zF#je8>7g@;73goYZ1JEO*o1r(d)5>=LP4Fs#De+J8~k}^%@IB(4hMb->qZtY3Fk&`^JBLCGgvVfG3`#QD{;OQIAV7$HMLc030)G9M z_>cu1pl8kNvHI76Lm`?H2P07d1?+-QEFi9q1%0jtRpSJqNI*ws@W8{Ag+5X*gF#@R zje(~P6tjXv3I>t{6wwc85K}~n&_VK*J-o#I*MR^D4AoB(A`%@I-;f43t#2okr9(WsyoIj z)(r_#=mRqEKHf&3u%khm2>Qimg>J2?sTY^h`uiq&`r{H-iiExf{!l{+!P#(f`JQie zi#RSW?p_wF0+0+ZR!frhL)oO^`~bFXd%C3+6>&K_F7b%?*wu|&n9fY68;or`Vx_QL{?U4YD>PA@7*?)Vq*)*lwA^5J4S#QIHZ1v@0aNA+ecVDub&BBE;~Ty%kpFPQX*3s z5|Qrkj0ZRUr;8OXAm+vAM2R>*=rOX(%A}W^i-)EgZMQn&tQO`6>l)W{$5k*7cIpso7d3{`Q)q1}_hk z>C|N4d^sV|XxlCC(&|_%tlXnW@VcUjK77-~o6 z%Lc%6d|9%L95a#vGO<+ryz56_xcA+;gfx_?lNnVCTy8FX6pCHxUmijhmL(;ZsLPBd zuz0de9dtBx)OQp8j#7n2ck4e$OG^uV=f&(QwA=Was9-iCVB4-RUtQg(d(z(%Ivf@q z3cs%E|8z;k@7+HTz}Sz>z{NUEm@tT!82aZy7LV9XxcPE*#`uOg6TZz0{zJN;H+i0Q zBzki$)%M?bJ=Ql~lV}TcZ_9LUEV!gXMi;+KQPz@BE*BM1JnNFh0jjh4_bO&$5-SH{ zWqhjU7Zye$8RZfsa=g|(T5UUSIu1<-hh*2tSX|dr8_2a{R%H8aIEMSLASH-FI+hE9 zvz&Rh8{ZsGzr$(?_gXP-hL?r5PGq+Zf8u(pvT#C^z+lv}R< z7@?y2O3->1Ck&JnRqO7CJtZZ?O?ZEabiZD|jb%YQE1R>bpybQ-?Tm^IsIPa1NT_DI zFgji;2(2W{zWF02V-n}isZ_1YZ>{P1uDC%{yX5&TQ1!1p`a~kT)k6L9*3k02TfK$A zd9WVPy0{bn$tRUwk2<>OtS9vIP>U96giBRYyL^E7SueUNj_64{jHjZnk@zI)tRx!49x7&A%0yRYTuqCk{pxiei~`2+V%EcwO_Y3^Mw>rtWTH4SU@VnO*x!(0^6sG2nSM#C0 zZwvU`K9y*P7Be`DZ(F{_6%k7$3~6TekW54y-@r;+=@{_*(s|x`bQxxqGnwMQHL~ja z4{M!JW>seLK-Lf~li#}R+aN_r%`Q$gidmj-0}*-u?XJnAUN_GD#RX&fmg|>s&^eug z*oR_UsK>A$C8F1QzlHTlTnnatZ!GN&Qr8|NU=hMSfZ(a^6zqG??d$J3$j&WWI#kNoa^a#`-W_Oz;;{d=zli3=Y*iX&~STW0sf zi7p{_fq_{K`>|;nS#5NRBK31ncZ9a428V-@bursOD&uHBkoxM<16aWxTb)ETVOiF= z_8?kgu`k1@micJ|nG}`$0#_QBJjNjd-LO-%y5E&OhT#u*a&ol?=2Sw)jyXDpQXGt} z7@L*ex6zbfR~)n2M>&x7ZlAo~ZB}N=tZ+NiscW5Csn-k^YzbM8BAl>#?Bd;6q z&Q@p9Qt_$g8g%Ee!VDRDDsqZG2^4M$6bO34w|>lB@e?<~JmUlJxRPx@OdBiUxc#X4K)VzC zd6?2etJ|K0Yo#g9xIT?Ld{uk|S7zs#PyW@vgJLzw0H-QjVWynzLOGqzUG6+s|2{(e zv9K-dbUEn0^QK8iUw~lLX?=84VnKK}C(+>QPWdv3RsnjT_IhkQS7lmldUxp5@${cv>o`CeISZ!@t2(uB$!wIB3XB;Zzp)p82Vy<$gGeU1sf+;*}TI? zkD`!l&}txGwhs2)yK~DdLOKii>{3z((H}t&n)7at*_)1uweKqM22a08+OZcj z=j%S(k3upn2p;7)`cXlBpx))*#(R_Ad-K(YFjLI4nV!gzLOge0??(vRXyCvVO-}el z(Iv}|&nF(hBHf{anziBaOGx_RDeP!){nZq>SpdJ*%v%?xE(FO`27N(a1!_!>)zBq< z3QgyMjSpk((fTWPM-z(IqdXw^AQsj;IU=H2^F#g0zaTcqt>^LVV%jB|TI~i`h=^$n zOENqfo1FXClJ|}4*k7}k*!RKG?Ac)reF4m`aaY{+Ihy?8@SA6n)0Wd7EUmuZ%}dyt z^NS;zHcl6>wRNR|+*htC0Ma~Ciuu}`IeC71@V^5i3Atd9X?VAQTr&XQ)u-{!kL!|n zSfT5ubY^>31a~WsmYo-!WW2YNkfiia0Wv1&vYoK;<&cP_7^1kWhD8Gs46#XMFQI?l zFO9yFxFphpDwAGlWx;SdwR z-xF(dtmC5#jb&+=1*yU+@e(f&{eoNadJa-=8hBB2qV!k5%b{gC5+-tMgv4{oE1`e8pQ&h`Xd-gcY!QsFR7_bMAT$dp z%Hs`_qjMK?W2dSd4Ia`4!dbMl;~7RL0FZh3;^kYTjo=x1!o!6<0u1L*I=UO__$rR^ z@9IvP%iZ)D; z>m)>)2Gzc{_{OH#&(~gsH@Ojl4u;k3Lj_dZCfOOJ*E~o5nc`<~1T8fbigWtC_XZPD z{mPPZV6VNWK&WzVg1U7-K(5!zg?2{X;V7LdtnVcwoST+Ihi<=)_i+$Y6rOh1>8+Q# z3~3kr_QHLJ)v^U3v7G z{7b=bZ}P4|qo>)npR0l07rvp^0c=V%*d({JLc=;>_A8$6iMOhJ_UTXqpen&l25(w* z%*^03@U`Y_2hJ>b+Qp63VS_QV$yiFO-$RqpkOGJFp9>Sn`L68g8o6ktmONo+|gs>6L%HS!dPf(%SGSRQQ(d5I@&-`PUKi9ZRnQR}W&nS8 zb0FJDP7^zIbft_D^nNCh`_*EMyP4ad1=k4htdRfobxO;?9<5e}31<*IMvdkU1ZKG_ zoOIeqTZ+7zLDQM@+jhRP9$~+1>O7s3b}@1c2$^fiWuW79%Dv)yea^OsHj|g_SQZ4g zB||v?7&5?Kb36+mzFOfG(EPT5o@*~KHPP&hi}Xq11<79}HWV&N{kzx)Cfy&LU_

#0!_gaX)Ut0uUEP?qK=MtwRVHK9 z+fq@oE?hkz62&R&{`}zf>*Z{9dZz2zB9ms*h|pkHINHXxO!_r!0e)M3AsNA8_S9-h0vx9=zodqRQ(?1Q8NjizeIKE zXCdSnOhmORnGib*y5-UW9uUEI_auwM<&|v`*wWe6>cDC0lOgq$$Z0;d=q$H=je|G` zKlX6A?ack*##HmNA9iVNVb$v&)5fUN)G{^CJzgz_f}x3rCkn=Nx#?iskx&{OVo?u< zG8pzjINOF@t5!<>YtquMnI7^T6<$08vZ@`@9UQ^EY>wA_nXzx|B8^w7tA}4t~Q$1 zuFhLK?0k^+c{FnL?84go3gJrNmY%$a06L{z@b!6^Z`h@pe27Hra{_##qu4$=_GSeE zyZrOJePCdzef2sU6=f?$Yx%0qx~VCWSW>ujz9&Go4?566G6{5Td~?B_3+A5u)JbFF z3v=u5BoJovb6K?s=Jeq$d*v5yYU3`EOk6iKG33t;<~&o$)5cPng#*b5Kl#>AK)sMQ zq_Q={Zx2-T3mq#n_KJb7-yMrZ%e zF(-MFR$b8x$?`mz7dXkce+6rylukS54X6Gel&q8ptSf@M?JgHFHog5i#l}1(YtWC?+ydvPP!y zhc+&oz1wy^5<${TQ#YJa9E#>J{+=L!jLdSNRIfJcoD^66Rfky9=n10ejym?u=5a;7 zSkg+P~J5OX;1&|<5heS_M_)q&^5if(eA>;eP zVugRC9vnJMBEys`89`mN4Z;TBa=v!VO0T4hqF%oFc^llZ=$_AmElEWP;(_uM0m9IO zO96z(Ld@uxR`Nyj0ftz+9DpGK$1?!gt4J?}{@DT!z~DpW{84;AJVrcLhS!ht(1Wu9 z28W!9#PQzf0S$wSQsOTGk_#*l0~l;V68~xN)d5J*nJ3?Lj|n1&Hej&uWc-~j*vkeGF8IcUE30MF1JtA#_7GZ~iU} zjpugBd5ouVwE=3+<=nK|TLs4-#xj=w1M5$Yj|>^&o^a^?Fyz9piQWOCyIoHoQLpL~IN|SMpkm(kYl?o$hH^rNaxWI9VuJCp4iztW#Z3^c;u(z8^vNiPA%tjYu*G{O2S_Y4-9fCQ|llpGA7 zp)jkPV@R-3=HEI6vkP%b{N#;R^k zC(}S$U+sRISaw#GW0Il%L`e#ZBUAYBb?++Hs$iVb^%62i<)2N0bHvboG``0DC}bb0 zJ?5gNSU#F@tyhO8RMv|FM3V}!$mRKogYo^&+)y|=?9}#_JJSLXu~l%oX;J_ z9h^&^H(9EG-BEl^cQ<47^KRiKZo&Nx#rOu6K0BBJSq`yLcyeWN4%x3*k_?KZUj!8$ zT0PRtUE*N;`+Gf15x^a6+#4E+oo}d-;leD_euNVx73HK}7Pamc62$IsjZmM0yzjJm z*kyUEwUFH3aK!nQG5S~SbQj=17DmBxu;52J%`wTE&&A;?yd{@-NB&)*;UjS{;u^~t zK1>?oXzz1K?(WZ-e6nr((yuXc@RV+zNcRyf@ell$7)5!;ce&j8I z@ErDOC=SWv2^JcH?d%B)3|{yV5#$LBmv>EXfuh#qtroDJFaptf;?3iQ7D5Qj3_rp& z4a;!}HjNxLcoQQBsysA!)WT*At~J=63Ym;`HJENtsW;xHe{1d%ApAzX3Dbg}70T4Z zwbp!&(1OzbW3~J7Oc9Q^^T(R#8THwl_%}Skc)_fql!nyn=to$eI&9q7Wp#iI<|lj6?ny^ImczK3vK)?>etFZ!=Fe&u&t?8hbwO zNF<81Fg|}v*@@Bv?H>0YEx`aqFCA z$Wy2GZ?4cid0W4?{m_#Yl5UsvD;*hko!YTP2JKp_TXR|HPx=;!O;k;-@5#-4oG6~= zDRTZ?sGju8x?*T%`*3s$2o@;w(yiBz&f!vHQm7ENFJ2*Tt?^X6l76^(Sbq?G7Jpd0 zRy+_gFnCLVko3X8yJxPGyJwG+6rUUS?5z_D?b{o?T7oOQ0|HOH0^CvdGERQ0xt`z2 zH*&;mS&iu){vMI{EB#B~jVV~Qj8yDh2KFM)X*SV~V;vjMeK$*cPvteJ)~P(G=;ZO` zPm(tZMhh_I&6Djo1xy$C1`Sj?XgZ57J|jvzTZN?Zq){f1a4y=pc9yL!b@5N?n6<4u z<#|-VPm%p5n>C8;VTmA?4Ka<$|LqjH?Krfm8A6Xrm!;ZcWqhrfqA9NV5m=`Q(nitX z)1cN)(mJhgGZq6GE}ATsRat`eYe2Ob27G;Wqc`e&;Y5oHHua+?waWxvh>t3d_D2NA zS=_jMXM{3@2ZVNflSDy8$VAqJ72NMK<`g^>($aa;KbzZ|S2=?&#c`&4`ouS?2lAcS z4Qp2|_V-dJW_2yg31^LFd1t-sjkj1vFvkI#)Mc3t5IRxAU&KY+aCa=-Jo(M{8>jb`J(ior*Xa7U zB)}MRhaz3UghD}fDgKW4BfF)?B+#VK#MH?;TtP-c#&$4mx^h~zSU0{`E|qWJJJm9k z0{AiGXJ%X*TdSYb-4-amnXQFwkhNUiF`3nQaK5^n|eewMxazA_ud}#i|B){dNOT<1~q1&L2iD`AY=xZ0~o6m*Cy#oBN zj*l2)l!r;)v^a@br4AKEWp|Y-l~+sk#_hldR|n0T>YHuB zA+8G2@|g05I#&1X6IIVr88rb70mHA|_~6tFjta1XwpZO`snZbe0q=HGc}a3f!FAoC zdf98GNXxp_SBvYHNHc;Y8}AzFhW*K%n2~Gk;d&Jtk9O7S>)yJ4TNI8Pj)cXq#fW;L zh1lxNE4QOlE4S2>vblT5Bp3DBli+1rP#Xy3HGD%~A$IultAH2Vjq4He;;hQ4R=cf` zvtQ5cn%DMi`)ka7HwbnDQ46ga4g6|xyV)!DLu?yGs=F+tO~TPw{fpL@-SzWO?KId_ zwCAmxsd92P$&zS%VqM=Ko;DLzotu<>kJ=^-t<+8m{1zEt&%>>}c=ZLUI#5=);Mbkq z?^%kOJL!VHRAw&l5#M<3oor;zVTi1V`_7tGDN9~L{X7n+_ z>+?GD99@j5yQ`1tN473_Fx)Rh9^%b5+r6>pZ%pyKyszkKM_tl#NONd@iaN;{Y&LVV z_H}-+^-EHmo$xZeWn5Bh@jDDy>zoP=4<%{B5%?uk;%#%^a1+)SPcHCIfT&&ZrS-A+ zXkXZVp2XA7#(U@Ps82}jrDdF}xZ<(#>3%IDpGjWt#B=+)1SHhQnTvcU5)&<*INo2tFu?wJlxf>Z5;Wh?zO;nGp`u75m-sICL~1 ze#X4*gUIym^aq&Nu$kSi59iPZ>TjS1kfFW@tkR?z)&$7~wH|yC_z0JsnMp2B9&V$E z24ceJKSy6dMQvk8^q+p)A$h;H)=|*e8GZI6d>Jk~U&#lo0(h5+QrA>ml>3Nxr#!to zKIZgPjac%gr6cLN9mi_l)n<2c6 zMT%*HX!cKCnVfvs7bUH1C8YO*v_G*(kFYp{E5)!WOyXKYH{YG+T>Gt#rIQU^gq!la z3p!9N-<_PeQSaLb+zw*@MBqeH@`rh!4Fyjl4E?veM5G3%{-#c`|M2oZm;Hc(9pOj+ z2haYmX9l2R8e}(i?=>3yZQK9T<^VHd*#CU{%drp+1u%~<8D8ly|C0gy*JC?`*`oh? z=>Mm|+1+rs7AMS}jLCo5^8d`ZL3T>tf4=>#DU2J!yk&R86~K}E$DLpvA2$BSM)-b@ z85$v#??)zb!9VT@SxTLaN8x{|`Vw)gkO0I^o>;?;-j7TR~s|;V;|#pC$kQ0t|5T*$f<48Q8M~ zij$CQa3j-blgYlR?NgrH)dNVm3VOV^Ns;VKWC1wjpQ&k*F-~`ix@uguoX3p^lK5$9DO42m?A6ZB?GLlQ0Fk4G=GwExzdqQKo z?{B`WG=;zE-v69?^Ts7h_%hRWL*So{6XZtO5pN)%FYfwYJ^r6fqd&~@XULL0X;5#J z|3?D?0h&FsKe!u9)HCxB=O$Tsk`M}M-qhRX{QM6g{QozJe~j zG}8xzD#HySM4s@~cw@Ux`Og9s{sFI%!_%966!n+*D=Z1{W`A^kI=s<7e<{0t=fI7A z#usxWoml1sr7FUg$PGgy`tgZU;cf^imerk`6){@E$qK{USBT#ZCoYclor5R(&vV8? z*mGj)jUz`IASkCL`>jX?i2}h|#rZ~VUuGX-^jJqxE^7C5sc&S}m#Cv6`CX@fVPiHj z@?7&-lk?19Bc(7LHp2t9`OAeUpF za#U&w27rI@bE7eVTH8H|P3k3;GK{K}Lw?r>tW<03p-S66Y@6lS=x`YlZ#||bRYCV5 z>wJ5}BUG+H&a@{BxRI!y8o};WzX#+cr$MHwokQ^@>i;6B0JT4X4lSd?-@5tP&VZ$h zTW!aqsxRj+vi99OK+z6NI2}ia`TVBpq0mpo!%K7m$d=LrQZf9_*-eD!Z=`7O_5`fx zCt1BVns4=blb8g*4-Sr;&6g0q51c)WFSb_F)eMN!g+F_MiFsX5BC+*_ zdlwTvq5$A#^76ud@mxDkJ|BCXj@)Yh?=E2fp=}rn1<}7`n(P_?z1|ZLE+x7b7LA_< z+E~ac5bL|5Q~)(@=x=W7rE}uxha(4%CFP&<2qfvOx(qhTpXaF(5`26O7TsiH+C3OH z;xX3fmOjj+>Wg}au+So3PH^>viHJGBqyETd?}6f4z8tc_aDO&$DiOvl>thBN1nnMF zZKDk(5{hz;io?oJJlysO{j{FATglj7R#Wx0`5FKRbGH$}q@=7od0ZDs@F^e)ea*Rq ze0uv=a+D^0lFVOr(I3W(?re~*V(s!41{_-h6Y`}%bRllTZ04;(qkBQM(UBif>JQ%oOSKE|YCASTfvo}?Q67#$LpFbk10ko@|& zO~qn`s&gkBE+xOZrg*@niRISj#{bGbXxbx0@_@5XI&6nKg;q(+-(SV*X3i$L(FL)D z64z&^LGUZv#cJ{!LeIS%DJdytEGJO6aTE^~)pK<`iJov!KAON4x?Rh;#LuK8N!@_z zYSz86hwH-})rHrqLZNlAwtY{n<Oa<=F;JHlQ6M$K~@vJy4Snj9=1c)NA8CciB08A=_jo)D`dkMNv<1j;s4Be(lx*;ByI~*D=Iy!_Q zC;jVhJ+8vqU%C3hHN zs9)PjvjZCq6<8Hctp`sX$Ak}H2!l%ol#6+2y7@8K6&(0Jua}D03I`5jaJUZeGp3P* z5#talx6adLNcH0CrOeu2cHx|LlDKr>Wra`we($c#%1q0Ig?U2|_Nfpyp_J30uTWO0 zrSy%6$5EmnN3V@r!)J0I)%(&Ilgk`^9T-pU%^1c*rQIqyF%TE38ffq_Jvu#yb3(q?|CK3whR^tDX!2AF60fP+(~CMVHLm7GnI z?~iK6?3QIfo6~RE>&Y3L?X)1Vb%76e;$N)?+Oz2|Qgc>}>S^Iq}C!ph2V73h@~j~YB6@n&DNq?(#q?SMABoR8bdl4Zfn z*LoOGPfw3VgTsfm#}mG*gBj$emBz+KhJ!DMwTv2-P}Z~M-^wr7I)frx%k7OByalEu zlM3bOklLSb7HOE6`tp&*{B_z`L|^+C$azcv zhpF`{4ljRdPta`u9wXNFXs$}5&ASng-(gMoaw#I6>ZyvD{Ey$^>)Ym0ZjoSl++Dy# z&thR}YT7G#o3b)%Y;mCmrJ!KP ztcPfEc79M=(Hp_kW+A${j%lfJ6GC9ufu*h!a5mV;8yTWgsE~o5`m|q|C1GYpRf|-D z;0@aM#b;hTnj+V#){BhIBB_5_`^5XRI}N2#Gz`*9uT_fWntARe;hr% zP0OxA=t#veyGPsL55FGjzgl%I#BORmXe`&F z31D9b2AmZva+(glUvim}r&=NuEYBY+KJ!?(Y*Q7v{}sX5<=975Kbw%s=asC9a!BHM zTs+wJw~m=owknLeo+IUw0#`Z)dI(%-28OPy)WOisZRbvDKp&%sWFg8&N5;3O2|u0@ zP1myDHR7)Dp|pNk!UdB<8#`ez^K#)mW7zI781BB~`G}j55%|thdM_(3*d37CE8Sl& zQ3ATzn6}$NpqN25ZP(kC%vta9oIx=*A|K^=|$GJw@eV1r3R0es{x|0&A@`SFr^_zibBsW zDzc^r{ROHOf9zv3#XQpz-3)BWk$2xG^zu%U&=IbL;%Hfgj+VBo!uPsVDVfJf3)ohI z0z`S_6~-irG!CzKdTbr1|yju3?=^yF}LG(V-%0M-^@ z1U*!#Wr4HkDq1F02(koynu?Er8OspQ@$P2PK1~N6W#aYaw!H$!42*ZB;r?{qcfPp# zQrG!}kNd|ShsWAqt}75WfzVojc`GddkJi+-wGx*WB$&`|_2j4}t37FNwItxQVNRF> zEqpae)_j~YJZ-r|jS_mflbAKMPh8ZyEJ{Gw18uZ~q;jM$rGl}#hMNS+#+OoC2md+( zcoK&3Ydx2sfAP#wk+|tNagf60_MhIO0IY*m=f3jjNQFnoS5{7&-^eDI=_@()adHz0 z%Q)eCV+fZQyGqZ^hq5bz;1XkKP^%Cv9^!ePnBbaQjELcBjGil%I7{lg zW}l{Z^9*@Do|gG>q5Wzb_kLcy+_z^?Yliq!Zr}LhX*&siiE1>c z+QofJsRbb!=sItjWVkn;vy-ECA*fF)9eSHX&i^_4s+UjJ_xJbQ5Q~$`KRDm)%k_JG+0g)(?5Ithl@XJxiJMuwJJ&n!jso32bQ*>d zfejLQoOhC$Yd~2X!@x)7tX$8xqp2K2N5+S9KAVwT=)f!lqEM8(%dA(Mk|gaQ7rv_v zC?A3G7Z*Hyms#VDE@US5z9J4=^Va1>nGs#e;j$C2+mb2GTin@*zhrn}E_4lg=+UH1 z52WHSz?-}LJx3skqa8Iy9)@#)ifTx36eh+7Wj3C$lTmsxzK-!_HWldy699p_I#}k8 z2l^b9;3<<-c~by`wOr(vb}8e~k@7wd$4ul^HVNJgXK^=SC>((Qw4_MFNDEznZ7POR zND%HbRp*{d659SpWr~H*bOB}ney6jLX$oL`emwoEbs3?)C!P+!VTcm4xDMY^rF8)#&QbK8cy$-o6DxQ;# z#gxo^VY*W|Pt^5!%m*>KJ$61mZIaZ24`v(-jn0LDFzauIz&k>qr2)4{Nz`Forb8Ft znkuZPnz3;UV^6WR0Q&Zfxmt~L#lHRdK)$4Nd2&*jO-^h8zXOztaMZm!>(J;~rd>Z8 zoC;*FQ6SOt(b}C7uBn5d^7xX(qa@wW-JP9O)3^BS{c^uP91StG6Dsnbf3mj8AShqHWc@OppX<>rn!f1R&3<-S`Bk}uM{O%T+d zEz=CjqwrX^7MY5GVuz~0dAH}h2N||9_COR4w|wTB zg+;zc)U}7dlJy}v`&|`a$*T|8uMj0!5X?G7X)#-Bj^UYCNY+XGDX}lK#Rd(*q%YU4 z1hLo=)ufQ3Bj3>2oKPl6K}Gg=19&$nEV>(>bk1%)wHhc48 zw8FP;9W#AF#E%WJY@Aq)h*zC^&yR){?d(TsiGl2H3`ZDsu8Ty5LJEzi!LlJET8(UG z&FVqX>m%fg`16_G7t$73OAOj|YgK*3rCgr>3McV{Q7Tq!A{&nD7Uf7)NUYuKi#w_i zBsk~^A!JT^U|rE__7wmeE>m^nShM6nF*#tSyRt^HA32^<6e3FHr=vr@UGcKttNOZo z(tIibiK)s$-(*pxST-H6K zOsA(UPp1)z=m}g01MSoygxUw{t1dIOQW9+WRTr`ha&j_B6Yz4i82=rHDZgz;l&#tg zvZ|YTIgj=;fM^}#Ypn<=*K?r7+&)3jMO{b(Xuk@WkW65W?@|x(8Y6E!_Vbg#X*zT< z^|h8~8cf(4AS+c1Yyt4b=AnMk*(l#>@@^(aEHRy0@;rV44x&ZE*V2TaKa-Ks%lbx^ zA!@1N{l&H!k7q#l2-oV80XB-Nw!GNbI@WLCdd9Vy*vLauHjXTz+mhq>xKk~72Ez3y z6VXQ&+I@z9oz@;dfgx#o6%5_^}ArBX8(wSq?uNr zicMXvVzkSaS$>YJ+(DesKxMwVqq5%A z481ZYl&(`0nN_{wqa(3wZ#tw|dJ&+CH7c(GOx-?XJ3Zp}h?)lbtDKS@F4 zol)5;F(5A(sX^E71d0!P4euM`bR7`tyY;K_QSCYSU4`;AYT?odUdom*d(VPlhJ>WzmwBENro;3GM{}L<*0(*FN(}N(M zH9NZ=ox))i$vhdIq$DvW_$s!We7B~+`arF9T8&P}dTQ+g4AjmMaR(+7uUx@|mQSZ5 zbGY>|*F4M~7nj#kHtR1;>z%qT@ybVO|my`YZg5Q(KsQrBS$zn-gJEEKh;aW@mWbh0`m8B_v% zv8enkR)BvbaK9DLVz<=b88KdI?B2YcsGTh|0xEzRS%;oF^Cjyp=nh3gBhfu=i}Hdv zI|nG%1F$IUq4hpD^VCmb?@_MQZ7m zVf)f&IQHU!*F5XBCNxVGC9Uzp>qYOiI=Qr_{9TMy+c~7#?3Q`iv`MqaE()~e)i^8>p?n&rN{gmv|yo}3iAbhts?o+zpVrrU?hb^dY@yqPQ!gTkK{s#w~ z`6TwBh1b%|4k5hey`DV+A5M_%MD-GmSbK(cwvXP&~s!I#lDX&awi2C1K)SnD< zN3^KHXp;U$jiR7Ls%#0l?95iDPt9lD&rvIQ=TZ*tb4N)A zHL_hzmdZUm)N}-4cF}M#wixc^v1dgn90{Pgsv0=$%ZS(_RarLW%H}5QZ7dA;vT}bW zTwxt8-Vln#Dix<8M-1MPgJndA#TZ;1|30RiF51Fi=pYRLkSqEe6~Jf2bm-y(`pbpD z{$UqV7B*;Cpf~-qr5umKY;hCe07#W4=|kMt8G4r@%gTA|GJ@)y?6+wVbQ4?xAJ~2E zPnY~&pZAuVxlS5)iB;6qLz^a;H#d4BM#gmAmcPX-@B+{T??@*nCx_V~d9xf#ZD(_c z%nnRhlGE1H)3YZA{$A3EP*ZKJvg{6(RLh7|gI-7#bkf;s0lSPW7Zen9ZJvM1pl4xu zhtCc^tKg)2DuqZuj}U8tUBKT!sjz^kz-V0fN8n>y`f;1jxwptd zywMH)P*ISlT1?v#O(AuSHy-yWFsaqT(72hr9TppdBoJ7|T&hGIQmL2*b z8Xh9h!501(dExl(A|$y*hUnJVr=~HF#PLTK>Ef8xnWF3-4u|AMlK9{nyZ+bnU#qs3 z9HA#EYE^+frlwgZuuOLdAaQz?$K2^umCm4)e){&=AQ^BXmdsI_`BW-Tmqj4ql| z?#Qt*pSB87&pzjh5_;ezg@*Aq*We!E&e|##3WwGfl+2zdq`+q))Uc#y!@$_hrCnz{ z*AGjInNzUF=kY8TZ*yq}M;Eb{WQsu9K@UoS_JKG@s3>t~w6AL!I zhQH}hV%WD?EkZr7V-9D12&+ZBMYYBo?UD0V7}z`m2_zi4!ax zRrbf!sukIm0rlJ4R*L#P4kK+g0z$rlSj(_5(6Us-TGWy?L(R?1LL?+TEyRx#Yx`*z z8B(ahLk|$uB_M^(JOtZkMpd1|YiVvf5UTWB=*hK)GC7L0^|y8IR$8_rG%kD8 z5j+Tl7?8WUWI*&B{m#>*Qnoxx%01&~0c=Df7xY^Eo4tu#`MW1`p;Epv>%25ZHg5ju zvH&N6x+X1CGvu@YGugm;25cHyH-l|XG$&=B{=?76UUSmo5q#^x|4aJ{AW;(T9uBiq zwsm3BvfeGFS;6d>kLYp4Mp9anq*v0`j)0IdbTK2}#uDn536*U2e2`Y5ehDjLOh%?j z$Rb5q*$08>MfkMfo45^(n7uGDE9Gjq562i=rC8#{zvzqCt2ab{o(xKQsB*Z<=I@Na zZ_jD!2C)JNan#jvhw*-Ios&DviNGp-)(#-pq~6@0msMiKO844Ak?`JD;N}H9n6}Sb-$y2R}*il)k(81BHWJiPZ2g zyDX_Uk^;%LYuuAAe(%7j=LUnY-JS^`dJ6EW+jbbY>L|?gEV-ZXWk2Had2sn7PZkvw zG3#0vHA2z|!PcM>XZIFyXrQ8Zx~rn_&L&Hgw_6w9w(C`lEcxauZIV^ z-spl^9P-BX6)hJsG{foX=|7?cABs9z+aP(3UbEAlcv!dklDmZiqjF2J{3NV~jnI7f{Sra=H=71sFg*&%qU6w&XJQuO+i;2)OJz zd*!uHAwI0COC#y%Q0Mj?144h|tg{QbbbZFY{gKrjt8M??q2!K__(4=eh&5BHL zQ~&@F*MViC>o>r;wy)$!v@J9xZw$0QbA(%aJILq9`Js^^jV31i09iuvA97+VnqSuOT4i|LQdJEI>v3#GoH^t4Ix)>`U zzikN-<~VC~-c_(jPzO$1fu^TbbR2uI3O1_Lm_ZA@kp%L0HImW9a}XV<(qe*)%?ezm zSuk1ivdmrGdNnD#a~kAB!Om~c0TmqTOkNmyqd|wOn9lu9-}gQrPr&cR`%f}^+`z(p zYI`_^joMo&;?(-v%Adl9m6j%Z{Bejy0X*j_4X+)ktX<{qZges(ahj@1APto$msi23bIz4jz z7@zg@8_o{6|MGn57kbmoA!mQudb@HKI(|==wi9o{dqCf>Y$Fp{Q}8QfmJesrCl`vhP4#KNWe&4Db2 zuw6zxkdY(K&d3#0xrAC__M`lkEMRIF=2PL3an@UJ&AIq2_4I_Ej(%@ulLT^rjpo&j zhb(Lw?79iqR#9{XFnN|m5Tm+z%(L*Xg9auiS@~bKe)MZ7vnz^)H`_ucsN0lGHD zzBQCbe^fG3hZ1l8D%j}vnIZT2?~ncQ26|scn3xC|G!=a?1%*Yy=1)&s65Ztt$8_F4 z81DF{@ZkG7HI z>bE<-21O63*ZoXJ+wYT!VO2W@)(ibkuh>aDiQ>I*NcYw1*2l)zR-@NvGn!8VwKcn9 zrOtvOTA60h!Ln8MK^O99XJt;%A&`_lbrh?F-}%Gp=2$<8>_Iv1 z^Zh{Q;0P<3hC_({&(nee=GM6~}ER(97&<&&P3cEXtmBjccl&s49M+CH9&HdHz8Gblpex!+V-@!*G$b_DJ2 z)FvWUcY|r+ni<8~%i4m62+pWo{0Wr>&fx{21zE3j>)(BS>k&-5hBF7Co#-sT*8L`I zT^jDkO{TLA*^0EtG}jeP+r|FMM&s*$!Rp*E{8j?HmAy}fSwUkCI_@l?-MOv%0CJ)0F|QYSJ9rNcRH@*HTdf0q!5a zt1<>CC-Fg}R*-bcki_Ma)g*>i&Qt2p!`D4wn7A(3nkBdQM$iIC)PAZ;MJr&kpJ*P7 zrTf$eCs`XXRj{OFeK3A7G+9-dR+Gju`^Xu)cGD578z8+x>)mDz|I|7e8_$f?Y&vq` zR+fNX0aujITcb-WGGrv*(5M40^iG52yOgb>$i*x=rSy^Pk(eNy|ADNVm;ACcP{q+s>!^~5CKZkC@f zO-sq;pOl!glqDM^9qC@fk8<*|N%Cr8>GrvB>bf3gWM*cDYV8?PD=OB#xPXL&G|UMp zSP9vg_2^1NNEzcha4oB$q-giW-}vRJB>r(KKdY!r?`^o~YxhvO zcmlo4KX}^WL(PuYg*eVAIm0rw-Tm?y)g-bKR=?GBpUQqEdA*ZV8Tf`ftMAv!11>vX zXcu$?Sz=iV*j>TEl#XQZ;V24R|Gci$UUuDPt~q&wklHRp_Mi%SOtFQn zTM7wUi`I|V)<%Ma8LvR_`jnN>l!8?EcA?bQ<)4Y_hH<&mG|!wYu?mUx`6g5jybj6q;`M$Bw0Ai8_+4M`qmy$`IlMwE-d(E}d^Zi{nzRznIt89D_@8x4oxjX%+ zYHgMgAW-ObiLSvw>$!CFtB$tTm(%%e(~AVFi_DVKd94KJfw=8t*O&QZX5UvcoO$r= zoW{|tnR*;%Heb7beP5k8F{`|QpOMe#VZ00xC1t*{M_w;KwNPTrUZGQ4K8}ifri;Z^ ziMS8pvCfBuU`@@G34}fy+%XO#iFpgj7tC(3+s z#dKh#rR}xzh)j98LcV*7XuLaC#o>Cil~Y?CS+1MqJlDzP@re5GcYOZ)-5%HSN0@~C zMKSbeiA)-iPl|hvwR{{2J#%dbxlQ5atRgaCVUwGA%=ZzTig%U%71;L6TzID64%Z!e z3@<#`#>r1R&ZOP5VBTBgcE}Wit>b??1gcmt76W73A62;~{{343Zh6^q7w-V)`^tCY zu!Y_Q`?s>490P=n%T7Xj@!2)rrJyIGPl8WBnQOE$yWU78Yr>A&HN#pem(lUeGl-ZF z@N*XLq*{hbhV16$8#rl^A>7D`Na&EYT;NslX}}hap=P}|m5t@^nplicCVAj6cP7ISS{zF8Pnb=MQITxfk+|Oy13hQa*Xkt@!CkZLhB<`ivJN@F@>(` zN1w;_I{3AOxKU_;t~KrgV^vYMiZ$ne)xBiA%A#vhz4Ygx-ai3xab_8ju0tn06=89L zEU4)eBI1kyK`~PbeDc-AUaaIe`rcLEX4mOk&IjRs`#vbbB#@fx3)|dAsv|t8idzGc2wr_T6fGcji?wfavRI8;}qs_`HOjmi#{ zpWuUWeAbzc!kyT%0<5wb`j+AV)lN;Zx<3l2UEBT6nY8FFNb&k9S-h0YCQ@iU7<1UsR3MYx5~D19#aMjLkF;41|B(>6s5XP8@G z_IUpfS6>~~bol?PsDu&%(j_4%DcuZ2K&87uKyoyU4h5t`M7pGNbdHji&TYVe(KWhZ z#GSw2{oVV$_nhbK&+Y7N&+~b`U-kI5nE*W!K$BxMXDL)tej-1A{$x?8pNJkC9v1Kq zVU3;0MBeUuo^=h+fu)4IcyPlTiiMGWqzZJPUsMHGr5F;;{CI63$8M7PH+)qt+rr?= z8+|UhDLgwnYvr>LP_}(^jZyGF)|eZPyd)6F2Ep`m#*gDk(qMmTg(PDIL@MtLKt|m& zl^u5wzu?AJuWFFkx2=c;mBut<>+e}!zQPsvPEvL6+$@yKxbIJ9-@Qn>bQ$Ue=|VzO z#RKIM@stkc+BRdD{8~Y#Xz!&&a|uA%i#VfXAUnWtbq?im+`b;}iSyP;8SA(P$ZLy? zJU4iOCLkRr;;r9?6WgTv5garKjnlH}ZZA0B3YxXS7NBZXI&XcJd*Q=4ene8IA^~pe za^t0+V(RtIp)-8t%VWb{vya)&?3zm0Xrr=e1Koow)yGRQDYL*%twz7gWwygjfU&U? zH36jp!o#?4;X)$hKnEPp5qPX5GGpNA)@bRP2nF1qF?dgL2oFuNXDHBlQ=WFqmtFah zNSPiAn)vTIY=zAmfV3`_1JE&bthT2fgVhQve+SNFX{hZ+k=ieHpL2DhG)CNRuVY9W z{3ts*&YxbrV)WTEpm+|hl&2Ub29xNudX?ZUgdAKHij9BzgMvXbC4>Ysbu3}hnW3mG z-(_thf9R_il?q0Q+a;59>>LYyWv_|cSFC??`jfLTkBU~mE6-zX+HM--Y#V0tt2E-M zc8}e^{f}H9hB+pL_VToEwPI_371X*K=I43W{eegE$1B5ks$Aat@`yWzlPXoI+sTk! zL%YKgCFD<-KBhkfT-I(1xa+~cIU>^SU1JI!y$-OU>RB=B-2rA9H5DZO?C&j}^HW@` zJv)=;VVRIlGub_xKHXH3Qz0l6gw9>l(?s3QO<%hhWlDPnbU0Qz)W&8eN&Gv>%Z6a< zqv;nhH!@fJTfI?Z9f#DBQJ$;65{eAUU|S9rn@?j##|fFeDkcbvW87!yH>pKk8LLc& z&-Z;9WRMAj3GBTwt>@R`8=hRZ{?`)F zjd(2R`jy_>6CZnnbE`J>Hf)B63K|}5X3IoE0cbJuR*<9}`%e2C^?riX!y%m~X^r44 z2aLL2i8PFgNLf3B4&*=5$=r!xc$Jo&i$CuE3}9>XUF|Bnava37nybh6q-9`H0?P|S=tJk6X?qe5xCf$ z8IGjyI{em0Pk*k)4yr${6uR}>#khmtUUc72us0hxh}D#sdDWJ_4kN1FFY9HFlQ1te z2hN-;;%zGk5xAm+Ft3k+mYaZ^Wg=GQg8petl4(SBt&TbfYB%DGn1gVlW^hg0@4!{n zg&WIzm=jsv#|Pqvt-9}ZcdPGR{r)XwVLqb zJTCR8ukD_=5GeFRY(+%K9sYcM$eLfSom}rz(_k}JjS)QE=835I@)ymad=fv(p}o-Y z(k{Qrk8G*Wo9M;olDG`50?JiRnZErql{Rgph3bm|sTVz>zqVPBBP5d{ZGXZLS?t9W zRw}9-N z=1kL(pl?2qVtrfEY3hHHE?CA*J3Du0F`LY7$iZeSXy-uvMQWL?fBG3a%9%hcj-e3{ z;4*4^Jsy&FhWdtR8A&;c#N!8^Z7On0nRbz}{qwXOgXVjJ`_kX0>->UAAJ>kxaq7zN zT}8&i%8MM!bdtp!2jfLHcOiRF3$v+0F7S5fRG*r(>W{h_T}1?2_K597{=mRTj43fY z#kK?ONI)LY)--XIl^jJZ@FCxHsDg1!PpHl79pVlh(OBfe@0^{~0bh<-_W1DRh!WwG6&`4$7Df%6C6<`p9^2pST2)J+8 zeXpc&7I>K7$GTUwe1g1WHi1|+U3s6KZ*;^|cI*6lRwym-O%Qby^^N)MOGYYfkD|v3 z3$HJ9^I8X^sGS}NCa&XZY5& z6YJy<8q&$h_>`>gYcH-MRAmh`s9o0&^u0xAKRB~>ZG%2fCGnLn7`%d}e!DC;vghFL z2?S(B5$S;6X@AVoGEaJ2s0D)I*7Q*1AErG{$b2}HKU||J1&na}sBN3<=fS1P^6{Oh z3ar=Aq8oB!$Ejx;OV+Yl%};4vDuO6@RHWtQ@yWDi#dV@N6r+pMoolM;05r*B%1SVQ zOl5wkUy+K#C0CCDnV#$zCb;(lj~Qr*z*xeQtw+)QT`D(Vk2omk;EeHx53NU0n zR*g<+vTB+$FH8<#g2hYlfVihUTv ziO`z(9m!$16UoaFr-0zH%64jlPCb4(JMgV78Omj~Pk+H<4xyeWk0CJ^y9d~^?Xl3y z9HkUwHrlRq9moLm_c*?bv!=_Ado;jiNk84Ok-i(_Rc;d7a-q4p(P3*7k&aVu7-d`9 z^(&hO!Had1NVDg&!vIn#adG52OGF)id)AA-qzJn#u!HCPc1(pV_G=`anw$dEV~;R9 zdDqup#^`u#&y}QR(=K{f0LQWQB~6jaoaUJ}+UIPF@8&G9rK+}RzchAm=WFUkx9_#0 zwBq8f;kcc@Q2D}k-zW*&@p{o55EDuxlGOC4oG3C-5!k8ld3sPl96vs``fJcu&>yE+>MNO>PmLou;>m|uBo(6EB#CT zhrlT+|6QGq60Go{4S{!G>2?^BL#IM$K{>_wE8a?_UiH(c4&%tuQoE~HW(SqrF-HA* zZB{lN7+nkngH*CoF;ch*fD+41mVI`46O=65FNKVhX`0&rq5aoqi#`Ql9S(s+f^{#) z3V+72R|FfjBF2?9(ADx1*u+?TA&iTWkv>dOPyxJq*%`)Qaav4FDbcjdAey$r>}P~w zaqD2bNt^8b^!!w&exmT!4GFHgdO037NNrW2GUu|4iXQ%F&6H>2-V%W_jrvHV|{ zQ7{Pwg|(aeXXT^vw3E+Pc7Of)VkELh>$YsJi7KJMtxQJNHVhzXPcNF^^s6{dp+5QA zW0FJ2Nf*p#mAoj*`w#I;8ctmNI;p%92>;waH)dErS+*(lP3{26p3`-#GXkIKam0I< znJJ%mr_tQ1R8#yqjyl`%*%KthsO)r!pigL4tl}9TBjg0T$)wrxKJB$2z8kyF9#7nq}2a@V}#O zt{*~H=Bs5q4x>93=4o8`{wac`StCC!ho7*a>GAZ3OHsvZq_I|PngNZDed(WkW)_7y z|3~}Ydv3peL6>HFUhIZne4hW>iJL_BXYc12xQ(RT<0H9#(6Gn0=DiB5x82MwwFc~K z?X+>yS;?_t-Q1>hgci77_xi`1?e)hcqq{X9pU>T}p{({s!kaW*bnd#u2_!p3%v^_CCf)M!rVAd-cbSUEo3@x}wfWjM4_I!EQ8A zZuoSr4n)Y{&^^A5fPMP3L-FX-hYz^Qu*r4X4_c3^I&SxzMjGrFTW5D$+WpbFs@YP? z8}#nJfU7l9`}rnf>J8Y~R65YE1CvG9r1D98yefzb&e7x&nl_>V1hkg?H0DO`6c0`B zv_Y~S;Sk!p27sOIwM88rsbH6F#;`^t%rdMz;C$n}W{8`g(RD$}A=$_kkKT8e_v-vl z_pk-{Wd&d&4LeuxcLm^@s%0NpXrSmI@P1xzY8=Fg_-7q)Hsk;pqV+MJr=^Cj!5A*p zGPklA9V?g}G+x=C-v3mcGz*iXseeJV@X)^kBPWNlI_!GSO>SxxGcQJ@N}p5`@)}OZ z<>h54v1K($QDjS{gmI`WkXpgO@SVQRdloSL`;X17>4C^BzoN%Ththg_Cg$F6o(DU~ zm&4_x8Gc?h(I^}Yb?q>cWFT?mVT|Vi)T=|38i<>uCI=1C@5Q8>>_*@q$9jg`G>>5L z0k4%+_xU>?p$e~ZVJYKkwkG>CO}&jCi`pq!fSc}tw_9D|vcvA*vaw~}Em7aOEsYO>$O(HMFrt`%_=D><@92izrY>zi_P2VObayU^Xz+S<33 zFKeo%VEOOCHz!tAN8eKX)?1}+aqxOGd!gwuc_C}uqL*D}BfYoFuPR8>Zp58?d6~e| zu3)nvfB%8JU~k0t{P#ESV}%rmsn_PHF=YXql3=F?Ehuj|^9Hj04`8-A_@3NEoQYP_ zzvsT9?%`LdY@u|9S75nS>lTSLr5WI50R;+36I=j2&3(o3-32?{A8OnAt=p~JbJ+aW z0SRu&Bk7H4GS-+Qpytzu%Q|oy1L^_}*2@QSTg&)-W@9oSf>>^^`E(c-$S_em*-F)vkjBrIO+ZI4M3UE z<#|lb+gc9pCwZ~l(@A@L>H`p&VXNwR&OEY_Go{4ArJh`mfg*`$5qnWhPIVv)u4>4^e(P|S9c z1)oN!e0Irt&HSwPBf*Wqx7EU~;rNq=wdzoC{ks!P3CH5r+R4VqvzV#q=+H<^tmWKB zM2|xexYbm^Xkna%t!zkQMQGX>9gT01jKPs#C`J9~QSCbL1y7_uFQ&2J4U=FK^u+MC zZtXnGD5+k`*4EYvX&7h$vykC%H~q(<_BbfRr@{ z(Q$O-9<~R&jk8-ZNH*vK~6d3Xu*^Y<5?wy&{jsY*wt^>- zN3{z)H>)SI_MhB%UIo=PbQDZE9}!kmqCg)2Alht?SNq|6EhHs=G*LuKKs&o(9|3K% z1}?;)cRKms(ZQbZSdN!2`OpF_SCblI{bB_gV^xYCO^pH&H++?2 z&`nb>aI-!&9g+%31Wt5_b4#qY=>H4Xh8q7l!^jN-i8WWS6$20=>0+1W&Xs`PXKB=< zEhUHl0InnBc^uJlf(H3I8X9H+s--revi2cHMga&5_*DRS z^d%meZxXdI>?C+RR9j1H1*6gM#+`Km2mt*x_5EldC%h8u-+L@!n~(wA0VdtaTz|D{ zpMB%k#`gDM^V*~mAd5|e&rq*>VbQGYTaTq~wbCsA;ss&ue*zw1;zO2vixt}o^W!W2 zA3x@f-x_8w_nYl#XMg@1;)Y;ZKG8AjPg9izkhL_1Tu0IBYU;nB#=O{v*3J5xDCd+(07su{fRO8K04 zwlQs6tUT)?Ums_|W3RFR49R_9*nxgfwjmV@LbiU*1xMwe3ksAu3{f6H%L5E`m+<`7 zT4N7#)#byrmpvuO^EqKGWRH*n+v?S7k+-bc3Q?D-rEKC@L`HtrOj8~1P!fd&e3UOg ze>1mq{+X!*7s<*>{L<;)xS^1gwnc*h3V7Pf+Fy1_elF5MBL$ya0ArrI3z9OQ`e9)v)Tp5Q78DC?|6Pmis4-ry3{NT?rYN{$Bc6!+a5;$(DR> zs9$IJ_a)a-q!Xv!_RZIp^s^_)UsSZ z8lIs!c2u+e1&(a_I+U#WqB=Bm1*xUNi2x2xG+)6IUY6ks4^ zFo}&zW*ZpS5cw_h;}Z<(ZT3$tL||$;RPWcnaPyoxTXF6SwEjN->@#(^6It`ls4LGihwv| zI^6AF2Y^R0#F&HkUC(g_Tr5eTSi~B?&aw zjgHoJPuu*y`Sl{-Z@HTK-a6a>e61f+_Jf>mYw^ul`D^Jcc6$g#ln6Du9nyr9sZ8GV zwl-8cm@ETLpMDc^m|{`xCJ4@);q8ePwMvpp>NVgxxVVpNo%}>TYcR`!n*SofpS-b% z+}$2``oqo$70`{viZ$o?k&ecp3KQKmlv`6El1{y_5RqwEsL;Czy6$t<%A3>?S&3h1S1 zv>O`fCCqatD8zFW$W&o3{+b6XkS2yl^?0{$|7zt(7mz#24wl?LRYq8vx zb$I`WJe|~HGvMhI_oau@c0>9@(?_t@8{^%DONlNf)))dI1-?+_wmy-Ixvb{W{!yYiW_G>>()3BP3;RYo|9OV=lBh&yEqL3fGd0d!rL11G@ zd7boC|9ym68I?*poo6(Cl(sfbm8rYL_koA`dhcwCOZ#J@$Ul$Wo#{aW9^&o5S}1s%h~>yNunWgMt_F@yX}Lb z5HkQkCv#N{ms@k2S)w?qr4?U@jLB7~iTWTquq?m)xB4%cClV9jVCJ;5x+TzcpLkpG ze0IFP=MRVD2=SY|AWNV;w~-w4XBWfX9DPC_<#G9~Kx(Bvh&LkqMbsBcKv+ zk~+48*;^zD*?g<(xBqhN|CHjsI0hcpaC+HRY6Jize%DD9@SLW1PxI@aT)8NG95XT= zz`y1r{a7Fnc!c5O&Wb%TcJQZ;P0OM5>z1q}AHHCL2chpB*FV}I5M?y0KGR=Yc|ixk z1v6~Imo`maj(ml&KfeWs)RZ=ij#yxef1c8fhv11VQ3_ATuBRIyi#aL@L2qne?3JmS zVb2PMKEHQFe5<;j0b;#veh z#n*Pej2C%=WSOc#SkA>QVuR2zDpRFIHomLp)MF5gz0Vbs&VIKbt}Rlk7!bhCs!Yoh z+&DqW@AHe70OW*5P91|lU?%~~zjZ|YB)@D+ai>6^=I0;~i#Kzum4pWL_Xtfcr?nVr z(Q;)UbS7p-w4bjl@OMwYRq|Fd)zTVgjTK)YwIMex%quO$K4|N}(lrIyhJDu>E-_09 zKhpjY$Qfh>T58{)le;`&4(w(XjiXsJ(7WzrzhV}!Y29+}U8ewf4KKczr%Tb+qvlA- zeruM&NTPPs_sM&CWm0kUV8qN|uGFvf!QH&4OMEyF$EV;i`Mn_L(ZDTp2kaVS!6e0morm=O(J)0=BL zoPRR&lAn94{OP^d3KgdBN~^Gc`>vq=y#GTTI;WwMr=Q(1`I+au2XnwJ0$`48e{?y< z;k0r*#BCo}Fm$^(U)xeH!dl&UG4o!cl6OJeQb-kwuFv}2zGLWAk?j@ZjR<_8tyh}U z;^O`x;N^kiZrNFM0)=eeRO5Dl#G`)dqx@NrF`IdL_2K+g-;gtVVc>De=9<%CS+)D@ zr#v%ukI@gRC`f#N%3SgV+`|4-`mVo=L$5`KmdT<-l=5}_LAX$i6rT9emZp8JC@j37 z)8RjkxPNCI8FY@e{|DbWNTvk zop~KFc*=b5%X|WoHo3V3i=as3a-Da*Gc8d<0k`P@QsQGL@e#O|DdEVJmTqin^1Wx# zm4M7b5xnDSD(|>h@wETomXIAk%Y8IC?vw6ASGT}q`ouzFb{(DmjX7Ba?|osI-1s7l zwy@<`rUM6PiY7jH@+02#-_bArBPO()aG5w3(5%U3jS0mh0q{ZjQs{<`s0R)Dsw9Ru zjjIYTSIBfNi=Gfh(IoKEUC#bWz3d57R7=?C>LQl<@=Dz7$gBEvgiEiwgZ_!`=(|rE zWLka)RkKSckBJX)%v>O5f7vn(}pHmxuWKtU?Ik2py6bQrDwY+r@VKKK# zn0~`<6(Uz{PnaH4r}klOFg5tIDu+PG9PtPd>tX*=4d9U zT)S>9&f3_ZBobc=ohnXnv_|8^Eo9^f+VM7C^zn^wk%evh^N8Hrr@k{&Qxw0p%M+3x z&-m%O>y%yiDb-5Gt?Vr%uYsI_Q>Gl9p^{^$t?kgn7kG0dv^&=Ze_cp)2(51^JG`4D z8!sq(t2%n+(6~6RO25xLKh59SsrCg3XKW`jl2(FfSf(Ps|)0cHO*qu4e zvL8#~B^yer49Y?)(BI-ruN!uQ;9NmdR7eJVt+yRJ-SzUfVg$7TZ100r^2(<~I(V@5 z$XrMS`cK4H^>!u?Vh$GWL9K^fWv&6R&I2M!9+j;jQtD}AhyCqZ=X3p&Yo*;6>ptw2 z)&tfb=m^r&T0>=zyq}GUm9`x47(3oL=f)yQ*n`806?70^7n?%lN6V{4hr=&9J@NT_~RR$qUfYIXmL9&-|Q z$^a|0m3&O%9;DPON{7%=J>7|7B0R=HBqSjmX z_?doBG-?%cAWG3ytHVz;Besls_x?O5rHx7z8~xlAkPghPUs zhWI%y0<}-y;ly-2_i63!MO6hRNUZ)i2hOw~^Af9MM|JT&%bP`%qsq=due+J@_H@k# zTStBnX9zp5Bo|(2fKjKeE(fq z@}u!>?_lSl-*{f-Unn9`%9MsF%%i=;#aubP=Do|0!rofWtA+SI^sd;JuR(n8t|wS& z;_R{^=0@y#=qo;7uGVvpLIFPzq{}IBVwtTJjZlU?t= zq}9^VG2fmn2vzjd)=uoywRYD{-rwD|-`cd=7*0LL2YGeuve77G(Gh@CjPw z1~5P24s%fi?EDS0d*^kLr{i+0PG!zS-DWm_B#oEkcv#m%I8eJ>!a(%S%C5{#l-bIV zf1hjb%23{SZhhoKd`qBk&LXf6h0;9i6cQeMUq$=Wa~|$kYUav7qE`Jo^kV|+pI1&j zy`kG8rkgH!(P)*#z4O4A;TYK4bs%WMkqt zVRJuqu4e9xT=9bTr8KPkL-*cO&)EY` zC$NXJ7GUbPkBG%kUnjW&MRta8`)M2@%j`E>-%K0AQ=uQdLc^n0>4c(eAnom)#X6NG z=Q4Dw+T-P2eq^vXTHbR1q`dRht4!iC$fR7IGulCTDHKIP6??I>(F8(y$od&-XjtL8 zAOkif=Uvb-D=Q+`#R0szzF34;-_}k=`H%Kj3XYrg8FRCrI0S@`AE>v<3uL_E!8zSf zh$IEYxFb<{ZpEMX`%sl#7J;{HLXn2GPc=_1!&mVlTmjP!{l4Xs#Bm%H#*uN2_6oMP z&7BA0$h)VfZqS5rgs+EcEODi;JyRw;>$C;1Aqw4xS8x92xrQN7MMV~iGXd_6;Gp*e z=Z@`{3yT!KbN^=#PFMZtfd!k7m0DdB~ekbU)stO(x;UE$KP&f^|r0F#@ z0nUP0H^Vs&kp>~NS9#==<_I`FWac?9BIAu(;wIa=xVTI59Ynv z3fgA~Ml3)q%r94LK$7iCS;_IgOul@f5<0V!eSh1RU19S^quSH5D99>MlWTrO%J*(z zOp$Ix-e@P|<_-XWGU37^2`MTam~9pzyQ-niVm{CJkfMzM#twkM{r=mN8XWwKjh}l? zH2R-BIfZ)WJ*;bk7aEA}>_vDKhEzK)aU34^lal+X%%=uMb15?L)!6G_E8wU5C@a#G zDhlUS7m66rCXC+k)hP)S|F~)EKz>^RJK^Rj1%m`)Q0Z)s~D$|h~LUWIkk25=h*OC zw3E(&nT#+8eJt#8tge0q&lJ$Nb`b zwdQV`agRsp2^jrW!f>js(%UJZwDJTstJ@3&?_@j>5bd>$bTc_QP_1-LIeYjkpri<@ zt^%p2-!Kup5~*|Krjz!h`zeIno7S;vsYP`o?-NY&ssDXOqrwQ~ht$ErL4r-Tz1m0| z@u%zpS~4dvu(+D0<})%;Pl}{Uy#-rxkTWAqz!J4r&9xL?*nH!XPbwp(^Es5~)Y#b*|=pz(`)=tBAVP;s@V8HL04`BGPRIR4CzuEBVx2rO+zEu z7xmgYgBMK+bWFc}Z_MlvH+LdQR$f7hb65`)UP`q#5fE8h`*PMA)HJGE4@|f(V$)Lt*G|1 z^XmwBif}`=y7fk#W8Vb(9eP%EKaR_1vQZSah0t`)?W5K;_I`8fq~g!0XdSk-Epn;n z6PUYS**{rmv)JC+;KQ#HdFNp4xmGZ2Rqp%ld|Dc#p3n9l|i$zX_-lRDhoSv^V%t(URA@M;WSm_Jnb)ZAQ4zoX)ub{wNDvh z8zKqJj&K!pi(@RJ=Gwq#=I01oyFmjQGft4=0f4I_7-#=>{xDf z)QQW--q1%uzcLTS^|wwfXhMl zG)=$}FHNsv8~<7r{`=O1_)AwW|OKYddaLH^(mCZBCw&^VYV0_|9PsH5>fF zx>g_@RRZ7jSdRDPi{t*ALMs1q=WjmF%~W?>H>}g0c;{(>3{HBP)D130Mqq3;5(?NW z>J}VYQf0Waw6->132|BRfYk$??H7*9IT{u%W_93s&qe_>?8kl^NFMV6Uk1ut4YJss zx>J8*^M%F1A$EKhkZRo2^qQRewIc|KV&{acm}ejyuU80|LVVXI0x5fQgJLUoKF>uk zJHvv!`>dTdD6L9s#}1;sV9@s9Ygk!8;8yPD?sC|Ds2#B&;Oz9| zaznU%TuS`HSNiwwmt!f~pV8;W$C7QWF~9XqvBuxt*1h@gQDtAo!Pq*YjoZAjg&VY@ z;naL(u)EksQC|;Q5xRNYex5ki+dF&oWu6FaS3Ws0i*Z=tCL8-aH1Rsp?q&?wS;ONC z?!AnyX^23LNVX`;vDt2Z$$%$JLrFbmG}i+bh^xFVz{2pc>S%BA9Yt#wF`rddTf*0!>7eq+-cw>nY|%yI6kV!xCw0JypO~D> zaDB@&$AWs)#^b-<(q}Km4%?4%ZuQ@ZYH-(L>!+quH>1V-@!)^fAL*A>Tfnk8T$L77 ztr)!haL9^xVT6yLzq^|FFO^tXHs-J6K>DG&RA_XJgHFK}giRSy6YqdmYs$pGA@R%Wi+nc$!Nci<^}`C@f?eXjWLO_)Y2ee0UtM&`M{^U_54mYu|@YT-vbH|^lkp=#fN}3;xk_*7OszOqw zX2dLVyG);cT3jDtc$zi~a zp6r79Kg+03_^;oN<;BCNY3L<)T8S4uXG~U${#E+UrC}+8qu)CMJ8(-rW|qYOe6_K& zylTl4>s`B(s%mHAPYv@eMEPpBD0Kay1>KZG3AWv@kVI z4)PRcW8`=hGGsk%=BMtq2z~{28X*{cy42_GfU`iHI`?gPjacp5@n9l&YNy!HMoVHw zzf7lGZwmZ-cF$uO0*niMS}+Q};#FK`nX1y3LfbY13^tqHVoSz^`UHIw&jK&l{AyB^0m^ zZ&rDeCI;r{`F&W9PfmWv+8soEJ}IP0zc2PteSc2f7fbcMbsp9@sH!90B3@x4TbXF1&XV>`|7f@wEA;pyw!?wDosMf7o|Wm-=w0~ z^zw+7YwZ4C#`v2`@9KVCu8{k*w}_CE)J0k7vuX${u=ou!h{*INsT$1Px04}ZbMu{2 zVA*^|j&mNN)*OhLoV>`P1?lRB)yg45_5DT#Bk`Qv5b(zPiKo+Mv#<82)Mec4O(pAJ zP1yH|Np`qRaVLapAaFp9u>>?o@8=MA3OkOp-jy^SLErr4^Hy|TQM7r^SBe&xge@m) zE!5eSo3j2vuv|#R=o~)VS7{Y$PGu0T@D=e<)bm+8;+)FxP`M1hp{3;+pQeXH92e#% zoqT!|AqGy5c6y&r>~YE@2Nyz-uw0W<{D6Em(a*w9oQrcl4!7(q;feiVk&h1RT^IclPqlN)C}P+8p#p%b zsKZsB`;kPBZ+IoUDBEc@<#?9ZfgekSSfs41_U7R1*UEUOuvy9CGwU8lT0^?xv&+&T zp^O2LA%bO3C%ApBs{%y!Gxghl5oJp+n5AXhGE}$rNdS(Qi!v{C|I)ly2wJq!w!aw( z8_ZL8fFawMalX&;Jy)t;5;h&|2Lr@x=4S+_3Kyg@?tA@H1SY>lbkp@I`_}e2{Cf3V z;`lssZOY>2fZ{lM)u#E(*VxP6CDhTpGDXCR2eg!~BgpZUIzhm$TMF zE1>q$XGjJo%Ve>|RzD56(b2E?8F8K&N>iNFv2q-R&-ld}1U7CYc4}*T{Hnlmh6fA5 z$W$kp*p=0W#?b6PIL&jrx^B2z3RSGT!w5R%iN)VUwd1pM>d0U$Q-og&e@5vP0HxT25mN1T?^%6OczW6*37fAm*2 z%DCG(bp1ohDj_fEUBq>&E3uVPL}tB_Pduhj!BBO%9^@$>>Usv_5l_K<+9O7ykTogM5oBKfTf zCk}$%Gk7|ePfSqlqMJ0$%3b*OEBynlV)tsu{mfO>71VS z^L1XkUiz1FO-0KmOiVU}P~j3Rs*QY>l=sYQ4Jn89E~_p>$Nn?wb0M94%$^#b9y32Z zS(;AmU<>D{xrt>bv3V@_fIw3Z|A!o<1JR!Y;JXinaYRv8e_2chj`PX{Oy7^nK%YJ7 z5uD`-BQgC_WPI97od2rG?87&*=4MuVc84C4%J3w)=?r$q!P#Ti=DZTxhSsm)1?x5% zi4Xx{V1lJW%nLaIhwAWg1J?e?$7?Ahn-_4V&$CflhBqoT zkh9rr1ASB+O`r##8s z=Awk`4XxNQiMjM*ok7b2kdscEX_Y|YaNEd8qyJi_1w`caSf=8(mBO^jEMxg@=H+a^l^7tXh5cVTJi?t%=ndKoXTT{Ys^HxiS z@(>kNd2W}c^7y~@O$%rkF#cyoboSj^fS%>cdHr$QK+kag+E4+ix(mw`NnbG&?{(#F zQS`z6C52QVa=|!@&0z?wsQVdS(I#I@p5YCtmdXn3i=%O9n#5dXWo%TOw7gq8Dh+c9 z&x_lf;hYluHnln2b28R}RS5_BIby7Q1PYFz+)Oc$2K+neOKrLl4|?z7O2R4TI9zXW zU|J+9+xHGIgOPHIfw?9{w~QFZ^X8zEfiKNxpjA?8Ns#y>ZpY_eT;un7(q+28>1?8Tm=#dWQ6PHReuj+8d+U zE)P(bVFvL5ds1ELgSKmpe5^NvS6w@ufH=J9}CLJ z-|uo;b8>GBM2WbamruR*nGWYBDy)6Gg`A>(`s^5Uo#+zx$%W979(o$FDmUa-PW-A< z@PA)vy0{92Nr2}96P=8BIfxJjs9`$oZr58(7VTVP*I}tBq9TkGcG{0M_ zBBP!GP8hztphcfFUEBp&)9|`s`X*jPOZ69Xa9RJV4nR+!qAe8SsK)A<-;^nX&M**t z*Ryf;gB>te@XLxNlURFxi@92khrJrb_M1)rM;K0y@D*ZFesp*y#alAZ74Ru$O)3_aJBU~lzlNDd(`UT2Wo_bG+_+mAV)n8Iy@pJcW$5vK4noe$>6T%WUf*r;$*E6M}*ZW-`5J*mJ zrtsbmOgLs{TXw#{$vrmvgn3md85;lJuvzS(Hz1U80(aikjN0TLsy3Xxv)^EQ!rF4Q z6D;ezS>RB_ohmrVEbOPQ!GPE8diz%qNN;2Eww`_}OgKtFK;Mn7w3gc3%KHj0Tjb<& zaYfwqb%l@2AGV-E3@=0}IQ%Q@%s3)dFhP56{Xt;K-56)|x9K88UIH<1N4!wM7YS2Zes)^GdJcPcf+Ea^YH4SeV;L4>HHDkKq1eH@=INcb|;$3(eJoqe1Onr92|^Qbv|vnh(3&#D=IFFITrUB?w2W zGeU40T@^L|0jj&U;^_c+Wnf6kV17LX>KY z8z}ot$3aeUL&SllfTF&nq%ilS!?ujDLO2ARco4L z_m_t$n=Ncd3v+WdUaw$!$uvF7+-d)?8aXfUiiR8ejfy=TL`?F0p7p?UY{gNpE#33n ztoi24fv{UXxDK+Cda(`xE#gFH2a7jze zX@n-4`>!oE=N-vJXNDXc;EMLG`lIiq1|(EBh6>B@vw#yrgg}}{r^V)RIF!4G`oXLZ zbbKjn&y~;_LhZy5P6Po)=zF@s*o(7$U9wKE?b>_Y!Tfyiua!j&-tE*|MddvN1f?<1 zkmiWDsf^eMG>km{(z=#cf$;JM`?yqsmUm?vFR-B%#ZEPmv9dN0K3^wGKGMR*7rp`? z4(ZH92ywoS^XZj=JU-B*rN+pA7s8j6%|vMd8u^4yzr!Z#O*z=>7PMAYSMM6wI4QES zvp44#HO?M10f&PwveE1|Y^4d%ZpHv-Nm#dR@N5>l?0N$qkn#+{Z+4J25g;WK8m{nD zKc7Pf&I!#Kih1&;aXWUimN3s{e5ctjI9=sse$Ykh=%yWToS@5k|0f(P98k{ALlbF% zsHhi>=(Rlq-!m|hKkKDZzhvXE_2$xQf6Lski6eeff|NnwE_&tksCD!qqF_8pAfrgV zniMEHFsU@gqxXBOeY7q3QX-If-;eSFGOptV?RbN%7U0~R?qfEZt8qdH&blC!aLlLK z%`dX>j-*mP8>F0mpO)|_x&!EW?3-w)pVSwd{hoY~(IbWl9AVC5VsH}9f9XPux9%Me zGJK~gYESNc-UKxIc)DzH*VlSDOL);fe%!sc6P3kwY~}T4aYu1>%KEUrx|3np4fwQ4 zj(WhQXXDP!v$k5>S#8mJazsUA!1)sI2YcgH!UqlNhBNt}2i(IO;HiS{+|olIaXlU! zjef)&P54|kIN~lqDgi4PA{lK6-5oFtm8@!Xc5!xhmv?lrc5;Epi^keVt+~`{RcY%G zd3?hOC*@MVXq*?d>WzY}k(4P@9Xpow5|zrCWDGTGkM+#&oxMs4a62g7f8$=gqmDG< zR=PC55+(_?ZQS`*8)O)I6jP=6hnReyQAy?KKJyW4XV5y|-FJLr1Z2p4(cz}N`wRGs z#_J5+qiSEChMh+uB2&jL%-#W|4{JI|G9jd>0e2?KZ44|Pbb;3d*f*sxNePZ8D-PmY zX>h}^GT<}b&nOxzv3Urm4a(Y`rWgAqj}}PSum^#XQqr)m%u8Wdz}kF&N`kmjlI^4| z!!C!gB_Y|bx1}qWdD1NN-L@wV*#3phyqf$><-XJ+A#XRmDfVj?`T-^t7MhKYjSDk8 zxaBIhh3cm5GOsCfNB;%E2KIJa*z<6*)5Elm4b;I3uJ2ekREDS|CBIpM{UE^-XblIN z*^i!NKdEu#6SQ3bN#z*b> z0vr`>ZTC8A@e4vuc$CH}0MhIq(1E)_`s!}7v4q9jZ=o%`_OJ>Xt#2{&d~F{!rpCTS zE^`N=mWld{S>N2S+%8TW#;xFO=GYlfP12T}V2IDM-k7i|nTXWj{9sE}ruwVD@b#x3 zbZ(0+?%P5Je0JgA*$9$2usRvDo+LNX;OD}qX=BN?(}-KfPziK@FDD}|)z|89-r;Z= z6Od6l<0#$9-bX@Xw!^xe`}nSXFWNJL-1q5JIDY7aN4e+mL$s0XVa;a|a+GIjk6)Rj z@SbR19ZH>_E;i~T!?e{87hf1EN18=Vd&NXNYM*7kD+0EuIzw*~c9~~q593(ccA1mO zsuH}|Odu8zHWhfiU7uFpgKOxRxPBLpNZTGPg2!j;)Om4S#mU2K^%wZ$Sa|x>>mILo0@mLNyMXk>S2B(dy1K1@!v-^F zzd>3kzEYc!yhJiyOnd(mOX-xFU7?V5lBO7JBm6G~#$^4GmM)Ar zIpdNpH3pKQK5jTDFMTy{BM}*LqbEJy(`&-Ty7K!JU~3< zZYUb>oMN#W#jP#qHvjKAfTc#jKLy4yy5wY5Y>#;lP zAuT2F&u#0{kJt8ik?oX?3`-05*Z_+?l$*zkEXox@a^^<7(2nErN6}&RI-p4Q=!_27 zQ(p#F`|5`+KI_?Ft1u&AmB3hI3EIebwU!r!rGB}~@n!*8Nn=K+ydIfe*xi$QX?3S; zJ?{LMEb}Tw*PpWBn z73KW0YQPmMnI_a_?aZb6TrFMf@gq-h-v)`PYsGdFVfqei`E%HbN%rZ`B}r|uJ}xd+ zYwsfBZ@*9%Z3Ull7~Og63`J2i%!n8I_ytOX0)M%YFhsS}OAW?*Efu82au_?xtEb4L zbg!{8md_pRoJ}Rz_)Es@&El%W2rH~+hR%@q)iYe;^}HI+itX=InrH(%o`PEjXbDT) z;)kPM3B2}^yct9EopKn#EM*v3$hzFzV_GKm-XK{Kx5Xw4r*0?q12Zp0aS>Bza37;- zg%fo+vEi7+zrv6zG$u2J8CYv97AMLEZuwzQ^zN31Fw9g{@{G#nM@{69gmkfe*%O@M zue3K5e43M@qCz;l_9=4xR^9CnpABWcb=@ROe0?JDx#BiowtNa5b_qh!tTN`pX`CJJ zGH3CV%Um>iHd$yzJMY8Sz3^_oVUm%YyC~fg<#Sf1rl$JM=hdz*_GL+#x0e{?t-QFZ z`JBqEc0sJT%C64_J;z>gxvNcLFq0E1@uw&}Nf0XOlu7ZPA`qhAS#Q?+VrSm4(Jkkp zb!23k>~Z!4lbN{*!BNM|9)^ykU*_#&F=#2s$4CZzkfdc5=v#qIngrqaVk~z)Y;0s^ z!7*ISzm;`#%vKIVV!!aNs_;4r~A6dGqIb&7s#999n$>4k zBcB|a-EE6*+B0vSA&nI-omPCf|NUcS=(2i7C7MR+?+OoJqSY`cah`4Ql00+Gzay~= z%7xi2#=qvT`s5bSYGL2veL9Z7$}v&15Me$lY?o>?DfKpuXdk$V}Et3 zvl@SDNZu#vctE(+pA4Q|tqBK7N{6F#{(g7nKk$Q1VY4dLRk6L5*7 z(lV&~N$)|3N?WUVBPDO(m$>#&P3?qFG*&KC?V%cut;~28Z*!{~bcQoul(n)VRfF6f zpe%jRnqHBRh^A~0tY<2GH_5hY$XIIdtmQ^vyqJ8CLMu}xXezpNp^`WKW4C`gq?0nl zY?KK~&_w;w)Xo>RknRqvFQ|8kmasxfkC@siCI0cLpT50a1ua_-maTS8P*Sv%%ng1B z_WB2HQj!PU#1>-j5*RW6O{%vbH&i5BJ`Qf~b>p)b2@%GpY>C9f>wHR+nwF0xP?(ch z*;r(po_}7vmEXcos6qD-)RWs-Q*-NiX>PuyvntWnLFWxrAjh(VuavX4w1ih}vVE5h z`&7Xc2!P+ryI0sz;mNKb^?mp$hdi8tPKf&+51pOYFcKEu3-SsT&4LZwX>fydL?H-@ z>B$B4CzhVk*(ZfyTV_MdPMbb*4s{Z$<{1j+__NX(`fJ$HadZ_zk9E2<^{4 zWIdZ=23KHj*z-LbJZ<4fB9FKAPS2FDo~0Bv1_=X2s34M?_{t4%)Mr~7a}0{elrFgU zXRl{PN2Aqh?YTpChkWC$3CZ}g+jiU5xlLuFNn=sG?nl-@$;H5nquS}*qM6V*Z!Z(M zigjWi%H{s5&WT;-PgyUmwx;(UmKp9vetDhddCRR;(=_UkZ*<|4Orf~^WbA~2jJ2So zI&^pHiZQI+wDQrNKonQRfZFFE&x|*!9(aYw9o1Y}4ZqaZcLP4!Xg$qlvAmXqe1g%X zB|al^(w@@IbXw=td@l}IJwCqcrwh}nZ@maZT?Mp!-$WZT?0u&*`og7<)N`wmpGD>wCYyzsZWH4}Gke|G`j`Co z1EsXASfeQL;!KJ-UbZ?>K=2sXQrdYYROk~!IyieD^pIz2=_|z6(J8%LN953o@(_yK z2hXWB;2R_7UNNfc->rS)!aeh0I$jt`V%jS!;r^D;+uY>~aX=@rxV0C^;~1&@bj&{) zg)hp=aM3n7z^;w{)9qI3xJ;?GDHCPB{OYQ5+-0~{!1?=SBoVhIN=LoHm75{DSQ+tAT_z9$W78Q&rXM61o@D6BKw+1Yw6{w3O`2Fw_AxW1AN zlnl7p3Q1A9$5yH13W_B7ctK(xbVM=yb6c~49S3S6=_s)@yg`zb@5WLAswfc4^3nyO z|0F1Zq-2|4Q|jld2a>&yNS4l7UYQVb*?Pj8+4I9H)2n;@4wogJ7(}jA2J}1gI!nCT zGuYU>huEt}Zbxz%F=Xo=NVLA@C#BR*V&lDc#j4tPPQEpN{@`5xv-DG@Z&DJ6-kC-` z12bF(XIO(ZBA)w6xkXdcG~b>#m(|==6y7CMr#EM$>8;*~lkFp?^}1vs&BrN+Je`f_ zy3MFR5tGlk_PzGSk|Ez$r_=M=w9YYOpO!)%#q{?Ux>lw9%Ealw24%c+b7gzInq=N~ z3sC({OYcEf!R{rSTrzKAZ#iZKw9c(pFLOTj-=#I3nJA=lL54J`gAW9fgHGB-Ch1-w zi>tVT$;t#CXiEA+ux~Dc`IfB>W(?lNRXs1a!Vfk{nq@BRA+on1dQ$?58(kizL2^uCJj z<;yml9yyuEFJd$Kdd8ltMSLBaS&Jy|W3}!l=guB?jbqofE{Cms?~;v%H*3E}ZO@u$ zfZ;f_p_z8m^@q(8vSk0rev0YhrAxqchmB{oe+=SW<7I!xS--DS{p%Q)5oO=m?1yg) z-rP|DyUnqNRhB8$tvYGwY?gk`(Y?rLA4!ryE-caT!)8Y(p!Gu9&!i99X12hKW%^I4KKOJ%3@-m;1ARAl@5uEHWQ6i0fk4Hi~HN`V{cgnofoo#8%qWM6w`C_ywd4^3c_ z{zJtd9v61vRMrKjtddE7+X^HNNNVqbc3E_oXGGhrl^d-X1x=T>hNK52UCe>Hu}_N~ zy6WVE54q!(-i2OC?N#6wxzOUY$C^h**n)5$xufO%b z{(j)A64B&;GtF`&Uwr8$5F{mI1O<&GBwMm}YL>Ck7fCR}C(gEL&icqj_;@!mt&*OY znVSHqcXgu-P)Rp(g^nv&<#U=6sd@wyLOL`ejut<`oY zgxs^cNw$Eewjb2iwT_NLqlf*7L_6@amE`NbQd#UqQOvZ?aAq)=SdG`f zCks7PKaw+;>-$EZ=FnHFPTZ36c9N(#49|e#>W@RgtvpEOwU7P-7Jg>&U`({k(3gA! z((=~0p`rRlbgvf(q!P7f;w6~B5H**%$_KZWV>}-X%@wUe<-x*!=H6n4>$1+E_=||W ziOqrA&!iI$<U`dU`?CgPq1IAKfJT$bOXom z#ev01{}h(}mwz^i(G_of z9BBJAO<8~76|;N#OO7tWGK7EIeM<+)&D(&`i#wb@7kd=9{^Umsx34-%>?r~~SAU0- zr zuz+d|g<4JjZt={CU*fo@%wv~trI_XRNqKoOKcuc*0aKTMwI)3N_Msqs<$lj1xn2AN zaPm94us#ufa`q}Mo2s@xjY`JeS{fqp7Hbb7`CNX-yIoy0ZT+%-8fRa%a|=I8$;*=u zkEldOrjD5(F%*H?rG$2zYxST@-P)eTm^x`V88XP#MiR& z3=oik5MeIl1NX;3%u;wgqLf2t-3jT1SYld5f!mr4^BWsYP@WIe`ze(j$+>#aG)aO5nSQ#4^liBYu>t(QSp_ff3Q_)xzCR_=5{n2YyV(qmG>D{ zGA}=Be`Z9GXLKZk!Ax;bcD)GkE0K@mtcMAHUwW{pgymt#4@DamekwlY1h=GK*)S4mJS87BC9`0ka1m8#7T zWH;TD1IR$-=xeFrf7&K6a<%VWJEHMI`HHj;7Cuh|VHFwvXZzbh1cI z#28JC>`fmS0=f*|ZF8br;k~JZxU#mg+-pv+dJz1r%K3^&@;2j# zF=m<-2FfS$U9Lv2(P46^{D%I7WgT#8Heq~Kuu2jwHX6-S+b@j$17Z$uQQ7SsiFhi4 zlBMj}@+_i3IkYBepw!i>;iiyRZ}ugLD{FMl2Q*!mQ?ddqO9kk0$e;RmcQaezHXkfs zc`CF`Y1{=G!q;4I=ScuZ`!q4#Q`7MVA+ckE>`v*oCO#9pcrGRK8h;R^ zw4L=mj`cF*=TS`Lyk!&TuE+I*HJX~J0FXEF4{Xu@AtwDPMiKL&QBwEc%Oa*JKDP!l z0^HCUsJ(cxSM6svxm{ds%?aHqoshI+p;=8oVGG_bG4q#VWqqixjISwK$4VBEJ6Z71 zfYP2n%MQMsAwk3MEXyO0^*kt3u>IzX zjYvbJWO<#dB5qGyVSB`P<0@d6x9Vc}bhwZK%qlm%(kLr?vxmkZ_NtulY3R@`i9y!; zU~^6BAtU~1F8rO|lZzX5$jiqW^}5x&>=L~Y>y@JvkG-qQJ^stfuXj$0IOa!|sh+t1yIGJ_@#Bja}BZUw5lonBmG${*|1Y zUQ(wYgKk}iF@E!PzG$?1f(Xdh-qbgK_@;U=8-a5Y=S+s`hz$p-E*n4Xk87o00 z#?ENgrzL#`ujIoyv_1_plua@}Fo8Be_?Qe#k_7K)v?|JRZuIp{mL30s;`__n+lZ;4 z1Rkf}+{KeAVv(DK0xYd&t{2j=9*G+Di0z=Oo*e@yTG*4O%X1H1^av0j9oT_;5*Ch4m^-{w6VcVcsWoEctwaiSXz zV(ncYK86M@m(H35YG@@=Pk-Q#m9>|}4v>t8aQpWsKL`ZQVtP0+T9TA-G zn?Aow^ii_7@RrZ%cH`cv?Oe!*b4+OVfZZExe^#0g*i;MVFFQB=)HaUMAI95XzQ&NP ztA0d6V%{OW-~6Cpy6UEilofi%WssQZ1McqnJhqtK3h=>Dh%8?|7W} zwKT(73Tv_MC7fb-+;)JKO2!M_r1UPofpfKb@7ra0*YbUf70wXAwaWW689sC!{Pk<#AQgLe1aKZY3X?79 z{SZqF+=vCTMnyAQep-*4GL>y93-D2U*{Bb$3z(+K7r{rZ9xbb`W}@US?Em6Ob1jnhg& zaEm?XM$;yul>uX&g!;sjntwwG^oF)NYxL)NpCrS;L_Sr-B9Dqb-dPs2r`H-HV+k?vz4FqcF8c*Q}t~>tl<}}y`T_-BnRU3i|6(D3$N1X*#s?=o*LRuz6;*l5=|3-3(8G; z#o%gD4+@efCkTA*Kjt#yiP~_OHE;w)Z1rNsyrXRC*Y>z?y7rYlJjadO=utx9LuLJj zDjv9DGf7#A?UnfXK_!mibl5DvT`_^gEkc@mU7=eAn9nE*1LPpdPHF!t*iMI|CBlId z;=R}YaI(~IUi0q;{EyHM+CNt3GN~oUs^~qUym7phuT1_pP|ClP*A#CHyAl*F^_BJQ ziWn7IcxPZu4a2kNqaR9|E%~|licp79qd}Q{0iYKti4x7lp!c-J@$xicyv-)}gPSG+ zs>B^P1q&ug9%`v!cr^LFF$@SID0&jLHaP>y570bElvJG#0 z8)XSZY&o}*V|Q2J(;s3@)YX%Y&%2UYSmfbG9Ed|xCk@&M8n2u@FLyK*?=FyxFdDAx zQSWi{Eb?6)6I;zT?t0lj$8NoKr=a3x zP_)F}sTZi*XT!@pk~@;Eb={Gay`RBeze1fgAPCA-*i8+lCL7jn1f>AW5Sp-Fc4eOF ztb&mp|2}=`i4{LK_0aP2<}cm-FGUyH2VYrPO*(<{UA9|i%neKShFMB1x&*71H}2RW zO+|xeUWqdj6!uxP!$rJUC@wcuPFyz?&UeCn{5r5mw3viYn84#}#Z&5X>P$2%`Rt7g zxkoAXXPB(IpNRsQ^Y>CHMS_Mh0;qX-NTyx3!~sW2gUh$r^4gT_Q2LJLMOw{;`}txd z<6cf@s-&~(E$Ps^%$}_i_pI_PEfyW1_Os84WrFSg)evjv4=~<2(@!ld{*=WK6Qx_g z(?1B(_fy^|Z859}u5v{Ys^z7YknH9}>ho!~D{E-QNqEP%%THJkjT_rrV!w?Yrw{96 zu-6_-U(yMl^cPb~PLjBx&PLU;^gT%v4AN!9GEqU4d0p zbb|{B$Sk~6g^qVfXUg|bfb%X$j=e5LGA^U{!)I+;gUQO{8+# z#86v!pMG}1T6A1pw4j}1ezh@@{iNwLjfsMsJTwnN`vZD<>G%;I!;!U5MH#_5(8jc5 zy#=0mA^3&wxcO21A9i1V2B>E*Uyg6K_SY{_)LD{SA;+ljz5OLgP4Mo++E&Dr{Cn4m z`FYUK_imz=`b%!jY;_mlJ!s@7Mn@5M^}OMlh?0vqS;UYWB*0aJ+o56S$S0@B%a%zg z@tad{E&~UZ)yZfDl`UH5N!5>sZ=-KUL?`%q6pE4=1`>Q1=Lj!)OlXxq;vjFGvM8I9 z8f#I-cwEkF>`|3RDz2{@k#>hr?wIb|eqNqsZH z+%F1>GDqvC8P2@~Tbla}Lep_gLrP8# z1S`XY)c#iS+Ygfj0nZ6~F4I8?Qgv1s!4nz>FQT3qnv%bZ)U)$?NFxooW=D2EUv%N-w@zF#-j@US5owP%p&#yk5jYY3ke_Upwz>W#iy>!N9iS= zqKSFkiyuY&({r#R1KiQ1R;(V#=)w5)A30MA-yh}o{a&P){6BKeRVw}1{~K}t#^_>8xasLo`~I7n5C1m?{oAXe zhW!YjcVfy~fBWfwGl<{^)-Vdmu;$p`zw5QfO)r6_Lc~kK)h*8dPeP`{2KtNf;abJ? z|C^Wj4HBFSAf-W}1qGGepG+d@ehpHTk8OXd4-ABB)oCxUJfgxBD+shzsCUWDikXvDlDhcwy#$EdCsL%|3}-|!jscFUE;GzY?PgGXE9#18z^WXTq?1bzx@3` zj{?M+EQXL!cx3LnDn!NCUZsd?-^lvY_y2fCu#R532J0PZ{gt?nZg91yu)eH&v&f63 z(hlO@tiG!|_ev3h7Z#-IZqG<3w)bc}8w@UWqgZ}!e*b=ls(F+ve$cv@BjeWy<^83H@_rQE9R!KrmHFKEGY_w8Wk_01PR>Dl_bnVA(ok*@5gm%401$_a22b0J z+Y1>==W8N?s(2IyI-_+fae3=JcFj4rI?B5+AgR)wj`5o46-&qcLcJCOMjEF>1LI+K z&?4A-p6e20#b+_W!Q}b=WOQ7!e!Q`3+T3@!bWCm>Z0u}^S>dgO{OOCtm)_T82=!zX zut}J4?$BK(l)jRL@sgD82$*G$;x$bYWTolrobHwmdeEs*cESgCu-UGB+CT05tR8$# z{z=DW;_8($am&5Wuig+^eb}=FJCEa<&j&rbDKIxU!#1JC zRv~{~yRp7ExF29*YdnHu0slW|0nEjgpV3^;_vkVBzGuQUN`2F1f6dvSQ4fBT$vLCD z-t%6HaiB=d_0QaiCcXCa7O?s*ltvk^X@tUnZ#{0y4ElqQ`CC@;^#-ECV~OW!*Tlqk zI;z1L{AikMzZ`HI&T}uk>zUJF^h+_A;*+<3`#OJ=*|$L8HqmE?kFEzgF-5?k3*WzY zO^Bsa0=NC6xIX~tAI1H}K>o3~zcSQ67WY?XJEQ)GD*qhI{^R5R5{3NZS z=9$}G&1RvzqT9jMqj1+Y+7ZI}%Uy5mEZe^r(|?_TIWpVb6vMNkwRg0~`+J5Def{?s zl_~i?6RuA>^#Wdp2Su6rMGXSv$ASZo(@wYG!_DZFGleDM|5b*6exly{+pH&I2(8;( zopENn^~VYvUhA=9uuB7;0apou3n!mck@LkyMIXfFaTaUyJl(ZxJOFHf-d5zu5H=o%Pri9vM@`ne#;StqZE@ zB#aeks94YCZAV5%IwH3#jZ>62?fPtKR-WXJvT>3 zZobNK-IEsh2slubZTpxd{ILw>Mbi2gT5LJ=twvq<(~lf-F0)Q*wS^7)?N=w^j^9+$ zq9~3hbmcoCFvlsMMwuK&q05r>WSEFLM~bu0a!2U;O-4u>wvb-q_YJi)Uh7YOe^~1N z)xZ4d7k99FgzwtvU6ZgRr}eD3?2?ia$H8XwocHhFhap{ds^OW$jo((j`%#`#ZI^UX zte*~uiU?nP%TOtse3EvtWjegyDa!Flx3OV4dE#_KjYE;ctt)sW+~<6`{CLiT*oiR{ z6-S8k(~Hl{_4`<+G5X)W8D<*;-v?THTTucvzKJSq~{RupLIwVxA5Cy$vs8>`HQ^`Gk1)PWu<5(2dO{a#KTo!5Gl z+%Q-MlF)xO(K#}lC6{sM&h=D;WGhZb={wdm6m-PBv7Fz4NGYV%_SjY&hF@*Z4;xY- zCdyl}1s%T%InH~jc-FA7s1`6K`5Y`$xz?ZPM&-QdN4Ls zbe$ich5K9`J5J~a=J=ePFf#O6=D|K+OX|4ar1ZpZCMpUauCDT=?VpW|076OVhaT5) zb8}a+?|)PjE(hK6sau|#ap+-NpH}k}Oz}GM=;mX)+Vb&l+L zGUAQgPV+{rD=H2M990gt>z*5&4b#VE&bzO1O*{QcL1goG(qIFfQJdffio;x)tc)-L zW^MQNtnH(Ts+}oI6}0qYuZdQHDUaDVV&A2RwI|qpIyFqQD(f!_jvBD8=U1j5rkAh@ zBv^V$=0aO4iFHn@zrT%3OO%$8flm?C_A|~gd!6qy#&k9uezL8wWN$oYS*Hi=@WH>F zF6HUB)AeqaqR06*HS}KFjSZ0sBB$-!Q+4}6G9slj=ksY7tbEpoXNp%_10(ct=cX@e z9L)uG>tG{|=RG+UH8|JYeu`JnYp#C})!owaQGunJdU-8~qra2qn{kyu4mSEM-ZA&| z6skX8Et0kMnx3BCc3bWj-0e-;K732a(p||l@7jvB9;<2d$YcAn8d9Bu47pXNcveO; z2fIj zY)Z?9L!-2O_NXOV;W1;1r^8gSzJ&Wwu)^aXP6!!)O)VeG=!v5zqM9`LC(_cL7rNAQ zd9Bb=DuhbYl6$vBZX?gW=1{z_NpqR2-ma*#|KVGL*=sm=oeQp3MvEQ^?or*7p@%AO0|~>>o^U+VRcCY3i?; zs{i(jRcO=T7{S2!6o{wOp<`2#WBk{+jx;ev?rN;EAt80|q%#)rMRcbDx#Kt>d>m8T z6U!zCPes0W+-pXMx2`7)2=S&|%pC*KPz^J==irU?;#O=$iPqNjx3*p^7vFQnb4($y zCp9O*x>n=x&~M8UlxIlC;YWGpgU8|M zx=Pv^{NMzDc=8+~wQQvO9ZT)4#Eft2GL$L(ED!r^eWs_o_YgPJPF&q~M37t2I>@Q3 zI31^{v>0Ul`GjRr{qVfc3GI4y<8ku$hO+r2imQ{(9K&!gRgRpz>y--)KG$2A`@ET? z9nLz~f#?^k^i+YN1r7-BN|@W(+39GT*L9tui=KFs7;Ob8p z^mU{9v93WZG{n+vp31*i?OnIkT{-mX#ckMb(wc5COz>jjf* z*+A9POdW@b)OB2$n4U7Q-N*5EdW+_IL3Xb^P|sEErrZ1WC$#vV88v;t#Wm9*sGO9# z-iBX%60ns9Lo~!+Q|nSd&b*GvrY!h+yS1ErH-Rp-HLv?D*VB3MLqO-sGbY5>+hEkQ zxeb&-^&t&ZucvdO*MQDHRQ0h(T~7%!1VDjT(s6sipN!;h41@JHpmQnvByGCCx$ut( zSl{YidIu_KGu!g%!ZqEu2*Qj!G2BdKSuEP${OVJ1@XvqIE%0$EGu{> z7Z;mf1Z!VUR>7Kj4aQb*r*t-+)VnkLVliT+J7n4wMdOo2t&31M^{B$a6EnSQ!1~TpDljo%M zP=ptqqcaAC8*hp-n(i={YLUXhMmc~Siw4+&G0E&_J*qF1P6>;y)A_QE0O9PEGF|&A zqYo$_^F`7`_;t;W4XIv8Ub!_2sESlhnF!JYWvM7X`~LCKDB!34Jtrrw)f!mrozCUs z(;ql1SGNz0L;+K`6TRs`RZXheKkYVa#yzFKHbc}Z?IDz8@W#1^2rz9nqKcm-1idiO z%AhVbLuU=CPO6O{`+IktiztWrLuVwwV7Yf3?@+)a97I&HI6Iw%(v~KkZQHY^N}Qgb z#RuE#rn}t-zTNthC9}Rz=7`pgQ85QA88Obl`20va&BnXNg ziEu7}xkATI@dt8dC%r401Mr67Bd!S-x}b$54bEPt|Wwh2NI)TGM_M(N!&>v_L= z=5A$GfXNC!g6M=@%&2*3J8z)_c;4|7!=_LhAB}Lpe$ct!+}!M344pzC?v2AM>iWIr z0?pZiQ~)R5X6*?6NkWgGM}cm|jYDG~n-HxqCr<~>0t91!@OB+`=)_J1JJ|)0h;C8^ ztu)ztX=5>UmP~{z3gtWGLdW*sm_D-!hO2y)(ySl&6hHRr9wG3hjmqKIf8^l*S0mK( zzAaf?bk;?^s;-9G3mr_J&g)!0pC~$t=K1g|D6Od@T04i-tl)|~6Uh=i(67m9=0g+% z8J4 zv;iut_g%((@=N&e@cyW|IpT;rek?~CW@v#K(x-nzg;q>Y1S5nmn2!x-E23i<__Cib zdbWHhdJa}Adgh@7dZuqj)FWHd{()R|I44ZY*88ZvLJ0=OZUmCKZpa+Q9v3a5IG7U+w;TM22vq}xTo&Drx(?i_5mh6u# z(Q%$w22#e2VGHwOVX|?|w?S+T`_q7&-jTCSkF8~xllL@CXI?k%^Cs`iJbT6T>D*x5 zY%Z4M&-w=qs=#_^3BMWfic zcsu*@ynLK z3n8-=n0fn`xDj$WAI90Tl?ZO`a{4cjfjaerGR`#e8*9=T$~zs-5M9>yYrY=ig|-*E z0R{KN#{jMIhMQRC{iHQfMWA|uzXflr!>M2emHu(Cpz6;yHagKqb9>F@hKPWBU_KtT zOpjZX(Y)M8@)@YL*+U)dt2L8m#(jCsO&doszU&bX!Vn3l9VL8$eRraJU*Kc=|M)D>kI?aczhX z$0taw5LVV2~iZE{x~v`ODCG1rKWhQJ!JhPPEP>iS?uR zv?JSoii)Tbg0VN6Ko`&Ftr8_(LJ8EjsVMU+CIP}0drl=<<}m$CA7BUe@r=!3)Xs(& z3VwGDfD6`CdJbJl6)IW1>|Zpt;tRI)Lcc;bH#8HM-JE^qhK15l`XtDo{(KR&80Afe zJ&wjnZuG?b&GU*ibgMd=?fQL*Z9Z1G`K+*=QjPh^$ydnKrwiT@$a&8u#GtScaq7nQ zHJQEu1MqlXTYK$=e!aJoWZTIw#}PSUzaG}{-aKu{=W#7}k+}=GPkhO72V%JIV*)QL zQgoY-vlGUWDl@w0umy)3+1R?2|H212jRkq9M?VSkcuSN~J3Z`6sUT*FC z5SFmE4dE{o8Ch~88b~VfeYf7x(KAAk#PI~jMrW#_iJxeof{YaBNyd8Qwy9P*+*ECc zR^hFwChL9GudH9C(%s(AX^j8m!qXSZfcw4?g4R0?o(cX1=FI}z;^QlNgtR&lds~^X zW?TnVuX}ge<~XnyJ#5GJ1>)Oy{xJXrp(zgoaTa9^Y&cW2CIZpub6;1TReD>vlXt+X zlTdA*&$GzNT{9s@Yl=z1Z7v6K03+{a+soKe?fEe4L_!Ih*IX&uxi|rb3CozD2-`Oh z6dgG5B$|2wOnz2*T;k{G*B8o)+gx}4<`=ySt_P)1VWU>`ktj!(&gUzfFl=@lEUb6b zYwCbkyK3Ku+%71DnGTr%QDM^9Qp;a2|_+^?S-Dl zjgzNL{}81rs13mqdoC1gs({VY31h4<)W+e0Q!i;$SRppbUg=g$4TwiGX!_`Fi{eu&?t=APmAZ6zA_3&qdH*6sKRWx8Cx)y5ollabY}5 zqd!d`g12$8in<&)f94%;gW7wRS8LXIod{+rf9`abzoTMC!?nfIYan zep{2mTZyzMajm`J6V0Iajl2;+MyxH`Ty)zVp-Bpzrw zN2e(1ANaB%P(i!_gf2?E1)D#aZ)<|!1ySi>uSuyFU22FN%!W-Ck_fS4VQ#D6ih;>; zKJ-1*(}M)t>HA~Az9>ah`we5?K=H!M6@eXaF^Lu()LhOmZ@x91Cihd^jDIeKx;fBZ zmzI`B&d6F!?z?u=Swb7Q{-=n1Em4doL=B4vezbP7R_?hKNIud~yFc+D6SCNNvSOzP zEN3AmVbM1e1VP)lRK+Q12W5<@a;FI~Y04!#N9Q#;`&D6+0JWvQKCM>A;*!y~+2uFC zu??j4(v#Mo{$#wtIgUo-Pb^nJn;s|O<|aBt!FkZi&0kzCd??>XXpR_^m}+i<+zLt8 zo9l0GhS2qHIy3SDf4Z3bCLoTn{g1a23>z=E0JR8h9^ef$xe}@R^`5#Vq@^g6S>Le- zcr3_el;@|{2N)|#I@tHsjtxB~zl95$cnmBUPWd*S$BsZiz2X2+7MsJc{~yZUGpfn9 z+Zwf?=%a#)fPjF45R?*nho}gsG$C{dC`j)mbP};4U8L72RRltBp#-J(P9T&}gCv9& zI)t1&`|RKAkZ+o*OWtJC9Wy3k`WO~cA?d{O*3L-zW;+0`5%H$ zvm#UH*@h!|5ngPfwA)5))=&s!%1t6_&T^M2q}llYt;6abenIGtz4U@5E?4`F8zlL$ zv`dI39+Aa2jEJnm)sM(eP-)1I|HEJTKR@y^{>IhW^Q-Y!CDM94JIb&V7)rIuIR92R z`TaXiz~sMi_6}3$z)ymNP_@^wy>(JF+lt+5m~{KEBd?0Z4;LzV2OHkH=4t#TJe*}|;2HG0LjNu0F4E#QEE&>U9 z9Sd2S;y!T`%m(DwpTC+xL02u6DXZR-Hc7dKNYq10(AdvP9}-ql_IANhe0xX!MqZJi zW4oE#ZA7`BpKR{XkRbxh!c3od3(7n7L*%rFA*%fmJ4c#pYy77Ow|RSAiLJz)2N6A} zYlJl zeEO$8mJL}|#No`cUsZv=4FC@Lj$UKg7g}%g)&N3vB@`tO*$I?AQ=_1$a9r4G$-SfK zjp=>`VVywI?w6ep0L6Qp{!6i|`-tP|%Ef4f@z83WzW^e%x6X4fcS;`1em>)Sf~~a) z8_mPeoa_iy*l^qBb3XBRoZUN&AE(@xiqK&v21)D~?yu0DqhqOVo{M&P)j`pFsC+(9 zQ81U23rpTLl!zW%F`A8rDiVKcz*u|&4b>p7C7Bg3t1qP5t!g7pD)=*YqkVJG$IbM^ zv}HVSh@=LX;6E`A1k=6BXXsS319Kt~GNLbc3{E1bGBe_X$^N~vXnEJ*B1fv&w0DP> z3lQqx+t9xGwT`qbFd@f(>6Hueiiv zTnuL4>sXVBCk*7^2dKzrbp4wbf2GKKrk@FE<9&HDq(aUtq&=LzF@*Mc#$X$Ezs-%^ zAjaLEs9&&Tn?VTb4Q3fu_hyH^nx~gsU)Fxz;yjLKTJ|CVJz|1~eBJr~K!vYL9>&ni9!K<qtU&L~2L1NWeJSmc4BNGF3Pk4z$3J&0m9Uvp zty?MWGpS-49j+L8v5@i-&-%cjrDM@HRsCb4-q+(U%na&Nms<}Kbl(m&9uT~awj}xq z9(4f&bWx{A#E~@IP9E%9w&h>s*$_6mpLMZ>y{q{%`z;)9FZv9)h5CWN#d_dXyVYaI zvuP5SuN!-xQ&lVR1AAF4_=}eky8kgY*jK8E(M!Ad;G+(t?=bDqI+< z;HZ-n^`o$5>3sqe2(3$NK&H=@P5KZsAG>1O`4TbG9>sm5%O4DfA~B*vs)gviOT|&o zDJ*RgDV50Y21daz4F?Lx^+Ss=ItHvO`c8$x(>M}Zk=(n$4h|Txyd;IQ)L8ioNOr{c zvM*~%EK3;fX$BVE8tyidNOpO@e)0S;iDV1uUQH}V3KU@sRFEDp6Qc%_f5TT_;d*3- ztbQa134(iPUJ!*^n5i#*t}XHF`>&9!k^}wl@R9B^K&t8Exh~A0d_%5yd!)ov@Yqqx zACYUU);>ME_(gwCO4R;l9~W)(6}tjrGFWNinZ$To@MoJIgQ`6uC^THG1K>#P_<1}( z<$o%_Z${yGZm|P`E&CG z&o-5L6jdnuw73f7k49jHM{s&(7AhXx3ks|nRX?4R4{qS<)J6?B>YdS)B8ia_#UtI- z4@}x?p88CG0q&a3Z*)FxK9)e>Ax81}G;}_Ta80M_Kq1wS6pgCyPhVvk#=VmjuZKdDx`oRyOgMW2oxmb(-5`ic8>KNu#3f zMIJu06tm(q&l;s^O{hdvN{P!|>AVf0CylxZIt~McFw?aTx}Lp-jvOYe9SdKvM@{^A zL=P``yEc-z)N zhT_p5>tUK>!HJ&qH(IZdKuDi&rHI|4))hjz`PH-MDg?eD1S@1eew40!ME0r8wrgDE zT&QjhZjqQ--a&fmA%HFNboA=5c%5rW49t(|RElJ`6;*(km z>#CbXi0uoe^+12*5XMheW<*@sFj7JK>`Sj7nP$;u=0tCeb^b_&MC==d_BDaEX$KaH z{)~J~_1G0nKjvg;a6+hM$ZLJlK>qDOwqPzM2 zs+sa335Y}|0eSo5gcOob)obLI zC9={^x?E_ARYy+U((kat4%fnx7b?htVsi4BQ*q)_S-?859SJ}eawc||Wo!K`)RJjW z|6VvgpXDk)b-QWpXOW;!9%@2h&9l@DCmh4WZmC_aSVqa_y_&wl!jx=Gz(Dp4?l{%3 zR>`&A$zR$VPd3|IG*+K!HSb0(1X^U6LAC1|XK=04sIk`DA*^oM(YQVmr#%-3hX(p& z8Q9~X4=*w<i{41J!`-UKg&@QXedLUUu~jnohh{9>EYyW?Z4d1UfQ z<>MTs{UG-no-sx#1GApApQPc=q32Auxwy1xM$n!dpKIVNn!CXpKJD5Hq`dBmh6GYuT=ZD+kO@Lg3bbX;Q zQTM`JDT_j%ECFu&jKSH6>|&j#!Gh;i1Dl#W752;!dtGg6Qi^v-%MTLn0cJ+Rre-xD znnl9~a?Vg~80oV`_c zk%mp&uoD%BfW|9shA?Ux1+RohSGy_@$BT9T%bREkI^Sh8P{yqAB}q+?S$Bz{nWD#||}3z$Bq+vb#S7WHDJXP~-Wdk!{Ag z5T%&g;L4~smF&TP7y2Gzc|o~^hv%NKo6%{e=A8&-taW>V&DJdurj=?n z`wInAD~b88Z1qyM-Zi|x zg2!v>$zBarq47uxo(el9BXk14ZzV4Dh#bE-l*1?6}+fW+?kc!ZZ5DD1?t1b6(zfT){G!M`Nc>~!Y{(}kHL-y!*C0%RPUXZViPaB zBZ3h+FjKm_yq6&k3hsUMB&EaO1{bT9ap2txK$xw95KQ@aFZuD^%kegl zK$l$$Vts({F3IN`^k-SVJ?$b%9gEpIO$+yPViekvcTPy$~y>4KCffh#zmz>m2%b9D0jFv5S)mufa z**+T$>|I9*y)Yf>8+RB(%2!W8i~AL#4Sc&_{%O5~CCwZ~8$I!LazjXpl~{o+!Tvvb z{mjVa~IR#b`Iq?i?`{|g(tEOJmW zI9f_fUmZdTP&i6GQm&i{cc?rnjKo$Ah(uLsd{*|dEE7q>I&7&e4;Kp9WAs0*Hw+ca zD0R$l&l(cts|DXLc`T+AqEc>GE4pOm!4!Qbi5o^pO92{ROcu1*>XwwJ9sE}xtV2G{ zcrG{`CF2A4B118j2#eEg&Lpl?{`=5xXiu;>Y8#8H5-fc6haJR|PqiIw@dRNQ7c`8?v5s|zDAbn*B zUem6SRB54|>#O5`XM#-n&tRb$kNfVl3yqUXZCnd``F>~gIew~e60h`pQZ~5`OeF^6 zzc@4^EjU)j2BK2K_+o}0rU|5HDd(Ag`qTkVdEK{yZ`ww!6^0T8EkYDY(?2Q8q=t2A zAGvjJRs|1FAXF}T#wA@b)HsPhK`bp}byhf6%--VXRGsj+YTzX9s!#Eu+hv9%$gQZ| zvL4anr--rF1aRc3sjqj|&oR+5rjduIT03Cv;%z07fyj-8R&j@3;ZS+JOo8jdiERh) z`OpMcjd($ra?dxY&9u3~P^Ez3hTyDwAT48Sp~jgk-Ji%GF0tlO_HjU(%d{MChC}gW zoF2(&1}JR9gDD&jly#Jr9>g7WU89-MRx3v=By5rozcU8g|J&*TP+EI^oJUV8Q$K2R zsmbMVtrepX(H6-(mmrp|jZi49>BA!JbQw%F?k|A_nUQF2cBuecmgnQVzR7R}Bp7uS0IipAM4sSk$F-^!kp(Fz&SP z_-9}BfAVfNH{3Kvdni&ylE!nqPIs%l`v#=FdxP^i>3b-JB@n~{Q%^mpPM&k;v&||q zx?WxWbX9QVyw7JDNz;Ex-cp(+^*9*B`--irD~wOPF1Ezk)uB7I8%if*{owp}CSv*P z1@)?uJDrgd{Mt@Q+CK%IDT}FZ9Q%k;Ydhb$FO0zF}e?meBw;9^G=)# z3Pa<2Mi$(YME!!-ZX-|P0S2&JBu+{qv~6<8&4M2v?`!vu;tFcq&+PX&=l8{Jf@wk= zp&OUgrM8^@lN>$**aJW|5><*Hvm6Z2T>3OQhB>!&$ zqqR@n&DeYw2X2_GLj^6haA!ylo`f)Frkx&lZ|Lhhs7V6i#2OciYVz%rh$#;4rMsY} zLe&!gU58aNg1XOBdURA-ePI2CaMR5(8b&=xfE&Ba=1tL}Yu0m$Fa#y(f*n2T=?L2N zLe#(fCTBg}v3o@)=rPt87pm>QSB0@iQa%m4GTfoOx3v%xD9oo`|p$=fZx6NRwh9ztd@(-5YC*`wp)(6UO&i8c7h;LMT2@dGr@jA!IR6m+8cn!!En@Nc3^V(%eV?BFrU-!|sL*?JQ0od|fRU3vq zmbCY(rINo*`W&_0THd%3`2)F8 zgEx$xTsB?@Jt_3K)}~==XWs2pj9Gqe&~Kq5Blo zVYSarU9PKpX{{3&($XroH4}jf;zk97vMX=A-dnKnHg~d_zSHX(45HDw3&o`oHivkb zlH^;xGr{`_G|k;0#xHKWN8A5-z@lYC9X9=R)yQ-fwpEr9~(ssb<7M&pw zh3Yg_Gp?K3QY1M-T#1Gt^ZSoF)FRH<@u4SmSplrp9rJx{+*I!?k@!<<&JLNFr?P=P zRc(i3e7}og$()=KzJfZ9LJyE0ImuJ;CB@O;MfWW?ulY%~vCL_=4@EKw(72f8#PKSb zk#?=B=PU0Bs6TFtc>&vXrY}DP0)GGYC>{~+lT=(W3KBW`_?gR}!UWIJP3pOtC0Sl#* zC@{PPHPr&r(B*FiWQFV;F8G_BWa%gRsX*z9aJxnu>wX$ga~$g_1*F$tQ=7D0-qZAT zcB|hP8o!RF!d598fo|$%!2qEFg^dk`RK)fYAYTT37-eIoNX+!;Eh8=Np7Fcm*Y5=b zak@93l2TWcHtHVCb}P-4+xBIwB2Ev%tN&ueLc^K(f17$wx4LP_WMnpQBLUWUFq`f@ z9HxXDSZz;Top9rVz6rohZfFDjR|`0EoiIo(ghapUWmciy*Fg}E)A=R20K}bk zRRP&IT}K|)T)X`Ni$3gQ_FRGZrZHZigO9gMefoT`7y~LRsoyvZrE$7GhR%w9o3AiM zZBy3mYkc%ves2{|HhIe?7W*1sJ{z27349XW1EdyDd#ph4Dl$@KQd#f8srg!IBDA(J z(q2^uS3Souu5<43d(pnXAAr9pb@y#t$~{{yvC{X7?rj&#w@Rb?W~Dw1rp5db2&E9f z9A4xb8Gd?R6%NC+4aKiqc)lQ?nWY)lMwjsM=SiM>aY^l7k5HFac^TRUq~<(JSBcV$ z3e|p5_Qas~W9p!>=0qs$u(geyrAbyyCOkHF#97=pEu|)K{64!t(L7h1=gLVf7K5#V zVkewh<#++TH~6JWmZ^R2PrZ4;Y0B{sPbR3b5ke!<@Ua^8EwT<)H`s$$++veT&MkQ>@ULI zqRJI-yL?U zV{&~Qq=L49Z39;UR zVGR?e;PD8vE-M+Yw!@2Z^Q_D(sJ87@Z2Cmkp=c(P%Ay)=jpX-%uZU*2<$>kzSL8lv zjmXz?%SIMjk-j9XfzR~o<5oYh^Vhq4R==LSKF&?D6lrg?PupVpnlIs2y_zQ;bRf!c zp7grq6Sf-W;OrcK`2kEGEiwj$?s`sdQGq4NY#SAoCql3?ejj4+Vtgi%OkV3f+ntMZRfAaCae+Q`WX2mN!`3=$tzb z=*Fuz3C1*5`e}iO5Oi-Q!vo~z(skb8DwJ71N1J8e63;hT_(oyC0Fuj zs;4`&S!JFXVYO^;{oao{Uo&X>G4(pae@nlft!;Ok{`bp8{6X7z!JaE=#Un_H`y30U z+^Zz*1fBuUgMgnb=oOrs4yfs7GKqpK ztos7?8*fClm?S1tZZVRL>D#O9!A_iZoV=no-THNhcr$D3KWmNq7GYvnds8F;Vhmzl z{{Cd;6neCz*iQPS7nA?^n^z|XmoM*AIxgl*5T9aK#~q&7SGh&7@9%gGC^0ta?ZG*6e#`)`MJEN!+h#tjc2#4wDF zjd`}Sfhu?wo_=9rZ?^EA_0NA=N!ykUXcrx12}B(xPSNFmJ+?X6e7#-oRFX(NT`{5U zJv3Ts3fz$1ND*sFc}0?$^#fa_pZ{OIrj0tnUnZ|OE`JtlTq;!xuytKqQ4~Bs3!6xDPd=}n7WH$fg(bwNfm3z!dW#Zyfk&EL0We*SJnN#8dm+e- zo~557pE?(op~XCohGG)`eblM>;%4>xmE*54{r6^vsmXl4a)QCUy^l_mT_Hpy03N78j={8k$uLtTo)KE^|aYudc5?M zKU7LWxi2hVOw#@O6|wgXL#B}-95{Q6$Pjf}C$9U=xeFYW8vb2$~DoqnG-eMDzz^Fpt6$2t(+FyEd$L(d%~5C_mn)Xi3FYo98w z_|+M!i<)f=Ok;vC?zdjdmcEYR7iZw8wT0K7#+;VUjMRp5ed+G*ws(!wl1_9gse2Ky z^C$K?3Qg{>_uL5H?;29)WSgw<<|SDqOZZywXql}!%r^LM*W(~bol5R=XV^gNk5?xv z)FngXa%u1&V~J2$qBX7JI}43ThmNzoi|aM{pO*Xl-wS}S+#zWl7uZ8b(1=mcK|SX_ zLUkJ#*0bbmSA;M+Sv$Tb-P+p;{e3q0WYu;bak{8BoD0@IV+xrP&_P!})vk387qT3? z+d&BkUsDXI+##9_t=;jyAHuyh)AK}jwFX@L<8X^8{k2cc$J|;JnS3~I$-vrI(H_F~ z&ERrtjEVD@zU9CiU+zn-)J9^Dbn#Or@xDiugx%fknkHtSwz=Y7xDg= zo}N^csBmrERmqgHIpTr*VTBC1qX|qiD;6gQr{|oiqSm=3zIjYzGisEbekJYC!Yygz ze2V!S^K_^U28Oc}69OQG<2(M8C>iT51t{S@#+))Wkvx^60C*rmniM=9`G|BgtT)=2 z3uU3jS6NcOOs*2_q~$WXPi9K<69WV!eH!KF%)_g8H74r2gh(6cbtMZU4Wwm<#U=Fg z^epXTARJ5*^=7jB>4>f$*QDJ;osYkVwgcKtJ--3b%P0acpfR_-i+y>T~WPkrv=^PVNjgTgoYeW*^BYfIuGLqdr8^STeW4C`v zj7PF!9aLA6N{V9gAfVRKcOyT`0CvyvjcX*%UFT5op4J0MfqNU)XYbyUtl6&eQjNz( zx5i($Pt95^lfRjKQTnn1bFirbQ|Bp=ynqLIMdu;DZvdWwdrL`Ze9Agl(^8WX=l=?e93z!v~Tm#Aff@@r>DDnDTg~l zKw+Z+yjB%tLZo!O!CT2b{_Fiyg9N(F0I7qFy|Uwd5qXTu%C)2$=M_3zfI?r3V}dQ$ zB>+HHuw*D+s6D?>Su5nA@=mZdK5 z+q;PG6`o34*j7(}z}5wJ_F)Z0z{us4r!#lcMR?e?CBw@`1U{CtaP-t~Z%HkGm170D z-XyXGGHt|mauK34fk_Ai^-=~rJP|1ht{g`}KZIEWClWDbrpB}F4>62Wl zC*`G^M7$jx9hYdSLqiBkOCnm4hv%=aCnhGopozGWALANv0YqUoN&8ol<6omB?*#%k z=r*e-n6zy(|HTyJ+hNUP2c5hz*Bgxg7jYXDQXo-C;zx@$SP!L9#uFjSV>8kT8mEdX zt^xMZ>F$U6{+oxYo|J)4FQ^vGDIT=@&@1U2a(Vxx`C>M+eb@HyRvXWLZcq(CF)1PO zlD4x2D$8Qs&$+1x>G}n2F8ZWbR6~L9jIKoYb9BbT`Nq-}>D_o3 z|DvA>ET`dOkP5o?k_##3?bG-B`^^we&%m>sQ)=YCmbD%_AL^|~w?-WFldB9ySG&FW zq90Eb2>@gNDe6On*Gay}4Kp&#EZuHwy(9iG*GAad$bv;EYY-6fuy24_by+e<;}d+gOdM@ih%&jBpRq#*@)K1uJj zSf;hL##^S?)oE4*_K9E8w4pAH%k7)zHNv_s_fM#Z#--H=lP?g@B^{-+Nc5hL8T?ys zLr~tX!{=z3V*1iEoa5=2jLK^zxoqV~N=|)-mwpL#PepmgGQ& zf=o4t^eX1#i%5)+fP_gCxQu)e@s8!FC31v_G4T{ag+ZX&CUC{WZ#)US!xE+1cHAJPpF z2#ICj?=IgPS>l)kw@IGcOVh}^+oZQjIqPGZpD-7FnALi(`Z%as)B9Mh=@q3DBf($q zWg&|-$|O`i)4%p;tYav&-iM2WKC~H65$4W2STv_AE&S@A^+J_(%2!G_eHdhaw{^hf z=`qSIeY+T}>vM}(=wu!=bV1zP9`!}q$$(bx4X`jtT6%W5Edk*aGoCTpM76sZ^I#h* zMVD`GxTdiAlnPtE_Ed3Er}4E9{#00(;^pjf=ViP0w>l8djOTC7DQut=#E|DBl7z-> z^+7bxn&*}(YwC&*A^!?beN}NRzjAv)4-I_)9Sg22AHT!PdEsv@Pu3LmIy z%f$C;ub1@(J+yAo%}%WlKKlE0gO%WOU^@d1Oux-=g&FyNfI`eVPsxc5xNbCk{3M@# zr85R8nJ)#ZdFd)^mwfe4)X1sl1-UO*FR}x93u-8mhiw-;RggsWP(ialKPTZom6NOYnAE&rk`zSI^wa-z%~DN zVIQT#$VivcYWEutoQ8JVmaekgzG$FcGTwM$Yy1Aw+hfl8m&UALzt?L0q^FRXfoy9O zMP=FdGrqZ6WNczx@ZQd7__ijU?e!!6YaD$Ay}FmLW+QQL(Wy`OP5vMkR+D4I_DJ5! zECdL|>Hw`Yhb%+dMlsefjL~_|2W&4#iOs za*yj}zq?XTyO>ffgLkD0kVuyFKU1US0lSVNXv?GhjSWVrI%==PKv%g<&rO(R(ALKj zf)Oi!JNa5K0%U0sw52-fQUf8U6hpmgMPLP@>XnNInyaI7{#kyey;fGtf}l86jsRZwPZe4Q^o{H#B!71W~P=_N{XIY>N51LzGyy zN-E!GxH2RaOy~)?Iou$2bDWQO@GiDWETW%7!|vC;@U*7MQQ7a@_?xPjA55=7L~KFI zwcMt>@rEHq_Votjj97D}@FvE8cc^Z#d0jzzZx(4fFE!*Rc`Z$Skm*APvhon;QAqH!q{x>fv~!ZOR;8}vT!wv z&)@S*&SisNY&?^hZ)y2(ifg}VdTSzR6<7G=)PGr^Za1kVH!x}G zmp6?x=$zEMAeKLXtOgqOMjkMli@ji&ty0&>4PS7sgc*#EtGV$mtdA+lzHvVM`6OTK zCo6I9(U~mUX>vpormM*=Sm-*i{-c#`lG?F7cyQVfBX&!lJ=o?hmsSr)ze#MalqS1L zNPhoEv0$Zw@JGdiqg9U;a%=Z=rC{A%kA4|nSLyU0*C#-$F;p%s%^Kr}dAvE$nF3 z4s-wM?|qz(;yqbi)Wlc*(Y;_$isB@<;}8rD>td>keYL%m^Kw!r^4P9BzTmWUX9FW6 zHh%Lw#uBc=(`SIL$q&d{#T=zVC7sYpLR}o$Jw-FQ~2f17bd%*FBo z7e4kIc+ruRKlT>?YOpnRK6{VvP>12#_Juv^=p%<&{3uF#Kn9wzS{UPh5j+0-ieS6; zR(=UzQuPnx?{&<$RG;iaRzdBWO@dcu3g%v!HWOoMNFVjXsM)%F-EMI2giha)@e^)xQM8b8N&Yw2NmWe;~j^|6O zqJr}=pwkbdqoeny<$c%hzo%!^jyyge2Y^4kzJszk+-BY$9U166YrXFq>QZmrv6N3w z6INVL?`URIL?8XWcgOE=*{CAV^i2az6CBRh;ZBipvk;o?;D!qYu9XEk_ikt+PW^wr z4P5GsZCYjD->6%e9R)WrD*tJIx<;!HJm>Bc>bzFkw^arksIcSq_LF|1Tf+ml)Fd;S zM6Nz*6*07aed>Qf6ux~M9sx>5y{Mk7_0m-c!0+;Tj%8FVMaW4Fm)LzYhwr^)t0xCs z2#!6k>c!$M@O$n@Sm*;v49q5jwvoUV@fQj}#pYGUS-; z1-3`!MytPVTR1YA<=I)s)JCx_$;ZNf19}rAs)}C;kTB;g-&}faz`cC9U`D|J73=CT6aWWE?S`w&iT{M_vWI*`Rn3T!pRjT z@aKpFC)4&A#FtBDG_9voox2I31KQnqSF$>ytfdqdKnwRw9%5&<3N77J$>afQ2Y2+* z2AUcYwAIF{i>`|z5Ka&@iu4uEQM=uu)?Ift-UtHKvVskM3n?EnG~;i_yqVj8qgDFR zb6HO>iT2&Bp@oQH&uRaanaduv=*=s@24fNQLQNTFZL%U*V(;SjM2zOf zeu#5@+T50iFjtrfPeG&Ybi5vt^Hjr9ZkTyRPTuP@ac;_+$bg?bTAjG}g~K9NsebX>C z)1iK$M{nnjSpFEqw)MAr(Os6-)M$8~`$(BVU~Mk5Z!nE{pD~jB9(6aF$l(-99G#X< zL>)ofQD1F;y>sRQG>LbO$!XV#Ehb>{neiUQ8SqnB>ZmVLwUQCw^GmVzK>O;H^c8oC zw>%W$&Ul!jCSv%r40{n8kEs}&9x4@SE*NXaGZ=BSffbnUmRATXT>nUsmn0B+5%=Xt z-hrm&Xq+27(3fWE=E%*;`i*eZL&K@3oEsDILNlFVEungH{ z*2RrRYSSI)4&#us-s<3Y@z>OOdT##q>5%t~+L@k;@Y5hUkm^e$EJktr#|g2lql#mU zp40EuW-x%=!Q%Y>Dh(z8X#pkcUq(yM$cXjIhyBBil6pgwuMRb)w0Z)Jby%F+i$i3l z$Tpg>QkUX%E`K1v*pyQ9C5|;G0DoH~?mc>yBwXLk-y;7n@0Ud5IsXY7*_+5$ubUvD1%Nj)d(*=lGBO3$3u?68whAGN zbn(?65`1*ky--i99^+i5kTTz-Z!=hi`IQbWOuQE88RxE{#E+(e#hdDz2l6B>2g_|8 zJiLP+K(F7EdA&IKW8T=X;j3CwY0S z%3o6x;Wqo!_1()KcZ7k9Zjb34-seQ&Q{N;t^P9%3@}I7KU~36_l@f7lvX05VrD=#$ zQfx+QqTo$~`O+Tdoxsi#7{;Tcxb?=$%fP^(oHn?*lfrl+A(kXnI+>UDkG7PypgK1+ zN0Gc!vArWP(4OZ+qmG6(fN`Lc`HPco=#9?O?<%=&=q7RBe)AN0msG{m1EzAnt%c+m zpS|hDDbL;^b%&bC-4?aT2=LFDcl+4W%HWLz>Xn;M|`$=p97{d5HJEJ>se z6nOp~xujnwGx@5=)>a2A@ORT`jLfqd{P$wpdGh z?6vmqI6gFxcc}V?PnmvO>(OY#!xY35_ajzf#9vc&M3>ht)bQ0}YlP0qIb*nW(hc>Q z69*1Cx!cLdi|nlh5=QvrqhNsA=!a_-4{*oRieF6XDV;c{Th{qK4{rhEeFEA3@s_G} zV~Ms~j%;me;y!vHR{Vt>Ja2Ao@!eCz{(ghBimrC+;3NAyzNeQyM-~gq*DXZE3fJ(g zIV)acTIVImpIf=BpKNvw>mN*|P&Jt)tfvZ%N)l=IZLPRV={|(6ly|mtD12(+(k5?o zypD28`sXV{+qAL3X}1U1Z%aAGn+K8%Oh&ZWxk0D%ACy`P-e0_?8M(r7Th8-?b9q<$ z_IxOJTQAKh^X0l^%N)&uZ}DU>a!WOWrOUtw^4>PgdUn{?Zw*l8yV?NlmMHW=qiu>+!L?>g>8+th|z$JYJD= zvc=|mX&Ss|-LMUyPse3)7qa%q{l}`0G1U_zQbv{!0@vzdglIn2>da6sb~l~J+>-WR zy#EaT`lphEea)AW4Dt6*`Bzjc6Z>D3SyOL>hx)t`CE3Pch=CeGbF|(en$rk=DW>)2aN#b(*KhAod_E~nnXF&l>lwyHI$aj)@^POozvx3;f16j;q^y+u&ubEv!1KWQPe##0!QP`@nfe`j zxnqWQKoIi}n9hV79{* zog}2MpSKQX{$C<0GZ=hk!z!OnMrORyVZ?^!!ny35UOk=e`F4wZp|7OrD780JN#WkQ(l)*Nr4Psw z^r@O|0fX$TqP3=DSFM|p+<|Lip0rgmm$m8oAG)Q0vw|Ocp<$Gzb`S&zQa;r865k0= z7PM-lmH%a8Xs_)qKo@PP$sfiVdo(y-+jGpVL_l80Z0)&MdQi8+Wmnk?C*%RpK+jya zph!}m3{I%z8sP6i+PKR(*{XxR2(`|M3Q#P#B*j&=N49MO*mpw${zm(WGKt`z1_tx^ znk(wbrqx^NHMvxlyx;$2;Z- z#gn1%7g8d0omFZB6BA!{EuNxr6A!JnUz|R`KA#;ghT8 zu6t&XG+Vp&Uiqzpho9@20xv-%floKCE0-V{PQ-aq{h|yTTuA9v2ds6Y(_YtgF%wlE zoqTHVDSN8ii4t`w+Umnv)N^i3*TqeHlA}CF`f570WM&@9rqoRgHwOC3Eyr{B6yQGw z*79|KxZE|8awCvR*>f@UyY#)J3GXXrncjN5*%H(J9FTFF11RMdp5}&ne2NPLX)_zt zxBsggU?@1LZ8WQ;XXuq``ZT5xKqUNGG-zIZyN%T{2a9&0>vOQ7HFb!c+X-FzK=u9l z=m4TwAc^>=j_^}(DG;Yrd7ErIxkDJEbsQeN3Na3xDE+P#KEx7;r7?fP?Y z4-!(}ottDX5X!ly1P}jTr~*FEUSWz+-E9DduMw^kJ%;14e0fPTm3gl8PhL^%4B`jza=?s;vFn@6 zrD4S_Wd>+t#k8Ah+Rt|%V|U=ucBN6b;7gw#i5}%ki><^*V+%l5e!$k~M!ny!F4_KK zl^p+NCG(}+)sEVI@h9GV>OfYyP4qJ|POO?51V?iV3(gnZ`06xxI~J%p4S$Tg$`{Pb zJ#h@PZ6$kTJ1X?GN8QSOm2Gfo?o@F%K5lszWAPOS39R}T2{qb{eEs$RQ1%u;aev#g zFu^rg2<}0G1b5dEToT+J1`QJ2-3jh)!QEYhJHy}*+}+{(<(zx(t9tdly8lx}QNz?! z!3=w^-Md$JulJW#?pxPM+jS}m<8^YEOzfOq9?Fw#zyOxtUA{2L&4uIWq=K@XD_4Y} z&2{|D2TP5W{C5+Ne{egw)!@-d($5I%yWuaqJ6knvTCb`1C%ZlT^6*XaB01x|1$cGs z+^&4yJY!>aJY9_RCBKaz;E>LAyExzD-EY#n-Jkg^FZ4`v(c_&3Vqsyc5a=6OZ{8(Y zOU#SrReteU8ru+(GLXRTeJXX<}7yC)2CP{HZ@d#O3;3G7lvm?>PxxQr9TFt2C zqNH>$mrm0`OSwTnOJr!cGe6o7255?7f8pOX+w|?1G7A}zPW#LD<$6{Vy6rGiCQZue zKH(~nhle?Rj$sREM{RNGbIa9%#Pa4gLq9HRsw;aw4($Y(f-R9g3=}S z>HPNeEZ(_LMF+e^RFCk5whHE)KV8!`)1BfB(1_^>!+CR>{dpp}okeT2*tD5$s(2@m z##&CJzM<{FZuF#j^^Ndas3-YghbtW*r%!5|IPAOu8R|D6^QhrevCZ_SPcl$N-n{#B zFdLU7S97+BCy*lm$MYOuYGfv7f50hkKCcqve{RQmupVHlt(KIQIZT9~0&jTleA4zn zMk1dwAW(GZbX-R)l(QI7xa{(RG={P}q4s0mT0Fa@MbmUN`6I@{INQ_X)d{2j=zb4y zF|=%mX^c!*&H*=UDdh-%LC*}wfHu|AHoqgA!rx6t7&iV=%6}o(5s2_lR2AaARM+<@gYmhGv4#y;lje=AY^{!Snt{!2?Kf#+;#>bGNn)GbSAu zoQjqoIMSK;^P-(BO`TY_0GgY=KJ|3#YAQ2ps6oXDqqr%VnU7(4+BK zmOC`LW*~&b6SV25E6X!E;VT*o6*?wM)(xNL`Aru(y}i3jn_sH+L0^g(Z)V@~%wwf% z!~fGw8zYR3C`{vU6Z>q^D#trg-I+;o%U|8q;S4DYCu;S!y&pJ>V)f8R*k5Ffxnk7T zq){3BI7%w3L)G{S>S%jf{hn6tU5VWMoQru;&e+09&L{UJ+XP8*bh(BfpOH*h#DRVd zDb`UrA+EUGO9i0~ZqH8r^GjyRanFF~VgXwKKB$jmKlnkSAxE+_Hz32lqf77( zj?LkwM%+IxasRaugy}KCPNfwWt3sSf-u%tNHuzi%$O+%dBI0%U5WG2D0n80X<|Lj{ zk{8UcBw{H{a{RTahZxmu5DY7ot%H%B-CWOPL|gF{voNn7mDL@lB7-YIF%@2PQlHx( zd~aO;OUeGa_l_f^O`@p&ZKRXV0ii5Sgd=Y;OF7fh)m)Nd|9@uz9EpJ_UF&n_s|ZV% z+eBzDIRs?K(WxbQ(sR(Gj+Vhw`qFudyiMI+z+LVYl$xpJHslHS6b5-?%H*tcy~NEA_Y>f1Lj8_2IA+#fxBA30Np#ZJtC zShCLQE_d-p>_e*M{&Cwu_`hCRE}LD8`60_ipY+kqV4BtSV2HVWrW`Dfk>M(IpOqGt!I z6(7oidlBGx$jao>Cy8WtpJbUsKIggQRHo+4r@Jno@%{1VAiBUo+oP7NW_kzzsXMhM zaQ3{aA7ZiG)ObV2`^nV0YNF18X7a6`MZ^kr);ET75YqRi?jA+%dfriz&?udvt|<>R zkGXlSYOa`yi44@rj0X+uONqzO^r`x{46|>^u^W^~7U=L~8|5GpiDyqx986Mpggy9Bcc&+5qU@Go6evS)otIAQk@%Wc*Gt&AL~$I zpk};dw7EGeQ1o^Onx~w9KbK#4t|>fyF2fhWxkkHD!fxetCOsWk53*C!$nGj zp(I?3+^Fm+l*axX>^diiJ3h2#aQc3bvkFB%rQxv#Nz`a?Eb=hOFzp|!>i;i3J^L6* zadLThl%76&fAr(WkrC)fbBmPHx>*U~5d8Ry?^|Ha;ScKpI)TkEC(k&Op={GG6*>$t`|B-Ry1%$?zbJ0993|uX5r5~z zYi*Kf!v&`t9vpF)#exx0J!XzM&jx7G>E`Qv|$U*aB$cSd)93|tb zVWgjwi!kTZ-PQx1n-i5i=5`WY;)V9U3OUdE@$z@FWjZ=|^v>OzHz8CnBovS7j7{Bj4WE)| zD&pT-kq-ptHjmdkXoEleho8*AT$9hr$^%y>a7ULaz>-r3tJW3JkggR=t11S#zE+n)W_&61VHU=XdwnPE(*iQI>|#yHQZp2UY!j?^H}@2JCf^&iO0|6Ma6ly8c~ z$%wkUec|K-tfH58GlAzdeWB*e7|{~^b`q&maTHEhs^pXW33hkD_*qyEsSc~ThWZnu zdI*K&@bUt1i`V_PH&v&DlTO0o$1QtJaD_-V%gJ_!tcmvRlSy2F5G7B4nq(o&x zA1`S%SP~(-c@p+1V$a%yBKfi81XU=3=Q&D4Z?IYPPs=5&SE^#O;IA%La7#A(hEKBMLHr-GiZYs?ZP1uEKq(5lQlBcCv9NSrRn058v!QO868;RT<;pa1y z{1yuoZ8;plZNuXmD{xY6^Qh+cwN(u%J7);${s}!0o6SWpHQYqHV7YZIzWdHyuNW0u z2=F6n#^WBuKbPtS$Q@%sQC)=|jq(SahA#bX^tbI0(9itmR-%6wy>)t;NppGAK9HRB zZ#O=vt>w=J`EB9Da`PXEJpX=P!e`nRHWs0~nhp+?V_tu$qdBD<69&2baamk9O)VUo zASX*AqheE*EasF$>{^uF8ILnH96M3Ax=e|Lh_0c?kB@%PoVINdWGB#m!mB|#{@P0w zo%-W;*7knQWbz}0pY)6P>{9s1b4^#(l`vrFnIoQ*2`#gD@kwW$EQqtv+&RsXm$;;~ zJCCGd6&F{;dPucU4b^??ENJ@X@dZz&u>?((w@e`t_O-X`4>kWOu$jDpofaRZgO*Jj zY3%v==JS`WCz^cw`(TQdhW8o|s)7#Vu>i&t_JS_J@!OTIrdq2lEt#k_bf^e-mh2dw zK7joSE~)>57xIZ^{aprnu)j?zKiif4v7DBX<+1oU2g+R+SG|kZJT;Zs>T-$iST^a> zp_XsWiq7}w)QR%i=`#AQ6J6v67!EtHAPF1(uFOmp=SX%EB4z1!-DPsG{ZAIR27>s>!8CgsC z8PzLJ_n7KsL(G^N_XhZ%LonZ5meC$sk>Hy+E8MsmX402yESu#m*^H&@Iay^+E<@DF zo-&L4M!=0->IiEj4lw2t2)_>q9A=!wk6Di7;7CsN&A(3Xy|rAAhp^3PTjB?>6&)N1 z=Rm@Xc0$5wy*x5(t9co{t3rD|0;2FcO*4sWBOEkldi|%4FSRv7uNy3VHHhgirZIR+Xtj^|)&|{ce z`=Ny`)Sc1x5jcdc`L6~8d0z>HUgOv+QsIC6%X2~d(+4wau9BI6-+}dVGE4f)>*@RL z-K>ryp}{9FC6P#_>WOy4t#U@^zdIvAao;#z5-!CcBRLusa0;f`s90?rLnu*oGfmm? z0;*Nkck`W0(@j%-g@Od-_XBe|W5Jcp z^?zDt8KQJ_S4nc!6OQ4V#{GvdDEk}Y9R+`9R^nGU?+Rwc!Re#RNRa^bnpNj%?pvi; z98#G)SB+RhL7Kl?!=oK3IW9$p*Y<;jP%*B5m%2IUWW(V zaAVf?+x+BIEh);<^&C#Rd}VyhAqS($CnOwR+&hn83y;vyFDp=m$2(&o{stT#0& zt_}FB5if2tW&Uk&eg!;Ufkr1C@o9XC>Zu&a5-l29V?WR`d{SwK4$~8@;SEJWgEUPo z)xO34E+P!-aN#5GNk7}fmPhq@_%ZXEfFjHN=U2gt*d3~&4M{RkU2x#^v?%cl`p+?4$uzG0)ZNV-gK~EDTx=nl%TwB=|F5{tyOdIL{7M% zIHJ4C_@i4H-__p-otS$RVIbjZN35*8NUqrBAXf=WBp#Tnc*A9$X?Q#=+JRr#bi!%o z+9JXXp)J@UsdjF9yI<%`MFlj9mTj+3B2x@)Pk9{LvE0wBMk3H|40>w*DgE@{|Asou zH)_ed$Tu+^Ir+opJgVaKA8oY_*~xUQ^!mN`%n9pnI4X$OasP_o)lm?eCTKlv3^cr2 z+wASF>RsMjPVMFkZq?1-->85(XpxI3+MX9TJaGRoccnT zd$DbuV5bbQ7x7~YwPs167h76{pN_@{Ap^M3YY?}~P#XFe`5l!-U1a*qzs;#&Bf z&$vo!+?F+ax%EEAV|S>>uJ{}LtQ3v`rTnR9YxT*%)O>V5qgult7c-9r#a6DT=B_`0 zzVxwjnn-?)I*iegK6+MCg~Zfdp3oyEj9I@s?w%+z+=F+>5)(T<;TW4=1##-$9B}`0 z9pS$(^ph8`U$cv1zh$d2W#lj8uyZja65ziJeIVrXS<$kTdq|^tU!0` zjql|Qrp%SLX>pJV~AGw_ho@ZwmHsd&(Rd( ze{6~P_W|Mio;+LBv{TY9;#<;H?Ayr8Ty5_9ItV69DHH~WxUb2Mf@7&7^LIo4zh!ft z0{S81B5?G9NbERkGQun;Ea`c-;ASD0v0+cSr&d*qo!b8%R`fi7m{X-b9uHNoB7=S) zqKCHu52fV*N28yx0v%EaOVV7~Z9bs3CPXQD;Kn8@*=teV%kl^>TgKjK+E{SjQvl51 zDPPIJF&Asg2sWsOiq}$YphbYT?BMTy=AQrhTsMBEaQ92Vva-)gr?su2`+b|@e_pzn zeHq@649JXSArGP)A56bgj}j9Wex_j+LoH@PgwkQjMusyQ|Cc_zOHGRG7{9>iq!!hh z|8UvQEa%n3ad&Fmt>VG?P&4aq6WZ`*012*HgzlSmY9^=LaTqJM%=e@9Er{rd<;i$J zII-Qc{?4<^59H4}dNVhk^;uj&eEa=uZ!pN70TlA|gMKaiGgH&H3dv6EE zE^oBC>U!0_IBadpC9;%&5D(jL@1w3xg@g|d4vtD!X8{$DvND8rB(XeZu2j_w7CDH1 zn6RKh-XGow$RVlGjV6iBIxw8^`lMNH7+9v=tUNj+rOKekK(9JK)B}fN{QD;r^=l1n z5GMh_L8Oitg_)SxQ}CxUa|`@=;LIbsMPM%*dkRFm6h`&JEBp29=dWK;oH|CKTj4$r z--F5x29oL?rw3-ai`fhVe{M0Gg!aw*d2|3{1U7frvl>z6iDVZSi}xV}dP$+6Ue15a zM*q8n3m;;zvltw@{?TYS?1+2F zY*|domIxVacvu=e0V?4Q+TjOc)+$*^G{yw@%b?Tw0;Qc#UFggdm+x;9S{|BibNhD` z)Mpc=ZYv_EtA~-WxZ-pVIiyV_Zum!8_-sY=N^E_yRgK4=?sE37ubo&O24tHbEBK72 z4kH!uq5rsinJ^J-i)|!hQk|Z}c$(Zn&hreKy8a$GP9PxAJ}${&xbrFL_x|8;$W|rQ z2Cm5vhc+p_%|LuKBm088sKg|`Y4f_(-;2k8@>PfT#+>VGK(J=uD6g)vCO}(tkgpH| zoN_Cd?9Y3&LoKCjdei`>hX+yAIvsn5cL8XBE2lXOG@a={tyKT$LxkvYSc+3y@MT*s z);VfltzuUAi38RpZ|3&{TTVv=`qm@VA=Vks2Sy`US zwua`e^F&--2e)4Ptir1{VG9sy!#aN9pEJf5$9=ktU!!TB2}8M5RIILUB@EhM>9%+N zn7m8Z)wa>q_~8g_trR&B#^U^db!f3Bj7M-WF#b(HDuov=;mM^^*A z&4DNh6h7*#dX&Z((;k-p^u(Aa&o<=8*}uQO2xBa8caoo6E`1SVt+YY6pgktY7>?+i zj^aL>b5UoMw+WKMFw$IZh^nUkTT~K107uR2gYtRJyo=37fhT_{!J(?u>BH+lqMupz ztM+WiV_P^+ecs!@D3FCx$@JvWn8N6QOCDTmK64pqNPvx)LMtPDLe)hX)5)IcvM0 zHPp)FH8=EVHsI_ogpPaUfRTD945sjS0{4*OR%e@dn;p1~D?ZYMp`ZQXmx1P+=`c;9 znSrBuhbE}8aL>uy_;0QUwHpZlKh3x6-9iC(! z^5;|J*Juuj><2ys?A33#gk2sI+I`a*h1HkK9kLty?TVt%lucm!@lIz-rw)wlFIeUE zZ^G$a29`GqsA_)kR`pnnV9=T2JT1@ai`PFtvO~1FBbv)*Lw-fBJxNg2wD3kds7{(j zQ>vYPul(}i&U!%k>5&188}thru(dQ%fbj40k| zjsVN9p3Zy=E;bW6CC}LvH$|^H`l^(eROvwFwrrGXMdColO@hK4hpjX=Gc1hzp(lA~ zj^M^d>-k^JH(?gouYF}49#{7;Z&Xb*4EZXj;5mtvyAbAP7@-ixH$Ze(xYq` z6B3?L7K9Uwp3cq3L(LiNe*ljS+|OXZseS#azxmv5w-ZC9;$*Jkw77b*mn|XS>><>(vc6%ecH>)Fg5RR zr{cfEpgs<$)5Li@MN&7;+;j&9e<1Pb_Mc$}6?1Ivult6Ao1DG6>whsH9dU5PO?|tR zH3$aH$6$#W{fhK{{ftY+-luugo`OX`Y-@$dG$QX{Scwr{1mSTP)-EGmV89Xw#i&*c zMw2oDlV~Dph@8O&JAG$YMjgAODU=iZm$Jqv8?yt1wnW#@1HI@%Rwt+1Q)fBBB$g)% zdD(is7t!8Nlx@-CoM3&JMX$%>1!lwLXCRv~4hX!VAz1#g=2`GLnndaKaM}g1Hf;A{ zE5uvO6!td&iWa7kL@gV9LeNBpQ>g#rDjvT})lth~1su~DWi&s(cqdG1$2e>K^t4ak5|7dhLB8A{>b=qxWqGwch84{i9Nr>AAXo zLX)wMl0dDY&It);{1<}J-mAlofi929_958b1~ zrmSW=8~+iGikQ&db!E6a4ZY4d7bmXF5kTd-tF37g@ZFbHHe-Pe`D%L!5O*Wsg) zon*f+U$K1B2g_HLiM=Ex_1CMRn zxg_N>0U0psitX^^L%Z8GyWeV$=F7o><)fkqd>shnfF6TG|Gh_PbgQNWjYQnyF;H&d z(>K+a<$4gpzM_Vu_;}>SvcqeFiabxhAP@ipxG?(uyoFfkU5luj;%$*kjbv|iD3o9p zbFt&4nqp$S7t!9vr8noiC9aUrRPwFHp-+2kqV9d$(R9+JORu(VSmOO|iGjeGm~QM^ zGovs0}u_7mCR4PS7h;{Sl_}xW#x*UDuTOb=hx$E?P zH!F$Q8BES`h{m-{wwvj0!~WxH>hp+oO?bc5lD*h^Y!R|L9ef2f0+O8}AV4JH;PSTfb*1BV1^r_&d51Ug zk7fJsD^3eIPPW40p4W3~BYj0FT!vjt}ZR1b)AxxjT|pvFl>L?#O(|T z1e;}f!jc}DNB6grUL4y3Sv5(dFK5AiW)E(M$IBDG5D|(Mv zD}0{kF23yZt>oYc)sZKl{}ri(fu)BzjTDwsML4P%$NB6Rr?`SGqvx^_C@aF&H*Vt! z1nDo^l%Zi(g{83g@-y&2&lD-(hD_FJ+jYZz2lC!6Zs{w@pB(!~Js)rCY0fui_4tcA zJ_Qo_(W9LMrCcxFb@ANu@bA)G@920uX;l%*hBo8J9v6D`xCaIp#NeY~-+A4w`=bv7 zNn0Pif!OyyJ}_^GKzc_Xi1o-Z%j85+y8Mhg-|`Fq`B5A-S3LUDBO4rZ^5G>aA-%sy4b ztesCjReiJ+9c{}sPF_z@v&htPac*W(>nfY5zIl3jc%Usv{k~gYW&Pog?7d*J?YNHQ z6jx4?*cL+XYJOUmEuqTwby4cv1mOf`1}D9XR}rB31FMAE`>{&<-*3PP^$Ay@`qEqS ze^o70H;^Z;h$WG{YqOgY-Jfm_|N8BlM%HS(+ZSBQFv;#OV>+!)2~ppgv3o#=mU3lx zf>$a=^S>XV4Zck+%wAes;;IRp`!TD}wV#{d5(~BnVJycN4)}XlRoJ~TNM}wipYBk% z$&rbl;c(m}6C0)G+~uv8BNU}=6rS`L=hdhPq-wBWQ9q|*Zyy=hrQH&Q7 zkF#!8w=45|pu)fwF^UaET+FH{EXH{aMiSz3yX*ahBlI55!L5$_6x>uTN%xsIz(O1X zV%PM&V}j7+-GrXbdXK-%0H=4>;rt)Yd0zX?z5vopYwq6!G&cB;Ifa z&({l$T746^K#Ci--qjc}q|BBpY!%g>iZv_SmsHM$sVTll6D4hCHW`!-olE<5{|Bjx8$(@7OM0t^3Y z!d^>covb9M%X}Jua8r!tOK@+3#qHT5+e0UDz3$F1J1mm^tomo#``S>b-t`JQY~e^H z{ovIeS;D5#D7QadZI3`)Os`pPZ(UdDMMvwG6bpvW&8t&)nVg-Q`>ax5&r$8Hb60{) zT*f}wj;nP><_{hY%jvEEHP8gc0~zA3(4-P_eBwVa)n?+-4ITJM@&1WIFO63lhBK)? zin-#UUwq`Omp=?`J2aJrWV}=;2$E~1FONdXVkqt?U7T4KVJm9mdRX3QygyxV5@Rif zkw|U+viACdyGSul;(mmAy{O)bB%I%2`R!za_XsdU>hS@hXbhf^=dY_y3p%(fRWR_V zF*KPj6gQbdr)`&ix?s@bxz;>pARB$R(Si?BoU1NdL+Fv-&xd+QESF4P=P37!6JFFS z>7DFn`$bv9_-5(kz;vXt>%m*9kjQgX%{Z0#Q(&S6*p1ie;2n}1%Yv%k4wwQ`<&RD+ z+*A%HY7^qF=emv4d#(##?u_yb6Vph$CvdtNZ$)zcyhcEel6M+! zgv-#f{LY}&BHMbS33+?7cg)5*jCC&wKL&#RC^A#mvmC3~^qa@OG`Bhxi{=dVW)jiB zQPpPKXlDa^d(u8YcqywfM~re|KC1BrH$4+bHRoCqZyKbQOZ@=gFee6)|jjL`Iq1Ic3G~y0G?m!BIdX+F)#lV+xK*Ie6{GJU+D1DcPTTM2- z3Sh^hFMIuW??L|UB3I>bG~S!W8u5WBxDae%a>S?k#ttgLHK$x#oC%zm+u`*s+rWBE zWNZNUyp1H{Q4T^Q+>!r$49wH|eOTG~>F*^-!2Vqu8Bzb`hf?7>ZnJSBzDRWWBVb@o z1DXM;ysmDCM|1l3;g9q1Mc@u#byh1fwO=XMHFWQ|*2KD2+`-+B0Y+l0z%uhKf=yUG z0nGVEg~P3uX7?r2H0v_E1~92dYA>}lF*j9HGZ6;*t)MuNO)#F&;rWPML35KkVIx%J ztzg}8zcY{Sr;<*DLcR91!*x7zYke#T%%(IOkC=V}PVT7C6qc!4GX)@?p>`X{Jc~FY z!*YTfbE(X7n%4jVRxmKOj5Rvfd3><_fLr7bcTF}x=R~gh{Cw(tnufdb18xlP{iS$3 zF0D2Aslj%I{^2%p+ndZOIe!8LpxfuKEOC?Lp29Hl9aZ^zX63#@K$VN98!nZgZUlr( z*B$(&{^!{1ZuB;;^=Nl&xYJ7DHfa+HyLyL?CeV%tt>-~Hc`JA!Vg+1j8<#vZ^itg_ zi~6VVTsSvfgH8qRV$@VnI+F1nFt&kUxAG}AG^3`Md)P5K&xX5OnU34K zRa|uh@zK>mkWIKbpui5*^br zkQs|Xz>6|C+t;9xx|&6IvZ2?wR;opKvoJsGLwt%vai{+s{3@ z0Qq*9hb15iMJV_`xifX+eHw)#A|%HZ>q0 zm3(d0lMBDTdq{N0nZ!HMbHC=#mp0c7V$K~3D8-7pvunkhR7xzgUDo$=-?zkB!qiKz zdtWYy@uOTHokMH-7XFNWZr*xt4IyMRmHl8YxrwXmLSC7TziAvYs0a-HdIj5hoN#>% z=_NaugU(6UBXRwM*}U$DQf4=swFHcn*bXAJ2|=RpBy5b1%LB~a;v%w*!m`NSf6fO< zPv2H5xer9(vpOGvX$OF0c-YM$fHTo1+jR8S2ix_cZ3C9TI#FvUsI*hhQ+G(DC1US4 z_7{Ls&>ROWv*vHnLITJU|03c1Lh2uMd^=>y9cMi#+cZM=q0c#QjBJ{BQbB(JlXs&S zMvCaDb06mCp}c58g7RBnZ^xZ)4UPbC++ks^!M^5`E-gk~ORjR+Az&y^NV94Ay^1hT z`{d^iO(CKU6OvYoY`7k;dxSP2-Uzfu=Q0c3j_VgBU+wqC^V+Gcp49iaf?=NQUN?A~ z{8S_IgrQL6fgltq=5>$j(-L5&%t+WDatvJ{V!XbuK2W%}9HlR=V#v9&{YF~HFYMe2 zi{`l%ZsHxzmZ8TF%BDWgly7z`_NmO7aKliy2p(6jABHaE2nPkw?HdwLy>45b^|-rn z;ZC*MK0n=NKpq$New9}IoKXx=8@pwD|Gr+{#H|q5*qH#^KcI z`g0^6u8yOUY(Rwl)91IDDlUb>7`j%zh)awx2yY!*t2r~rCWKzwo`oWqrzSim8Omv2 z3k82XKT@r^Kb*9lHb8^MqHl+Ra#6Zc98^rOCUZ`jN^4%4z34fx)$Wh3lApj~^7b|H zp(CR~FzSDA$#g-4p*nX5PL0pp>FaXNMY{34DvLQF^rg-*_@*}c*T+*|#;O8^t3YD~ ztd$1nDQcXO1jBrvDNOrj!E{jKk!ntIYcF`zmYEpay zh>lW!$J2QUI{INs;+V&_>D|O~pr?@aP?WE*QoCb(FI-z}Z_mosH%edHz!m%pzKC@T zf3Ne3r*MMx+IE5iP~x~a!8Dr`Zw3ra)8l`aouI?W{s3PK&yLUfogyxs%as)!yJjTo{;iL5BmtX=)3}OyT7`|8Akkrf5p79>j z9LzoeZkskt2B$c=2&rO))76yBAp!S!D~AV=9kOwufeQ7N8&`i3Qo{`iE6*rkCG84_ z?dgX?z7$_r)cvug-j|x!Ho!f+UqQ%nQBFRpG@ZP0I$*iokZD}z$AkEbtYgMcMf@)e zJ08YS(bjXH_-#X$=)eE8|btdun1Uo*RpJ41;N7EsPJChA3OivG;rvOGUkt#%&y7xUjTwJ ztL5{ZF#p4d-pe$yUzXd!$4i5dD2<$>yT7bTz#U(u*uaN?XpAP&wj|ZFGWVzR!Q=fR z09aZb{2mXy2{I!)@dqYCOlCsDXM9$ahdN8FmceosuYfgv++9H-lV9UsT+E=*3poOj zo$%@;_da3K)~^_@N_%<*(c&`08;_FZID3O#6!162N|v*ZKBU_FVSxMJ1^{n_JQ6%^ zx=q_@$K#HJOh#|$gpF@DK8?s$z7dXQFSX3%(L=*G!ilZF0|~v%KQPjqc$VQG22a*a zJ_<4h@xd!G$+HIy;lUX?hol0S*?d7(b5qwF@H(@tF}W0OJx8I7turC4_u}@)1G)E$ zosu~;ct#oA_K;3o4ps7MM;Sq_i}s>wA^xqpb?GS9JCD*OB~L}LybB6&nc>q&+wHkN~4&PQ|tkL&j(rYy4SC9 zaM!KBe@-*z7kWs&Bjiz3+^RP}XH99GBw{f8Uj45way6{wFOYEwLsIkQd#Nm40ps=) zog+4s7Z+y@%-RzA!;Y9tw75~WeIeyf^w^Llg8ff=&iowQDT^V=_Fy7MV$Ci5klmcH zlzK@L&&-?^T^X-H8TXZIwW`YG5H>1r_Glgt(*BYA4vSs?)5@wLJyAX`YU6YXoH1+5 z1z@6(sO0#=3Rq+~S52K(#)`yt6Ng?^bLzW}PP+gazGsM?9RURiyi4-B%PqhH;H_cN ziw^j|p<%UY9h-NynLk>r(eLh|b*{(cx~F+38CO_s{9D;|dv4)qf1>rcCETih`~8XI zY{jav5oNa9r-Me#-sTF6TQ!GE$%U!D=zsx zVT*mP>1W|_isZZ!zS(%UWF7a}Z2)mUwVw^-nWzeTj4(EeQ|P8M93iKYhs;keA?~d- z1H__E6fm=L&-mgE47~ajla-y@egG0SERB+=Y*3v14=$Q!(~QheB5rd0qEth4jD?$n zxe;V$pxuxsQw436F53Qlv-H`BajxrkPwkkyJwWxV21MSHasN^$G!zT@0Ayp4q+!uq zX967tRscgc1B*G=WW62m_?s=g0249ZMQ-s58{c`*f(Ja2sKNAJXFfjoMaFsS?;s;g zo!Xy(DYipvw)z5p@9o4duSXdO`b7PUFKaU;xJ%!ASAJSAo5RE87-`Z{`*aJFb&-m` zcEKW&zY+C`)`iZY%DKG=6!w|aqJ;(jAgC3>YEa=eb~!ORr`wL+mP{zve7Rz;4qaqsn#kUJ5h$0^;vW+G_U)hQe^?T07 zVc)={*|md<`x;KdnL4U898j@R2JkGp4|jnNNLFJq;t&=y%DM;KgdU5rfd}oK56mqX z+0F7^wUM1k4iajbuU6A`-A-UxwVNPseuW8XS3PQvbPlOR=iMW_j1B}Y*`ih-Otg(K zM#PrWr9QkBI{%r(MKWuLk~(8wz9rD*38=Y41fy_opdZgrVOR7yZI+voZ)39W{Yk|q zUC>2(c1u>Am&T5=T=q;#%NxG0&iHwN9~@5^&rkLNoGwrLov@^Hxq1i{U4$*S*&UnW zU@1U=bIKoc{{7%MtHSMLgS*Y>|L*h?R`{TQMe*R-HYeKzH#W3of^C&%T*rW#!6XKH zrIsj1v5w;rY&hm>V_@4oieK#>f>ly525XR&(oiztF;{)mqD^^CX$n(p0NY%7obsr{_OYW*$mJ z(Y(>lu;z4Y&$I1-1YY&}w9L-VucbmLpZ1I3pVov*ChXL`v3klRA|Z?Q-;$d@W(n&} zVg76w5ep9CcV1~R`94Jcm}(xjxM9WPXqiFels#T<8#SbeC{9m{r5$k4zc@Kk$PBC6ls$H}@FsJW<*H)b%NR>XL8p%t71$BZxR3P#gLm$Q(8=i!i8V+u6)V8y2rn>xf}ZEJRH-{s`7 zG>SXgrtVUDv|eP0>o0)j$~ikAc;F7?C)fR zzAk{R>6|$k6CUL^=z(5D2Uk*uq`cyn<_r3#4?FD?8{@&ih|uY z0&#gO*4$48Qh?5pir4G&ZN?KoG|Iuw!lAtHLri6A*`o-~F)G6^gX_^vt7zUK;Ca59 zv7QRaCJ%W6z=q)g*|_+haUhejuiD06MZh+!(i^LSLrYtz;{%o8;4PoR8+?XCKRL17x|~3J$vW_`WHYJgCK`bMi$Oe>}Qs z*VIgfskkT>2*_e&q|5x)>XJx~Q^I+my*~3{kh?*z0a<`>*;&cqG$$itYeKRsa9vHv z(cIGrThPZvpe{j-Zn)ew#1`hT$+_a3TovwiD7jo&MJvbZs)&N!gg!WNXSJr{S9jfK zm#;(ULOarOD_k}DU-a14I1<`FaJ7EoK0@ z%p$rCFJLBu#EBuvwb@3HS4)e(d!(Rf zR<9bb?cs!m--rn-hNkSoeQ>^O7DXARM?gb@r=5vHXn)hu(d2Bv^|bwVAVka_O&4hH zQbTA0@}xqZ_TTrmXgkt{4^7*!u%(M&gi8(R`_{Rf8{Pvb!eqV6w=jJ;3m691#S#p) z$Y|Pt7IOChXg0(W88i%YVf`Iqvhh7_nl^%*4NVW}7mYMDQbNs_z+iKV{=}rD#zW+d zVw??;D^w*m3g4wax`Y)l>7O5c5jgMcV99y=YVLw5Dp*4JF}Lx4uL$W_MQpu$;eUO) zlz(U8$OmkDVwPGbe+T<+I9$ZOR4I%NO2`3|_q_}V%b`yI%7AfxEhS(Ge1h1SagH;K zd%J7vbxBx+Kh+<-V7|QiCn}lb6mkU&5Dw>~Fqiye_@hS*hjT;F>GNQ}C#;C`5ASua zvu=drcXEy=fBB7%OQ`z#3_`5^FCG;Ja;5#5G(!eVAtE3{A&UVb>`wL6ZO}O(lha{gziAOBa9 z(rd1HQJS=<%D>ZvbI+7QRf`Xo?eq=`b7Pt_nYg1a>6Z@2w=$HGU-bqWO?8!D7j~p| zJbmXmrL4trB-^cjKBc?i2y#g&kpy&>D+@Z-YZRpvg&82Ana|R8p1n(1kbKsZbp*we zZw|PaKAV5m4XhQan3QEVcxc&84k%uMdB6>Umsa&PuC>v;Nv#gAtBrP+KlfQZ=Ldr* zQFcZ2RzoJDXu-Twc>=G#Di&tg8sS+?d>xfc4zI;s4H=!qPIW6cV?78fdmOkWz3m1x zHsy{l7|Ned(;6TZBXa57N&s7np|r^% zVWE3TduG_HO*hL93R>)#&KZ8D%&Wh?l`emyK7G$m!MY8c^-PqK5$0yWVJt=i+&!Si zH@O&;VFi)es2hwF(x<=?WK%1@OWtuQgCVCW!Uh2(A!#+)_=ck5!wnYG`CmHPCIwwD zj490}y~fjdxbLXbvBhcS)Orx`#gFQcdQ3(M%P()W@uKa7`^41Pf3u20RaDU`%l*1caO`2wca{z{S>9n>GD^l)ZIO zm2Lkos)!0G$O2J9av=zaNO!lCq#)hhozg5?K)OS^yOHkhM!LK6TDuh{IOYN~#) zEmV1}_c;CAz4{nqQxvg&(V1^|BU;1nTg1H)*J7PG#Q=sEa++L3zE+pc^gg?pA^Y`uEr^a)F|$pRVw`s<%IgkQ|I3VN7S$F z?!Lh(NZUGYc1ufhFgBx^uze;<@}$JP40ZmUhIt`lx#phb@8QR2D&rJ4Bec-v8+Tiw z*_HkmlR<{BEdIu+Me9L+PX~Mj(~T*V#D@oG*fOlAw-^72a-q!*urODXP4~Jp=oDjA z212J=Rp_t60_F`b5C86KX%HaH6Y-t^&>P`~mvmi{DLkjHuGAgz1lk`IG z4iNplt;hK7;JLoMtaT*RF1bph#@?0#@UG(etMzyx7gXN&_o-1I94A46V*E3^qZ_|e z@TE^7N)kyvY0F|F=40K5GgQUp~H7(oc*mK49HQfKn+` zCz**(K}ou}c8gmRvP*!1g>ks7VY0!N5j3O9tvU-=(KyG(r_O8$+;*P0PN4vwoLgKOG`_6ZUj(Sm|@;# zm;><=`;NA!-|ZKx4r%Rn6?eGSVHYCxoi=2q72^t?Z{0*6?X)<*ZrgK^D$_FL_-F}7 z?E!C01r&;mtu-640GnOv?zzzzKP(1l4+FtD;6IXMsYp_1y>}R~nD)efouIlz9}h3D4eGiYdey=EGS^2}rnpDYzW z{{GG2blnKKVhra_QcA!13c%I*gotsBX?hU>(eG7A&Qc%CBr}Q_m38i@F-Y?%)#xqu zgrNK?_=NPZA`M(q z@^4{8K0_Ck2Cwxp-eBF5R28z3_EOnA85u3L5Dk-?#4X;=T)fKoY z_gs&p`W7eBgzhn|lTKgPYsPy5s3Cn4#=2Qkg3j^0Z*_s98>V9hO=xD#iBp5NFeAApQ5?!$sY#?Be)Uz?v_C-4h!?$GC%BgbT?swZhJmUvDc51Qj&@;s;A zzr8wN`uRq7r-C|HjUOU{G4UGPmhneRFVwOUtODTNwItxWn)%s9rqcJTSJ0YW-N#g& zdw~#`5&%Puj_ydF#sZ;S0Cf^?v$#m`B&mzBZ#98{Tv1icsih zw=0mgmCuF-?F>SJ?qjIJt{O* z;U~**JVgBLdvxH}$*%VHSC)9J7NQ6sv(RK}x;=ua*>m9vM)ssX9fZKW4>qE7E0J5Opp)1=|KUw zYB2|+_~!NbYtl`JpT*3n{jTLVSm%_hV5+mL9GHLZcta=2{D=EBgZ;Q@XutUi7Ybw9pkiP15IlrX0^(lT1hBJS`tG=x(LZzLK7A0@n3bgC9mu(0+}K!IaLK-LEA3=bg0a9eEH6 zey4D4oYTd=X`2j_)q8I-rd%U8w?>F^O(&ntS0o(BIHqTR;HTOyL*F4wparq)=_1m~ zmvDG8_v7L2cX9EMg6*ck#>V9ItS?f{j;z&5OFgh6B+9kT7b>n`N^$&!#fp9TvRW~z z76AfX8T1Uy%fH#L0H$nS5Dvs^_3XFgE0y(~`LMz6!K(1anmV-A=OqU{oa@at(E?{2_9S5Fh}Iunw-2Moo&jG7uj^{Fs{ zV;k&u!Q=Bd2kDf8L{61k?%j{6Nsbe)^uDNfw8DQqf> z`>zic4)-k+YYHu-z^l18Fa#EkpP;&MfuhdU9*iD0e<}{aOw+5NY`PYtNe|iwqCtfA zbebbg^Tr>CEwI-xZ=f=PHctY(BcbBTyQ7*XeCn{=usLnpjmE&uUWK7s@IU?nj5t9l ztmB(~ipu)2b&eT3u6QR}|DKZJaTe@;*N7rq^>unPHqEwcrH*noHXTFdN*S5RIGQB9XBP4z^K-fW{w)_XL=^i4G9e7N;MwCbA|x4iDKWc zZk7A%#h#WzVDaa%8D_)-5E88Zj#i^flZV}O1mkURu&y$849+|N0m`qf(X37eV%$$@ z7Bgdc-)PkTCYT=VL%od`7{G84%U~Gp0vOj!WCUhd#~!!A+_{GPk4GNg9334~eh$uO z(L36&s;J<(ku1d0>pw&DFqj5O{RLB9+2}{EK)1bjyEHRn*@=(O&61_4Eu~oo9;j}h zqqNs|1C4{}*1_zNaW!E0o)hG4I-}qO{sb$4j!ydBChQZy8O1w8Ge_jz6>(dvNs%h%hrNhVeB7P; z;}|pVfUY~xP#Bf;s}u`F4*Q?6&(a7gq9PaL%B@AvSS!)}YSe9!N_@k&Zy^0^*H7J0CN_OA$ufC`Yn| zDp}Phd;iI(jqYCgv=$HPc22nJ{Hduz{mXvD<8vRb{kIdkQ2JSeTu$ABgy$d>;ac<$ zN^D71^#$3gmv`?zlR4p6o_XJ-4+i_5R74~PLEK;K1BXvv)hi6+n!YSQ!kOJ#-dm-< zIYrGqzTEZBN`bJcaNDH63$DzUqMZ`ODX}d5GFz$Hs%gS9A*$>uE;+xzPhk`LKk^Q$V^Jn=pg5l3SyxS@{cDBE-7+EKuJt?ITmFFLu4Ok$T8!j3REM!+Z)yu^J)ah zEOot;&|PK_A1}jQ0D+C2z*aB~Vc;Kf9g`OB2H&JMV((_LRyzuu7fEbHZ`=nbyJQV{ zv4;iWN1{)HP5>-~=V(U)^Z_XZdxQXenIelh=Gm( zx@5iY#boifv3-UPF!wlSE>x|E$4dOWUw0@Sxw=BGOWA|&xY9(hU*Xc^=|Hg{LHBuC zbLgDYvvOLvK8lA9an2cIwn8sd{--leMFMm@oS^It>lW%frqrbZjaSmIdNYHjM>-S9)uUa+>Q1M7cw;)H>izCG^7*0NEUaM3vf|1 z4uR;`b_Vw$SqH42E+GZ5vr_DoVM)hhUbP%@G1|2Y-Tp=y zdw32+X=BsZCiCDtn>DRU(|(i&%uywxPAhz zjxPYF{}mP014e*-f%m>cuhO^$@&)Jl-HfR3OB}7X0fpP(^HhF6+*IgstT;L| z2_*x@zzW>t0162hAzH-YF55X-8L6qn`>%*YhGbf{4CJ6hZ(XHy9_E&d6b$ zCcNkXRy>V9xC4!XhUP6&ljYtLF#vZJO4;C?w?s^Yrc8vGVR^)nug=02j}EX<1==ccj)-$ z%Klj5&8KrgDg(RZ6=(=c3uk-A$v@!#UIw`o|9=2VHX|Oo;xf>%EI&=9Ym_bH)2)h` zUN^;y(mi2itsz?+ZR8jFO6PJAs%|dym9_p5pU`vU?~Oz~di^F4Z!s*kpDoF@=Y;)v zCiuu11>^knO+(Xs*6uL1QKjvsms7lny7IzM=xYZ3OO#Dz+`PV*I~B0FO@5x?K-P(8 zvYz-amBnS1>l$h5WV)vQ1~Y4I7#-_apNcc*g*g^~=!YhsxitENav#p0kG_i?^dyiP6U*SDl#fq?!ZH*W>&|_r2fsbdG zn*U~NG*7U7A*?G|4e!_4Ns`ddb7SeuVNDB3OV?WHS7+xxWaM@7Ps6wd(%hC_*-dvy z(p$=i_zX?6Re5@f=(E2yf6HFgfh}QnT5FHvMI$6`V_I9QLmIe)t+nb$;M8@*Z8Y`) z%3w>Wf&=?av|f(zkpa|o>j_P5(^;3oHGC>R?#`@$BMw)S6jAx|QBX89FLppz@eu|I z4gaYVa2)pnnBQE@%vpd}h(SrfV&8Dl#S~C@ZCqva|=#8=$zX-YuZOUUJhal=J*2oc2Sy!^Ew7ng4l8;XUS>J>1<1Sc z6JJZwHs24AgTp<01;y5-W-r|c38paJ-l$mhIiW))muP2j)W)l83q2w;coPHm`P$G& z=cKz7fHp62ejT##R&T4YtgO=2B(@XDBdLV{!F#Y{J3uj&OrXXA&&S|3M8`|UOj6)< zZf@CJ`-V^PWqfsuxNTT+R+tCg(Jz@HSlBfmR?x)w^C`hB&yp7}zGoDEqAL8!ru?)9 zJ%ov={jJExM#UFbe)nMGK7@+A7p2zJz4^RPdr|vObeijbp6<)$Yb`K^@IR~UN@8dF z!jhGIK7y2?H2fihTK@Y4=4)9yRi$U2~^ZQL*Y9gppUtDTzW)^Qf`%!DBh4Pu1Ort-Bz#z8veM?1S z<|Pk<1<#M>GsKP~84*`r@41vo(XTCzosI=LsFlsZkJPUyw+nM#6bHJjGo0t6+F|C}m}h>2nc1d6D63u*!&qnNdbLmcd52^7REGB7Fx&|0S5~rs z?isJDy;-I^)-xE)Kp9 z#pIbl-Hl9g&WFTmzpp~RoU4o-uh~HRhIPQ-ck1L!7K09YWo2o6NXMzIKN4<=x9Kdu8;s8qddsw z@`7TuMQQ<)@SHmK1!#k|xrbnA|4ex_{4q^$g#ckg9ULQMbWWaT>mHEn5UX~r?0XykeL_6C_C8!TWneGA)-gnob{#U?y>Ro&s)HalNY zwRG+Ni0~n-D^t~eUj7*>u1+96VCEca7pvIIk?j5htbpLlAF4;?x>PzHK1ev@KF{}@u-Ss&swtEV28BQ9^56p@NU88c$rZ&Z9NhP>m^5Pkg^THdk{pH=)< zwmC>~#_~jXDU4Bf7Y4tK2X?4fpQ1DDAoCiT4t+BvHSa+we~;0PRpu{RJKRR5Tv-)f zmw)xqIWad4n_`aLstr*yZk$=hEN6^WPV{U>{`g_w`v;naVX~1x?DB^fyw+u6Lniu5 z6+uXGd-e4NVKDD*pr%z|0+e*`*^kR6=J)RnCM1VqH`XdhUvv4%Uj`XW@V4mR5Ra)3 z%`vf89pW$mXwq!Bg~=<~0gX=)rU)5+!^b4B;+;|gMeZZk6Ofa=+?srKF?t<#=s{>r zLqS1{z+Wfjq#w#iQo0AIH;p)=xt)1-rw6Cty6m8?l0}!3U`GthVL#&VT@g>heAKYY zz<_|DV$R4PHv<-N}y}{!*w5kat!*X{HcJTLq6Vq9<$@24i z^~KVI?PtMeR6^o(Megq6SHt^p$LG`bQI2ejfcNeC4|v~83iLl0;`=(i=dj8_y+L}i zc&T?Qu%vm{T9Q`{Er1==M#v}rjNwLXcYV4g>S`XSp5X@YjlLoqXv`?MzscbnZ_uM! zs);|eA{zYU8n#0FoKM9~8aTg8E|eA=^k~ahh`pVTd}6Qh5hafO5q0DzT2DRsuj{#= z2@g^w8i(y?IXW>J*tOIz%OG)_o_g9(+VvQ0MTYY45=-*aH)$zAnt^F*q=1gW;D#@g zIomVuo-@?TX}?ONCY70|{nL+DJ-vA)hGq3B=Og%?%ioP);sykyNxvP*$_R2-Iw_#k zKqE$A5Re7BM=Zk^SQU|sZ$)R!faOd^UWt5EQibTCKL91Az<+R<%HTXM`&$IvdxOdq zN1uMt7jcko96sIPRg?CPiL4uJh1HrGN*A<%)%=dlydLEP681`D~O(m{rDF#HAy=WDXbV5Y}Ow)r!l^s=?J_td7oLCdI!n9{VMV_nkzHp z54KUC`|1>8d1ryIdS8X=>*XmmOW#n&Qz}7rd!r;bH`#(0?;)`h{)O*2ag=bcMo(o+ zXmeYBU#4FfVUg}cyd=A(Yq2mUuq`;F)F~X*WwRfmPnx3_0hb4Bb*Pz78DETOdi?0sWzjIk|Z^8fm!SfcwVkg;T zfuPO;S1&uSu=b0Z%aP!;aZ!VK#@ek5YWS3goSNDv5SZfo4)~Zl7J*rw8uZPnJ?AI^ zK3pDsq^X8B0``?a*I6V`HPAs~%_=WNMzs)Z??JxOTCxSx8ttQ}n_SgN-3w!6Vlo(; zB{MWK3hI$n1{>bAfO@4Yimnf-a_ihp`CDuoN(Rmm8B$6;lZLrzuD-5R$3BD zp=TWP)X2xhjH(C%{nF}($%>~5bK60^a_cb~$R_Y8wEyl0jmM;#vjoug)8Wu+dBca) z5oy}8v%veqGGHgbYvR6{9@GJId{sX_SD|7FABY;@1^8&l5v|*;1M7Bnx(zrGC-5Oq z$AvADDgAuHUXwR)Y+V0pR>_(3O^&K*;*4V<2`kWW@EyAC!pi$Y@?MO!9%>?e^ zv*isU_KQJ&osCscMC)pUstHZw0&r1=`osNplM>4Di;V1Sk;&X*ITw|$KcPNPDGfr< z5|iVh4PQ_atv-xtO=xTon5q5_Ul*+W5RBTJ;bgjs`VL{?V@{YwuMGYRzIBD}UehoS zS5EhYh2bD(1e*^ZBaJ7!XhITc%DAM4zNvbbo!v6G>-&Yx?OIt||F%!g{;E8i&%>g; z_|bxMoU!d9OD{ZqWumjhOTtYpP;N4}h^6Ll)4FqdF2W5e>I;We%xt5eaRqdwR z1$6A}lNgPo#AE3MLH>aD=-_;m5dq(N*#MhZZf>qtEuV^WD=IU#rnNXfk0#KHA*7no zZFxK=_z5_I=W%?0Tma#UOI$W-0Pyc$fN@g%^5sjt1VyC&U=lSzc_P7nQ?bLW-SLta z(FCu2)Obi*Z>ToWdA|lo(W@L(QM~)%kp|*1pHo%wDB0-M)%{czYs}`^Vp%NHkQJ|6 zUeM?WjJ>2i0itc~0UX7%?Qtq?s@(z3_v3={@{^e}zh`%GQdwI!3%;`Kf6mPp*V!l+ zK26x0dv9bu`4~%DT~b{=J>=Un@d|#lU;`y)YfN|6r>`{S`=W9ks-%(^C}I7KoWv~q z1@Vz}CaO$1k1BuTczhT*zRKfyW0<( zS01Mj2e4rWBb~vZA%|G>gFprkb0S9Qpqb_G3gBq#LBEA(QFugnu;6+w0WMJBGn&94 zz9{-o5}4e~?|gcMc3e>d`O^1n?6h9^(=7+z%DVo>is zw3)N)FR?M0OarjXxNd$H6cQ` z0apaBr^CmA>bHDMGX~HrfC{h185f2Da8YS{XJ-v$y_sx)lS`8GOb$~M4^sEzB!00A z*j=dru<+*apJ}O9&FyN}1G5wk7QOwG zMpQi!A)qzSAy85vpyw+@Q6P@CC1J>el}Wfw>um=Q?M^w!wJ`Bn2L`Y18ded^3L2nc zSII)+#>ts3JFY8{`fIDp1q?daT5!8@hO<}Rn|rV471p=hzI4Yr6iOqnaxB(G3OhQE z`c_mpL>rG^Qc7XWVq)C%eR4K`EvMVDRSdvu2_u&h`-fCn!VJk!Hw$7ozXBjaW++ zN9o-s#dVbdd1nrC=V)Vy>*v5Q9Bgm_SMVgbU2h3Vjb+cIgG?kzNtVBe&|4p*DH=W? z`*sPe^g?6nLW8;8XrrG`u>H#k2NjWZ6nT2^s7oRiKuHqKM$9S|yyZ zGd=#UmNnDeW~+ybpG+{SqvBAj0SS?+Qm^+Q<|}AmyNi)XxHtpJ%zc{!@?F8oUiQTgQvPBYD|_Pe0x5^|JVIax_`TI53 z^dw)MBlhCAT^ihK>%fMv6)-l3ueH9fcPUHIWF0Dg`>Q*{(Dd#LBov2&1QXRyJ}^g1 z9OeQ=kocjSIXfV2UMrXg$;=qKF zyQa3EZH=s}YM?A83ZrqE5WT_^V=SdIYJaYZbd_>Cl2cn}J}$dP*g9TF(^o9&sxQgm z3WguYN*GPc&PXY!@Ju^CVV212rLJIP#89xb&*74nDRBH{{rdFHwM~Rwm`d>1T?xGc+~2IybauEkY|?zE zy7{Qqi0SvgAzb@zF)s?Uu!C9OnEfmd{%gEpm*F_I6YZ1f}x2^*v&*+c=y5(enH|Q}%y6WLsp#7JvCL zcP#;pWV(Sn9BW>;$ArV_R8DkUs2&GWws>x@03UG4$ZmW1&`q9<)Diz#(^EECd>!lz zjC!!R-Dn~LU-xr3dNySzG!!H7!!~#L0uR+JN!k0!DGtRwd z*Cz*XncsG$m2THh;srff0#JU=N|Ia3ZtFV@6fwa+@%e0<00WGN<2nhZT&*~E`bBJE z&WxX*r0LuHI9I(hEpcBnWI-~M^W?E|3vGU@yhro5wx%CTY^Goq7VI&antQiLsDbvl zw8R+sGYl=Ph-9LpS zY%tC&^0Lf>WBUMOzFq&GOZxzZ)i$HNl8ibb6T(D=ah~p0sqVTcKFkr6Ws;+!qGn?D z>`W9yI8kqGY>0_kmVih!(E^lk>oZaEdg57ctK^Z&WHfih8ui6SneALJQ%Xp}(dlav z5#~+DBeJpy#7U%U@3Kfy*_(T{A7&i|1;k29soNS-o(9;Hs;XX1+>z0Emh_0NtZZhk z?)Y;pnM6f`xo1v?5*_k+CB5Hx?IjZR`!?Teb;vzOr{8EUWSSVbIaR8h@i`+H9emf= zUHBMyYCA}$1V3Iy|97_pz@@{<-LpGHfbQ975}8jNCP%#6Cp7lQ-KLMWlk_!%@&h)F zJnso0+O&o4uLge*e12l-@_m-4l?8R^5`JuVEW??*?}aSur9hU{0}Q_(;UgeuIp3$v z98w`BVH^PgBZQ+-Cd4!}QUe?(ebwt=4EZ5(lNoP@tF6y!%so)C)jb7&q*8b{vS~dcW<=~q4?HMtMWg-n(a(n7D`Yn< z@DrUjKA7ETwaF;k;?2_<=cgB>;qTwP;{+W$=!J=0n-x9y>iVqCokeyn!3eWcq>lg8 zaMx4y{iIf=b|=c4Sh9`$2n9P_M_0!YSMb`VS3)1>qF`a8= zEqaMLXI0I(N_*0n0@sl}r^em~a+%TBj#@!Q)=m5G0?GfKbM*iIgy;?t?0mta9UUFN z5||koMFDfZMQ^e6=TD=;&`af0|F_aJgUH^sIRg5=uV6kv5UTo5k`&OfG0_N62+0|5 zmi{l7ti%H6Iz0UJWMk0&8|xJ)QSJgv`OYsdI`of&F|@4=;O;e+C5u(HY{xnt7AC|A zVR1%QkB+h>&7N9H=+8LAAaC=*<3$-C3tm)64GFPEiulh_a2?ryzWeA zYrL*1Hfi=-I)qzztP&fuyK=TPNBlh0`HmvcAp)N?Ow|U1#YPWpX0ai`E?wwOxbW|i zN0163$&N+@_GE{8Er~>@gPzBKeTa}C0@15P2aVM+pjjmFNYJ3TmS6eU!^iQiru)Ix zBKHcPZLEm3xUjHrpq#gL_066W`>8M47t_zrPmxjfH}~{=;fi8iU|8~G>{QOH=!9s4 z6QVLH<; zOF$dM73^^)^#xXQ$fSp}k}U%w~)?NT4;6i_qBkO zpDcN`jf40%VQa=LB2qhBTiq3vKcA@d{#_jQKb~g|R}zh<{caF1=2;VZD2eaSvpMTQ z)F3Ap;Pj4vuRL73c&!cqLD`0t5cX@v=M%g!K?c1rwp*`fJ|C&5PAXIzoGKvLtxWQ? z^ax)vaT9SOE`e6?Bdqcz?HPP5cit`WJN>pd+2Zr!A2Bmr?{9Va*RK~aYEZdmDlTH(UyG>KwGFXA z%J{dR6hElDuqq$YKf{-BxCRb*kjsrtB+od0JTZHK{q0G*mZ9v|l4JMBkRyg3bQ*r~ zU^j1$-^UU*-=(WgMox(*BkYKbtqFvTKKAGOZ;uov z76f!8zgA60@QKeB;Di-9Ox(&GGFT`u_ff%b#F61x z+Gr52F$F6qVLGiqw)TGHa=6rN1!nEo4?S?W$TSM@-Yi#gbVyqMus#@41NfKpfO`P@ z1DzB(y+DNT=epEXUNbQIfkc2WGNY2ZjiRi(#6rCPeEwa?+n$C12Y&i9wL@I=^-Je^ zHsY_0D>_q`=uV`Ces~*mt$WkBMI+ zxiJ;?DP?P_?G|P{JYg3#S-PJvc{t;0-wZ2`YVAU%8w$X%vG<*~;`cFoZ zy370i?OV|qO7C8o{5#$EKR{d$4TPsppZoA<+eX97d(*@m`Ugm=5uo? z;R?Rr85wN?C~iQL5%lMcQ##1X>=Pj60$Pf-5cYiwfqv`tzOeKVww_A?hLw;Ecmg~C zFen1wP^0XcJ#979v`i_|g-~1dvDn%(YB$CgAks*iRdsoI( za%%Q`3e?&A!2aB`c(-p)c1(YJ3-I13wFalBb`o#tks4mHEIn$j>12ibTM#-=nKJ0q z%@>o@&I95g1$Y}yK+(E>UA4#Qil3m~2}kE?&AKnP-L2?I+|U$$3(eS~;2$QQwvAWO zOL|J8uV+dm%z7|tnm`}f|LTL-xt@|gKP-D9Yd7DX|7UDFzFtDX4|nR& zdqMBNS0@`{wzd^Ufyd&fdPu4_J4LPhha4b-0S7D(6hFWV12nvib-NhD!oO?L1nhiM za1gdZT-{6+d)h}RuSUWbr`0fF9bh;iTR!4_j{nPMvOVxE-Yjs}{o$&qsiCvk{OXZ? zb92!27AcH9uCVdis0N4xB*r$tTRCwUyg`NE2Y0cz?Sn+naO(lqP9!@Z7dI2LZQO6% z5nBj|B3|YOUL|pK8Q7KS-E}G20KF|jYEN!lkSMxrvZN7bKp=|D&JgMZ)V3@Li5lv) zp;z@K5X0QamuHmRka5@AdaSU0ao{Mcve?)Rc`IHvpGJEHmxQ}W9v2sa#WFFVO!?39 z@)2vLmd!c1++=sVwD0?boLmf2zgihOpLkxpLZW*8uSlPYTnQI?;*xsaF3UDOll9}lO-4rLqoDMI8H5pWWOC8MYtHpzeow`xwRR%KxJ|b}%-nuI zQExJF@AHIEeQNai-cHQ4cvM>ZncU=1Qb|QKE!7K-@4pv12ij65EH!0+PLhmQ#Q8^P zL?_QuGFDK+Leg8%@>I>t0!so{B!6V4%d4kNYIEdu-D(a`y$<(zvEIq7NA-U&T>s+< z`oI42kCVhw+4M=@EpswUX73~|@ICYX(uPID)7b1*ipC!WpmPi+u#O5?2|enBOAO!( zNDNXtJQx>5k*EQ^1wPba0VuwM(d|I0s^JFxbO1b^XhPZC6oI+%xQA*_pcj5Do0PP_ z5yCqMh9{IXO!A1hxHxfcSQ)X2q~H*UTqEp7W8c+4>|OHZ`L%!uIRQy4!DKHG3}8*{ z;rq2apP;X4sHw5?xns|4qi{%24?v&@0ylYrg(qBWE-KXkJ&~Ake8u1bE?5BRONPOb zT29HnxkTqLxmmfnwM^rm=Jf`V`f-HR<**^cGn#T@#yau+{humwOxvU{)J>XmedLLY z1LRZP%%W$uHJ+yyLMY=K?VgyI@dj@@y%%mzYTQ@3Cw4*8-TH%!*x&JKOv}5~c#=s} z@hM31@+IbR_+ME7i(=p9Vee>oMeyjD?Dp>`(3`IPlZYp%KN`qGOamMFN~fz8a2V?a zk52@n?xsG{2Ve-0&s-Q}@2Ib$`UzMf|+tqz7pA(-gw=2=v zC+&?fp{y&&sA#1z^RKFWpAlBA!hUQPFHidXu{j+w!a^molXJNQc98s}Y1=|g&2*Tp zW1nTCMX-14-o`$Y4}Rf_34LYV)5*$^oQF<_8cMl|Jo<@0vYx6TYVin1byP~+m6RlD z3iP3grd7gIf1Uo^F29E*mGoq$+%5R10KJ-3aq06&WzzQ<85zA4gTSJxjhZ@N?XCkagD6exO! ziPC%|mF;!V!*Ifyg+ty=FF0FasyLP0#{DSh6F5(#2AFNGT3b+v1) zs(#*-^Vf$rO4)oHSiR9*_2wi}F1(j@cJtq_ZUbp%P-CNz`lXAea~JU0%9~h=_MTbE zV?(USp$x6~ZC!`soRB!dqF2EL4Fm!PW^x7g5?%xH>3PhZldg3G7-ev$9QvPDV#n)8 z{F-JWRx=A|;a1Jg3>4xFUwGUnH4u1A?nN;+`)nT~5L*QQ^@%z~LYT*wIP0M*dJPjH z{^JV7Aq-#Bg^YHI4FUT_rgfOWY8_N<51fh-U{b-PuC1w20w6j~5xAa$&}W52Ixx^B zuEDlxq2Q%nAbh$Ba-4hMA*~+_LN-Z$dhMo1Z9?An43u zb51a4BRR>(Z&T|z(LR+Drml^Der_Db5&X4Y`axk!-ZQ(Cix z?nN6NtK@SRc3FP1kQff7NegZ79mC`3-Rhhf`7K>lrDWfyS!|#8L^Ym3-Tj^#9U7TL zhS&dm{rrKQ$oJ*JF!sBTHlB})nkD~ePo72b2p8R)*)=Dy{QHeX%KHcsv-sn|6?&Tp z!nh#Uzzy<#nEr$e9T6^^Bl}K+SX@+p9DwuMgAB-Q6>B!r0=3%u4BmnM6Ub}+mpdVc zflLBnzA-qSf1jYSJd$suND2kPTmo=97`7CYJ(28ookO(z*;AWj`vjn9)IV-l2qiv? zt8XAvQc+R{#o*|H%14A|i?4i$rsm)~zf`QX$yqUq-R@d`-`ATN()Si*<1Hg&noi@Z z)~PqS`4S3jE?8H=tz7VIv1-XAj%l<(D6$RCW5B(A-u?v$H>6P@>UC5)s~;JAsjH`4 zx~ISyKY`TGCMW%vgh4;HWLC&D*;?4(ymDeo@4J#x&axINXCBuRD1&fxROA|A>hunC zzTFXG|D~bFiWG}zvc||^pY)>FGX}Ac0RQLaV_;wimdib$Z5J$2lg!cP;zEoaN4w&MAMO;*S%53b}x+Aj1+^sFn8{Z_L1Z9P01wJf-PptN1G(`7&nZ_6kDX zpDmq^I2^X}+jeI{v`DRCIhNE!tfOg3#7AVvkX=~FRFD2) zEZ(zva(vwIaKIw8_EUrP0rFZ>aTaN>2P7`yy&yZrA^MbSDCa7EutrcY?fBT#7^%A3 zS)}+>b!ZT-^aniDzKD`F)>0kEyqAP=P~!=oj9j4%Eo!wRpAx&>7QQey$}g1@P+x}L z-J0#TNT&;#=ED?@^yGp<ulA#_0UyN}YF(6ASDS{^<+I^NS-pHc% zd%*Me2UBcl4r`r+O7dbT>ygLi{+%`WWp&wRMMY@2-C3y?)N`t5GS@qY5Mzd z{ih>|^4qE8Id^`|+eOr+Nf8m(-x~rk@bN^vd9FxR_ZlZld>*&;XPrZ$D@)t-09al| ztzHd^)9h?j{I{`=PKHc+ffin5=^SHY<30z-17(9emW`!l$*NGYTn~zF_Y7lhrX&e( zwXrO}mz2n+0gx4b_+h;Dqfcl`i?sTsnkVhwYvdIM!7lDc{ohEN+mIG{0Bvfu|yVdvmDSWeXN?di=P9`pw-n{bo^US zd^8-ow)%;DB`7Ff!xR`6jAJs5;{el4Yz&$!TzStEO3cG+9mwPo4!A4tyrTRlRKD^Ki|Z{gIjO&Y-#+qnk%)Tcu~hUD`J*`mt((+8 zXfIRkB7K)HG7%D=tGRU#{Lc9;iu>yu9R-HZ)N>iSL|2nJ1jA%K1zU*6HRAHgr?_W+ z#2%<|JoR9ToPCBG94JKvJ|(64%5q810g;qI_mIU;v|#(DXfKQ3ooX5#d;$yTgKU%H|JIN6 z^W|eiU5@V+(hmQ4_5S!ux_hpp-l1$h-Wlxe2jT2&Vm=-1minVr=G+w2)QrP1cQ1jh zUT0-EUE=jBfKxFIafW|Q$}8ZUpxjaT?u+N@M`e;i8SFPWe$Z(@VZr?O`}qIP*6@Uq zg9q|ka@yBF?%xT=beviCBs(fI{$k^+KOrHH*2pSKNJxmu?g^HV7?~M)-{$v? zZsp`2*0cB1nHa4Y9vQT>jzqfb|?8(OD1$E7>>Y3Nsel; zPZ&@W!tsprJAbNuz~o-adSp!q@$=v z`tjyQUMHJ}RTSIv-XH|uzGjx1gypJ&Lw3%@l?8TOZBu)utO=Qr_eZ!&HL{|!ylv&& z;-ZwYavh11V?;Q#z@VmuhU}-Vy2fEM9=CDm_3@(m=*5I!AFnzj8iz@E&?XkJ&uGp; zHCRIRPROw%BC3e15NC*ffTmxVSw5jg%5W)h?S~QHN;wGiVx|3dfL$>}^i;Qq?(ZFX z|Bo61)Tk@)&HHiO?iFu&Emd?pY2n0GZ`G&Dn32r@kiBIx}2X_P> zc2?HE+E-;O#-*XJ?CtJKWr`~@EJ%+3b^89$(xQb%|4K!Jl$coL;Z8cNnhpix){Rwv zriUhQCL;I(a`M*BTECpTlvNLk?9HQBTXk3fm)u*CDMID{eQts~g{vHMF6Tc4){6}b|3k1`rWrl%8h6-F-nsr6rK&B@Vlq~TaV z4DIw3mX^CiE^&Gebiu&kjx+G$us;0*i{;ZL8;nBu)nIK^7ME0T0JmGZ2s$V_qWa!T zy`@%1`AWq8_^jCgVVdJ!4|E3q5C7wc{mpaiPw2!$c;no-ELx^hr7{wS>*}&Td<$~h zu8|7!N-3Rc7R#e5ibu`i`izMCh{~1{ML;bxr;ycIQ0uTubGTmAq@u1i3{9xy7Z!@A zvN<^JwnCHHt8;U7Q0AJsH>j>>k5lM$&0?*2$w5)56H4`I_V-53?v4IMe;#Cug*~^mAq?FM*9*>Kd2XWG- z9I5K2J``Zz$A%I-_TnxA$Dzsf@zYC%j_XFRhjB7xfkv-ivLHZ;3;SWE+tx!9v`;zM zM9_kf>tYCk(b{!g2)A?g>Z#lKi&HbReS0SG7RX#&28cZdKNs0|jqhz6S7lI{Sr#+g ztt#WVKJ>I1{5G!2^X0!Q9Md@u*x5B61t@USnHI|UYJUNAyta5f@A5(#{P30yd%iB4 z&bR?t?PVh~nySq&93B>tSWI4AWngx^K!7G2j0x(>01CWQpP8~^L3sfeO>{o)Q4P&s7V1!=79mnPWN{qZ^9!N^3w{ zf#-`_T3YRnF6#~Ff;$s-N0X%j#N8{)%b~qdKVVXn9{nKa49Rx|>oPms!(-x0kagak z&C5Uy>flqEIOGF7$#AX}EtJa}L@C(Ve{${JmjYim+gYuIa`<8uE87`u5 zwlH9?>w>kbn9$8{T6y8%j$`&(#aE@Ku!Jgrd13^hSz)2P3|gXk;1ZPmu-n9+h`n(y z$j*SDnwahWk}LW72Aonp6#|!h+1$E88+lG|!I-ZiCi}Xs!*XNsP;s zHlmmZHW(b<>m6EVuk$w#U0pB3@aaa}?ufK%W#_COC~m1<5xcz~Oth!0?=VE$3$mB* zSnJE2^a4)tbTIRR&0d}jn&+)(GL9{;L%RvlSzQN-_I$edz`oJucev9*GsY=Z#j!^# z+zEQuy$+7Znx0c0w(U>$kehhQWvAz_%Mu_E@L${8|Kni`V`z9HSsW5{_1Nk$JPF3_ zvL^B!u>JxqJ}ZH(jv+D7GmvI{i!R5gpa-B1OC%MJ!dPFpNcuhDN=B{1y`4W*L|#~d zH_QnPG#^#7PLJfX4*o<)1G4sR(%92TMac>EmkHZm8nVfr?N5KqJCSn%r^@y4nVhlJi1S4T+$9kAto|j zczE2YcJU!dfg_hZ3%1u$mgKV9OLwTcsS`;MC-J>LT-@R4;_q{PJK6qNNp5<}c0ih> zp5+_Qdo|Kl+q)yzDmS(!^4-`P&p4f_-olypwXMM68mNv)cJk?DQR35vtC=@3Z7jB~ zuU=<*+jkO825N>x44)Rgv1YfSKf&fs_N*j$Pv4_9UtWqFW%KvIDV4E#K8``Ww@nfG zfGk}m@AaUKj&PHsv(=Weop(1EdE!gsqvLUWuHjLd{DwonakQ{Ji2Rr_=>fI&KyY7h zmBc;(x@(`)zH`;N;?Yp7QTz1x5ZyUuV*(w`ML0xD%j4Z@NYVExYl92Pzl&rAVeH`( z6F-j}g*(?8-e_uMb-sqzQT!E&Ibpm#A(vcI|1~26J?5@2t-~In6y_77y$LF$!;D{Jq42Hj zfNgutH9fsE?AXSzpn2q?e-M&f-w4#peWWxT(WueoR8s>3lX1U{q_wnG8ZRv^J#_j2 zdje6$+dD%=RXvSA=zY*5t9mDktlvalbMw%BV`ut+lNowwc$(@`>e(Dd-xz*8XG`8b zc)IA-C^tDcFK%evhsbLS)0N4VXz}|GVpK`?26NF%x~RZRX~d&=LV|?rbsMq z2OX#U7|#;IMS@e<^Yg0nGczlO@_l%itgDhU zH+Tpb4?+R#GY8dit8j*U(|HnHq&rL@e|m#)nHn-?C8OSaRIHOj#Z!~$pKPq09sG&( z!5ldSM?8aQ+&QJP+(VM9B&WAd|CN`(e9FKP8~^4oLTC&=MBSYkO_?;2ZL+U3gkox2TQ9sAWMW+;ugba=D!TAkNy- zA2{u>a54K{Q4pdO^+M3Q%OUWU1@yYci`KGBX|yw!hZ397xID%ra2LM1BS7;j@b~eu zXBF$s6&6D>xv944CC4imx#Wk|7Zl!?c(3aR4rXgR-(?Z<{+E|Iy+(|?m+Uxmw1&r1 zl&(a^PTg!`=EtGQ#&msaxQ_?Nk-&*DWyTJA)LefgGOK7@F41TnYht}%7J++h+ZM1C zkmuDiDpQ9Z@^qV=1#WLJ@DFWe*Pslo_ndd98YZslklDy!(~9PCBIW|ullM0Q*ekVd z+wYxPwBMJVcZhRA`<9od+pl#qyVun$WEf?A8u+o_tI%mV5a8xHa;r7+#S9|AB_C83 zfd#b``C8SnX>4X~8c$X2B^G4O+$bv^g>w=LoW`Gyb6s|Egd*41We<<%a;xv&b8JAG z-BFGUUcYr6uQ(Dgu{;Xld}Lxh1BYaK^^3aunCwZM=6>sKWEtLYZ59_;e6p?Ic()2* zQ~b2-id{z}08%*ezRGgtPkyx|7R?{s1g*%qM)- z^#^5O;7ou##Fpaj<>BtK=op;zI=SKgW=J*Z^fd#RaZ0~@Ei5SslM{j^3`O5mgu*4` z$Ry)(VUCJEBf*ft=VmLxel7_ok%NtkjtxW=Mntek>r7i8zXd`z_SZbm)>@QZTwK|s z_RqUKp?17{VE0LIW=jGX>q&NR|z298~S*%npfJ2->AgOmh z{=T-yk3RIxOVivR5i4Wh5iS-(CEIJ8fvQ-G)KcJUM`F-l$Q?79V0?4%z)h_@MvkyZ zkpDhHCN15=7pN@Z<6h|I$d*s3#Z1v8u6>lL9J&4>Y1_2n>M|WKr_|o&BmvSLVs?1% zc$#n;Z-rxID2qJLt&-LGVXj=~(#|O80@XNAUxj`AU{-@Wtz(J1!1W%k zpN=oluX&TXLOiocLrV(Y8NNsFkjI9q*inQlyCQ^*%&BYpOHavw$>vKVAE znP7V)GJOgJQKS5QheT93y%)S%tQRs?bj?H?U8YLeZXCi9BeChVEYcz+(Q|v$H_{ng zAW2rw%SlV0<7fYg(aJXE_Y-yTfgP?dhu}*jO#Kz~C@grxfew$|io?rh(}|!r`2Ebd z*??GGk8whpolK*UFE>>SSraYy5>2C{0Qsv&Qd`g0UiZsT)BA?whL^_?9G|$FrizZ< zG;o-iUJ_<&Of}Zp;0JH_zyeoTAG?c1=1ix zHg47*{IlnXHSgYC)6Ia#t)9r3y);kzVU0oeyFPve>4=D(G<8reW9-;9rN?6d$2byE zGq}yVD+(H4kTs(?xKlo68L&rdX9a}jP&qytbzbhfrh(B{gTWgqy1oi$FAtc8b<9s) zP3N`RjfO@|$K9jf+k?HUQIsWoR1)@-jF%B!b!^om-=nb=j@U;52)kF z|3aAk?=Sr(5&eYTm8qIwFo$`ZclB<@u1t;`wa7!u^}JAjZkX*7K5aw}GbELHzj__Q~_b^_{bsZ2yo&G&E~88dAs4J_xlQ-RX&7Nd7}EK9o<`n2;CE zKR}?zcWB(Lxw^W_W*T%tyKc`?xG1;{?L<)lu#M$|-?(OURsfG5mEzQT6jh95<_t<}v;8LlR>3Uw&N_-&RSs9&VwHdN|3Ph|5FsU>x{V+&u^}*P9 zmsgj?|8W#9mD+RoQZ*HL$5Z%vW!w1unb;f!a;oPuTfW%x&34*))y(&flH7EFzxjp7 z4CuV(v)+GMgJ=aYyem)e4(8rx_(6tp%rECkvh7~EyN>G^Df#)9%Ikszuv8?2!H6S^ z*OjzL)Q(d?X8trQ9l;vm(utV)5fw{hOgndLK@W1Eb@?Iyju+Ut*1=_RihX$f$_c5> zqC#MMy{O{gH4vy>eYxt)8ZC?2pfNMQwg2p8dt&xQIen-ndXjZdRLynlVK2dTDF4D} zECQwLvDXL~?6bGRa@yV1b>2D%)?+gO+ueN(zauGc}K#XHDnr==`-}7J9 z?K7hDzB`v~I}5La%{AuTo_yJm+q1R_*x%sC2=MtndBe4o!jD1>$QRu!``!tC#Jd-t+vKjH0jUycqoQ{Pg`I8q2dteIK9v#X()LV|IV-(1YT zSo?hyV7R9%IA#ye!nzMn!)VGkKX5b0FBgmIzcrrAj~yx%C&jU8b(+dX*=DEr{JQgK zwbN=PmlB(%k&x!>4j4vN3}IawT0nzs6+z)1lya(JXR3r zAv;|CLiy@zjMad)v1i~Cc!~TrL7)H)#rL&GdG~mbxDe*~)A9tSa5OHPN;J1MF|Y(T zm=r6$%N!`XF(F zB-qCXc;WYW#$#i}Tuhd*a~;E9L%E*W<#xW|@X$hq*OsAT7q#T`@FXEiDBSq2@Pv-o zDza{mo9X2-HA2;kW4Z=po4)oOaJ74XD4-8ayw{CViB$;&UVUmCMJVhX{trxHDwWy7#+ zg%P^9<&l?MG+8-&9&R#e-=Ip=X(DEPeb{o}dkK)M{DM8O+1A+E-5h9+Uy~P!%cVkM z$A34HCYRxh4jbFDkk!FHo$xf@(?80FbjBFvhVH-aD9=BG9~s%&C`+*a?EkX@ZgRaPouK?f1&5$%E<2gGo1jRU32uHPPBmoy>ee35&dp^<5MvirMJk`y0SVQtyEt4{PPD8iYWsP6 z({A%5m=VQ7+|;=1$Ef3ztYLTh*LAp>8ZA59UAYzi(9rLEhH6UAEWY96iX0}{zE~H6-uYaLTkVI{ z0C`s-N~5Z_Rz6qi+46Wa3-d^zY$th$nCf#Po!wbCatE^*Z-muqLBSW>TubZln-PT> z64weT8~hUgCqR9#dw2;P_s$sYgfbnFYKhr{q*CB;G%Fzu>?2C#{bl7$#9C7&)a@F1_a<{(T zHt-%+S8XS0E+?rpoLRv-l)tYHl*u!kkQ(N;9KKdJt7%_*dwa`F7X6^*2of5;Kl{ zH5c~GX-LMo-@Dc8~E*(HJb#&Dvi-U+5|95!f33_Iw*uE= zY~-;{r)7oLU6JdsFX(}U8lSyZ~Nkq@+TLwa`IKOZiUXYuc z+eUeYtNAuxz9RoPq?oY3mMO{h1s0NT^gNuaIf=v^@PxGRGqP$)9XgLBh&!{M4_5UQ zSnn%iryqmV37K-MmfHf0?{*?8Ib^$UyS1v4|A@qcD2a|RWPI~+>tpO$C_LrYB2350 z+RTA<*bpOs7ru(8tdHa&lwbs2#%hH<-&WbWcAhK+FH@2U@fr+wqk$W2XVLJm~Jg(f{2fcDufPw}k`}vtV5);xG%inWfIU{D@7{T(G$k@Ikh|Z>rnAWA(l=?yO?NRw{TuCzsM&6yUBVG96lMtgwWqBxc`#+mfR0xpXYIm+{-tlp{Iynu^e2LiYgj+4pVaX8BGoYp} ziOtO=!)1{+hBmkjBuAySXxw4o6Gr6}PKw|T^ou50nVU9E8mbmsKOVHS=e)geOEDdj zHO3LEon{{&)7IJh)zCk}`pzOpbabosDf+Z_yBX#IG$tR`U7*G41ZlBTWQw&J2I1Zn z8LV?V2KMT3O9+P%sCCP!swRD=$vcwI2j)=&zWYXyx>%Be&SKKW5D;ZRO9wI8YA&f7p6XfL0PDXMYPEZt(}?mAImFQ zmrWKqno`TFQNNqg4&^@ha)69vW9=W7phw@TOktNYiluU_RBODhu12{3paNJRGP_qime$y{WD~ypR`Cz}as`z(~s4R6m>s_B9qQ zMn#81Vs6#+^Q4Tkvy)|TeyuZ@U-3W)FHkS9WU*}|+U<*;{1}++hM@mIQ#2_M(={G_ zakpv({{sNI2y&QzUo=DukXwxGx!T?3C<5+dz?N;^u4d_4j=N99z0nPJmkZizEVt5T zj1hPOMQYruSC-8BzV^k}20yX%7GYFqf$+D1ORHRQ?mh))CS8)9Ee&$N;rbc38jp`- zSoVb2A+Ba)aoE>9CPh-)#uHQ#<0^whH2_~(sjPoZwZDIuGK2ZddWUPkNLZX%OS@yL zF>wHsD}#yOQk0Dgn|h$M8)t;g3O{FH+Mh$&=9t~pq>2&nNj^#JX2EE3prNrC+H{ZE z!rD49dCwG+aq!E+p=jL`u)txsguI|ywk~!6AM;IOuWi1)D*DqOyy$~QTBhH%u-lcq z<((p(F-py%$Eb+pBK1T$N_@AoR;tW{s)?9N{f@;y%0>$;))AMlh8}92+>fq!nOt`|9! ziXhZPkD4d+lSiAS5lcMdq`$GM$t+ad6<8mo4>{*Dxy+|fN4*m#Gw}O~0Ug}JG{^Cu z(htWO0_euiqJB72;rw#Fl+R{GrvvWOd=<;Tp`^ZB)yq~H_;8d6a*h?k(QCF3lRKl# z_!2h!hCjPho2d2liP?Vbp#F`t>e5qCK;e+l>vPQ5y?N*JR+DcWEh8t_u*>1)JS9F4 z9_h8fExecOZjtPUf&c!&M+hCk_7$Xi5Gm3Q_roo&AwLIAkI!ia@N(jMd1e_m!Qa1c z6z<%Q+4@}2@t1U}06h(*PQhf&<&5D&scFfe-{cHO)k~6K{bSW@r&;Yn0I|#&?D@?5 zv*D%bUK2CS(U;SQ#ht%|&5+ZswqbFCYuMGM!trEp7f|=H@Pe<_^Q6J5>EvH?HHAy> z2_(z)f)obkKQVZU|NSX-nH%(;5w(C;g0Qg)jkW7}fOXlY2gk@C`RwVW#)#YTpOi`b z7N^ozp0&Led7(>S_0y8NKkFj3V$-054%2BH-#qWo|TO!hn{ zgHASX-wGP^MXvp5g=>%5vG3u0hX_Btf28+czW`#qTCY->f(^D@e!=@gGB+DGlE2Ww`(o2}~gJV=TW-UpKQgh04kK+G)Zo9NfHgmoGWpnf^3o3&X{u`JUE0jdW@TlgGGPwJAy~HL z2!XjsAOHS%?3o#>6d;xata*uZ^ z{*Jw+|LQlk+4y`vGiySn{{5j1E-M}YIahPP2EP7EL9y*Tu5y?OS{z<^`~cZN9*zPD zDERIQb}e42xUATg-?em|HNuVUzpun*(5)mp0s%G7+krvx1Gmq43T#fBx zJ+13?It^{?^#?u%Q$CDCd|7nN>llacZQSMl!Fits^HxuDS&lTFULg3hcQL#1DAbm$ zaJVqi&q8^ml@Rxd<(u=q7=XWyt(RC>ND9AlwxRn43o|%_vz&7|($G@=5WlfgLvt!!*5QtxqaUmvtm(1Zm86<7*+id zSdV?le)6*M>WR?t$>Q5P`>mmHcANEH1|Cy^8)^$8`GKhp)3!j%*Igs*q~X{_{M_x; zXmZpFJi!VKBwZlnHWwU0g+~WNcJFq|K&=y@Q2nODD$19(G%)*k6(nhVEN5T+7EhX0 z`P92fo4QEbsl$ucx8}tAy2y4N@(yz^**4G15rN#dy6 z31ZFi97!>5oVeL>e8n_o7jw~u?-J0d?FmhjkqO`FnT=s;gafl^oOv7&&rDBKhopP8 zoU}sRG}^5T%I9P!hQ!;v=2tdV(zFSmHea+V<1r??#7PRWcfX>5jZRR?mgKbGhL5Sf^I)l{wJ2N za8I7fj5LuW-e+}ha}V<-Uvh?bA|QVLkyEbPu2M5d*k;~0NRKTV6fwMzaJ1fSlb>Yc z4xOF-Xck~Tch86ECWT3yPq%+GsJw+pN<)S`Q^+TnaLf1UwaLcmZA{k=2Z@FJie$dc z)*-K}>$#PtJ6>XsJ3^?M1kA+=>hCK3_c0M`t6z5(QHJzhFKW~83j&k^+lGGXXibI^zR~#_rReEw2XQ<3uAj4sk|aLF0kl1!BFg*ctBDjeky%P@4~3QASf+KU|$Wb^)k5-%Z?)pzVD@ zefHdX;&|ycrn*I;r=d#(f$W0NxJAYy&B$(7qtty_PQCA9)^R5LHYUQL_qeLIB`>o9 zwqt=2s7AN*l-mEelZSH4ST?z+uIE%r;Jn1IR7~cZh$5hCKJg;(qNk4o4e5K=K$BK~ zFVX%h!?KhJABdNh>RA-J46EiR8<6G!?L`$SrD|PAQsy!~qpm6_QvUg|jU8wOe~!hVVau!_V%$P1EuvgkuBy0s5GPV=8lsb{5xI>A zDmDm^qn!PSrsX^7*Py_41Vc^}^!28dcH#(3t^ABqH3cV_THE3)K1)Y!g~6XiyEuoS z%Zy!?-FxtpkaY04;8<<+&I03?>I^C zrN=zMtgn8hwvJh6uRqMIMcv+T&Hi)N1(N;i0M@zL%3X&hC)~e}!|#Y@OR=kS#h&&u;g~eBu z8v3Ks5!IXH@P^cmW%`VZ(DL$Gl_|{+s+9|#Q>3E{$Q(Cscb#bv0rQ+}lqOu3LzcKq z#q)N)hw~m>hyIuzRq@cm)o*#;zAE3+E%%R`QfLID5BY}Fs;RbGqoaRui`g#{f2Ihz zF*OiqDE-c-^|lEHK5KSK1C7~7n7`1ovZcUNZz*lOqA~+N?IHkw8;g96;UpewF>4m! ziLo!4FGJ?RvN{7_f}tk=TtWn)7EL?_FJE>AmyA~3yJbUaCD6li}ChB zrQk^m7nZk%bYi>|dB%)QsGI6-=h zBohZS{awC_dh%T#?=V)@RX5xG9@Hw!Bmm=JG=ls;&)QMx2<6)BJ2-3OpaB_?7nlov zW`oz0=nz>)l~AgufpqI!bndNLM;QHPkCtARmqq%$6rkL-=psW&W10mZM-yvf9qmz5 zUoTeBStES>sVjK_y#!Foo`XWHQr5GIu2JNCo%=}^l@SHMS~wV4yKGC2s*d>_rNlM} zOH)(jUaMGm^{j74i2tEDAQ;UqEyBx97TkN*cHP0%Xc-9%9PvTXu&JIPKpacwNe^I> zgAyekvf0A@D?@$HC8nDl7fmRm36n4C15vo7vjVA%qw1AxF9QHRrQ2nrL87OMI6d)*CXqoRaFh$)uKtk^zln9*l# zTMzD%Pphn$fYnmf!tD;O?Ju88;)D03F|h_!zqikXs%_J7ehM+7;jH9vVK=%yPgM)E zoY^{Zph{rr8`PO0CAUnCB4kE;+72!Lu?)%{{v!9`Xs%dE%dmz)Luoa0C2l{NWRSN_ z!QSjv1L`)3aup|eL1cbln|by)p8?VSHTnHFUl~-mdH7;?9K)Ch75{~y@vjB2&8~#& zn}`7`4fHM@qwV;Bt5mAdrSYHm@1=zPUog1!F5WgOFbygY>pv_U4(w~#A=e5q)S@$*i{@jqBHKyoplLmuZvgK`c{>J z^jAym4=dkfU6z2uNs+OZKpA}KB#O)JDc1Hm3%fi85CE8i7)o?Zm;-J3Jbv+K-9({b zK}iYv%->LKM4_^6i!N-lf+_iI8T*l^J?Ql{Nu%Y=m;DDuSXg$qLK$8M|Yol|Z_o%}f9 zKu$Igc}l3LvHHX4D4v;=EwW@_rilbU@pyd%(BOQN!-{zyOiCX%eiY{yWrAQ8H$iYdc5lpNE|9p^Y9X zMYD6;RpRx$R|EZ5{YAPRo66@N?oP4VWf`LW?Y~DKi5!|I8EDVZ2uwW~$;S!ioE@D> zw|cI$o5P5|)gdjt&;U%OnSM`C4cfsoo;-Q34EcyqGSw_1EwjzsT)NE3Y-otFfUeB= z-LEE()b;p%<(rl^3k-x*!coBv7deCY5KL!P8hsZQv{E}fn4V5J2jJ5 z2=1WC(a)|QX0orh+DlvO1_CFt7`s!MTa3Mp7uqdX9^37oKtU_U$6%{QJCJNU#s7}n z{Cn>l!2P9~zEkOvfv0B)^Onm()Mc^ogZTI_s{JlW-HPnl-^5XFf>BH`<%mG#I^EnE z_`#b@H#1-0Gs>!)EB|B>pIHHL866|AgWG^^%9ZLA#hNzu1zvwFHS zB=4Ekxw(%DIvSRZEs3JvNE&Mc0x($Vr~kd`{9lf-kiVeym)+G0SMup`5=(ZN zi9kx$07lyV6W!|6o!_bajG(2 z@=_1@kOUS)Y?8d%#y@8Dicll@{OsS$J@4QK^2xE{7Y1O+iNt+nv{a7Lu0tk7f|Qgx z6RhjD`;}C*^Y{?dFjYkgauFBgae03PP2ft?El^e*?@KSPfTbupXW)O;c!egTl@7y4 z)zBm(g{Tgl$FPZSfA_~^Mf&D1?)e=|V2 zE)HpFG`Qs3^8J)lWc%z`7J8^}Dv=(Qnn4I9{S13yx>4!?R!CQ$kxuG*O!gud!4lSFddXDvym5`$;d10ML z8mzoBJUG-AR7-yFEbtrs>J?9!zxyKzB4L*IK_|5lAA@#bU z1$C$q%#p(O4NAcMzZa?>eaP?9d8^&1ri}yzY{mpJnPe%Mh^ymMtqH^y^uPEy^sm&^ z$ra*Ju}paqLvz$^!<$0yt`0Lhy&Xh298&%82$@|!vk3g)wO5!eoQDna!vKN z{rdc3O=0W;{Mt^f$90QT3*KnE+fU5W06}-=s|r1>EV_fh11zP1i60I;J?BWFq+U^0 z{#(B$CqRJS;5WFrEA>6Hu85HVk}VzN#$GEmhZ6-fur@YGOApUWOk$~jYV%mikE`iv zI>mo?!l2Pe*JdwUT)ln_sZkR^d3Ek#&UH}}j9loKNxNqJ6z70hQelHb@$rwN$<(=s zDz7$4&IEUZg7rl;V#ceNUDOMtrZP} z+HG2<51z1$AL|<)%r5k3;nrhO?~POj#qXOeTBetj=T5q4+bR7%3cc~?-oHxmX7>@V zyD|WP5$sTIGYKVZJ7FEx@6y1CxLkk7_x#=yePg&MAaI#@sw@yw3j&G8^q#W3n-Rn?wr~RCIg+hzg$qeL>g1qTckSArKbU z1WK~Z6-4>D91nzYI%^Nn1ldRw*3q(_&d`k@yfy!@5A@1jf9ww8A<#Q{2RG*i%ppbB zX>*ARxAR8ax8|?AZNY$6&k?&ii^&F!yM~p|_tKXJ$kCLZ%Fzf_9Umd(&xV#|#0(s@ zN>@;cL&q|^=bUVOVU14JK$CuxHOIi*DOD-X7F@{bX5Jw~)a1<^i*SH@jcBXz7xPV=H zZelpHF2hK-E|yPN@{P6QytK8r{bpJelK@-VWSN_q-ZF0fBO5gLm{c22Su)iNAI-K= zyJcGP)rQS~n*nn#`Lm0ps(TS)f>AIA>o%&9N@BTOX+$|QT6ULU-PefnYck=+9a$(S z?y2|4+;~^F5|{aNDfrJB-zq4s9smaQ8tf15Oj*O#Q)@BI@v z_~RfPR+1#?jX++B>{6`(blTef*hv3(0$BY~%JZ$!Dj84DkdvBK`OhqX<)+j!azCFh zKgZ766gCt$yut6f9d`qbx~8hGycg1yr`plZnyE(m#PIlxg&bS^ml_$|%`|0Q_;<*cokL>Scxn?aT!x^ws*^e?G8A)_z`X5L zInCKk7azL!e?AfZF!~U(B_r1rS~xbJ_wDmyR?_);Vx>G!7*~}QqKr&hnf5{h2RpW; zvP_&&-c4b$g9b>cke}P+`#hd9z?MFVsh1ymvr>_kA+PoEPV3v297g&Hly2;lHJWJ} z+}4??_vx4b4yi}cf%^NuD1DE0gI&VyfSBRWw4ExJT`VK{at-Eo8XQAy2a;?w67CCibnF)i(^~lgj1PX>y-PaYD|<+HS>PB zq@)2}+t&z)3dy!YA07}RUxyWZ$htZqw~6Hj`wi_~@E+3!kHD|bMlz|wl{&qS4FSWhwY%tC@ zA1U+W$b)SybC`&r+vj-XPw(iZ{Si~F7fM2g_v84_x5cqD=F}qMfk3&r$f?NRD*fqP zCQ9s;H!-v?V-}G*T|5h+-ecL?feZVmqkmWO=4b!6SZ`8E4S8) z5##X-8VZ)Ln7sPnEzHdmTU$NI`GbFQ<{EAZ1$@9wo0&m(WSFYK#KdGauCDtu2l;X| zY8dHa%qAYZeQjd>xF<;4H-W0k15ACFfnQo`X;jyB;ss1Lern_L%r!juvgYUsY9rjo zxgT_8={uGW2U*P{fz~oXtPqQ*XP5SW+D2{Z1mQ>2r+EC@zu;0qJ@}>lQ18m?e(XU? z3}|5_P-4RhRn`=P-gOZG<1aWj>XIHXwS?)2S5ruDgAUqqXl0Yz=RcJ3NYYd*Usj_WDjEeKh`j zyc!~8TCPcW7%8+_1PDE_4K$qBISU?{ZNKZIGmoIQV^UBpTb|>0b}i9aTDUVH=Zf{dK|svENBe;FvBSe0S>Z( zdQ4pMg`*D&d+m2$uV8lF>&O&UPEk^_U!P-bh{fs z&DgUAHwhL>dTksN1Di3uW@ZfQ{OR!n8a!13X&6>xEPoek{m(=HFTgtXcQ6^Wq)#BB zvhp&5sx6-cxx_?r%id=4tF~HO=!(U_UUSL^j*jrpFPkGvC1DK?6OEMU^at@1zqVQ2 zhi$#imj2@=6EwCq>@wVtE4&oOTA`i+2=R?V;NkJqw72My?Xmpzqo|794mk1OID5}< zINP>sIE4@di5Ag`5=8HUM3m^!%jms#qmvL3z4tQFMIU99!G!3twhj1s*L-(1)I zyx;dcKi>PfukX)nv(4Dp&eM79$FZ-q_O+^-N|nkuR-a9b=-H%o3AokDaWB{O=@iJP zR}6Z2oo=*R55Gv#f9@>4%Bx>D`-7;ImR?pitk%3+k?Bii8E0Bzr=W)BkvFCOr7?YE zt~SzKc0wE2LaLSf>iwe#0!r=|fEmj#&Q4BKuZh!2`H0B7=-~cHqx(rU`zia1@iYNx zY2Dg-G2js&OQqP->e%!)54+Yfl@Ct@I~w*&1kl9_-c2oRV-mX0hgX!GmO08I%A!2E zFRl7m7+E=2pB}FAFVAGKoU3)>>YAP6AQR0OTXQ44^RBT$(g}KVHk;mq{{+qdAN}d) zCvupFE=bM@#--0gsl77B=3Qnh07zZ3C1o@rGi+IzP|irkpCZgx#`RTE$W@iiQhnIf zyGKK;VPoQI7xBS?>dSB9M>yG+Utd7s@ue)&QRCBlU-DNpe7=?QP%$S7e{)zB#Z{U_ zG?cnSR4GHPJnE{zMzYQ95Nu%{jI&kBU$gts8FV|;Zb@X#b#W9Et)~oWv97^Qp~T52 z%Scl;qs@ET;`L-e=W|C~4?tU+If`OhQQn`O5;tnE&D&b>PFNR8FOD0F@#N4gx$?rK zK>wWacCuSJ9HrHH|1Aai5SZ&~gnkzvBQZUf*aG=po!{9cK*cGE{BkyvzM4x;9$CMY zdrV=mQ5VCu^FSgIzI1jyBoJgH1>CX;`Fn=-|6SAn;Em}jW>CHvb_pP}dNFTFkv#0| zZ*a)d)3OTHqIOg=03b7X_%X54-w_5jlBj!X-!otL4AE-%`BA@*3||n8rV-b{;1!A*X~4DA9BEOFT;zh%bIYa%N@@E7PISbx?tS}Csx*tqXgK7T*7?6KN~ z%{ou!9WOi^Gu;oHn_t?$US6O}3ziYHyuCH7V#-`-%rk4li_FnC2RBu~qx&QLl;IWd zmRn)dpZA8b4B0qzDtM|mFmtwrg)(();*{AOg5~a*>>^K3&-C+`DZ#$JzlN^U~;z%)`Y$1oS|2qBVE;Mst-f=(7i1L;=*+vKRGR? zV$TVP>m^!yPAHzEZZ=~TT&xXf(s22r5>PD6#k=okl>UJh>wiF#V?-FNXCJ5ZU0SX! zUsBHmYiqr^m5uTv(dtp!vSBW=)K1BQ=d)N}`eU9U9*>eSBlYUy8g%w4kF$P3|4>?f zL)eTbDGe=gceKE`eI(r1K79VvgjrntyiEN3SUuR!bjIBj6x=k7SX6mVLq2pxXVlL_ zoP%Y0Ut;wagTsUAZ!62og&A!Lymq`Me*aFcD{(}Pz|)Sg?!R{#&6f~)H_|B5AI1NE zOxM&nSkO+O2l2~g4f?fha{=?$XO#9ri|V4YDJDXJc>Asq1rXR^E%-YkoJsTq<>C+IuQ~QW+l2h$+_=h*-Nwr6Oucj^b z49M6V;2Y*-a=O~uWqQq%U7vk1rm@lA#AxG`)YTKTbaknodI^xGxU#*(##Sd$v(PNS z=qon%aa`;@K9f1IC8lO&kX+Xhk+5END*9~=#-7us!ZqiB^WV(!Np7@zqU_CU7L6b85@$gWh%wsp||Q? zz@G$OIq`S!Ixkv*f$Dq#Qat=v3^%=!86#FP&4x*M5JbeUmi>N>DZY_M?n$pHSKt$T zCA4tPA@v4%xy_J}Z=~cg@l`%)x^%+8ibJxATibUl797C;vN!Y1=`^A|Xh4ke9Qyt#qGK)Ygd3?~2Iui-yQmcf z80@~At7-IVPXr4yx#y#(;MOy2>h{eUv=I`H?uzOYp<15@AZS=mKx>NiR{!S)3q!}+@Wrc6JCAy%#Ny%XL z8CWG-qysk-DOlhx@FE4MT#VgmiJOkBrzv_nO&lT8K2FiGJTf&lM!&a5vvBp%#m-4^ z^^XlE>7};at_?2_Uqx=CxR}Mxc+oN7_iq9LlqcMPUhpB#3)+~N80(->1!Jy>Py9jS zv@=W+*`xbbKAjC2uO>b90{~Jy?_@TNy;plPMuqtb+GcG{G`uyKMQhseT9Vqp|AATQ z|5#{$^jUdUe<6;BJh)w43FK+rh_Q#!A84)`*Ew{R`~gscGD`aObt|+8l~K}9nsUb8;s_NyaMNEOy*7y60ca;=CmY~cB-c*x3H^y+T52+oF=Oo0*m((5CD zRjb^_TF3)=P68&}D5t-)N$TJ#2A=ReVH+!w`s3cf;Ub2N*7p(C*0Fsd-A+5zN-U~A zvMpoi{2F4+fvzIs_s0~Feo7niz0XrFllblPs`eJv7Lw>1AzZSvU16)#aIjaF$XjxF{-IwZ^7}R>DcS(j!Oj}g#wfdMO1L`E7 zxuMplpRXWl*8aCECZF&N0iBqLLelTH#uyv0?IB-=cyQih)4RYk9#o%Trmjh_e6G(9 z_WJJ25l#$kKvjiymU>w?B$z)0%zz{E6yDw)&x%_wUAS3T4(TxQizB{CIKbik^^|lO zxIm;84kgcbdnUPGKZFG^4w%;&O<7CRS=e5<-tVt^x%*BD=J02_CBy|-qSPuSUUrt* z2!)F^3|D!X6Wm~1C_KOJ3CpP%$k?c}h=zUfM@EPFPBWYqiCLp3Iuk}_cpJc0WCG=O zdPYkhhT@xM12;7?1oE_|_2{9yAFD{pOkeb9a7^4Z9jOa?l**vk>5cD7jVb(2LwpKI zzKI};G zc#y~NJ4Z$-X^s8W>Sb9WYMEmlEOIVLG-CBJ+yZZSj@S=D^>?Y;nVE{~sl*Aaek6>h zOMJ&Gxy)lM%JaUv=uXiFk=yL+{e`>l+$OF4?a#nJtEC=Ul&orODo1|?K;?%j&xaod z!zX5!b&9S+ng4kyKZ&^)^n})Y6@8A-Bt*}(Yb5kWx5r#59dX}YHw01eR~t6S?YC@l z*9LT#)$;%mc8S@*Bi_u?3F}N{2Z(~e$n}~g8MBm&Il`hb$DLdNb~+;9djT$K6O>_m zig4}}nW8BoQ}YETZ#E^$=Yvq#I*ekebqxM^E&}gi6L=B zCtgOhnAaQoclW!)1{Mk(b*^1L|6c|%HKcOwdN)iF%1yBYFR^;=X4?i+o9L*2!3-Wy`DptrGB@hp`$aDzcwr;^;k)e6$<|Z@#McPg%LNFv}O=2))>!B>nT#{gJBa zZn}D{B?9kqdaxRw?`GrujAPi)ADj+Pffr;$bxV`XzHz~4*_TJx*SGAIl}=?Gc>S2% zD9f%t3>vzPBSYaP6`t`K|FKEVtmHAS8MTWO~(b(3fuQ+0il*6j+DUKsd+A!Gy(x(NBPo70x zzmWK~hL0xXhd>0`H01pC>ew3_!V-6*1Aj`?ayOP4r9DL(#P!>JGiKn~+xlYU4uXB< z3cUZaGDb@7n{oQ~~p=uXV_b3+b!4?|h znw-UWRCOyvX1=9(ZEsMJ@?CTVhJT~+?;;mpfV&Z*q=59_ot;!>F0c0l&zQ{}KEnt+ zI)(E62}3r7=269#HG(0IUQ->xfTr(0|3GZ?H+|d3`Waok&wz9hHZ~qp9=Ho!otJ!^ z6)J80&4EbLwT!wr17tIto96w_gOfbzFCytFe_CpCUq%THcM^o=VA;;eAxYObP$~Cn zQ;EeNlN>r6A4-(IbLyf%0pc>SPvv*J(L-48>TJA_cK=HXbn_P$c&D5sVPMATnXc-r zkB)jq>}nvsx2?gzRyOjPU^K&Nxqo(9teZTB?Qys&jmqbWe#+k2!-Wq7K=y5!GJW(# z;0#It%-m8xX%xgK<*=N6NR!9ssJ+H`&1Y&6A1fGQX(+AY$Xe^=uY=@ix8#wV#4eDD zH=^`v{8FAB0dfkm{-@!z^mJwES4r4Wma`}N`q;y#s29rCn>%HSlsrGD%!(ej zH#f_YeCjED8*JTP_`IJv;X5zapuO(ETN+&hgG6gBdyuK5ZU@R^n+VB`^Af6bNu4U6 zR`l{JTDo1+ptm(?wvSPSNo#0oz9w$l)NpKlh@+!q#eMD)Zr$tbq&}RR8uDPCm3c(6 z-zsR<@e0!cE_^)i!{eQ=BhxXzBE4TjX0T!Iu-XU-Bz`3>ZO_U#ZDj8Vl+1R@z7-OH z^8QQ`>=3oe`RqnnF7zB$_vvtAmJrk13shPaJxwZ_&LpLfA0Fj+o>wQQu3^YFE`3dp zA2E4w`-{F^HGDfwrRg`N^Nt_oG&fsv(=j&lEy0*|$_It$mB=(`BFbqG_%v2qHQ0kP zF-qlY|BXK}ORTCsjdh=Wc1MgI;T50RvYP54wtNXC1+ipFbRVCZ0bm9vAT#U_(LZhg z)-vvO_4Wo`x{7M?v%^X$vlu@1TuN29G2!e&Z6a$ZrLA$lV-7XQD~=r+xi=19hQ!(# zqwa~Bm~(PU`N2^s_68a8rmRd`#*#K6I%_ zZUYzG&L4(E_d)ks3bHZU+w~6Ejf!L@|Dt7N5B0CFgsCKP;u z7WF+xXH5K%HX^O?n1dG#i^<16w^m6SxzuBoK?UDT7O<0>EML-!TPFvcUT_a!nw>VG zyKZ^9(KJ?&pD{+5N54SBq7q*a`$k5NfNn?lylN42oA(AiH>hxZZ)Lk5>d4(2u+8&$ z|DlWNQhq~&iZk?BQor6Z<5JnsXWx!*WH^(C$I6TUF9$WLMG=l-8syj*e(O46!Ofo`=PE&9Pb>BF2F;80Rwnywjph&vu?Jvo%2I z>160Jr7k^Ft)^lmw6G!|-Vr(vJZh*8RB^sJjHz8p!oKQ^eli5+c)gvtk^0*g=SlS7 zSmu|#t*4A+R*#`OW%1F}sTW&Xx?daiTirrM@fg`NxxgXTQ*x-W%P6s;iVDL;)tw3M z!!O)ab$8JR=lPwMP*)L7ksIcm92niSY1Ab?UgrcnK`#l6uf-3^i0z`g==!)>jifyx zt6=?_#UT#AaLdN#Oe`PC1}2|b9UjbF_1J(<^$!#OaYedHx!2W)_%iH&&|KbnIU>O1 z`86Fr*w^~`%MkGJm$r!GV6aKBE>QQgn|?+X{RD7}(rJ6v>@UT@2I=h%dqlYa82?y&IQHowoO+loXu-T&Jhd+sn-o>Q$J??GSg*y;*m+?1O~kfMLJDU$4C>8P3*n8rARw=}gAL;1 zC4e38d04*ns*Oj7rQLD_`(Md&lUtG>Y;DCuAixY!huEk2CctrF%Rk>g=RV;o4*rwy zR28sCdnO=rrPm9)J1&k)a=`Aq*spc5s1m>X6aSR|{k^~uN>=ruY#G17(wABpfF3`g zHtn~{KSDG(x|MA?0`uWA1*})HNt3&Ezjgv3&Wc9IWAYvbdEka#eIhCx!@R<1@R_Rj zQGhemmwp`qJdai@-k_|*S3mX-A3W)*&*AkVIdMRvC@GIleVN>*F|%{BQRH@!w{kRe zsqtcNU9I=YCFz{PR5eS>^=2N5Nbk7yO#m z%{UpIkM}8NC{-i^yf#OtK`Xsy2#?HrHx{PW5cx;`4k#~wiXX9N4$wW(smRy=qw)T~ z!CwFU^D!wbjj-W^%;@31+2{w$yI+U;s12FB$~4b2IbB-O?N6~x?xMskgNI+X4XP$# zQO4y_4C;`V@to!2(DG+i(y*!|7qo9#9ypB;jaI`>bKm6Y2T2*VYUS!C>{1Yl^K?%M zkabAk3+xar!MODU%5N()jRUp?E#jibM%({j3_dH8+T4htw>n`X#QaQ<0+>(fuB5O0 zs>NBh+S)klon2Sm!Y693AmFff^ptn7Pv}$1_l~y>NwEqq5J)fSIe*a6rA*kMIvFX* zeMP-?k`Sq=uAawf1d-mqJ0@ZAI5H7Lp2!T#ImxbG8f*?$w=+*orMT}zu=WE<8rAcB z>sp2P-uoWWapQK4z|iRT?w8#*RPQ9nTg}()lgucm0WN|AmT|Na_Du_E>Gan}Xd(%Q zm_GKZ>+>~|b^?A)jA_UM4xR9|>F+)>_c?X>KA}u?UnirsoAa2vewYCM<&BzTO4{9Z zDz)#$yZzGNn#!Ba*9+k>uRXu?HA&bZoiv^xY7v-oneY3#&QJEwv^jnZv9ST8--v(7 z7=e@cmId-WbdQwC#7fJzU;FpL!NK9sVO1x2^O5=UnfD{NJ;IioMnDB$3mZ)A^RsD;a{tu)JTzvKyQRTN z!3NvxR-YIv(Q>W&Cl6ZcS#9g#HvcorQ}Js)8I$NTUJ{(TNdNo9T>Sn0}0qX5Q$oos~GZ%nc* zjUAOH>fzz zWT-WTZ2c&v8btr?`X~A^>(ybPQS0#YIj&Ue7~Ab-NeqtVj9LB|)dQ2<@;_P5{eau*zk-0Yech7bHX} zTl=~F_0z95t8tHk&f7XQyLH{fu(li_+21doTl6r?t}EvX36&_RiY#OOs8UqrJpi8W zoD62Uq^>uNP$=u`XSDljtVve1ysWr;LL;dRLcW{=;yqh70Y{#3yGMRaUIEAH2A!T7S1i$dO0~B0eWJ4EIO$ayeqjF z#H6&4z9aQETK^HiCL65WlQK?A!_e^LIaXOeNHW;-AIl{$!aMnUE9(~Rp6Q}Oa}@|1 z>1T@HoJv$PIICfoxym3>q-_MfT+ns!mi>f}(22V=nU zpND(I2XBC=aXw6QmLXx&J`JCaYOgq+l#TsEvEm9#NAzIb=QYp8ob>u<9FfNjs&mzD znXg3k=-GP$J7&qbf1F|s6X(Bw9?PT`FVU=Zt!|%IeblmSG0rIO(|%41^)t5~ealU6 z5dKX}b34+z|9#vW=7Z66D`omxP;D<)#t@<%`!9M7=8|7fdD4|qD%PS{V6B=d!S)s? zHZ?+S^S#nH#0teP8;@%AjtOBLP3DC|gDW5zZVGuKxsZ9FxagJ#jsiH+=U81bo%j8% z=N)=tVSyz@J4J(7VIjXH7g%QKb$X7Szic>AI$pp`s%qubW8hjXegSv1db**8sG!MlQ1-29|OsB4Vm%=xN2=Bn=DeyA`{NlpRx zrm~yA3Ry&{VVA*L5S zxQUAXbA#~|OgcqP`&&#H6?WNLJkAXa)$I8`I(xml%e*_jM|~w6TG>#y>hn)kHyD=t zgW5f5Q)(J^$=tjClA~pLk9G8RU15+>D4w3~fXlw$Tdw9M0<}*BpWT&|%H6&a4ABK< zvopr_t}Iw`=v1jb6(FMI>qDKJ5K!^WltUUCqmo$lu!q^(Whp-zF?VOa;Wwfb@^m%E z9uCys?37hf{ze?W=rw9G5$5n^Ve1|p;HW{h=7TOCegR*p^`{DhHaJPd^&ZB$Y6xvu z>)BkP*I)pLS0>HQrcCUxbba}TApcb|g}`BwCukT}*j!m*>`3@=v#b_Zx<8`8hL>=D z|5~i2Rr$Z*nAb8d$o-Zl0-mHIumtA1ki(0w>=c4{exIz&FJS z)jGEE;?V8GtvhNa2Dqdqp|Mf60hxv(F-AuR8m4dc%yXPD z?di6)6%f`+oYm9dZdDl>VbR}V`D0JQ$^}ChC;ANeid?C5i1-BGpxr3QPsY@wP7B{0 z%_OxB_wC7quz- z0M%~EA|Z6Wu7P`kFJ;?%M&`l`?KIi1RuT~2``p5XCk1(BWd>ZZm7|xub&JHE8$Ygh zEeM1Cp|`(G`{EgnayYnBzCL0N6*R}<-z|DD&xF9+tr6Zc7`~byc#IMoULXj_eM7sS z{>_16Zu1@N4|b4<-ajDZ|0NdugjGxOt?Z8-Gy<8v+Efr5|2O1*aeXYe70ubAYvR`K z_7TdMP(+b$Lyf?b0e6Hb4@$f$*Qw^+c!;BAMV(s7z51P#CQ!dbD(R45I3TC;;&RO) z2cbvs@hh=FwT4*>>;|+Fx7tR zl1!6DC63$2Z4S87NO7-ypPvaf%Z4)AZ)4I!Lq4APfwu*_hC;*R5-ytd)?AJyQzYaG z)4&hQ3yBrSjZ@|6d}XYa@7{JMNTWqR{}y3lK#PWiDQW%Ljm-8)FUhZ!juk!QaK8&Y z&jPXiA^JQ6DPZ!VouP-i2evVd#mM~O$K}o(8bUhO#YBU6-Z@{NR->!E5U7LiGdi%HNHup1x&0wbBmE1?&57GA!Is7@SR5-iD0P+3M{d47K z78WIsZby?2%RMfY3>!@hrA+4$%bU30t@p=9vHm%PAOChAi(W(yGAEl!c{$v;D4da* z1u!VAFO>O8SanDpc!`fQ2qEe5J@up@9y@Cw7#B?t^f}G6RIglg`RIx|Kn;7Dz$3sI zsHwDvoiokIN9Sxi@TfGPlAnV$jbWqq@4*n(T)zb^9HO#>ADS$K>Ele6-;8y2bq6eh z{Z);FPE{P7M}j2Fwdo~-=F$sq4LSZgZu~_9#GD<(Wr8pL({eBqoK>rKjlLMe%4XO> z+EcromvYtHeIhw5=L#0r^CB%;a}go1wp#vzd8weq{RXl`1Af>C1SF#_xWa3*=PUb7 z@)J5P6aZQ1d-zQMPyd66M#u-RUj_*foun3w@gZ-fudqGeYh4|kOdOu}A@(_kiysra zBR)KsILrP@Sc|s7lnIME$L{7xPWh`HK#|7XV1uFGcG1zO&F!l}hqUtaxkesC94v6I z8Ysib|Bo6`-yQlw9+G+3iV5+^kaEej=5!{m@bB!3a32x18Km292W&bB3k&(s@rj|V z-Nbg5xVbhPmFK_=uyZ_+|^oVi1wbAMK%h z>hks43Y`Vmd5-f&RC|s(sQ{`PoyGb%TYmib#5a|cy?O6 zkmkiW_~)A6nlfifhn?VS5La4awHKVrBm*dBd+sQ=HD2)5U+7@;qR()epdz&#=F!gb zUIiY0$^Q!ZZYeY{G!U%SjoilDaBwtmX?bKvzG-T`{}*mmyf3Iv^1Ww`I}ZK6?(Os- z==P>C+kZph6=eIS&gqybzO_yWb|DP<#*i!HCY!9Iw=E#uNkuGjK28`U0RkopJW%EM zu9|LZ$)dAZP7|T(Uu5ShyU}`C+KjFBe?u>%MSnU)>0pQ(Q6c^udXrsgvmx(1~ zouSGJaD<5eMk&UIxOksmo4)gQnJ9>!L$@ma^Fy5eWQ;F$p+b`7T$9_gDb67TUe}h| z-74Kt2M*m<+Q$SLJjQ*Y^YMny)^2Ncs(J`F5u}61cKOd)lT#BMCnvg*&u!Skod39I z|BFz!@8a>jHK~3<;L^^oLOADAP5P3!;PwEWQB1Qkb$?2=*lMeT{%a0~#%(P}_pMQr z$^_S%CbXXJds2#;m+tcVvc7s92CO)@O2*4{!hl9;YvsMc<2o2`zE*6O+`=A7ovT_^ z+)VXZBr;_jr*?WDS}1dTu?R|HoN`im4r@@RmV%#bI^-Ou-1T}$COEOO*o+44fbNbw zZG+x<1fs?GrD}z6x`%Rda*i-_N*XITAk45C&s>g#fGoYiSsKpmQK9nn64T^uK{?l% zcZS0*M>6^h@qQzyc5JtiNb*MS_VftlzO{KK7^;d-f9h8_9KK@)arOCo2a1Yle z@QH%7rOPK0+mD}i>tEo!;y6T#IZv>OJiM(W34Q~4{ff)U(ZNND!}@F6Dr9gfx;R7E z>5sL7oqk4gGWpgoeFT;{FYm?div8FEoPoRjPwQ^uU63e#=F?GCOvvi_oPTw;7d)fZ zZ_567>9qN)g5oO_vL&%dDRoPYUOE1lyXmc}=sGE8N>E56Uq3>foXe2j zMEsOA13gZil=7l;L65WQ!7iah@0xDooO!KaTAF-xpm%Vh9@Ybu7Ge8zOJt6P2_|=o zgK7N#cmZ^+@cQ1}A)rL}+RFG2??!)H@@?l}J;QAiR=*FXe~|x8ASGXK`fSn(wirAO z+1c5@J!^!vRPE2Izl+o$4VjR6D&t4QOf3B=UfM59q4*Z`SGb4&e&7MXdLxJDU=3r9 zgv>q8_K-Xuc?rF4WhIi}l)74uo6G6x3EDsm$KXlmQptdf*h z3T<#Ngs}N6(_sx|a-CUc+puCoRUOpqX4OOMSJCB9$({JnvlKX-ymEUdwLCbm zpf&$gr%Tc;eKuM3g6|XZNw#X(0zshr?581Z-UBdyEbjjiUvs(U(hT z^}M+h69iFL8?X*J9+5Bt9VlY-tT{7yEBI$~@5xJ8jpLo^64~W~i-f2Wr}7O6sNm`W1>|U@>stV>ZZe z`;n+Oq4*6?^L`6zZ8iANO~3ww6pdD%3CD<&b8dwa+$AY?#Q62eo;Qa~@FsFG_3n1W zyPh7ZurUfcpl*SR8^-M!e9u|P53vDs&q}5Uw6}GoOK42!fwadP)~ww>%6^O5n+Btz zQv4oP#QQ|unjI~b;Uontf1VFsPtjeYgI&cPshQlh3}p$cEd*|49L-L*!z(*)h9;xd zBRQ&*Z9u+qJ+V%j+=Yu#qaB<+&s1NP)*uCKxPgQy>vsLh$O4!XNPzDIZMmk)If zud}l5=+CU8gbn8Pp>W5XVvCz$mEcl73oo}8H?>1!6|bNHe>x0voN8X)zI<6Ha1MEUx`-5E&{>QK>orRM`V=GjaK#gYM7 zuz$6G;#;_WU?cVAey{#7OtarIpa$ZdmG>3=h;LvNa0M)ji4ndE)LS7T$}Fy~RugjC za|ID7_|-^TnbgdUZQ-Q=3|^d4q*iVr*CK=Y=UX(-2ZgiW7XwfZ&|3z05q8IuCoLMa zBON-5?Wd`L^<9q*B54?J?D2G6xq-&%8r%fZ;n*4RP3ZnY#wk0-wD&Dl~+R*a!nwHaF?0%dK&&>?TwL)*VX>R z%gnlZk~`l*jc#HZZ`E~ncG_tSN-VR;)@K!e9f+c6%sB+6?dzoH)B<-OTy{6WQi?`l zTN4I>$;|;LAZN5K6idK?nLJ5vO#{KyG z1Q9zvvC~{{^;mqRYoWBw=)Gd-k8I@=m{dPW> z6SZkKs%o;&OHYaE&Gjvs%BhrsToK#O)HX129+$_d_ZCnu(pCnEC*nv1_6%w9T1UZa z&m7dNrW(kd-VHmF+Q^o4$S%@1S-KeHc;9AUt zvRGr<;gsC)j#<`l!yJ5Wu97!Qt$MB7-l!=kq{tmaE-beP>9ycsKZ!{K7&<7O7zPHT zb=az8SI+uV9=(3sIJ}Z6SXDkKzkXnpJ)%pec1SK|>%T7qsQ>_@A#c5nv(cK#`V5T1GN1gXMezjhrW%Hh%$oDQWtxp! z$RJ!CaDW@dnh|9a@I}mjdv0gw7eY7P zzvg&%!km@k`C@xuIA-%7uC%7vcPBgWCr!O-2 ztP+(o-u&1xHwS#2yjIQ;Yc6XK05Q3lsKGQL&QX%eJkMzAEZ7^W9EDk0x~g9tvpz|&wv2@zaNC-Y()D1u2_4PN zY<&&1dH)~mT>tu!&wLM@3>@lBt9`8)6&Gu#eCom8}8zB zH^e!bxjoywCc@(%?0Mv-p!r(z43Ib26jJXx7~a$tBg|f?Y6L82>AgSx#OWY1IrI(U zu-Wj%-ZkMSIT^g?hd=^K^P#_=qxJ@&QG|Y4jwxr*`=A&kNK^Veg}wMBtS&TtDq0_OKhb3FLSRt4vD zPan{6_c3xx$V@qCpkbXJI}ztL1(!;S)0S6rI&ApD7BsUvzvIH^!}?@w?;mYkZ7C81Gz%fR?g1826Ow7 z;gEUH7v52apt*mqp4^#^&l&C?e0)gd(0EHzS?3XctAx+wGV(A>!6`q-Ln$gqF);et zrqMnrh4VkD|Ix}AMkxHUx!!NNscB|YzW;X19d0SP(-{fWy z9ixRBXHrT>;i=X}e8Kq~mSE-+DAdo8p5*UX$& zZPIcgD!P}fX}MmOB4*4VL$Wo4AuZ>1Ei96*S)X9eVhS06!r_LZq5y^jGI^vj)eZHe zp<8&Syo%qHu*)&_(3M$o>F6`J_R2U1r~c8+)e3Ut#@I9{<9%_)y2JQ6*FoObB3RWT zi+`D0yD}|mIu|ObxIG09b4udvcH$h_`EJ1PF${6LT=AaV{NPQMgQ%N&QJ(**(4ye^ zV8MJH!`~eW&k7dA%aP*R#!qg?8XKl7x50Kdo2@+xY-ZO_d=l)9Q(J&K)F zO;X~9DicaxEaj(Urom1UThYmyR^5@M>7vwO9R1qj$g3+)vaVQ~o!^F9V{@fIaiENw zP_HAn(%~Q|k#z?b@x}UD%-gYdk?l_uI8pkfjx+3>scAuEm4c((CF35Z|!RMnO?j~ zjbRp%+)X(EWsPuhZa5A0G0oq5%;%@{JQGnFbu#UL{MclNN%?KGqecV4!m`8NLWb}D z_v-eX=0Q;9>^N^$f(ZWWM-BM{yTN`P&M!?6*T8)UeNS&%bi*U&l>$ImDp%uOs*{CX z{XO{I<}bzl)w8OYhPs{g>}+Nvj<6xfjc{=C`&5&Y1=4cmO9Y?W3YO8SZkh*VWs3eT zky&Z&%W7QO-FfhxwobJH*(u%T%|u%J%W~anRU`ZskMOEEh#Q|-=a>ADEys!&ZkOX< z{ZLE@mKlYl+lZulY-?L!#BvH<$i~^;e8He3Y!1G!VCNlnXSgW3dNPck(2;Oz1%McN z3idfWaVo=XEcV_kgbZDRU+9vqQq{@-eH)gv$+xz*X~sGD(^kOw)>PM~5ZjTQP`j4F z25|mHhuDF;p7Qhmec%4RkENIAn@*QOrY3|{K1^;ei?5yTY_-~H$CqFFhfhqUGKjio z796DS*tFi$3nt%OY2ccHXgPYmx}q&1@JNe(g4}ld&7!!}j`K*tb}rc6c;)B$;_U3p zy;Y=_pq0_%=5i%n>ixt8fZuB8>Y=%rk5>m5bFx zy{5Z4c2(T>cuIlPKGWmD4f8Z8Xs}iO#|=CtD(YOJQBuLZ<8<4Tzi|Z@_+Q1E{Q(WK z5yp;&=W9}3%b@*d-!}T?9>3i*h`Q(yo6dJ}|4*O{o@~r)8BvLIHneGLqD%yz=3E$y zwH-r=aXf|oT1nS(bK8KRCbb>qum=OH>;>AFps~n{L*`4q=76TXK*xHq8l%270@c?s zYU@aSLZqQdSeE+t9GpEP(-C2Sdb8Ki^K&cgVIy(i2XF62@*i@KgM*O=YjA+`pq+lx z@0pp>a>+&o6Ij(nMOK5#h6!#|ET;=FSC;n>TZ&a;cm%;{_|BD>q>+7A|AX=M+|S)^ z#~{H5L&PA$djE}0l{Q3q;!?C_Q@vw2Ztzqc_-ULivM13_voDRHmjyH%KnTrlPKjK_ z`q#S5c|A5Y)m8_s&<_r!xi&>kIWBpn;#Q0Kn-Wm`2Tz$jX0IwQeqm{<$D2Wlx=I{i zvuO(Pn2F*ZQ6{^4bYBN|FN)8}L@S=^d@n!1bWGBJ>uNGYXPOi6Ei<}pj9rn^d*zxt zTW%^}{bQbb0O|S4h#|~xE%WPMAjcjw`JJX_QvEjGpwkNn4k3VBUDfn1fPBx0*VCaq z8l#`)wYVzc*Tdzd)|}zVlwSCWr{3;#St=c%5?jx2Bm7&He-CZQ9?NU1>qVuqW4;Qh zN?nW%#WYMpAgGaS_Fz)P;709@^I+HI;O^7Eu>qe3EI)T+wq@6l=Y#ru zT+SBfMt5dXk|unqTOosFi^mq{c|~VtR8fcMX0sjPG}iqRt=Ku#;ap-s>X^&B_Eb1I zxEh`+iD>l==WqpHD=4fXBHUm>lr zyT=oB3VO~H8Jd*bvZ2pOkuAWmN9`grRissNtY)Gm-0^4K-`lJ6pMwh7^48CV10C9| zu`9WBdY=>25vvER9g&u}Ble7a2IHV2N*jtZZ0%DsWAuO3@rocXZ*K>)V?sMSyA&Ox z41|#G+HS@1CV7bh&^hzRICEp-L#eCm<(Is`_@<&NYtb|crS(Y~!z>LOTY7BxSy&u4NR!uuz{HYal z;hsN1XEWOM#jA!3%6D8KNW+h0WQ9}kn{TP)Mh*I~NJxde`dinI-bZPXgy`=#?QGv$ z@SPW4yco`N&(fNszdj2zaM@SaN@9(E92>|5C8fb3;^iKhhfrO*IV-0sypKFWsLaou z(l;8{L^(&z%JkkE1ibhD0d*r5|F4_Z`19%s)p{&+-y?Xmb?wLjRa@#?N6yN9v*%Rn ziHQ0UKJ`8L;LXVrdi{4}n|@Dpgk&GYLOyNI6Sa4AK@znJ15jjg&UoZz2h9Sk%p(}L zq+iPa`vdkV*VxPqTVP<|1QJPggW5lpql;L9F}fS zoxyGl`4Fr|G~ec^QZgUM5w7XP@1~PVIqlMNOI7h40nsufP3r2#K?E5wqNWKGm)LSf z(_SbAa5Uf}w=ebtT9YFi{N0r8f08FVt&vz&Q!slf6l{Ec=cYIN+J6xQ&|2pz_-4Q2 zZc$6I_r`yih;1${0$<*U4VRE=^F&=1w7?W3$p3g%Q>seDL?ku;k))8Fff+HG`_*B} zu~Ls_UU@#){r29D$r>N&fWzvyLr6!qP0qTaXqN35WLOU}r zs5~nzvmC}$h&KoUbAa^ZJeI~f9LQL06rTHf%*4?trDE9du0fUqi4848a6?s~#b&X5 zU-LNZKvm-t;6qW^8};_o-{Rz0UEycc!-W@!5{uU${{zKghT@MON*7PQ`D zop2U3BR-u-V>p*al}C#dUt91xZ|%(Lpk8U(vf-5K@t*u`+W`+A%l)sK0lfcte?Rv( zC+bHjq9 z|9!b8&{@I|G-*<|+s2n@8t*|IZV~?)JKJzf;cr@G>M@1s&e(H&gx*yLI`sEp*${+`gGQ6pQm#^b1Tt~0T?zM9yp<7vCXs!T`V#SglmCkjqEs{V+QyomjU zrwsKPs-hJkq1bTw9WqwM^?Gr*n#!v?U!@IQWm+%4X&|O7KK^oE;z^N5H;wSt%ut;n zh&JW^2?=8suvdx!Z60((PMmJ7b;EYQZc95dmQP z%X>$Bx~T1L*a|&hw=fTzBA+flFf5~G?|^5u=;zf?W%(2K59d?ljcb#prH2X~hs{C6 zV8aYA0KergJ_Tlz@k7A~YK{3vtYYoO#aoq)pvOZ0Dpo+U&t53uK8bTFLxFj}SN0IF z%S=;085=;|W5HT>n8L^hV(5+#JWG>q-U{)sY^fT^ZdA$UF&^>R>_19Us&?mMrS?`f zp7~UTka}JJrxE5+E^9-z5VR?A1smIEEdiYgpe~J_Z6Xex z@k@D{pc-mm-+l2)7cuF3pU0X0%;cBMA0%M-Ht-^cV*?q6dxhl6A_DTP-m7+iVVf`P z+KM>9(GG%v`7e8>En1|hu)}@$SJ^VFZc&EJZ)@ zTT{=+j>aZj4&8vcr0g~;d&W(&m7N^p;K9vj-YdF%tKj|_9SSkS~Iuie%Du%iSB3_CwIL7%lx1YS=@fRvEs!5&S>cP=x4 z!?vjh*uHxi9LHb1!v8D-&mGQr*twXk*&C5)R$y@&7>yQ5A;`SWqkZk;A|73-D%Vp3 z1NEP{7`H}ivg|*;Qk3Q5a8aF&XPa~APumEYR}GM5HMG&bW`Q>O?7`<=y}-8Z zbYYfXGv4pj$Abf>%wY*fEsero%8#oSRIlxP*Aw~;_0f|or!)o7x0A!yL(_GW$NU3A z>M#;!x8309wLLn@+a$0aqQJDok{7#$>35n_z(qA(ZlMerjeXyLzVeoB1u?#wk~&@rRtZ;y-$0V_tKhsR$|XxVB@4> zs4}_%E=#6;3lm4Yr$X2Ypd{j4*Alem8j=;1JSy0VtxVbXbo-wnXWlAp#MV*A2-d$< zB9bCAMQP=9oVKO*j+`GG8&i>rm?#T=sgB)gB- znCet;%Of~bDQxEwWT_0Y3&RACctt7-_6`UVrQxDLdfY>JO0*s zS+B}Qw=|;c0PNMVuv_ty_I?^0u3sW5_LyPw9nu0HIp@YBCo_J}ebbXh%PGrD8}Uz# z^5lUO^t7JyMCp3B29pf3s5N@3Eh&T(T6^D|Jx!E-BHVZ<)4+l@&KBcsYz2&uJADkm zf_|;Owvc>8=eW+G>+Dy%>(prr&#%ZCpQJ$5p6l|;ol$M{O8;Jr(DBEkXI|p#(DeaR z%o2rr^_*u8L$`)c9P#ly!v3=V&oXLL^vQjJhyr_5P+U`E8|zN3YvT1iqToH^;gTt) zM)~jG>qZU6hTO8aSZ4SbPge3pX1ipcwU4d9@Mk( zz%ad5`zM{Uva`)_h=l`gN=|rlJul1uyXxuBSaihtXYft*kj6dn@q1sQzI)$=$3Ps} zeOI-3S6z26K76lnUvrZF-A6Vqtrniiqs(92i`Z`(VPaxdLPF_Ho@SMcNN%l)%bt6a zy9Tj@M6<<3yYiH1aM$A(Q!8`hS#84MFoyGe~todGBz!>BnJhoe0rJ=;N)}7bPphqGK#4FJm9D z_6vWn(i&*4)1k9IFOL*cfIyyJv;nTyAo#YEXy|0-JRr%qOpXO-GZ3{EoxG0|b;zNTsKxP13m= zMV~q66>1oiDvGxBIIX$r34vjU*~a>FtJDAf(_jI`@-^e}b3}8e)Mdf>1XbVm$BB%7 z)i9~RwDW;L_3cfOMCi?!D`ku13ce3ntMdP#c#Akt$^#5~(W{yIZCAqu^TZ>a z=n(>LES zUNyukE3&n`&&@G@a-qtb@_7n81BZK~_O+yRQc_XNSQ&q=eUR6U14&|Hb;w+9@}GS@ zWHcf0oFj{Qg;yS94}ej<=RiZ@pfe(VWw^K|Z}YDA2q3P-99~+2fB)^h znZLAU6&rfL{%7R<>w3WN{y*k34bTZ7#XaC6&&ESMj|QJ*E7{2&b!tuuGU(kMnoO=y zkftl1+fyN`PmNPzf<%FS`GbP86*AMAe!sVdmFs4n-TA1rYH5_4wYuXed7&wgj?HGl zm;&!qrwhb%+AJdriw%wCD6XgtPx?0$#=0z}>gD>)j8vn%g4>wooLzz{v$0LmOR$di zae|6m%n%ic8v2>)D%%a5Hi#eNJALP>xhD8M@|Fi`9<{;uhns~vKHa`@;%Q(YZI^P1 zTu6LZ>p*l()?KBP%t?TX(R$8MNOry17&OqF3V+H4;D|(iKzT+5*FU$2epT z)ZgF#O?p+;n$EMnLC873{ggA2>VF;o{=5okRG;Gs;8ZPl;a>Z!S@AwI=fw7@Bvlm`?E)+B=2U(dIZZ zQc|KqKITm)XFY!+t!kEZJ*!|~R{Th8c#(9MmZD*IQsCp}qu+hny-;`_>enY5m+W>K zqXI{m5Z*|^{&=>2KNo6m+3)d+)a;_&VLtrqr&{NWEK7<0p)q}`f^tObV7IfP*M#>I z`=g_%OrDBGGSz#sfVvCAGE~KNVl>u0j52mvxO=?t@AGd6^4tc+Ar65zk}hHrk8!Ir zcExAjEP&((>ft=7Cy{rd*lgY10!!YEP_K7#pfymsof5aBZ_j1qRwTx0~6|%&U~j@#p8~ z;4C|iuM)#EWw9W3?JEz+igJLQ$Z%#$2X|P!Q$Vh8N)wS_Jiv;!L4&Xq+(G7Si zu6>nD(#V^qPLKiXF^zyP4wvXB%0qF|t>o?8tG`i4*8IgKeguoS=f*!rb*v&I?ltH_ zD=?~iRH>HJvBqmmo*+M(7VFAa!Apno3vo_U#;{M$8Z1!8tsH7 zAdG5SKUs0$bg>m^GU+Hdr6%-XV$s(`2ne2v5*s)Pc6Qv zuO85QgGbOW)8vkp+WXR69>{d;?$SUG2RSMTX4bvg7?F;C*_fFE4{Zo58BcH@E;m0O zwDwED@`Te1E8LVD0-QWPfk=KVS-P~nC|6m{2! zaCGwf;Q1Rk>xcy2-CYm*H7%PvRX=!5?QL$8SjQ+-`1<&q!Jl)!ckc3!gpaG=vwHkh zH#u&I>2C$jLm>KdP@R{d!=vBkrrf1OH>9i9s^QuSrWcdr6%`mh7&pR&Y=dda@J4A? zniou=3t!>35-;I@&nl;5YE^IQ{CuCxK5uf?=aVr?owTIcCHVRcTDqD6%S9MdAE4jp zHt^Z}B|Jzf1r)6K8k~R}Z6sDy`u4;=w5+N_ZW388Z5hQU?t6aI@W;&i3KTdC6XP>p z)W*Cxos{md%);F#`PC799&H8FCsO)?^3$ELdvEW0J@((l0&Y*~#ls zZw?iMVvG3ek%f)_#0G(6u0F-B9Q1m^`D9i7;iaqpTM zWUL!-d#~0Osk{6Um1F3k7)Hs|Gsh=+q&ddq89FYM3G$ALL0g&jSKJ~;z^P0(; z`qtw=(9(WtWtiq=mbBcJS_Cq_xf2&!YwA$Fz$bt|Mbar+Y|y@PbiTo?k{&l1UAUoa zI+f6FaU{dx54md@UT=>WVb>4x#n$F%dHAJZ%cr>-T{!&_sAX4hR?9@|Lt92-GkfdN zsCH4b8PnqNho;*ok>#4ztxGNHI9ad`?ilv#z1 z^n@&ym80TNoQ}LVrv6PEu2D?y{p(i3+yY00qnjgN9YHpE5~bni6FL_jwS=**2sCWN z7NqYAe4lvHoS>QHT2r>_?A4UE;zVVjPZ#)H`B#ctSfi?IGqvo*_`^z2 z39v<~x?N%oZ(6NQCupK*x;um&4-FQ`lnlJhBY#}C-s&`or+0_248jwdwt()|OAU4xu~csQY+RgZ)mpe)^WOL}il>+oG+2n09PdN$nwlNeF<43wHoFZ=lRE$S zhwxBOZ~q1YfHa21+oZU(wk9IT&Z5D!CNysk7xb*(fBQH1qQpglMjlA!5 z4|^hZNWp@BIeO+EJmG;qsW5aXq=by=m=Mdp*Z5|8d;^AwG%UCzNxj$dzRJp9JUJ%) z)%o@#Xc2^iMD_0tJd?12&z#X9Y)r>Z1S5oq@13;;?~Wxpsc*#{;R>mv*c(EIy(Gxg z?nKhrJ&;o(6fWJ$AK@7qFQayEd(-<+85?we%FcKajT@}OGPCpz0ic(sIQ^{(Z@apd zym=lTeWv%-D&G&!N6~7y57j*dn9&L>EFeWw(70;vO9V(51`1CYgz`O}cU-?|(|}$s z)Ee3UJ{RTZ&EQ41#}19206_E3>WtC87;arkWb@wqAS83C@JWAoQynX-{@!H%Fe{G2 z&jf$aekZqDv0||@M=la``4MJN>ikc{kMQzPCWUt~J?Rz4S00 zj^4+2i>*4`EThxZts%ub5rr0sW2qQKf+dPaEZj331S$B`7f#gP;v+|0OUWBgtMknX z)^)5R>T509k^*+?8)x;jWFOMv7@|1`XwU6aheU|*SYM`$+9L5=_pPl<+F{<{f|0#A z0L7|&RIO0H3bA{ltem+J#MCfbbYVKf;jcs1QZ_$voT}^yFrw&e{s6(1x8ELNQ1Nvv z+>7VP=%m%HGU#h?nL6FBC$0K?NU0hL=qKqOhpv@_jd2n&fFwo?b#qt1)Jl=zWMjzF zmu(}Vs(#i5{=3-=1v|eeNPIW@h8g+PA3XMLOx^ZlhZ~ zFgnas#8;ukhk*GS^AT4%Qh)RkZ}U-%vkxinMs!_D6g5cNyH&LH(LF&InUH`t_sWKg zIwkS$qUR!DFYo#FvVrZ6N&Y!x%UZ6*j)1(*cdB|UGOAAWu!r|fbVTZto3o^((>it2 za&thjeBCFu|Dv5mGXz!M=mcKw6y$9on$zq=dLwCQ#l_vf7I-oQ(oaF5%1>V z5kqxdaW^n1d(^YGn4mQ6DW6?V(hG+$7Q6b++IJi-R*6(K_-3VyY~G zm}r9^b7a#i7qnfZ)b5R=8yB`5@UX2#6Ar)GtQzE>y)Y^Q)De|Wma2tqcXq_}&AuMn zHPW@0o$pM9oWl|KYKiDf|3tQv@u*b8)j-=F+_0@b)vnPJv8n|uyta1k-MC)3| zf+TLwtz+rhp*qOtlb3?FE}O4SD;2&ApeLJ`KIR`UB|YOHd@UswqyW_*1#Yu%VdZGJ zM)c*ys|lA}-sJa~mK1ynXzLZTJXi&?7~uBEGj}Hh+%0^*KDjC}`mq{r*avDw{9{ z3Bl`_xua;g9=e%)Fs``)baw~NiHCrUMM1k3w$L^Xejg`XyC7+E?TVQDPRACR94-QO zszs$_lDH9+T+$8ykP=Zg0AH_;h!oPX3OO;@!f?GVuSy7ww@ga6j#+v1pd)5F0?AQ- zo||HB9c=STBWjoUKK!{xg*82;^L6nq!!(-3u>{K%QeVOuvj~wptfRk+!yNZCjCC3c z?R$pIw1SF3Ts%b++Gyg04qX|)!t7jd?jeF$t<-?e(X$cOi6&G2U<~12!Ln9gf|Pv? z8{?#qeNR4ip#=T$VUh)QG$&7a#5MOj8O;E$mqaCO>;-nPCL9)9!7EQ0`g6LXMa4C0 zFqb414wBJfE;366K|-#oXTYxL_(C64Y2lNkv7m}&QTfdAa|BX~JeISuJF^yJ`Rgh{ zXY_1+-2|kH$*5zt|VpTWA|>!VxwPe!OlS966@G*@ke0)#O@9o z3-ltspve;ijE&xQYTZ- z#p5zdrLFdT<)hc@cje#l+i5y^J6mI7lKmcsj^Rd%;9~P1iA5T-d(2+B(If#rCrQAv z!n@)@Pr{n#{HQny#AYp&#{#x)3e{;;vwX{?*_AaVQrjDv^^s-5gFJuV3&^r(HqhFU z7Jdo?CdXZJ%X^D`-6@ZHtRutXZWsut+0Bq`tR&)uni{VGL%uT;B+>Z}4W)<-qMUf0 zV>yfp9zvbBlzj%=kVx|IsIoE(uWd3ne_dKo>aK&Dh3hD>Y_@X`{Kl)Px285|(5qpo z=B0Oo6_+IMQ87Q+oEXn-QJ0BxoA3x`&>z*4msayctEsOcU$%Ng>dabN>!b6#$&l9q zA~E=tfZyP-TCc-BX!a@vj@6QyXOd=7DkP!i&Rdz`3A}gtuSSdd-9v|&<&V+Ih@h-l zgQ?g=cod{_>nW2I*A^qQpZj*{x+nw9h0Z*e@IYeVJt9M+zNGDXyt?axni7%iB|qRa zCw{xCdv(azK?3r#{5zkWaV!4dsK~wcW07}Fb5iGdHAS8;ZR#!z4g^>{b^Kr?X2)x- zYP#%y>`ZjxZmsE;GVa)E+!nvSIMNC{;Gqc--gEPSq;wVf9zI&WX{)NWIcj9I>ScK? zzKu>igOXP#DZMBH>5lA7BFIaoT)e&Nz`ZjQ-Et5|gvYzYh~LTz8at37V~xXJR_IJo zi%VzA(sf>{>=VG=c{m-XxHiz9Z8qa#c8!A~?>~Q(g^x zybJ7z(;i2$G^VG3dR-d`pbr3*91^6x;+Y%Nt6Iaq3K=2iuC_4$7H69^vo9h+zHzUt zV)a*dG56-|3Dsdgo2WajkaH5EO3NlFh|0M+$~uMXh}h>V8XF^9=BOs(C8+$ zYo)nU)UG~kkv0UOS>=HfD97^1&o{U7=Ioq4k8WwyUn&DBiD|!my+jF5)L}KS+o0o5 z+*yM;SE9ocNq(W78fEXur;q1KwSNcHOpBg}9%Kg4>I{P8r6!xmr~h(3_siJK5 ziA`H_k9sn}y=y#xiee=(s6cRVT7Pa8p;mvX1O#hw`%9I}Nf%xiNnej7n z?ZlVFXGm{HWMy51!mKs%=3KzcWg}zRUeLho+N;`W;;1iHQ^KCsRbcsB%V+!Ck{RU^ z?o4V3qwWulm=5-XOJ)aPaP0ky-V;`5ML~MJT`3!BU*8A?G79OpsU6d)JYmURyau*jNkb*=>Gs2^YUn)oTOw*sUz`<*<~o= zF0Q(KMq@T7=jtU10#zGz2Z<~LG;|=?j6wwUKrK839#4eP(bS!&*>PNKE*vGRuy0-W zy4O*iIxB!GH}e3rRPe34ZWYJ!g40(&n!2qb7UcSw-bD=UR+615o#!p)#wpzIfS76d z#vpUcXj@}Emr}gx9|fJBk&#DP=(8!k+?(#EU?Re=K&@0UG`s1r@@)kPODg z`XTaYJbKs8xH{({F$uzD`J1adViLG8T4!b5lkSA- zG81fmc=J?Vo`?X^)-8Tgh0og`btk-$d|NpYp<0G-Ex#F>2J~ATJgS%tmBaTjidFwx z3t(^A1cO%ddA9tnkOA!Blxg137of*paoM+ku2#7`{_D8X2fgNOa&lc-Mc!x4(v^vT z0_s3Rm;A8@xpv@95|7-o%Wf)tTr;F0%B6T*W6B9p%YW(T@86N1_K5;f$C-YFu@jqO zY#lvZ7}IE;u^uih03g5H?woKNEM&fK3o0Jhf41>>Maf{M6lTdt9cwM`4rJvYCBMqN zP2SsQ04FSoj-hmQG%vn_7n6cdVD_0Uu7ZF;n@p;4dHTBNx|vY`Eb`iHel+O9gU`vP z6UTm}uZIT4V@xYoKi|7~iX|^uhLMndaZq~oq&Y0@o0(e_Drzzv6qRA1ZFKAa-p%!H z(X++Av+zkFqM>jvC37Z4+wkMHe$kakM0xqQ9C7YmFE4+x!>c6dT6h#W+o17T$jzmu z>K;AI2>jzT`75~8n;oVKNw*Ds zueXTZSzP6w-+>B&sD-WWOdqr>OB_a?!<#2Z7U=`%AfKt{gGE|k6jprQd>YOlE4f?% zN5Zmxy-Bk2Ewf|lPwux&W|6z!q`LL&QI3u*co=*iU0)})c~>5b4Kd0@dAM0oHsBq3 zN2BP=V?yrKk|vP2_U6WeUq$8d0CtbZwo2QH2U|YPj8?3GNfuSRvl-R21{0gMbzzB& zXR{4BgI|UFbPFt3pR@n4fT6~SwmWl!%AWNCb6Y|z0gDcNQE%zbeSI1KTJ?iPEfja9 z3=Y)%2IGgg#!ul{;m??Rxo}e_E?Lp^T8Ays_#s&9IY@Nfa;?*sAnsypQX2$; zFX*42@gs#7LDxhqxa9Bq)j(G%ibog*mP}g9OAbt?O`G&QEqLSHoL#tFbt5^>z1r`7@+>nnDZyR4Yp)9mWzfoT zgp~IWNP_g^p}PGLr8R&ZwuA}xbJxp&6o0HR_RE+a%xKQn(z=h;KG!)_v|h2c;9Bfu znSh>!5Km>|t}&wuFTI$I%6s94v$Yuulsl|!)&(MtqLHnlnoeaESH2cL-fz=`(A=ub zsUeX$Zf)9a**sV6q%b7~Q%=5c#^s*N9VW|V7r8`R3t!J>2bQB5plygVT=7XEROmI1r^GhG1iF0ISLYp)v&EZt?-` zUCjh_Wa0+M@w+Mj)Ks@j@ojnIXz&J?^l&i{m^3Rm7B9*9UHJT)MU{P+4S0aR;Z)yG z74W?K5AN=G9VT@i)j4Je03b3M{uz&K0%}E-qd!+ge!e&`KPG-ijLBN7gbmV7ncygo zg>Rj8fpqi&E-HNiKI4YX+0San4B3f?o zGP2pj&%VshY;Qbosd1dnDcW#-lWiO_?@b7JbT5CVF4k+PnIJd$>ySyx zW`1COvfHm8eu+uu+xjuQo0;ePJl299zBXbKhTV1iw3Lo$5H00gXXvd{r8QZq@r3&2 zG^T9<|8n*5&olczMdlqaQAX(OTDWI01@3BSjb6i0hA$%ikW8T8z7<~Ay~fX)2voNN)5qQK%3GD%J@M&z zK(EDgNWc`GuwJe#+`|Q{e$O42M_wQ$TK78?e4989}ICRK&{fUR7M@l zx5Cz*p-i5l&Gmf{9g}DejZ9MQ2o`*$+3NMnU^jLJBn8D%fcDY?qR4XnPTPfGQfu74 zmmV(xXLYF={Q-E(_fgr+vfm1w+5zI?ElJB_{54yzl7E%zm^}Pvh49M2ZhMh6eT+i1SM+U7ilSYp; z>fUn720L2U+ho*C3=e%F`1sD=p`-#;9v~c(%0;yX;VBFe3fes@`ScRUOk9!uBN&^j z0HpUkaJuycov}l}Nu%x}co37gKQhJ_dc&Q{g#1i}S z%Yt)R4fF9c6}5u)rPj!vYmxQcUNcjOA7@f_uyCGh|sGfOSt`h~hs1Uf5KI@$ZWu|mnmj%4S@0ZpJps=s% zqcCdJY8Imeo~>H8q{=voL5Ep;J!T;cK=ssz2l3q!G-KS(A(J$m;<)kqA%$o?fPC<- zO>?8~{Y#hS+Bk&yg1_6~%Q?hOdnkvj%8fsMFJR#px;cf!FvO2fKy2!lSUMemJ%_&R z!5UHcXzF!@%DRK1LcGox?>F#E?Z?!e^l{^QUteF~RX$b2uI<2H@sAqzqW{BK@0K+e z@6P*SFF@B}>5RN3-r&%X44%(70;Gow076jPYW2`Dx-f#AN*F;rG1IBDrJeA^Qye6J9AKKV$ z>7yK$1M@%0BoE>;FA;?ryN?*?W5Cd%Kp)k= zqz+OTq!(9PZ294C>KOpv?G+k5a0YK0rW4qMD)(IV<}?@;`oP)d7hr)EN4(mQir+a` zmJ`!ePIX$bh~lO5Z4+U~&-st~)^E*`L@I4tR+grwJ+zqz&4v@^?SGO1OpKtt)xCW> zjzagzqXkXm2~Kj|4(5W2wAfn_h^(>eBI7#ddTQ=!!&5rrzSxBh$buFGTcH&_G4lKp zex-V(IC6QIt;DiF!-}mtC1dpN8hId=yez$EbCqW?OB<9xrG{f3 zwCfA7Cr;!sdfra#LyN1_V(~LL1u=*%;IYAn9iz)>9(L})(5$O#r0@nJz`w=OPO1|^ zLLTo#hmANEcU@nK|0l@suZKhX@W7t2>HO&UxB_oPcVmCN%Wrx`_Zbx&`g2o+`$~68@By08iw7B=ezWn_7U*>L7^)AZx#Dgu z*oug;FRZ*LkzSJk2B+&PJQTpvgL(#o0x__Nv{+^8w)UlHW6*+@-?q#Q%m{epn)MdabXO*J6 zdvPi}vEW-^bNhh)MIWH?a4cY0*E>p7$tdyi`*W1X6!PADDehO)O#BcZB2+U(C<0)Y zAn^FHc8HspPTY6RP659ox(ygg%!J=zpqB6Z=fM{reV@yYl|9*d(X5UB!fg^!|5UK4 zX)VYff&U>LyGyCR3bS>Z*5+VlEfYPr1$UUs7S&Okem46)Dz`UzH?khcT(UALC)irc zIm6-9);iX0GMsf+EfYWQItN)4biScE017RISGWFX+JBgt@7emPN0bL;p3}ec^!GIiI?+;-^ zCPcsM`(&7?PkTn&baPtqc;V`$F84~r*cJ7!X(69kEX5ZRl?t~l{Q43l%|4l%CeN1I z&Uiy36cUFhZaZ^k(tRARMglOZ&HX~}$_gx?+$@5I4%TBR2MO>0*q%D>zOWWxU{Jrd zHcczN4J&u|8WWF)<{#^ykLpohyghU^OXDTUeZQ5JZqw*FsCg04KP%ILy)qI@KSN4{aVd(ao#1zc>6Fn|6P_!Qz6h$qcS_$O zA75MO>q-kLYTXD10AhgcB@4F#rjE3a1_lOx9)GGIBR$XfG=foZJ7?FPG-X^QJUv#5 zB^L1({MTsC{}^uT`(gmJz?UpDzJ;iB14Bk9uWcv}6lPw6=+({hJ9yr;;+bZpt-Y#af_EA*XP52S{nIkyJJu>3C+x-noxL2;C zvtNfwyqBL{*{S(U7yS&xa$_Z}K+h~K>sw+KD%X#;IO`&_DqV#V0i@>X(r2@GFc!%m z;FN-0INQsVeCH=8b`rHLHjX2-qw5_x`6ntZ-&Zrr`iC1WA#bf@5tsKS25l>lDwFuPReT(ejx5pVa!r-)BZl& z$)GA`m&WKHV9-8p=$*XqzUqM-p9!LarG=uA%Sm~)GBc_jv{~bc zvz#zRjJ`IrzBlh(Tt|l%fL(i>x%WHRBM8M@D)k%Nr9N34GX06iRuG?e0}d_HIoBs= zq{B?sT<)GKo#u$yk8MVl0$Pf^+7TM08VBlx1qNh|vOi^b^CI!z5AMp5O3cO9JAn+V zyA;dkvoS3rGUaO|6|Tm$4fgM^FH}hLnox_wkc3Qu_-_(U!n+1OGAKv5PO3fJyu`+T-ib6Nx-v zsgUTUM5qn=@y1aK0H*Y?gaOMPYeUBHmd~o+FQB;7J&iF>) z_Iv`ByRIOvU*CBE?xEM8TS}`b7k9D)+k=mVUN8P2Ph@Ecf{wU>_n3t-Bgy z?DBA=yC0GriLNF@h<&{4;j^m3;7k@$KXiu-t1}%G6B3co)QBXG-cGq0+JkT(3`ii( zJb;2-Nt7*9iFgUv(Rf8P-(WRMF-ToecnI*pr`5kcTI*L@t(CH(w`jUd?f|eatRUiXmZwm4VWdz#MV%qVuc9j>mwh=eOwmz>c zHBo!^%)i$Yr1xKH;5EDLhzx)K*OkLRuYT(Khn!o}&^G!@zUxRBudidh(#ntHuxb{} zQ!7P`RljM%pE3f=6;|#oY@Q2mkKLOIf8BgszFZNObKW+>8mb#4Kbe1FaPM87Yg?AI z+s-D@m?5XiMu2@(5_{(`48K#@-^X-MFGY0-P+I*=W|kK8er&H;>~sBXscPg{d%>vl z&N|43E~2%3`cp4ch& zmi~tZz{0pH`HN=7lNVc?(WsHOMKokg+aGRKE1o7TLhc8HI4fnEmybC8ixMZCe` zO1_i-6Y$()3BZ0O=(o&i8J~~yAt(OieEoG${Jvafu*VCyF0UncmBuAf4%7a5kR@PzM6SN=EvGj z|Kgk(#=x(>zhRv4>%Z~l^;3X8N3Eu8%Zq>T8UNOwPv;H;dKQPZAAb1#Z@upyFTPp} zbj~aljl#WtAoBm8Pw&Fs@ARZlkyzOun&ABF-5Dza-PxgznEx#Ek6G$}mice`)qlMC z|Mb^?iC6#4>i*-+{~DnF`e^}I{}Z(Tn+^TtGy8v;o3C1lDYMtvLlH_-H~x|}`#&;p z9%t|AhepD`e+G+1e;am3=I`D7KYXb_;%e={@Sv|Q(qHX+r4Z6^`Nx{&|Fz2Ti~8Rm z0)t_Fe0>?oG6stO#?8F+{5h|nLYxvfGGCoWP9s#K&bbz5t3{Rk{Y<_u;x~{I6b`S2 z6W3M0)~tx5jXbdB<;wbi%9*mN@^q-zUyFbIkIV7&{@Ly!s$y+zZSU9^)E}(G-F;CG zVB=iEDYK#^ahiU3tOV)@i_8D|{0?24xTNxL zeD%$0;LWFbzg*P*ci#M;Z~l8v?LSZZZyNZ2Z2Rv%u>W8B^Ctmm9P`sn(;3t;fm83( z19$cu2xOdi^lJa96OVshv^DRbSI?K_TMdm1rMod4e4E45^Pb%~_-Y)*sJ;Em+)Rq# zD8t@F|5D6_1T+KHH0sx-MMEkAY6WV$w-KKPg*i+8%|iWqYSle|HBJ2w4+X1#qiJxW zd*>eI-J6o>n13US?kM@`>FkNRDxZHR!(A0S(S7Wj{~xS>WB+^L^R^v{Ase&3|4t&> zX7$@uWE%D4$agigzgOn}cJ+YJ0q6abNe17WY=6^X4(##y`9F*N<4^oQi~P4N4DjT} zZM9FEU0@ZM7O0nL!D9(TRq0NhW! z3K$!jS9-qwJQNvkt%bTw2oTx!^ySNa<^;cj^RPM-Kl-RFF;OMP4^Fw0Hz1x&2>+y#6EPn7 zT%?pzHhX?~Enqs}`Y+0~H(*{1)T0(GzHh&fPz=I~aL1SF|33Zv!eC(xn<_BAcV#Z~ zkhn9XetPrwgEG-QX5CDk4lsG zu-dg>50RmnpYn=oPx_DfVgVRR?ic3eC+Mfw!}hmnu}3|cI<2aG;*tp-aPg7n7`%P zSczAZI>Q1nR~lRTq|ICXN%68@&OjYz_oB)rC8d=H*Zx=LWsVwzfWNa$2hQF4+0mJ` zopt|EDR&|prlm5*AxQv;Sz*~k5-d0IH)&|aS4JyaXr)^57s9eNGLzG6tPo03*%zSQo@WsLzu(#03O zbyf?OtwNM;92HHeU#z`*=N>D0uw4Ii6%V&CQ=O;CT(r}(?`drI-dMJA87eI3FEBIP zTw6LlRnNaEZImEwW__{xYPuOL!0H3(ovet~)^DF57D$t#k0ycNQtGTUINbH%SVv;w zESO8bSy8Gba^2KBFq*z|F!TM0 z*Oazeum>wJYUo8oOkQD~$tG)ViOlYgAq|tCrAU%AdC6sRupsq&r%s*Hq=-)nRy&I9 zdoy8Y0Nz(wy>7@Z@3|~7eb^MEc4H(A2(tmS6cPLReiz3$mJig|-v0M0>e7t#A<;ok zPu-4Db>?)20PXIi?-$kD0*UXq6&=@bz3aT^tdFpD{Z_kMsZZM_eM7^FW}oNlsamMv z$KF7)Oa2&+#_}mXsOXzf;;%cp2;Eun*6uY5tnuc5svrMYv3gZ~?}h7SQpNS$pf}&{ zHdOn}cS9`jt_or=kI{2EWs1^I1|uvuevL-nL@I*$d&0V9N-ifWo*F0NQH9S*pEMw! z0xNt?dmeBLcBLITEp*7ai{N~OlUUDFGJ9uEQg?Km!py9*vleolMy~pddpDDVCgzp9Pr?!^tW)3?+lQkywOfWd zc9?S79()+#uQ8}3-gr?F2CKS`pXze0_3eOE31A}cj@FBOX&bA)6Ma0}!2aReUkZxe z+&UgGy6C@K01pk|FK4-@evBd{z#aDm&1IR{vli8RKNz|l)!ex2(qH^u*hYstdc@rM z+E_q5Aeb;5*Q4z-KYagYq__*$zq_+>YjQX^iCnK15T5LPM@=2seU;>QjkkkPz_lz) zmLj)CooyTQr-G@$f{>Iki|f-)!jh+a4RfBfMoC_B?2Nd?WSgf3)|lPt+nw@)lbf9y zj}7KGk9PoOsb6HRWq3sWp{Szuc|4DK&%8FUg6*)l37jxAGv}0AX5%PaC8CK;D|ew- zL>)JLYX(DESwES`LOb}d=7CgyeU_M_I6&-dchy7>8|&Y`{VG8zSWLK7%-_5WQJ_@; z9g0~bJTI* zKDE3-NBA>+yw+@f0Q`hyl3koi{opH9wKjS1jd6V{n%zW7w{fxJGuz^OalQr|T0yY? zJ<>YefNTi@Av2JzeyK`k1=ck4A&~GkSa9DMj$xXfF%uQczrJg2K~}?m={0_wGra3} zJY)DQp33_Jz10B5Exyv_%`A|pv8c$WU5Ek$0_hS{ci{Ya85Fccxk*-QW3= zOJ~x7<38em@~ZneMhd;GEnz>%^b!5421K{6t6LjWM(uq@IwxPhe$Dv^m|+d%>F(ok@d94yOG%BE)C{Fx7D_SP{pPi<6{F}5;odq7%IK)m43Di-T&AVw zG5+v4YVqKUiw!WR9`h2a;OlA5DpN5lKB4C_!=zW+nKMLv(zh!fTH)$a$S!^eaG4g; zm9Ez_>D<-6=tDChY=K>4htV)^vlX{QA!?xp5exf9#UJ{M3R_VzYz%M)ghwxBM+N~K zl!*M&`Ay4o|8dQ8;`E^9hTs6!LPaWi)kUH|Rm<((`!XBU-gh9GJurfwe8OXTQ?@`- zW;6dvL|496;M&<<25Gsr4D0{HyT$Jqr`1Czx)(Fn`Mli@tNjV77B?e3cPC1y+;JI;$pUO6u-oBJzhW`Cmga<`J|!~C+gpv{$qOB;9D?zI-Q;<8=s zX*OaVTRRP=^Hu~g6a+u%7j-{XrBUhOArB=-)Hb4%@X-_3!;)X;$=-@SUU70(SOR~W z-B;Zv99-Xy+{)~doX*yNaCeXDb>$1S9XoOshKd%{t^XH$-x=1_)`h8v3L=6aARRkX}Se=m?>Aq=_KCg^o1oy;nhc2)%@=(n%oHgw7o9)%(rNkD1T=Xa3B? z^H{>kIs5Fr%DdjZ*4k0AOs1GgXvH$(9wQ^;&TvAP2zDu-jWcR%>m5|kyNu85#Q>)1 zzT_rsF?H zNBM@nmpLbBg`2k?AFiZUXV|WI%o-#E=RlvEdUYm0;?S<{UMezi6j(X;IJt=0lA2g= z-@bjA&n{2zv@yjT&2o0HtZZxvAgnR|(5hEO$5RC*QAJ5L&wrLZMbvn=j0T5POdRj* zmRPwQw^LpzH)4Emzkmt zoIbW8qY#JGDT^;=b&R@>KF{?y*i@)%gK7K1=kj@_g!`uUsZ+*CS}a95q5sAe4X}Lq1|_LGT|~%AzmIH7;Lp+ zm#&&|F>23nwtl}lY;#s6x>g*lfGt*=F5%^E+38gP#E#Cuve#S(s1~SI%?%T%Y@UTJ zqBdTws8pcOv3@i{4&BGE1mubhSATNCZ}wA}Zcf*PHy*9G0C=uA-m>^KAi5r!9d(roI2aIz02AV19`UAST5Uy)hlQDugTHz4(uj@JOb>9zCq6jh`C<1xGaC zRTTQjl|)xo^niFvX-+cm1VKg^zicg%n&|5=INP z+HE*>E7gF&X5%Qzge@E08VNT~#WLwddYW|{pkL>>6WIHlcmm9=HK(Vs&*1$|4{uFz1Y3JIF1U#nOT;`Mlf0*QE3-Vcwp%WpO;1F zD@+AdSxz8+_9w1*7`8VwzaQUMxFzhoSt(uv9Bz{GUb*b}-o3UBcK9)7Gy0%@+iCtP zMQ9WVvfO^@J4SqlJ>RCXf``8j{zO&saxQ9#;s@Ck!0VK;Uso)B-&v zEDdjoyUYczN^v&Yjk9)jCaWuAT$CFIE6{tl+WKy z9altE0C~#RpLKI3BCBueKk;zzI#WtKP{>#TUB_(9qw)C!t*4%LhPo7d{i_a;+xN&Z9PP`B0UWZ8V-^lp#MXv6k zZFg~Rq+WhnfFoNq*NNxdRsevQj*W&8@dh-zUqoEat#{g0qOD!@u1qQP7Y^3b2=FSM zZv+Zw8@3z22T|G-VGx}xk-mkuw~snNdxO+aMV>+DhjU8*ZJnc&2hT_Ys8 zb$Sep(((w>(zjGDsYTdlGgXOzt2e#*Dy8+_u~%=6KBRvt+i7>FVff%Y8&+u)@vy8IN6SF9JSf;V=OOXPjPx6Ev}5>L?s5D|H2{ z*qf1&vD1kxp+P(3nIHXVS}mL=5_y-F(&W1IF}B=e={ay%Kq4?w$<3B?N!OELS=h}9 z+NO{@wR98|tnL^T8S5Q`L3w;as>#`D0(=;STHv4U{+?YRIlpXpEvo4zz0jchNHKb* zN`st3-*kc>RfyD6S&u=B%$6Ci-Js+vwJkOhYR`w`7AeTdeQ?;E5u30Bx5t+&({^}z zd!djQ{Gv#%f&CEPz){bv(6rM!tZvvJBmAjq@kRjBT( zUp!qHl1+;tV@VLQUbp43SA+8|B-c1v{-|)Yovt5C9WR$relzzl7u_7QUz{s4p2TnY z=!i

Pw+cgYxEMUTrR|@=;iG^Goe&_FC^KFv#QJ10iovKtPWI*QeOYNuU~z805BR z*6f)*JCy%gK}W59vO~`yXSLoG3!32iNU~1wC#5TF+-Y zuIVto@SfZN@Gk~)o?2R3pFJBdh7{zJF22zw>tki`NG=ut zIq^dpvk$He)DJcbV=79_NK*{u_U zhG4{QBN&3gXqUc=MDg>kE$h8{6}6NbEIvI8;Hd%kNgF^HTW_4!Ud-!Ge+{W||2qGn zh4ol{EWV&%+41hR2o6wt)e$ z6-^hH+MBEM12%LIP2cFGDWovFZ6>>3aAdiU1{&an;$yIrLWM5nuC#50Y6RJzEb!$P zd}84I_G~N)#_G6c*4DZC;;rOZiujJzfK5ujM!WY_4%sl4UMN`aK9T5AW8?m2mp$eK z+u|-41ZPn2Y$5UeM}#N94u2W;JSOTcg>cny5$=y$j%q1yxW|64xEN;Y@y6y#2EY?s~m@K1r7mJVS1gDKmrW|aZC4zB@60!mtur-wR1CVf#ca7_mKn z_JGQ2y#CyErJctT<3at_8{naqfIb6Tx^EX<+eMJE*329nN~Vfw<_)tgX~JgO36j_m z<=8J@%r4I4v6`%XIBza5FVC|aKp}Gl2LHU@a@Z+cZaKjT(A-c5P+kS(!7rbBjk?0L zKN354DxrV(*cRaG`W*ve*)$Rn*)=-xw`iwUgvL(>wlFh?yO52EPs{y@Q(FgcJz?*u(GK<_YkJzYZ@2C;yobt`dMXg zpNUD@3o3%x6y9I7sS6{kj*N%^qS9NDe%Fb5rHMqN*j9@MrZgc20PbYuw;Yccf${eK z5mof!499TEyXT{~4B?jR^-o-P`5U{HKZ#)3>lQX;ts-0}ibVxxrdwFHs z83%#oK2ADDev5CtK+ONxw{va$Rr`-4`?x^D^}dI!&XI=%aZehapB6icVz%^lN`g|$ z92>VWvY$&DL#lJZ;i@~E#eCDd%l+|2T~S&3O>V>WN(J|hX(=fmin=+(KUB@>1tM-M z2}DC{N4)O+`OtIqXW?fd4r{~m07)zZ)>l@NFB?Fdp4Y2XhW%{<)5NialsuYVXGYN{%Q$xZM`K1t ziwJOPIdH0D@K?XFQ{`2YHp#X_+hunpix0C0U@(v6$+<8Pf$cF}`4Krdc@R zO-yCRiOb;2x>XirhsX0J`<1HbZRU7=W9jcDO=p28=pgzmzlRm>SWaGrlSjuQqa_9g z*KX2$e+X%eRrrM7G3mP~Cb#eB_pb8Ydh|NKH-D_aT26?Cv-L80s7 z)vVyWKH5V!;)SfUR4<9$n67b$ANLs)6MLF(xsTMV8)OGcf`4hgHeP@5NR*kVI3 z>l9tNC?q!`%%fsR#M~c_oq(`NFhpu!W3Xc%el{?Ys~9z)^ewQUt*B_Ko`1W$XXuP9sq9Jto)OPf7 z#;C@AwpAXN_EX7}3~d8uJqMOW^8Tbd+KS*$;~K8)fE6aco6i|;snKZ(5G0x1l&v8= z+u2qx_m37d9UREa#|zDa3-V3c8Ur|l{OaL*?91nUmce0Ram)QlaR>H7(+)3rtyhW$ z;kRr}&BvjMr*+@DCb-3g*AFV5um7J9iTvNPyS5}-m!!2m{&{`I1$QI{KqgFZc-w!! zo$^m!7{m7vi3F~IhsXvAkCZ3C-hSOqX=&8#ErZ^pIeQCafYXs@b50r^2{z4P~qNK1@fk9NXomA=;5doWHf>yyzBBK3# z(3S>1-}N)m&jEk_{*sTr!?I}TiWyDMpSnu}`E}RV7Nlzag$>%$W8h`$Qw?sBf~DSY zWEK{lFip2TVC|$`ZOZyHn(XhFNS5%0!IFs~U(!t9Vm6iI@VRrr##4GGBvF{=gtQ5K zzGKRm^?xzW7rrn>=T^-LY3Wn?>3#vm<(sVEXh`n;FwAhvyHRsskkfX1@Xfz4NGD7Y zhEgyVuvPrvi}UNDRW?n5oQy2rXw)U8Vbxc>&m_|kI)0A-;>OP(q*vTWTJ_ZXLy0ST zD33jRV6bvWi&?i%Z?u8D?UC86e^JS~#PS`VJ4q|bvD(<13#zqATro~fMb%g~|9u16 zl7_eb=K}v_4@b)z{;iPMo{v?$A<)1D;Ag0n5u+v5( zQv24aE_Z9?v&8n(K6tJA;NSG{K;Rq4>y1?}7Z#SMZPbM}ypzgj9rTcztb6dsLz8gD zGX}4GOOWpU{$5K9wBMln6rvytFbVxD=;O3dVRA&h0*dwm)n+^9kU{ z47_c|$)uSt^T%@dK>RW~!cLAdD53B3*-rG0Mz-5#w;J80LjHS6{{764j1jT18=!(h zsZJXbssLG;FW*VW6eK* z%P+}*vTZ^Ws<8eEeOO8W&^6EL{&{U0g9L7QdATTuUEPND5{@2*!9}tV1>ErwXbl;yCl0It$)Q>sIni2h}XuiP5ZItdb znbnhmnQ)+VP64#KoB78j06r4jR~w~a{-Ghk>iEh`gSz-OJbHiZ`*9?Fh#?F!0j-u- ze3x4rSS#`V+yweQXOc*-8=kQc`s4UU&B_;rLVcXQtZk4E0B;q)H+#{^)@;D5{}8k7pW~>z2)?y zdZ4RPVJs}KC)G@=@`qw~i-#=P9(#YqsoQE(=+%>Mr#bQy7ZI6hj(5NE9`&B;o4kq& zg%ppZlhN9(zf~Ys?K?p9MFYhsU(rq8OJftjIrC*+C0G|S9*k(}i=HrGh)@dfuQPol z-Vi*-5TcGDpLMz>u}|kO7XzdDYm{eq-k^{w{oe~h%51l0Ro(n0O7UaH&}DBRH3tvAhp|Iog$=q_VR%+yi0pJD@3;v; zLf)=#-{g#qW17My7}XURBT`bBA3l5-m5?C!rS6W`onJMczO5whq`J;-@>7tTnxd#R zvCU743{g5X%<$hAe7pxt+~=7*(h=p(X4cM>f?u4P1Oo3dhJ$+IOPPGXK8=`%+$&X8{9t;bj|;!n{skj$bJEtQi)5yiYEFY@ zDLBaaX|vni<7KA27s7Xs)xS*382uKYCxD=YUs3BJ;>8p#5?z}8J2{1+8~5(4 z#QE;=(O**E#yjN#j9+e^8KIH6m=4ifM>qltiOe z;Z+W8WDGr#SwLNJCbe5pY3aKLgLatP+6&V6n{y!D{MUrBRwXsqYC;B|v$bt>e%R$Nr=gPTVFnGO&eytbk9}{G4Ia{_Qk7NZ+6e(nuS`Go8dLUW34C zyU?79jZ@cR?4dFxI1TIC(Ln0!Ol~y)Kf7rU;7fgzHKnW{%4`jJP_mbNB}ld=&}9$ z)p@Fge*2aFhs@m>8G z`-R8%YvANJ&U-)7<3jDi)y?j@~y zxRk62+73yn7wMWS@y*cOq+g{#xZe7$VG;zZPh`5@7@B&-n{@JRa@8++NLm7>(97KW zLWX%T`+dFodliY1H2XJNcb@3U--{rwXdDy}K;Js*DjXa){Xej7Gc zxEytt^lcm;;b481jS}hGF#Db%BPa<8<)dP4mJd;;B)y4GxsRpaDiYQgudPUti{|H! z3OE+cy?g3}QjUG8!56I+?Uayim-ww~jQ>ZR8ue4U!Im@{CB>L)`1tlH%_u@{S&iU0 zV2?^6guLIHc)5?Ot1q$2a%l!K5DDzJ_aIAJO#EO7mPTQ#gU4ExW@S(PWxG?G+?Qa! zR}{^F{3-twR>cG5sTy0Z5DKoy9Hpd$H;@Eaitv1;lFr>HA%R8idr$N*8`G?xsQ6<# z6ykcnUb!AltvJr$9E0zVT^&*&=hS@D{=;{KP5bvAdF*S6mUpjPyxtcYv?#BS2G=YI z&`yIYN;W3TM!5J~k%oYHPjC^D$NuAvcaSreIAKtRp=%1{$LDMCFtgrefA82h~VcctdOWNqvABo2wI$`$Mz(Hf)-<) z73J#8D~*jOA_DqG6v-%u>mAuZ`=hE^@(Z2i?}qLn>aCMfWI&vp%FU;y@6Cf0ED|Vl zYHVg%G(wwUxXJC=Zi=BP!F5`@%dfJZljTv}|a=2QLnmWc6-9(gaoir|RKRG#u z{mKzGw%!rhvnlFswF>IPZ5U%AHsyhv%T~|W9b1=oRob1smobeq6)dgh=HM8EzulOf zW541t_hHxgV5=hAydnoEn2=wl3+P@}O1jU-2fp?clB@ZTVY9#eu9N?W>)9S^Oo2+! z;=Z2p`XgZ{RD^WU*%of%exr_U9b!eG>ELGzWGrK!2UwXTWX78-ztQOfrpukp9-Hos zvVE@4_IRByREqq!N-;!SO|~OUJC1UFfC4$D-tKG;z%Qe}jQi-l&l&q}*SVM0?W5<^ z5Q401@Z#LHxW2~2rAX8MoC9yoM1hk7cU48HiyED%4)zGP$otjkv$)kcy;#d6V&A_@9sMN-ZoS8vBg2jLH??k_zUX*hRE3gW9wlNJ9fRk(oN5J%i($6I zUxxDeng{pB<)#iqg|{fgK8n8Kfs@RpeDJ2T#4$#mA(a3*?rzC6>xZ=eNoy0(4P@;96G)0 zW0qELw53~tv%_zFfI??2K;G-@qt|cIL`+U7;RDa?6cA2u zR}@45$K#U(#Alu%G2S5k%M01Fiqi(!E7hqI6k-%N+hI5R01qv2DHG|I%IT&!!OL3#DtuYH zt&HoO`R_)=YBqrMYz_n*&P<5jzM6KdzL|D?@9*;peBV%9fSGuhbm=)qt~VZTjgPoj z_|=*h?=Z#pt|ngL-M^bWaJA_M$>o)H&5bbAkZ=~$KAnYEJNt0sch(6A&s5NdtjbW4Uv~BnWv{_P%a>pB-rIO14Hj6TY`Jo8I0P>-HISd#5_m}T*0C2#JKI~e$&#k>)_n~*?P(dxe zCxu*SfmLqo_KwZ#EnO8+CZ^2${QP6^Hq-`kwyzE2p4R@)5Q!CWSl^zsPu5taF?2SY zAQd)#ONt#JDe5!s8k&8S$K)*SUcW@}3kty9erWtRC~6OE4BcPymV6hW8ZLs3BL-r+ zRNjU%qOq7SUjl_3FbhDMQKA-9uMVf5IsZd60ofpBu916O@8A)e z6^men%-pnr%5ls>pX+jvwc0vN>$p?u(dA$bV^CEyaeAbPDAsWX_+4H8Em^gKky*mY{d&l;B+2O#im zFXu3%SZ*P9yKOwgLgVHB9W{6Z;oL;uv>@6DUXKOA9h;E5Vw*7!*JnZEwtB8L1O@F4 z9&^oZH3g+RK#291K4N+Z_6S zC&p_$HxYZHyCwr7Fg7ufzX-!C{N3Mk%kWD|KOQUSy5sm!G-u!9L!C}dF(#Y$vU;9& zhkiS4qn$QZ%8Omo<*nfzwl$JGZ4B9892-JQ^dMb#SNXpy}y{5DEmB{-}lhl z^YApE-qVXuUI0zl!3FuJ7L=QmDY4thyH%gu!ssT9;Gsd-o);n_R%oXzt&-P_Buzw%9E9~hRu=q@eIfHhK5_tv)bxdWZmZeN!PxR z_A{hiT;u74by1gRScCN@(j4D;-f_AbF}|?rH(tOsiyqAw2!j->20>;(UB|T$rCd)q zNO^Y7@rjeN>#P%Y*3RB-bu%P&W!4Mrn5z#?Yu;`10ssAzE|PlrR4>nP(PAtgI-jQ1 zb$XiFQep9})2;K;5u1WvuWT3%*-9Vyh1X+C9sZ0@+%UT?bK^ixPk zGyt^%s{0xUwFApa+;7HX5l*R>Y286a@=dw$yJ~5|qRU>&Gvd?^z_cxh>p6GYtQVV9 z>4WtKAjOu*wlFq%%p* zGmNfY;NpS>32w50-t`oTlvF}7{*QDm6kIEMucV|E* zDcgCQKs{v30K9GvknwG?P2CamG}Um`8fRL#W6Dl_|D@oG*AuZuqc+}F;D>l}0Kj&% z1~DE(WjIC#oy|hGj8O{9zVi^@Q+LiMn<_otDlc(-ckbXdp_`BCIR^-icD1SWP4YZ& zY+H8qiv!qe~vp8U3RGuMP~(R7O=Q@tMN zmjH1{FQK5mt>0s%M1j~OoBEfxQ1e^`8YN}tusYS6)T9KL(KtKI8vj%^nn5X%FY;Sv zuxWLR@jy_%n-|ddVHBvh3{2;${qC_goE<{Lzp{a-kcETXYrl1MO(PBLw>yTj?2OjN z8gkjSE9I`;qA{CNl{wm5W7?Rii50(f#^`yx&pq9=)IG#h?u-^2P#hjp^Z^6;{}`bO zT}ah^T7@VeH+f3(9d>ip1SrHC?>i*c+~BNVmCCbelUaA`AM=h(G|g$7s#-7xY9H)- zAF}rCEU{&IHM#LPOlp-|j9E<2e);mC?)%A0`}#ac%Qg*Am;`h|kjs0S8K{;=!XY^4;)j~6(s>s8L?b_G zOEnPMVK>@+8_3i~=O%lUTg^AO&%~=CGq72yb@NoALf)ftT2*dU_&3JlVq)%)#)Ow* z)xDR$C`d_pBI~D;GtcjMPFEK#jjF0dZU{Tch2on81OzBxH**nUor#u7;q6LkdY$Dt zP3rsWV;kNP`F??sdugb$3BJ^gsj65>aOy+kcu~!1{a#dv^{nMYafL~hZBI`RM%rxy z0$ee>q%;o{xUmC0qAHs4@$m&1)JydBAYM^T0~d>(rKfR)@EcN0Z_l;pEsWrXKZ5k& zSJ)_iV--z%dMaf94R5!hAa4~7n$;LQQ1X^VqFGN<1dn$5P<29`gGBp#CnziDyFxrX zk2DDOo!yQx8?eb`oVt^pKITpjs5N@7X{QS)$2+2LsM?HfNV%WM)$p|W&^+;J4y*j` z)a#`wg23md4uyLgu8FV&e%W$G;YyA*3vwdxF)hODv zt69j#Y^F9+*KLit9H_tpIjp`YK3i;xs9z5$j8{+uVfxc;vY;Y{Tw{Ap_oPR*Qsg*RJP^$o@d(;aIv6UIT^ zmz#Gs_V8SYHu=>)8!i{?sgxVuI%RDucwJy2op(g9=t@DDZq};Smz9+@b?K9QcK46= zAkiOpoFB7H2R@Zeyo9lvTPo|hgYn^K7r9Ag)0m2T9z~v>w_Q0u2y;@+x$j79;T5r~ECQCDP9b@q^iRsEA zYXg`JD7WrJ?f z8pq%-Tj15H7bTLINQoUQ-mTRr(P!yyn7w93N_D^c7HQiULoG(~N|)fw77?P#GQQG$ zR(srb=FRj0Q0)%2q>G7G@|Kd;V=)#Py$1G9eA096JqoHAwL+Oxxz& zJi&3n*OrC$mGEkTLOvEg8m_)Lt{UsX$JF}EA=1SlvYM|ca zs=(-UwGuUu_TP0aiT_d|ma+XLeYV;<37@z_9?1N+exem#Wi$I6NIYeKU7!{V6oO2( zmSUKhc%_wjCCvyg<;}k^ny<7YMO3-h09DIfZWiC`^6_s@@H4(4Od_HbnXGpLIP}1@ zBg_WVCu;tfA1v?YM)&M~ehaQX2X4mWX~_h>`Ph^DbeuAmzcuUf!q=QI79}d3fmBhq zNqcaDJB3DWHNL$}FVHi`=*r?JMKjO2#=~V7-nxUI1WM^mVO4`Z4cDgH+uF0d&(APk zHrxZl8PeX}Yq`!fKb)JK%f^hX?>0aCv|fGAq0P7J-?BayBFMPxP|*_U*$m{xd0kFV z#m}+)ju35d^|!M!@zbQ*+qq@wN@u11H}2o^^9lRJ2lJT9%bny-@M0_|JDhE54;6Pf ziNiX-s6C{eEO6#BA1e<)@f#!zb8W1~!>g^QQ<1u-p3CekZtPl=TJ{--pT~hJ5aW{E zh3oN$w5P}D3X!Es4lPq%0aP;MaHF{q!lGGMjY}#^r(F}2t)PMqR+IFDRJ z)+QJH;$iSN;fwIDH5lL)b$A@n1AzAZrJA>D($G6~wmn{9@BYe;X$=MlcO4%0&Sqn} zZjlJr2M85H__J1TAfMnAtQBdIFXy{l`Vm(_=XN(+I=z+UR%Jc@O{8MqK5}A2F&N(= z3!!C3aKmx6utg}dBv67M^|@lhhBw0mJaj&3-@B&hr4Y|i@pY!3C0Pg)5U;qk9Fc+; z2hDpHf2x?YpJGY*RGWi;JI%?B2w#x*Cug#t#`4Ko1EHWL$l7Q{Ib}(ace?yqq4$yb z=M-A!Zy$E=!z*op7EVq%Er1jyP=rwCO)=P;-%hBmo&vJ zgeuApD8@fx>D~=Tmc(o4gqe+WnYSoa@m{k$=c(W^X>%scQkt$Np(J})Fi}{|xb!mf z8N#wyv#vMLrY2DS;Zg`^eK)LA*Wgyt7OIu^T6dPbc;7ox+%u;(XD9MyU+`W$ zWI$9!>|jfp`tEqd{>NB0>$~ndi+Mb4{*LtCKh4c2sz0q6yoTCNl{ACXJgX}o^BOw~ z*Ci>Yaks-nng#>CNtGD1!Jov;HnZU<5!*Q&Qk%_32I1$=o<;m%B>CM7AiQ}Lb7-vk z%x@$KI1&m}u`=~SwIZhH4Zxoz*fhk|=vwEkwvEJFGb45e$3%+E> z^j2x$pnIbCd#}@@eU`x)l}_)|PlQZ@0+K7dit}RUCv3v)74U;E6)&BU<6}=d^>WTh ztp;_#6*gcI?yHJR@`=H4gh8ZP-N89 zMw=ZhI$`3!bhXAO?21ESR?9+ug15X>myqcb7VG}_n$NHn{YbOs$-Q$_6TS=0gd?X* zJ+&E1SON!E5@!aRa_?bOl-$PgPdR(`9(mLxJe1Tu>VP@TfMs5BxesEx6Q>x}(`bj9 zl(*`Mqv+@hF_Mon+W7n+ShypF0ss9ZHk*3Z40fK@cJ-r@4~~2UZY!kc+3VSQq<6fK z<9f@=Fi0!(M;&otLxn})eamM8Zwp2??$GFIvus3)rH4qFYFS0w?tr(-a(^0| zPK{NhKB~U8L$c*)tY8N-jb4SQj7a$Jp%mHaZuBNDFJke9Kji80+NT_=ZTh`X{uJoCmF6o1-30#Q{_^FXo5J&C z+O}a&-5eF1ql}<*J-t`2UbQ%NIX$Yf;E#xlZ)dn>0$!0TEKx~4pTjOW`pcM>CZsTZ zQu?G#r(Kp)o``Fut)G0IZA|>&2Z7X2E+mPciK%u%PKTLxfwEEnrA$P^BU5!bFUjU= z(dimO|5>1(FMT#g0r%VN13AS)4O^9xWtn>~SPHqLzrf4OIpR6>aPGa!e|r4+0pzJ^ zT)d^u2o+BmY9lyZdF2hrJuK>H%VEFw(^G?q=5LrMp6iv>gt4&7QpJ0&8qV>JyYO2@ z13(GX*!u%+&9T(LqBV1w`sNHt`3~^QT!+0MZ#9!yZXfa$s!))T^<=I>fF?((pZD$& z=S&KkHPzFY=sfoJ9ZfEJiCpw-jmh$QE8RDs)EZ6xxk7@R>0#nNlX~SFtz&1P9ysAI z)gb~@CydrP7t4R4UVsKQp(nw&2+Z;R(!j@&#E%iqs3ODik_)|hlN?kwaF=|T_^tsi zOltSwCrIm6k|KHHl@vYEc153__gim36%~Osv8l!~H9z$);|N+$dPrK4Xq&yRt*Vmg zN$)WZBe>UUgh6RB2nbpn81DoVsE~BCXf`Ji5VV+=QXQPR)3+vWZ4z`px~cM6$<}s& zIMUyIx$TIjh7P^C{t73LjiRU`CN8e+2Ba*?i862rLBPX1!T?I*^0?W>6XBtR^9a9R zae?ncdF7L2BB_D7CimD&x;J-_jGEW7mdu5gRSFsv!?Vn_Gg%M;_Zgzx`y|#4k18La z)>TMenvxe02WDUYWwGlzSTQ4n!7LJ?2PU1CF@&y>R3e*q=^-<%2h7x zeFNQ|sS{$R9!X?ER=)Y_G5RAb3KGwum+${JDpEdl8G}@aW53peW&iN3|G6d$w5GZF zavUL>s6F3@_JG#n?7FMtj17v5WL+75f92w<&c?;r=12l4s^?D zyb_R~{`QfROI!tix$=XoLbu-3^?TYH`q2&@PT-VvBr=Ogy+hsstbhN_wyYG0!=*x0 z8HY&px_aevEj)tn-xRqoOQxvT+0J`ya4801gE@|Ij|q#O4GV$rr@qB5mk}lRwL`kZD3Ua- zqA(4D-gFsB(Z_IWVU~DB!(_~yXIz75aBjsw9;kZ6@FFIR4fO7sUHBb(eyvH*zXpHP z*G{I@cwWJ8#2D~1uSzWcayL^j!;D`#!*b)o-DoQ${H;x$uC$ld+~O58cC?=xEKvs|D3p z7`&qvpX0#g!k#9Fg$WRAOVR~oiwPYKaTCc-z9c&NA$lg2aYvVsRDm+?u->iKl8#mj zI(~RJ9+xIA=uCu_JNC!w-TB*EdUGN?bm5#ui$z0vbBaNZtdfC0pk6oN$9BfLM`bi{ zZg$#{-T0vGgj|9?cM-6MkhhnJ3OwHHW*^^yk*h8(<$Si_E0GrZg?(QuMYfM3U=g9X z025=nLO-_L5M(js+|mZzRjG@Ihp_XWu(y7L5RXVoi*lpvN*nJ@?>%Lu{i$Te z$y-bvV1suX--qqYcM?|=L+*wyCb0B%pY&7y?bq+(XpmkOi`z7Nl6*s#_Ja=S`WJX}lehw5lS97m|Dsx&TQUn7zIGo%fa0@YEp3;o3`tb|fS1 zb~@e zZ{a*MYo-}x@up$oGsqO+Bj}&NTg8v-muov6Y>>DZDlzw9_NG4f*y*cSMddJ25)? zC*?&ruh*1~4gN1T0Sth_$!Q(1^0Mu}ed%A%zw3<)Jk(o}OHd}- zlZyfr0{+hmYP|R1<}AS#4H0G}_OYuan0Z>7<2TFx0<0KG9t_5HvVm&?^B4wcK3r+&l^vpA8-a ze`u*2y8Z4Hau23b%&uzhkxpOkwV)>$gs3tTkDqXvFx;DSJxkdhpojSNG_UxHyev_R z0Oa7az<}J+Fbgm@_swkZ#DP1rxi_WKp7DfY59LU5dYTtL?HuH;9IaGEq=@D3{dMaE z)bY#y^GIx0i#PDk$aIyMODxCAF>!YxAYjUP)l_-XlS)owlcENkysus#P{Pn&1~{vw zqg-H#YYb`N3!)gk`iak{y7~)xL1p&R!5b%*G3x8BlRD!`7pk-!wntuu=7A| z;>!9w-{3oO$&ygvp%r$#BYp&O&L#rO4igZvOp34Gwx`=txlbZZ4|i1-oNJR4=V8He zgY?G3i(6U@UcKrRD?E?q{Y^>c5PFSv#7Mg_tmCa)W6Y6ju-D%F$%%)&0)c|3 zr{CT_H@!^;9o2{chSTxqS2ymtF(;!A=n_Ncx5A7J!_p>rNs^_}Png3YK~OtI5e^cX zl*9yuLWd_O?*oVAO$jI(v2V0{Ef8T}S|_EY1!3eH%>D;iUl|r#Z@|Ln5@swv0y-314Ld^pNZ^>J6P{SV3uMM#okEF9<8q`CNx=%ff4 zTFjF;qn0d=aLHzO@^eCAWB(Re)TgUWyKvf}P8WjSq4bTs5GXt5XEF4xwoGeXkA9CLGh(lDA4n(ovyqS4g=Emko)nyb()_LgV4 zzB+|5tO17U%lOuB{Xa23PcMfkxF0l*4xM5kv~X|}7d$^cZeKk#yVRB2=+4%A0>R80 z?1bZ@9W4=mWPgAsTc>IIP;v^&m{~r9(Q8><=)Z2ZiK zS}WI*BHa{KRZ~hzl#I%{K7yM^W6|YNH+tAJ`-sL?v!AP~SLv}=^hCW0%Yp3K?RIHx z6hZ+_n{K1m?DMlEn%&dD7cF+)`B|v}GecDk)0g!zv(*b(AY`*`ax5ghI>c)DO{v1& zccGjq^pK5{A)Ksqt^96lW0vkgvJFu>@lpB2#(Omin2d7rYTuuPwwlcKnXMW#v$|XS z?NP@HOEMe)W%$giPWo?ScK-6S4@pdkbe~1dybUqXUN6KeVAPgNf?om_(cOJmyq|1Y z+Z{0s4noj)z#}l=yj?YQQqM%9bA4Jd+W2=N42`KSsg_Hc8{ARK5HtQmzNg=MElE&o$NWn@_cN4 zg!44JYuph3eyWnZe%ZTtD{lmUIH&MPLqnrrn~rL9oe+popR1T7i=DHeG3jAeno)-G1Im%fI^*Xz_`I2YPe4hP@-E1_O0yx_YCnxWoDFEe|I%m*?Kh#+x%scyZ(hYwWu z2YM{@9H@aUgU=FumGK!F#hZEg4O&B;kED%rIXfLtz0xY7()Ev_-C!{URG3L(1Hh4t zE}-}#4(?$B9EdgaDZ1tsTA0jqCB_NVUtLvYHn1VH@GLm<-ZL6u+E^UlDD%`jR(WLn+&vw}v%V zxuf8bkrisB6-%M`i03f1Dnm&qWl1P>| z)i<*u)P?xM%yvvUiAzmS*j56uz#@su7?>jrg8;_l(NWeT2c-;u)_`l|>}oNPqkw5| zbZ!r68F`s7X*Fu!H5)VYbX)JOZ=IQixmEM0(d^PAQh1faFC}7qcwKj3!IT{t;BLx( z=9P3}!k(F><@b|Q?VXXQOVh?wiVLF`qeaI@m*@&|EMZG+2f>w1pfM594HErvA_Hv? zrR*(D%%E2>c2<-XrOui({RBijwt_db4!Rs|Zy*Xgax>+IY`S$z%$A=&=a<$hUs#g+ z7E~BIwN#Zbi)~i6K!6_i7yfSsyY51s@$k6Z&_COLo^-CVpHFp3X49qnFr8xB)8pm_ zj=xY4+gBzsBhGfPrI_KG-+P1|o8SGg%^*b;YwW5DO4nzj4I_mmU1Y`q!-4FyDWro| z*?0D=C`R>F$Q|9xRvt$(wPQUib9)$cGyt8#HDqyhHo6cq<$S8G{6 zEsvS_y++Zvw6q}bA!<)^t((@4BY&kmX;icn>0mqom|Relf@t(a^de35fsO58$;>dp zZ(eL(Q$N7`<>KY>X>>Jb{v<0;EbH}@-uDe}GpahNK((!66AXEMl73h`rk&s?lGgR= zNT#pMPVJ?x{1s#gg+`lt_*E9}E%W+3#Tzdv!IQg{ZJp3V_91BiKP}cT(`DGNFhHOjNkZb?O0er8AwP8O z=c%(O5fcD>e)rr(rKPZGmbYDEZ5AEDPU84ole;gZvgv8Yj0n(YV<(8nzih?b{gI-C zp@Gu1eh<8~#H>&pK)}SqNxPH@ z9`~0-rF=m&XTMJnJYx(AhYw$-CmC{-T>FnaC0b}^sBYF%0w*RsoH=RXu$`!oK4UBe zi1l})T*8C4&AeR1Lzr3Lg03iOtA#&pRfyiK_@$KSHA?D8EPUVadAfJ&xLoowH};b2 zSZp|>Q|7|y{s{@|%Lzo-GbOWWZmgtn@uXuce(w3YtYm|0cA^!j2+Uf1GXYn>)SYkiJroGe zDT(Ud@K23o@L`yh=@o^mn+VPVwfsTR+HG`k3IuEhB~QuQW{<5tH%#~?B$539eGmW= zayt;$6vYWK!jzaT*F~H(dcQ+M{&4*K^pJ~s9#MYj_<4TKw% zCHI$;ud*D={%CS{X+5>Y=f6pGlu;ry)q0cNY-G$AB3Pbi5&av2a);N*IWS*d;8BB{ zw9?mKelMbJ2n^H?d#?Eu>1)e3D`pWW++;IrUwbbP(>*mNOiSTgq4?aD@+__(t{44< zS&ozT;aiT9H1(ypM=2ai%5OE7x{%f9s(e`$`KOu(T0S)z#@0VpQ=cvqLVV9q+KYql zoTGv8C}5_doNfhd2?2yVA^$`E{z$GLY%}3)hHpKpV{>tPVvab9O_E!hT?#jbD!cvr zDhDb%MIrZ*NfFE)P}<>|rVi`C@1Ruo2O>qyY?(GqEg|1!p39Rs+i73kyU49j?DM|6 zD^4NU?mti^iri_817vGp~>Y{pX)LO z-4veJZe9qEJa~94-3+KKT3bb&!DRJJ2!*Oy$udy{doUsRaq5so#%zpPm*acx6dBl} zAJiu2%r-Ejou<9eOZxIEp3D5s4`&ypd;M~6ieS3$k0KBm^IVbL|E)u^cF<4Ta>BT- zQp)!4!i}cDe}vNH!MPD0OZ7r+2QlFe$}nI zMf-TA5SC6-K}-9jQLry`GoJB0@1KsfshoQj+G!B?9U;4r(?-a(+h`F9`-x*q9HBw5 ze;fA2GSm)DtbE-RcC`FxF2&v)!QB_U{oQDF?6EY~N)ybXk6eIhb)eTz3hVOeI~VjF zT2N@C%6baHjv$umt*Y4F zFc-EGvVuUwB64EP%!1hS8GQ{J1QHm84E7gInTy4$8BwNGx7-vMy$c(=09FTd=D5j| z%jUO_c3}rPKVHMB;GC*+!$t}Mq2@CY&KK0xA!E>}c}p$An}dsRp% z(fqS<%r6Xb%ZCSrW0@0RY_Rh+$wsG7tCnp~W5U>J*)i*7q1!#__rngaja)>E4wn`@ z6yVIa7B>(A_G!w?CdE*3c^h5(RYuOV>n$mN*j+fBu`Ec*KBd?%3k3RpMR}GPd$k(j zG(JE7;~BtpF+YWZEdoXxHWK7*9Jkz?q`gPg4+p=O^=W3-tAXMl9ml{Xoyw$X&?^2_ zrC<)j8Zy`97RAaeUC&1d5a;K>iD+fY_yKtL6YkM5?c7{ zy6p1b#pp}_`wPUA8P8{*j2vi-Q&hT!WGDW)ME98w?Z@&7PHl>yd;u&xT+s0;Wu=Qp+ZwApi^knTf zMtFn|ITS1i8#p*H=woi^9r_W-&W3U+Z?mQ1#i#1t;_B`&B6jKlYeqx_Wo~4v> zA>J2P1?9{8SxP>K1qPe=7f3x7#B*)Q0f;i^;aufMjX*eIvTdrM1VFiaoXszZRI0r& zz~Nn2c~76x`o7}-%n=U2+f zRIiUZ6V)GT4eCPsXiF+VONlVwDNB_TZslOsxG3%0?q(Jh?2C(w z5eMGt;(w`FggO7{CDZ78yH3@3P$rakNsL&O++8l>bB&JmrIu8VBF(CC^gG(;u|IE* z0VC!eoZo3=e|%f&P72w_a6i#NiI0*PSB5rDfSb8l2{2r=CzJCBBypDR?|)P{q?X_! zkLo&iZrhNeCOWCDsbQEH?}D|Z`6hww!;BB#cn*72AVdDPVP5o;eHqMM3|kGvHLAFt zFY8|ZQ>?-C0mKAD6b4Yh&Nz3z5T9e2b>}n7EYLulp5TJ)%GdF;T`JaocMM4aNXzT25lrUvCi3r% zR%?7|^Qp~}W5^$|#I_lw@R7zq$H6&bq-QVe2K(wQm~x zxnOe$AZ%3V`EPW~8~e$T+rda=cYA~I7H4x*Cr$H8f@P<|1q;&bP zUW-E2v8UesVmj@Qd?m9RZtcqig6$NTgL%S_%^pV|oP7|OE!hlO73htuh>a0;2ShbAwo%k1G~{%=j;a@2_Xl%6UFU3f3qFw%|wpeD#SlZ;K5vslH_k5hQ~rZpOZ4Svh$=TrY}O9jQ563H442V1ljD+VH@D z7IzaTn8+~*&`ynWN61P@2XO_;gs$`@>;vnl1drv|+kxcG5VuWP0#X5A{=;bT+9dh)zA>&~%|NA9x^=l`+<;R%IP;%}bl;usqBpB!tpT&)cE5S)8L#?PfuG6S zJG2ZTHAqKCAT=+h1ngGZp3W~nwzCSYK8S+_boTU7CYgq$H#j-AF20&!T=NLB;#%3; zg9f#$w;%#{E>CBh^y9HtseQ?eMDEKAwW*fP6-YmkG=dbb(#U@kX7Dsi9vHsq^udrj zu(g~?@C&qy$jy_(IU;>D8q?E2N(}do0Y4f+%>Zwmp@H<4m+RVTjJ3NsdZgWdilO2l^2MtEz>pz9a}mxHWN zi2z}zW}RQ;wEy&4^;i{2O|i&jo7unk>gBxTh-ys~M04P#Ps#*E(B<;7HIN|4caes= zd#UFDqn!+dGZUS)Z@$9UZ%_~P0=cbc&V3D)tXUeC!HObaN!A+{J0d%3idci-KjV7v z2XqsI##gbmE<4&9U^Wx>oP}|sETY4KHBcvbyH(Gx5jwW*Pmt7rFTSU9-auPsyYe;K zt_dVr0Eu^dkN=aQhlKY0IsfnNHW2=roM(Fo{^!cu6ea}!=Ev9)JQV^uk)Ot+txny> z4Dn;|p@V-9^tyAy(Y=M4jdWxGuwLP;EC?sgpkx;zS3%2K@9M9pK#gdwsaz+$NwrN3 z!sH8B5vJ{(*x$Inviaj|{q7xczXM0nuaXd2k+CX@(r`g)^hkkygfw>8qP=s;JA}J8 zB?K?vZ0Ngy`>K4B5DWBg66k0lS>JRXg#7lSu}|e(Y17hY1ieOqhb)vR+h*XmXW{u& zI`DLRq4*X+QjuTD0zTrRBQR%4GkJR|L5c5BGB0+SnQ4DnqNc}_|3})%pV%mnv zeeR1TpQ^%A)QKqQG1q~iosTlM(oTe1VY&5G;UttF0OU?21!HzMLCC`4r1Ir}NOV-k zW)FvA57195>%`x|75R#s*vRcQX7{114=pRE3lI_YM0+h2fPdlGw3YuA+LeMrp7{zS zg!1;xg^_vj7y&DN>niimmL-SgmpA;`g20>N?|vPi?ZBS}-5+%13rugxwZeadYHp~i z39@jgHI%;7<>TfZgz$#PcPi>oOlF}m&#VN}t_<32(?CU?>)f=CAaR)}@pvog(ht=+ z6W*Sz{nvnRSpxbr^y1yrm9bAr`2GiLswjOmYI;y0`hoVE(H1E4xmeznwkHi*rz*eE za+1N=OY5Gb8`8We@SzYZ^WIU7>(ayoW6r~&!;tV+Pn$gH)O!l-OEPp;bmW+tDrFeL zhc{&KdIZTybfWYSaqc#GlpMdGTzJwt$-kW|1I7n$PkfK7KhGyRrN$2Rk%a&3VmRtL zgOKYZSCmIs)DWxqkUL0)4imc50Uc>vmT$2Vl9j}+blZ`YsIBS|w1B0FbeIhClEbnj zaV1_sQYjI^;wr z02spEXB>!kbGGYlaw0$M6~4qB z3r9k#4+gVBeb@H~UQCqvYzR^-x$c@5O{!&ncF}Rw1sbzlsCE=!(@E+x{0p~ zDhO#gsaS&>7=s+Q4^N}S5}Qasis7Wdp~~M* zt8f82qC0c+dP?DY6U1y_T%B^dw8ZT_DAAfS<#X=R&C$#~tm%0RfS*g5Zi8dclK+D{ z?MD|xm}{IFyWRP)i}xk6YBZD_9)IM|)(L2N78s#1xlQl5u+X29$6$EL7PfcKHU$GX zpB03e=2-#P_PrP8biF#5=07$chrR7P%iwCtR3^CyK;07vJrzc(RRZ#3HMfi7=nv3EMk@qWtCF(YNVEOMVwYUa>L$lM2wn&bDC>uLgoHb%&e~ocRd$`T6ET z$ERcjPZgop_HNCo{pLhOReOy{H-?=nRvnLNa&zo{pHIQ?hn2AoQs!p+W#i9SQ#B*v zr-46>eDDI0`9(*;-44^Nr_ZDx91ve>ceQm@%Agz@tfm*u3a>&muR+roU#5q=(gDXp z_U-z-tG?B&gY#{E8K6S1lP3NwixyE8#cN;uxamH43aO{;)bBvjP`$27xq#R|P|tSn za76rt;tJRD$2t-CwyNKtbAT;^@%}f^KLh*<>Lvr-VLaHTO1D{|pr~ zarxC(lg1tLCr8Jph?D+;n^1D)KJ4}n|HLx4egDE^Lc*JW`(Lo4MQe-kuV^vxfewL9 zVWrQbUu@n9L6S+hLE@GKb7=|F=9cD4lOWy7a=4%jUR(07qL_+uy>{lv5sOI) zHL@@i_2RNnw4LK`BYf^?BB!E;&b_4#KzX~e-?3SWKoxS5xMT7qko*rLzWfZ;hvb<6 z`EPk*UFYC^Nl@Nuqr{7&OStV}xcU;@Knv9#{J?QI(fql;K|zSb2F)HnPRPdsDaDQw z#K`)Zhy@f78*(4yq;keBtp}OOGfkA1vPeAx(Bf|e^KoTpwSmpYO&^oX1OHfS0njBl z2w?|UDBSM;lp7>qh?^APEgc>*m$I=qRFML#I7%h8GVDHomTncog_=AKFA)&#;P;^1J4S@bK^!SZ%vDzMItI z4pxdsH7bhxLrR~8*GbW^Q$ibZbZ$V$val*p+9Qey|GcfpaXMb-x6~R%Jj}^d)ytaG zIsCEaIrx$|OYO0BB~M5mFGnz=5CW;^5PI&goJ!H41$8E$3TRAEVKx5BzJMB10SO)qvg%g z^E(`(S`h>!|vO2exd5bl|V? zKX$+OHwtgaJeXVMALS2soRA>t_2s)K02_-EG85-4lDH!mm1%Xl(eo5%PFRFE-&a6Lls~pk;8)6-$dTB%k5Ip(P4!NiJ)xe-f4c) zpNi3F`ugil!bxG6uP(6f2>S?~=;=tmlpvN1^f`}OJUEw`h>~)3=Xf^VWqCRoW9Ez; z(y#`MwkGED=LCgQ6D6SNxpiYkVDj*huFo$M197%X?GxhMjPYt~zy zx^YfVBaI~FCY3~ksn+P--Up49F3GpZQw<~nXmy(5jlY^Do5@za33$Af>R|)o+TP~T zFq)gm24iUpeYt5}liFhIb+QKJaEYB{%Rac8pMp1mLf*b?y^h`hOfTzZ8mUv^`IxOf zcJ`lwa_`)D5nH|%XkVox6$3-y@&BEN6UKg!NJ`ugQ~cXEfPD;hV} z|G4d?zag*I!I__h^10#CYosmt@bN~Um^GS)KOS{Ib7=L)_Tb>dbB&&-huOktqvODx zKmfrgnLd92aSOQf;b~dmq|rswA|+esyiF`q$YYN)Q?ZL8JcM5`Rz#2h!_q1T<$<*e z0G1IGOi2-=c)4?2c=jCyf-$&en!Fn^3cGA}GW1jmjs|x(P&;7kD~#FzJEAZk>Immu zNQmRSK*k1;x6J}~aZi-7WXMafO4jP_o!aQ@#n$L>HzaKp``!?2}?WD&`%bOG1LcT!L4wUsr&|=r0F*2fb<48O*@Yi)818-Ie zw6zB*W;t#Hgo9hX2FJAy=$Hcx)y^7GH`d@JreekP*)mk&rVHbMFw*QoukCYJ>qZ+7 zv()${(qU*TCxJ3tZ@aWyBUTphdYQgg+@6=4%lgvO7R?ELO8Bfjxzo*)KWj^I^H5jl zm7(E?%Z{o*EQ)`_x2~jk4bYHLR;!o<(^eRjKE89BNlhSO{^_{I=B zU*6tA>&CRL%PIWKm7k;hjE=k74+4TCPw1Wl@|EwsJI`w$Xp{b(VVUs2_VmB)RjK z2;B(@RRko|0~|n7eQiUAKiG?b+F}QuQah5dhyWc;&E9h-)^SO zB(P)!K{BD&Cv^3%^1jY02a!*LUpR;BTtglO-%I13-;-6e|L8NM&jW4t#Vfl0u=%E4czz|3t(^Nn7M*I$w=YKNeSzvyBC855^u zS0j@IHONe23!%78-Gdv>=*kZ&d1CJqW={)kMI0-%7D{$^EXB76aod6;ZBW2nQEFdB zKqy=pJx~hGsMVh`w(dOO=A8^I{xIC{2Ic-wwC$2R7+q?fP&4Tt1ihB9jYsK6~xh9iR(h8=XyMD+@@nBo@yP#iJCf zVadt4bjbQn-xPv6ZS4&-w0DOfQ(2v7xv~e^W^tZuay-smX3SP?RuPi(sMcgDy_D`x z=I_v=0|(j?^3Rm7vjAvr1{})QA{eoZ0r8KSJo6rde2wak!8CEgbo8E1rJl2IpcDMc z@g_A>$NH;IMlswCjhpcOIH}pwkVdlang=4PlIAf9r33S6+qpQaDbR%4vyq|^gZ90X zSI^rNkOEss5m7B zp2{<1sL($r@TvSYL<5V-8s|kp;^(QE#I;pAdK|AHe~yq@x}aj32ZM|%T~z>8B@HP=`DGf7n2;^anx*ILY5o%*HN^UmA;Jph_uHAFSXQZiqio z#3Y3Ng;HL7_pU>p)wjyKO3BgDM$QBL?p@!$J(3bCoYILZ#Va@e2$bD#EWRIa`ulMPRH*J7M;d?N_?992cF(BEo)>|MKr7-g?qvo5mwT2EIP_cj`VY`xiLQ?)KW%Y3m`90y@O&lV;<6?;!9uW6{ne;B{}`gk5gEbwTI_A?(D^NSoTr}>7QV@$ZA zhDEO@fJ&82rsE11414MIkk;ybe4S3grGgtWGLmM~|F&Z@FmTVW54u}X zvD0idY8@{w&Qe*1ca$YbW{NYPE%wy+H(%>XPhhprzbl|4QM?0byLzCx*f45^dv-<@GOIPYvPD(Q! z*ds;(t&_kFSxwd%U!@Va| zT3Vl0Kzn|#$)qZmY60_y=tCf+hf3J5J(MRN{Q3`F4Dv|y_0ipe?XQ$nhs$3lNw~!rgb6NkP_CLTOJ)%YXjuzmE!Bz3x_2TG`OFQz32mo4AA;MDhl@dfZovr(WIt z7tOcT&1oIP=|$XQ<+hxCW&5lDyjX?;lgM>T!tL*=58-qX!$=1{u@eTG_;k$d>j3}R zcs6^;K#ZEhyy9h+m^uqUC$L1l^Mn zl&F#qWaWD&z|HpZvoa$DlV{e|iStviCHUU~c;(f;&T%T%TBrEShWLv>sRX@lh`ax@ z<3O7Jp@H+p!O7FiG_#a-RM~ALKxtF3AXg;LE42TcC6cNG zIi5T|*B1Wi{qHJ-45*PSTt@;zfbngcP@yK${j3paC1v)~V?E5&+cKJOp>?Z*MxRS4 zrMz5=2A)Uk-zi@UlURGR8^VYBPUC~rT9|BLu~Tys4t5M0gG3tKMr@gXt>g46Th)tI z`7}>Y(sYTmIcAz_)cbK#96DZpY>!gnFj;`d;S484Nxa+!qwBp=xrVjb!pYHs<@X!LqtK4=beklzN z!&dYT6QzRLM@ux)`-lT-Tt`-4$0?{N7;+92Dk$oR{M(Md7oq4I=wIps9ua-vS2b9> ze(Hu$<>>{Yz;^bZKC}}JKWJDje}DNVO2r?%QcrP~+RKox&!WaDzmSwL;3kWswo07B zyPx576g}9;4#@)j^V9ayaEDyGF?0JGU=niZT6@$gN0W|4d-YOAAScObS564*c|!ey znW0;VA{=ets)wO{f==AmfJdEXQZbTvu)*heDS9W0V;eT^p&=nb^Os1m5RRO2t>ZGDIz1?P7#xlcKrcrJZfl{Qx--oW3K3xxcQnoDS8^1qlxuoK@)pOc$e;b& zearO?7A9B&o=3a|V4N@B6Y7N15qZZkAMGEUkHa0k9x(rNOT`31)egKDO^7a;5tJt_ zSVdAfk(ya@Y0>=*sfrwHe75LRp{V2YV183+Z*3K|$3t*A(OTK8kFIeeUP+cjuxghy zgWh{VOa4aO;5aF#Z9*`!d?-iu5&PCx*EW7+kxjyw;>0?LKS{s2 zYODRQ>nHSyeu$qnAXz!!R7iccaJ#E0h0Wg4m2U-D+GUhyl_$5{_o+?F)an<{^^yb*AWvU&Q432mGxA0VN{q|1~h{IF4uEeQKFwo z(<4(fIffVVMUulQmtDm`hO2+5`b?QU4xxaZfnY?ACI~Ouqhu_;r6ulhzg0y5Rqc#O zODVP+`@9jDB!?8T!FPS#Urj0Wa^{fywd1V|Wdue9|FH;h{3oQPa8+6J59aBa#Xxyu zgRlADeZlDu`6xp~IewMuqVZ~gA{OUppxyq_;C( z@?@S5JqGjP*@$^Oi;!}$qnM^>MPQ2=4@}Z6B;3CaGpbUQ;GzE?gN+@ofEVWd+ne7_ zX9ElN>ijoS*(}5IN%KGUKuKtg$#f9dz1eEnN(ipn5SlYrEksxIP$jq`%ED6ao%j1# z@d3TnNyKw!J(D;)2mLI>(DOjj(#W^-ciGDD@72B(DE%h(n&I|Dd9<=K^)~+HDt?!h zgteg~q4l(zf;35I?Ikj(i+)#!bjoi%Psq+`eUvZa6tEAar<{^ z&*btHn;qFxTqUd;f;NN%8+g!Akd}>~2zta-Z==_o`1?#tjYf)QH?`p*O%rHT$?V+| z#^!Rx(yJJG$)nwZ7dv6wgy_>28S;}}?_6C->aEC#)m2lU3G(o$<3#kBNP$y8CeDH> z*eO>gPr6xz-^plgL@7Qt5x!%3lHvWN?z>dDoqfG*8_a?kJ=_lcUctP;qlWU);fL3 z>3-(V{9qQpKQCOXL;X@ShlAY7knmXWruegzDamCUe9>oX0i1hNP?FHMW@SpWUKEzG zBguM+jmXw5mFnaqjI{Is3Flx z+ImT4ozDS2*CmHy3p7+nU9Qnmg=cXHXrxa-O`)wtvCp7@F!-I%CA>;~9`#GiNJ9WR zP1zqU!piPcF+O}?1;TDKwHyciGXTfdB2~!Z5PhP+|;8IiQtEJ+oY)&r@Lb|BgS$rD&+ku11^G_ACmGa z<{U(wZj@XETZNJ{(SucuX;R4oI}l+T!ifH?_slMuI0XUtQCAEPWd`vm)UM^-@9XMs zq!7Y7MW9RX77?5B(bgM{%3-_rzR)*s6XG8_#jmj@<|5k>k>?ei~arD6hDqH#FM(kRs#9?Jxdbr@s*)CGK?P`v<%lv{+RQ`YOFM&-Nal zg$rK}=c~61GVCWWAmkqHY6~=1Qbyt#2V)%^LM2F$cVM|YmesC%gWhzwG&`{He|9@#3t9d>Fe%)-8?p+$`fVO&$INbbMS#z6O=A=~$B z{sY`g`;Wm}zzHGFW)GIyxN*S+Lb2d|s89vKV0YcsztkGkm5qFia(H1uU}$XNRg%;luOUXw!H5dNl-;LC+-#t$fs^w~hI zB}C{fjpQ_jDcbd}%>++>80=n>=B6_qtYBXUJwrmlCaa`~?T`*pLR)+diL%Tby5bp& zA#yDj|I=9Cd4HSi65TW!S&2hASYQ){nA6|q1O^NWXVfOf-%-a%LAHXgu1Bhzvm(tT{o65i_(jYTt)B{#di@94{ z{-?wO_UHst%Zd>sw_!?#9BAmKdbV}O&Z|0lE&|Ct0}d8-3k|dWw0lwQMh1v}e}D2k zr5xY1tTBV&H;s3C$c(GAUrO{*iF}be?X@ylj`W}Ap7IH{6;gUos`5YMvrPXzMMj^g z)~p%A4z}t?59xJ(iJGtzifK$T3gEajzN{Fku zVfd8f2PuocZZiY z{_ut$rnO?4^p8)55%QhguEWCy`5xb$e)24BBcqxQX|h_}w?BdKiS;#gk27udhrbY8 z*)D68_`0(SKcJZv#R?i~A~-X~X7-NCt}#iAzZd;NcH?b)l$LMto&}-Ht9f5tNiiNC z&w6f8ko5rHvVR|*h||F$J+tgWZd^&~s%^`P^2>d41MW70`O$aOT|cfrguUTg5=yEG zJQ2;`s1Nb_pNan!M1b(o7sHLd@|LI%VamM=WO{&@u10PqTGVq2KiXWR8d zv3VPuPt`G##qO*SLaw0afp#Al#t8^aY*P5^{DZa|_pANnm|*WVy0moUegUsP6Y3}_ zP%>-2?WJmvZ7gQ`DuJRD`Pl5Fhd#t-RyRI?p~79@5AcgqRR zkB_tIr$C>@j-vnEudiYt5J%^$IOdzpkW8Cc1%G!WvyzaSF6Z7~p#qaoHUp(|MSzfH z(E=&fvQSbzZG>EqjwAo`k4L2VPX#G~W~f6Xu81nvaX{u1iv2|Eig6B0jWC44@bd>p zWoh10Y5shtV?EsDG+0m)QDTrkGeZdK;?fNL4_fQV6)a7GIwCl8R{VTH(hP+Cy5Og{ zkERM`*FU|#^aP=z4pHKEf2d&hPz(C8gP?_&yObHug4+y9wVQgrZT?`VtS<785AqQc z+P{HxKz}%=30d$dO00#Hr6o)%P!2$y^K@wWqq6eD^BTspI1A5|&P7W5qxmk6_x9DS zVG5-3xq_2ZrSQ#?i-L0jt!2T(s3j=R&}$p-ZksKj$oLHk z%8%w|T?pN5tY5S39FLaxB5!{aD8@RJ!j=NjQe-@9$jz0A907=O9Ye^e+Z5016p3*y zM!#WbDRP87RCsOYzB$RMJm1f@m+i5?(C7H7U3k4b-TWDJ_3~=`q^W5`B=2pZL$8{h z2oZkMIBvZ$u(r2P7CLG9cwr$3FszOi_P@wjOoD&+@&qM-jOd%eB z;F#(9jF*@dM~&;P_Wc^G^{tKHx_^n4SGOjP7|d4bFsG1yW}e2&yN0yReOVR zB`0tEmAOnV++Q=F5|K27%g=e}ZCrS+i-=PhhWA1sano9ulAm0Cr3l?N<-2<06f0r} zp+A9S#b>Ocez~9emS8(!uG;(tUB1nD$)TZja^Dh+KOi97=icBY3PE+cC`JB}@sc>K zi&0u9%(1RQou-@mP&mx=A3cbUPcpAzw_5X3gV(Sd?tao5RPn$FrR}H0u+=zcSw$!Jub(>47d4-sqn9c8&h}2b%?pmTxTDb-7C7k;H z*9gqu5ru^ImlV1pW(*pYcHCf1(AQhB7q2K=-2|3Z&s=#6+(P5UQ_;Jv&8Z3*#d_Z> zAvCS5RO&V9p(zgnIeDjFkL{~AiRJ#q$Ng`eBNnBbH-*PBA<>Q ztzH7R^8XC~uaeJS;e%9cq&OofH75exxzI*R7CssC8;QfM2U(&35O>s~BS8MCItEsiw zx5{&G;}vdb)wRs{X?6a*HGVZ4p$ZS;#b#)Inr+C5OrczEp-P7Kd7j^wJ8|?0X#|$F*JBN&t{GeI(X{e!QP|0Q-K$x(!G(TSiXRZ@3>be_e3sFkl zv|Ff=ADCwDo3FO~GkB@Yw+slllnns9+yY-BLf2($43vP~pRvoe4Y4a<4#%FA4rHmh zP70l3vODUTgMgt zPY9+~BG7?yDJZgOqHeSScdH<{dx@UJDE@9lBny-VaYTbF9=B>Ov<3NKg(NKXKLOWV zVO36iz6nyRPjK)0J(!I~f6~S{=yy0gO3n%H`{r#Jm*Ak28LDQ~N4M*z+ED=?IaOa4 zoXekBjH;1((-E;)6O8MH*1M{3{_%80gwoiNoA8Cqk;F>-PP4fwAL<>yU`Os;9i8T{ zT(Re#QP#wqJp{AON#=nO)PAN~{qqeW{a-gfBpMYQg$=yQrP6h9Kq)xW`nBa~=gCq3 z2A3RF3L?9_O+NT?s9i+$>2qn6QK*Gs6$?8%QNwT`gQ84}r`fZs4l$uZfwJFwc8yAH|wz z4V^2#p4C&Zg3z_HiaV|u)wO8lgXKOLlxHQ9z5877sx65G6 zOn9P(O86OpZ`0Wylc~6dIJd`(Sm%986nFj~UvC)}Ro8|M3sOo7(k&_=F*FQ~NC*fb z3P>Z}-3muT327^b*^NK z-aN0D&t$s_#~LdWefjY^p5PKANUQDK%AX_#>`pv*^HNrU@GaHqyPmSdoLR`bCx+(6 zs5pYSn0tz29Nob!X{T1_`%gk2h!F!I`Ft-Bw!^AToK(bPU1{%_rwfI@Hu5fCYui#J zN-(AMm|QgbZgmhnxlFmk!D2OVJG9a5O*!c|jZdluni26|8iH=k(^5-=Eo*-M(|^)n z#6Uio4_6$5J!IK&s@!hrwrS4I_W&;g)LtRah#AD$Q1c!+q@q??X%x{`gl7QLr$!#{ zx5@Yxl^>vwJx8qH(->vFVxO(%!wsJ<`H7+1V! zrg&sX`_b(uH~%9Eecdrq&lfMENw+vSIKnvv)OwZF)|Jw3@RkWp*E-YxTg#?m!Sub} z@bOFaUbNKX%S9Dp)Dvh6XG^fqQ>2aMqIN$)6?{xpy^1(;%fd%P>l0@0P+!MP6br6l}P~Xc4an3bh z5;c|HEA?XfuB&O*aqfz_h4qk_E{fzX)Xr`wZowle?k&&XMu5?)2SxyW+O(~vrK}Mg z@8#xt@&uYB%EH73ZrD2e1m(aLpRL$t+EIJpa*botbzp@oQBX2FfUA%^5I-DDeJs zdxQ(#v(5WlpsO#PtwG;Y?(ZdaMDAQGbByQDuL#9NG2(qLs}0xh*cigk0{ zxH{UM`#%Dv-`32xz~q?P#_BZpr{=3MHB&Dt(MB|hZF>xXf+juo8Cn$W!8jBHolM%V z<_e<}qebYGmYFy->|MDDDfl+k-jZQRI4p!?X7pK+#)Z=f&V|I>we1>HAxW}|w^Y$e zl;Z5?Q^7&@D9XMQfrUH!^e{{4m>1DWtl}IRH7Paf-^l_dg*KV|TQm(nO!mOEiewh6 z7y)RYHF078{dlzJE|T7d2w;A^iRWXV85NYsx#5541^Yfz2!M8?e8LV576ePp+yPFr$tFy=JWr$PK|H9^N9KE(q*#Y`-D z`kAzt`nuons=5e0B({fl=)3%pHIWIu>ky!80ItyB7w7BH%kB47UZl-g@?lhN> zkNnT}206(D?j6gpu{7lic>H8>@&Xgc#T8^?$|E7TqPb)g(|7alja6|NU{NF`9Jjv4 zE(jrb5!vTDezzc`WuQM(MGx1A2h-nok=ZFt{$UTVV~qb$Xh~P+qZdkXeC;CRd!yuQ zggXEm=6jp?B(H3#o=78+A_YvB$8h67aBegHL~P93s7Om7Wrs8BJLmQXr@@y3Jxd_6 z5Q7Mp1N62%rPMU6R{Y1VT=izfvVv6jQ)Ap*1 zm(R|DVOUdfMqN{dcG6yzZizVmCLNw27VIOTGNXc*hObf|wEawGi~h#@7Q&;uK15(5 zm}^9CcB}h6X_m&p@^_K@GwdH+^74MGD!ZxFx9gJmI>#G0;FcaiEQx?ZeHi zUKT?TIEU;SBATuh)wPCoN(WQ7CvzL?gVTrrn(-nLPKHj?U%>=iI~U>JFS}K^$h2I% z3*D_|{v#Es;&}V)UGwC@FH_MAhV{LRZ7-v-C85^G4yRsVuWc7DrLXTxI0iOdaxUh` zi+J4fHOdK$1KNz(USv0UG|$y0CdaXRcspkqIW1h}&%e@G6d@;N|<{#sY=-J>)D=NO7=8`tD@d5J)j=q zR$C2sw2r3n|H&bwjr$1KIf&tMMUUr$YiusutW+1N>%^qsI77s0(I;fxtgqR!^qi2K@;+rJ@$hw@E=;BB(|l)!6pfL^L{+5|?N4 z*u)^p=3TsEo{I$Qf+OCmW!sNA!-gsPJ9(E5TV&wBvK`XBS#wLm^7iVYSgokI=Ha5SM`1n6}nsza(r+dXksbKPbdklDgT^(KB z<8-Gq${odc!9(+w+FAkhNIW0?H?bOqfs}`@;|p0nedx;KH3=jAk|qQLMy&NB7ARF4TnI*C9Kb(SE>KgQ$zhm@ZQ3jrHG=CRP)y)QKSZ2!?SApB=CHqlN zVY5?2verCP^5rtG-D<{5U*(V_Y8wpmwFx$2ECu zX%weEi*NdE`)zf5(~FV^El?`ih=eiA6NGPWYo|;Z(R->Act$qsZ|747d>;_7+JbBO z9Y-zShbmONi@CPivB`D{Z1?1%uqSGAZx?ZQ9knvFo=lRY4&eDBuEj;uA|1@yRIr+x zeL(!{b+KUzpKi)iseO1azqmfN!F(TfAx!yX1l88|vRF5B)!bWGMG<#=E|KzT8ep z5}!)RJb3#T^i^WQS1j9jp~h%}=j@%8j*~NKaVr-2)i|c_bc)2rND{23CLj>XXZQtG z*t+%Og2y45(ZsQ55=>IvmAjraKjhXl=St19!zCp`)##WnZgP>}_qFrvvG7 z)J*;_))vfxs{g-8f}5^c9@8yn+SPJ1mzu=Qi|uj>w&0NF&1kXM;ZNfOa^7D%3vuh3 z9ABFX*LO0>cD?zeY{M|uHGD7nc3c4T@III}R!LtuCviQzFjwO7bev2HiDsdTnjYo& zx1X4;3q66Hm-5URjW)f%J0S8qd!&hJWJKE@}(~^K}JNf2(l36=y@SJkPc@aew zc>14#Eiy>B&enf7ww(mX2p_(_ZuV7u+`59hR;T}MxHIhaUWP;gYF7gaDj{+WNyLp- z&@b8cGwy-E^ImNARM~ES#1>k&fkV~SGxXjmLI&!<+SBSAZBWC6zqkHC`RnL+;}1&8 zx_CgoA6Q&0U7kG zZy<|MeM@y2F1hx4yrF$~-phM2E;HCzSSQn7mZrmdku7RK#zLHn{`{b7OS6Td^1slB zLS`V}Q10jlsGJiRg8buX>&tt)L2BDHD@x;TNjiM2%Im?kOixr~t=AMJ6@Te*eb_Tl z@_ei=f*I_>%h^vaJ_3BAD5!-tB#t(YhOX&Btm!&X#rztlysU^7e4zqR$Y(t`H2R(v z!$H*K9QSO~JTAi``TbfQs@e4WCBY;AOv%aO_a-_SEN_D+k`@;hLn#wTB=dp-F;|dY zObQxt+}LkZA4br`eb|7hOeV!ch){i9YiZStt0t{jiIjzXpKAR0N(IO@3pz%FQZOfu z>*n>V&E%3-gWfyiBxlebIL8s^bq7ZXOuN)lQf!jci#_q>ZSv44$6~Ik@!z9|f6~+W z(j{oCWJ7JJpd-vR7*8B0ti=!dI?&#)n3KpHjT86%qSE_Q&UG+TASAZpZrJ~?PS_}l zCtW4#pc!^0$_%RiKJ%WX`V)^H0e*k&cG)W3wh=RC0)ad}b(KijZyAbc*|7c}L-ZTz z`LDu6=G@-%aepJz7!e~>+T9k74|(G%--1QaXpEaE30L`X#Qutf?wc{se7U0D-O5{t zo~;jws>-+7xtRu;WHlt$9<-{keX}xK6>(Q&UP|?P#uS-wO4o(fi%WQJZXZP2a-Yv0 z&*8Y(nAybMD=agVG<~TlK}lk?fKESx&k>hAJ}ox$V~==GKXu#|yOf8~5~IhXGy}Z1 zR936`dUHYVAw_Wn47Z%pMBa2fal=s@uf6rOdzUbF{F$p06D8}bds0xIH{@G-bCc2Z z`Y+!k`6aQb+Wy0I?TC$MR3s1o#7Z_a>x$5&i9K>+ob)uj-ukp^9%kmfklEFk50+#E zEboxo`VpBg`ii>@0`qxz_ktd+N5_CRMxULnH0`T&Gv-WkXG#&Ew=S(9j{X6J0;k~z z=(AXgA;#{ZVs6Y{H2azN_Jl8TV&JBBm(>EDRQi{s`X8`gA#=OORp@W}eTAnW!WRG^#_rZJyUq1hD8nmPjO9#@>3Iy?IkiwA_S_abY7KmFq8@Z+P_Rb}bDjN4EL z0j4qh&m5nT7-EVVd;RpKkV+OK4EH2Sf_zJU8Tlg7+>hRd`vhS}t?aj*^Kj(HzMw+O zJ+$}mv$*l5C3wn5?jnA=uF^l9;vW`+1(C1S5IU*t0kEdAf&~xJqtUM@?6kAZEjCXo zD<0c>aUD#|9zUjZaafL8uzD&e)U5H44%=RBBAg&5)}D!XReDNaNcc9z;_3Gn(yNL_kq8W1i9s&?XPVz1 zIAemaZZ}TjBayI0tCSc0&POZET&%D#@>SO|h5=Y`CH^SZ;v-88`;A;3+*&8>>{oAs*91rdZ5=C(3bup-aGLlgr|3CxLCh3fL z_i+tG6Fnv7Ugg30#V9gfJHP57&Z8%MypOwR@;+eRzJxgt+laV8QP7KZsMld%g9Sot z173YHvp8e1=QaTxA$fRCSbA}Sa?qSPD0lF0*n8uFpwGTgb2xGE`?1n}J+`MeFXlIQ zWuCI#iVmrP=;{YF_%}cg&vA3hAu?(^lu-V|!t?OltEQjplaySU_QBrV!O|pnm@-Uw zSV2rASoQZYp^_YWc^-VN&m0^V9xBepwJ&t=oZPVaen_veYc7%8fr)&+`r_iCIHHt&N~+wNb0_Gyv2wLTiG$N zOEHgISMf!c?oD)~b0N>J&wkYS6k9bT3(sMs_8y~$B~RY|5QNGKL?XGNYiPBTsn*@AgHi)lsDVS-Le*a-n_w=p>*I!@J*+NKFsgp<^|Me4+ex?b->K5P(Pyo>TI5W2tn`D zkAS?G#ZI$Ig5Ao&I|7a5RO|>_LlBZ;$Fwi?hTR3O4sGD0Xaxs+`AKu?6og%KN~`If zR+XKhHWaE+O`oxQ?%SliI}C3XO5g9aayK+Qne}2N8mDxh+(MJuKIvZarWBf7K-jE^ z&^GV>+E^*LEcM6T+R^tbHb?EEW;X3=pwUgjAvUl!6s?{f1m*Jk;UL0C&fP&3->45)&xE!W`Yt^L`_$~cV;94;H`9z>z59PzpSeLmA_C0 zqm0GuUk)zKDjoI^M2iZTc=k|+2@*6AXi)JR(b#b^Uq8D$13jR=a7966_iRVR7=%G{ z)DbTdY6-*Ne;S5}p(3m+zTN%0<&h!=U9>{@>|71cBhMlASur5aZvnF9gl{i!!|Ig} zn93)8GDgM3l^DL&jpEA9vKx3R5g+z*5UdFKMmWi;DDPbxsb4m&;G9b#XSYO||IwP@c4xWvN!$Um*%L-x&jEZGd|^M=Z9a74x^>a1 zUidvB>+IT0J6AjEsfY@_)6aXlfi+1o@in{YSG&!2lkh2t-!VQXhJBlD0;6q>!s93* zNTIBmL;T%I+L(Z|onv${E)1BVoIP%2PkvM1*Ce&=ODCJZS+CJML`j{?;k8m_8I`=4YMh+#L`u2-A?}TWo6CLUhwf!a2izDWu>aitwczl%d~a1wliCH~$+aJ_eDYg}HVv!2usyx!KNs+8Mhn|xp%umx zui(8_>i!`^`3us8J)s4-5l$|w7?BfP<;Yye8aBMlW5^;%NdjNJx98+Fz6_rLpvl@F z@y6dRRoY2Ti;f3_;EWH;CjutctZgn*2+y;Yx%cJvoOGNS#kS{kBT$?7LXE#18D}1< z8wmZ3UY~K)x3j9{exR7rHj=YDBWCV2LF!fIE~TV<*6XYHx;w0+t1SWPFc6mj>;Q17 zf9-8yNc&4K+H7Jl{J5+CIESJ|@A|B5on0M-d~+rGgkPL-^vj{sR!5^~g-KGzx=0bh z3zS;La9fu2UXtWvnEWVzq1`~@pPy`>kTG(-*FGhYLA zbnl9{4DuCRaGDePVk@|+{>lLbaS$Ou*wk|VN&{E|4mu3g0m`EsA!;{m1ERs!&%y(- z{J%lC3mqnZ7wBfS+BKyEc_G4%FjK09yLvCQ9xYh#SgI*JZ2Gf~k?-5-+B|EQ=;h~t(vMMXqixl$vwT^Y_jd>JW2EWQDd|Q@2r&OX z-+y=Z?}ucJa!ED~GqRJ$zhqR)b?bP}Ir_^$%A=DW-&-BH441mh6@yoHGy{08YRG6( z`8d6E4|5iM>TWB%=U$V)yW;|I3MM36@+fzHDV%YE-gQ`pOKlep*IpA*xF9Da8un;e zq0gwP_01PkRa@pg_DSEh}4*#nv29J(?w$ zl59hJV9PU{-hH#&YtY8M?Q#tS0ibhrKKmhzbHE6_|GaSPK{R539|k{}w#Y%$j;ZeW zBNK957q3nlApQCX=Rx%|zLX{vkE0O<4=w2S8wkvIoqwLt!LvjD66ioUd(>pimw}%K z?AjRa5J{f?MgT{E8Mp*qtqZqJqX85TqPQX(CL(0W8I_3*Xazea;ItzY%Ky8e*s_2L z!w%tlPjNTsB(v>103Z*j?BQtA3lV%w7y0%FIoK_` z^-Z5IkZo73v;G&m5Ib(|F^Z0L6;AB`{x}nlbYQkq>pWhA{vvvxb>rw6YI_~Xtz0E z;ts>wO98_fc1EoAh+8S%=X*kahL^~;%c6@J51-=o-G-eClV8~!$-Rs>I-tFcN42NW z5n6B3YB^8=HtuLK@-ROW9w1x3+~oDAOH$jTeAY1Uo}q&@J_+G4IEa`pmO^hOUv)5ERn7vC703+~WnNWmcRb4%*=tw4jz%rE zt${D#HDYaIi)Ta8Lx(xnmxzgmRyU7{w-#=!S+1`dX6+$@3RYs$dsW>GgC*dT45v{= zJ-}pc+`i!*Q5cz7rz(}$|L^HG$75pyMY`2$NAnVPL^V74-<@X%S( zh2EmlHRk3^?R`(%x%)eej5VmTEcCVJ_BZEZ`u*32FM-ga2FzKL@p{3SerS;W&BWZY z??#q~y%@h3igrdfGvC30G_mQVu43NZYQ3HFwcio@7IHSNY1=9d$%@CRfpr6|8^}0Z zk`Q!w#}OCk#Nxh4&Nd~${;yAKCzWpJe-3XQ!^bo@BpmUxkSCF>x)_R5fAuFs&xmY) zI^`(TfJmJ6{u3uSK>IedUED3RS&Vuau#!bFDK@bntj?=)=MAi{qafejaV&^7J3aQpSnZwMCcjR30vcM^F*&5_&jI5xaJ8wX_-D zD9$Ndz!F>QobF!RQDZogtNhC=={SBW&b&WPO2+8pgSggaH*AfSSMXL{EuxZ}KMQoXpO|Yx)?qoSLjiR)!zeiaD-Rs^0d3d%VwB=lv+Xs<>%M5lJy7{asqipmjEL}l z=6VqsJ+dLuR>dPAzg+w2;Ys+f2_?Zw=EgjV9OX^sPFb=Qd;oMJX$rH2{zR|!beIr$ zwX(;>>|*Q187yFd;)TuR8kd#{8*Wfxr1Y-1e<+7u?giXJY8H)5X|q*5cN$;x=Hr-e zh|!Hr7^k~YYT)`zcxCsoHpxf0G$RDGG{r_iTFK&L>3?s1jEN+C-Rh-M_TLx&qgDTY z`Om^@3Sd$wfvs*7eZJXkr&&W4TsZ3lP{>j~S#D{{lgsIPA>A%v%vyV6QvvJ=dIrkN zY?JptY2g3L&fiNN$}z}(e0zYVf-pwl5|CTj}TQBAn0Zf@31C^w2 zS4;@N$1h*JuBl6tg{KSJ6oo!Kqrk&(PP2I#R^~os9DbtP=I^%yTQ17t7yuzP(dF0z zbF}5h7tV?9T&>HAhqR+F89<#1ztoTF7yW(Sk_NX2GxNYh&h?KsuuGZVQ;=gI`NOEh zdR!h2KqK!OJ;BH1XZn353b+M}9w(>xrkt3nxsa+=U@0=D2t-v}6F%-g{8z~8c`(<_ zU6S&_y`Y;{LS@?h$RT@0+CaF;&d_uh^H9#{tb$^YGANPwW?%m2ac};46MicsLvEEr ze@kipCX)N(tNqW%a@NVVOUqdczUyLQ$nR#k&y)ZN@roIWs6JztSNiT(;^?C>VVWNt zQlf5>C2-pVd>NB^(Sp(q(v-$$9!aHoW)EO(01yFk1LI3oBqB6!waeE2{zR3{Rv0%p zepj%Lxc-AM6yE($! zP+q)d#Ky7lL(fV@S8HvB$^ER~uoW^AZ7)#Iz0!9xgMgp~@RdJPj42`~m%-it2&A?I z-cJO?+cYbgTN2Z?amw$S3RQhUd1q?^#r;in z&&5T_3%1Bcw-qc>x?w{mG42xgLD$wqj;rHN6+ZK&7Xa#enkVCZH-JN#TRjA@X3by^ zf~pm~ZAn^$yB3m~VW;&y^mIwpant3&xA~Rfit0xuPHqOiL&s?ZgE!kWn43nnW7)o9 z580i7UZeN+u5Lsj*1hxfb&MEds`B?L->OTZVeLlWBAZlGHUkFQE649->jYqELnug{ zt9zvN>lMxKP&o92wH%?gWr6c{9dvT|VZJ-Mi`(T+(KfZ>2y9iUl$O;;v;6|shf>#L z^9c8b9e}PeR?s|ggUYn*Y?-ocs;>kE_(vCy+1Z8qi%yXL$Tz|#z;|KQj?-fR*+t80pQ1Y=x%i13-D|M|u3=$uB z#6Mq*Jl(=y2XFLgQBRtJ2Gtlp_kU5AJWuizP4_(0G6~dLa)A2+N;2Y#J#{}hG}70x zdAyMO7f-(MDB(|XdeJaSv=ZfOoNuFU^h;7L$@cJME$QpBnxX9>$qTqVrJdK&9R-;z zSuYL_znPc55*uKc73jI=Qt7sWY}V%Y)jMjQPf<-UzjFQ31|)d&IGW2~;g$JR{c@FO zI)1>L$A2Z*4=>g5Qhv8}J;M;at)(&TH>j}A?EPwRq$B_EJy4=Mi~p1_&ET4!7A)@X znj7zs1fp>zv^wU1%1NTT0l!7a*5SnMZU`ekS{-##*5nvOD5nGfnmuno$M8%4IA_XF z841P-+9FB4y5lD5-AfLHHheOHc{2AvCMltJHlpIpIQdHYx<5QtjkBOC;IIjgb-F8F zsP+ZfQQfD0nV8@65~ui1-}uvr%hR&zQ>r3$BDUA}r}<&xHS~25q$TXjQ+07Rn_P8T zdGfM8jc)5=Z+WjT;t4UH-`lF)?h6yao(mL3TlBnESQ4~r3hl$y&>lQ7s(N`Gs`@tu z0F+Js-siT3^N9w8eZa-6N6y)RMRP>}dgsMr9sjzWy-Nn7vV&-6;ULDNR$oLpys!hW zyu$yuv_Z}qV(HACKRZ0Tnd-_pNfFoZo?Cb(S?`(`bCqMNF7fb7`!p;MJ1uHE*L25% z_01Xh1m3ifJ?Ir_um_e)r`NbXQoF7N(@)ubS1q-4Uf&lFD&Kf~_G`np?gYcrTOKm= zt9$|xeq(AKU}^hQomi@w`3%UoaNGEG$>q- z4l){Wxx(l{?7ttPyLh>PYMuPTuI09=Fxhr>tjjnS3#Y0u+){Jj5G?of4-Iji(KBPM zOy0zP7U&yw4~~yZ@A?vj-V12ktt`9ir=2rOd0e>XyCF6>tfcwDjUhNX=iEL$!hrG%O*Bd+){vcR0Vlo#gN<&3 z#_9%WxtUFgNxTg;lGMP!t30V4S-OK`X7tP{I~Upt(@|MGJ!W<`tn)7yzXYTn<|dSNq`}H!f^uy*D>AYb@h>&G4!aI%TX{ zWRsQ?WpTu`@(OIm?Zl?}(8sKQ5wdue!|+s#FV>Si=u+OU9bw}&Amz&H60t$+9S;7W z0`1w~QVVE?0Jdu(%c+a{MQroJarxvr^~!CDJNhosyifgVriZj1p8DnARTF9NM;`z& znD5HWZRodk69p6@`qyDm?Og=R;W>~APrBm49`eY?E=Wt7YC6Z;UxiDg(M`2|xd6u6 za<`r!-g-y)q^mxclJ7w8unm8cIE)j_!n!^p6(6GbDsejLkqyXjee2Sha?V&=fmeyL z*zt>9D*cd=ScLZ^q`so|OOAippuy>@B3HK+Lhtnlu3;wQwk?nU4VyI?G1nuWyBmUT z0Y^zM%^!3#F0PZiM7=!BIqPzX1BYk725n~eyaPz){66}Iav7rvDL;Y5^x&-tYrFor z-AOO3X&`$Y3@4Q@Tn*2cA3`cDNcmEG5&aW45kcjF45L0LWH0BkH^-GV+w)z`MK$r= zLfWyy>4rKE_r+c`E4z#l_e~7UZTZN7M0*`CQKt9jwnm9Z^H^4T(BSgsCk2LSC=f*0 z;@C%iF}y;i=%$C(bOVQ+*cqc3uMZd@lP&9lgO=}c*3dY@jWVHO5oO^%QI(n_NDr-ZHQUiy_#q=s)3MW6tar?D7KU{B z7FFFTrobG*mT$cjD*tb8@+VfT7r;EaCrWCPLC*^$%^vQ>+1}Q=0)-tsz8@hQ5_{AB zM+>6?1stHn1o-gTr=@{q0s6jR$2AWXZ8|KajX59@&tM6(pc@Lr>?Xip24*F%hoiEN zfHRMW^|?;-^JDQ`4OB6sR)==Hq?y=A#LCpboF;6@0BK80&6!OxHR}ekR#Wsw*I|QcF)!V=9r2Yw2kVF`|{aA2epFt?_ zt*tJl9m1|JVY5`y=5!|_p(3oh=)%mnU&Z#vQ6~w@0i*X~XS@?K<_f^?;@WKdhWH%{ zV>v(-PS1u_?S_Zkpb1Z|#HE%>V~|?_gsF1v9uuQy0`mnpX$1((K8@Fn=R$|s3?|o5u$i_y=}=&iGtRl zXTtOFgMxUTPp`7UDDtWB^MdJ>^ z*yqI>zxavgmGsxSTsQkC2){DEmf%2dO0wWerAnZ;)Er!p>I(F~9KW4(q!Jk6xqwK9 zG3N5ghx0mgr1o390KsqUZO2bq_nDf-KGSSyelx}bI0wdB5mBD`+xpd?)rJ|t@0=*Q zbiwLAs(H6dbpw`;R5$kZ`mLVjPy?G|SH$A~%W2PN5#lHDqsiTBFCpi0wJ5{#x{;}Z z@~Bo{Z0mJ)O-q3pmx5G2%lF$tNa}`R_w2uUpV5cFvo1PQ?gP^56l)+tnOL|n)y-#w zEkG_~?LtMfo|IlOAXYvYJ5dWgG7yaev$-!aZ%2BlO8Q@FwmhpJb~p6y1#HqK-4U6e zz2Md(w;V6|mP3G;)U_!M-g-3F0Nu4CELNYNtihdIqn`1bo}HTB{Fnf|W$mt^0F#U~ zL;b>$Y8FK=f>kzwZs1ym0AeUk*nQEd=OH(q%1thsQ1x7iMEet7;tz#8!qa>>>gQB> zi~C{10v1|gJmS}9usunjR9L^FyLdiPuiF8nHSqN^8&+a@zOX?tAfOo3K28ZZOQC0- zmb$2svgzUp<4@r05V<|Bk&R5$466}fDaO8+ql5m9D>cR2UIH_%uqWzIq!fFm%~QJ{ z6^8v3M-<=7T~q{!q#>*lThG5`x1C0|St5aYMC<_qFv(-R_(f^k*ufBd6x(5 z!Ufl;&DqsY@3%~rW9hlqc6~L7ho|LLr!O{qMDav&T#ey8vbnc2#)4tJmaMI> zx0}g2_t~tTO`ET0@R%&)`S1j{b4~tFz32iCWRXh#-{J&TketkCSDAAX{qQTf?%dcr zN2G0PK*2jpZqx5%x_B$0?-g(L2%)}MF>2H)Jo1}d1Nl%6SH!KdUIdXxqwJXA zR&JrNt}PSgInoah(0XYESb>`Fn{@Jd$Oe(wX5FfiaJd?jPxAg{yOB~`(Mlgn+Xfbl zF!L^F7qOKVJqP;Bpd**9gjmb@uL^tAM*$JSkc~84$^9Ucs`wn^3>Rz#d=VcaG9yC; zXOBInp?%wa_P4EkObKZlbV!*o7i#ZLmZr#*SdA~ftGj1mnZ32hdL@gq5XPVm?O$)# zN-Mrp1lJl52Sl+~hG>C@mpkj66w*&}LHE(jS(zYC%+=hh1(EDROYdq5Z20FpP&Q9w?m=ljh)o!_DeVE>-hRC z%L1=*&Df@In_IA7l#~=7U+Qw3lSp99^+lF_^m_+k_TqzB;JwQ^RzdW7i$+q?IU#9kmcPoXgPGN$vsTLxw>0<*9qt=pq z70)duwQ?%cFEG4@nTf%xaqcx5kq!#AtfeQj<{F!U(w>pjTg zey)j-5OtnDl*oxAPG41u{jzZnA}|IzqW+#5sD%;~T~$n}l+0BbQC}3m;M({oqn}IS$WZZ{CV8sxVm^JCiNwrX=8THH;TLtrGXI@Gv_T2olpEBJc8HmV zd3NzPH=M+5L=DWqwq|vU82UK3OFM=}PU~5i(`Qgx0moW{)3OFq^7gy6JovanFn8}| zX)cjTO)<`?B_ghz8px1a`541C6%|*3w_@!V=B%fzj(iOqNmsuWOUAGMZR!0fm;#-^ zsPRlT=w~@%YMLaf&zDpyR4JQYg*jv3-nA9RYtJ#Cy@2bBhK*aIb#lmf$ObX~MpTJ``>KdEWznL}rUzoo z={z=ngAQcnJ>-N)D{?*8nKHCPOZ%XWI*mK{gDg~?5F9XjSu|tUXczVYGCq9caU@YT z$M6B?_vh1x%*El}s?T8j54?Us2U7KjNS8;*H>Ufck;zvf48?S?@7v3nE7|2&yfNKr z%fq9LiCV?^-sbq(>ZSI(p^q#`L@aX*N1jzsESTqK9Gx+L2BlMem7=c~jxXxy#`s#NZgq(8NobXTyUy}o_*7QQ9C&n3M?uqxk-Mh@=LNo}^n3)eX@ z=8uwaI`b}bO&p(DYm^`+t?6*? zX6=!n!q8rJ+QiBE@lC_job1HQ%#d(D^JkdK;z8+|J&nGF`YoNGN=JUM;7n&@bHCd} z>;53^AI%6cZ@3Co6RON->ce|<7Q-gEOF~5+eg)r;$=2#oX|AJ3@lB7k&BJ0=zu0?Y zf&Gs18SQE}zh~>ubhEU)F~l(lsx&T#+!Txb6wwEtXX+bu(R1l$|ad{X0Ui&#wF$SZq)?^sq%(mK>7p# zK*EAayVPA&W2@Srj$fs{6ork-Sob^ULH#RrW~EqE0Q^b8Mc&FnhAGNSDq|3_15UQ@ z@#t|XcQ-tDipF=5Q=J}lD`ix%-idRE|6di$P9~#QLTRGuJnV2fTXs~e_jrD~`ex-7 zncITFYJsf>HjY}vot1kmtQ{FhidWRz@ID#!$_yUdDIH5Qqjy*)dil3>2;}=&38--T(D3VXURV=}mYn+uUQXk$bbtA3e@(-ZAR5V!^EKySiik?G zj#&yjMWZGwl@m)lRY6ypmP?8%9)qO{2I9ZpK~s?^E26WxdVff zhw}otH1Iulsw0!W^+&P%hmVfz0cWTxBM< z8Y-*1plkB-&voD^b@;G?x07Cu(607S#ht|6y!1cLe9iU7Ul3=?%YR>GjR7ggDB5Om z8)WC4%@jF}Am4IC>D{(~Xg`vDk z=IrdfF>Mx%Vq8~s5eX@m{IJ0c%@ZV?@5@-3BMG#VxYjbH3HLZoX?j`VUox=YVi^@# zS}RJlLocbNrcrOXN`+MQB5~q^p0%PuS z>SxZ?QE@|ET(QKi)eF_kjGLZv!!hoO?`hmp0TVrfE@f#TIYtN$eXn58!`PR%`WB?h zu0RoN0-hDg`$hy(CEU|LuknAx*4BhEc%I9vp<7CHJQ3N2w5f1=XeWsHKzmZkjL!S? zA4Co_<~k{ii+|d0jd!y0ZS;^tR}K)~?%!<-bn6%Ng2?L+i?bZUW=Q?gz-B(##a8;aur4MdsTa95J4h#Mcz z5uEciqpNf~C!4kWgmlA)ilTqDmT$YrqNboR&@Ba7s8=@q^ zdiF420v4KaSUNAp_T;8!$6rrBAtvXNU1vkzt(DWdvaj5`B>tN})IEG(h~8|>o-{L< zJuSxlu6gad_CHC5AhB=1rLh#)iT3HO%KSmK^|OTI78 z+z>A9bg|UFV4~UR)F2Xhe>1k9l#ik@;(~Fch~+)I_OgKTU>ASLBUbC7>EkZ9rO!E--7@G9t)h_uN@)rNIFgtjCLBeK5(ByxJ}OPZxtC$x=+-llgILQ_^MHJ zboJD)b{}wod_}yzB)IUZ^arwox^2X?6SC+fjo^oKncu^6@JfW@Le6)ujEbLBuS9*z z^5imkXyHCIxyCb!l_2#$eKlFe+DY8w zPN|@c$nZeQb9n3W+n|N#F{aP1xz9d<{E~>QH$)A|52APz>HXaF*l1*@wHVo0r<)nH z`~^F|-yOEoSZoH8Auz6v| zx$I=wjBan4i~<+K@A#%pxC2?u0}-25i|7?3GgThn;|ZXlohLIeY5+g|fs}4V#7O0t#upy#woRUKr(laO#-He2yy( z=;)W;BgWaLlwMn`ABf#je^ag6DQI_SJSe@8<5v}38V9TqS^B8l@!@Tv9{6upBcfLm zci{1ZRj0QZPo--XVPW_xI|j7Ny3Su4o6Ai)^9_+6Wu7pOM{UjFktw-R9QM4izrsdD zBT*x#dVjjqKpvNR2jd(x`&rO#XT8H{!8~V~Y)Sb?>jxu-vZfkjdWbc{*Rz_KB-ZXu zx!*T+2cLVf9ene~LJ$xmK5h5N_b?>=%v>1P7x9}lzKMOuar6@;pKtg9pqdG~kG&y# zcMK_EDK{vk>3!=d+|tG8Fe?6M>>Dz_-(huCOz3B3*8rwjlLXVulwZc#+wZ0pb6+av zD}gOR{7u*>B-+5|J^LomlXNAIJ;_dW%{@EMn*Gto8Ws^{YkZ_=a9F)rI8O>a)UI zkB2;3YYv!VI=C&~^^rBxId)!Lesy2T(x?==$fW5+0n@g6C;))e48EMfAZW`>218!9 zP%+o_6Lp-9P;@EwRSFLp^;-7+?m3tm>Luv2EYpY7i>;@c%&7i?0p^6p9sqaI>dd-v z`Of&Ar%$$+^V@p+yr2c+=vs!0;l8t5^SpgKLS!1eVWevBgA$XOa!S9=N9{zKLd2o% z{PHme-*+jMPWJv>YI%Q{*N}@&+D*9$(m{_H-hZkTXx{;kZZ`T2hByPWKJ` zA?~9Mag2Kb@USjZ&T$s2q2vps|4rGMDz)*3B{ta%nvrhzK)xgR9EuH_0kJ-F`CFWI zvTqBCW06GBs-s<nw$V z{bto5o6|9LK2&d^RBU$IjLwqyT=bn*X27(ABYZBshQ}1dW{#lrWscXh z+s%DM6+10R)jZv^$MmHOPxjVc!-Ne;k5!hYO=n)#Mifu?4JHTZh}Qh7nHyWG1#3rf z2y@%#9#Bv4idT65JR77i@7GB6EI$@}fc_=HKA`Dd-<$xTUN|rj7^tVyXLGD>6`Yeo z-zZwQL~T7Jn|#OB6$BwARZ*8cNzh;Tip58u^D3!imnFxR(nIw$%B&`%k|A|{vwCEP zhPhDsXm_2B-W(g(CFiOH&x@?>{F)yzWHF%Ys=?}t<>LR3uJ-_EyZ`#fOBF4mZmm74 zYP9wiBdDUotlGPwsM>oZT57abTYK+4g4$vgu{X76jG&Z=BG&)o{yyLDb3gy*_gq&l zS3)A6oV?%XocB4e*Xsnh{_(3Z_MWe$8QAQ>eh-RoqEmCHZRRj@hI8bP$gIQ`y67D3 z=_6^>yo0j9{o8*0C;Nf?NuAacfpL;@7W!tL6bCeB?MST7Y_KZaa^mB#w2ywc>9^CHS{ zbS6Gk#x-_7Zry*zgVXG)nP$#LCCESO+q-M0=9@A<`NsZdQRxO{Dp?3JLrkhBGK?{f z-m_WX3N<0i5JGEFwv+VAA?CukEWa%myBBSKwDw*-{}FtABZXx%-(>xX9Q=;>_yO+| z34X)g@WDbQgp;$$N#_X#dYF#l`$&q$#Y(Oh_k4!UXN0DG!S*9*WZ6Nl^e2b4WVaF* zcN}j|%R12FH)}-r-F!16*lQijNGr!*hMlaK(VZ+ll%&utzMEX-dvXP4Sz|ADVj!X+ z`jFHC=oCJ+I<6}3w}>CX19{+7LBYfZDVUrrJi}@#k7=fDS}dsCCUayrka23DY#BfIu^A_!HU`WrYtGxF^`i5IDUFCddTdQc2< z%=@G*(4ffFk-6Eu_mKOA?o}#dG`}SYc8Gu z&+R|IUDlemIzA(;A&{SE3J4Rw=a_2Ps@ngEEYUaI; zlm6OlCu)4Fu`_Rf0IMpEV1se)N$VQmGpiGwb6nzas-W0 zhPTVtW|F8=?`0xs`;ffKQArP9nQX0x%Ig)^CH4+*P+Z!)y?*gX^=-W0@qT5}fphv> zUItfiQ55{eA}dxXQrV&a?jr*a)*sb_CEh?`huzmkNHECUBhdEW7!#XK>VOT3A%O96 zXRqs|i!361rT1rFyjSa~;8K@^wudh5S|!34SVrM;$2HxFK$*L>leA8tpZTDvg+DLhJKv{k zV0y-;oTG#;nLK;Jikd~Q4^2ao>MGbyh&aj`P~(H{xLG=YB$|_>pZ{5TVV#gi(fbh1 z!=0-*@Jbz~BSAupR~sl5iA@$SwULekW%5F*i*c=NvJGT1vLccaTz6U8{anF%awgiT zZl%v~tI@=?Ljqnk&pIVdu9||Tv!YMZD*dA?PG;vE)vlFhZEgpzVA56wD%Q2lOx+?R z%*vfj4vOu364iKdQ5N^O8tbzS@W`{?N?DCwge=x3+k|>wqW?F;?u-ISYj%2sbWEmQ zw_-Zq{Pg-m4m0}?@pcNPYn!ykCGbL|fasEnEU+57f2)+G6r=%Zx`egM5mU0PX?1qw zF&*()+l$LegIj4K3epz($e!P(9#PyPN&fmCFVgI^H?O`&`;-@&pa{MRVwVX46`}Nw zZ1HZpx%*`HcRJ`vmQ2nIZFrwB4m&MwcI^ta!4S>gq~9F|HvO3?E^WcIkFC66I`AtR zvVs2HD>Ki%XRdl6a%r@IK=8Yki+xR=K;&jxc87Q6Bm{j}*4l^~r4h)R~ zCts-N-*^pyCpDPPpCeuk673b{;1og}t<`QB%bNOS!c684%h)2 z&{d?ppoL#~&S}Y^`Ie+?;f|xv&`^!3BH0+aU8RM3!PP1FNu**nw zOyj1S;|vVIR@+M@%8Z_We1uMcuUWHA&}xhi&?Vg0c9QEFa%O*_N%I&ENZ396+|Lf*GAzmd_1hH&IZX;q1ifgVI?7yUfYxw zT>7P@--G7ip~4674~r@Oci}GrMfJ530S>sA`Y8qa{F+r~#FHmU4HGoFsC9 z!_kU{$L58sksT!qF7xfIs^2S?DZ2PMvtB*FYU@$4nb;PrF0A}7l}J-3*_Y%^KmtlZKhb{Da6wZF;$u#D#wpeA`olPT2#h#xzCL4*2oDW1w*`e?}}B^GIq zX-q3IDK>VH2s)_~$If~lB=Q4*lU(jzl|nW~i_4@CcA{H;#)i4lNvAR-$FI{6<0Fca zx84?8Uw8Im8O?MZ)_{!+rfl$dTcKkd6DI2g`O7$P{!1$=@i~sO-2qM2y}HdK&|Eva z8yjviF0h~9(8kH0AgwEHA{-3AcrxZWs#-10AP zk_$IueEM1WpS#a|G7)#au`XSfAnO15nqWtnB>oDlF^sEcWA?>33tVI!iqC((HC_YI@XfC2UA zm&!v2tmhOC%^m>~Cz~y!Yxxq93teMaB=}@+XT#v*!lOD=Amj726Jbo zk=#)DuiLv(%XGZ|0!^E9+%rFeCPNiP5Mw)20vHmvQcAz2>x}kA**jvy--9Z7Vk7kC z7Me^PfFh;eaNyJ*3_HrgSq#!xW^Q~0?aCk-`OvSYlZTCrbC-QcvD53gYZ&QaX3uDE zRvlIbetUE%=0umo6JnJbmJL;d9`U96rOelgyR?Ti3$Zo|G;%a4TxL!3#mvVerw1?@ zMt!^6eW7V`)nOMP?W5Rusu1B^O2m%++O9-{Q;#0Y)M(dq)#g4Yo5zP1LG%|~W& zbf{W>=T|eu@!3tn7q>s?ug7O-{&@L!1}tv!CXCa@8qTR=O3xCeGU??u z&hKR>=Vx5(`Leb4eHwC0j~1R|E3iR3Nw_eqG)5?Ny|y7Nl6~W;I{nPRegJaVTBe%x z2d4K!5Vi0|Sanm|M19>Arq=#z2N+)UwJq)!1ZXaa<&%Npw|%;d+~`W^`dDUH#{6)Svd}tX+*B+j6TM zg5uHNy@FRn1|_qrHR^vx~;SeJ(NRbWYW^@lZOxBRnMexIy+phAno3- z)HC>czwm`JJ5RB?aadF{7Q1Cc2cIcg0-Ldmn=@^bcP_D#y%5bU>8Y*0!l-Q<^FRSb*@%a@z6}z82p=c3KjyLCqA^ z@qCse<@rm&Vj=3Ltm!Lg+tn%R2AjE`$e;O5b3yhf3i5L?u<#?cncrZUE3U5 zZ<}6!FqO2unhVV`Nq8#|qPBCpib~GQcy_yFON=#(E#mA7o}Fjy#IWdpc|I!>)ocwq z|M7;7$>A`SOJ?~d^SN1y0KvDfwBx;**VJ4uu1IRT90K0Y+PDAIw!mChzJ`1cIAapN zk>IkB@x2K^oo}-o7O059k}vv3o;Kn{1OzwDQX(ucp`KD{7sqECaxI&^X>7)>pp7bW zJz+h{5=`n$@i{&Ua)T#Qz>?!)*R#dfcRB{7KoevI^%A+nY#%H91`m0wN6(L?{i)Ku z1h_=Ac&7e|T*~2jhbf9{XzZ}>5H$$g9+#tP+S*q{#PM?XIj-` z!J1ItroOoZ5y7BKTE^drfd2Y>e1Vq%r5q!gpiGtviXn| zswkWD0BFnUbrV<-4z^aUXM*DL`)<`L_%}77eDpSVBf@*}_&Jvl30+vkqG_uz5ZIj9FhcUFoIe6E(kTD$3(; z$_qH|WY^IA#%w-QsRkpFe#@iOj(887>)v$5Og*j2!e#RtGl+D%#o^r-;_i;yvp*hB z!MOI5j_;Mfx(#q3Uw(aZ{C5WR?gkOJ`u|9)DM$r9N_S|l(U0-IcMZS8B}gOmNJ!Yl z#)_$`+)*K6|9f~Ymb-nbt0&+CNG#g!!ffaA4kHpVlAQ+6{_2_UDV z=DL83@#GPOXm_Ot!7p&qwEpouC_3o$ssD%6`MW(PGOD;Smy|sjn-QgX8)tKYw4UxM zLNl0x+^7WK)R!n>%(ozu5MCs`@9ac+lKK}{JVL2*+mk!`VWl|39M*8(5NGc6_2;lg*zca34N&@KpbIkM* z+~eq~T-$`P`X$bJ3ndTDq_vg|8ubMqCvm;?iBTi!npQ{L&WuoVpI)rGLL8PX}S;gqS z1jjUV`1utuX`soYTx@b_#27`D7=10t^o=Oj@`q+~I5@+T(`!R|aoSWlD><=?7v%a; zD@42?(4kX{Y7uAaBd{?G#ix2U9lv2SmA*pe*KCj;&_nt=feNZMv-`M~n%sM^$tz~B z%nK z+olaypIEWrjWAvH4nvOjY?`KPn>HPDnZZ7?i*-@KLg5`1=^`P`FDM@;gC2WME=rns z1&^?P`~eT$F&^C1PdV5R@jTa%mRw#M5;Ml|9S65qzf@;k<#?KZIvn3!WHVfg6LZ17 z4$#D=3M@uU@%ry&vOvR4!f#+{eow2OqHb8>2+pTu^XALBDDAZtzJK}C=wBV3R=Bt+ zVu`L_kTo58lty75NP8}iJk^&A;v(-!M7KanC{JF8%k!r}Blx_8f;Uyt*5=aFs9xl| zrLUX(!1yCP_~_Y1T#4-hi!wfqIs{?aY_|A zWc{U#T;pWbfWEThBqyDB@VKrAAv995aSJ`|JrZ19L40`y;*p31hmGi=4g)&?wm8rM z|BC?40UITIj$;wO<{aQWnD9I*O9O}{x)2XKk6W&{VVz#jql9U{YYnsaQ{&d3c`Q~+ zXM=%=A|RBPd^F&_PVN)oY$S`jW9ya!L?B0&oUl>0O{Bujz!@sI(-GNM&a3(7 zyK*w^YROAC7>CSXumLfK8Jlmix>3M~ukZ~=R)xqE4FNzhLjg8Mmx&?s4Ay$CLye)2 zc&%yJW)BK<_*JAyJDs`u)CbJZM#}3>guS)?GG6l-s3`p}Dxo)f>v3m+J;8p=LOEaP z0Tfs0O3VVF*b{ta)AsYjHOMt-sCPcMV!E9ym(vtk7)F_ISe>nI5dF9|Fx7AVc6l_Q zK1j=rE}C9G*7~;f(^qos#iGhjiM7IZY+Q0K0LE$KS7JDw9DNyG=XjgVfLC>y#6@9< z^OwwUs(w&w_yN|AHEsW)01$-qq*H_+eb!53OK>)%$MM|~F(f0;vk^u;q@+Zd2b(Lu z4SqTp$)wqFB2?!LvUsPL=ImwP(rtv5*E6yv!`kum)BQ0gR#9l&3W@X3C(@*Budks9 zlu3DGQP>m?_o6jBm#0_f36BUb+^ThY#}<%6kKhv*p%K1gN6S)##7i1}3kjm~62=-i z-D~_7lHIHyc8!LFXnz9YcXD&fJXANIwY><^!6x6h-@R0Lj=$EPU-RW5_!~*$3c+u@ zxKH`8GV$a}sgC53T+q!V!GQ1S8EP}3EuURYt_U#4tzFi&TU?bBretqs?!A)rl7K85$W>qh)0CQipt4vts6^+l&%BpAime!| zfB!Q_^IU@&KQF3~xZ-LIw~ZdPem>T`b&AGBhKV%a@j#Dqb?TTLkFXs6FlX||f_~RO z6Qu@-%&jZz=BBF!?`kKns2C9h&b!ufK9P2==TO$usXWH1*hxt+6JrEB(_=|leJ8OC z*8p+aaXQUXZFL!w89MugOcDCPP2`sFWQG=0=se~6Lu(SCw!{P*99t)LKkog&tTExp z`y&duPEGdR&2-RrT@A#rm8qTF-tX<+$5on`O6xLovI-WL~3IkR`c$udp!738LT<<+ zn&h2Tf3G@9Y*oWp+ZJ;&?04ypsJc9l(og$gL*RII6&4f;HtV!7%9M9lAPNw=5T_ZI zn0MTjtHbd0HUZQT+rgGJX$wVGr6Yi6>D>35zUv%Jp7N}t1*0VJ7X8^;2fcJf0NTZ5 zM>#}7v5mCVCN1I+`WLu|LrB1T4Z()!du21soC(p$aN0Ff09#Tc^mTAMvA=GeWnTuw zD(8JjP_?sFnvOwi$pJbENfB*R8#ffCzvAnUB5d)W@v@9r_Q;hxrm(kDyD5JI3*w{+ zQQ}Ym>G$dP28WQE8|&!GQy+u8^#umk2!z#<*n&$*j!J@KL=XINYM6v)#0)HAZCybe zP^F@Rr%)lN48VY`J#-fe~t>e;#V^k$bC$uOs>1c$*n4@ zyr-Y#lzpB|EI@Jq0}z4>jLB{W2@rzO$}EA#j$Bbz(h!Q}yMjgE)e zAE>LaiF^V3!s?{%5P2FP8xZ2L(u*LUexAQkNX9w=nS=+_r~)A-=T~z|{h`>oyb(Z_ zaAQDX(sAbc8EQvVMa>>UQF5zUeDIlPyH~xe2~?3D6U(OcPp#*{v7Y*HyHvZb2aS%0 zfozT(8qQWn?k$bKr~T&Rvpvi_@Rg?xQOjt9E||^Su-v?(n=LfJ?R>D$XE$D}QGj{Y zF=gJf+YW#pzf?3In`q2MnH>LH?B(A?j=y6~c_OLcx*&s)t_VhGPf%DyfA9|7tYq7C z?(_;5I!zPT>tvZPg?b61vpWTovS{?}b${P#bE&vBH!fR(nQm)fYeL zhCanP|21G(qS+#IY(X>;vX{-TZ(#f--)XkdlgLU&7g6(L>plGFv1pM)S0drX(#D40 z%Zs-mevj7zOX1f^Y-tqtxWACJH;UKAuPUjePna!-_;+P3-s1nkdLHf?5yS*Dq^n^a znm}13$>1yDIZ;jl9xb27ni*VUs@p$RJelPya`w61t#ghqKkNMgGKG(J=$&tktKbwj zIIbU_e44ymE>Jz3?6s>G_Jr$BY91E4lret6r7vO#Ws+l|mC@$_e%3_tln3s6(CQ_o}y+ll0b^K2?Uw5W?Vh`5OtqQ-W>RWN`F?RccLuZ<=(t*Wq$(g4k-)q^#* z83|doLWvguY0OKHD5o4iZJ#n)+664Bh!PXnN9CN#lmZ}30on9T|f-n*>rn64XzGSHGhV9Bzr^S z?q2R?`J&IW=Vs%?7A6QZSvh~BfcNlSAnsV@&z)wOG#%R6^8o?H{xDNQoBPZh^DlQb zMpU;ll=Ng%K?$0KHIkwX?{)%+F6xrxK@r&(hQP6CTtA5AJhH!=E;22;l!9WX+43bi z2F}@nT-nxx2IF%Jzq_e8m*3sfI#LhoPQO?Fk*dz?(BY;C{m*{@&Hg*=^xyp;>?QPT z%B0le%(5iqq2M(khFGeBNDV7;>pcr|OXJGo>(?dmYDO$r&;CRULVQa3!S4F#GLkv7j2Ulg!IWf$m_`V3y0jMA&nUrNSE3P57I^p?@w z6nyp*{L(d%Kih5_4pPkYz2DKVV%pC#!8*G@nfT!2MjMdWSIBEd6GUDX zhX`r2j^$TPYRQd4{EAuC%SI;j=tHY#E0|R1hpHn!%tf-}LD@wvc>Fts=B?;s9pZF! zfap$v(rv5rRZqD>Mi!bkl6qm2`O7(u1{rMra+4k_=omr)NsS^;CV_)b?cY6|jLVO; zU>P>g$8>ip>Q;S>?+F~+Q6}N}>oc~WqDFh@`N+6-8F5=_E+rme8%r4u=OZhi>9{eH zdPC!tJ?NQcR5QZA*bZp553~;IgY;Bz-8#~Hg^N-}#gU!BY^LjQn%%h<#{%uX`vz;~ z_tj5vY-^GtZI6c?d&~+dM}NI^n<(C$k4j~vVXAIBFGwtJ&-k|%K+~=Wnf9*sIWa_V z79K(YdSr7Kw&4{L?}Hod&e%0a`V_Lgiy zSdWP6S*E0iNsl!_c_>=funGm)y$6mvYyAb}rV-b#nD4F^QdDZEI*MoI0|@lHj=QrFSG#K33XL@xi5kMk&9 zb25fqBgQW2`Q{}0OGYIzB3~&X#9GFNFr=%k1}WJUv6m;){R}R% zbIeE-+%4I^V?+V7jJv6jesG`TY%_aZ&V4MoXOiD*)qrlrXi?a6)NGiI$E|9z0)Mx8 z=iB+u3#$kADB3P{>{no|D^OmpdmPl%n=OtA9EN-|f_nX6wGR=PH%$EDW$fV{l;ocp zHfA=*h$q>2ea`4NSo-YI+VSJe$nCsw*_}zKkg+=jOt7gbO_e5Z#oLn8hCD+_?Zvm@}xqg)oJ|1;E zluh{homK>AcHZs9&Pwv|5X0r+t}77YKeXn?27Q0}qRBE>-92+te*>o>m38`p5obNf zwGzZOqythr*JsVL9<3%bgIa+R-TC37*mca0>07^d&FshhnPnB}XfduzM)YWUhE5ge zBmcjBVILggb4AE-8Q8R* zO{28+j{n|DuD{i0#JlDh3%E|aca*91;Kdb*vgZwFZ+D;>o>S$W&wbwn?->5q3qNTw zjH^-+^R#L{9Wx7&FGX?et^&+za|QF0OloG9cA48F**ze~a+N3UDxZEMH|!;VwH zmL5OS_8LEY%~H%-pT2319~N9vGdj$)1!5wxBaBwuO=Cx#=8Fi^FvARt3~IG)+;sRl zxgr-|9vKuO3l!3 zPXr&y0;t{jI&HlXt0%AGoIkgH-Jcfu+-a!HhvHJ^BIfp{13HK+ADl<4MI*^^Zp55} zRw+Rf29c!X$>bI`S?%0?bsS~n(B8~Wugwd~CvK&1@BPoLCnIqo7BA;}ZynS2a`Ov7 zld_RE-9vR@&8#z6!IEdx`4M~OId9&LsUO;=dlYpYYejN;Sx$A57!PZ4G0|ZqpLAz8 zjmcd9b`u|7NPZArNnW|K-;vO-+5fD@a++b`@~cWpC&5N|z%eS_qdjx=7GHe52=b^l{t=U<1*wEpEf zrn6OF{km@q2~N_$K*1@XRe@=Yba?9M=gAcd95{V#%Xq;ZfYf^T!5Qk5^HUqHv$L1nrMWe+?^)f$M)X zqON(7VHhd9pPr7ynMtQKhS2rQqk-i$@q0fs4LdsW~~r}&zrM0+B8N<$Sbe-!K&)QJAfi=gB6^5v=j zCBovJg?jopL}q&VTRWRIW4fw9J!rrGWb3g!YqBF9Gvme!M?maj1K9E?!M5WAK*p`5 zDFd}XQ73F9=rP4M@q&yg-VTx-mSJ}xL`NXI;oIv(2b`&@#ugbY2gYk3uCwg7fr(hk zMIp)QJD)W?OY2L7!0oKaXpww7Py|hp-NK~9U^)JM{hKM3FRyf&ASq+id)cYwK?dMx z*EGSQZ}lgj%h4WH-x0(qFk|f^FQjifA5<6F7gYw~XgPV|ACSxHouC)no-Nfsy_#q0 zN24K@z9qf)ksWLkSo4t5-!=XM3fc%Q9$Ge#-BM(1S?yDJWms+hjeB)u1A_e;CE7gB zq54Q~bN3lE4{@)+=$@|+LfnRZo`9JS;6O)hF3d<`V;Jt7IoU6#>=N&M~HZ?!J35qX@y1%90Sze2Vi`XF2a}Dx#!!?HI9&8PV&Wf{|07 zlda=(&UV2kz)VpWnYhSEUt^fq;1aX{ZtdGZpH(r)bL|k10unwb^#YEx}5!3T7c2d_N_cU;u5TKK^8p<9cvCZ;?))el%KlY75@Q}YS;UOqN#Aamo<6>f zm@-z68B@SIcpQ@l65S-|MbrAP79neF*-yTZrCF3QF%t&k$WIQbDn~pqBBQ~FdeR{( z-g`eF!8L-jO`MeBhhbN;UZon3wB6fo!}r+Ch9tx(hvRNx?V{jH4mvfXwA-ZLozIK6 zy0{D)td+fElug}ab|&KIX7?sJv0p>{VuEfM?t;B>BqvKZe9jvyAcBMe34ojEKq|bTD*WgflrA~UxYsGqIOx&u`X^_CQ3t&|>2@mK zfb3*@l?A=+Au>=s*46FzU0Ib(?6_76QV~DMb7!Yl`-GV%T@=W;_V4Pgb?wXaYgaLa z4RQ~)R}}?P#ZnV=(SYvi!b9}-}jIFWC@nD;7n@YS8IM7?K0s}^{86}8D|}H zA!ssF9%+k3FKW=`@_}G(k2Kbj?+BQ1H%tVxQEa%IxbZkBZYEy#lASuA4ZiwIT+wfp zxsy^Ze2GSjZck;KZa_{OW^`Ze-0Ndojv#eh_E{spp`yXK_k@-=Q*r;EF=TSj9jBPR zDwm_Z)}fOoh44c=v5v-2vMQM+Y5Gl8*A*dbXf9(t6Y>Xh??&{R!SY9$wk7(tPkyDe zJ2{qoaTL|J@xD?cL*19Y(`Owor_Pq5D5>atE057xo{Cpr{|*-0aV0yoo?yir9W@p@ z|8hsOzRa_(vfFCoX=B#Z<~L|%kXo1%N&(c5Z*U6>^{9#&+<(RrMwN0W9UGHh)p-we z0k2NzrJ8;mG|vq{x{kz2;;WlPzSk5@J}walsA0^%y;RVrR8d|}vb_N!3SwvK)6f-N zc4w~cSLeO-i7HGM%O*-!+SgF^WHC}!fa78 z(50%jI%rBk#mo9fjwv*9Oo)LankPMKU|T?l?;(ZS$;Zs*yl_^jY8#$(na2~qB@Ods zFnEfw7)8e^kaPQXmeD?za+`Z*G-#y)OTJwKWFLCoMa%%0nW=dPxeW-^IxWdfUgL7# zB++5nrD>ipaL#ti?a?Dx>_kY4-azVpvG(GNs1^-ebT~G$Ow?^W z8>ApRv!ZXMGHYtJR#>@mHhjSNlh16#F}8nC1u}Ry`)p7%XCln{cq#Mo@&<#f?Yc1t zl=7O#;pN3=vl8@|#b@q=A9JyHR|9VvkaF~m*m=dj%gJ2k9`w$oK%}-;u9_v#I&Lwq ze=WNJ1|Qtg$(OMqU3p`7odF(O+p8lTe5iBE<4_gRDZ(%Ta=T&GaW_3uN#*RzZ{2%9 z!XEV=&f55UuHkV6hbvFDt;5k9AU&jO$JC)8M>x8E4Xe;85SsLkoUh^RQ%9z(m z&y=!9gROF6`$r00BE{a&nt1bQFca;pmKQmqyO#+OjQT-i5K9)OSY%FTs7bPHPA&QX1O&EDUTFmj< zd_1D$Dk|Wk^c|x+7d$F*89R9%>@kv9_++h(2;$gDcM@?!}J=FD!{7|4sgZ4w(5^-d4Tm6Uf~)R8C;a*0d2MgV|aWAs49TD=9L)mITN@|{@( z%;2gTx0wHkPjc#6NMJRyIGFPaUl#HEs)NTj2nx2D4VvcnODP5;Y_9`=a*o-~wbf`1 zhrym&(=?^N#j{m?|>MLeSZW{gu#vJex5vI|;K1yZ$hE8MOP+oq`)mtBDRC)qEGFkW*HSg)&=O|Q%a269^?38b` zJGfXGk1+(q&7EybAJ_sO{Ofzu*Ate6$;tA0LhpS0TIkjIR`zKx(bdR$ouoNHtHbY% zmiG5J4bbNOMQX{C$ef)Ulbx=TbZeM(60x{<^T_#EXSpmWHWA%>O~kb3j`lp8XMlyQ1q(tabQ^$rP`0Y>r&nZK{7|_() z9=DD@skp~nf6v?jmgdQaOZSm_I98qBY>Yd3o;afw9WBabVYTLY$M5ktXaFLzr5%lR zws|>d%?<`gV3o-UUn#y1BP``!tR0cqgP zmYaRlKxZyKf9}U&uTm>Ay&MlncY_8DIE-QEB77i13Ia+)mKfeAR}(DeLDIY9CgxPd z-XdL!9^UTMWHo(ZXeUO%n!szxU&DLKt5PggxiE53Kc(BR1ViVg7cOdcC!0k2hb^qY z)tpFTpf==3wIm<^_m$~CBBhJwt#f9`Tm1R@yVqbRd?i>tr3_5)y?Sb1zrba!juT|E zZ=DXS>7yxn$E;NJ0xT^PhUhek>^*)NWww7Ws`Z(HCLFU`V!ZZsu)e+wpvb<^OZRZm z*VR~y%>#kvAEzWTlAruN_#%Ot&@}1U-_XVXP6LVw2>yKfj~>q0{VxVk!<=sdq$To1 zyie>WTL$VT?;^&}an>!EpXn_Y8(GVQ6Sv;|`TX`d?)}jto zswNwB|M&<0$!`7!Oa@4GfV~01B7~2;twfYpVf!{yU}Fr1njt--^2usbmBxVc%^6=_>kUKoq%pJ|A*ge<3m#|I5>M z*Cge8(Al^6b>fh9vHAKYh|^&GM#l&5o)^62z<2%c_4hw6=l^)1?|pTZYdxZTw+NGi zu5nc@JAMz%8O~xGW=cAp;jhc6C-aa#Oy|ZG#`%?5jXe4C88953LWXJR^qbj>psGU7?X|G4e)Yylq%oj!(Rwny|2W})YP|oq#sAk8wm!cSzUDFcVSB|4=3)8p4&Jb$ zltN7W!Ro_%6Znk~Ng)BUuR%Tc%2#gN2>2ZaYVOdrtS}@H|BV>a6(Y>F1F_MeCQjy{}adL?q={}#n=bx~~9U+?n;COz!9KxNPV+c+;s36f*4$}ZvZznWhdNG0H`(r{OKmcQS*(|aFoP_XzT;1)m= zCZeGrP-jL}9d1uLo^35;>7-p5?!WfI-9UL+o{8_{pKbLSDpzg~s{oGH`L$Z$zn>AV z1Xu%V@yznyFZhSSc)5sz$pqRD*2aVP{%aMZfrwQ`iQe*?bEXbiKk(gHzc6D;?n0+b z0k4arBote4-g^3vE!gTu#XbMJ+3h8S^xaLO;B!~6W{#~}1OIsw^X)4WlnMko{l8Wc z*+=>C88RZv?!WC7cbgE6`UAM+DCy6|i#KRZhdqQ%9;=b@{JjJQlrvDs0nRT0|8qf@ z)3e<^_oTncQ}XXGB!Pr*b};+h=YK!`$JPGFYF8iT2H~vREH4?P{r_beq7Rot3%;%1 z?i1dZi<=a5J_6T2F0g%&XV{eG4Eejm{_NkKpP0~@MB;L{lS(+8 zwN-g@5^u5L{*odh%$yuf{9u8FN2(-xPhj`eT&?VYPw9b6nVL37Sx- zhKGko10S0oM?yAWYip}^OEiv)BX{%0_^LZU*7l|Ob7P_>OW~wW{C&N>qu`}*%)`I` z$<>?4KWG&h`$Wz4!&MtMW=NF8NDy%}l~wB=@zNRt zr_s&i1b_0egl!xSrJc;xz76ujy%t-TBw!fBdxBBof^m9W~NFqy~Qb!ByoN z8&+)67RoK-#_~@! zg=*UW`cOX=nS#t}Oe1-16Dp3wm{bVXN`{Z8}@;YF(}yT)m#`*gTCt+_na& zgOrbNg(lBd*+N~{`zu}uG>Q7Mu9;y-~A<&k_W|<|F4DiKlVcOUtfaOIXjCx{X}-HRA6u2&_uLxq0kO!?JsH%u*&WN*C~rO6kMf_Ba>Lw?8%&j+ z4W}0g820W@5NdlaOq1T|vBSVCPD?{Wye}eiTit)xHT^poe_bmof|0hP9~c6(VZYk_ z^=GZ48KbnvyW6@5(MLObMd*+S5n@VPRp7+vdwtK=joTP-{o*lr`>F0wHoBPa~b>W3R-5S2mwnvrK5=rzrD8TsP&1 zgX4X4pi=|v^p6K%yW1o$`XuI@6rYk650fTPX=*nE16k(9?Pu=%aN!jZ5y_#wF%X(! zm09op$8*B)zrAEqfV`pMXV}V2 z_P1{s6@h>!SrTuQqp|+;)|fu*bQGe8gkP1#|5lg({q1jE6C-_(@;Mq@ zZ;YoB3y0dIo$^V0^2;6)gwZp+=Q2^gg;83vx@(N2Li@axC~t zQ-3`|jsNxOi_v-sy!iE-o>ycBsq)`<2>7V}*rnbek#~pBLS_HF`^T42ATX!iYlbsx zRjMl~4I+!TGdHf}rT-xiDxmq4s@$rfF)Q#1{-u!o!^V*<6}etJ#`e*nSqx;mRLsK4 zv-oE*8!I!-w)kf$R3TATJw+yTKZF@R%<)Udi%qh<%l&8}X*J)_IBr%wGX9yA|0&A| z|2W~uxGy_in$+XYl1S~@AMKCn8j}9_W*U4SO{?wC-w_xJ{q|tYnsFsNlW^qY22ZxGL=1Z!}+ls2Y+8OtQjosgxiwhXM9rDaWZ9nTh}kE zvzC}}lEO1N?*CZKa8Af3bNYlFEbN+8j(T}8P0eNPSOS^UGeJ|suf7-WFc)^JdleO7 zol_S(N9{ee3t#Apa^hJLTdNOZ*m^tYz8=J;G6`bYf~E@8z*fMA4t{!$lP_a7(Nze7 z}p|?6Q7f!tCwJ8_$e! z>_E{h2D!2?4CMJ6N4RB4wq&9A8SB|~(ZH@D|6Q*C^IGIJ=&cnBrM*n`(pYupl>OCvJh;d6Fh9*G)U{ zYpO5!u2^cF_t_HLi$(|v-v%3-WY#>NG+lYg>bdgChJS-ZSKDPoR+gclyr&H&p35hZ zd4czG;SYN%5^7T15_v~(FxIDXkMs}E~$5YlG<2*^BY2H-uN4nDsKZQ z{H9D=M(O`yi~srG3GDZ|skZRKmAAIH+fMrW*cj~=_S#A5na10iqQQ0bmfBjI17i~P zS-6#_BJne~gW$0ei$Kp)Q~rFl9Qnk3lk~7CcFXopVw-WP@A~_gOUaViENxPmE@$L| zX8d19Gi%10KuVCJ`z}{AV=ICD z-Ol#d5?VQ3Bo))Eu3|e7s2FsrH?k zhR-u@=I*tv%!G4J5YyW0yeD8XCwEJ5U2p%(5>~&`?K!ep-42Um^Ga1L=8-ch!^%_ zblNKIy+gJgEk<)3D zm0o#*n%^{BtBpIAcXvc<#Dv)$mMR142G842Q;pv#W9Z;;$Z{xmnqs!s{`PCf0TT;% z@1w{!NSi<3(06T@K^@AO@F~4l8^~1OXy7*E)kv)Moj*I7Y1|8R^2VvEcxY-lThl}`6gQ%veCtSse<@>m2hcBFsM}lqVafbeStd-+ zFl@T}ykOQkupAgqWa^^VV@H(8VL=S>apLKzLm=!^X|}yjAuGufK5(fLv5F7$-(-&= zDS2%g473={3C%P7<2(*n-no;O31ScbfGK}3@Lw(+&m1D=b3MRyxCvRagOwVGJtpGl z#A8yQHwX)*5G!oWOsYM7_~6?D!6j30wEM}HxnV~{1+`SfM219Iet9`ZD{c7nv^GAi z5dZ}~iubP8mP9xH$L=<{Qoni=ZEy}5vfN4&_-^N8pRuT36Bc?|J;1Z!vftfpYg@+R z;`CFVpD;_#q+*M5oS7T+#P<1uSd!)IT)fMbs^>(FSCymROse0Qo?tQOR2A0@NpwN% zP!kOxD3`iVGg61tNPiJzd9d{J1RlmRC4sMFbbfyR17rUXfS%hYFl%UU zA~&qT^U@OV>zvN^^ogIpeP5tcI|fYmE2YquBoQ>~jCxz)x;OvhWZnJ42g--Rg; z@2V`!37>d*ab6p^43>X^xyg*e8C&b&5QWYUjIS@<@XReB1p?7%S>VQr?bTV zU4RerIAi(F?d$wV?RUJQavO8Fzt{n3_D6NvZ^MW2@79432ZE6vp`k$*+rvfc1m2D0 z+MrV&{qRHfn;=ZLmyroEHa3tAZ2gaL%>m=~%C%y;rs3T(64i?yroSQ2UsCc@TEut7$dWT!;|?7q-1phbhI)I2 zDVk*M#XuVc$w@DF7Q%|o^P({ZS`{t!e}XHq*zoaUv|yElH(eK(wuVHS|5a+g@nzFF z#rsYQetwuP;D)}>R?cm8cf-|s;TY?jFxtv3bo(h(PspkH30Yw|akj}MWZdK| zaplcTTQLs5ZN?BAyY{kn^gG&{Krh(EYGKqLYUr;m8(2cLv$x-#yV;)eJzjo@hNrHp ztJ`@SZE>f#p_&p~4n==)#%FCs_P#VTa#^%@dLt6{?-NWg4bEuRTa<5nyJd5&@Zr} z+wA1Wq=_bnc(GFnkE6M)RI;?b=M_`>l|ovw4WO^z=u3rm6}WRl$C5I*kF-2ul^*`r zpxzxjiVzf<(C|ek?QzxcsR)V2szT`Dm>nzwHA->Kp&mSsG zOt3zk86RF@=6$zo$y}y)-7qcrSfS#3j?t9x?ON6Gx_+gFUX~6ALtAJVBXgU?z~z%S z>N4h`S=p-R8Qh2c_Zl*Oi{1a}h5Y~B6bYlE5Va3`_wtS8FVT+^8Fi2OBKLi3*x7+Y zPNA%U^!0XQ18m&ww6oObLD%;2L*o;c+c;Bp6E)3+5{Anm`qu^CdWZun2&?kYd2OsQ z*J|^a=%4iNjJ?xcW&b&jNssU6>#3gC%Nl1jiZ8={qeteTd#k4j;6WCvvIw+=MJG7l z#kjoUuj3hIiO2(eqoT4l%RNc-avAq8TkT^a`M!jM7t5> zi!8Fg3H_y);ize%WV}@Uo9hPYp|Z6Hc^>?>N7e1@C-)wtNJ~oQDLz-b+${Q6n;JNrT_%IFUn|rt|u2IUodHQ4pWh zA#D3CKIY`^U{Fk=P;AU!0TDnv#9p^_mPyT5|2*}Is7Sv|?^jZl&|y$o(S~uuu>EV4 z-(q2gib!K-g<6oycejB}t`x7{tmLhHQR(Mxdo7!npIbas*vQm9RUu;=ZXcZ$BiotP9 z<<2y3TjAD9Y_#m{wEHoM?dO$m|A~%Ld=!DV%E6rs2q1si1{!*wslLq+FWcHm$BZ=I zmtO5QKV@EI-9^g)Eu7TtAf#;l52Cme;B`doT~`oP%dP&6@ZW1yaJN#``~5y9aul?*Z9~JyaWG3_>4(1}`Rp{W z5+7!ZH&*Gu_y)z;$5FN4z1uLC!!Fn=~8(bS`fV!irbl6Ex3<vmf?=UdjLad^QNv-(zE9yw)Z~Y{b)evF0aVFE;dklTg9?dyV)I64oJn zm9oE#`5*5O_}Fh>5i3dId`|vq86E!Xh&S<4yi#_Mivcz!(NP<_MO?TLq|K7iSy`A7 z8ygG5Rnyi_&WA_N!CCFlw=eV2rS^Fv!)}K9?cMpY;9hAqm@zM<^Ay>fS);U-PCo7}03b?8`JE>25(y_;lVi2c zKz|}=5wm(RMW)n+`{_=F^Q>z}wtTz+V1dfEVNhhGC0pPDqxyUvAo~h`oIfAavYrHz z5f8osL1KT7{jWOe9K57^8<8j@iT4_by;^ekb4K|^AO0&s(TFZGCHeVV5Bk*$u>Bck zEK$v-p_5$UkLZ5mYK6N)NB1L7{C}Dg5yU>)`~G@=d)5O4h?q!oz#wrTZxKjwZ)fy- ztROJW+G)FDToZU&zfJ<5{c!GC0{=eX4bhvIv*cotC=c(TW^3DB7G?|RuNQNDhcjgM z_rq8k%z#`=d8F6TSJ7Y|>sbL}Rs(U&^Oq?ClK?(@$Pc6jFhPsAU5rJDl(GquhbR7-%@_F_ypf0Xjy5g zuX?o>)GFO7)90?*h)}D_CSAvQ#*uzFfMuCx2beBxpU4GCxSQVnBx5xxDT!j5&a;`~ zL=s&`UES>A!-ti&i;~^_{TN~p@tMn$?J_i$x&c1N4V;blPc>QSI3+Pui3$QlaM(75 zsw&E>HlF>xrcxBMY8*OGfJ5Jx^nS;=KPlPZcPLYY4Ld50mrzT=_?N0VlxzwRdqdlR zY;0(2b(pcT46Z=*kQnH<2HXZadN7J%+!odL9MOt#!}|% zHF}Bic)(jjqMn!^uMg9!bI_5*qyvruv3MU!05@dHDCi04BZO7JO+ZHLmfxeY5^~y# zE6{?1Q9hN_eKQq(t*WpSWT$<1-E;6ugRAqX720@=dxz46Qp=RK7JxQDN^Xd ztW)drXz$nC?>PShA^!2vrVur$0DD_IR_*++6-!b?c&1^Z@wt~l%H`SXt40>n<>Jh> z=CwSwvhoPi=ucGtdIwG4P^3v58Tj~qNkea<2xN5+P^i6p;E|_R^o5(s%82z+kz|j@ zK8EnyElFPj^B^ocBFQnt4DuOncW>Xyg1DDdu#USoG;y{$?y52vJH&oB16DCoOkwF_g0+hy!YapTZ*0B8p>R9~c z=`J}F`|e~}M={D{y@R&U|DvORpc}`Rd;QUWD*zz55Cm9V<{aiXpgZMmW`F?JeYtD) zOt1lVbk1S>L{|52yO(y1C2|xXE&rDxq&P? z92^dR%SuSePNmPp28F=5P~5R_F$kVhpd?@k8!iyCKF9m`6^Pl0mxbdl0SX*BeXl2; zy}-0Tg$vNXucQ#$Q1Y<|sL9$H*nG`fn}H96Ee3b_W4GfC3b*W+Uy$#!FN<1w0?Ney zsD!V#;`3r_FQ5ZdlVmW2hjbe}Tyt5BUr0aJ@*f6T>dUf^WyxS5r{?G9+c49SA7nOWdAj(zpXw{miqoV12;D} z%3vQw&2KoJWQxG~u+Ubx@R{y(goS_YpzxyvtShP>35RYYQ*>g4v9lKhOpnXj_4VWT zG6Uubyz@Dz1x!T6Kah9Wu!6;ObhGs-g{TYGox6y7P4N5O zrNMW>3^n&}<$uWcFW2Ol=KXtyN97q&c_~V`^1sd*MF^_656hcifc)_~HBZ8pP2U1E zWdPyf^KS|Pw-*p%V6lK7eKAa0BR^eCa4^suWMM5z*f;PBF%H{@^R+ADJe3k|rm>Q8 zVg)x_kes*H!An~CMk`2L=*Cc$oZw#QUn~Aa-T#Qhh{XHVH{q9K5>hw6pE7D1(ddM# z8m5@_o3`-Z9slRr2MH@z;fqHNVjs;*&mjRF0#e|w%?R%6V$Uxl;^}&btSJqTuBfqp z_=VnoIclH$?wzjJsdOe-2%I8>z?9B34g=bja+78MHZyk*FffJEDQ0hBVLPh!xAgtv z<;}kUGN+8fMv#LSK14tLe$pyXabou%(SQQ@4d(8dh2sEi9;_k9;WPe+Pa9dT+o`aA z1!?D}vFER}R8>s?RZ*g4T|X)-E4u~cX3Ov59v?v+i=JzMwu203D~Rsl6ltwimUk)q z{oQG-C@Lx{6JMSwGttv`sOGC<6`tSWC4gr#RSAJv-pQHwtryTH%5w}8}(=Yo;W&m?#Z9BuJ)|P3w7eO!yEmK zo?XU&`OIfxY+RAofcMZ22mzopmW>VcnGSK|NZq|s-^2SmoPgRkLc<4_MBB=yAzQYq6t@5`LQ?sh1I>fd8w0*^7dQ>CgGCg^8) zYj+&Ivv?3O>cA>+^B7lfpZKf5s`7xmpl!%83K^>RyD|Qq4xZvjFVw+zGc+WsMF6b0 zO+U%w6a%?5*HzxUX8%65fwPIuJ@k!PzSm)bo~ezq%w7LWaufzQO+dSdPNu%$EgKpd(u`arY<6)U zdYNN?R1F~Ez_+ay3{w0Ytynk3gq-Vt5oI;n4Rzdi1E-^wk20kkw@ZK=f}lP=rt1 zfdDB_8HPLE{M*Q^W#y8{?WpOIyxsUS%PrtkLney#MF~hYdx`d+B6K|veD-%Qfb%se zPkn+*>dh+BOLKYafizJcQ!2)x?}TKmDyc%AzTSXXwirFz7Of(PgJ0vhs~ zj{(yzudBp;K?>3gG4|KF14es{V}2J@h++9}Bip{aBsnS|<$O1x0!?s6QZO1jF{0`qg`c<|-)~0)&Yy{;eva*2 zV40s5e1dv)kEgvmVV?;wE4^3BwOYJZ$$m68@Iy-rIzx6mdOh+xo8R=sN zBr4)veI;Ko?Q?5+LdIhTcuvsGqS|)V0!ON(F3;~vOxY&K(I2PD`+wE_!pKJB@$9A{;>Mp+XQT53ma@CT zthL=vTv!HyRU)VJHSebgx=#gw+FeuD(;HeTA5UAbn@$1TGK+e*lLH$;-%d)-iVJ4b zxK@Ew_nU{r!cO^*N!j8eKnDS&%e1$Rbw{C(4-HBAoKVDwHl*t{s8#xVJQ^df%rA~! z^;zG{c|S4^Ue3|ZME%@JaZwV{lXuBtTs$w8CtfNX66pCYrXgc)?bjA zG^qW&a+hwpVDFzSH$Tn+wscKZFC-0`HR6zZ6! z>0qTE(o3E4(C&nqvTO|O2rt?mEV} zw!Okr{^h!*PjbIN2e6JvWFv$nJOXDrWxdw;`djzCWj?yIw)P&ePuP<`65f!V;kKS7 zp~I6-Y*2+&BMM*e>`Q+>dCOlXy*5qs8Ov1(FW+u(Y)KBLjN!$;q>#Lr6PN>pSh{0b zFpkqBj!-uUA8rv}NvP^lrLkb8UVLr`0y{7C=AGS{76OK+Hs(gQ`>%NgN;pmcRw)sc z;KeO~iEyU^Q7=nwv`Zbw)LyLQ6-EiFm<3l13|0I zM8PFubrP6E;=ji3*;6dE%>J-_;;X7#)9F!GuyE2!jE=k85MX=&M3WukTE z_*~pJ=pu0|CDOY`*KPTY-09E#S|PWfFyYh+KQKvjMl%cgH?I45phMd%UwbsHmvgI8sB>L zsyYK}pDrvq&*36652t$0KCE8!#CA`vzv@E29HGDIx;a`k)lSnkBCkFCYE@uagG zAS`(Jp*ImaP?+RaU4O7)A!;VD-;64%{UHrW2^}F`LT%VJhvi>U zLucVs+Z+9XtfHLOvk3S=%ctgmM60^l6qkcj(KGfb=28Xk9amyOJMm(F9_LvBMdw@$ zldK7?&2d<9`iuPLhZEh}P4ClOcW3KQrtQ5;QtI7Y66;Ou1+KzT!f*DZ%tcy)B4ye4<3lw33wn8aWZT^jTs|+?|4|i3JZ=M7KTEjzi(xPfGoqyh_=MOgn(E|JIK6;E@g;oH@d!^bO>MbmRl5} zbzySqa5}!r1sNRfgWcZqzSE!DcEvAMJSjch8cYV`O&x#Bxg`*1cAm8j61;_nsoG^s zSRD&B%(WdKiMCRj3yHXlz%KL}FY8|wc7x;L>kU{;vIinR;pnBYBC!VDP1L= z*J`>I%c=QZBOf;jv@tu_;sc|Q_Mgh@bBq=Z23utW$IEc}$F@=nEnxaJ6MtkE(<1mJ zX=`h1#?RD^O@0#0Cxaj6AN&%_0&c)hk0!UFa6R94k6Vo9f`aK$9mY^cE(qx1EQL1l zT&$BYAh(rJ$ioFQVz|Hh^aYO>3<7Jv#HH{@HLWRBipNZiJRY~C(b5SQ8-ihN1&U1zeIg58WXCb zU~oT|uWnq^dlvzE`6GP(^{+`F%o8dq6LP8KpQ%-rhnDxrn_qLC@Q%erc<|tV&2bDMR<@#Z+vA?3}T_ds`@O4l^}GHrb5cg|-sk(k5ipF0P4+ zRa*h+=ox${=&78;(u1-%-6K;4mmxZjd@Z=`uZ)cd4Q7A+8zHOXm5pdGT~=7JV_3mt z)sGJLyhejc*YSwwWFM<%+vIODJY5sKtJ4M>1aaju00&;gp0bHFelB^Ux)#kE%&EpJ zo`#FLw~FJnsC|2$$IwqHU|kj2|BST2YvpJ)t3ZgX?GUk_Tl-S(<(H&k(?it(>^uW@ zx~5&K2(@Ap;aT=^Caw+wz4_`|k;Mki{gG-6#da}{9WD9{K8%6YyNeWMva~t#>C>%t zPeoL9WQjDwyF4%|#!e#b2w z#F|Y{%!iB(#zOn`X8Q*GaNi|;u)q4MbqKZD3B6RR(GKoV0=sj{bu`*1AVOn=A$T+= z>LSn*P~&|a&_B7Gdhw#zGHF589V-$ZSWCgp%`!e#bE+m_%@ulDKrlHXZCFuaLQCNC zI!`giamcR zy*9~Bz@@OEvCykya^ahAX#P19FQHs&8yNxpUKh$-)<4AjR&k)sK`*o&z6CwwQ#Df4 zcKTM}ppRfM^#trBeONcDSy5E=K{l^ll1&OW(FoZN~ezJ z>(HBRXh9j87(iOWPCUOLUZ7mRy=s|*wKQHRpy+98V*67%&mAkdAAHMs0R5&LnRS*1XJqHEvc4c=?_T$ zjtGa#z25|7a5ubca;*e{SfoA!I#UD1r&CO}5!K84upLdIZXtV!%A z`Z`xVWC$Wibo=yRS1dAb@hr|m%A%MJOhr3|uQ&3T^O$S43QGhqba8AXELsoDYY8cy z{0D|JgeSqcAuX*Wr)b)GSQkSP9vK)rOs&+US6JVvwrI9nPr_X}Iyjg8(XNs8sU6#h zm@`zW24mH8`F;DImWw0m%!8h{N;QRqIcCopw8b`rzS-(bJmLv-iRZ9gQn;0ji z1sMl2U;CF1b7L044TwlOh*)FtR?ow{Uj&|&1+!=EDhVH?&A~B+hC9|0NAO=}Di91U zy5PtJp@g3Wd0^5|^R!QKHG(!25-HoWnWl&By{6zSQ~Q@`0w}5RXMxDZA3Vc38%e9M zV)%x}_KY5bnp<#6xK1yVl(C$Yog+9azD6n`pACVJ+@~B`gR#;DiX%M3?eBfanETcx zMV`zB(UkV9F`Oh8TI#Sy7ZtuXOK%)NrQYxaQg%pat5>ShiFNSZk4Jm8n}xN_*62UZ zKhesGO+M8#lG0iTmUB5+)b6P8+bd^|DGLF0_j4_1ltsk?KCj3oZPTb@v9ac57ssI* zEkbY}wb#oN@2WiPzGL2-$)|IuyV+-zcYhd0+az5BGlI5wNt#{om*Ise;evct6q`~< zuO57gSq!wZiSAHTr|UP|I;?m#MwXV>+Bmy@Gg@TIb^Gp{KNV2<;UY9vwL6Jvsjl7b z15hlUoA{ep2H7U@-~rzA1*<>t9R&86hI(b<$|ClW1Htrua`)w5)h#kI?@=+Co={I2 z8{o_J%y`1R%fi6deXPNni$>1XTKC%7c3@yU=EH53MoQro(6UaA!xKkSJG}dBF<&l^ zc9!vC=Sm!{1bO)B#}BkAq87Vh*4F3<^Oa!P1yPibHa0@~?tAn1@s~|%mgi`#P z`YU-hXQv+z43-Uw(8RQoFsK9U${iOFsmu}kgP#p~B!5m`B(W3I366AJJGQn)ITk5L zV?pGnmwkzdwcY-B7cs&{V_h{Yvf8D}FU$dhoOi=_Qh*=sr`D~OZ}&s21Q+KB4Q@Df z|H*F6F&n`ry&A2wY!8_87K%am$@akujgm0|x1-!9bWt|Eg4^v&;bLp=&BT+nT{8R4 zc0u3bfYQqSE7j@&A}rqK6M$ZKj_6*oTw(}LlH8i^-E>{+)Q6VWu@(3C7p;8x_>quq zF_u|x0pVCibnPk@U+>X!tKG5BgCO5CL0ACQ_93kHc?ts3TX$$oFB zZ=4ov61N)jV|}wqW!0{Av!qLSCNS<%#CAP6URQ|8QMpha>h)^DG0=NgR}c~##ypm< zv#N^lT{x`1yGZ#MQxKBYHQQZxq+a5*h6ht(xl%D0J^y6Eb#pBlkbyuz}@VwkRx+&)|TcK*?7)(smr@>D7?en7 zrc+2TI$Z6?7zZ7=F9HF$HNx)2l7esJ)$f9)2)Y!3(&A~*+nz$Itf9axqsgWb^w{UB zbJR(fpPotq(SQ|^_w4uPzQrrsHi!1^hI=IPb0iaz00hZ$9)z3CmmY}U4_$i-d@jl& z8u|v{eD4`l(C()MaqeiL#YvuoF0uh$J$vzoUh`?_!q%GepFaNUM`024+hrDs0vZ@R z(3vdPrR<+^ffWxxmGZu$4z^;r3rp9jx4sa^@1^Sb#s;rHSPZ@Mx-3`9!r&u0MxER@ z?3jR(pRLFYN-9Uk2)$@fH|jg`3dqu-i-4Zdu*Adz^0@+S|T9n0a(~^$-m*)Eed+7jwa4f8Xv~m?jbi84eQ%HF&1M zQ!37-!KiC#FL45D-H7%nMzaAekG}S;(@9eGO@>>5!oDIK%V~(I_!AV(5`nsj7X5`d z)IAUU69d|++OW9OvsNC})bkl88(T)uB9K!+`#k)zqRYDh90;_4)HO3m#n&{g-eP`%vv8)>R;N7A)UfZK;?xfQh zCkMu0*@ovwsX(f}<{tMj(vvmv0|}Q>m;FxzF?$l2O_?`&qZS_6Gh*Zf!dCeOx@BYS zRh_QY-7Lf9u6rPqF*doo1UAbKzPdM)g$S`i={9ur0y}hs#;m= zu!A#!LFC|b8ej1vfpfk7`UFX9`w}3xW908%t&yhBYIvb<_P&^*BKEZE+p3OP%~%AY zg8+?&-Ei{KOkb%us?KgXk76u6{EXBUT4{$*)Iz|@hqnPf5|Z*x?k)- zE-Y36RASShEMxFtc#*67@4#{*w@*qbI#al%f@O z({-aQHb}J((mtdUA>O}SspH*NKAnIzoGU<)8hMjon09SkM&T|&l`-GReL4%h(k(EK z0a91V$%BJ}=zE^=mvd`87`Dj~EYzc;bY~s*c$><+LxyRrv)mmVo1q=H%~Io0bp}Z> zr4jkqo1kkd?})Z-@oY#%fsXkY#^FqGC&+T7qdy^)On$AwC@zp_ z&PFD$G(2nNT!7nF8aCt`dQ@7}#7PR^omvF)t6i4lhn&;KJR^%d4qbjZ9YmdB;|~jV z#1f@eS6CWOx*%F^qaAzLSe2^o-7JAr^29dP(6KsBQpbD@cUS((B8Gm4zR)mPhWxhm z+GV%-kO*!35n?C6bwlfCc8m^jAoISmb)WY^24?+S#tWX!`*E2KP$I8#H?jML3n{Uy3}%r=uu2^4U9izuHzALJDqhey5k997#OESV^S6!7R_VgE1leR zRo=^&^UCyViZ^A~^~#hNFs0ON*s0kRBhf8i2g=;f3aEKZvGW6<*sVlJ%v3St(e7C6an>DgJR}T2xdC~Qr_?H^%DZ2N_D;WlaqWims}sx z+C7QeH?@Nbx4E&d*ETt!pi5!chsEb$?2aPrmhpT!0lbb9>_~ei*6miqUPu11paTg! zfVIii!PhLi*g!6XFC|nQX1S2CmRg0;F~+kKCW=u#CY83PUQyCulv|D1`*T2+VG$XH z2KKlU`H?r7(+1JRif^w%3Q$Oru0%xHZNt6^aREQ<4S!`xJ1C79M`HxPlqWHm7xHuq z`nks*;@z)>txW>g;l+I^!4)AxbE{4-lmOiv`C*^|n5qjXExc%{bKC+|1C0?1L%{ivuWU zqWj{rN;m|MyD$q!8nyZi0)iSpvAm!9-R(5aE3$tn8#a#+1XyGSJRXTukc9T9RFLFB zW82L(!Wj@ps;paFo;hq%0Ezx~^HpH4x+gNVH>soKeNEyw%sj7^Ie(Gj=qQ_7aY5PY zVR^kkN}fmkw(T_-R5DEfAD=APA9HAHqo1xZa67}n9CKV2lAf1u>&awuSc}4-i!pLn zcQY|(keU+!NeM%G4OZCovw8k`wAH|Sr)$_;DS{SseHoyB=?vo{SCi|+#`8o9?Hhmt zNCxO-U|Js+N^HqUFCy19m8NF|M{ox#(^qOPBkxAnl>6{NewV{p5-rW4# zzCd_Wf&-SuAt!YN2zj3aG_zE8$NTJ$HN<3=@@8UhJm_Nl!EmU5n-O(kX8HJ!GPr-~ zuxZA3%%H{c?|?J}eSMAP(@p~r$PI^7G=Gsi9-%z{R%1SFvN`+JJx-wQ6C_@-sX=J- zG3<0l=nmfG8|FNzG(DYt9?})g0bgGcnJ_7^e=&=xIXE1$Y+9`B~i#f{F?v!LIfKq$K?$nl9RY&-UD!I zUeVjDoy&UC;NkTJlK%c1<(#SM^TUEOmy&|H;z8NlBh$@^lCO~c=V!*orW!zI+0X1Q zxLyhAa4M3N#pDOBJ9HCSTkPx)nK+r-vURo2CzVGV{kxR*J0&O1{O>z;VSL~cmM zL8#s4Y(-+hasTPc%JLKtwKHDq2!EW~Z(_jx@{9{vlELqP@q|PUK*2E)i-#uD!aBV} z!^7dLb8|qu`X93Fm%$Mh?UC!B0RGlyoD|#(?j(>xz&)r4`{$JY-xokKn#Sy9C7!bD z9r0sc0P`&zw`0lN%d7US1TQCNFEjWsL<=n@mfgeG2`+(uv1$*S=ovSiWageT0w{E) zJ2N#??FxyOIo9@;^Y8C3lvM*|o2st{`i0Jax^H!0+>9JdEd};3lJUB=x}9#A11P98 zY0DC5s1mE=II7}qG2;d>s6)c-vFx+8JZ6^-Oc8slYUmtWM6dr-#7N&%FIAU=h53u4 z0d#tKbvR85u&)wYx2sl?$gdaAQynwBQ3m|IFlWZeJx8H+j)MqIY4&Vo-JNx(`az++;Pt>yI6DNcPslucN8 zE~ZG`{PJWMS~snYFR)vD7Zu|&>U;}p^iBn0tBsG~OHL5jbJt> zV`m(eL?>^TuTT_ItA0A=Yvb0lHYjS892oQuF9688VFo{#M1M!lYqyjc#Y`E@^%rgD z(|ZwtRC+wlze-K?CnG?KmH@v!$h7b2y`^RKt6v4s6ojZYH+i|a1AynqSjpWNH<9in=Vzco?$60YwOZ@79Qx22cg^6?Apua%B|zQS^awIpCziMLo@i2n}<;N=hzWCtFo8q#HSi%Hl$I(ywy{B zS%8e^CW{Ef(xx1~!+56m_jUt!$$ebBl^O>g(IWH)y>ItSRMg6)`7JL1KOHE>Ko6CD zaYu5|#PSIZwd41?ibD%$XQt7t;UCx}X8#5m^meP(VK-VIBIkfQ?QRk4`p5yNAJ# z%nx7HIBv#ZHogdYLcdtHzf-$A1u#VXB-Q|Sx(2`)Z!zK;gAxR%3uskZqOMbaiHHb+ z3|Ye}3vlu9Gz+yNg>2^EJFXAWwgM0My~2E$Zi#TQ7|h662BLrI?-FwJRVq=Zox0p@?e& zP?;I89$~O+`W)cj&@W(jx7uFZ5er@jmE$gF6-Y-mJW?D=OKrx_-cpvj;9veq{#j@l zP5_bC&5T~~^~SpZd4A9Ss>3S@194Yk-FztmcYjpNt?3P4!n~xtG9~zU zhBC;CeaVgKKl~E1awmi&;@{l@K1GVW=$rFj7W%9HMw7v()t+j#w)I+lb?OSv`mf>D zWbv6wiN?M@5*T&6lq?&x(Wb#$E~P!MsdVJ7z%SqcXcj`)-OW-o}sNTMf1 zy;Lz($f@Nq_rzkPFqwa}-?SUMm+;jB1_TJe0!jlj5kQTY_!vM7tQEk10JO(Sz^y{^ zF_Cu$GG8YERUbK>4*tqN3ndgQnJV`h7!j?XdfsDt$DBF=iaQ?uSZ%}CvsBZzm59q< z5sfyC6gUWeOeVnd#W+Ljv!wP#C0g#+xA>F{&HZ-+U+FEvM2?*sFOz}pTfHf+EAbRp zG|UGQJvDbYZ>=7vWU>69m6*MQ@-hVKygU0UHEsf^&wPM}nEA!}=IUIO%ap{j;iTFfO-RT$270Z`nNw2YWLfTU$_eZZLNG-J}U~Dlb?4= zi6!dT_i~EzTz%KOW;mm4YMA#$6BAHp(ky?vm&0ssLGUVdA|m)p<7xfwB=BN0O_13- zSJ9qY*FzJ){s7Zlb5h*8B*Te}i!&lEr>h2ISoFv$e=gp+KG&<>H#yhy$igVg;yeo8 zKo!WXTI0nVtx_YI+|6#5MoU0QEAA>z=pQ!hrLibEbva*dLt(P3uL^*i zf*Io_>lu7|Id>~`L|he4%ndHz1j;@zE5EHa-d;8a@eLwnhRi2>N$LSZ47|;qr){Oy zyivk`H9(TgCJ9c)GFMCy;I#>Vz`$B5WW4d9p!My1>7xR|XP*g3##%Ej`COI`bV1y+SR&*I=7K zpGDQv_Kdnof~oGV0tlr|let-*L`)G*foS}iP}Dkunwe>bYES&FEDxLlU2;Bb?G!i= zkDL2|qH^RC)@CKdULG=8EJf-oBT)fypNCa^^@2?ce3x#is(rd zM5BHQ6)N310i4-I`iOC*;N2uLH7Z7l;rxv6XvDsn6J;{CE41IiY|EeiA(JkY#tPW&GH&}~9mDBkzvFnK_wG_uYj=!sL4ACm|$h?qyqOsihN$^l*{(~R#khC68 z{UJ~7dW6%kY4Qky82!67NoOjQdxkP;ha$~J(p%A)ZrMpJ0!XeMGkpi&Uhir(>?qxI zY_#3)w;cpx(*pX={y{P7C6hJAn+`N$?DQ zCFK5B?&b=VenC}fx$2h$NB_TOXEb6_D)iw^UZtRQ+Tgne$qbj5I+&v(fv{fRG~+z~ zq5m6Y5;R6n|7qW9pZERoPtw(|+Rbr>P?SBo?hL>iVspl$jSiydL4XqRo>|%j3c!n- z97Sxn7H3VS(i|aALWA+DTL~~6{Hik-yMu7SFtSEid}{v|jd3$l358&Q^4RD6%80J;m3<0dgJ)PwV+NHvi#Uhw*P_Pvsn+=^<8*|NDBU2Ys>UD5Dl;MM=S!E`L` zwF$OnKC9vT#IXp=we!s`KF{C3gqJVx_QX{oT0Nx{$N!ivLk}nQW8!;%J6q3=O;nb0 z)rR#l_<%`fY74xD{nV0<<`UmJX=vnFHcu_EhQe;uv%eyqeW)flnAsvzp^0M-i}vGF zwcqbPsio;Fw@gjHaqTHCmx77_%i)`(tq{b3hTpj4y75)xZed2Jz+&2lQhImvzAotn ziQ&jPpSoFUQyoaROs+^pgfAv_J8hDKkLJ-{g393>sjLe~tUt4>wv7M3#ynJxo1W;H z>-q7UwL2wHez~ChiVu-8^<_bvz!BArD0ISAjNr$bqv6=b18tyIWht(v-1@87a6!Q@ zh8Dkem;c$F9#*=EQTgxN)WdF{s}RRk$IipAb}vAp(?VT}Z98-`kxqNfh63C-wbwmo zYn8Ch9^OyU($0+EE@B*Rm$B2e0x305)^i4C*!bbi{C742TBp}X$<;legkVcI2| zHh@6U8lPP&MZ*$P#OeD(>5{{DrSe0`v+D8=Y9uxz7vR||+ngQ@UlbuRS0bO-3Z=%h z0e^_25=7QO9*pRPBP+`D{s$mBT&Hr#>0kmQ2u9l)5dliuAxXrct--Mm+lld`4!zWk zR1~Eik|!UO_wRWwlAK|R!MZn^gTwfBP^L}E(Qh@BEKE56(AuGU@r>2aI5E<3lEx@M z?){INFA#X|Nyciu^1~bo#7gv6%kngY@VZK{Ai8by8kcmo*IhVNQu=NKl@q$l>+BH& zDaBRkp?uE_WIYpwLO1x^inp74N-Kei72igOn7*E~N@s6U>P$GoOy~&fuPxo$UMx&CFJ|-uG zCOy1pTmD5+E&dZPu8a8et%e59>d+oQpJx58Z9_-kZKGoB}l7ZkGhSSJvV(u~KqrOAf zs6Xm~rM-&x8&2>Y9R9u&-nMYfOf)ZC*4WoMCSvBl(aJ?zgum{|g#58gDF}4m`&dl? z7Yp;!;_UD0vu|_re=!5G;6p2Yo?%R3uK`*}8_AuVRsoziea;AdQn9i5{;2*K z6>L74-@c5agDL~b;8kn{{#j2w3Rlu1Y*l@1uv(omARc-NJm@c9ya=%+FfH1)a-Q{Czps#hc#BxNb?+!37c4*c<-s zUg}rtXbnwBPfNu=78bmtJD_^Wql_JLou0mgBD zSwe$`*z+45YS5;K+4U?-ODdt~dJ1_;&ED4yDyT2tqUZ%Bg0WN!MOE%4S2x^D@JBGe z|D=7>*eI4PT2Qfbg1WHljGT>-5V{%r%_GQ0?-u;-061Ml~cP+qpvu zoLxL_m;U#-b*?w+ZS3V)XC&+Lnj@$Tw`_pl5*~b!l468|A(vUaLO%n+`Kt)bPieZcfE688I`|?o z>IQD?sePjC`_pBlV4uqTFd3VXp=A=2WNlYHFv9+NZS*sXBYzT_L!#0-Rs!YcVTczz z(I?{s7!nI2h#->W+eV#OjJI^kP=Ono+PQPZ}S6Ipx1UZr>$vZvtO45FeS!ka=A$Q=;5hE*k3!+tOBkK zWq3N5yjC>sIyuP^`|@|2K`~UfYx-Z;zMDa0RZH#a#UQ z%Q`m|Cvq?=5A?Mt&(eTBV+UB~hQNOOAfQNYw%0Kqcm4iYPj0TlRE}t`gOj^P&POjY zWx-m@2)5Qki-l?lo#tw+tgJ>rqmacaD)($zRXDjA-sVrHr^qk$jmE$I#dqTC-s?+F*8HG*t1|FZ`F zPQw%Vo^}nPX>=O{&sYtWjfKlH@~CTCww81{@Q?LCY>}%_S#Q5x72{|2ZzXK%pWf%v z7;COF&n@3>iLm+?B}U&~wUE@+)vUsI^5S5ql9s|K)}ZmLg>r%Vtf5OPJkno$1 zwXV7@A^eFi!j8sQ@2Crtk!%`%AB1=n?Ke-i#r*%Ga$zJZ*Wgeq>*T8vg?F_Q0z$y> zP{3$N z?D(JcR&w(MTVKqm*q5wo1qD7T>4lmykCJPSClLz!MHbW_PQ}T2DTxACu$Jz9UGI_~ znI&SEuFq6g9{RK*cdeLUHx4)=KRB(y|G6GfS%B~uB1DPz&dqGs`Iq(H$(jApkF z`B^N}I9WKg?JHf*ZxK*zzGu@V4HS9Qy0TlAac|u@(VQpxHhf+%e<0;_gI6F?&}+>7 zPYc6*10yj^s{p95wqu$>+dch%DTHI`P z%TuaKGIMcKjxZT~`V7)30N1!ieK$ zghi&lE)F_-bc|sCjW*z1Y*s0xTUYb1j?LSVKrVHQH4podaN0qwIsJ_|TB|uc&S#&UPh;Id-wTlg@07yW1 zSYKndDEn%0;fymXWj`a%D-t_>3D70V3?pJ2%bboQ&b7+y7yK)>U<0o4E{(=(OQCMv zao*%d&J9OS#@%-`tNpkg%$IZkZM{C*SC_zu%KqrDPEwkvwfmxSBZ}@4W8uvQH!P+B zT%|OMiu{rVZ(bSMr3D9hCuhJfsqM@shtVGmk$8tn`d_pA?x>8Ze`+|=4Oio9f3cB* zrJgJ-_ue~=;`)VAj34X%V!bTF>(?Ti2JX`@6_$6QJ8`3^Hn@{%_bSUf}YPR2vW;APP^hok0!lx6%jG{5<7X8&pGF8G0*E-VDXPSywV zJMSRcS4~GTrqDdIc-W}y4UCmOIcXwLq@c>1qh=n*RWY1>J)rw3CpJkI*Y#mFA;-~! zXY17?73lWa?X8Sd@XPJ`a{s&iKn&<7VDs(W@`LY6M$ablX~x%NURI>fPx$YwsnhJ9UpY z*I`Hx`_MRiewHG3i%?$rwy7nUMoWG}wdNb>K~_7MpQ$bjT1fhQ z$EbPL2g#|nae8NWr1AqVg2jAp$!|al@vXx^;CdQ3kKd@@gTo82SGX~GT!{j^C$3Vn zhCVS~bO*mb`@Yv9%!hm)q?*pBy_P`d`<=gsFJP9`DSJJCq=9uk5cL`P%kzgpI0S8ftk#rY;2~l*iwmS4JV2K!4ZIBdey9~tm{3UE{Y?F%cYCP z<^0`+%hW{uvG2aN=y|#GajE!u+cqUVMLWX*WjBNC0V;B8L2o7PhH~Q+Msqj)!rNF# z_$J30i})KV`Z<@L+=ZR&L*h0^^a550sTtQTBX73L_*)AT%hhBug;yFD6oQ}56iF37 zRa!?^a9r89hou6oMl<7^B$TY0aCm4W4Lj>FGChbKs^iAPY2v3qe1 z_4i|l`ka9V`esG==AgpmV$OP2!fmjUtgW~*@O7i0@v>uX_y2f(-1>wJn zCG;Y>__7>pB~NYaE2LwtqD1Yaqh{rd?sB;Xc~69RmAriChK#hw8Km~9q7P+&(&({h z^$PyMcEPrFi6lFI-r<87Js?b+bDVW1ksUTO-Z5mlW(MHgQ?Hu66Fh@6n}m6_pgIU66>;C(e=YlKMWcjD!B zUwZY#@+4o0<#&a!9z7K!kfIeHlB!W_^GMq+)VKKTV^O}{7p1^5T^H9DbUd$p{izm?DD(ckI6x#rC&-%7UeOWA6E z`u4Vas5)gcElt-4+Bs#u<+HCIH)r>0aBP=w&KbcZygMkrIxv@~q=9Vn)=Bi7n*@sJ z!xAL;F3a9gS(VfF5A_dAw4_D6@%_p|#-pLdq5*|&4cP2fCGEl<3{&eKQuKDA?&lj& z8g+FIFIAl;ht;TqYq6ps0#z$Z*(z~|`=Rl(E7i|itJmLXc-qy6PZRAD_ ztYW5mmEmNCX8HG;^nUCg$tv)pLU@*WEAn?zID1-p#ZqNcJdn@xJ=^1fk9xCE@~|uE zN{|_;y^|k28%~)fmk~Q9AL4bS6ae(f_5#hn9(aCUF!34U{jy+<_Zhg(%zoYf9I6vZ z8xr<^SOE6?y_$r14HwoKeED99bJ<^BqV2WSF+6e4XniIjm?g9n)tYOIOf-6HRiZ$) z+vR}=>-11N9wr{f2Q%#E?GLxa#x@o1)Hs8;&vcEPw(PdJjC=%HqxWY$72P(OUT0wZ z_3mD5s58vlV%x&l`=%{^^@epcQ;uef%KSrI)fB~@pzgtW+CBf0lAtiD8)2p6N~VV| zUR+05s&i^_&(M!8VsnAENw;--XC9ERvn0}N)LI=!vVJDCanmtbPxoyHiWk|mwUHs`6*=Qgq~B|eoFOsZpZv_ywJq*uqbH-lUt^h zPq8Bs-K3y7>mN6@@YtIKgwW&d_A(Ilat`BrVgTlF^z7?TeT1V_BIHV!GnVIQsv0*Dz zERIoSk_gMUP1)cFE~+;ksZ9&zTNzJbxk;T5PUz(L+m)7y2zT70Ci$9S97B)hb>`OD z)tenTPDIZLz3mK&?0zGOmkzp+38l%4Nx{!%eDHt7Niz$&`_YxgSBUU9miLRWim(M2 zx`s}PIQ-u5q_6F<7McI;S*>g&_wR2;{tO*U^N0rv4NK>U70Y_<5F{X7Ve%#J?`N60 zc4$zsuK;-s&S_Jh-j$*`-z*qyW#8zssaq~tCU+o6CQD)C+7pfXclTNuT9F3>>C6-l z+YG%{gm8pFzZ|2GXidbIHB)H{4DH>4ZQ!+;=^Q=r@9EC!(@8FTgPJMJzag_x@2N3$ zqZju=aK^z;S%THS>K~9!=1G{>Ut+D0wVs5oaix|x_^eY6nbkLWaB8#g2bio`XqMs0 zP?=g+SXO3&iOY{O6BPBF@L27`q^|J_@yn8amzoE~EuYF)m~byHc^?~YY~p{?6ApH? z4Hvu-|9 z)*am!xeM?9c{j@R)|)-Rue-?9z`dX7Oxe5pjRxs<5NEDK|4T39*JTg?yLnBxFc&x$ zy(Kt+RMfa5+xq6bQABa{w|(;|1x1p4%U#vs>)uEDY4^uRSvB-jH6p&&I!(J51-p@R zZxBp$$r7QK&k?!IEpsP7vd89Z5sQ}>`OC|7uk5RPN>qc6)I2)c+~+7vQ_n+QH_g5lgKt-eTF2LR4~7cXLR2v+a~Ae z`T50#d6)M^iPv`3TAJrT)zVqDG1Hm4`p|>TM?V6!clC>N3AFK>i))nv&fdwEL5M_6 zEa*tY1g^7~N^P++e$2-xAg;0YpxYC%^;x36tWI+Qo(*p?awXI1qsvY>+}sn<0&R}E>L!;0iK z5}hbQ_su2iP5DW;*)4jlWZ9%*Jd$L3q5ZNt3|<1==)9|N_;m>zDrE_(10SoRj2 zEl`hKjW;A`HEXZhsvda-vD!@?Q}UH*hc(4}8DbB9&7uY$4W6I}BDOyDE_Irer&&JG zKT9CPNgc~7AU|Uu7T(nvqhr_g?k2Byxx56oJTe-Uw(p2 z#w4yj!sM!bl<#0f3nKc{;1aj$Pc#b330_ZC`K3Yk8ahp@@q(=t1VmIGPO+`y|+cHRY#N{2)1#y{YET1 zHIcU3Q>TezJ|I5xjvGfGH!YxTQOe|Sse`5C2-p3B=)$e;cYMuF)l5}Kg*!NZQRKiH zW6pQZs`IFLXm$+0<)xrq6?mN3=t{XhwAFX7Lgvp05S6v8?evYTx4)0EwztznCChvid8 zL&8#E4EZ;pCCFdb>)|A>5CEiKzh zm_KSjqYfBwBRv;!d2B5Xwz2uo29p|x4azd?W+vG^o$~+4N;yvLpthP7KTNziSMqKO>OU%!uQXqoWnFlj2@yFR7;VwAmv&I1qifpZ0l3(THCnJd0PR>gl83e@ zY?6Q$$?f7&(qyhdDrv@+(?k{8)6=YyA6Tkbd6mDw5%%;qsQFP4B0CfWbz4aOAKE+2 zub*^T-pKwree4pw7#|{dbMPMP&qYuN_i(%`jk~*h%1F*XMw{7Ay%YsM0IgP8o|YZ) zcrZ)e!WM{s2d?_+0E`}gbZ~WXCVxme&2G$+{B(zt29h~J_-NS~vdTQK@A2{YbTA`K zJJwH`T`)~Re%Q2M7OE@VixT%5R~QLKVNijp4zcH*em93Y6>g(J{%4K%lh`l@i3P6v ziRj1iW(7PwV>Ax4Y1Z^V0Z5%U=ggW{>_wTH<}1IO*fAEFyY6p}jalfGG0)!lkLk=( zU3HSVv9L$bxJ>eC0)IT;NjlY#x;qOZ(L6&Le+*c-Scs7dVvhn1ZlrO>N?1E5j~T$O z7D^R%*6FH1YE-;R->%=hi&MVJGJp0XvrNsRJ=O@qJGVY;)X>~OyyHzi@?L)7IT_vW{WNN2oGTzXmkER0vC~j#y@v;Sh;!c$k=wY1+TBjti~0CVS--+{8;b^AfW8<+1=i-&Mbz299)GAl_c=2xtD z)#c{3JLgdT!4i-)^B<-kBfib%tV`Yp1MN2$kIUu zDxt4O^WHPib@h6L#6vxL5QdUaOK+&;W=Hq@Ii7zObo^}|=lLI=tZ;BdP-Q5v_X#+9 zyg04|F9|Pw5OFJH^f6g*LSkf_5b?6qSN7317+QYPxI1>Z8gqQ(M`!(_rTn8pnFd^5Zf;pnEWcjQaF zp;g#Y*$Ra1)O$A4XM1a5A{=(@{yjmiQw45Ga31lL`Cpz)(=SPMYyWpR`mdaM87SRO zp4-+K2$uu%rSI;0F#i2@0}p%ROZ#V0hf3_*%1Pi4w=vB+`Tfsx>3 z*XJSX#vK)_6K>bu15*9^N_0E-zNhl|cV9JWcBr9-!K{XgDc3{d*yqcne49(=Vz0xS z>YKV3^OaJo2vjnq^h8B8iz+gJ%=s4Hmx6yBF3=%IAeMi&shns$L{5Rp!lm2bu^?$H zvShv0pY!);0X;PjblzI^#ll&kg(kv-UO1sPtb=KV0Zcwaxsw!btK-MkdYuzIQCh!f z1Pt(|{|Br;wg*{80vb13fy!Q6b@Tagw65k9E94tsg&YmvU3}kMt6-c#-kd05(IaR@ zE-)BqL0EU&YQCd!)H)tTWruVfARyDPscl0l@=KN-wjym_?dxS%O@|iuc*=k7&bdeT zweFd~R5W^Zb!40UxoxYqEQ%>B@_9-w>@+3f~C@&7kzvwf>WqYJG7Jk8U{Bz>R;-ArP z+!a)@f-GY~c(iCucDM6*$PN`&JjJ8DQU>I2PblTEgya{8k=;nqwxJ)#_v^nj42I3q zJ(-~CF3gC%uidqUAC(ieMz{U7s(-dX8q(v|4F+buYkM*54Lfe~P3<)y6B`Tgi=7D{ z{7DdOY70%soHjw$->mW6qf~jl)lLA z;j<3+PA4m!d%t&As^wib`0;;5{L8>fnReYy@$eLx3|re?iY-N%3NvU0g-QrlX)MR| zQFVMfQ?Hk8ih=)mxHLF0WBXk0%|Yu2C2qgcZ#+pph9z|cWv;pRy1~*0RBCsm+wR8O zj39p-LP-RioMz zL zxz99@2O}$n6%xuNmUZ|`)5JdgF#N3S15frkQSjN8R@<6K$$ETob8|BU-*$W;qeP_3 zV;p~6LiV#q`e|53eO}$N-_7$r0n)hU@gcg6k5wnuJ#saHVYj4Xb+FIH{0*x=-Yw$s zjf=9(-`>tq(K*JIT{4D#3E8THAMb_d z?X(6r6^O9R!$~0h$``z(6r9KsUczZ%hh?}q7Z=ow7*B8=!MybREYk8+CH$cH9$>0=$BF0ab4Ii4aoJjniTyJL$ z>3+=ZuKZ!r9xVn8vFr-SlAZhUIinL2}Xt$IfR2N zIO5 zW5YGo)%5>;g2Z2!jzMOeZ{k$s4QhZdKTX;XhgEB^b~~BpvG=lm>)G8{oL`O4N57iA zvh%Z;_C!M8orpZ7*>7#)`0IIbl1&rxd)A(3 zAR;OKr{@*v-|?5BKGW6XEtgzuwEny89v%_3br!jI(@M!!xD-Mp3fWRtDQ0#ij@CMW z#jB;uR-K4iKuY$_!uB|deXcFJA1(Ttpz;yR$MtFk)uk&ZdKVuqvh0J9wY%#e^m`xC z9FYSkiKtf2!+L;N3`CRrpxS$6-?tvqeX>;wj4f+X9M9rihPdiEH#F?e->%Z#?I;z{ zo^w2ekfoCy5swe8O*B`XGB%CN zdj>R>a6CLZ3r5&uH~saY;H=!UdsL-o+z<7$r8BFnKQZ-1&0l`mS-ku>|CWJ?iEf_< z)4}3dML5F`Ei8?mh~e!l?=KAZjQUhNJ!0~o4!>)7x1nTQvLNnpx1Hw)=lDTFn&MSF zrvl#*8h)n@WWMe^Dps^pal!DC1NEx61-%T@ zd!-Dh_ZTZRxi9#>@b+G>+yx@CJIgN}}@ApUf z>B(C1;v%NZX=A**HNN_a+`+dP^|kzQ9nX#X7^OwLs$=bL&Ppc;Pw#fJZlto8{s_1T z9^ul=rxH9r_>~t+Stp2M0HC&Y@%b5GZ*{-u&%NW7$`W>tN3F0uEJzx$Eb%L`!7bqmjn*y;AH^`|?nLEgC#J7y!~ zmrLJoi$OF)zB-0`ac<|#%kt5-Jxp18T|NDXSUJo(&bx(WWV?J<^Wx!@!`6??_wAW2 zz_LZR8HvQxoAKuJDY2$r#o<*fCBnnjBD{hhhwpGXF8D4#)Oo10Op~>_4d@P)0?xvp z7}k!O;FtZbk2P#7+nr5Z^&^HB-VbK}f-{+3mV%al+Gy0?5a5@mH~m|^;Dxk@ql&XY zl%g&szg3UA=Am(dDBmMw#hH9t>fstnhf56mw0)X&J236^9MYq=@s>f7mD{;w?KC#d1sdf+xJ0zf)0DW|fAH*8|C zWuW_`r*a#(8{8x8Dlp9ixEb+?qyHSp3Jaj_WeYADY*5wC|8PCol|v#U?pdHEbxp&e z)dK715E3IQq;QCjxSR#W)j%b0UNG*t&D-lJ7gpFT=@c-PyP$@yIU|=J?v~f$DJzA5 zEVf1XETi5e_d?d@ixSoHa9PB3QdDtP;RmmZ0I&uVDgK$YD~i1d{&&tUqIqc z?zRr_i}sZTrqe51PvR+e)VzeXu{l@sj*}ouk*sWT$m z7bEK(H4&vU-*{SyYRi1on&oFfxzsnaxtXG5ZF9P_T%Xq0Z^Iyj2Q~4FuPdH$uI%=x z2(vi(RmVT2kT~sY>@SCi);ZkAf^JwY6XUSN3$e z!mheL2zU04`>(lepP)k%3!nC*mZ|x6lx&pVgdFU-QS*m#!sJ^E)rZrCidSCSliXM? z^*hk@Ib{(vk0#M<3Qs7{jOG~W_fIbriG^5H=NL>cq60ykDG8_>hAaEHm^RJYhdX`qoG3^fw;C^Z%`9O&i0KTnlk+#yM{-u zfGGwo@+TC`@t=}He-$4Um$!P2IOS_e265^UxyR>wnr~UmIMBL!K8aO$wyCTlxtr;Y z8qi}fu5{CtP+gT2u6z&Kmf(TQg5^tpoOWo_M?Yo9az2!=m?A@UIOXEA>ut`Xl+u}T zIlq~dHyxp!+lcVJ~=dS~%T#Rp4M~emS0H9{C_)gOh54CNGP{eErzS=^@>E!yq zH#_ebQN*^}VtEUZG5nXuKQzC@{|<<+=uIU$7(%&iZ2x;OsQA&ht~wo$+=B;(w%RGs zGBU}K?l7AoGZCCOR2k3Tgf9<*w1{Uo=PS9)m%iN;%n7^Ib`eTJAb3!>?x7bqW-C34 zgS6eAPxL8o(tviR52rj2nsy}+&5j>G9Q$b8IXySYW+$oVhl)67!zFmkZ7vkLUDqVf zFt`saD{fHbtdX5JtnkNy$$>f4qgNnGU98agz-iQ`EoWr3^5wXxaCMx|29rX{+_Q6~ z#CntsE(Kzj7KEI;k~|3{O!UB=9h`C>#Md(^hbA6Fmeoo!`U+M)AeEByPE&GcmFBQK z4THI;Sb;Sf^TzNfoy2`o^-dL|)9#UNDn;$7?W9I2iO?7KXpD)~2yLnaJaKCnJXTvn=Wk~8KFo!A;jTpF7?26OA) z+8bT(^W)~F^D;A)X^l*ScAaIIYPE3S)fx~0GTLqExkN%Lm;raL#f3y9OD$(i`~ z_ZTHi*|_~ySi>KJ$Lmw^g=Q!J2H1*AI}Gteh`%jiBy8;0>Dpo9trF-TOYvWr*_l{U zc{59LI+#=}p#)9k<5C+)SpIjpi;M~Apj#&`?|XEZXt}feGs(2FDWy!ji`{=r-H!Y~XI;Up`H)PplcNRPMOp3l@<5GVx6r z3yv4F@eg6#Us8!0jc-{$&rwG#+a?tD09S9;lRqJNOjvmvHq2IjNBRt6f#r`;b)80z zd(1ZBH<~FHIt&(k#8Fh$yrnB9B&L2#o;AuK$+YrXpT=DJ$&HnP2F`mp#^F zLMwbwBW6fD`F(2dQ0Lj2je@qahP9}wZ@K;<))O<^y*sH{UmPhJS~6b9g6}CsyiRHKmJQkhu}nWgppboOZrx z4)=CXoH8~nb&b1R9#eNF6sFeg_sXmYF-j1@`RweQInCN^ns|wi^RqQ`lcv!` zqeeJ7@}30JL5aTmrS+ux?DI@_7R{4{cHr^9wH1h_(OtVq8vDz6NX7)#g{dw(wx4M+ zmoz?t&R{M}Y_+0tvucXgVtyVxtsS^uVzO2L(e{V`6f4OmNblqu3YewVD52doRG1naFnV z7U>W2VWtzIQK^U9&e~mh3Xy-(UjOvO^PUc=PZ$_Ri^1U+v$E85W`2VC8udP@sen{G zMoa-WzC;|bH(oGahjJI*0H6n)Kh7V(`0JemUl&F;U(DE#${EjS`XeDQ68szTM8Jy@ z0swyoj_`Z&XT2NpfJzU&AE2sf=cx9<0)j^dwOJ{WxMDx>2jOrB7lmTjCxiuNFl3@7 zu$olNeMgCYP6ycr|Km0|%g9etDNc8*`sKvF!; zvmK13Zv#WThp7vAV`tL-^g>;MGTMJFqbV5bx0Bq86PB!lpBQH-2-^%08D$TU2NI0Y z@c-2_N+6yqm~m?um#Shg>q?w4w>XVjwU=ny#R1ywO)j5N#;0$apQ@1I8txT11M}n^ z51P!rP5b%&B>39iUYnE6sl9_C|2g`l3%Xw!4pNQmfBP&6G1{echXBmE?9s#VXwo1z z2GqoY*4+(ydEj*4C`2Z(hTs%49as7YQ}tnnSt|$=s6pD-s#-ySzxE%ud-<#V|?u+cp`zN zqvdvB;5I%#`+Qo;)SU0^1cB&EfZ4w3kU6d#uZ6M2gJxJv%kzP6ivo6A>-zz@_-jJa}$ORI;K7<<2-rwENay zNG)42h76+k@nWq}!)gwDjyXx?a*ipfz)sZZa}MEw>A-Yh+^j@b*dWVq$-90_?EQ+s z=H$e@hq>2=7^MWXu)r2cq0uo#H#cDe;djQY@>>c~GnV-V=1x^(R8>y{FaHrUtAXiNPk02Ap4o=3eI$Mkkaf<#PKUMcx z-}4ki1w*l|W^+xCFZZc^Ogj2J~fqC zE#Q^N8s%FCcm21Ohf1rW8$MY5aMfl=;Qz*V^*9Q$$F>8NsNbwo?f?u%qhaicZD(rH z9zDhiqAOEb!80vKuAvoCnFA3lTn@c}TFA2u4@MLIGNFA7yN}C{G5FKnH?K68>?vM9 zmH)J4{pj#p;|luu!YL8^Y1o%jO1qN?>Pxv3%KjSpbR^V|ko-sS2C; z5#!fC1pWb$_TLi7X6NU}7*hX%<@szg-!sG=u&i2quyiQIlRJI>U0jzA3p zP1!Qfle#uRWq;MZM%zc`YoETbPY#b?w&LF{^7~liHcu_Un2>;mL@8@*y?*?EG0^z* z=S_kQN|!lbp>P)UoZ_e78Kp`**QG5BF<><)HIJ;zmHpR!@xONq$%{a84G+?8IA&zBVf<9OG(tK<5My?p>{PKQJ)v0ID0=48J+dkfD%yB5TH1C$h~e z8As&W7hO*5z$4N5?d;<8e`Z8jXn;43ez126S<@Wx!uIU*?)tC>hbkp{K_<7R8HS!n z5W3G^=>C?A+-VIN2V3LH)4 z%&Os>COU}BK#u1H`092g2kH^Ow)pKV1_MO&6Yl>KW-**rkRVHW5~DrJ+Ge#jwJi6m zOGqkNn0y0iRCg#?Uz|3tGACq5T)jU1q)U5oUxP59YSfAU_C{*!_R;=HL zFu}e3eMtf8JFW7nxwh52Blosuh-mx8URLOVy1xM#^8JIj+g+pI8S~&qB!^7m7w+qR)+VkRS8~sgX1;;a_9BmsXE|rY4y`J zp`PgZb(teLCx}@v?!z(Hkhx{TJp4t!$`M7{q`_mWmba3~n$nPBsjELSV$iYg4aRql zV0K1!Cf;>kS6AJZ=Ks>ydJ-N?GVbsLm z-Yga+LL&zMM$oGnxn`og5uwT)YUCai=aWMbi$4a2NO2NTq!24oJ@U?}9_3#~uXJ$n zz`=V~m>-i}zyXrmqzo+VFl)!I2oIEmnIcTT$nW)OgF%CwX=F||C!LiTXP1TwA{=lIwwoYh*JJSj2g1H<+<)%2tU6q#BQ!u{A(GP-e3 zalnn>qwx+cFpIkt<5H%tsvcTpTn8#?^KXi?|ihD~JbBfUwSp!V)R6B2~s z@625@s(pD;X#=7bxx}b76kqq=NPaX$gU8|(P!2$zM9*)CpvD|B(UD4U9}3z3mmkW9 zEnNPb)gyBJcJ@}Mv68)Sb_uBE#nbZtQFYc)QMX;&mXNqG&kPgYAQ&L6g?rxAF zMcScLTBTIFkw#%?28JF=njvKvYN+qW{k-q9zV|<3ErvC5U3;JVJdcf9qCFYfo%LUm zN!Y0R^6xQHPKNDy>k*22EgeWMm4B(}98MQ&=e zX$0FnC3VsG>NTYn5-=GX|4kF#8HQlb)HBqcJECy;)WzmbTkk%iTRvAAc(8RHvlTAh z_~tSuTA1!p4z)4mufm&`ex>+ADd}3IU&IkUfS{0WU*@M`yg#Q9*_C{qu$Z-&K3em= zCXX>akF{%=aKkp^2z-WS3Z|>23KN8JN7M!7K2uEDmy=#}0dTUV@X}tXy zoMxTsR}_xA?`k`wuZo7O=>)A(Ixh9Ca;;FqBO1ylWakkzBJ$@1b!t+Y){MXjI z%0iCgtzvBLm z5%J+LTYW=oRRM)0jF8QbFVW5Dy6PFpFlaEk7IX8e zLuO1SztGZkeDUi&>_(XXHqpi|Ki)eUR;W7U^T<#{ZT}0Ef;q)$}9;PU`zf^(R$rgC&%hSf04U z)m)<7yt4m%oZjFv#=YNqv2eSe1IxrOtrYy9H^JBdL31KqT_2V8O7|eWwH*xGJnyKO z&Rgf0>zIw-6SI>j0caJdbRqlGPk*1m>#}XZ_uL^mrE}ZUHv#%pS56 zu=w=#gMEnToS5&}q1|Je^O26Bj;QxR0Ovmg?rEF&%K7 zAP!#P;ico2YVt0mRqzvvZ~@i=aQ}q_n-s#OU~a=VLwtx_7n8gHlv2 zDvb{KwEfd@M4+NrpVJXh5!ijZAKFJ2P###IBI0B{5g-{Jf(>mug{uU?84bW7CV)S$7JE6%JwY$HSe*9`C6aMr{`+N<0mv8VsADGFCIo+aK3SLPOc1BRSUEIN|lO@q3~@hP703@yVW;k z6F|mZT=bi-;CaoQ!Ws@2RFTFt0+R=~3R6%XW#qQ)!^Ma=3G%4i!4KsbZT~7`-q_I~ z$ek$yHk7v;zPSj}QmGA$8sn-wQ&G|5PpNw!vFq=5ilM`}Vr6BP3tS1x2)P-XY{rHY zt4$9od-yRp(!tBy5K;aguOMSTcvsi!W-CnOucorzmk}4~iGNdUO)urezVO$UPf^yJ za>Mh7%p>T%hG5KzMb7d$#4Cj1@624Qw?~qA%p~MLOz~~ir{h0(VkM5`E;8Oq9!kzT z;Z8&(H0Vp+_u`!S^?qeW;h~ zGJw(1Fo!>Kv>+oBV(FOZ=2Vo4^26PBXu2OlOKM8MQ~%1Gm2QmV zWE{uVArtKrTe&0r#KtyKhB?l-S}`eFwmq%yt9m^apU)CizDZKiK=-i_{}e`lOcsGl z>6IEukI?`bF777t`m4Z~_8aHj;+KvN=p(Mi3Sa*vxYeyfC0?x7AXA1m(>soGuAcjd zVq^NHoxvS;q@X`j$ZfVnO)>jxuUoI%Seg2F@w>Z^@uKA{#F{6AOBF(XSpFp#vpwsv z8zVayKNvx`Joje@hrnGgioL7i1=XA}nE#aJZ*WzZ!aDN5kBIjj96=YLvrzb^G<0V3 z{s$50E%e*w6Tt+xj0uDgBa6;}`6#$gYU$OW(5aaHTJhh!!yx;BHM(U3v%R#@($U1> zHBN5=7^}5MKG}%;@R#HqX>%FOcp{bIh}cLLC=hUtl?_u4(~Wo!UxEsU!_ttHJJ3t0 zJ)j>+Qefq)MbjZ9>=`Outds8?O+U?N7x3fE8S37O99k#LsjNPYsYz;`Hl(1@z%{{v z;%<6-lEfE-)*9SspzZi2kA{vAsc#QHb|DCw#k}aPM+zO!gh~V&W2hBJa)w_m5VFP_KIF^BT7B=-gv$i;)?$B5rNr(q%8r5-uTY%{}4zOnML< zl^quRRD_JA?kK566JE>W$wM%r6{PtvM<#ew9p>2tRuFl3;__pN6hL;v|K4X+| zHJ;yLv!}t>;~Ui(_R9kEBIHCvBXsgnj$fmd@XO#r--I@g9}%153PI~TUyRW|9%QSM zPH+-7{w7Hu1Bu`wy+H5SN<(O3#^S^`Cz=l`pd)70N5xpSy>&u^j~$p6^V}oJ{t@|- zxQ$;7iLofZ*6K@JIWnf-|?M#47{D#B_xskeKfKYJCI&s(HcYF>P0nB$>L!NyM z`W=<4_f5^R+duE_3UmaaoBO0I$!i9Xy{i040Y~uTZD1)XFMm*g%oO0(SHcCP&Go>i z2l1z(Go2&X-+?ER@zBWXU%~8dU?u8lFh_v@0N-h2In!ethiu#7Yhs-pcjXKCaH+B9r={=6hn4*pQD9c%66)7Anp#U9rK>E&3pvYAC+o4?6}P6WrEV>f8>35 zS$`Li~@)d&Bv32HKn)Q%^@=W`O|zg4O%osfkOqHH%ZC^eLx5L(t!DWxO7T{V^HH z2G#a`gWsM2Lr~{Vcf!o}$z*igoK$7@?&tX-zWa+trIXyWoj;qmY8C2tN^*L&>^^^I zXt!ww=!%{=QD<-d017#k0T^j2`bDf&n3Vv%x>{*{Uv|lC}Uewx6Rg z{{-fP*bJo(s3s`?0>IyKnKhi?2iH2lhG=wb?;QBa#`}kE~qw72t1adnm715itygG6!1zB2`VfjFZJ7Z-aftkw4~&;@t+zDhr+|1 zBym{YLDY;w_N7C1DWhEc(%{%)%o1VQ@X)=1v0L$9TlBo9-}xFvvAnz z+_-XPB}F@S_-V)n z*e$L~AI7t+C##sWi9D^?Y8Lz>x9^r=n5c?}6^!qF%`(PxZN+1kTWUURUPOt`^KYR7 z55{_;5^u(pjqBy5>IWqDr}ZRBiO%GYpkLs0;c#E%aCEl0Ly~rq82VG6Rrm9v{4Qgo zzEgq5Gwg37Aw!1&ucqZ@^tgf;ZquaiGRTK)RlCE@oj~g_tQwy>C7dRw>Tg#;0*8(aB?8SP9IxfG`ZyQ1;d>9Q-bs9qmvQ3gd=O!Yd`uQg;}!x z*>~-k0;nIgJTc~gS2Xflxxtoyxk9}X`caZ8?-Itf_UsP+3D{>$Bhj(<;)Z!hbl$4v z-@!}acW0*pl(@Dw(zLtCGn&DVlc+OhqQ8jhPx2Su10#CXmklv-dxPN_$`&U_@JIum z7)7HR8ZEPv%ZRG|kKC1LY2>YxLuxGcbstduNEBaXupC``irdzn5QdS;S`75&seLDjzRjw>vcjMDy z7i1b_kGY`zzTfrVA`a>A_-8s?92JAlb9 zuhP<;44zxa6tg)l1G$d*1!sL7xALBvbvaOYz^supUpl#6CbUa?6Y0i@!8Oo?20<0pw`aioPws*`C^ z-XB<_GYe4X>aE9N0gXWmX!Na{X@=f6&RdDIZ#=L)RUMr(z8$U34qMLzyEgs8NUY1L z4e`gENdv+Qb)(1Qg76|ioP`{DbAtT2{4jXHC^#fg`*9#mr+9*39O(MQ^f*^!M_3en zb(Sj%l|!IYl8@3dVW7Hr!Z=e<>%h)a&NV*%955A~>f<4QJ0i6_Xd_e~`!04!HpP{< zjCkm}r?dH5?plnMpv$y#+xeQ<``QuYbhVKye!cosD9nvUY{>d5)<@DzVLKy}YDBia zd!Yn47Ph}M(#-t+AcNR$-hCagrm?1SF%mgkwOs`^NpszE3ZmWcHyra{qL~BYO2LaSZZjFUjnoy>W~e zo7SSc0fES6=x--OS1n}=7mBWp*`yDrxX})ZPWq+w#XyDgox@*vX$(&kq1!H!n1Vg! z^bDIJLXKQL#)jf?*25K??{G%&Y|j|>Ph~^M3YAA*U6x8i2<@vb{Nb3PweC`Q7gx!21RY5)WstG z+-3GDszvLt>}Xr8?^zsH%})5N_gCZY=@(%~nC!2%`)i-7L@k7ylo7kGCQE`YS>?+h zn*9ow?c?0BiWYT!W?VmI^_z^K51@o8mORO+D#rck@<~wo|FQt^$C(7us4EfC5n+GJ zOi-K<%~K3NT0dmt@ASyf@eshnf-?=qcEsJJP*da`oNM}M+6*KzuRNC9d07(j8V@Hr zgaoC~Umg-%LbiXBB|1zuIDW~R&OSS32MlUFBkG03PRQAeH5)_rjK z=jp-f+l$dwASt(zj^tXbgPR|k<>#M&Ll!68hv=1*j^<~%4X!&VZL7LU@?KxuX4w8Z ziqrgLmXeR@F+?6jaz8M%vvVIJn-@Q})|Ri^E=qGL#Glq~l#lOeA} zMNujAv{OiDa;V~&^gojxBE=OF0`R! zQU0%AMf0eM_v&!Gg3ihc!gplMI>KQl-Wj$OgwvrmSjiUXO;p=ora42Hb(KJk8yC8W zlg6PG93G})BtN(5UTevbNA+`7mA5$S4#bFY zw|}?%vVfPD#R2JP0SbyP`|g4{;52fe&VNC|b_YyI1eFA5%zEFl+7)p0c^3I;<+U`5 zRd_DsJ_`U&!!a`Kk#31Z=cINNX5 z+FYO$E54CFTd1p_U+wG-L>=AJWVbOZqEe#D|6NZTi~Vy0aF%L27Iu?b#Y-l=8;Ff@ zasOH#Vw)1*XI~&ajeiGTBC^EFQpsYUg|m=$?z_5kcQz=SCyzW?!d<|ln>}K6W$ggA zlL|VL-ezGkv6Ktg1lVTA?)N;vqv`{}91|Po>Iq}RhY_T=%&+PP%|rh)iTc>J z!!OsY(^47$?LBs8c9|8m*UU*l1(p%Ulgj_(2z1V0crI~kq*b2EgrrIAY3#KYK9Wey zW)gDtVj*z9ss1i;`$JRBjL(ssbgM>XX{$8YDEWA!Pe=4yl_uGc&APHid#*6o_3@fr znvhubz;?$oX(7tw+mPjt3VtDQYrD;(zI74b7a@)uL!Ph?OFnB_5O{*IYwqT94Ug}} zoUG1x=!lKu2ETFRkF>?~*qP3D+ZXJDu)&jZPP6Pluithy3O@BV$66(itWK!1KDUbm zCft<9>kSQFqShs`(>F3bWiwgG}y-DU{V@3gV$WCtVXg9OZi;x+oe& z+FQ^XEsRr$jt)%922u?+OJJ)Kj6I6;N>BV7>)^_x;ed_z{Zj(p{~#z&vLTI4uOe-_=duXMkwnTp|j`c3Dqe zHkde33N@AOV7H} zblN0`pF91h0iwjhf=OFbobCPh#`?Eas%I6Ll+bs+0Tj)#?*ugXb<))u)w}-5dA!Vf zv}%JccrKJ?D7$3~BFh|`M31FSqTe-@r99n4s1@8Hci$;z!UuFJV+GguC4X%`f0=!Q znmz|ELyPCw90frrJi4beqB{kUY%OXynedNHnW4$L`(et zf!W@qEy)C#da?)0YE$iBGAUAE!UN{7Yk`VMA)7)Mdws z7f_m#`PnxYM{Sq(?mxhRYV0ihqdg8v_TFzi=|*x>81o1RCR$61r0O`fdxz9g%<~aG zPN!pSJd45RIsprtrjFx6jM=U5a%7f3-fkOPU_b~oRZRVz{akWZU;w#FaE0aTgx!&z z{V7-k`?LqT9N>Nh#)j0eJZ5E+Eaj(XOJjW|OvNT0FusM<2@SY##gYe$D!mAfe&TY} z{Q=jiRve7BH-VTrvEoSAe74Mw*t0&|;I!t!u*FMTm3VC@9PhjgNs>U~XT=Ytg@I!0 zxe6rL(`Be$Ce<~NIEt=saIvpDuf9!GCB?dq=qe9ADJ1!>zdZ3Ypro@cNbL}f-wtmY z-8J{#I(k@-HJ;ChH$d|}bE$QSXYi-lHp}ZKQT5&XQb#d2pg_3kmL(3`y2Hf=QSdtk z^|cnggiFr0D?jNjBME|GYzZDl)|-jYnX+BgEcj2isfmwZ^O+aIqrST#tHrwfTuzDN z-jw|6zry%p*y_%g0ZYk-5uoelV}1@AQEZFgf|#P|ObVWZ-pl>5bob_O%qsnvDJ9w% zbNNZ+z}L*;d&DNbN4e^MI}c#O9QR%@vL^B(pLbIi`bd-oN{5pv;yIdt%P2UVBmRw~ zsu*4Gcotv7AE-EcZ{$LP+@jQDm`}A}?zD%SjUEr&oxK=6x~n5ltf$0YRI;%RCa%SZiN)LSbyRUiim_{#Ni7<;-(ajIei|bY&+a1n=iOINBH!a z-nlU0v04JW9`pVleu=^o>nGFL z&5@_(SF6;K{_p=-DSXj}tiW^LWG|qMh6>Gia_@A6VtTU#Fc2A>Q`ClR5pe9lWlplt z*YIAl}JQyre%qja)O zR%KuxWFHxPxJ5ZOD8QmGI$Utpw)H4+7V)iZ^D`kAkshLuQ9S1xn@g8bKz%3ocEgtCs~77s^hzxq2RUxVG2LQUA+I{BO6qMK-COJ}-CK^CbU)&6 zE~Ur);X1JcNZ2>Njz7ACK{<-L_t690v!!ZV^t+I5ZtD zbU(Gql@{SQY5VGLqC#($5&Qeybs&%IsDaV8MleMMJr|U}9@u>ChK=IHuZ*p%M3h{|rLJ9|~Qlm}L zY+Om>NRw@)z$eb;-+d*d(Y*@_iI#X9@Gn4_bH88hQO z{E%B9M9SI7dP;VYZawT0oU-o~40LD|uvlhqbZDrnYkn!t$ny2Z_aoqR1ICZ%PQFqf ze820;{L~FVy6N!r!lZyb@AJl+@shwvk-d=XSMST3VQBcRaBR1oTP1pIZ)NU@ugctXE+vqF3>3K-0=-%;9rdfa^%jazRXGF171CQn&4M_lVi8!i1%qNWAxiGBV=5~NRO(KlzEofZ*kg_XM661G|at~pZg+>mv5GYcdzqw@MMew^|wua zO6DvryYsi0s@rEr>vEfNA6U5;XMx-dByPR1iC{X$11;) zkY0*>*?E_9HMwgB(@)y~h9{3NJh+I?HYIw&r@vI=1_0@{x4o3J2X?J5py8Pv_1nhe zQxv-WG?M0BcWAj?xzDeIrm1e`j-bK#{hrE@nMZ~Yo>{ZOXwSS%v`eDXX)Xb?&GDe*u&vI zbD+ZuXJ@>%cz-uKqVxTqOe}-3Ud4~Lz;3#kf3o&xkIf}ULJ~!wQKIrDJ*rYkV!hAj zSzLQGwsHkCm|c^c^B}0f0Zf%Efl}z){C4=g&}*jaN7!Td!J_$>(N~oahn&V9&tn;C zPXyzPHf6!sqMfAU3V{^MXzz!7Z%WOpR~m4&VPOg7!H`Q)*Ny?ed3B$-|oDf`!SYdt~Q!pnQz(D zdHT&6o_0l_BU1c^GvOf#;>v4>Pt_IL(9aIy--v1Mm0h;uN9(jb&W=gOV8Cn&ORe73&7IxG2 zm?{l=qKo@>sV~XuzKsdv=VZNfNb?U9U&8hJdrW3o6n^*3*84y95VI9Io&Q~eSPW5S zE!!wehh<6vd+`#{fSsiD&tX%C0!n!kP8G3ga5dA1&|*Aio&9AbmDGQ?orksb*v4g5 zLuI4;!Ixljyfsi6P#J73@Zx=gEoMc{)NS#sOQ<7om8fAz#>QeoR9b0#$nj^y*a zO!M|iiUKtbYAX>G7cmdwJbvt%(Eq7@|1#rduK^RS@CS`b^?b7%EW?t&E#RCs zpM8S!AkBIdtQ~1{i9Qz;7oW$5X99$FlK2yhCx}np{b9VcyXjb+_LV{Pm|-?O*YEHj zYeAs^++>-j5WHZNu;t@yQa2p15Q2-hQ}C_*xmHhNX|OZhDv-=6u3GC@#dCTmd@YAm zS)(`1#wpsX6Plt>>Fibj9!q9j)p5*%WM(FKKVbcrUcOY>sWVTtyKk52H2$K^hqMje= z?cdL~N{co^F@_<#QdL~GLp>CxIVBaPwh}5Y@fvtXykq(KN1b(2GXP{SconfYC>m}6 zsUpx6$IZ5$ze&JJyBR&BX1dr3`K|I9kuJJ-Q&Hh8i|sEcPP|V*J>2@-^%|B_bk>P< zbbcg@D6-q1(9SJ=_SVj>kx12lJwKN=Xuw1q+fHvMiP=` z+b=$Td&XRb;Sr)Gms&nbc=zy^$OAqFPAj3GL3%VuU7%_mE8`JjD`j0X%6%0rd4EIj zO7N7WX%N!mr(b|O6JvLH4@z(2OB>}ZAoO&>c-<0I??_uL?z!7FSAUr zI#uaDCLiBEpnUi)@q)Yy!60>m4|QizPE{amcR0p~00)41{{+?y&cpj;asWJDKRuQ< zcJR0?Na9$%G;S<(t5CD={|>SKZ#m~lZedI?Phd<)MUHH+P{(3*xt2og*&`bGd z)ANPTZRhm)^zwRj{rd0pATVrr z1fyYdv(<)15su>tNhY8s9gkZL?IvxRt{+@>l{^IXhoU%#X7DA>Ekb2>%j+Jr)_A$P z5((txdK#qX!9i>3ju)x#UZm=wi-MvZjnhXy95=D(!qOZa0}gBJuNrqJKE5b}*Xe8N zxQA>jdWF`7is_Qw`Wx|iygF67o@m=le#I0L))4V;To14?(coI;3ebds-u)Z=n_9CSpVzQIcjia{g!bsJqWeVDRr%xbCRv4gaKNZa-_SDM^mSwCm_sH|PbX@o zDJ~2J9y{I20@wEsujfoZf1Wyu5$z{=a*N3=!-@Lx1sQ%NTi=p?~Pb z&C2(HXN}F8;insr9&ByFQ`Gu>LX*ae}g#qr*tj6c7o9-h*0YyM_@%WUr){YUJzZ-2Qo!N?9v zxSSc-l4=8zs!!K2?=COtiSPqVP1J<~weGl4dOb@VpcO)8SpeL#oF1a|kfSMNx-+a) z=8rsWjiK?M$JaWHzTJc}AmDB(t7!bVGhI}Qk0@fYEWAGbs~deIr#^G`mz<2!#`5|B zu2b-LSCq4C)(STxVa|e$XL%y7(%*0TmloxnJzPUn^0LVgO`mK{A5#X3$qfWN#8$Aa zjB>@C-qb6&QObeH@PAFJ72{IPQ)6=k+iWvDi{NXlDs5FJuuY4^Zp&`pbMjyZCVpNY zKZvAiOP8DY0|u{tmfr(1D=4__*(Bgm&CfcBMYsGnQyNNuKGAfA_SOWu7$IldWmktE z#Tf?k_AmSv{{6Ek$fGcA)vl|c<}ctp;-+#E zmQX;95}s~|%o`M(H(KZ`@(i`)x11N!amPd6Ef=Cr9Nxp*bLQ_iH#)9uZSzcw104i$ z3uRplB<28P$!%K4mDMFQWO-BYIov>I>wxxhAiPyeWt`Hkifp!dHd$QDg5#rog!J%S z?60UEKaTw1*z0Jm1nC#KGVqzk>W12eNH-6+&oZ7aX&qhcOu?3Hx{38Z;e7sv`M>Xh zS3jA`J-+Die&03v!o26=8d!5#vz>LkZUcFp5P*B(Oe2N6jo-=@_@(0rSd}zqE2GJ= z&1THP!GazKH|m_4tg(4wUgk>FU*hJi#DtOP71YJoO4TCkYM!M|P-1>BsmmfO$s1n> z@Z_7-eHk1w8(>tInZaJ%P*RX~fp(~G%~`cU@wD6r<{vMdnOLJ|ssHxN^NAC5#PnD0 zOR_Q1FG$VBN!SyXKCxL%>N)vkrnPlHfqga#+0k`MYA)1r5XUuud<;RY1w`P`Z+J3r zWx7=QUQ_lVN*H!qLcU&CHr)lIkjDkLK^MahC18O)1%!??PQNJqXc>ombE}Q*IL(VKxilCQi0{eQ^2qr;eW1 zf%=5|rLB?wjb+x@LeA-cOm<@6Iorg8wcT8Ityeygnp$~|*X^4x{6hE7npkYI@mXD*%9HU+Mk+A=a3-Q37PLm$B6?X zSq#$9R?GbfrYIOblOjbJ*1fGR9Dn(>p$4cS=pJCRS^lOaW`vgCd4%v&eGD8E0xm_# zP?P0di%UZM*V|F8QEyKzghIC!nbhwrQ+TO9niD)GA|VI1Q;Oa>Z||>En|3SKQ}z!d zW=8!Qi8_tk?vigJxK>uK9^r2Wa)`Xh3)yfutoz79&wpFduZNuhCc_s1o+wbzj;%q+ zMfgA(fD`kjYD8&MYMDiYDdisenp+##yj04yGqKrI%on9iHdZDw`0~TLEjOh1OcKk=4;*?Bl@ZpsrU&Ee5%KodwfkoCjV3R zTYO;obL05m$PJVUJ9x1($J5h=DMt_LnVZ;rL!LDHX>K+EU_kM%g&da)12!d|9f(+y z;Ix=(%2FHP>VYmpcQ)~V9B~f@C@JWT>Ax4 zLY7a?Md-!!TSb*F?+^QN`!VfNyeWCfBPqNw*NOX445~(c`2f78YL;!TdNz9DmO?=q z2V~y%_u%5QW+P*x(pFG!+hRF9Fr&H1ae~5fL?)8gm!e-~@ zM$*G#h7Vq-TJiKux85l**QGgo3ob3_v2*0}DzMfCg88!S%H?ctdN2)Yu(zJ7qYVoH zD2H$LO&e62tlA!Owrcmw=`^GYXWV6D>W!tLMwR%10U(YZ>$C;`#L;s> z@9l2oy)zqk7d5eQ5%p;d`Q$N-h2uN;+ixU8$IZ1y+aeF!Ou%!oR+?_6JNlZQBCCRS z6B<$B`mwR$py91VrLH*1c50OQ`$2KU71Vx7=v89a3Pr$|MAFAJ~c zK>7N7hMn}1iwa_suns;`*(o&=G-fOu-%{7KJzecIRV%XQC{>JXbtwo4@zpi*8rg94 znkg3nuW9Md=;>%_grcu`h9*T$j*Lr|T5q!Tcwq_N0hwF)v*Cy4WRsId8vlx`J`b?N z+Y|j#hTmoYz*+Bl28@;FXOrE5gvgT`fW~vf4i2qW8?X|R8AjK4#>JuVejPytR;RwSK#=-t?=|UI}j88CK8tw(>QAC+54!MVAP<0 zY~V9z6_((Gt(nf769szPB2`X1In@$daeGb>uswYOU-rD)iXa{DRrV|M;B^8NFWZ(_ z=f#K*dR#Tr8ztOf1|$V~U-o}H6nnt!&PrTEoP{@TW4CQhW4kBvBB@{n_Dhk*u^|k^ zAGAV5R7165*bcbab|1f?)drHs6phUucQiyRvGQE&dYg0G=E)GK5!QwNynlrFMw;%& zqx70LIRoW+JM3j`ai!G_9$nv@lY9WDcqVK}FeXYc3oAX0im%{e*j~NBFzzM$;RDof zIVPi?PkDr0rTGC)f+eV(_a>F?`BFRUyvD($d45I#`_AUZAf5Cffa>6aYr4anf?zI z80`&Y07>-YD>EixsB?5=-lvFU{=uz_9KPi1Z0Aa@C|{rlf4-timbD&9HvC~M1WIe4 z=5P)$C5;^kqA;U!%zRXM1gjnzpT}m$&)E&iAE?hZbUt|w;n90KQMDq#1=T>AU z!;!FxRK{)@nMmxg@@NvETK5Q0*(zqU|4&5K;w$SP@cPaFEIj!}5XX;ebhvmVb!tS} zS0i>B@87p-Ej*g|Q~t%|Ifo3K7Dy4CuOPY2FVqo$PCFDdGgREq0o~jrhpunpZ~AWL z!ntnS4};yaCfY9-54G(Jg8gV`r0lhAD=oA)o~n2|9OHq>gUG>F`4R7-cR~$^)ZX$2k=~WpM-`vFE#+S0HhjA~Wf z^KHDqFS`t1K2_w880C5rw>E_o675wG^rItx6G^JMOBj4EP}|*WPe7&!%_^M8O4WH1 znTm#_kg{ZJOZM3fEve6Jm$u9qPw|d9N2VwtO5-s2 zlXb^gmC4U%l<6GBaYhIp%1^M?8zyAezNl8taBeoEDEG2E75d@f4IS)LE*0MhV}lq{ z9fFeK*b?L(Sqf4ysx22=?66Qq+z`?g7c902xMrT|qP*?A)wo~pjE)K$x>fiHnlcH>-lyjU^|jcd;4Q^u!0FoP-prG0)AA?BlBCggQoN_dq5X&VuUTIF<;u?pmh>+SVYBx>jgum? zEWHjEenyJNDLKC!eo0dRNrlPfth`|u)RVR5)gedp&f|oa$Uk2z_Q!F;-J@wsH8m#b zqGhAqCqYoC)~ z%ZsPz2lC19-xR+?!lk~(czylwdQuAA4~4QYim;h=q(; zat;t}y)1yauwT{AJ;||oSC<1yZM*E~1Ov&QO{wFK!?Z&XTd-pd{DY5c*K0|*@3w;) z6BkX^)V*iz>l)%XwF2QyA_IOjB9EXf44o@B#l@g!Vi6|V*?2$GrA^XfgD4FggI-->si^dmZMaJRFlJDqgeZKIwC&wozuZ%9^$`B_7{HsX%d?tRA zgs+P{=jDTo4kzaiY-}r#IxnvOlPF;3TT)g1maLORh*uk`gzRTN zo8`u<0Q!p+>@YcIasxezzoh7cv(e|4NJ$fBasUqy)-|T^`Leb3rqcfB_nDLOPW@}s zW3iROs+FA2WG}BZx}s!H=EKll!0x+;wL~c~A@4h){UkqR*L9S2kP-zU&=^0&KE?x+ ziP*qo19l`eBwcfrZ1MhW{#jco&scqoZZ?&@)BJAdj#%w!DSr`J*c;PJE|MQm+kYRP zDDwTgFEvEgBr#P~2InK8`PTSR4^dJ-+S`RIvU%N>ZfDUxBNdbr!&iZj6V;L}b4MMW z4hszokCgEkG0}+Wn!t%v#4Iw$@~ZzGPS}IwWEKKkoYAK4PsIWq!qC(tJd;a4nq{E_ z)smwpJ=U!eERmSTSoH*qXdzUM9{`EZdI{*%hzzq|E5b$ABD!Z2L71cNA5bMR;3i#Tfs z>+wWoJL|&(a7SDxoBR-EFpub8(AcZ_IFk#}l9A7`_G7{v`~s6D6CKA18%6S}5upYS z97fEl`e$kKy{&;un`b$ipHh*u85}SUR`INZRH>Jh2+@qy=C@I$u@h1g0oJNTmj!wG z|BtS(jEZuN!aWKS(sBf)LqNK_L0|v@5s9IZa_H_5Y004*m6nulB&B008A_S~VPF`# z?uX}`8|&Wt2No^|7Q_4PckgFEp)>Go%U!2t7o_DQ!JPmZRXaW@TmJc2@54(3LU$gP z!5#-<-&khkM|jT?q-qdJh%?3*h>i(z?C_|kELUIrOscNiN)gmiqvkKP1fO3EyS%V@ z+G3O8d_4l`licLXKq0kX&zm3z@mx`!cAArv&p$C{14lIt;~r8J+0{&J8Jl^?NUVp6 z>6b~Fy}Sd?Hg{;%t*lE$SNcV1h;AgIfzZhI;Zs}oGiKY&$T4kiLF&^w-z%L|BEawo z4Opj^aM(<>J1t9wJGKag^?p42dlllSY(fFp!`VT0m1n7L?~I7~Qn~R(MJV9}Swg|+ z{&#kXO^)pyTozNY)$>sbZ!UOEF5$C-3oSwkZqz7ds&lm4-lsT)8~2=CLNs6BNr{I4 z*V;&|=C;>-w1HTE-`hI~a#Q^{B{6bzV&)r)g=rn{Ih=;H9LF$TXk4Y z2Y3R|ocD7)F;*!Wuv(26p%)`>gTpF=Trm788Yl|8=&&gN7WiJYQc3??*<1E@NcH<5o}bprY1O-!I{=fiyvr4C)RiB5SsnO#Aqw4el+u|jPPMP6?J|dQueRtWpHcX!6L)>Sq6Sy8RJt_e$?au*0YrW)>laKfaXs zE>)ujEwy)WDa_(Hm3Gc>I@1AVgX#{!`NHvZ5SmC10p&`FFp>;)5XMO)(rXNY{dr8) zrBBCz(f=(|hQfyPT3-Pm-)$%`H;+%n5AMVIc#BHyNUG-JvHN8t%1YiG8UE=dcJL7B zFSoPsz_aiV>F5n8m4R5P7N`RYnvHnYF?bTe82dZ~Go`SXw*-US;w=h_zfI`d<8m(S zwX7F@rBg2!CI+cHQi?_Q^U`T3_CAfwT&3P*@+kwW^#i;Ip6hYQaO(hG?ThKrI5nu|9VUd#b# zT4;E_0WSACz5MR%_U#THv=UiHyH^$%F7h|mpC8z(@cr^fW8@(nlG_{yANPp~O1*SV zH3s1p;|9K3Om}DrRPnj!trxIYWES-hu(TafJ3k$E+x6FiSvl%+#XMO`h_TDC5WX3I zZaLQ)R>%7c(`wDFFEXAIXrGCq8B}Gd_gNBmhLYk+wMN{|OcO}?UW#hjvHUGX7 z=4`!I-vvQ}XnB&|-~XLPhO{5_e;ac(F~nzoTnLyGd^ z@!uFrE0q8#f+pYe}nj4x(KeCD>y$b_IV^|e-&;xw5F zI%7KNfj&n^5IZTyrkP^&khrmmqp`bJM#c!Ih9eTh=#s8BglDcp#VZM9ELp*?-1A@r zW0uvrsyPi$=MrfAoE712zx&-r+A0et(lI3)d`Buv#4$t@Q?#}s1dd``v~0ObA-Y%e z?xSf5igrgcQzs3VM~5=?Gp+hoZ>%59gcznO#i~rYUL(Ai8>Wv=Igc{8oE8H{ow)<< z?*3o0pW2nM;}ky+yi$-cvT+NT6$0f2wt1LPDz&UMuEnzBt<{y*n*FhU@_*OtK-hivsWK3;^A|%tt71vH-rbmMDJ#PVIWc0WhMtklSy0ncwU5? z8fQD4u-4#F{w5Q2EU3@@)1+;N2xKtJaXo0plov)>vrya{A<3i3qP7p`E2(^aBufbvnGf}}xLHsuNH~EYv`{I-@{{Hdl z>m{mhLb;ndfLU<+(*!q%VXwPA?7mQ!R|S|YOwf<*2DRG6viynF$c=3K?fW-dc{^)m zM_So_M|n|b_lmE{%M^;~-Q_uE1c{1NBq8TdG09@70tP`8ZoKc=vw6w9r=8-tFya-m z^Go{{!tC`up?!AJFpmt7`e=ldJEa;l)o5H|{KVzUt+OS$e!1(rviOtS^0nm; z(LYsI#?+K}`)0qQV>g}bxH*SC2vB5=!g=67F6jF?`=umF&TK0D(=sY|N-}mblnUM7-9WdWmSsq@s;~r$yrlQUXb1PAz%7 z*lHckVI}S|A~%HQ%4?{`49Ac|K68V*9FUe_N0UC_X72oanabR0x`~^kX;d)V$7o~v z09_IL5-2Bcs4KsouC`hbzmgh!)g)%qG;^`uehMn54G_1vzx;I-_?DT?HKKpBih0APTJA=1xPNw0@W|uEhn$pd5m$a! zH1rCUzWh97(=U5Mh1#3){bBxNL*$-#-N%Q~7Gx*#0~` z&AmO(jk0{3zog3DR$FWSd&jZ}&-J|jPA{5@2Tq^hG*{WI?fpS{)&OKySo{EN&^=q% zs1aGNqpT?@L=p$zVTHWyJu(ZoS7Wz-%fHP%>tTW2C6CB`=!@iu8}`a*#HMnR@h*xo z=lB@JgZ1O2A9MZA?VzCCx(pY41prKC0WDd(HfRW#sGLf2i>X7Oab_Vgh6e8hZ%=Ql z>4sz9_TB%DV?J?n2c@FhPunUv_N_uVZxsrZGOV6z$9&p_L(%Dugq<N?YK=lC$HOVB-@m3^}jHI@vbT`*0lYavkF69w88 z{C$Rco2gmZT$NgP#f*)GqS7-IhSE8GB8QjF)Pxe8CscF})Z*q&rX+&G=WynEWK6Sy z=L-2AVrR)1Cw8?y8O3#VZS}Z2zZqQ?8-gK;usYC@>fO+Yt16AqB6DJL1r{Zo zVp9^6q+oIyF(tQWCfKURzoPKV9O!Jig9+V|xRjI67563qW&gS zTxZ1FwHpwZEFcheFBd}$aJy7jze%0edWLnLf@QQGH_WEwUF^87s${&A&mduw{f4ZH z5yOfn)V?>{L9nu`>!G^E5Tk!Sz2knT&eJ2UC9#$Y1dAi;`7I2e{0=7gr_KHMQ=5{E zw7h|F=3)ga{5Rp~i*ZO%w$6nn{F)4I6FggW@d*Cwq6NMOM_x3*krl^HA=bD*(p_hk zOCg};x*A_WLtLuBe*lRWn9-zDy!VlhJA97u{Q(0ud~hkE*ae6OOd?~_vI__afpT| z(mvf2y{;DzNYs9(TAp2w*c6b=mWH^%?Yw3%j=Z^M-=%#%)c@XhP{BUYq}q?ps&p+> zQyCFm#+My3H;=A(btwGrWd)Iyp?s&AjjS@Fj6QwB$k!0HW@FGS*2QF`Cy@$_(M?TdZw~;Y<&nQU7X)eYCT=JRl%!7eL+lQ!aokw?LkJ z@4?Z*=IDqw-q@HK)ezw$kC_{Ek+czqL=C{HMbI%bY8d>AYxtz$JOj2)mKwOTTk;SW zQsRs|!+=dp)ckl&Ta<`sOgM=#IYXMc8a6VuW9o&#f!D`Te$?2AiRq6DF}rx&tyN`& zwGR(5XwPKQi&L!Uv36g8fRxS0@yrF_5rr4-H`A2?+B!-fFViuZeMtZF0vPiv6qs@c z*>zMa86TgS+#Z{3*!42WozULIH%JbhF_dTgCR6lcr(AIXA_7v})PdyO>gsQgV(fPr zOgK=_Y*Lk$p#p`22+&UgGC7R@9K3N<UU&iW)NB?Q{2^d*)d=9FXl#T(TLgZm*7Q=xoM}C#R>+QKQ1L? z;s9I8tLy5xk?Lma{E*b(d7sM9v0_v3RXu;tj}6h8l3R~3V}j3A4c@Kl)Jj-(@D?Rl zcG_YK_$oHa9lZ8;_!kcJe*A+L{_j<27&}M>e?r&B?E=4EZ?PL}e zuA10s_@fATI){`h`pe|Pg?vN&(|^h(Pa5%oy&Mq0v3J#Rd)a|N-s~eEYNq$D11m*# zYPWG&$nEthH>UZ~_-0ZJQKYRO&h1~fLCKa!W1Ak%IQ`DK(-x>h>S1W&dDEDG#qcR3 zIjzS}GfSG~D}i7`Hy)(J4F%EaY7{qD>-)g-)Ie5*q00bMub2RMvu30y(^1Jo2x*ut z;7l<*v4-*MV_HKBmP@TSL~)N}M>wzp@b@bG!#!ZdH^$i==g@MEe!oJS*5DCh&`k1O zQ*#-6kdu|K#xHEw0MmxD)v+L~b`Iz44E;kjZK3mpO`%5P9h&Sz^3E@g-rUB|re9w> z!f5~;W1aj-v9u;EvMRvVg7H?&HoscHPVkfOsx4iOM^tg?=covub*K{AP$LC^gRRa# z>Xi)9wE!O3!!v5vVP4AzdFA>7U!cB%!_aaPX%a7F(^k%0Htt1@%1iPK{Wg#ZlE3G* z_YC+`VwezKtJr-pdQkb5XaK6SdjHQx`099m@I{Pgh_OKjs5^b(&KMbyq@~VkFiQ8A zfpg^c1@O4mtrzL%%1n{9SFBHge}(&TjO};+7*rE+(g}nS%<0e!yf%(#ifC|}Y?Ap> z!0%mE4S%$9a_XJ@%qW?Ns{GT7v*VV8bTc~1YLf5nRq?S6K$_^Ily;=wmiXlPR<22Z z6OY2^B5)r*3_vGfW4dg_;Z!WRe-}7$D?DZW>2klB&4Y&$3FPc zi!r|0{as=(h_5~vmE-h=JL##d-84l_?eLE6(9JISGcNlRywW3E zJVx)=)+EInxXfZ-(Rly&&F&xm{-oX`;O@`+zu)?%=`TJ-YX4x0KXQOv%mtRC93nY` zek&&Y`#@p@zZYFqa9*9}We8c~_D85%?vr)?Txjs#!>#cUx|ssZJ2&liB?LY=QXBBy zURDAMoL*CM_4_cV#m;mRcJbGl;X<>+X&L8suH9!3HWx;&`F$)a78k?`Lz*o5s)y%W z6kiHiUkzvkR1cf2{dGW|!)39G!{et|*kpGx|2bM3+&=?z*&Md!KhW9u^(@|T=?Z9q z&C*YW;_d<(lSTavNv`f4tvqf~=#*T=r^a;RojMP4QvEp0;fQ)#;Yi{&A^=(*B!JWq z7e6bx`76XOe^YSQr`vFqy93=NAR6d}HF#_-h0R6;RR`XfValLBYeNiDQL=BO;Md)W zb$ZWqVsOieA}sNy{LSI&qAX!Q-z`cdmjfcTJO~Y47RXgqqt^93~mN8$6~a@CIJ4U_urO4JwGt zSM`jcJ|9QOdL&z8+WL%Rv!3rc2Ksg?HD8ff3`|30E(*nmdZ=6~)nnDe32`M6W)GO; z%Fu2prunXN*dcl;dG2DwRwUU2c|_7LjJz4~g7oLc<-smj?smTrIaiG-gk_;jv|MhQ z%w>d(Ij#r98e&<^4=_@)26W=$C(Ss@#EM%B;>w~$DhMYY8(%@g-LH~bE3vm#trAZs7gfdfx#%E?n+A&A)tU{>^C?HsofpUTvp-m1-RQiU>PHFVKg%v0Ok?@);=X2!t*c%? zW_*uZtEw6O{?B9m|N9DG5_33+@iK#!hsbVeskPGfXkxRMBxYnKW2kQ4X~Q(lghzV# zkbf+e{rxMufGjhimQZa`i^lLW!*hzWzd%E)D-Y7vQcpr&7PsHtTw33f5nA6Tm)A!Z zM0s0d&2Q6Fk4k!fbsgTEGD_Sc&dv3MDQ9#IiMI`VW-i|VK1txa*Pq6UCf!H!9TuS^ zFT`t96M&eo33)OO=0|tANOS|kE+?TtR zm*ze@13$JNH7(x@&)=|umTflAh0~Omb3)c5L>rcW%OAQ%e5E}Wm00^BK{5_P479fS zXi@N{$De*)(*VUuoV>_Lr0n9}=#A=9D(6jgE3H(vCkHjTDCjQ!QGqPC;|V$TX| z6pKUy0d}Wk3@mS1T-f=ZukHapb-EPY`>M2Ne>Y7%RG4uNofxmwvA^@PBy-`a-YU#= z(8p;)KT^*jjt5huFjsR`b7T{1*zbLTa&o=qDuRxB&j0|uwpH^_*aJdP0ca7_IyfpT z>^(&vkL^tI&J5Dad>&wn-qrj5xG7maWJY=XTf7uQQ?118I^7Q33M&VeNKYT*k^ugvNrG+tCmdaquD_)G*F$N_64?!I+_t%~X;EWW z7s9ZD)Hv?3$Yt&28x`SoE~)#2{jR^Sk8bkfREjL|P(+rt%Q>Mc3#lKSmc$3e43Wg! zQ5S)$kt`=%-*B{vU#0pdmLAc(PHk)Om$ykjqj?i`-Htu&9_V;(WOVJ}bL*m=!qaZv z&Y8oA3`CkBg!(F7R;m8EKdPK?rcUi+v;$}PZ+(o$mO7`G1q1D$ApMZ8*MDDQT*uyR zP{xIEwwJjoqUtBJaC9WHsNv0o*8)iH**^Jy5HNEpfcxiXgN$gO&x+`){O@uyeX2yK z!6_gpTyPagSfuvZ-pp|5^K$-ezR|?bh73j+-%Vb92N`x4e8zz4>CkJ#<67qhPw=4c zdfhEa+ARObvPgpGdTSTD!$V&9!7}mkKU18hC$TgoE22(FV^!%PmbSHj@X8ELq_xZfJ_7&^ym(4*{ zo`24(oi1QgP4mfZM?F)|(^8MHlWaOiEIcoLt3YT-$&27>*wH#f1_aUt&NlxYvKjQE z%@OuGZpzi28)w8n7?ON{zSmv$ov{e!^hTd&jbp;8ACo}hroWwYf&z1U99f@N<)ymz zR@)A-jvw+Z9;klKDzo}$&j(UGcRy~wdBA16r8@D0!gI0&J*N-PXNy&nski<;459L$ zE>CL#76WX@UDDT6H*of<{@K>aCkW4PaIC-KO9>vzSR%rP9s*m9{@&>b? z3BF$MG(*QZRH>=6A&c%aD&hNS%P}{c0jU-^bdTAv{wMJ9{R8p#Z#$JdMS%ia2Y)6b z&mTPkZ}nUqSlvYJKZ$@$?q|a`-ZofE?#Dx5)V3OkR{;agXLdOM6q4?yj zX6ms~jQ=|Qd|FkzDw%B?mLhSeUasX~io1!0`ivjAWcrgBKyOvam<7U+5Ij{NKR~1T zc=uz!{ObJu-sAbDlX|(Cw!1l8&};?*Ha*ES=S*YT1oYVc^`Yi7&QRSAycKdy<*hVz zEJwSEt_(m?yXawnt6IqUCSLDH45cmyYt87;>i*3o(j-DX5b$~U$h3?>B*ByIJ_AMo zNz!a7xnO)nzxLnNLmzu>8bNW|?`FK9d3tPCta?j&{uX9RRL$ebz3;@PWD8u!BpZ?j z0Agc0SH~6VZKtj=xF>~nzImMB26f*$B^rG6Sji{C=#H@RjRW7@d#&S6&K_RVt24tv zQmZGgNXV$`cZw(*4h>@YlIoXu4hY`9hJ;tTFc=tpQy^UB8A?I*ximOt07k>*G*$T{ zV&4uZ?W$zyMJ7L|U>oUu*HP!7QuPHm;cB{u&I+vN7*0+F((HpyWG3n9XIj|Mss8kM zPU=KFmiZl!iKMd$xVmCkzg|pxx4AZiWoyR3k@NH_jGH}&$D;RXQ@Ot0No(;gXk%xJ zDb?_GfG^jS_t+!$xvJBw?~3U|TlcW3UhTkuzBAdO^{`J)ZV?#eRhs2j6&|VlIl(+Q z#0TYv#>Y7)4ks1I{^QKD#D{yw1P6QLgom8p%s+Jd8fEsK%Ia0`ye~X$J0RpEaA~If z2X6hZ*3uDgJ7N+ii;0QDKIUb@=v&HjMz8&iBeM61k_2fcp6xlF$p`$`Pw_k_8OM|{ z%*olSv_C4eqvx*!Fy9juq3JA2+;1qzs}%6_$N!BN9Gp16{LrbsTT;9EV}8Kc)q`|h zI71g12E%sY9wHa{i=WPF48@!0@M{zgwyG^>?yxFHOcG~Vk_#O)38Rz+&1 zdbgs5>}l6G)blZrHpk=cmIO~|1;FVI0WC%ld^rGKt%=h;sQR>%L^=sl+kd) zXpVlS>prjEQxNUM#ho?;mk~Mm>!6#6`;3lT8o<^<-OBL?Qa!y6l?pevU4Y37o&OLDrxR>#P>%{=T}E# z8h47Ck6FORL!fO-5~(~$k%N}=DQXZ4TQ94i1q|&TR1$;f5!$1u6|P}-ap8+9?$(4dx~YY<=4y1NKFgNC46+I{`S{lxvvcYGH;U$n6H594tq;*k7z3jcf`04VwyTFNSUET=+lEX^51 zmE-wx2(wVnd^Yt-c-enXg6THh`*FJy)1By80UIwZeR@Z+r@L8U>gS<_cdg7V&Xj2I zjRxy$9Ly9+OpgU#N7`wP{VR4_wXK-IXY@k44bS?AVf$l#Gp(GqTXX`au92DF6;JGG z>ApbG@fnUyhzs;Wq zTcPkvu&o%KU3X@lbOO&%ycoF4*n1?R+>u)s(JoU|*-*q*MXWa%tRE->lpz zK;>{0@8`sGJ{zJO8r?}2aZ-rhii_T-p(1G{`8kc zQ`J!f{N74JMc6RG4+1X2c(ZQafQmDltNm=%CB{#!p7B3YWh+3mv{s&5$woBD8+>k` z1kRr4PD4)%oZ%7PH@{ut&v&j!sGJi{(q-S4utS34+JV3f8qQA zXuiLaqjSxejF@Rn1m)bb8Jl%4{#0}dj%LI!NFXo*u6TegM|lr<;*~lUqk85>Z(9G? z=cc?o*1Gzh1=*>n|IRHP@e>iuCsRNVwfB%Vzf#K{x&88o-;D-ju=b>OZL_o>E&vgB zuVI)&1I3cNazPdZoK4OgNflejhynSQb{xirn|{OMO*uxgVM51U*Iwnu_^a*hEBqjA z@YbCk{F{2jn~$ag59xRNK%X=1>%n(e-$VNT@XH`t?A zEY}L)kb^%002G|7=MCoTQxcG9k9CTFulx(E!}MeLoqtyE7X}7FIgSq%!3E2-HwWQB z@XDxXJO8zm0d)!hPxQ>}H7vKs`#}?keGw6EACp2}_?&N~re1+E4WHRuL}=XJMV9Lw z6p()*O<)^p!dZYN(po?O9h`msn=`ss^kUy&_~K&leHt#%SB@(N2iq&UK*l|l;8=8` z^|{QZVm+ME;Az;vZ2L)_T)teiV*a&qeHmbb@fOkTdI#yymZ`Gk-epwo0a#_V$UIvC z-}SoTeabf(2>!dute*wDt;!_|A5F(3l5jy_THh+^;uGQ) zp6*${8^~`lyDvQ`#?1S#%l}9}0{o;R`0p|M7AGkDI+FhYApE=@yPOT6qFf&pdZ!uO z$Qzj6HP66j^(Mt7*&BsbyIR6hhjg^U6L%{_$|$HPBC|iQE~g}_i@qd-$Eu)yvpb&` z+*LeOw*Qck3&khhaXuO4cN!nCn8&zC{9?eOEtO+^jBQ9JSJ}n_>@E9&2@mmDS-Cw6 z3gAmR)zl~~3`9au78`*Xv3EhI3C%jxp^7nA>Z(^sC*XS5L^>0H!a*M6#^}9H#N@{vwc9? zR8W)!&018_QDkP;^>;ck@YxAzg=$ELqnJu(Xsd}=ld+BB^Pq#F1;GM{XPg%g)uuXQgXz-14P!@^yQZOpLJYzA+LGMe-9l=-&@N<(6rj1fEQHZ+LoEU$ z@ce!9RriAc7%45yy7uBZyQ=qV$CbHa)oIA5Q4~h%fBYW2uz+sPg4KDR!XHPVu{eJbY5g88}VbOZct*FU;RUjGSc#VJnlP`mxKH&MyZ(#Fy^e@$j> zkE}n15(g6t>tCiOM6+^tuBGE*_M}EA+N18|=njJN`0J~G_@l;oT6^2mWA>gu2>Fqc z46ToIcD=#>;^$mImNY72B&R)1tgW@?SY77TmgA+)bEaYB0RpTs{qoQD_KZ@*L&aAk z7*(>wV%PodP-r1Hf6w+pS;GhaRC#?beLOZ zH0cX*RS!T*YDD9bPbsq-S@y(XX}$s3VUn(@>MepXqa!z@CJq{uo1ZE2EdZfM!&{yHGk9+ z*j#?97bc?_DBxE#`K3AUqsk)ZpUZw+yS(h^U+Dp&TF2qo27CMgOFncFqRPU2g1%GX zpnIQ;Qr+J=3g#8XB1qM-PCZu>nzH~|IKtLT!TyKn`l5&!vNX)|Y#|OjS(I#H$7;l#DU#~}Um;0v| zjm-T^EnLi!l-hKUz?1H@irPZ3=DZ2kOns@CLyBE{Pk+j_AMXE6MgMc7f~L8b_=fp_ zx`LW_Zo&78!2?s{;PYDp#CQ>1~Bv#q8})6)o43-xaE-XBdYq z37tD>MyCS1o?#t_^s%{)@qD|8ORcr3gH@cd!&2vKvXoqY-HnOTKF3zBAggP{{_=C( z_#E`RXxdp-ta}?@vTW1Yl{%6eY?aIxA62B-m(!{$9w}(lZI((|qk7^JbvsIPm$M}B zki&P_OOTP-o-)7_U|CYCDLwa%LkqiH&xsAl)mbZ68}Em z|BNR8$ACeM!|~)EsiH@r7ZdWM1uCxyH~)cZB=Mh16JHARrJ|=aS-xd#!pzh8tdpM- zNOhsFtVmS&LKe$HO^5e&eR?(|lvfR*W-C}UTR9`RV)D+iX7j3H;gg_!gXSz3n_w(| z6aFv9gNxQYuvHASX+L8GlG95vkLnhM&#eM^oZZME`|#xtN@k*dZ53UC(h67odWp3(?w_Z zFUY43%nTQke8YUD zD-*~Ve{GV)$VdW&P|4GGKHN1Gkk8hvyrQvDUo_W~qxmX}qsS+;;MDEn6}GOHX5X+_ zFM)?|->5h$EA#VRUX04(l2xYtM>FV0`Q9I{n9?hEYunnJi`~?%)O+M-6P^B$cuxDV zs53&#_jZN^sW?MV9?DZ6r~f9{?-F~`Cj!u!ttc74)hufSpc3B(-APW7zqe|I`N+9m z%3r^uf$EF#JuP(|HP^e5EM)B%LP;w5UJlRAPCGK++HHXKl+2%;_Pcph4mu93WQrfj zMgLx&OCZ==A0x0=9DY3zz_u87vT0@%(1dTb*=TfnRFPg`ONN+?vWtmuVhsUNGsie%ru@RE5e^D5w=6C1Dd(ZH`rmK+dw``KH1Q0$O}^=W~nXM>~P8YQIT z`b70~(bL2S$kP7U3K)?I82KIcLI#sq5ddJM0SM}e9+HqLuL549>TZuu3sQ~QEIvk( zvXIGbhTxJuoPeu)PZp}NhunJxegOlpHW$MCov<@Q{1XZKcXr=;$q=LBNRDTZj}H(< zxm=jBDo(mYCqUSo+g(G1dh|mQ({P@N(ZASHzBj!TZAiC0)N-{~3wS^CZ>Aqo(TU*Y zNin*KyE^&^P~0y1n!m}qcJsAd+$1xdga`(jR%~hh4ls5KVsE0+sxivoQ!bi zYtB_p2ntS(HPy*PWaKE?HyKd0@1B(GIT96>=$fQtgvTk5nCrak7V=fi2-tfJHoS3Y zgCtJf^sJS*_DxNRy6Q6wY@;_lnW8B00GB(5pqq-JZo25S#!$rpZF* zK=y+U8IFx-mK#jDV9$MkDK*I>O{h`mqoeR@b$xh!-C_VVnp0;AaOs?w`PTSRV)+(; z>?N-OQW)o6V2F`DnOUu%;jVPN68CAH@Refzj4_L@9s*JMPJCN+JTwbHY>LkY5_^p= zn2-SH3aTAI7?Qjw=P!4n3ih8Dy5vAd74}=)zNAiRv@e=AGfnkMba8X!0P9 zHeYZwrJesn?}_FgeeUjQsLdbo<&jF}-WI_iq*bnMkD z)gj9Kd{BFf)XyUVOo_=z|5{f2W(V8m>&_FmgIG?8jX^y{ma@Yns#e8StNx)xO`YD` z(aIwMwjy44A77uN#+2G?<`D#fTzvA@FrG8oQf}d5&gCdr!y|uB2%2lPeyf!Yh^i6OSX> znMX-5?|eV`%pCcsN$%mwil&V#{bkB&2S6{}iD;aJ{=qIFbg`W&2iGU@6o;svXf+bq z;5Z-hQostAg8sWj2d*FKaeplHVH2GD3oT#w-Cn9a2F?F8N>3(-pP|qRtw_als8J{Y zez(R=Q~?f1A@m1u^%Hufh-_Ujp+ev>(cEJMnex+n4@xj5f(2KAE3bptp4ebY)Sl5@ zNtEpfF6F{(`&`85>pbY>ZqG!&NB2Z`C>Zo&-^h2bZUZcHpy;HyWaa*PX{RhKzWKH3}UZj>cEcw)%*k_)Q+43P| z$DGr>LWuXkQU~8LhWMkBIHjlW`#NrLsW-+NVs%#=dt)+}OMGR@_MgN<{G`@Vwyj8u zR6VEO7hhQvvwCCe<2^WB>%%OekpZ`){>F4!*|rm5SJ1&Pc?FBEozLvc?~vjZY%?pk zk{XOMMrEXhx~kzjTdJm+&w?f^nwaYxS~V$-mQD*cHS;Eim2yF9c}fKnNFT>)p91#< zeaHo;XMvgHs6~}8t%_EK7;S;i3M^{;-)CS*;69ulzCk7c;l5oV3IyF@YpN|*cjvf2*c=PUeM2_ZhkJx7Xu;Xx*l;X3S%5(r^FrfQ_H5X=r;J29;NPq=|Dr|yva{i) zABZ&eTy)ok1G}feRmD95d$ChAFL7Wt7&@KPv=T7L-WH80N2#Hphi`e7fL=O3SfM(4D0|4IP)Fz%5~=h;8t*R z&=~A*jdX(K`h6JseYPKJpn!{u(>o#8={j77=k+DgeABarP0hBH^pW!i#LA-aDu8<9NVO|KmASR(_LE(9)O zl05cPaWu>ml{|A}?&g|JDigx7uM-Ijv^0|6l<+^bHGLOw8I=*SK^n2zBFp-GPCKE zb}F+sb&^ASFIybv5^@4WNmF%QDp@5D<&@wD1ZoJVwb7d8FU}k@x`svCbdnHGRd_ETG8S@@A85&JO5zhu?CZTxQ$oPZ~t7?@) zs%a3K>xI(~y3c$B)@Q_K{k|@FpZyCHig(cu&;PRjfD-q6eg{9EO;#gL60pXGG}`kwLd3-nzR8x|mcf*@Q54Y)UrX>F0v8( z{!42cQIaKRhtEC{^`#0k^+vF{`_n^3%CV#TfUZt{P23AmM+J1h0f5itY!1s9zS9ww z%{;@2LftWZ7>O++C;Y;WagC1H8#}S?Zr-rY z-WQ~8>ooMnRjLH|X~z6Eo1QH z;X;jQxq_M_$#nF)e=CJ5!TomR@nxy~@!bxb!_Lj#6Dx|UPOX-S*@Ewz5MFh4{Vf2U zr2_77m8;>H_MbmH!3jB@wOCQloi24f_x}rVK4aTW|2mFRxB|^v5BPA+y)fSM#bY{t zkbfFwa`mMjwmBQF2Qd7HR)y{H{PE1{jA~C2Mo032%{G*gQC?-)d2Q!FN?=>hWP|A( z*caBtw#S9QWAEsnsu)me-n1qu3?PxrFXB`n_kVf{P1tMwoc#lru>++NTc0KsUth7v zPXjn=R2OTAzq&XGO7?>UPkc*g^PSw+w_)3&8|?R8I?6!<2S>uleOfyhRH~q5Io7%s za}}~Hjp;*EzSDtD@gC?tGKOdssneoF`j!5p$KJ@wu*fkQcN?1{ek#DyUFk08OJ9tTP7-jF(^3YxcSiV8e57S`u0z?QGIw1*;nED z<&b{P$F{Z|(2$si*86GIqcW8{ zy`MiXuTybtK6K=tjJ8v8UB{V;&-^&O$?lL1^$0jR5MU!RqbD32ezq2#Gl-|=;=`@B z^HSVFf@ASSCPh^3g4O=p(t!YdVh)SMbdHd>x$VVdHh;~=W)jkKwXwjOkJn*6BIPak zybu_=rhZEolr!4b#~zly6dN|I4X?Sv&f$1Es*{m9DQ0fK7vycF?7KIeFpxV6IhSV!d*xw*8_Pwf&a$VT62v^Ec?aqvbxdEZv;~+ zf&czrZ-bNr^Vd{*l4wes`*A=ieK;`>7z7!KpB(W!n{ZArh+F}&1l%tkklqsJKbY4_ zgp`f0OYs%f60^oUW>A_`YEs1@c`X6?cGKrlj#j&vq`enxj8nbJNEpE=nesEw{`*0Wk*(AspP7rkx0~(7gxXk<;F0%GonnE>(zOlTYl8%$f1~(vEM$}9 zJXA_DkO+{VbGF5E3OSxMYa()r3Jc8AgWKNLA6$LM;|HP^|MuT#)0%w8ed|!+s^inT z)jS`WFCkI4=wVG!KVSf>-K|iewx2_-r8uhDpDyN#-FgJt7Yn~ny? zGgl{B?4Orwde73R^?$H+6;M&N?bbjAQBvtn>5`5Sq(KmnlI|S3Q)#5TOG>(jX6S~I z?(T-6`yRgfzyIF5)~rRXHNbh_bKd9Kdp~>o2D^2W`bR&D86NQ)J^%e2kJCc^3eYsD zO@}`4WTY5oFvLuL8t91uB_65TJpwwui6VZK`O@Y$e3Gy$(rJllD|nBV>noikP$8hv zl6YuY$c`PM*BU10n=fihv#?~@$Ek*iyu(Tlhnq67yNLIfVqZPUP4l>t z7c`Cyv$_rXFd{6q>i_Fu3Y|3XG8ho`b7q3Yw`EN9*O%H{7Fzaqf;+nmme9tyhCgra zyZvHU@>^?(L?!eTa#<~-{-GF*W4;?Yx_Gn4UHWXIp!PB3G*&HZM3z7Ml^a9<;>2SA zRC$pi_=6`fef5bt*-8jET7Rj9r11IqgRFz+eN~iAFHLT=1mcn1lj!>r&)c2yUb&|W zXLN;mHM!pH4;`H5L+-i~&xgTfF1&@JQ~uAlS-`4z^0;sCF3@1&#SCcc&~7> zEv%%C(G>fEdk{F_Nyn-+#W?Wc1kE&w9wsB?-vNU+bJW$^(Ie(=MapxVwS$v6z%w)@ zsa#s8ed&M)Rn>ke8pdz6Q5UV&4z*Ge?d&j3xFVwIx(dlZH&vCCdG2 zl$DKw+;*L;PSeP`&y|l|zcwlL9!!{@2z(kin0A>{5E$T)9n@(!4>W;U zqo;P@$H2&&M<@l-SRo8WCLy^N5`7DYRim+>_q?*Z;#x{~6|D`iejRMJduesub5o3V zP5X&6qK5168AgBf2z{;SiFw<7RG6l6Rdtr9DmyHDkWwokV`)`7H22ei_`$4wtu%%w zqx+WF6zhHW#Ffx?e%*?y^{@NwvbvqcZMM%I?P&rnnN9vr2j@xCQ#)%c4@!T0ZWK%B zJm7$tT5fBCUBkD&&h*xX@;j&16(5Y{Q(oTS&7e)c@KCU*Q;HmE+h3R zru2rXdYUE%OgMNAL74ru)&dkxvBuqvSR=w1NGe>Pf!u?CL^-9Z`tyytiO2FmvzM$i zPK`&$8uKg6iqA9{x(k9tIwCwx0HrQ`!`BQQ5`4cE#F8xHdw72fy^oUtYzIU_n%Y-} zZqx3z(qe0ff_^qr%$UALpEzB|BkN^k0Fvt*S8vD7^EgJ;&F&ECC0LI?x6z%ve&|88 zb?M%cqgsm}F3yio;eR4ljvb$PF;I9-!Da@%t2hQN8P5WT1jq%K?$ zG3D8+K>_CNIMO9>l4?P|lu62~)3JjkI7v(HDkX<$MX@Nx0a)J-h$4#KJ00X&31%fR zRU;@ME!xgX>V!(XRI8k9mC0Q)0$r;nG?!MrI&VSs0NhyUv}ov9JmFDkZ&Jc5ALOZ6 zeFF!8L3*F0ly_T5N(=_~pN-Q$6xx52D<|AfsJ`t`R2<<%4chaWdIYYSe3w4n#;eX> z@?+^pAoQ>y{W(y_V&-HvUK0JAvajd%JlUFx-2%jV#Y@5Ekb#|(55U|2*VyPZ>T;F?Ae>8nS zJ3(fEHGE?sT|Zxf;I+?M*Jn10ls8|a1C4q|^R`&|uUTZZ)vum-&uSNNa*pOd*B0AX zM=EV<+|nN9xC-ptc3x>%|H>k<**=zou}e29-`*CV=bL+|pIW}^gI-&DAg}N_rkW|C zX0wpMbf|62sN6wrB46ECd%10$*Q7}S3aV+iRbN|aQW1+xCdVyX4pl3*h^9JMhtL`O zyWFR(pK(be&s9aS_aHBiBaE{I`)?VGNjK~vvm0LY&?Q^8lJq6wKe0q+1axDHsWacJ zkcIo{@nR$Rjy)LreGYetYgN%_=uyZX)=@#>{@vUPlA1w{h26<`YN@R+J?JKvxn;TQ&jqQw=Z^F630Wq9|ZL;2v{x~~m^JmSKhfqj+!vw(kT zum0fypVK^%GUY3gY5yhyDk-5}z(S}-%HW~-Vz2T!+2H6d87KR_d*^T5`xGtbwPje8 z|CHqD&6AEs!LSc{w^`=r3*G`xRa-2QH#G~Ab2(#ab9ZTvGOBSgb4#d?dkB7<{;G}_ zsmbvDAZuSn4Slv|Dz{88Zs<8TAz*G!ex}T0+YKJ97ihYuu7nfI4$Mn6+gU46Q5z9f zO606MUV9cM7J=4x?yQV|Gu%=(fZm`a{M7`0Zzdy2-^;WtE4>YB+E+VKI(=+;eWFx` zIAMl>)8hKTGC;E?B4VvR5D>Wd}a zPI{zNGZv9!dV>_a2|UDV7PSU}$Dxi5Z#JI%kV04qRK>XfTF0XS zjK!J&5^@@)MA%^LPtFCm0#V`D*~d<82UXjpa2-V|jR(M9~fs4^wONl7g5msLv4`$Z{^Jl1nC z#OOF&Y8y@g{6dDuCe+M|*rlMM&ssbjD~3HO4n~gwHUxV(xQ84WtcPJDa}pB*mYq4? zciVG5IDS3POzXa*V3r%<46{*>|4x+w%bO#+V=bE+O(1fIFx=kahGhpv9iQzb2)>cHx$_Xo7Z7tc3{6j&BPHmiry^7yk^>q3TuE}aM>VI4TBf4s{H?h|{~LtxV1 z!+FEwq0lP_ot1^H_55z|oi5esAY<+87w-!_ozQ}+C<$^oEYv3^yL?#_0JLy}RGbxw z!QBl2k`i;+-T6T679(W(#_eaT%kmDR~Y${G6s% zyNlxW{xogZ>0y>VR$%O8s}o(}t4BZFU?Umev|{d*&THIH)vgFHRTvINy_;|P*u()@UG-IXICs$t9q&xw#5&CBTt-g~XsF`-@JW*IOfi|w3cZdF zYWv#@pt9FyU~8<0n~s~9J1LtHWvu+`^y#46)q8hCO|G;)8fYE7qONj-3;r*Rk)Jdj zDV;K3gSkS3yg2vs(!YN6y}6l8`}`1qHaQ8c+tIhCjM4}v+p)>2*vC~eH>YZ5E`@}{ z(t`qkCB#OrY5Fl9Ddr(Y%D&MPfRY*P-Os*pJ0lv3$a+jd7yJ3a$S&3fVcUUm4#qx1 zS5ztAC`~RJ{B8o743U#jGH(V7K;{!%Ewh_iZ7;?AGKXOL0?M%B0-54k(K$Q=$GH&b zzcN?NxGQcY~lo7u4}640;Ex30)tmiIy8($DbY*)oeNI#qDtr#qN8g z@0{!Y2-*Die@f5sQEPbe03w^PPzNtiq_Ql3RDujauYN)ferrg5Fe|C(_>wuoS9@&fWhmR?v+SrpB~~(%VdKP#Yyl%P)b79t z4I{Gp0f4XTQ>V{ZLfuhxAsyvdjf3$lnX5C5f}P}-(5vl&XPi8(xsk;h${Tn?b=E^* zT%!TjT$z-ws~qzMN875iZ-EIGhpV~1K(~6dmS5Edss`t0$rW)dCX%qm*;pmKk+0pk z3G;l)fQa8>K!rriv3?;!Vi>Woh@pEz!#W~4$5mNo)u+HpNUMRUl4S!fdf2H_!)l$UW2sL$^)n@7V zck#mea+dJO2wzV?vz?78!$lfG4Duj}O11n7Nbh8?fYKmN^So|ifKz>Tml!y~WW$9%s!0)dL^tdoB0V zu`NIhLr0;Z=Sk(5yi?WlHtTEF26-4C>jSyJwVq_jSU-1_fiX+AMQZ){u^zrX0^&)NXw zFB~C+yb!dMh}4CX98OAJj48v&eT5up8htaJbKsnVU&{gmR_0IG%8wpqq=;NLGa{LM ztY$zDT6$kJci`^N+ zcuNesF}I6Nl!D2_A#Arp%z0rVLbJ2B^fC%+xci` z3(cEk^pAe$PkP3gBt3Rg+9x+F%zC5EJtel~I6L zn;erxLl)GLgIl3ZQU5CIAt#1CW)hhnUrg zqboWR^49?DHCInYVKCLMMwZ8r+ms@C0|~BW<_8x*a>gLlJtK45 zG14RC7i8spz1X_UL3H9XF`pX%U_b6=_yF)$jsL``X;Hg2{6OJ!cT=&Um2gfQXR_k@ z?l$z&7QDFxGFoj~)Z!T+lVto46Ij7FfI&$Pa3Si#0m})wt5nzho=$wfTz2>>o=r8N zqn>3=0iqs#zl1Umo#-m!2rF=w)bApb{u{r6WpB}}Ze5-tK(Cr$+wY-*Ag zU4EmVSYmYW+~yJTas!igfgp>-`et(!TtMUBmu zCgTE|v>OX4$>JbwYoFnKi_0y3JdDJ9+9-2;DnI# zvz3t(TEm}i1vZp6&?p>yWhFX6uGU5f4>$)XdLi?swOBPQf{d__z}j>8b~gZnj%Q`7 zXw{{N2pP^g==k3b8Js(MH|5CT4&iJ;RqG;zI9fQ0jVh`JL;z&@?{n|p`|__dt5h2y zIFB8V5{E@sIH5a%$KKQhsH@YI)U7*&d<>j%zT@OwJh=PwJUBWn;pSoKU|rTQbv@cz z(_Wh-CFCjlA)SkFQIipFgI@e#_xlFUY{uihhV#kk?s8*f0giy-#X5WjSY&|k3x445 zjFzH5-@;RM_I<1Lj$#w=1T75zsnc0D9lR;cq1xSxI1HE*Nudf{Xp;(8g!AjP`e2CG z05vG+p~{zm1V)crdK@Qt`JbQ_MC4^l_ytA+dyZR;)gwa%a8ET%a30Q*5JAB>d1&;+ z7ked%u(JDY3i-Z|8%XQAK+0#Q6MHtulZKBmXGZX*T;OzBT<0dr!Pc$>rO29 z?fqOeUJ8+`%~wcgvc2Z_n5{FrYwwX^1?Qc^x1E(apnC%w7rv;U6<<|15=^>2iRC6F z943dH8j_s_oNVv{d7ENYZ|Da7zLhjM%k#J`#EiU6=yqF~Qy7kLEs36Qu%Kd_;VYGX zf;G7ULla4FdRkYoppf#G<8R5_Z;^C}l%EBP(DA=^TQ8z<5Oeb72^)+ms6V9ZRb{5P z-Au*OZ+0zCh`Qry$7;VwN$qrLaV+er} z9Ue6LJo7&hB91Nkju7G8q9PLTpFi!NruaYSXgd0L(I-f(dw&FamOQ8ukT2f`Vntl8 zHOx^C7cnEY(|eFiKlp*IotqXE#cH~2Web#rOM_fUnL&3KDr%kT)hD^QDpj-0Io5OZurh!N3HXxpH_Q3dty-=>x{Y>LUNFf*F4m7by`9j5_e zxn(34+pn^5IT|~&J0^@8cEAslG%FnbDn4LV%*s~;Jv&r&MvgS2`IWsH#XzOzw1YO0>24>fv?TLzH7k)Jz zyxfe>R``^emnUUow9(Kdd6;0!sGz2)A^^2gG)&$Idt_5~H1>cDZUK>d)>k`P_dNHA zK~{0-zJSmTva30vLX9o>MR-f^p?vH5cIICrX>I`+EwkBfe0fpThU|z=cznlGS#+uW z`tJaQ5BH?nKNDl9U#CA9TpHMnXO#!a&+H_s8U7gMLd~Aj4gzM-=Lt<$ zFmC+&9{Rhc>wPt^%@H&Mp|lRJ8nnnqT8qW&;3BEu#< zKbx^+D$g$P%r42X{003Q)+C-ZufMai#W|Rq;F!?|MTcyyefTo2Jnrc0e@6qF*iV|p zL;1|gep_4LSm=I z@59)sT-LfnPf^5S$!1$y8{53dQWM)+PZ(N>qtpuMLG*;ShqQpoCB>v;Ezy>T<~%TI zcww(v9xnl@ZwIQQpU9D!siHKm>pkSm$C(Xgdz>JUGFASYNR2VBh{OQKR|c8isT0p1 zsm6^G4eQ7BalWW&Y-Ec{OHueL&_^8CGprx1+C*tTxZ97FAeIx;wQ9YbyzXZf){T{s zB-Nz53`T!x7cM4eR0EV!JdKIfkIvk1?vMIaCevkH_f2aAQ&T=O{c#o=;5`PT9qc|u z;Uf9N%Ph48o#}hl4W2>Xo6n^v99t0gErc!EqI+C1fcMgF=C*70c}+TR zl?@?sW?xy@b4SFABRTrA_B-Nv(xeQu222tv-8-|Chht16d+|-9DNTX|ctOe-OaF{6 z)3YHO*W=u?PyrPe?2YF4j+M?IFCD?-I6+n@w_n^9ZolXRt6uI|0ZQugY}fS;NM&bl z(N=APliO*Gjca~Kv!s9@d#*_oFZ@E9s2*2uHp_BkuaA!&TpoQZCIFAHVSafuvv9|u z;c>ZUKwvF*`~$yY!Q(m`m^CasRKrq~Y2VR$xZ9u?XL)w3D~wOzrL%GaOh>b-V>_f$IHH!39lyyq2mC;B)oNASV|MH0OB>Rj%i>+ZNm+d+?vF?4e4^ z0^;}B0K-ROsfYY5Qbf1`intlyQV3X=tbj!$Ar+$f7` z*AorcXB=k0%2X!yMAC<3R7sWYfd7qT-NUSL!Uv8Bbq2YIep==Qk(2h-gy-$V$%8E) zTHYtGAi7WOhIDHJCmEXtqGc!K~sNfGB0qbwtTLoEu_7tmDq%FYKf=TUadT^qd zPRfAlhmO$1gZzgO=)6pBE{>jw>2FM{Zo%NlQ~$Y*|G@?5>7P8GMmJ}ee$V0GKfAe| z73`b7pA>Im=gyDoT_aAVi%iD0Q5~3>h?SD>S*y|yqRKp>Io-;io%XM29%FxjfBSn| zTh4yj-*~s$3h=MmS)BdYYbQEi>>=KxPD$AI!EH;4&y;7lWMa9t*eP7@)B&8qVm31z z-PL5}Y|Qx@roTL<+`CexQJTfqpQNO^#D3X!+>YBV8n!DrWI2d19ni1C=(K+A>^QMp z*J|XAm9WZ3uV!2<^Ob78CRCmQ=;aJ`ZA1Gchw?8IQCL`%(beh(w*y^v_^kkNHO3Jp zNmulxGm($(lzWqAVq4rgf27b1s~8^b{i19qnF+n;V$3$M;u}a`S#_Pc-=2%<$H&Eu zuU}oTwdxq=h7*fq&kh{SCj`7cncc60y}zqIYWzBtm>Rp1yTuY1qr}g2 zZCVW^o=`b3o4>3tjvuwM`X;F7exO;6-v+pp&vx6*#Y3)_tyX_1z)tICcRPs7JBAE} znlG*LRO|DOcR$HG%EEs~LrJ1KsO5fY=Qkh)!Z_zLvCo<&H z${m@2hgo`w5~tWmA$B4$QV1M@WVKnXr(0`lQo-H{KrJL!Arsjf{kzH%Go3 z&5!V&8U<$o@H${NT~5!ZWmZ(xt7|9v`0#mfS%eN>=ir-8Uv*xrnYA-vBUg+2wP*7i znwRp^=8bY&kn7wmZwF28*FXkrS-~r*a{*@dhe^YI7h}n*-@M9FDemFBx;u@pUN#F_ zTRCXxwJ!n_MDNrw?R|%y>bXw$b`r;Fd0gs?@exEnO#k4FDoh-jx4!mxpbakieu=%V zN9?V0s!E#BD?NPmXWOCTg@{ulj58060rsA?0wq}p}}TqT=?U!p3pfQ{>+zfk-* zi(v71Ugb*~E zJbqMK&U1V&h3j(g&fvpmG=!}DcN%Y8#eyj#-kHssOE}z9CHWXnTW}23SPvwYit4H2 zi_nu0eyNj07j}u$G{Vs~{C4lG$=7B;p#9uXyZ2yoZT=b%gsgFI%wO(bre4oy&V=qE zdFfB4)|^f@l_cSHM&9>kd+Na^aP5?%5f2mBPcba{K&nE_#cFIltU|(;7VJX82aP8F zMc0&y<^wrTV;vR)z|#>#^O=%rDW(SC+i`CqB)2_7vJvt8B2YnQ(~PtswSUyrbB&jds>n$nW)cAU3*)Nay(?jhNp|6}ZR>ZE4kY@A75KLMUZ0JTkqy! zxH&@?muax4ocr-e1QDDpSFwD%RIm7^z8`x( zyfXx%R3-<_0`}C&KNPB9dO06nWxj5}LfRJ8XyEAfq&-{B;L|iico}GR?}oISV3b-0 z)RkkNu}M3xR(TbjoryM>*<0^3b`J%x+Ly`2TCc-i%)Z>C?I5anx#V6hc_B0wdN_}F zC+w5%CssH+an1Mf!vEabgDLYX;;P6r{vB5|l5-7@70GS^PH*=s%SFZ3JMSg#ye~DV zV}48?&$jr4ea|@e()o|wneH?{%W}~-t@(!tPBW>^hw3A&Y$7hKzFdobxiKKvEnxHR zt9bMt|I71?L-Rf1e8#j=hIN#r7~u~Hf4*!az8yz6X|~2K9MtVFLeK6~4&1t6o`{>B zwODBqTw2Qwf!ZcqkCSb!QMx<^hc5ctoryQ(5rl#^w2kZrF`MWIjhf__+*Y^y%qC^i z=8QQt6zAp>Yer0cw5n+_2hF$$w}$KFFUXv^)Q&d$li$8ek$U1*91-uvD3-ps!#JsU z?qvxzMSG0?@cJ(F=^LgUmcQyNL!F3ceL&sOdpnVAF4V- znh2Id+OwS9s+>=W&sz>J5Pv^=1_b+=O%(S>R@K zIakyv12CO0Q(+tg)+Algc#WcZ5UL1Xt&}d%%nLrA9rpT4{i=GWlxIeYboOjwF{Y~=Z0oAPnk|gA=|3C!?TrG2H9L2v zaHrKkH|kdMztSqf%6?knmS3RB;Ds36Z8{^~R`-Mo!W-}mR60(g($QPed^2s^{C4acwMyfNw-T>1BF|qmEkbqLo)@T97eh-b z7(0D0iTGWdem@;=R{?zt7LIQK$^~zWnR6}pU*Fe?2@0`ePw*KVt zEh+r1C#F;XG+`_2Fx%}4*Enes2Y9=c(vxjUOp~a>!AZ2dB`@6!T9Q$o%40dtM@)RD z)Rv-+-j6;WG3D6yn$zhw^0;0Ca$ye{JDV(y*4-d>OnWWjanJ;|5Njm=t-)N%1oqBW z!~BKfbI6g)2cGr5=c_BH&rso{`=~g~%?T}jKA%5cBC>_xvBT|;0ZqWj1{^?~HoMw4 zzajDf9#r4^ZkV$KI=@XI?CA}pOgx4D7XOBsN=~-1ZZAmGOL9acsAf2jxHj?3>GiS8 zY7kPx`JwOAX+T%k*gSHzF-Z`}YHPZ#+E@sVbD4ANM~$&SXG^ zrlZe;%zVyAqJzoDt0Vxy0hhU!1+Vdzp!WJ)om+T(Ty~CH$uX^3lIYt#=(@RM%jE?X z)#z4zWjcl?&PhQsGvmgGkX zPjql25{?xH4Y=c0f})ahkEZ->e?9n|-K`b#aZ>m{C+{LJ-@}>ibpcSPs5;E$IVzDkFl7dr1M0Rrwrt^O5;z;S zlnNi1U`e zzK%or$N%{Ebp{^jTuBHQ1YTcmBmzvG7%?L8z>6MzK&~g*jGIzYi_z>mX7bTPT*a*< z1RQdK@>m9i-f?pQZO$7j=dzl4-+Ijqw*=-FC(buXnVNQx(&z0vobze>L42h8jZp3Z?}Ja$%s7N#0gD; z!XOB^wVrYL99tt_cI@ORlje7 zrnn&B6jfZ1$ujVHG(PUsk4J#UG$g zzT}}Mdu(u6U_lUuh}TELY8#9Z9PmNwSCsaP!fTqh1dlamg4rWqEWa=-3Vy8D#>Fxb z|FQ5b`6%mpAr1L^wp^}MH93j0qQb@z&{fbys~I&n_tXaG&T2!GAuM&zhV?NAVx{1! z;rQ^S*CRoY%EY>TPanA6q;kTbZ^ERAFQIv4P~^-lW*i-5c@f zHtbp&du?dqIG@|pS=x*7>Z__=AKT_(hl8rB8|1Q^Ug3-Hh`{anz2d_Mp<~r=g|vTG zf09(+Ynr>C*hqJGQ7}HymsL++jO8Z<%yy)K`Ozeh0ZX*cyM6}OD?qUtUPS|}8gYeo z3P1X(?+M^PZn(Gn^I2dJ1q&%#RLx{d$b0>6H0TB~V{mu?Ns7Yq$F3gvhWM!X7o^EP z2!smy_-Q+ue-)koRG)*-9}5JL{7TvRf-{`~GssPS<{?Ng9HWTwz4gPlpi1#if?Dh0gCy`E1?o z12p+;hnmn5DiULmU<;SVVc?mBrLLj{hi)b`&vFWO;SVU#bs$|Ss)k6NR~WRfSnY-u zj;a!Zrs3S1OXINR8&hby#>(MvHUHVjugY9~ki)MW;xp4=aJ}bcbyFx}a<(;Gi6+7$ zTqaBVwteL($0FQRuz?AjRw9iom)JLTv$kXu$vi#(VKS7B+pa*xU z=CGiZ!(m-ht%fWBOlody7~Tld4By^+hfT&CmYk?tFVCtmIA6E%IlNFxZEstG)H3|= zNm4XgHqR{ugs_zydp{yU)%D{O55P@aJx5qyxS1mTu@{XzWh5D#yvuqh4f%#b|4XPr zVPxAC5%w)Q2d)_7Zd5>J|1>W41v)`Qj0Ay{kLv1U1j$uh4?>hJj20Z+Z_NmZJ^e4X z#b#Hr=Z)D~umckP2qf?kL(%%Q!QtgOpOV&XY;T@%t*ZQ-FHgmVKJt!E|8j`n#6TWG z?p10LY%GNqBoRe*S;tV$4QH|qtZn0d?Zv>#1b2~>I*H>JC3&^Z6^33Hp}$FO8|OT* z^L^rlZM3`968AA7I9lTPR-8|yXIplD9X#!K{Qxdv^6By3b3mdi0e>2nS+8e~wWGpLinRN>ws%I0_r|2SA zfOiA@EH%IIW}bLnzCu3tm~N`Lvh6Olc0(J{7^BWXu<@nNJ-U<>6WC~s7cULFR6)N*^mTWyYHfAzK|1Zqt47!NEdQ(xJaBvLYI zjW*~yxt*x*SuIP*GWIHB0eAKYIZ4LlNzK-~zn>-lI*0#ium1kdyAy<;Ct@EXE_5lh zd_X>Y6i~}7D?v^gVJgi^7wFilCsvnel{PlvA!dpUddiRz(;($NRJdiL0YZkOESf9m zWtgMCaX%Z@eg(ftf`dVQKEzthF#NQ4GAAVuLMqHPpBDPaT!|r|59ke$FpdT53qL8U zK|G)g8m`T28_%oyrhcH6T?Uc7)0!&&0iKJoFldb_tV$a3R(G4+9((V4>76o8Dh|8w zMC^$1VwlJf=^*)-`+Vri>LOv$hQsWLNQxINYlnmZQ^IT`_0`T)Sw4GS+?${D2S~R9 zx-Z%W`(~7?p1x@FJte6uQt@Q&c377aq*LV5X7J)_WID-~PCzT8Qx{IF&`%pfqG$Df zq%0slY9iRmi_ve)=wT!){-e8@nQEEkC(BQ!NE#tlUG8CKG77zKqx}L|@;^B+-QVKc z^vAO>O2gxk&)fV_&k-xd6OpkQ?M&i>?s|H9&W6N@YY8NpA8#)c(L^CuAmGNco5do> z1au?*4u}tkI0-qEe{qSXi(Xbc47M5Q%&XQdHeC6-- z?X%QOfQ1zQB@L1OhURcu8#Z?w3&}RKUN6pJkW2s5&WIzjI?n3^1wLw67qRE=ib6CF zYn+qk$8S2R=plGpzIzDw+JodkxY=62<5kcoAvrf26MCYvmhi8o32G;>4PObN53UNF zN5spJmlYmOqj1A6>E7>ZA-;0N{z=$q`=>^OX!sp^sx$x5mC%oMd)UQi!-k=_C`x#Q z6AWmaDyze~``x&`&YA#WAcyU`bX<+zd{m61;dPURnK6de+)slgS5gim#S3}yfcBe- zTHZn+LZ0`1q47bnbeR%<-_+fq$H28w?V(2!(R@-t46pW#_v~zw$1}AW(wj!a88an% za9>-T^7I&!B_?NiJmWJ3qa-ZXCe&gcEIpN*sDvY2MWdVk+7-}%r2mRbF+ z_Jx;c*{RN=FshG|k4NLfl%YX6>7O|6{+{F}D0Z)G?f&#qL+p*T!iW(nUQ+SGX&q9qYJcEjilM z8l&T2Ek@?zM)F5BOeE$wOzawr^Q|((fNzKaABHHyM;1og!AC6TN1~R_!O|Gj=muf7 zqtB4BoG2vk3`-A$1Kn4ZF@Qpz{V_!;+b5SsLRn_`VyarhqyCNe`W&g4Ebp7bBK*(! zeB@WBk_GCm=`qO9cg1p6Di-rFhFMRek%w533=<-(xuVgh-=a|bU^~bXYegXuFx$ty_BXlDXZ!LnXYf^Vxmyw#43bjk&MOT#nHP;4a z7ey@Yj0AUX(gps9H>T~TJ|^=ETbAFmf6F3U{t{yyDH^timV576prD7dwO&&l1c;5K z9yay3x(*x?r4hjokYQ$i=ezDYnLFZlRQPZ|SGNrKcLm8w<f z4=On^r|Qc7atS4mEea|8TP7?oCbcy3x4RuYr_jL_$2%ChhhcN;Lbbe>r_P4>1*CTf z%LfQLVs;iboE{80uV3+0%v3j?>5g_kb9@2uBX7G4FQ}nfXWGDOAgbw@cw-xfALv|c z7yQBFaMAq(%{fAR?oE+A#`hbt@R6fObE{OHV5bn&@rXes-a&)(2>3(}CW{~tF7aBuwI*9QrT<_>wr zW-B?WYV2A`GU`)R1mSdJ^bhhs%JC0u0n+v7L63`<8$rpC}c5yEi#lm%!oga=g zE%B<6yiD=@5FE`bj44PD^OzjXh{-#sC95W^OPy23T%o^BKz6B)-RrmxjWY3$YCmj` zVqrqWh-C?9b<D`xh zH)~>pV;mX)#n7YS{SjjgIuF!?v8*nX8w3$Ysc81csVFbswRZ)s9XlPb4`|Bj-kK}Z zay_wbVz!vtke69$zAzwe^D@(Di6+=^TINS>I!$Lem=KqeOg285$ zg@(oR%)P9?ed1kL``#+G0rWg1_Xu^FU9S4_iSXH7il}w2fX^BEOaEWpxW@~nSuYif zq~)FCe3x5D&#aY%gb+c~`*~Lr=iGCIK~+xXmVEn@v6;J(tp^Q8ZdazpVrYF~(N(pi zZp)?oG~*oIHF6394zI${67+iSo~7;z;)nL$ujW9W3a;Mne2>o5(!8AZj2y;S-Tu43 z2z8(Gwf$AX0WLS}=~+UCoIXj+^sI(4W@dV3OZnP10ZfHI(H3o0D(`Ye|eq59NLbl}OwXTCV4ZA3E#;lKup#4h)%BOdmtUIL zHJ$-S%ER7nR;6sN#e}{&y8J0(R5g#ODC)X=NdVnE?$~~>R->ym>F|>rZppiWyyWQA ziY;mK@h+wyQaC*exCZLOqUyJA|1Kr}S7rHt`H((lbZIyCILd94jaTLUr`3D-1b72P zXqsl7xlCCMj1iG911|hM8tmrKQo!-oIovHuB1bj|*+~YiA?E|LV89_f{_8OSo!63* zWN>pvM~nT@LXreM0`Ydk;;rSs7JX$e_*#`ORzT+UcILvl`gCVP4RB}Ue~F0w{W6fl z<44HK1#abBy`x&u*Q!>S3jw6cY{GDDAfJLyTuSN~PODUC`~rpGFikz!{wN9@Eu|3% zI*N62bCV{#QP*4RjakXDoE;JHxC@8ly*EA#xiu%D#YUIU|B|=tj7rF}3ZrqnKHF2O zw$NA*Q@h;axssgOdU4KzhqPvui3*TbCwc*A&p^|H&IBK!TvQPL*f!hHHENO`*(88_ z+8=6@S5N@MQu)V!$&oWX9gqH0&+T`^m&+gg79=9ZZ@)cS7J|=tb=Mh!@0y}kZE>oH zvy#H==%R+h78(T38rby~*_*E72c0&5bNEc`&UJrte9P68&{MWcO}r;5Az}SI8Xwc$ zfOuxHy9QhMC;#ZP+;$$_+dz<@Q~p&#m{odV{3d8-DJ2O(7Q=11A#^1sX(i^*Yy3Au zBusLTXvH|lEs#dDvN3l>5`X!5rkGSf?T2o$Cw0zh~YR z2I%!k;{+olBoI3hi-1K20CoVGy#eIaWfNMSb1tXb20Prt!P3YpfQD|g%cMO3{S43_jf;lhtqrq)>sBMB9yp2EZgr-Gm)n_-WAB_RQQrsReYMk&Xp1Fl`9Z;Hgbs-7_z=AolNPHzoGGDP#MHlJjX*5QBkRH=Rj*3kanuWH%XZ-*~$_U1_2>ki>azgAVV3#mk}SvYj$3>(=&j zr?z3|5u9~T@w=QH@|hcjmfr$Oh{L;xFb=D*H!bQJ?tG%UIU44!0N++*xzN<)zCD`f z03>o;n|TYs@si)0MB49+53ISab9IdfSVW7}F9u7?IQNrJ7g78di$)gi`Xt%NmfU*& zfB)d0misdwV(B=h_ougEM0wZ`4BTfoL~&zA0lmD`KT6>5m>=SWg}{@g84Ki($+Z}@ znr6R3%(tFUQr{zXbpPZNB@u}gDO4}h^}Rjx2ifUh*S^&`0c_qNI&FSaKo*wz^V_)t zj}7!xbgKyCz!SHWRqy$(jNhm?fSh!(!N~)K4T8xyQ;&?UDhlFa!EHQgk_FPt-ehmXSK3i+6u`Y@s z+AJEK?KvtEZLnfvg8o<0E|)lQtFq-(n3npR)6Y2gF{ z%$eroMeZkD@FPI5vR)2n@;E{^@_rxsx!;NW8Jlu=HLjYl6_*u#D;pS}S^FD|6v5@J zCFYDowQc1bdfzx_H}YxT@G7vGA3Xg&E$Do~6AEKk*Lssk^E5BP#iS1yvR^xXVoj`* z7%+l3)qNVL;gAqUd4pc>{HggE@cOiJPS`kk%uQsS2$^%kaa2q$BW@f)~XW-F8RBSRxFXMmh zwm&!3XE&tM(DuXt#zE`_7A4qU=i8zkqE%?KJ-t`gp^C(Rp`0(t0S3s|`pYQQ!x8tc z9RZCjLIYhiP)I6E1tW;KJ5@YZJWlu#6)oGPvrMISmO2?eW(QEh1+*hpAT|geiI9oj z=;M))5q`^I-a* z-9TYCfDmv_GA1skv7ym5EqzVbW2snyL4^`pGUilUIZvm2%UP9{W=FV%e5>4ej=MDTU>+A;=zRZg+Wv_zm zeuJnZDiEP&P_g~q*5wozgXM429cv)aHzu?&F-|v~xe-3@38oAk?nS0F4Y%5+y1#(l zKhSzDd)}7sSiUR(GAZRSr8rxY_)41L*3%F5!PJMvn|nahVeb;}QZvlKVt|&QkiwPB zGj){kVe`avlY~tp8u=P`Sa)u;yv3-q?p6=0Y;ueJw*Br z^_K>~1xlVLX{Q&kNUi+Wb3eBy8sez^&z^^0C;jt{N-VWY9F$7FW=hnDoYCZqcFfK=t;$h)IxG-Y zQC2T4s_nJJW5f-4364lU=qj~=n-TE9gfl5bnM~cQo8CJZOWx_`TtJ#2pJ$M=^?*4~ z?P54G#-12JOFA-7e{(uedxUea6sft<*lpnVARV;_W$2y(1bS&sFedm+D^2Hx1sSu9 z8*U!bKUCHkWI%}n?C`RpU$qSz`D{0u3bS4oj_ zcVpz|jAcbI$?Jrn8e_X{Y^IR1mB3k47RvwX{RfnUCDXJ(7I_&r)5#W2_(k}w{)RHc zONL1CxFMnuOfO>4jIoR30Ab+F%k16lROi`{X;A6W9=a~~*ethGe-I&wSTj?HS3**- zy{h7I!6E0M(s|Y>TjJeFLqAm^ahuUZc4#rq?}OfkwI(-4TlZ;XHX9+~_9X zlKl4G`-LZP?5gL$=3L32Es)Gt)~bC%Z@uDViVne7eG0e`yYENU2Q^e4jBvm0~#%R?nW0$wbQIwnHnsiDG%)Ko*ROTUA3JfqI6x^EIQaJayW>x7 zqtT)P!yo(Gba=ZGt4q!=)(-Ct*InaJ$tcD>)gPxRIQdG(xUS3h?vA7= z_t}~3UU!WkMR5%w-B8OvvjBW$Z1h{o?%mu~KbK3&-9xy6x}0_A*`3f9oXkSSv6u~C z2wiZ%{ymzn*=j%czZxPt*$(2vt@&;}u4y0QU`E6iy8u7V6Q_>lS4n>e-HOyXVs1;3 z9tCBZ<@dM0Z@vMz_ffvW%W0^puBed_o74==!c>DW)t!LLbTf{S<)UY+BNeY?_ldIc zLkWA4Np;9GVOhFTa}82#y>j|gX8jsLhfQ=TjVKp&kBx{Xx%3~PyKqgx1gSilr*vs* z;my~eZ`=f(++Ga?=P|BWXCie8vhG|TboB&D2wl>;XGPc8P^7gBg1{$Kv1OD)M4Yfz z%KDhO+I5{GO4B&^wKU!4i4zbe?o@#Z0`{wS3frO9;S$B+M^XoKtl=lBcMY3osfOyE z@61fp2Okq$>q;KbNU`i#8u(c5aUh!ztAJqP__o&j{*g843wmG6U0glQA)kNN`RcZ? zb4~W19Rp9^sMvg3DJ}P(DQD&}pgP2;b639<9~F^e7>50!?)L-4|>ML%F6xq`Pum z7}Jb46H#LdLgrLd*jBZt_e3d(C3dRmUaXNVkI6G(Y}}8x`&<#$&NUGvar|0f)%`O% z@P9qyU85)?i#DRa3Uo8zIQ0zkd3UQpd&T`%y^OuYLI_ zg&0d*^tiWfNMfnOv~o<)Vqad$cI=Vj`=-yBEX6F)34Y?%&MZ!E>tOzv^gMu!X=Q_l z0Op>dYw~dLc7o+7c&)P05AL8n(z_B+3#?RQvhW%qS;1}12GF{#Qow3p?sB;dA~uQa zoScVyon{*v$r1yN+3trsQf5(=Pv^B(d3^X#-JhP^j~RrxH-bgK)2KmbOWl4ZKYCMphbard&DIZ;SoY-Kd8eIws zJ=^Xm9MS=tA=4Xhid`_EYz2ME8}y=lJ0*zYt?+fTBU+w8)wn{Vu_|wm4!748Am*)S z$PEk=eE=FKtEnd3h(TBhxM;_p2sN5#gU@b-x_IxYdq8zQR)QXKM1if@bHt<6H44jT0|lmxaW5UnogvCN7pyW}T62-jk3m*O?TZ3J1U%okHQl)bxjqu5 z_9)yn+F*`_`a<2IR?tt-=!*3QI$_6!yD>@G=o&v_ePIfi@qCRxiQX+_GIB57eMydD zMrYx+Eb`mW22;~zp2w6GXERVxKds$-J3#(rrql-OGs=vZoz9CC9hO7*j!Ohez*<8Q zy5~azTN8jh#NEN}wK|D*DTvni?LemE1r!xaKTJEP8&3TWJ=aauEL&rm)2{%%E)4O7 zSYw~6GAQn=fOI2kg!Jbo7=D~ZP42wm@*|>1?$WxWZ{Q#)OO|-%)8%2 z1{LVYJqI+TQrTE*Da8`)kq5bVUi)-VFUTdD>9af)>}|c>5RHP&%^Tz-*qe}s0G@nE zjSkXidCoy-lgJ6-Xm(Vru#jmL#!hf^6LY{tX|uiX9X&u_(X>#QlArp%Fs|>??rvyn3+q|o?=(*u6Kv*Ga}h5G={dVbd+{jNz57~CQPD}_!&ouEC?SZFnLbY-}t zJL66&HESr;208_O46TDYQLx8iS`gPqJ{b9uBoI|2&Yl48;!KBa={yIu3Pckpl1+B| znq@TN3W`wAPjl)CLUT&JNE_D3>jrHp9bn%C9JQ!wL`(%qmwd$zanCKuh9Vs2nQCsJWEcvW z7!}JCL~M7Q*x1=!=;nCJ=0zZ{AW^ioGb93hyCF>0zMT8x$kZEq@Dy^75|&jh(n+tQ z%bo|nN&6WO)~>I~j%6??mLu#lr4{D^K>JKHw&a2W)V?;*LnA@BtwhkgIG;?)PJzu_ ziuLM?XW%*~2R1deq8cKby6xCx1>6inKd5b4Ae=;NeZ~ASZS+QmApd%PTALG{Om`T! z7{a$SF5}uyZD6a|v4t%mKy7qVLHRe&#+S4%&VB5V+C=4696U~`#E*E@dzxv0a5YO_ zzxHZ)uX^a>?bE+)55FEp5fS7Ne~^laL7Xf#e#oslfILxU+xaM;_D@g&GE}CF<5ADx z`<) zdX-%QwG)EDoyLht_r_gUs99=gRxVSRHIgnbQ-_l|a#MQezoJBQw&R?ueXM)hj&92% z3ry&^N6?qLoUx3-{MUBt3ntE!&#+U=D@Ju}#sf>}v~62Eikv5%2Wd9zN{hpfLtRS3u?2=oKYC~vgO1tx zbh%OxQt8GBRO(f{O{tyY4NCt&MmdM`Wn=zUoJZYBgVV<(sYa;}OfCtS7R9c7)s03} zzx)Gx4|_LN`;*SF{*!*vjk?CEG@Fg;GaPnfaF>W5kXl?acgk@gPC|l{tkFRwN4khr zdexF=TXH`z%X+DpSV{wRy#FA)x!IGTm28G~^Wd+7oOxTYBQ|A;)4s#aEC+O0%mpoa zD~agKv;u6i41@8kXJ;JT@;czY!uSggn0qAxv12v0VJapxlkL-}#>DPA>qI_uSTo<7 zHPha`{ai&^%{1hz2*?;orFp!w`*j9Zau++$bLrW*siVrh8*>0(OHCQRFMIQe?Yd+H zpW-IFb%kp3p8u?lhlH>_gEwF1Ci|usdS;LM=)se*<0!uPQRm6f6aS~p(<*CjUGaQ1 z)LW%;R#_{^Kk*3l@H3w8#F&_!)h9-++qowkA-$M=d_nJdSc0SI5K+(DnQ*-8vDV}P zyH`du?P(jE^>DY%Gxz%X)T(V+uS?~Wq=2;k?gTG^zrPG1QLntLc*9V_8BuEMxgwY{ znRwo|B59KJ?em|7pZ5`a)%g$_Vp{t+q6)yd?7S(~ZDNk(?XuZt4x?$QA<}%}l1vX> zqBu`IaD_W;7LhpZOr=@OCCfGlL|k=rZS_=a7U@II@Bp$LIE!^dT|IsCD>cOR%*#Es zP74#Vm#j0|>n25$QHoPplAj)b-)QOr=)G$%HNoC13QG6a!?DE{AKed~!Yf(>uO(A5 z#1;uZ>AhjLNp?$jie*FK*s?3N-kz!A0rP|oR0VBiY{2bDRMykRn+dwUMsixw^}V_s z^o_>q=z8vhNF5t!inH#7@IjM(;v9uh0_tlc^nNSTP@{9VLD)dK>t{jvGXX7ce}7kY zs@Q_59-w5pL@PL`bk|JF*wdvo)*eopj7Tse{o%IRmK-kJcvR?%`5MBDl1s8T$ccGw zth}T!G1=s8tw|LQ==~UH)kFh0(=K+C)82Kb(f$&*xV_uB(!@<9hVB**p7m9x>mYN5aX`_3!EumPR(4?}-IOq8Tqhj+159jX%eXpLq*osfJD%jrr_!_0kgy*hutYBCZ}s;r(?^uov*xu zQ=*WP!>o^4D=5@JL)6w=f;O*Yt`%lOt&~)Crz=qoeYQ&bEZ{}m;!<+b`T?WTdb)H;(u%xpZc{zQO=Jz)@LCy!5vMVl_%SI$Ehk;46$sr^;e-M(2ox5{%(ly+fS1POoKjVsTHpBdF}_} zg``f|@wXuFAXrOEhvkjw7QKG!?#$3rzZpR4P5TI2%W-jxHsM(Hd;&-ubpiP{qF!eK zBhqBtPn#pTn2P9@f^Do-2cFcva02OMz2_gZ{pd@aUi~VUk0RKmTt4JIKdj2I9B!^@9zjF#^scVUR_Kl6@}`cy@On#d;Aqd z-_KpRWM>%*XW0;LWVQ3$8xIVqY7=F?-kqCrvX$jwe`!C~{#A$KOkt?KTzaNErU}z< zx?_7f;|_|h$)g-@A2A39@*?e0n}lrSNtWjU=ONH~kF^4n;9mF{1Y^3B$&*x9L5=bD zJ!z19BMcOE9pe5DMBjnv)!P`49>D4EI{rcre9mxgvO!lJUi%R7 zBCgBpm@-Z9M#5^YL)=ToymORIj0x|tY)C)xh_n$wEU~vrPDQ+seKK-FR7-RBm->fhXu7P ze+_)Pi)zZqZ)A%6EUg()DWdwd22tJG>s-^8mn9g0W|Q65iAdQP$IhwTH8w$|a(4@Z z_hQz*&=racwdABud6Qs0m8Pfo6@lf5CtXIiX1+g4=hC{lPbX|;!Q{S$`*_<>K9d8; z3BCgJw_wUez0#-aMP2H#8;R>_9U*i>F6u&$n+-$Ab7(IPl8PhNX|QyR^uC5_DL?y> zAxlA*i1Ij3Hs>w{guPC6;G~6!_3Kdti9%%N<>5CeVoHqvI53|25d8W zSO?DzD`MK+xTU2y6whKEDSMa9+7ss&Z|Ah!X}~~O-I4+uqpGjb7;v5LO@_N$2Q2?@ zY6O3>B@!npd%)V=?~mfw!k86B=k@M^^!KIsN3Spx7;14*C515L7W;vKF|RQXc)~Q>1J8X(J{=#fDOCB zO~KRUj|;&rw4$fx@$>T-8LpLFosSOY9mc4J6e>sQL*b) zLf013!-*;}Ls4o|(_Cj*^+6*|23-e$@e+t2+@2+B04!G-qI6trc|vDTlj#O|5Y|pk z5>wjqHPkNzFn1OqcA;ybTdI#DUJW$B3w;YP%^^?mJl=!0_?tXH8_b90F>4ALqeTB=>MBvsnsIwo)NxNoKMV*YkZ6-9u=K7KVD}TdKiH_d z2u@x>grY*RI;oE+3OQwtc)WpzlX^4ECmw~In`{*p#r4a({+r(Vl_-Uw8Z4_WUPT@I ziJ~{SxW4W{-ME=sW5Pp{>TejK_k<$zdZ|E4@E@ZNfA5yj}nwyGzdZd+NyD?<71o1e5w z)dSA|f%D~AUFbb|0~_7oQRurB2%zmSI2gTD!~@RBM6t6TVhevm^tYvZA3C?@X|q>^ zugCHgY?>a{EjKEE2TJ8%AGCL*ve#mbt~l!(^$8F{lr=W&W55|&>DT-xrf+|g^Aplv z-HY5_LI6SL!(B-TgSE6a!Tx%DyER?AnO=$Yi;ZXr0>V$)*Ifv;b{URu?xc32kruGu z($atSJ~D6?nVyMmC4^7AiZR3sQ|Y3%PM`@=>NcNS;F?qJCuen+6qCy#mTDr5T`^Dp zt#;!dYuZ1**Hw^ulxkmQ#=G$A(Bb5W*t88z60O|%m;L&G@uW-z5Vs}Ta{V6hC%g5h zn(3ckB+;D!{*79i!L=wgIO$mbt^8k~Z#TQ$Tqlc)hQ?>-cDvH)Inke3Q5fOYhz`BN z@9qE-=Xy)nO!YnB-H(5LYX13${`#*o6oS;_;E-4@(3<}iWS-{2@}~gCE<{FNK45vY z(m-|-&i4Et@rOG^#6aTW=bOs$vz*domFb~&f0F+uG=7lh&maHaZv(wEOhhl`)~}_d z74+zH57S?NjvMoQ}!zMh}VTaSN+@_YnX0C<63O>}&wzukJiCz6xk&a)4^=q&pgq!50<^Ee?Kq z7tM3OokJtpYV`DE*Sax`LHOBQ- zb z+#i2iQvc>5mk?npYc-!Xe*48Qc?N=v4)vRFkw3eeSEA&iZhIe|`4Y7NVW-qG%zC73 zfK`a{lMA>g9*1DC@N$*+ImYGv<kb>!}|cI;)Qi@7!dJefiRCbGG9% zShfvn4|YMmPzKy=YqDEIdi$X16bL-TMrj4jOsw(uqFTJrR~kw!GqX%J;Iy;2Z;Y>t zCb}u5%x-`k#(mgB2L_~J`+_Tl2^+MBlCC@SG2r>~#(cdBx020)O3%trM#({tJSLe! z*U0cRUgM4UP6E`q0$gLtFoxq-3_SO8*2?Ul6fVZfQ;31WeLzNj0J{O3S<7?P(^&LY z@Ve%I&IyX{5~lXMtvpJl0-rQSW}WjDQCq!d$agvXozZlk0Fw#Cm_Ckkoz-|@D34xg z;q*2kW8BsJVo)-}_&-~8)%XwN<)r5|QzfKgPKbT7m|!e3+scCe6aG3y&4j}r)Ogw z<~fP?KfCR3=<^XgEpeE}3;jl5CN>M@fIce^1LR>pm;&;M+7@6Y3)9~&PR%MuU*ER| z`h}Mb^0)ww5q^TJ3!n-A~QnuX@B!P#ydSBcwfqj2M!l>rG)j)yND2;2KQA4y?{|6&E zAZmLlI2Idpm1huSF}k|~bi>_4Kzb~s%ma+e7Bd(;_vAoH9G{^f>jA`JZn}8wBi@|c zk#PO@xBWinNkaB_0C)M_refcWsShk+QH3dcip`LnjI69fbc1hHUtbJU`oGp^{n1eV z36K7IxZy8TW=5AcKBMybI^yT8Jw`{!CggbzD~w-?UPLCGRZ3zah~HE9pcItryC4|a zu39L$%v^fKqyu6Ak;GaB_bU}XA~cyA1l!C|naidw2DxG)4qZJ@tvgo3OTh2LZMr0hiGaUM^$G5Yrh;VD!o;pc&QX z=_p`_tAPHd6SaF4N&~MMQr$wOPZe1YU6Z|ua|d&b)bUVA*`)&o+9|NQ8jxO@Oqgn- zFKg+iiX%OtiK;1(oKqlXb=Ifpk|%taem~tj-6H)7p=tB&!4tfg_4xKt1)gYyo8mR7 zLu&@7+Xk>>=nN@H5vjK&d}1;SQeImENye$nSQWya($eSCcwcL88k5M>Pq%DN(?jsc z&t>Wo8W0+ZcIum$`dKxA4N+ez5Hr%M!$QV-vz9DBzNifFpYm5Mn-vHGZn{7MhCV%+ z-Sj`fCuvGuGyt+!^ED6_>LLlW?oMYJao1ia5_&GAmf?Zn$jHdDA0dtL%w~e}TX96q zh>w|!sn;vPJ*_Y7E<3Z*ll@}$_OL!+?^TZT$~J<~(3+c2$!|9kBR*h-!U{WRw9Ud9 zCEZ~5mnLhSt5<=#amyv#@EC|Fo+s?jKGnbf;Nqe;{yP6hUosUGie&*UH_d)EzyS0H zWrnBATOs^D#r2XD~Sw2H~DdT9pcfo|7w3Zyi59C&; z16L{!5U45PbaBc!Y232`g)NY%5l2);)K}bsnuEkpgf`9)OQr*Kr>Zc$gi+_7V=;d2=X;3AnW=PQnYi#9LfI68xJPXXJ?ia?gem~e$!ttv5E+y*a}*S|O6x#SnbWxkxtmJ#2QG!#snboAnJpPs>zaB9FewoYxAH<2DYFw@ zR7Pn$XRbQ3K5w*7KL$ffw_S+E50nuWVJz1~P*)m*QP~DRfuVnS&;R|&S9aj4X7ZGj z*oEO9vV+oRi|Cgw&44;vtHijAHJ2&{4jNG(L0Asq6|W=AT8yN|5MIylR3{MQRYqQ-!s1n|(`&PzA*uyov zGWe;*{~_WoLi<3b(A3W~y^m{GK%@k6oBDxRkv~!Wnv9dYA98MbZ;F|SH5l3e?WIVH zai3y;4igZfxB>CNs<%o(;U7aMxx(j4G4Gm+hA|W&Z-OtW2pRj`9Sk-MVN-P#Bi)a7 zqP!iiSPRtkmV(QvyiFhZz0Mc#e1kdm0L_c3PM!S%Cs|$}mteQZLG6=-BOn54qHsqg z0iS`BW-Q7=5G!C9%72;iK*q#ur=qYTi2RoSItQ|%@Tz9Q{w0HEBe(kiMK2H@HdHsTAemIUyW(+t zuzzHJX`bXb%cHpK-XKDHj_z1CHGuCpt*w={;Y@yl!xzWJ8FyA&O_dMnKQvCpE$PH< zd@Aobx9f0UwZV7p!SmzWM^)v%OW4tW} z0;bC39--N)bZ3qq{#sVAoFPr~wvQ)@_F@m6eb0o80m-AN`7C{Ohe;v`Ec128SGVTs zUIv!8y6;|*CP}eO(QtB`s+JUKcPv>K3;o2wxan_M9-b7Ey7Q~P1p7~7(3#mQiI42c z1L;x{bk2qKO^fQ!(lu(g;$?S#>(TK{jCUDi?0KHnSJsHqyt$Aselw9G(!p-wjt(iG zS*GgrWzi$CSN(^}NZb88-JrsX8HroW?~<>x6hQrj6Dq5Nz9!=JWSY)?13PaMTcMB@rxB&OiEXYuWNp(G&no6Xw!XM6f z4axq^ED4t%4aOw6EYxWMQ-@SPxiyUuozm`IViuaPtQL&RZ39TQ5<;zAt$bhzNn5tc zeo}6@9*Svheb42@33Fo>6J){#r`4&kS)}^1mQoT+$bZhfK}dAq3NVmEiPx}HSyp~l zSytE!E)jXR_7U}DR#jH}ZZqiZ6t15Rhq{=H5kGJ(8ZVt0ZUP%lDThG!gyV+0q8 z+stLxhv{1m&#peBh~G@{^tfTAV$nWSY+)pBTNd>Qf8+=K=AC$w$zc;5UJ@>H(0~FN zPNq@c+f&s6#C#HNsM|M|OgCFP%qBD|{Un;}kB*8x?#wJTctzoJ6Xu;|432Iq&biNy z?n#P6&b~iP#)K3F<15(_;xP^`fS(|hEMWb2lG$ySzW+3#bL|k4^F!1YzrUOPW)CvD z@RBE3!OnblV{gubNllL!-bXVxBIF^$Vqq4IFF4d3lwK+p64hba+$1KMyI3~yN%u%tt^##VU=h$TNaQj%7Z&^Wnu?dDMSiw#`bKx4j@`6U{jsWCXJ zVGmU#n5#HURFmJa#771HzYJ^mLbnd8WvoQ6&wYg9Enl^3b78_ zNsxFnkn`YU;$^h=hG>9``W3SVlKg#q@%);_f%iCrG~FyLkYPh45mR~u%7^|>efo>3 zx6nQkL`@-l9ofEOvaYn8sS@3s&h-|fA(WGpv%^4Mv5+U$Yzot2^by9Ta5GW0vLDn8 zdrx4JDYs&Ujf{}_?yRA`^~q&0aO4^8YS%7^ zgIlvG0WA8LmR2iPcR(h=@FAZvPZf{TDx)4Br``%gwI%G-c2 zn%%Ij8;?(j{wQ~S27>M4TizggkcP)?wjPt)5rIXy4?i_?sK$;Fz-ojj;68BU?aLy= zhJcAh$6fhKT}_L7`KAmMzFC?#_tNhl_?!tX40#&trPiajg6B>XLUy2ftWd$7!th2r`Ma5(P1A+pa33C2Kx`<6 z#Ph&kG4xWKs3b5k;CnUmi%*JKB)Un{X9hl+4}tLg8G88;nsIBxFu0V2!j()tqVlcf zx9@Tt@(+MC^I2CyDS7BTiAXB1;A}*drFiQ=yAGwl*D{`aalk(Ja~t_=Yj6mr&@A~= z>#rSwZY)cs4O7SO&pGMm)hdy-`r&n6j{;LfIiPsRTIa<#e`++*uPX}!`_59_>iPow zpv%L!6kHPC^1@s_-{Ej<`1 zvgjhpR!mcT6Qw|hbyJ-XJy3XRs6$>7GmB}(yf6HOY7Ao>k2x-kYpRHnJGNsf;1dvX z+y)dmQa^R)n@zKfEc*h#H8L{O8uJ#xEKe0cRsi=AFzuuw)L}y{$mnO5uX(`_ zt)Vrml_!gpgJ77@(gt5DETsP#h{|*JoTpBlfJa?a8B|GmBj`{v5yVqQ%4X>IsJJ#| z(()YY+AL|LXb4n<&}7g4#xfg|wV4!4li&zZZ((Rjozq}VzqYjOtyV*%o?@5X6k}K+ zwNfmK)?ne)4N>?@Ob1b?JrgdHI|lw7I6>V=yKM>Afvn^CXheTpUYdNU1DsJQ&i++7 zAdsvOs0If6r2VftnJK4(n>L zZ+yl&wXKzGP?hcti4@pl)TJ%RME(sq_XjEPuh1^8B|_zl^h^fsrBDgY!?$;Hom2G& z^+Sji+na~Rpt~&VrWzQuqOB6k!Q3B_CJ)WXNpPI?qT=ssb`#;Z=o{>8BgDj=ENm;C z-QFndv&UQA=B#^wP@d9d(_%9vR4HOjpopf$UeSzhs%X8vg6h#T(cOSvW+hM%qphYK zj~2tw90SU10Pp(Sj}XDBLfq$Bzwtne(a@uCiRS+`c;*6)UXLZVakOZY8+` zh-%B|wM1+eRh{8Rmkr^)W@Ss>FR)@+UT8H-wJ%l zwG;;l)r~dyYY9S|jV}FW8KRlwbuaD-mm9uwRZW#WB!bRe1_y0Ug8>q%9tYR_of=|y zD3AB?ssf1r;g`|l+&&eloqED&P|0r6hR_X2L|Tqo_1UG%xQ6BsqG_K8lm#1qI zi|UHtea;NuPCrJ^@#VeaJY6dcWe}-u^qviQtu@Y3MFZdMuGMuL8@atx*ZI2Wy4!8< zzUyf2FqYj`wT6e>&j_JkhNs)b`T(uvF!K7n7=E>IY2{l)CkSeMs*EF$7`D51>pSFQJAY+HeQdemmzNBG<#a= zx`8r!1Pb-JC;z@2mEvizric%2#=J{H;s6VC#Pq2+x8Y|ep=8nS*?V2{CvF8$ae=e# ze4t9TzOY8Ssj4l}C*JL#+`Rs9mzSIMy$7H|5-$@_#CKenuDP$ENfA#X6=gn7$Mi|@ z=Z`ao6HZ)2OX-5?K8JY4QFx~tehYf~kZ>YS(7d#17^F#t$Erl>rLsL+9{i5CE@(ax zf3{);#8kVOkBA99fWas{kauE#%dcrB<^mPqhrG&CjhooVMySxifNeEAvdnqicvK^5 zkeHIg*#%LYB|H150VVb8bXxP(zwLen8$&x6YEH%Mt5$ z2;jzIkasx&jD#?r4QtH@x?U(F#nxaFSn(@h4Zn)3_vsfxpAeV83R zEyOR~C{Y503>a?VunMfv)lptFGYy(6uTyu<~BL{u=`rge!`{3^jHY!$0O zHZ$w)0#ZhV!{4?_5|_jgwSic$BH-YDr=1msZ%=md5Ijh4MTL{A3B@Zgy3~=U0l$e6 zK8aNUEgy^5m|U8V6TsXH@ltc`%hh`ViWT(NBA|rZ0q*m`NOqN++rAf0HXndms{pWA zE+xRARET3$IOrgM20(HD$F_bac-8uU{{_Hx(8OHL`t4^`IiYlhR#e_no*bY?kXZA! zcvDPuhDuBkK4#aUu7hXhgH%51k?wZ00iakG`Ix@ z!x+Su@BtKHC46}mlB0|F6TN`E02uaSS3Eu(MDrE4CPa4_;M{y<`3Kb(nVyPW!`;#p zz~igSZ6c$EU?6ZC=FJf>;kfD*`rmqU8mR)y2XF6k*9YzT0)j}1!_1sn#h#{4#TKGw>^!J&mE9J?54RW1hmD`l#F-FTO_V;0f~}Cs^E~IprGV6A>3;vOly=HZBxg8Ut|BgHjR{b{AMOy=Hh;y zj#b1&%xe^S&O1v39+ehd&~Sa-4CSjat^tJ(WiT`FGmzLm0@y;1-WR7Lurm*Rd6oyVlG+yf@@#?H zbiJtsMBRKmcahZD6DWyn@VOS30Vx1(TSEZU7lB`65Hx{i^YimgYh$;;=a&G+srBIb zbkOs_Qzbg$Z?;J7Pf>N(AtWDgOb>xbMUVdkOjvsy)dhT(?|?PQdbqf&#ncmA1ij}Tlc6GIcu&GKo{dRk zWaXoLO{-aow--^d{uX}iW-}O$G3_$bp7aDC=<)etHcfS0k^L~RZob#bPzIqP7XTgf zk>w^U6RUJLhu`#OyLbnA3doq5-{(+IoI7S0a0DA%*$>5U-B}vXAn_i|ZZSZSK>i8K zA6on)6-naRULn3xT$}M^A&m@?nt7?8`>%rNzqp}5mKm@zv4xc$+`wa3S+~6`YSIA{ zSbQZ!CowM065s@T>_AfATyMNVF-^llLmW3(2Qpc{AVPrhWivf=W z6uxS(WpI=IV5Mnvz{Nt6aXvUlh)0RSt&t+@1d?{ePKi9NjG$w{i#ot*x?-0R8hEjV z!VM0xRKW>;%_yvsYB?}qZkJ*yLhV!uE&R+7#^2m`f0%!Hwz@M5BomG}Ji99dmAL=z zUK@y@ngcy_h>Q9FC@(e-xJk|?NJU`24Fk_+IC*GY$W};UtH+=lSbYcR1D`roPwrrM zqHeHk>>&wU9b4y&t{Ei|^(YQaO(s|TAx`)&Rs;SIR|2$ENqSh>0nmAX1)=1{RnPmd zu<6z{Zc#WgKh_$-8I}#y`X}U;q8w8bvHgtflf}Fvtb#8vkLfA*aTq16wG3=VK4_X! zQVh-_+jylVtYh9lwUD#9E&m57e(XPwHhQeHL7K-i;XAM-!vlz)M6 z{o{fCkKeySP;lu%UEizY5!JtaRh^ozN_Z__U#Tr$04D=`4@o2#o2`ksX-JQ{)DX~r zK`bn(PW^;sNA-%`5>^m((R?DVxFPH;wXxM(|A;e6uV6j?zb!CqZ}gCy9#h?`c_o~a5u4jRIv>RwNi~W7GYjBRkslDM zWWGJzT_qa^^37sC^Bq;RbbEbsZ%E zwHX;ue2_l-;do!>2!vT7ivj!oLh+zej?7=feL*|>__bVM01(dj15HIbzDObgS_|cM zQhHH->_UIg)*OxAA4Z_xg>0*07$0gzmVj;RFzW3aQ--)rCtV4X}03c+SL1=@Sq4lum>2bEy5w7O}Q(@yn zW2t243G9{A7+`J{l4{Txruu(xRR6HXqd4$;mZk8|1ujF&>{W<0Ocb1l8o(YFauL4- z;;>6#1af%f+CB(C;$&`s8bK*p8=*3+&w=Ur1N2#>H8qZM{mQ^qBN{AKbukcFjsrwo zBT}ef9<)-)b@+%4PMjm)nv@=bG@!%^a5-Px4Kh?oRIEM)BbQyFDqsS7>U9AjIEx#8 ztg*Ty-Oa~Qh==JYWgt3?Bv(xWm6rc>OAM#x)%8*^RZIy;Y~08FsUxd`(^Wz+--+IZ zB)~sg4G3V%3$d}6C{6AyFqcXJAb(yW-$9x}#6ifqmWH$r;XZgcBT^aH&tl{`PGX=~ zz_T0~N?Y;_jLbN@Pvt_xG3<*8zH@mO6h9d!hF;EiJ<3^0G$3@fP1`5f~+=B(!KT`|A*y#MIv11l;c)a#y#WddXp2hPYl&BV;(&?smb zlxvelGt#P*D2}M4DXyuw=k^u(8_1_fD`b_4oNNY6Kw$U9c5F_8iI;pkqKxe$tcE92 zaC<&ssS@+9WHiw~Mu*(wYk=w(#UxDTaClGfRFF{OqF3Bz9adNE!Z1CFbr-BJ0%_@c zf;m?mccUt5Sj0ZR`b<8xeN1aBQBKG?mTO{kUt@~CjOG-<*vJQ zQ3sj@^)mNPuxbi<;WST1OqWmFMUA8OP7u5O1}Uo$2|y~R$KlT0!zqHwtPGSFp?s;r zuEvPW0J?#c5;6$23zY}amk^PbzF`ev;|2RL;W#pynn*NewXR*_o76JPLv3pPt#hkj z1*N;7tgGVDS9(eEtD}X#K2>w$XFn7|Wx4BgGC5*{9qZwnO}FH>%=B2EQSvz!%ip#z zANVX>Q|U!+&4mKKU3nNz^hp zlC}nSaHT=5Y^yrnR}3n2Toq13OSgDl|G(T5%m}XTP%ZO)e5tbh@TRihBh(ieLh{-h zSsGq9USS;SNqp#_y3t(i?knCGYvUd1YPz^OS+>6xi@yK%td*W299_)W9CPkq`|_x> z^V3LX2n*j+mLZ-t`LP8>De3jHMY1Vw_Lx>n&K!|uisE4?-g3Mvhy}`ly`P;L0#*jJe9aT4? z6r#qas;$QIrn*A89Ww#Q?qVOG>4i*b#61&DLR2zm(*UL>WFE|`{tcfH8Y%M}XeBur z>(pH9tv=K5H0tUVjC(f?;|Pi(-3xV3sS| zh&n(XWil@M+|uQI37SOC2BMN4Q;%=Y!%#AA<~R5=m

o1mRLnd07+#Q1zrv05{d zWG3mpFl^}y@4nEdV{4)bH1~*7YNN!8F+YSVShGKxnhMX6#nyVQ^PA^z?-U}3TLl;W z;S@{*Df4`J1_BPOQ0iRm*lzWgTX7m;*uVq+eL&K_=*LGUayLjwB{Q{>*;DX6iJB$c ztRFPgBNrd$!YuJ~o{;E8d@$Php-@TP5W)~cV|R&9WuBvoK7%i)Zg$FjcZ7kFR`OPk z+p1U%nz@6;wU-xdEhb42_hbG$tOTUnrYTp94Nwq&c)4F?n9Uq0rIf9y^Kf5z-{qkYj{8PuDP&(*$0IJ9)0Juj85G|WCp-2mLQxl{&r6XNbKE+GrefPQNzIX3E$M+vUOmJmot~tl}+5l6svhfjD3d+2M z3rt%(Blv5a4!y!Y`o$hsJu(v%P@FdAHk~%*p2D275ql-b^crnUQ%mEAcI?jP$l+pU zWU#SG6H~jXHk^Yv6Xxw_)&q$i5cny*?ZwM}BJGcGqcY2$(M-LXs>~YE{6ldW4Y>g7 zwqfflG{$jHoe=}-PjWrdb~Clu^Nf;rv&Rp-WZDdTMdxrYiOfQR_1jkJ1?M`$N=+r% zN@xAtSnoJ0uF#zs@e)4Q>7f3Zs=OPOT*d=>mZZyMJcoM1^2zL_-7L0Ku%e<3nXp+L ze5%!yfs+4f=CNr<=GkJ0sWOpN<&9kj*O@gwq&={a#VcSRIs@w#r0?DQTdqs+;}!r?4|{P8IvTW zA8KDYdY$6Z)GfcEBdcJI4^285bF3pGRCTdyrfpQ4rOys{E1d7Mb3WUmj-yc#sJg`D zGzdVF6x=Q--6dNR{%8rVtSC;X+5$i&B@lz-qk3f|oBM$_E1Sw=T?V&WceJ;VFS3R{ zy}jNcst*_EBNW6Cbq+_3+4Pq=N;~GP*TL`eO2C6Xffc8qYb z#SkesGez$w){5x;NonyZ*ig=P!0ItIon`VGeKU`M zGNmWGL4F$PmA=Dt_Hbr!U2(h~)Qzj8x&avg#%uQ+RvqF$?y_#vu!PmE`(0?O{R5;kE8M z0aTsx4;K1`3B~Pc0Qfr(8W=syY_W9{=ISSz&>0j(0|84MHS}lD@%}g!h@w7k zd9sgK>l650-`{>@+e!0Si$K@HGLQ-?bBJnrcVchbK>+ zA$5k~zz`In7Q?_(l_J~zvbn()$2S1FC?S(#4zou;b0z@up=TzY0kc)d7hMY-m;fPF~G zM<9)wh_O7dxdsV8Ya7-JKrNae@P9{uwk516U`Fs{xn?gY3qd2cHim4wG67r|x?FCc zpE*@S^9XC1(liYy11(q1k(=9qztX`-kAEHqF<~z%z&MrcBhcig4qL@BK~e2)x~RyG z&Fl53m>s9gAZd*|h<+l#9W(nI80%KUnj_XYB$}fAz?iOORUn-T6}L!ucS-eR#{O_ z8UC)V8|XMKbN3SphfJL1Gp#fi3n)!+x$TpOIii7JQmLlV!E6xzyVCD;*fXJznO<}d zRAn!aRx%^z1T7C44=J`9b0TJkWS>uZ&)CQ)Ku41#R9PitQ6o)R4P3Wv?P;KWI}ea> zops(eAWqkL!Z+kZgGO6{2#Ug__YAPB+8>N^b+mfK;6kP;sUT?@Xrj~()Xda_)MnL` zbFOgTI-33on%E{jrCmawL)SH(0{~rXDGS5@V0uJj4h%8r2-DVHpbq0+=gJP6q|4OA z2n33`;rOASF`ZZ;5Zc?`8ac8F18I7Fl5oi>)#)64I6ZV9kPmW%vdvDD)_C^JJ+3J@ zl9Z33Ws~blJ~856uRvJ`0@;G2=`14qHEW^jC{4^Nh$u=O=6Ncy20DZLbmBImaM4Mr z!|_K8@3kstATUP16a{4Cg+?YeB4Z8O19XA2^mM;~S&UYsdJ$&;+#pGvDSoOoY6bSF z$j|LWBFiECOe=mA#{kSJnb}sVh*=0W*;}=KlVHoeT(jl)w17}>y`QRthUyog%M7q^ zVgOI!W}sulY=WS248j@ykWMKO$AAvUQq9JdH3e|qGa5`h&D@Cf%evAJ!O3ipu@{!= zMQ)UjxM@%2D)h^}5l)DfvSZhnH`O_zrlLT(9=3 z=GaJWqUJ}h?pA#2-S%T+_KjT>ISE29OUS?K89ET9G$y| z>q79s6uUlNs3!9C5JQy@NWIWH$J-%p%iAk?$U$WkiLLt);qs}Spot%i;T{7h6WGvD z`w5TH!%-z^TkV**8;vS8nB*XXHy6YmjMe35E4%)3$A zJl37y*wOk(*+%ULBG7IkN#XR*B;_mpc5%;an{~5q_p|@1%*3kQp4nw^XKQzogWa-3lJVx*++$77G}x` zH+6~amCZWeh)?%en=V``ogy(kC~X%7}6MR(E{a2L$|Fn)OEdreI4T2}DV^ zM-*H7^HdjrMq2u2K>Y9`kIx?T(y~Jhkv$AXcS`4c+jG__<%*$>hXLk?tehV9;SF_i=M?l86hb!ME&|h9ReY*Xw=TWCpo|S6t0c+hL zHhp=gyKRphz@$HY9BMTmm!$=Zo>TpE6?~!!!35m@7WQ^Xd(L3j7@vZ+3&*cky*SgPG#;UUe z{A@Ox_xa?1y|{n+KmNs!FBfSI97U?V9H#%p3;)Lt$-e=)eN3o|Z%Z{qyxd?q%gma^mNJ>ubZ6e>LqVu)E(IpH3(pZzwf^E~$y6LRbY5 zf;i=;_D`hIF0=_$tkTp$8>!==4w-?HeMOc^TEu#w=t?AyeWUZuJ#gV(h?l*{0SJP&^M@aUw=N)Wo+iN6O^k-l$!OY*Btp9TVCng6UF zLmT8)YUl>}Ns|%=fg)lM5Y8ZxMO_*M|3f5QOiX}7*Q7oua1huXd;yJu2lWFUVC_wS zk8T1zi3;Fq@W7$k^9z_~bA>u0iQx9@#M59wcR~k((V6c8peaQa8PLDw%4UMYfV8d> zug229Zw|<^@An}=0>AT^1niL0zfd}m5hEkL&F;yy=g~k4GVvL7hVCN`J>Lr~H)>mqV zfPSP`;`mRD=y$FwWL@K0R@FggJ`_VL2d`5iuvk6d;ZEM0AFbNR+$5>F9*C^SIDUTF znAz9Chnr4|AA(96c`E&E2>$I&=A{|U8y1x(S5v*MLl((XVN+5nhDvXLQ% zWph9?0%mt3^J)peKZ=10L`f!7pR@(iU%q^LD+#CobIL&u9#b5f!i#t5Uyndk1*OXe zebiYhwhN%~kXb5WQw)#>#Nc*zT|BD{X860jD*!*@>l6z-0e5_Lc6%XnX96jkw!JjM z2r(9s^I4<-PIk&w>DwTz;5cf5r$neGek&@~6+AjTxG;fVT@M8mX_+Ym~ zzz1(hWE%4O*l(@>kPV%e>wa$Cvwz<7m#nncz84r|DKifN>bnUz30M{Phq}W7XuyZQ zYAN?Es~aoMr}N^fz^!+8gg58E3Yq~%NQ-<7fLp!?Yi&)g72g_sB z77%n=@2<~G07(`ViL`wKwtm_d?7)5RF=UsVGXsQA7CU>_|I7?O(3MT#{`W)CoTYY^yFJ0Sdz_DyQ#W#``w)| z8mM}h1B1N#|Le`7T5w1LynhbDe9ES zXjAQn&dNd0iDB>z-%JPcA@bQ6NG5PKcr3iH2nYLlt`FptOC%|{*GXqnt9n$wepMMh z%eGepjyIE!51f90OS}IR>5*RPtCOWW`G`ac1EOCA*n)cH4*=_T36RBdFy6f^g-Oy8 zH@ODnec=G$3k5d+?A;L%yx<64!F+zcfb<8qF-F)<~!Mk}}db!24{82iP`#5}Qq)?ky-BAb=9onppc9m)^@TlaY&E|Nhj zV9QBLY`!dd878M>1-O9nA7<2%1m;+mJpi5Z(Y!!%SVJL7fK}Dn3Dr6~>8vkUPPE!Kh(+Lq@1bY~Akd8swL7l;CpJ7tB>7xs zuwu!6e?{G8FcJdWY%%SGKunWjPqJkYW|18zmg|g$SQMTp0hcZLtb~yd^T$5K$%+?} zbP@uRHZNqo?@#Jp0BR>qGjxNKEznr}gk)VoX87@(X$?(7K{`i2U-Dcfp`Hd^dp082 z;Qs4CW^q%F$Y~?FDA4z`QCI5Q17$sRpWHDJKh0#~Pnr^E(`b^i50Xa1K+aJFfZ-y7 zcOrr{m&El!T8sWhQ>CdKNqV3R7HQJ}z|pu>pm^v`Qw$QGxoTUxQS;re>7!|-hxJ{J z0?~|n1xnfW%hvK~dAhTh64T$>>kWn}9Lti*nP631Iw^{ z-9v3&HBOD5w^|q{u+D$lX@f3vN0ruzK!K{%k(`)lipVSY(Eg4dVccxTZ4`Pd+Ys>; zgceNwTm$|+>Ov3%k+j4R0;vK9fHIzQLm$GpQPVe4L1m)9?#TuPE_6`h5-R$pAWqMS zc+JN4R-i1^^%S0?ekJhXdii$}^{q8s3k+5_*-=x#*{Ss_U*nGXwDa^mxFqy7Tx72X zCmC768uh@+p+DhnbFgMm<1p!%v;*a_`>^1QsEfYe@|U^XMD###|s6P{t0 z*pJuP6R%w`%J#Ckt`jaEKplWCL?;R$hScZnE)W@Em>jIECVul6+a18$ay}k>aWXBv zU>~EWI;5s!iT`SA9{zaiOFW3S~gTt=g4H9NZ6{a*& zBJ}M$IXT5GN4w29oSGP;QrAj?_}d8s7XGf7n0)O_gh6g`{ZyPB=4DsPM7uog`5t&T zV?UX5Jj}pKS!c5aGSS60+k9PNSS@YVqJNcC@sE0l!XzQynS+ z2vtalu|^|AB`+0qn^xrm#EEcWGTGCF=fp63cCt?cJ(w7THMxU#GaL zS3zv-*IV&xFrP_BFzFCekl(#S6UZdznm}Ly=nNARNkA^}6mDj6mVQSb1nTB1GNls? zE_Q=wLXhx@qMf)#YLOz0EdwRqpKfjRHB~}g;cad+>m?nCMrM%z-EXQp&Bm=6P&ZjCk9he0$cpHZPI!-% zTXqP<)eR) z$9_>)RK*KgBy3>PAa-wBYw?=i|$eBZ^ zAhZWR+Y~wR!1l0szT^&xUE*WfhqCW#J}OLe7Sim{>|GUkPehlX*U`%a&#t>!W^a5q zyjH8@gG5nGaw1y&o6q(YjAzG!Cn&@;4i2PQa}M^GYvttOj~lLZw`%OJWL znNyrQe$uor>J|AA%76jn_WJ4W=Kz2rE?CC=i9LV{_dm%}a$lnJi-5T8Gd1ezQtlRe zIF5SpN_)_&bfurLGttrNe25d+N?;bWqe+l}#)8gMJ z_tkB5K94CcUaO1he(WdOqP`Z`OV|id^qn4f#8u2YDp<0qdfJe)@(10Lw zV;66~Ss7=hpKF7g!BArN5a&R`i1Xg#Y=ib$6Vz$V&ime^yt>)YFTw zJxfKu9znJ%kM$$qbQsL%se=s-4L^O?p1p^=l1L*RY^9Qhh#{o~F)jmpSkjkdp~_Kx zCOATqnUQ@{%xBuZRcp(__p_2~g82*BH$YiLokfb$dtJyhSKHrOm%cFOK%RdI$&&dS5Ku!4XaaX9Q@u2VNOvub zLdg8%Re3OMR!eydbobX57khHFegC6W!KcZ1DVN%JVjOjR2EhOoNkSz>Gf2?U#f0bS zrZOA>LQK(Rq+A$q%jdNyEXrL>E5Syt3p+DQPd@~ks5Lmp^A%}Dhduy5 zIJ)^e*x$fVp0r1rb&);d4qZC%HP8+uYNBrG762&WhK=CORp2(j_vITUat8oKd?*lD zh92)`9&2Ias*Xuio+o@54Yj6r$ zgJ7?p2Ov|94OBl&vw+w%*<2Y{Dr;2j1NOX@%$a52%8=Cob=L=wDM$G=vX7z)@hmqM zSdPO<)*d0tI{9xAk74Bo_;198|Y}bA;*)9^_m0JfglJw3;lpm z#0>IidpUhr^|RWaO(Z6pa7`XK4Y(4 zCJ-G4#*wfAz~dRhVV*MR_+Y}_4nF;M)IT6l%7Q~@Y12ciJ zokgKZi46pxg0#^<5Ssyt;c1ezC ztO6Z*{>9}P<`PdTZvt0r4Y3R?(ldMC0AhxT_-PB;W+&FjfxaB7Q2S78@<~v$bFZbi zbR&XzEw+H6BjyLnq|w}Br*fp zaJB6ND32dd*+PA?X94%mi)PXLeaOr%>QCmUqhR+|^_^H;^RP)b-O1AU3?@zZH?I2( zqMGrM>9=iW2mWzvJz6xuNd6bXr<8;0$ADD8)WjF9W}d{AvxX*00^$6-I0rd~0et{f z>CM-zvMP%?i=3|*RUx=uF6xk&XUq@{ApXMNtoep_mJh05sM3oQ9M7EUY75(Em7DW) z*)>xXDad4pa)41>GErT@YmC7(2~9txwx4ZR1x?gtI|DA@k>c})v$~HZx@C`+Uyq-+ zZH?2mr1&naw5|BVcX4Htl5}b*225*Ku8dVTL0@Y`JcE@gD7o*{V&)PQEQhTMh4VBx zO66*Yc?Q5Yaf`qxe~;^AKfEaTucP0fjv{GOu58sTh^XjJ{T){1v@TQU^2xc6)Rchf zpV{L~W~HDdnA3YK8kOlhvFo%84Iw^NU@7t*^34QMgR-)vmngwE(0^~hAiijT zv8G&_R*BtyDv&PoJnA7nwx{(rzTNXR|O&wXss(W3Fv z(Q*j8P1Q;|wI2UO zRfhIXfe8%=4a4*Subi9;fDLY@p(d2+C&w@E=hK^tg>T%3EKI0G;KA@r0EVUel#=vE zEd51P=GESEGYSzl)h^&LQLszj@SXs2XQwfsd+^lL#a*g!A7@+Nlgn$pQHk{{0B9AZ z@zFs(a2G__YQ%@%|N1T>mPIo3McMr@a6N|vU5zPuHWU#=mqPCM7wqy4DEyW~CIqJn zFkGR|=OrWzm;Wp|bqLzI9tbMKNvCeW=4*Ccu63!pwb(zA3eZhwe&u%{rl7fhf=4hk zmPIO@)OlV7b7{b({;|3IO>Rl>_FH-|_nzg=K2f}z8+(~%ujpvL2%}jG5K;X|);uz;L1^Jx3 ztn$8Mtg-k%4n5dP7__9$53Q-DD7jm_G0)ShJPK#gD;{KTnbb{{;&V#bd8;w;>}Xr{ zqz}lH%DSC|lX4%Xf2)4I8caT)STdkWObQ&L zos{^Eu|bX3{3XWGTy8DWmsB11)P&SE9o|7q`(q9{QlTHE;#^&0mb}=`Y(4~K9Ip>W z?S~T3iP5vb7+QkleCC^*ZlzGQn)1P8PiebYT?KMHlD+1$Y?n5s-B#Yi;gFi@$zi#4 zKZEeST7bqo! zbz?`VgW_8UsS`(92W3@f{jPMTC@RP^p7!B(P<5J(+O<0Xc`usE>mQ|k;9T1=rnONa zI{lg*2n`EHp6RHfI_7zelU2y1NI}&)%^r#=6q8?-{&?Nbj2AFTn*wGgMuz_LuQmjc zU5*be7fj826j~eJ42Mv^N$ZsiXqaQ>YtCNUivcP+@eaI$ zxJ$M!x78MV3>FED{mIP}AWP!Rv_0Z|Fow8cui(X2BBz8M0?}JMJSe>D#T8g@fT1p06%iXQbFx0SY^v4ex z{pO*4bujzT{=0@Z)RuER(v`=bidGA05t{4Z_Gaoj>M6Vo;mq`1Zoc4y;Agq$_wfGYL zG*;FjnO9`K#C@dDoHp#;t@q3f%|gAGCo@t~=8g>MEm+%PFT}P7T*b*z+lINn=HJ4U zF>x|IM<}b?=cWr5*1#8|ad0LSI?PmbQJis5Y()&(1bYQ%s>*u4Af{hCW%eOz2<5e9 z&pn@OsHy%ugUQZS)matMDl2BMmcclsv@>SL(XhQRu4HE$u24d~-zZ&}Zs=Gi-z9*P zbul@M*t2JK*C^END87Mg^-pcl=|VA8u^OgT@!8{)#gn5Prkes~oV~+*#h0M(w^7dL zDQkjiBFeO_0~=qeo1ID~$x|KntO65fu=^|=`r>URu74pG|8Gg~-)}oNSU}&=BMEIK zsqS8;(OnzN-i&7Qqk+@N(p<0BD3MGy<73b4%J6qw0Z8wSS7MkSDpU&ev+9(aphuBqi>cXJIa)bh0XJ&$@8;Brmi_wYjGj^Sz8y@GIM>SHdF3+aa zl{A|LU$N@+BM@eVXlzPBr_7nj%KOcc+&s`^FE&#)C+6#^@T=$AG#A@Dh;%FqPd_5^ z>Sl+X>G%fW471LfC>e)|y4~mZZr*W{wjWA!b~${-ue;@L0=<^VlZwP}Vr7)?ck3i9 z5vGY5Ye*#|=Jdgsez0tTc_}Yp?ag;iUsvJK_L*@|W%S{Wd_dvWqRk-iP8GTCMI{gEFBnO{z2+MHPan{e zxr~%5pKJAX6D(BmdN+k_T>XHNVqiA2%k5Ji>)aL7N9IHelunHNp*3UB^ToIYI>MHX zFvW=G7W?c+o-@r$$|nz$JJ0qg*&hDgIC*u$y3PM|qmqD%C*cdr;}xQ}VqP6&?PT&I9`h`SF}eGlsu#6T zdGigZLLS)?BG}A8oVKy->{IGO_xJ&Vk2dc(31B({6JP$abDfZu^1eci_}q-o{^fg` z(ruBrA@|)CJ6u1e3UWP@>Q1@)ct$9p3C6}gCs@ec_i4 zg9Xs?2?cR99UjcFOghA-4EbmiZFIK2`)$mfg&)(h;KWRycx71*b5FqoSJ`j4w-r^GU5#d4=CT<~V=29&Tk)f+WWDoJR53@7pQvybKL0Z}oG$B7Pg- z82UuG8D|_jB~zh)O!Q5kxpZWZmHzCMnN?)5nRsh!npCulPqQzUWj0R64z(HcK=&{X zRw{;ln%{Ak^GyFGZ1}wvnRq@tsLZjr>*H%B@j1sy?-=(HLPQ={5B;S|HX7`dU(8=b(vezA2cs$)Mxk2CI>GGo!t`(DLZrYZs!#uqJ6Lg2gFKa^dPyz*6!+lxq^Y}b)8?H*W3XQT~m+c=gBzQzfKes+sOE~3^}V&FnO zZuLipiS6g=Pob5T>OgRy*7HK`QN#9dg~N(?_ztEers-ol!%5~Wta31r0%(m4LzINt z7oQr$kXOUcH3+|6ypT*%?A0Car6&~8xcy05;bk8)*@#_$-$Nj6?7MtxJSOm;U#Z22 zfx#0u(^;E_Ax)F~aOgLDwyBvB9iNWo8Yg8_kUJ|7Q=PU>feFRgzN!UnYxb_KD_2a@ zqNW);an}xMel@-a9ww6t_w&3Tk1QR#-&*D?R;V;j>o6nj5MfQNcE6wAIlRg))=O!P zqom^gH(8gs1u{QoG&Ahcx^q$3(i-zd*Iqqv$t!o3yEc8|FLQvgN2MVdT7G$RxOogg zMw}Su9D#+$diCXXt!#&j#__)_*p!aUDdjz9Eb7P`!nxxXb>-T7nxAs$rxDq^FQ&Lg zyIOcHm1P;tbqV;G-2Ly%j{o7efU3SFHi4U$G(G>XZK=Ki)u)^nk{J`GPbh?<$2 zfjQ*#UDZ3G_nP(L7ZY8RB?+%$4p1I9hNw>)!~%EbVdu?arasRzYPZU zLXKahO!xw1U#nmJEzg3hA$>FxRgdIAg4M3qy)PGZksLAQk=uAO7=z3+m&SXOhnj_` z2xLK&t@C)6iV52SdM1U~y^WTeG=+nzoz-&nj$Vh%ke&|b6IGHk00 z(>Onw`9l4gI^3ZyG7zv0PNU+$*RU9w>HmFL{#@T`-ldJGKHcNAdspUAN9b5n|Mu_n zq0aDx#9z!`AQ=Tkfv_!^6}!jblp75jp)xi{?LM75rUNmPDO;*XeJaIse)t0}c<(>~ zRy?srXS`s13w8;vP3LvDRDkyP1c29ma$AMZ_Q;5;^N?!UKH6)ymZ@h(%?%xeqt_Q2 zQVf0El9Wd@&=L0;CMRx|0f;X`?Eck!4qG4!;_Xa+kVA@E=*ws@>+cfuGrq zo)mww@C*>&PZlTmLnI@&F~~|kml&Zh2zuUkFk0A6r`P;PTuD7{hDn+Nr5~Im-Yni{5#QRTVVHn zI6c50U4yWz3;6N5xxhG6(K={)DDUA)vCyXi&B5f>qju?Uz?ove89j{1QD0S?U+S%J zf5X5I)$xkkN;zBjD}I|ZNIxAu^Q}a^@u4++G`3y@sdvAn3PL{>CV^XQ2P71kYbyUO zs3=JJ$@kNy4;yJK!92qrS*fsVHlV^}oUhC|S=3yLx#wOjOnfvI%Z-7~z*i#6G-oO5 zonIlk(tMWsh3yiSX~XQMEu}fHRKy-82Ku=dh|Al{s3*Cx&plCq%PfhlP)rL?21a(G z*pZBD4^@fTu^h1ldb#%}ZFLamj;9s2xha|Nw67YsZk3+s{)o`g9BS@=;mx47BU@sT zGsriTK=YE|Tf=>0U&4lEr8y;E|0mttCF|5V@+n@u8x@27?_mB{htjMs>G#vY8fZe; zol?v2UT4lU2WgqT)*OqN{J0!E6>F`R^v2Ka^Y}sgM~wrnhH!pIqX1IxwknyeLik!peZp+5#d={fT1g8iRYsl#>2qogR77 ze|R}|x?uJ0LOH1?yqX!wcY0d?VfaQ_Du0(aS#P|~ic_Ml_r;V>Brh92i~9ku_KLCx zDDa%;zS=`k=c?>+BgQKfXGyf|%QPDPpAYX(R2`%Qj$Lc8wdkGpI>>=oyzYvzyfv*I z{hywWgO)rm;jqlIH0OIW6G#7`Ct4Zv{fG{*BUVAG(j~}$oG0vTCoPOtho5A_Tx#4W z#jVD)OAG^Qk?RL(|HMrc7%6QlT)xsxVhNV1Mo$`zXi!ES~X1d(gcDl{4@|dn|Ub8da5z3;Oo)v5Q#^ zwcO3k{BumND(cz<2RKJOwBX_cgiGdT_G4`OVW-2kj?6fXe&KSokF(ElJv=J@el5+` zWDXx;{@$j1deW{X`tpPaeUUXz(%zmI1V@B$V)F@X=>s>kri8}Eux!ThX^s!?vC7fz z{G@+y1}?V|cCue{;{2n2@&#{QM04ehKMweoNijY|CUL#Dr;709KCKe%k7RDk@syeS z#=%^JMfc&RX@py~FvU#%G!52@fByj>ea}MFzT58E$sk4D@J}Y;#_5oXu}6Yh?LZBD z@!o5cDKHrp^POw^^(yHe)PBWv^o^m(2S>wC(kPvV+pD(Xx@%KA1mToV{dv0v< zCM+)<_NpAOGlp!oVK;L{=EtLv9nYP41~j;YO$&d+vJRll-|J{Y>nRure~ z)M0XVqSB7u33NoslYk;OeM8>@(ic>xWJ-dkXRd?jA9Abgn_b;;bA;`&kGiR!OO1=T zpQ_WzUX6Awx?2S|Q+(jKH!I^QisAQk1OT1NQ~vY4l52g@OVsQ`Spo<}kXxSO20V?! z&|VR@qMG zyDtsII%kdWBxmbfcPGBMywwa7vqYuth6OGRDlUCREzHfVO*Lt(R6;4+P*JgX<`9sP z4uoz`6-*I+05V7jqa%ZRjplpJ(ethK9IZpxy&7L!p&np-vAZm7yfk$;OLz9IahkuX zYybBz?K}>W%DMV@Ntn9i(@ADGmKBxaV5h~wt1AVswa;GC2|zDn8T-W+f|ps`Lw&Bu zaz_Q|PIt%-(Sk(j&+q-Wi(#LZit4xS{$RpNfw2=VQA?8Xw#wo5g{FxfcAY||HPS8Z zAMG!SNkVioWhE}4kP^{44lPIDLk8u=3V%r(a$MNAy(h09`RzBi>>Gg0`Ot+zYLUpC z9CCXNB+fJm$)}f+kgY{N&TM$YoN30c*&x&i_e&&>miLKU6aT$B(0*X9IuGP0c1c9O zvOf~PP4TJk`rZsHMiA&JIkzD;_VN*taud&t$%atq7=k29I_BCiQ0j8`6e@efx}vW< zobksAzmkB7pvcxg^1tU|htfff5=)Ym3^(x`-F!~ikFmDI$hY)1+DzfL3fWH0gN=p^ zJa@Pe?BHm-UY}M{S;|Hv_-zc51BV%^vO!IF zOmE#uDxnEr8p!r#r*#?OHzP^Ywc6XOBF8me6K|+Hv<~rF@Erlq1Rv#=$+T)_^W8Ot z5XjFO&&5-wjEb7LdjI)+16Zpu08c*4L^q_`oUxm>ue=)RO`R>L`sXwwr-I1w_OH!d z2XM(r)nc`p_v0_Gn?Uw+*rpuWc0!CLE-2D;Eg=No8fKfqpoaU zhz=pVCBEQzEwR3mL`bCT^kj~XsB3cLO*VwJ`VRe57f#Tes zRfbbzXr80L(TudU{Yp{Yl^#Hq2BXe5`q|J|QK_G-obq3wlq`_z7iKltE?^v15y_2D z24fPl8#r`H_hAe~_vF z^2e7SNHz{vaT|Hkdv3^_4An$fsNN#CZ~o*B3QQwWChueFnPF1gLR5aA+NA2V+FP{% zwG+IjT)*;L+`O+w`M^2p-hygXX<)%NNRlZ)3qnoL+( zkX9To@QNSynKAIQPp7Y<-P5>9uYnW+2$Jz6gtE+Mk;l%hDx3<-)p}LxF_7NHp$cEp2$z^j~&?iwUioq zGus^Df}?MWArcVjxuQ76-m~kAFZg%3YPsa0ZETTb61e#>=`+n!_9f;vZ|Pc`;p?;y zGpM*%C1L)OYmG-3=^$=noC5T_C%dOhvb0<1#;LV{YLj4pVuMbu?J}RB_+cYzZ6Fo~ z>$-v*L))NV6OOgZm);_U==;f*@bNI{1tW+?CipAJ?1!@}AJNc6l=iH3>o>SPt2#!V zH}^{O{bi`dIWLtnh;yXPe9B@5>e2OGPVn0X;At)kZOgh_&yMZBr!p#8PzcIL6~457ja@DOXM*yG#Y; zbCp^pV;zGaJ3=7S>__)Bh{xx|)6Za{tqw`?I3;7bdqaUh+Rp}O3rxV5@k zKd&E|l>!L%6PN!hWPsCzUqER<^r(^8kP1V^$9WdLU&pt1|pE$ zCfTn}sJ?Bc1g5b^NN8R^!>bKj8}seeb<$~XXfCt=HP8JFYSF~J`_K!~J&Z8#(HHTk z+|Te=1|5p6nq#gxw{t(arwnb-FW+>bZyxq2;uY^`8+M9Cdbr|-d_GwzMBMpO7Sp9- z-ggq+jGBf`7OKLH79NZYxgfl4`Z=CkZ=3VB=OXC{>03><~7a*qWxt`+Al@E1UxVP+drBU z|HvnB5xsYtSHv~iUav+b$iB23UyY5>;FBpe_*_G6SnAd;R(#x2 z6s1&w zmp2nn4*!Q|-15d8EHiKSzmJzXR{H;nmpXKUxnLx8sd7eK62U{DAPa zDD$-Y)YtK=RCx0pF`#_2Yf;feP&|{VbloCVqLCy@{`Ys01}v~0DH_@ICts7{Zm7^a zU*Rd;>?xCtmziSek&&AZgSZ^!!f=y|QezY#zEvOaqIHDG8r!)pFz-C;Gw}I|InNRe zq@uf;A8_eE!>>jt#$)=hiA@?&`oE!==)Xz&Blb`Z=x`oX#|1LoC4A_oCc z;xR!noq0V>DfNf&@j<1B!pM3REq|JL&>1<0xf^}^f2*ed*O*<>kt=Nk%!m#*hYSzCUoqrRNG+O@Wmcc-)1blw5W`sU#FXp_dJ2nD%{h-2dqd{GUI zf5_c`KGKe_@ob4U0FB8epKzw%EcSDyR$@cu<(x}B>qq>&0P`n;Xw-8Zpun!S^_d-p zofr3R??)Ys@|A207gg!=c7hm{@dRnzZ6Nx z)_F^onlg5Pn|N`{}_mEDezepx^V3aABf#{*jF^JIulS1>UTtjeZLM3dSB3m|Wi_W0fq zRZ#8lCG7Va*uP7+kX|mUbN#(|1P^5r6&Y#7?xz|vAd&R=dfPY*qyvV5F=ZKpK0wzD zL}W~bm6OpPV0s_-Rj5*_;rda)7Y?@aZNa>ID~FSE>2;3KfsVu3sY&EbM!mfG?OSu> zMc?p2j;9C*0m-aQyKVzp|Hgg&zo94x(7NpEM44KWfiM){YCJ_6JB$YugPzNIMiHGM zEXnwpZGjjDYPztG0JE4Pr7V7dHUT&JRYFaBIcw?MDA1?rQ%_1~+Uoo7?g1aKG629; zfY+^O*DSs~A#{kJWX&b5eh?QHx$foATfN?%I2Gk zZcF$iWq>a^wJF+-#=&a>h7YOk=%1{C)s)tDGik8!VYZMp&Fy$g_@ zbIg&Z*{6dc#REo(fqR=;c;TLPa3k>`;*8|wJ2e2b)NEi74jWLUT?WFt%;B6dlF0xF z<&4JV>tUEa~xqM&DcI}2cz+2iSN;EQY6 zNd|oNq$!w3Lh{){fG^_*5NM_-20pSmBf3W#CiC`u5eNnN01Uvw)N({Hdj`!0P3*l? z()*_%6Ub|ONU249%Ti;$VBT2;m@dYx--Jzp$l2ZpACy^X3GWJWCZdG7q^C$v7zW4G zv^Z4S8?ZcHuk-=L?sk3!)95zj5Bc7Q(eVZT_jT+4`rFC|u$_sDS*0dl^W%KHh)U9y zoB~#5ZW<;|5VHlAg|?>!kt#9)Ju+fnGJlrQJ+LME%BW z9Z(~NpSj4Ky+;ZNPnY#RM^f(tMX5HI*g$(EF)*?QOwYN{R}Fj{q?`xLcmJk~QruOL zA?BZqPSWQIA5@OhH0BTSjCIu15j4R-PxmtF)KIEWcb`VHx`Dk)!K}P%FS|}c@x+rF z)Mp+4c6^^TDlHR4OjLqd@pv%Dpa}$JXV|EdImlCVkaUk=hQB01UN?bN?K z5C5+h7;FKC&7YH{gq(ZzIxUB-I7<%;H z_!uP?qp3Y>HEp5lh~rOefzVWd=`;aBy$Nw7CkQtqh~&HaRgGG`CfB_+%-0Mc2_T;O89P)2DrFQ5 zU^Fc^-X=KHy9p1V?4y@MV*Fn0JD#UxSpyR$OjCS+q*l6DFO`1=?v*|fTKKOhtipx= z!`@p5McICTz>0u07=)yVfOK~%Dk7;U9TL*Lbgd|%AfO;6t&{>wcdU{ku}JqyEhV`$ zEW8&!VSRmm-`_j)&TrnCXNEs^*n98$y3cj`oa=L_n7mJcjFnAaajQxBE!O@337lKh zZ)nC}wjmnYgf2p`ZJUBSl_hz>325bDhMkvUm)bfpmth=xM=%lp$bvtS4_s@CWoFTF zaYXU+1*Qidf_ro>6ssYB{ZLvB$cm=7)hEa;*#hS&!l5Gh zX~Pk0`e|^|Y%Bp=f0q&0)ZpS6=o)6Jh>^lDvV=3pNT1gh5T5TAS&YPqYiqml?s2W; z^#~S&CYAlCG?sA~0I{ylVl{*kZ!QM8jmwv%Gq{>A3*VnVN=}mT#6_HntzdY6Zu})5 zrn!&{MoAcq@8LG)iD14F|!=}zjk{(X;@dacjCRqgp`^T?JHe4P)0_~ho z0?35cBSC4Qcq&r=%Z9|Sl=UMG`SbKfiv|clNJHW=zK^lV__;DwkEK#L#y%_$o+1QY zxBzy*i|;gqTaty4&-e==Pc_+x3ki8l>uaLR5HGxfgv?RB7|8nb1tt{;L%Lcl3;n!P zs5mWJ6u}3;siw+R?}k_I_%5})vI`R_Q_$6$DPPg?)f)gPptT~+ktP{*6XWIiQ=4cX z+HT*l=eq$e{H#MM^!-`&J0rL=0LnhD@^Vs!A?y}wSzXDhD&t|*N z&Uh+|Tt# z%|!;fv|>&dZGR|wjQn>+k1Ceo#xiNT)oV%*M6T};&w`n&a^PIm;S}*DdksTi=hokg z+BcC|LdHX}(#x^q7tYEgFHqK2e3)^H_b}Wa^R9KrsQ0#R48oC80sR0GOmn+D%{4gr zwY2?8NKD;k2r_bkV)O2HdA{$eYtz$nk#<3sYonLj_eN^H{ujlxKfN7UZAJji?D(%khHo-%ei^t>oGBh5*dI?E z=if(h!l#WS!!G}k$Wx=orxn{>N>)BhY1XK4YE&zzJ2{$-IZ70NyTdlu*g&T~FWS+z|ZfY-OXP>`4uY8T{ z1&jXN-De~>pT8QAU8hX6 z3J;2|{{H5FJ$Lrz@#F3KZ?f&aEdqz2q4D`%+g+M@PybFe-FwW5oD?Q8)?U5-V^VOo zOVJgP4-3!yvG8e5wMa=Urh^;5dllIod^`(oxY#GAZ})#ATPf-!r(Af`$?nKJivdD9oIdi7&L9L6?VIpox#Tq0) zZISSc1$A;;HDp53(I5PfXUQSqjv*lS0pBDCLqqno)?hTe`)OQgNF_ zUk3jlc~$m-Y!o4$1#AspSn{v^@?$?^aigg_TUc_fu7S4*#?scC$1S3 zvjw?DM7_*ZvBt}*M!QfwOUP5ufY1y0n%yvdS&xO@ATnu2;4$`{neTQw2>(k2e$Uao z5;zg*gBSmLIv@zULW(rL#+c3Gfl*oR$$+7YIvzHs-$`2P_*le#BC9Pye_nyBW&|*X zY!YR2jj|FMZl zJuq4mrBle+rxbJhK4T52C>nT08i#@PLYd*Tq6G0D8HP$B1x}) zI$OY9ZB0nVBhg$|-{Jcf4(4;AvASi;0`*+nwiT;-gk2Mr+UwU%VgCP`CTwqcENG!grj zUZGLKeHMQyAGPOL8s@MMmfe=$QTRIr7JC8*TM*$FY4_o8A)MynH8GRhoo=iF zc^CPbh2?$QD8rqRB6HivmwW$`u$0q4&aFls-^D+Z9{!tqrqF?1U;He3?Qd?q=Sr}i z6LPr`E5v+;)*}9oP06D7+g^V{wa@umZ8OcPrt7QU^_}wk?ujo9&f^LaT5;E8Q~yRd zWeWfogpl8<9mbiT=j0q)oTa|_*E`O>khQh7^zA+E(97l;_w@#{Ragi5wlU2LSU7|) z=Bw=A%(Jz0>hkjID-@HhEUOZdNZe;X&tI&>dcACjV!)xE zxE`ET=yAn0F9halAy@iE`oy1H*m=%x+vmzh!+T)*A%Fyt5SsywzPtdg+12SUVwqwa zzjKn4lQR>Uv6i2KP&hq1=I4q-Vd%Z;ikR`@_YFFN;Hw>+X8P+z&UY?irSC4+*6z9P z^;kYTdeUh>=4h>lC;SR2$vX8m)zcp3;*f}bK6bo4_twxrIP^ovdwCFr6D}26o@g=p zgZ0ky_-!X%Ii_ZC$1)?gbcp@1ZE;G^GCisefQpT%kYxVB>3%4zxVy2#yJHbz$m*xI zSlGd5j!tqpl6$L*`vx5i(owt}bMu>2I0wkSIjG88uGQz0m_H)DUl?}jfN@Azp{VM; zQot;X&-UjT_J-y4oCtwtweG*DwA=WTNg&Y= zQc(LddxPf5!~izI^#Et+!_L9pa!^r+cy?$JNg2f~KuQ?B{-BjM_Tqmh&EfM$pqT zPjm@}W$Lhh7$FHWrZ}1`++^}Jp;s}5U zIC!0S_G4G-4nrn?c8XQ0|eQ`p@;6T=7a1^X>!Zp z+q1EvmNy%pwi2|H3)~fdd1@BSGj^YPE?)=Ay9r`bC3Jpm468#e6KDTY1G4xy9g^s_ z2yB67?nZf;#o}(2@n~H;HY3uze~2H7$d3w}>hKtY;Utuy1skX1+-s4WSffl1Yb~rX z7h}aXg~!OK;EKu4T?(V!9=YGl+^oMW+u_mXB|eCWI%2Dv7aWExGx5#1pQPQa)JZAL zrcsmegOLqbybkS3LBXZLjC*qpy_IC`Oz{BX424QUrA9(uG! z*$ZTk;=-jiwJ5OJucV-|pG4BIzseL7AA}nw)5_Cb_**>wn-9F^gh~m5>Bh%$I`#O} z(_jDn*#GLoTUA+E$VU5{Q@_QjHQz@N(H zpI_83_!LkE|GwN0#QJyV{x)uZfB2Uzf0e@j_cE829h)?N>1Rnz>B2Ts!Xuu%9>_ah z(aAg4PL>ghpL(!BX5|&sY5iWU+rEMfH;2v&HOlE$U?rcp&XBk2-6?!ObBzx#vln#x$mld8~A*dJ9C{alfBJxz|&coMRimMQPe6$|E z59gM3!8XS=;-58`-#l5?j@86e;7z)lhrT}SB@4UCKhf<@(Ys>Am3sO9z(78cX{nDd zaoq5QLiR7=J15C3^Ea9%Nc&vhcK$*+j^=5a(Qo&Dgd2#1OG*F+oFSyvl6{ia?MJqG zx#p~;-)MH_?V#wWP|5ac(t{x#>iB`XTI+(DfS?whgugZ+CMJ6GmbI# z2|ZYo(p^H+Hs4zE$?>=5LoQsF{y8WB?rhZA&XGy~Gb)m~1IH1twbkdZ{_@NJCVq+@ zHuV@>QgDBHo{ZXzqAy)*skJ%c-Yi?H+2`GW-cOg`P+i(@$xIFk#7Z6{2lyyu{r&xJ z3h!1191Q~xeMDK>VzpC@_z$!;TUQMO=%uXWkkSyB^IbdL({@zyY2k^<{e8@OA-UHG zhTXU*P<@qmDkMDN#YqKqo2@=clUW~Y!lN9xC|q4GeRKc+T-+t4^T^D56dGQZiueF$ zG;`>u9r6>qbDr4jU^_Ye9Ht?r>SC4{E~C%pP7L$ht#4+q0S$Ik~yS znB8dZtcnrh*NM^;P@D?DyUtwEP5Gy3YYcA+^h;NTxB)^IY~OnOEe8Bk`FD!>-6XJp zEsk_fvHW5+Ex5k&fZE%8D0}wsjYdz!sENsOlN41p^&Fl)-C#lAx`qf`0rTCnCmM`L z({BK(G-ri3B8sgG+~xX>Eu|?r-hbL_+)JnO6I=AU%BS)1TLkf^l0{(y%MYpJq+$9= zF?70MbxRWxFY9+PZ)9$;Y*5C7T=*$zYISd^irrHSp&OKuW*s@IyPB0zak^W~eRRW@ zSfZ+oXyc`U=vFkD4BoCzHj#ogPUJP-bXXshGH)xg=JOS%IFz~|e)DG$K902rQWkc| zX6;`XtqO~nL7(OdrhgH|wrzUbUI+S~yp4T(Zh!|Qc;ud!OmWkHU5xRL@uOG6)-rwi z!P3!1Mzqih1cZ70Q;F98Ud3sYHbW$|)Z4YWH6`l~LH)q-Hv0$|n7K-v28=e7xKi{r*a=VXj-TS|0aw+$#2032bO z-dTqgIy`%`qrM2Iwvt5Si^VXoN%1d2;{!=ewqZxaOQ*9#DnRO#Ul;!(Rp&dC z9y~y8IwyP!3IAm3Vpd>YHanu1^iC}T|F*&zW09G0WjIdI@}@*d^yZyZTXONzj?LPy z4~g@o=vLvoU-ddXz5sY3AdPv4}(<508I403T%ba%XX(_NV!4#;?a zzJIg}K5*lYWs&6kA1td1CnIz&i6X?peD~?xXjd~J7O+xf>pa4@Ep!9Ia*IxIWF#7Y zbj?U^ELK+SJyHaj;c?pB9j`{{2x|i4o!5};#kqhLv33WX>CRf+ zn%(%+<8+`qI;e3_6A}3{d#Ons<-5(fL;ZjHX4cMc*G@;j{IM&@epg;g?{uA~smz3) zO6@Eqpwl%U53$UQEliv<=UY6hUMjJx1s)Sudw-2$NCTLh)j1Qh=#ZjIZp~Nn##s{g z%Lr_%>GURdF6rQ!|CM2OXPd+Tp8pdn84$XvhFmM|E`phttrv8 z2d@mo(e>WfJ?mI6`pQ^zKAh{jvr0&Q55gmgOm4693A8q9zo-IR>JX`N0EF@GQs6CF zhIrVcD_jIM(l2#7pxF|`AK{u#zi9Ng@<$|EIJ%ZteD!R&Yb4-JD74;`%~=rtU5!4O?;UmFB)dKk_4GAkmHZs>0j= zH5XnB__R)OeP!s$?&da5O7mMwVF3p9%HlirvrS)A4E3w1eB^!=I zgO;DwIawAxuztM)G1ssBtmunm+pFVU6hj(|1sr7IUzY_uTA7|cR}A!3ux&#rfx?jt z+Wxe*PbC9sdTn~->ZNZ^(%Jv<<&w5~*w>}2lZubA7t<}runb=zHX;5~(SGHGFt5HB zuRC4Y$8~I|)46`qP)Dg5?8<|@Yl|gIv_IR3ln9)8Tz}xu&UKwi+hAQh`_glL_7sXn zFu!xcBPwL0*_A*+DnfP=wq*E4bEp~XL}u$KZ>pBti7oCKFTb~ap(Y|5Il@#Xh zHLG4Dmc&ewIL4*)@%txovKtTotS)_LBAqXuPpM#HocSfuxro=px%L{w4P}w9AFC_W zSYoc-ITgaq>#kNv;H3P$rB0Gs2!8Www6I|5_Ig1AF_Y~7C${>zY~GGsdqj|n!n9?L z0;Vy8sn8hd-!fek*0$UQM%%C6As5e<)!#0K} z0M7AhzcI7uS3^BmLM1~Ja!7xQj`=_A4~}PoL*0|ilH_!6#O8c&k+(#q`FBJ+lErtl zOh5nw$mTQsc~_?+LMzP1rEcm&Zq)sS1yCps$&dr>R3sZ48%Ap{-o(jWgLlXvC9maq zC(JeI)p#*;1oj0!iDWS+iJEd5zldi!cKO83+nPYNUY<8uRbSNM9P2F68hN|XZk{rN z>>lH3H_u*KbV{DN>8`3-SE98|{_5f{{Nvzf*=>H-pgdlYz+%bFq5bE~Q7@aCfCDB1 zM=0}snu&-EiP>}2$5OX`?_=`%x*^%EN#EHp$l7xr?B%g*`D^tJ4=C%IlEf> zPpke{o-mNbL^Qi-8Tm`X4E3+s35B#0ga{8_a_|ZuO!!d^mmIg1x7yq);@`!VeqcNsqGzZlZ(+Al&|?-k+=v9@z)O zlnAVs))D0P1l!$r52*CxilA_5eeIgcUnC;{Uuln1(A(M8f(oKOHf>EYa$n;-ByR`J zt*+EG*TU2!O}BS#dp~5=LsI~m;%9jtf=F`lh+$)yG*4#5(1=J+?J*2{GGkuaj~yKi zdK7Fayj*w`EPJS$SDn)jSzMcP=_-k(R1b<{2M&LFz2z5PIp#Lt{}znoHIndPpZkuG ze;8C|vZL%SzSUe3JGP)(c#+0WSNMtDy4U32$!lj?XpDxW8g<1pD$$$)ZaCvb4!$4* z!oZiltpU9E7S#ln%@})#W4W#fMBaVYtQvckMdc-JhEgI$1|pUoI0;wuo>Z9YBRb7t z2B}bZtrLdH75drKVGkYEkxG>n5L&4fX$kDVxTC-P z;Jeq)I{h^y%RLRL|I7LKr^~;)CIt&r#xy^t&GG*%Wj~phAMfX9b(9a~60oHGNn`xv ze0}$%ulHkD1C|~~jz_tms*;^0?J8D>t6<$dir$a%d=tlpq-03+u(=mekK&k z{V2Ne2W2P3D#@|$SxfB=)@oDF?m2P)s?&7bq{?1n?GZK zwpFZ$aWmVB$G-Q^?y`{CYlXrW6w;46T|Cu=eo4%He<$7`!k+$q-8c^tI4)80xBK|b zpM89}ebr6+O)<#8DK5Mb{>RtD^PlTBzx~5Y`>~U+NEptsYRE$7lzVUds&>Eq=N&CK zFC^muN^Ji$ulIM)d8_qq**iU1?|6H<$lago0zbw`v(S-~6!DU)A5yf2P>Zr--Ru8vLGIKR)z7-tbZl$PaeKzkU9VnE(0yKf1<# zlE7u3!DpuVZ!Z4sn*VB-e_i&oOt4DHRMY=eKmvU4^&@Vue|!DAUHWh6vv!uOGlBJm z&3~lW@Au+`0SGMqC+_)`&az2hm1zHn&|km$r~mkMf!Ysu&70q~&i(GUAJoArlhg`- zPFVa8FRSJW!k_<V!la-J3J?Vc}L!XI=rqqN=dcUub-XMLWEQik}?6>#$SwlKU z%C>8sVHI&!*JZZP0QofLyrL=&$&DTXfJ0joRWv97_3_m5oMRM2+}(TsI(+Bu_V%Re z5FKg+vPDYBQ|zE+k&09Qj8QS5U3gd!43elC(>r0;cp+`K3=J6!d_C@H;|gl(K#Lmbey(@@peBCM4v-Al#RRc0Yg8Lx znC>StUdWg6mGQD@d3laB$}=oVc>M-jTlu5;bajRYYh?s;E<3J}mCrkM{H>g$uO3Nx zZ4z1MmY9W@=$8~BR5u9~xl3$9k~dKbXtAco?Rs+wnEZMR;?=N&q?Gt`m#=3CDq;f4dIk)id; zhwDMSrXOyPc2(@|209;1yzPuj4h#%*9ZpKb*p`{7{G(s><5Fx1dP+Q+o^X?IuhfUv z2_U5VjcCB^C2K90sJr5ABCMv5vvEM@?f#sa$-M;thjgy#>5d=()IFf$tp&3<{S9e7 z9bnyI(~SA+U2=5+lnIm_GRp~Sy1EBjGIw;K=vXZ6-|xmxB$Dj~RxU|d-5X4C4d}~m z@9W*b6EJJD`Sdz=*?%&eSV%~SD-7{OB8b-e-hgeHeo^277-1U-&Ojr_5zrm$zTh@W zeP_o3_t(VrI@Y;ycRT#{ao8DSD|Rf{bK&iKc7JxVe{T(bBX(_;z)qWYKW&bR(akgo z6BFNGa*GLMQ_m1g3g!@#*&9I{jk@&NN%r+MdCVA6Whlq@O*rc%x`WAAM)N&y#ycdI zNx+n_+eh=`x=dQR;Ccg?lU0F@6uLRr;!qO$x6IMIiUl=mA2|ZLRV2i0N;aa6;209T zNLE$59AR95nmV>Ko_x6NHCdoX^J%7U*p8H^X59(QjwFo~X9>6;qc5D3zrSV_bytG~ z^i^xXjBV*@M3zEUK4#|y_5&>A>eZ%rqxD(0dPy`9Q3!XTg_ie|#=0;G8wOlb`Vq68 zKGxcU-35oeMYjy}*0?-Ffa7FS05}OP!U;yw8g(nf&(s#RG^Ls&l5#_YmS$cyPljRc zXJuy-0%kxuEV}dueOi7>;v%(B$HtmWrJ-xvTWkY!+Bg*XOh?N z_vwYw?%Xq>i3>GM-iaq`W>7yGWqV7WK1nR97S)ZUz==q-@M@-W3!pS`=gZv-;i<(# zvqFkKybAHRhgxHJoo7);>G0f;k^%csyF62F-;HdOF3HuQO7M>L-KsK?eMp|Ut!Jjw z3(G$CGbEaZ$%2+nR6Cy^88xk+Ymu~%(33+KTlACss^Wk1pDbLzmw7BIc3C}spieLJ zLe+uFY0=6#Gu`4@FFn7VH>?cAnF*er)b1nuQ?+|bXF5bNJ*XfjyS(BxE2D`91+EUM zgY9}t-YJByuNvrC@7GBPk>FE<)H|QXL z89xJBst+hsq^FBfL09y0w^~@~El>H!w;Tn1D^-fzgwWk?!#Xg`=twP!*Aih*GCkyF3^2`t#5{Z4YQG*`>5x^cvxH`a z#1a*~hOUdoJ4o9L4pp$hli@O_eDn7VEQjeZNHCs(=3sAMfU9tNUUA{TjNt09VnhX; zC2nui#-wxGD2R^Qx7=+QV>N0=RO*WcIz4|P9Q15AkibYq)+LDT@cVD8nysz((AEbSwI^8B&)x^+c1+kF9bA@ z(P%bc#=|%9!6^Ym_7hl^KwcpFLoq^H<|Bb#m|wOCQc^N|9URoI3*Q>#(eqwi9wIgi z!;ybVbq*Yyh<8pO%?Yj*BU=dZn`~x)-mZGz#^IP;>1aT1&_%mbZjuTPLo=wW7?_W}udc5Q=7 z8KC6lY%YAP79&gDt2>E^TlgjJWe)oms% zQk57?8K2|bdmS!K&t3Cniw+fXuJTn!HFXD*y55{;HkU5Umo7wVqo-RtJzRWOb38SO zzC(Ph&#xttHOM4fg0UJ*PZldm@aP-V&bBt^C!rR+q)#kSlZo-423*NB1iADU=qATm&2!E=nswMFS|1+wh+_Y{Zd3E5h zN)nTKp^nYz&i(g63@FL|{d+(WR38|Z_3K!N=CDg!lK1%36CaYeA$?Rsyg#wQR=gLH z2ee7<`_CPwqhf-9(^h;fiAvCWAD^{Ml){ZgC4tH~F}EAxTMBh|n8J)VQYH}tL`c;!-w}L0~cTzMbVjrqAm<7j+&Y} zVsfUeVjhC7jyu0RG&Gd|k)0#RwscUuA*#-6YiU$c_wsOn0TV|~{*~?eUd=R_3hFU% zgo+wr=sb>7QRwXc1pLIRxIr}ec;}nTyGLC zmE=;r;a863MijdQP5@bXzB||p7C^7UoFWCtu1O0%mB38hpN9O`t`**$ zN?HAM(v+^eig!fx^&QU!C{3ls8q{C4EODr%!FTlV`n=Jx+w|*rnwE4Gl&?k z%(t*6cDi%o5-iv5*^PH2qzQrLbBy&`s;GZ({6yWmDRTgZJT8G8OygT#hC=U7x|*33 zT%%M*nY-(-Ky3DwNeGc+_a-Thw}H9Pq-CS7UIQlK45o!8JL1l>W{MzFAy)eQv$I6%oq7Jh3G5^Cm-3 zdypM~kJ)=wU_(R&pP!fUr_vg|73?!oa%_7UBz^rWoFV@kze~jey4lX?qX?JETQJA?{C{`bJ@jU^NOhI z+LqiuT|V-9Czb5c9eL?(wGfk?FAd~w(A5yR!a{nNo>NBCQJNpceP}$*m%Vg4b-z0n9e)yZ<@Z|XW5gb*+oO}k|7yHM0H#u zhpa^K=_bKvm|Cx8A~ZqZ#W|@ zbfmy2v{#eZZPdlQtWA$?Y;yI@BI#4AQytQKBIEh>zNcU{oA&n)<4!pmdM%c$EZXN% zx?&EvwfWdaALg9`*|@XkJ9nmi2`#QZ*T&+*+k8YS{b7QtRKN8Bit0o8dt4g-AO_#G zYh&e==xALcTgRN&iFB?5(jb$~FDf2A2aW~~SZ31I0ew64D!3o%{<_f@mIy4drbGaJ zJQy6T@u^~lzSI3nfjoo#NQVt)<%bL7qi)F7FQx8_w}zSYm3IL2k(K0uM)reQ;5V}n zTO|Rs9h0Q;)kmXS1o1Y7jsr$}%Yj0DT2lJ=%Utq3L$F#@UX2dvZ?vkn^_9|>3k zrbk^hXt6ZDB*IxE07A>;y$y`N;ZKi3~caV-Yw!ONpmwA{aSY_Kck zKELJ2yOAX5dHL~i&D`#}mTncdz4uEkk@paUKu=lv3`v7cWxxG7kmi8gu68ct$O%t} zB9iqV#qt_mahJlErhUd~Ra!^DVd}ypO)Sd&p=72)!Dw^&W}`PpSOB*K6`va#DFvpexT#ds{PLH`NbxaD4<=lb1QYU zTuOSy^{8M2Tkb>zVaMMCN5JySf(-1?tJ3H5<&yyd9ijpa0qY<6La7{~g|o=vIfQPD zG7U#=wUd~udNK$QJFft%N*D$kt(cD1Euz*k3Ye}3L3g5yw^pGQWZ?k{C`S>Dybr7b z_3lHbu(@h_zdTM;51T}IIZBZ8m}Pc7(IS%m+fAM$lbfmXcbpLO~LM&D%aE zv74r5a{!We1b}w&fv4ZfJ_Hd6OzkBf&_AdSCz(lvUVfs(X)6Qf`zyfjnco)46LQ2~}p_4CPFyoB84_e_*cq}xfXY$fAnn!u^z zZXV_Ku zL%!K-%TB_g=5--mB2T~d#h68qC@YajV3Z3yd$v+kfhpV;ls0F+J9 zgcn^glgO|+yqw8J>$^YcQ};fIHbOdTy^+!oubI}zc^hqbFmxfD?oTcNrx+v_t09kN zY}3IpC45#|N@-_*DLka-^e5S~ij{nc5*^2fBjVMOnAo1~r$U1NUx!b)~ zPZ*WxHs-J?HWRJr_BFHTf!~9QQp|XTljJ_pvd%E9M=rJfS*}F}#s$3|>dCCxH`OsS zE*4(qvI6$mX5r3SxZM)OXSW!R<*YkxEN7dzkkuh9q5ba3-cprJb`QwS^tju=reL|o z-C)vVU0d7+*V`v+ZSL2HE8at0IHlM1<17fRZZC4Oo5%& z)sozW^P45PkWt6bslw23Z%dwO@nt@%#V2C&zw-v~M7%3E#X)teN(e2ky+6qiLEe^d zuGK0#m;T7@?7H`A*se-w#Ai!CPQ3-$ZWeeHZE3fQd40-=wHzwW>qhe(W7B*I?5Ah# z4)XqlYmR`lzHp?m+ATdUzJpwDRD1ZNuV8 zdiV1lSZl0tHe3di=DK=ZBAX)8Zz^L2J=Uh2^;QKKsi)%C*hGMmcdkzM6<<*3PWIWf ztYjbt;9)&>>Z_3XjebK?2Je;2RXZ<}+xpXslAo*=?Sh>pQI*;;b>ABO)E;kBkZ8?4 zsn@)~5?1l-MRtdAUM~vs!Q5t4Dtu?1EsQZnS$eGEW7ND zVy<{E>$!hw91nydsY;Q)K~pVTt%A4$%}@E%+|cbJr1kbST>F?^Xxg%$(XcJ$SX;p{ zV-2Pjzkwi1gKhf{y+NoQ2G7}4=dB0HnChKzXRlS}Xgpn;g8RGL8=a3x%@XZ>&!hFH z07RS>8eQOV5LSxzVK7G()F4K}hQ6Na8RY`yq4);-bH3IJI@El|rm><07@pjA8c%_p z=KS3CK3#kB#JAZCr*OfTOPA^$KUh|g2d2?RW_Mt6yjRn(^{w$tqN|N$>F0-pf_CP@ zBp}hSvTM!bHqWXveG_2BS(m$PE4NT?$k*FLy^OZ!eD?x3`gF_Mn{}&`_iwua^aml0 z61A{{MjoN47aupMTWsSo(iV0YAl-sU<+Av^?L?QZ-}$xRgc1(^2>*Wc)N=S4IXzom z>B5?tVqoP0>cd6(+nq4T!?9Q)T#ekCK5C;z@@T|4J@-a(P5&rO9mbs6A$GAx$5q8w z{nz&auHz@InNRWzar9nO<3aUcMz5-d<-UrR(a!yPRJ<*9G<~7zz!vMCKNa4nM&$xb zqMn7uo~lpJq=eU|%C@V201iUrJT5F|f$8`%N=;q8`_tt06u{b@WN^O65~7I(dGStS zxjM4;7K!gha~Oghxy2MA2X3CHdQH!!?xq{r%s0i zSgam+EthCl3rr{Z?!IxZ2ANAupHc3t43=AsLb6-bEJM@ok1#UY(_U-~a8p$cWT{gwGurWShh$$Ssu*#CYEghC@ zq-)0~SYu}*c?))L*Il4b6m4x@nFjX0%P5{;(kT&6^hSv3=REX^1Oj&0!eH{k53p`{ag>d{GzktZpv@}0|7Cwd!d z$UR9});AYto=ljT;G`2$AI}QEdaxGzT8DO_BN2E`PJ?0eQsOlW+_3yn@uQ?4qpzi1 zVziD`OJ5LxnfP5!2DrI>>lPAfNIgY$*hG9d?q)H8yoNM2ta^Svr*y(^FTxSShEI@So^+WJS0QSWX$s;xav4kiB3ZJY_l-i? z0g#uXaUC!US^@l(x!iiVKZ8s)g!>w`Of3)3Tzv1b8W^-K=CoY1m66TK0K%}jJ=bB| zG7fD-?SZFGWy%16hCQXBeZM#VYT=c6tab{bD)tJtiL^)+rD5HBemD{2dO;b-JCD2r zVwle%W~(k#WHiFp%%$fI)y!%)#y0|nHJYut>?|~J`4Ng3c=>AOGf7o)`w0~bOI}^R zf_d3R(-d0w-me!ezJJa{qZtvN?7|0frbF%7DrJ*z+dgeJ9qzMgYuVP2$xIq}uQocX z9EF-kH3MzGl*aPntvIT~=vsZJ`Wt$2RUm_Jgt7PGz`toAHj?a}(R^)~M0{l?6*Ru* z*M}(+cHYN5o0nbh>u9mN+*DSJSroh{2wU0*Kq~&pbotP7;Kmdk<%%c zc&h@JU_I5%^j?9fx;Cds#AiRR?_JTG_5hf=)||Us~Kk##+pgsiAun!bvynZalV}zN^t8F2(Pm+8m!Z zVSWXLwzyMx+QYl+YPB{a>@?k@bhL6~bvW8q?&zrai$}l(wu=n_EOn9Nfsk<3q3RZ4 zc5bOvm6YiI<1Z;aRA=MyBW%kYoYsaG4(MHxK4lcgYYLQz%nsmC3`h1hOT0~jOU}lT zv2&qG91M432y?$@D!NpDMh;yiDBwct{u#j^Key1=q94ne;O?|*5!&`7Gs%~Qiw1tR zSjF+$mm-9i2MvP1M$?^!y>K z>`cOoji0BsFLse@>hW<=KB53QH<;kFTn|~uzL&gS1wU?8`)<`3hU;OE!4Zh%t<{i= zP^hlYhEU-ynI@kk=BZ&2$XKMUj%4RmN8o;Hyq5|x`I7h#s`EKUU2F`P9%Z$f}R;{F_XFDsMNCNxCS){(?J23>S;LsEuF2 zFo`gik{`sFZuRHP6P|C5M<{X=dwr?UoHVv`d|$9^Q+UfA6=!~h$gU$()iJ&QWW>E@ zs!QiIp`jvnrd=SmV3;s(91o(4=Dgu%zq=DH);|c0dzDRL-9|d2Z_*-&8|zr&y;(;Q zJ^i~bAV1y}rO)8=<%!@uNytGRVF&3<0>o8RWXH0$(6)ek(T63;b%@Q97yULHMsWa{ zRJL@m%#exEceND76sy;RfairkikN{WUkdsOYcfgPUAxH=NY5>K|849Cgxr$wMmTw# z=dc&obji?Qfy;(ulcQUyYI`oh#u98xk0>}?RqZk1NqU!czEFKAa5w?VYq_Q;(={{4 zCW)nTDG#e%uDSW{qf`QQCoLiEN>OqU2W;ENQ~fp!B$%#x@2|2JXUV{F_D79|1Gj68 z-EYrG@9n1*EQSeBxFuyKd$Mzu^gLTxym$%jK`k^teKB^Yd2TDo8ny%3rT?%lQ_DKZ zj)v~n_s%Jw<0Gqjedo(w`Rm<8fW9UxhTjvdZvM7}r_39o2|=$mN<3DT+DKceSza7j zLOfwL%@d_Pkp|zM2toChRM0W3I?eKg-B>#9eG&gzVjONu7^sViepzAa#`NKo+0K08 zj;jWR;f$qCgXJpd)$;X1Bx1K>eQhe{xj;P#A1V6u?H?U=kW3MojTr?k7HMRG+L(ir z`D~712LEEC#Ng)0g1k0tmG5qIvV-wj<6Pxb2;y!F&#@V1LkATCgw!EY>C?K)owaEc zs7)x<-Z7+wRnC)+SHcY$!lY3H3E}DPJUbWq#JLhBU$RC{&>6}_%Ig)Y0CaA{Zr_He zB$Hq_0|TE81^{_&DwC1Ev8~hJ+q;)uemz?2f*13mSA-$%B$Ki6+q}Hxb>3Ht6fGul zI+@w91G#cg&!Rz|S(SN**~se;)U~gwap^nCCYNpp2y)0hA@K%nCq^M$WeQ{PAl7g~ zah9EH9@)HBJsiw$^@V!eF{*yvnLX*TKlNYAzwuJ zzt-g>8c?M02)T#S`tq15oM5%-SvlSaYqEEjmiiw8={AP*W^1G6f{kPP2+A_glw`u{ z6TpYIsuYK!A#sa9+N(i6nm(kzBM<7MQF&~nm8a&8nv(1rSg&z&^f?o+yu`R>E!6^_ zBkMW_;bA@gjt>_F44{y{4R4qT_kLM_l2@8v>uM$FYRWcRuUZa*9?oQ}Tyu)N(uS05 zyf;fMJiuEW(Xd=BO^I%d$9Z{DvDsu*>I_nXuVw`qjb!b5WV??9nv^z7%u}O603pty z-(KO-*UDWZ*g#Y1yNNzgA11NbGl9NT%gS?zA)iy{n;^#9X{bHBCv7(-G7Na)lG||( zLAO<+#&;j6{0GH}6_-|8SV3D)>39w@q5FchH|={mw=wd~F>3@x^YG9UH_pY9t?+K1 zxmAWb_ZVGR@jQFBf4eY71*Wdu3@Vj5*LCR1C&Q|)?6-(Co*#!G#5l}1sV>n&Ke7gTo8H(KkE?ecF=HS`8~3t26?ABp<(Yl=d6vJtr34cBOtd>U|8s>Nl00Q)#x_ z>ZF%0Id-;l@T{%L11Jlxcy##Tt;KgINEH|u3j1`d{WFt1#dn;<*s|xhaX_Qb5H#(E zMk*Gmp2NYlaZs^%%<0ip_vXo>a)N?X7wDkkG&U zriHhj7fT~+DyReujUPe%A(&aP%~feNHo1l-U21@5UvG*d0Ug`IU{ z4+yp&#d2}vRt{Os6@1N@RLmqpxrtv5yOe!tZf|}{V_STS+I_u=CNC2@Y)!vTg|L5# ztp+eM1@RlMz19GLhZ!f3Hn{*wumxFbNVHlrD$WHeP?q^)

$jQxT$iiTm11``Y)Q zO=ifKVDq#h_qhpGn4m?{<+*W@h`ZwwH{()f7TpH;LP;$WWqj?3M!hX6#TP(4+2<~I zJ#|{AA35d=rej4ShQ5H=llMN8N06f@XRH%qw#yck*qhR85DirMBYoy>;G)}A`xv%v;v?N2|x{NW_Mvl`05Q?7BD2Yx|2Zs%lZGe3=7AQ3*P z)cU?d1Y@wEKSlM8_~b_3pJjuJ3l`fkM*w-?@Bpk1*`cENp8R_~KoKe6^|)eR+i zdJoeMc99{ANz>J)jXHHz>2nhU0;*LX;&$R60mpPWyZ;E}`9-{}Wvx*3aMs5x8OOWh zdVbIABV?z&yMUAN+?&x*%=$hEzU*5$Qb2zV2@xDV@v->LHdR#VZGHXlDeh_HRLPnR z2qiV(1X8u2p6gG@BbwK!|EhgK$1tv|WF_MnNB|roF{qum?{*($$PM==KJ$Xf zD`xUnv}`_It1oCi;Mad&vGW9g;|Ipu(cr6{wdS`uKdfGf%07*mL4JySi@$Lk&HcTWGrX(L9|OyohWX?%li}7ZSl3FHhNKgo^jU!)1~kTKy}DLg9+7?Zfo$Zv zl*{N+E&bxTwwzpPpS@D)9%J|h(o{F$%aqE#gwH}enU3bEVK3k(cJ)S@tgP)FddW02 zmXAS~YXq(Ly&&>zXP$0{FC5Z0`EF`=d|CEUN9rn!#@(@~P}=b}nCyOMlJ5XJOKBeR zW@pBj#W0n7$D74BiIZaMMq$MvJ_!0|1@RBwMs1Ga&4bVNdXvC2g!Gjy55 zv2i+f%!4&8|%eB0|HkLw-FdMrOFJPh+MGF<4)=wUY=5pYc4{gYS%cU8#$|bLWm}X>C;% zP5aBZOJ-EAd^#e#y`T6y9^!-$T`g~-UI~Ay5P8~SJ3qB4c-n^FSCn?^Iwu$?F>FES zVrF51hcO>K9eKgdMPJ_D+A)-OxdLLYex>f>C@I}Wc{syia(j^n7>yz)S%ltjEV#}} zo3%H-2!^D0cQJ&zzutkp@O6hrY?xqQQ%JTeH`PMgwG><^CNiE{a^uM589 z-{E4+s!5??s*)?ZQ7GqLUM_Nfc8#II@-_UPiA`;ti1~ zqxVh{!x&|vOE4y*MmN!W7rlk}pZxE-@BMaj&w4(b4`;1&*0cBi?Q-^heh5iPN&iFQ zeSU!!#Nrzyv{)`{XDriQ(-dk}qRps7v%Pz2@U6R#2L%^fs_!+uS}i{@@u_ISW_tbARpZG=kSF4<^qN#R=5RCuK25twnR#ox9{Rni zX>%aA^H?e;d(N;|XNri<2Hl2Wvj6ift+VrC9L4yCI6K{pjw5np;Pik%F+WcM@j(0h zfQcX0+^h>sR)~9@n1_=XC^_2O{hkT2NzarhW%6#Quh)ganiuT5IK1gEM6uR*=EQ2{ z3N7v8QlqOht@p=6FJDoW^puord;L6|g4K4rraf$FW1~P!putrqLt3frHXZfvUHk7V z@;f$2nb!{cN~O1-&7`NTEn#gGjUH_u9W|nkMIaD`;rANA9#(K$?THSJ#*~SKB<^V+ z+l>kSJtEO0dT6`(CuhqQS>KfkVw?^{5AVeOl;jc}AC$D^{4hg{-8Skc^*XPy20aTS zcQu{fP_>DH72LF$*NKR9!Q>K4^HLauVq&A2m0w)GEtRdFB(UD;>|AnnCWKa~E|G02 zH&oK>;I|TzM@P6~8PN4^%f0NA zi(h&PAl;>;5kDm=FRPLlu%x`+AQjsp%``W|8V8J79TJUOE>v@+hW0C;fD$qr`wNM8 z<(J*`bx`+5E+Y1pZM+MVr#jvo>{h=hW48_f1mS)#T)SiyXav5#EU)(q7wx&Y%eeFSgYe0*uR)T4p{9gHdSCu` zNnY*T?1DqkqHx+-qlZOktv ztf%y;OR>Pl3a6{Br+D8Egpu+i4sa)?rSX%8o|P9t8xHF~&a%r8b~iShI_X?KFbX`) z)y|S$@7yF>8tF1=RS9|?ti}HIgDVt3t?QRyN-2Xt#o5VI_iVDsTWk7Nx1ADKnpuQp z8m_xQxrK9Tn3r{kuko2(99)2luhw^QYJIK=GHn3T!eXn$n}rUl7xK4Sa%Vm=fcH9w zOacy(4FOtSmVp`8X+?wR#HRew!g8W)lczvBc|3}M(HcDz* z^M^pK+bo17<1BYV9s+^vuZ=f=UANdUR;T(O`iZGXPNlPAtIFG@3gLfy9&WJs$%79- z$P6;yL%`WYnFZ>z%)?@-qu%s?plRHa<~`9?IH=2EB|291H8?W5S|U{*PiJ zKg3v=j)P)sjuztLN}`~c^Ye2Q6Sx%Ld2!NuZ9pjfN|$d>`-YAqu6xZFBFAL0cd|ZJ zR(e+bq#G5pQ-Q6iS2q64&c=2R{xgLEJnrGdO~g73>q}dhaoS=_EIgb~SRKBLKa%!) z-0c*@)T!_%q;TS(WBs0NDt|5xZ3)hz*#Dt2N=;)_vryX@=weYCrvo?5=Q9a7{J6s*q3x`34a zKs;AwUJP19j@Wt&pXyK=_vsS+b4LVl(Qy(4sc&@SOr8Q1Mp zjkiVEh!Q=VV&r0b+s$SRaXvBRJ(=1$azza<>OJ{`vwh(sAZT_a#%@-z&cyBDW1!qD zySMXHlZ?TeD6Oc-q{ETGa+9ib+iumwj(EZ?eNg(s=RUbiCLwdnYC$H4I}Z`5V-er+ zcsvkH6epvG-7&Pk9e=MXNti7hB6#x#CE$ermz79*iOE99yjC@xBTL37nSy3T#Ukh+ z3D(#6W@QY6?uTbQAe^m6feSVAU`0P=I5?aOXVM~qKehNL|dx6TkLVzi8;L{QGSzTD!X03Aq&oBL<%!~j<)J#xzmAD!plObihnuZ@f`S^+ZamgwfV8Az58o0NLcg2jF4hdckN?Eh zbEHU#F5Hs!|7ysEb)DvEaa>)sxAOYYvwymd?g#iA7pf>M908Kj#Dq%QzF;F%2TV0S zK3<)&LB38W*u`>or(_-Z0hs<^!o7`&ig#ubf!)hd^3_j8`Ys;#qu(O04Pxf!7t|Tm z0j9EtLq#4cZ=!+?rF#WWOe>#R%>jx^LYA2n5?ytTW}ftq`1tP!+#r`=tU(^8^$c4! zaJa#f6m2W+0cnI%S6G%WxkMjBF+DIwf*B3sxJ$G+l;~yfph0?_GBKE zPt{gjCcUdGP4*X$c47FH3k`s_N%oCIW_%s%Y+=lh!s`z*J#(!Wn6LoU>lU#}rM~qVyYySr8ke$YdqI9QDUo zCp&`Dq&(Ui;=4^J%3*tnmIV?SmLbW!HKwpX`KfLnpatxF`5S8&TkfoRV_m8!6LEQ& zOMMxFy{@TcdEMBmRcG#|fIcY7*}~ zi(L_n=myy?wV!}(dyzLt=H@#FUmZ)Sr_zbEBs4cSGcezAou^-woc}rSKAx+nA~h!z z#wx1W66VlnRtrMk2!nG2GqgoXg7QPM(c56dhC_C~qjsuJ!b1VPbl@>1D|ktwDC*3- zIk2wr_0GBbx0x?i5hoACEHp;^*{!bpzskgsu%%~h7h08%^SWSL&ERBQw!BR(2t#CtK!_`nT%&pRTEfo&mrFNHM7!0Jqaqx+@om=RbZwDBamE=0O(Hbe;%?ku(4?xm7C`QSx7(Laa7%Xf5LBX zH6rx#@Nkcd5z09J8Cq>%a?g0I5wS?Udd(aSlRdR0=%=4gv4u+kzpfwMDLXfwDhNJ5 zFtREc>7Hz$nKR4ClVJ9`0FDjk`ce25{A1)b!0Wd6OmEfa?z|oO!cm4vZ?~ybJFC9E{LqxUtd4K~6qtjG zj94WnH!7kW?CH_sA2{3lTj~msP>n*$KZG2zWfb%l$XbheWgae>c{n$n?NWYEOc!7$ z4kz5)nrhN`-iIv$>S1a=*4ZKZMyi3$yRUAhw+xA2lliS-bJ!V}*^|du1Y+YDhF72&!7^fF4VX7#3K-P zz--~d>Z+Ri&JCKmyO)1|gL*UxS&zt^1mjB`AB?swbgRBaXNZgI= zhzXi}pPF_x=={vCYea;P-=4M!?8sAQjG4F>fmrO+d+{`pfMEDnXp<;QdT|BOaM6q+ StyUxfE;S|XC*_KkVgCnt>Qn*% literal 0 HcmV?d00001 diff --git a/documentation/docs/get-started/access-application-name/pause-instance.png b/documentation/docs/get-started/access-application-name/pause-instance.png new file mode 100644 index 0000000000000000000000000000000000000000..3b7c5638f30118a4c11bb2e9420a1fc2f4799570 GIT binary patch literal 221402 zcmc$`by!sG+CEGpl7dK=s7NafLn9>;D&3t!4&6uzN()GrAl=;|Au)6e-9rrB{Vn(2 zkIz2dcmLk~?ETN@ajat&!(!I8?)$pV>pai<9z&EAq;c<)-$z11!j+YI^$rOMTM!8e z#rqxx@J|28sw)x_j-iEwgp#a;1g(;Tt*Hgr1PMtdBsLyXJw}bhcaN7tR^9J~aX=GV z6q%^hJ?0O-Z^V?v31vuMK0zbqtx|5Qmwd>eN&FUEh4K#b@q`9ijnhL+rdUnNTBQqH zne>Uf89bY(uU)KNx7#oi7$#plpr0)7j8z@6iIh90$&t*QPen3 zKk=@RhzMk*psSX?ZL1;jUK6$05})upwPBLbhbTyqI6WHTf$2yN*hsEBn&3ETnv&Q48q}`O9e{k=z?V* zmV4e7-c@kjY281J?Xa5akRs~KB2>QUAfN9^qAoHdU)8lx1t;fEL@vAz*s4eMeb?EW zYg{E{`Ao^q;0B4Pydje25iShJA%IJSM=EQuH}2IwZO7aP=$D5F(OeLcPY;(u$kQm+ zMv0b#__d&G=IawjYZBY}h?y^LKPkiRC=4IiPTds{+P`BmWV>DM zk$s+f8};BmW@K=iijaB9Xv#;D@tj3F1vJ4H{mkmHbGJ8CoQMl@Wqff!?vc#W8=<^e zM3=-AO2iF0u$Q!hJo`zoufwIdoHyeh!++r`f|*NayY-FnAXF*($!pw z+7+!1>6O3dxfVZ{oItteeb;;3(LRN2zGdqjIpkO0!%?|kl7~4=vCElFMUyJv&`Uj_ z|EN&QNF9K=_;Q~dB?%MSbrY0z)0evcaY(jSvG(=GZ{bzR}h3Sx{>UkE~1 z;yJ5Qs+y!5bD1vPyvE8*!<1t|9EWR{vx8eK0ba-PaZ`o}T4!>QUrJ}Vewc3{Rd-@3 z_S9SA2t-D(gon9nRX~R8VLHuEk%<+n31yXcOSya6a%fnEr>1jn-y$7#?>Uh^GT4{CzX$c)7l{C+z0H*XGg_4V>-}w( zpeqeLQ(u04y633G`snJ|Jie^@pefu_Kh*RGl*kONgNuS2NNR1YwLbN2?}spT{gKhc zWbRQJ&_4V4)G)Y~miitAmUw#<=@VpG363brSE0|N_5ByKg-WRB{NA{3!3 z*)a6oTm<6<>*o*+gJM#O6+?S+zH@l$hJQhNL3r`f%{No7EbILJ@^kTCmR^Tmyw{v- zkF%3FM8~rPlu+|z$F#S^Es3jA-9z1zF5k(?^=bAgT4lz)vhq`nojB7ptK79{%Gw-F zw$RqZkeAhxnvt~1m;>%Qx_Np`;4aYgvH7#EoQQ0ToKL~Pkn`xe1$GtOO3jMbTyMlX zM`E~abZO(wIOA~M7=JG0?RT~KOskT<@wIK}XwigFp@&Y5UPK13D!W37sBPXnbyJ1A z;<4=I>E+U;_>JV{%!%Tbh`v4!1x7rbzGvrD8(-%J4=p(#={}AFE)&ivStZ3W*%pO6 zSq>?btB^;~a;o#k*V8xDoN0B*ZoY0|7xO){AB~=HXc{WpI{w@UJ9xfAU=(Fvci_EJ z(6uM8{%q-)+cRc)a{1k_%Q?^-B6+i~HatQm)1Y2`<<{qIxrc8trEV;P68V#!ejVVM zv2kuIT$pVa9MLvyp1=O)R)RkI_{ZZ(!?4bmpQz=6Od_*?IE1a)_bq4yvEVVMsdQQz zooFOzNNO+^Rclmf;i`kw8MNXx_iCDrB&rN%jAshVEUGpuswz|TLEY8RQ#DX1)r<2%$_AB<8VkK!?yNzwr)1=1q%yDp$hh0s#K9_5;kDFj>)xcX z(lM1hotUmSiJ(o-M2o~HMT{w5QlpzWn|vJ3SF2(gI2$>8If~`&zj8o&VR?f@-D8hd(acmgR?J31TAJ9KW%b;cj?tO zHYqO_ziY1w^g1-ZP(aW8nrY6&;Y+he@+G{tB=#)SKeXV}0#qi!-Y#eU&1OG#MY0)d z!b$Cu%+&_iIk*im!LJH=1g+zZ=X9A7G}fJHoVegQA{p4zC8*Os6W?lY3~c#QA79Mm zb)vGRHt?yRgjM}`al5BvySK7$)nu{->)f=@(6h|g{)%w$>2|y)6G>cJfn7;%;d!ZY z>G5ohQA^RKvz^9i`RST)A8!e5ab$6AHHYiku8MoXYgHk2Ap@rl@`=Pl?ve=wEsyGv z0*5|DVvS3dPUa`KVWt%EV9yHK+Rc&m$bl2B{u*VlTZ>Bh zNmq4`H7@rlckE2a%%>WW>8SFRV;97prAy*&;nanFyrbIWZor&%RdZF9NB=2HiNy97 zCm|2cQ)dMB%%t+3W{b55#HaIY(PQnbHG+CY8~&-?%?6Fww0&dS6arbO$-hSg61g` z?%S*1V$`OeRad2j3OlXCKc*?Bt|tq7Kilt*s<<`7Pcurh65N9{FMT)*lxT6ibI6_h z-n5jt*O`OY621<#Pw8eu*AuYkM;s2SxvD|+!kVVtSTCl-w#gp?1Rb$woL))m?LyD|9Cpu=@JX8yg#*7%ziBvYo31$eUJH-P8>o2bj0%F81$0q6IS z(2&WI(19~#;1EWp_p79zewQt^*4WiMM+2b;|grS zbksl2QM`X$3W32M0WVl~G8zyhq(@JG9mulpp6nwbi6Y6q5>s|XM$BRQDv!f37F{k+ zQCLhiU%y2wV^&3wb313f?0P+xTXs`+_JdHquuPJuVT$6BQYh71F(uJ&XZ7gSdkR-A zdxd6=oFJ`)PW1V#jve^Co9XE;qTi#%UNYM+4CP@u68dvdc|+WAcRB*YSy10`X4?Jsp~rAzkh;_Qs5C>rhzbCh%%E2<71v8VZ!Qg31g0|8&rGMxGC8GDf6(gP~*rujYAwK75XMo@O(d~7_+ysBb%K!bWziYxzo^CN( zRL=1|B6sfW!L)DBnHfskvhxD5OKB8JGt_SH9A|N0t|z>f|BpclL4n3Q1J4hw;Z3pa z-ch=erBp;DjXq3oU1!xt?fdy*z&RBoeW#XctEsxpoNDp{{Fg&vEbUZw4QKO+Hh{}t z^uxY-$v)SiVOP6j=FK6ok^2Xn`bvm)^j7oxL!ovRR5cP5cFx7Na9A^92-cF)O^5z` zs0=+CJ;wSYj7<)QZ^i;NcH%gj$^abrU>YhdKWXW|2FqF>S|7b%;^){Q#S$!8Af%2d zS`j`!T%0%QpRm_+WB*46?y%^01oIRYN>Erj;}Lc5R6;;P%Ah%D@W3vksGmIWTWGx& z$R?QFxSBU5p3epjJ8?3C^0weCm3IdQ2U|272PW#=&4T4so0LW z17xn%ec*+p8iI(_zZQl-d21Yz>uyi4AkXh^5NU`^AvKZF1RE;Ho??RYjc z+mx(KC*KHs9}vHlK)w%-L*a=`<{N7*$9=I~+q7BN9+bMH6c4kXllp$rXmF)W3O_f+ z>huTd_Mc$y|8@GWdID{oFXtBo4rqq9B8b?!78X8Zq0=2clU}jY0kb_6g0KPOP=`IG zRF1bJ-_a+qi^IL`CXNbqhn9+&2}w`cI}M#!kM20t;lci2cm1CUllMq}k$*fB5%GKQ zDzktX3Riem!NE{pNV$DODqhx-rEvh9j+KkXZ-e~2qhLuAT`)J0nTZ#JWac2sc=F*? zC5n6V$9j}|^u7e;O7P8aO*P&zSIqQYP69T?daM`QZXFnDDR69Dfh1vXJfRtTok@%| zGWYq)2*$I&#EkT<2=y1;tlTTz^!~uhsX}xv{oDZz+!TW!KkOjSA9BPd6Tzj$ReJCg zBoy|UjV0l2fiez6K`Ai}c5LW8?~!ro8W<8%vySu8~2x0x?mt0q^#mMZhA?fvM zXx$kww|f~_CnGK~Dzd_Yse98iBTAw|%!@wo#fbz^z;$X$A^k0K6K$r)hP-3`*8rzmqqo$g2KfRYX2I>+YU4ID3ipXMO_jvI zDheX+15v!s=n?)Mg(&F$lu`z+&`fKEs*Q6{iuDi-3K?gUUPxq!q}CbU7)H-Zcn-mr zjBRL9h73p(@SBo~#|042+51Tbkx-bdqTF}nL-v>-LM;$+d9?`S;L^KuCDS0XD9N6X z{(wOh*y8yKN=T~HV7dSwHS>rR-NTI&h{*6aF|!#zA;k@)Gpp}A4tRg$&p)^Ee^s#7 z4*=50YB>uu$$wl5evC|^SvjtfbRPr^3Z`YVbjdWsl9-b}J+9>F+hrK`+I-5BjYiyA zn+U9@mM@0qufux_aaee0S8?uxc~DL%GchT{E+3q((?1b2PSJZbN5f2SVEpRQV-Ocr zO1qvIvmhu*_r-9_C5<{YKYo=3C{YqBoU*-Do626x{oJTpl1(uUt838Vk-Kg4-veJls%6Ih|b+WP-c>2nVrezF67Se(0tsYH#P`h~E^b zFlr~QCq7l5@KWaoGIR%ki9@>?FZ`b~HRJHykIEox*!~e`36l4nWF#{t5 zvm!(xZxI6A4h>%km6}uE6r#?)^?%c<(E+87=$_@;FI*8Adyz>st)GdvQ=26h4luH$ z1YeTGT*us&k}Os-!zgZ?1RX%C{3N&xufpz6oT zG@mAzMUzry*Ep4z|DFG&igg1gJW(@2FJ8FuXKRH`I-H}XCb7E3mQDr^D8Z3sLZdJ+~&?O zqnftI6|zDa#5%YjIuMH8}?ExZB`JOm$06HYXt^@Qv#lK>oDF) z@n)?x)E*Qe0bsZh_LHEL6LTWeL7>dx$nZMR?y3Zcd?kTgCR{&hG0Q>s?mZ{|F0r@=}Vv}Z9h}jWdFvU9ok4znM&e!DF$YsR2>l6<}k6n zblHf9Adn?*zQTf1s`4v>Qd7oLfD0&WDv>33BI)3KstQW_6^}}n%sjk@L0K8bDGE43 z+ZVK?I9A}HuDCtz>VEJSkudNV z61Fbq|2fd_vG^oDRM%JFSr2IhN7=F7-KZ)VD&B@v(45wJ#su>-=?MM|-iH5fllygk_h8EVU;49kf)S9H z6Bo5dx_|o_n5UsObg<}95Qg;>Ou=fAzs33SwK`1$LsTvafS3scS-9LFX3)$~1zW|E z6oq58#Lnl8AEb=Z&r2om@%iLfZ@^NG91~LUk7t(!@%i>@*($b6PN{<%>-UzN1N)iW z@kSuS7=uw|=@qGI(SfNcUJl8>OY%2%{}USd$ukh(1}dGbJ@gdb^?Kt9p~TC_Sw66K z=`K_vMz^#pZBqP1oj9S(#C(NW)+#W>y>1~xeD~4m=tLpCzp`YRn#@q99 z&kbI-tGvbGclALyBbN5juakD6c8Y(S>(X(+d}^Zm#O>{%U%!ymS^X>e};zQn(#AaD--PD={doYlnmAcJ||``GK+qTcAMGAXGJQ zGAb9giZiW25qG@dlm0px=*#VP`e9a%`C>z;WcDp8LEKRou7K4BOk++%Z9=&6=}d%1 ztIuyH^t*0;CnPXyGI_0tyoIF-6212JvxV+x-0^b`FFZ7=v#GGlh%KINEOV6FR0Xs2z3Fa3iYa2=VQLCll$e_m{UTnGxL5{^U zI_3h-$MZ;;<+Jb;TA@YBL=dit6PxnGSbB1tJ~MRDTAq&~cOGOkLfqsXc=PzudY23c z_j9qNb83jo-*boi-q?5T>L8EaE1BP!%R`S$@o3D~pj=B~zo6FRJ;3_dY^$+Y1Ud$w z_PCT=@~FW)Q$70zl=KYGOUJRMAihVl=_^o3Fl4rn;aAJxOG=H2PALG(XbxKZ8#ke{ zr1f}nVP#At^%H%B!2OkO#Q@N>4NM%P2m@>tWPkoUNr#K z@pQfM%9bVNn$6+yc+dV?`^sT@aWN&c8hdx>xYb(?V)5ssuWAJX^d(b{Sp(w)y|L^E8)C3tT9FQusaCEy3wJ>6!O6fpzDmyJT@QV;(Y9+_OE4D-z~GrPqA5NNJB+$rPXbw+am|>eOsd|M@%-$yXLWhc?u6#Nv zig#o79-}+p*5T7Oz}6{s!Ul>2kR(GvDNeJgYL2N2+x*glLe-o6vV*|TIHXn}YIPL9 z{~HxAlhXQ`Y(Z}5f0eP~<+<`VwSz#;Gkdmv&v zx1UpaKKVTRG9MSHDJai3^Y~7uR;*vx^f(=kX)Q1Y2}<<=Z}3y%0kl9+2>zumI1}O+ z3X{4UhP;<|bk$yjrFMYz%3}WwhisL?ZanCssNGE5R(hw67B7v`A4MSG)XRG#_4w`B z#Dt8=xUE9?!pllxKM zprzJyyqaR`HG4P`~H{RmDx$P)~{c`-anbtGwS`q_>Qdke#2gKgB#oF_9VMa z(}48{k@r+*4~!P;R)l#3IsSn9Y7S%yONGW69wcjjf4_~yT9y3lk$haPNz4b_pVjpO z$1zCA9K-2X&;b4r;47r}Bvl%5(V422FEoRcp@%Z)Zu44D@9Az=D!dZ^PdDv<>5E^r zGR?NXcyqQg984_*3%bv!xh!qsL@X$bzx8CXPz-LzXV@N<5jo~~>XzLLNqG{J)ic-^ zlMgk}VEuzQ6~=3hkX4E44-jGrt1bDYv5Q)m-0R*^ zo;n2$u*Tf?JYNcahA6}?C@44>d$0I%KUvxGD51_~PT(^IFCGzt!jG}M_Zg$xlO?=q zofhhKa`9|aZtxWQ9=hPgjjRYMF)^_Um)(PInr`NjM#G6w(ZepZ)K8(Ic3XMh6Z4mU zI?ooUv45r(nhr>dVcpv}66hTq`%K39=G17a)L=*Iv;$w{tGIecFurY#*SB&bz&y$O z+5DR_h~7s7)4s6J)!7#Gadn#272g%)wC)H2D(6%EP&lVCsdP6`CA4C#sr1Pb9=E0N zM^u&-aO#=B)TCp|Y}SKolkYqA|Hj@Qa`vOJZAMoVzD3)z+*YEmv6E@ed&?x)aFS$P zVD-jz0DdIftkK@{&i_ZF2Ya93A+?W_3b*CcheZPg#71k@ce#D25dopA!cC)-5YyhIt_SOG?FwG9*D357Nu*=eL#TGS zaR`>&U=nZ1ux>oNUN|uFl!_uZ$5QA86mw!A_KkZY?@dfh__lJh`r*Y!-QkiR0jb;w z&mRw@zrqI)u!^Xdm{Djs#exv(AcbuY^`Dc}aPJ8QnswyRr*jeThe+mppW?Vg(l?c( zI}W~xFMxE&L`Pgm1Ov)!Wg2LP)Mgd%XCB2PCL!>b@Jq_SHQV1zps49N zaZ`I7zeMYZWE!YCOl?97dy1gMY9NUE(EA`^qULCO%Q0bw1zWZi_EhDolP2?vhSl}B z*mgq2@Sv=F<0@aRg)+d7dqM=<*#_@7>zLI2@M+EMOhB( zZgL`=^?;2)_K@3*( zyHz;c=<;~;*>!z4wTJ$Xj}I6(Vs*flei{{~OM^bQoXxkF+ZYWBa&jGuZT?ZQv4Pog z@rG-?u{j?aifauzFti(WkGoCR>xlzzR#Jxv;v?WMV3?;N5-mhaH{o`26M2;!4IM& z$tjIA2|%TdOFD zH|836*_w_=q~alB-H*DpEM5YWYHjD0&6gMLpW-LoHv16RajBIn!X zPwe~WD-jZ?UG;MeX`UbETo$PI8jtWQ#qB*RN%TBlvLQTSCh<#9(B9{r*J=Ljjr%CT zxge(^v#QAPkc8`Q9o%pm%tlYOWVQv|uxaVF(+2-b1o*6iUyuiwGQ0@Fh^T*PNx!1k ztr(~j6!mZKh~GbwoEPwIi7Kto>Bb=4;R^oMWfBSPQaQmr8k03E0yw>O-7xLp%TF)K zK`yWhsP(_`@&PiE>UGLL>pZjYAogry&ZfyNDm67+GjEmhe&Cx*QlrjzsN7aas6B$ym|B6g_VO)2|dHpi*qoF^Bum(DNU!O z24kfuv>_58Ws`U_v^AAD8ND3mvu}?qvMEu--8VAGW%W?W%J+(QkuI+UHxlSnQnP1| zre%;mFzdA-ogN^}a9}t{D$E9XDstqLOi8!}#^62I7e{5zJDNuonJW1%b53eUFykzW zDnl_hx4MJj?l;{h{FN)=Af8Le$aGqsD&^|}wJL*E<-k;4cxlD*%l+A{?*zR6(6s=W z-C>U;#d(wLOzr1=@`cBYV3@7u2=VtE)?|uwy)7LD3{^l8h=BCI6AfyFj5<^N8_V2W zS3e&OLpn@=hAl4<5w&l{rKvYims5;K=oLp$u67&i7A;6U#ON!g<1j3L7>+VkE?9vA8@cX@!PYW#4gN=^In_mR^W*gs(TA7QUBPs^F06Iiom}{^Gf%0SW z&N&j5S5#22Op=j*ZoEG1JJ>2Hd3~~do~cZp(*#g=`-4uB4h=W8no$D8ury6kR*ul! z_0h&`9Vb_9F0#ILeM(TOH3i6-<#zAxb}+zWN04f_dd7xS$epVzg2whkp)<^7!ON_D zNFb%Q#pim3=Dbhu)=(`Bcjv}!r)pA3i{h@Rog8Vx5^!UDL>wRxqnS#_)l`q&wqN{C zbq`kY9jiq6awDtua;sn^|IyXA`g4o#DW)i8Jf$gM8qKQnAPSooOM5@ot`HUYm54WEU4*unIQIRSHiy;7{i?f ziqFI*$5%?_)3C`kRgG|GKw4+JbM`}GmWg*npfq9JRg-D-xIY+p zaCaBnw~Lf^k8b67Z9v|#Keyv)vJIy3=Ci3=dqm{z%x1MY_yv-5N~x%_;ReA6 z71&>MmJ5x;c>hV!RiK>WCzz@^7V1lUbXHxigt}ln*m3_G@ic!!dypLEsw1o^lxtP^D@yzaLXMF44Ne45sp-kx%^RQ{ew`T1n0_}HU{EKn4-zEc-xoE2Q zqQX*Yb^@A$9vWVyx@{z^bT1Z@kDdu1cJ;f3F=7HzT($f~%$Z|aJQ@kFH zWb_G|HnZ49@tk|6Lb=}qES_!Fdl6`v*|ec(-?9u6LVLaGolG}EY8T^a4Ibr3?qOxd z3=v1sDQ~ z!WYJ4GA7$Ua**Ng75LGC{wMBVT2Wj;2em4$!@#7pL#oWTd0+JH8yY;tMVAGUT)X>; zz4>E|f!&g@$a_mb#h!nx6x0S{% zz>S_1*Dizq`4`eG0HUMv0KNW>wU3i{Ap!f zXulP8NXgnL?QOP$o;}EB>4!hQ@JCzE5RYNbLSN!ok4fia(hx@Z(uejnuZPJ`a`w` zL^;NcRr+<)**s^B&&{?TZrlu+rYwx7=v#8(<}G(m5(}bm8(`%4X36$JZr9P)3$u;C z6z=O?O;*rLMB&UUQ;QQS6&D@Ik_rSg ziiV*j=sYjE|Cly5t%=YyJZMXaAvTNo!@DT{$8XD%J;wr#JvRH+oMi*eX+D%MSk|qf z&E9j}{>I@*++LqnTBrt(TZ9m7-fN@6dY#Vw*{&LM4H=fh1Aw7I?)I?s>7)h|-4#J> zB&1L_$Q^dc)Chubhf_}r@qmcwC-r>1Sdw;W^=P1`*!k&O-1m7w+intF4)_XYdaRTd_TBDV(-WkwU;?q|DU zKv#q+Z+NYQ@%9TlHV1`p8|O>a-&I#;W(sX8hG(Kk%S^nEyl1>yQlj-|;`F>jAFFAU z>J&8(n3T)2xI5e0=#1OAhv0}W0ZMo~3?BkOj5Mi0C8mm_s=~rt7ZqB410ZZyx|o0e zH&ql7Ii|Out08o9)k&lpRR>i}Yxjl9ldW-VpUcs-{UHf_v75^Lviaz$Dyzxme$GLz z*kYh_xE$}yObW(VG1Xg>7mvd~7Hxpxyu8UACa-4$F|KxM^!(+YDW(Doy{GmQr8UBF zmz?>7ZCFIlzIIOuyDYfDsh(_q7wZluo78bh$@8``+q@b2gn8_lezPfjT=B+BAsHyt zb$-jqo!pLURrmRK?a<5G%ALZow={35N&X3O-=r52s~b_-1pxYT3*D6(wv~p0_9xT$ zZB+iTG0{)&t$q-ipq|H)#;U0)En!^dPbY(K7fn5puc0Z~Oq@@?Bu7QDAw%z#bB?|l zU(!@Vs(OIMC`VeCldsS|OeS+yOMv$(Dv3Ihz=4(HMzczTC;s(tU7h!;bjODBO0)pf zq9;=HxW1R%cwKV12tr-o!y53s_bFe>9yXnbbm$w8tta~|ejDj(O!5r`Uxq3f5Io!C zYe7*J66A-F?3NRoTUZ82pKOl3I3C(VT@R57lyw6U=%hCJ8>;Hh?N0F%b^#k}W{JkVu{x%cx_;;RVl zwUVgQFa)hZx92MvD%sYft<^zR)}6+<{&z=dcU&1J4GLC4+qW&ZG@0fU$=Hhwi=;#6#i9yNZ<^ze`&t4T1hgKOn zmgo2_v(L?AXv;!p)HX!{b1@~S=sBeg1wMr0l*<|d06ij9puAY47?tW^;jRLNey z@mTQYc(hEO>*0K2D+D01SUOgE)0by^G-nlAN0pE3E23+IQbev0oH#VX+9XM77C+a>)M|NxK5%mdTYq>tG{e&SEMsAY&iQIi6XM5{N zvSWyg@o8YnNtwONG3Lkaf7-V=RO#D;1q9^GIrToc3e}rrSb4K?%)WKR3K%M(^}R*k+(@7hwMoQ8 z=O^2@AcZ9bmFJRh6N(jMqi4S>!GEVsrrV;3(pN_q2bIvIMY45&bT|UZE&+ctyNqJK zS?_fxEBA^(MtzyC$Bsp3_L>;Z^lF47a&Ex?+WPUv7^kmIp!dUL3;`#n3@x=h+PO(o zy%MB)8@TkD4&-gE96O>GLW8pv6HImJ5D72w*J_{guIaWv>a8UaPT)0wCMriJ2y>Bc zf|2V=LUt0&QvFnib(%f-Zvh$H$?E+}7>|;FaZ>fE#s*}a0ukxB1@0LSvCM>MUQh_I znTuT6YrCih96!_x)l^YKO|Q1le-DQ#m8L8tE*%Yu&}cOQ7NzTc8>Z2y^J??euEb=q z&d!tMnIERrhO7An#i0O6$stc}T8)-7Y|2eiWv-UTtrDoTCN~B)XE`-%T6ThGDp9IA z_pRVF8S^DSN-Nl`BD`Q;mXY%sQCc1Qnr{4M@`+rGJXV0&lXF-D9m-$PbegGd*saHA zRx1v`IO5(Y9Mq`+xgp*&yIA#TB?;G5MMI3_{r3R}Y}-7IMAy||c1yFZF4ij@4TkrK<| z{mykk>P|k@fT88RF`N~g@)?)=7(mvmt{g4S%&T+2^)^Z}cQVEmVyM2p_N4SaUn+xP zKVtD!{b_AA`g-8!bl&$=a$YUwdowx287W0-CAzY6DY2DROnc=feaT6kT~(10suKzm z@0!>f@NusIl~q?pP)%K+ilaEe_0cLx)wX(ojAt^m4rwr;;@x8E{sBe?}p3cMaiH+|Mo`ks*I%B zdt6S^57J$aQ#DzhGq!)u?)=*9-V~6^n_jLeJ}{4?@#shTt`GrR$*a76y`vqH=ai+a z^(HP-IRUJYzR)M;k1#R~Y8ywa9)9e}dhi9QIw|dw~{GvFNkPZ@ESr{_Q)s9CN zdC9qZmE9-0^?}u$oaG8t?}=_bX0e%*>VT_()}y%n=ZC`odcFJq`L0$#>neN853@AS z&w^>nYH|5}sO}``IpruqpltdMBGHoF6au@zsI-(2U*#7?QK5qdSi)CN`jZ$`(i>bD zMRP=Gkxk;!GOeBhU*fk`p;9e@`4U^nMdhg|g4XoCi5WB<8e#F%{tu6)ANDZb6 z+27rqW#!~Nn+OY{GVA|pU~@L_!5$9U38M=I?gr8oJvjp*!Tob9PWU_9nEVNNd#5 z5UY*BnR=&fLNiDd{cwJcjxp-^4QVhHCR?Y>=@EW2POW7Ooq)ob(=lT%$2_?r(-?0ULsMzHU$G{i^* zv!HhD-KRwyWZBke8_RO97wb4=_m*P|M^Ff3;h3%URHA(rV&ipp{3#(tOO=uSMsA94 z@kmZ(1?fYZ;ieqQ7cWp&<>Swpuul()izF~Sa~;MFR$H6-EYeaIk1)$JD=8OP^#a=@ zT>J_HrZdx4JrfyV@RN_Kv9v5#pI^6XSc2pX%&+W99NQea%6NgNh`bU@P`*H-O8WXqzm8_F#|Tv zx`rP$nP+(>9%S|CWmw?-1ed@Lnhm8S-1Rb8#eUl>3oVed<;f^dOZUyZ0D9)LgigOj& zxmL#Emhl{sWiS}|CR?@(6+C*g(TP!Q=>hgL`f<^yS!GFFDehSA+o+pd3Wk+W#X)xr zIVs47jRb&o69T-xaf*@3=wm>i1pPAHHRV0Jsa&|0j*TLUeC8%)c#{UeW*Zu)@XOih z5hl2?qRwSiAftEu5m-_p&J^k}Cy`S^Lp;Cxx zsxpJMgw>97Y<3Hp!*nUg=GQ)4+Gk2?YQbu{Zs>Kwyd&4tj(f?hesH9%MuWU9N-;6- zxP-mv7ZpM0DBd*Mgj;>D`$SD?aqBc-gkK!xhDsDJzcBSjGqJI=O2O)@a&wE@-1Ckb z3v*GdEG^%%`K^xRlYjBZ;?-kG=Ym{ECkH03EMz_r+&#-%X_=Iwfy%Oh>RdBjY z`_x;0wlE4=<>`QIr{@J5OUvCV6n3k4LQkIG$dPgdjRrj^dgi$t!jPC`Q*1Bs_;QF!$xE?dTi{$1a8|nW2`KTB;tz>1C- zi9Gt`NnN45L?JJb{*GXaGkbz;BZI%G!jR?{2TUcotaTGebw{B-*~f`Yn#L zdqpFsJS7+Ep!}lUTM56q0+ia#Sey0ENH!r?bM#wBnVII^41>Mo(J#O*HO>KI)`SEy z2bB5dJe8F=R;_9jKmmj&nK1}DaO*25@YFl*0^0x%cMwv+d5D7H6s|I0o3Ft|Xsmj< zF_~(SCVk77qv7w0?8lpPa=MFL-r3q=jWTI3v#i;#kL{eN-M(J?E!r;k_%dCD1|^7G ze{_=Ue9o$a@0C2}wAgCBwoP2mQ&*%z8uDs?fOi4*^E{(5capjG_<#v9taED~wO3@3 z$qiGZpRsPap&j+1|HQ9_mR!u{W>9-&1LD3CXMLcM);*dteiyYIDUT`Uw#rxnnTVYR!OOhY7%$H?{8u|K{#X| zcB(06EkA6In(6ypFJ)Sv?^C^`T`F+Rd2^xZO;Y%x4?mvyMMXKsfGgyVFT#4k>r~-V z+Tgv{294(O))T%z{x1OArkik$r!f0Xlm`5g?oUSH{Jq!6Fy%C7SU^ZjKQZ*?@-!Cm zLHp^#n^9(Mv%%X3fM%#By5p0e0aySo!0xI=IY?jBqkcWA6}cWWAVxoiJ*?yYm~d4%GntEsu>9OD~f zwMpU9X1a7fKX4Qy$2J*ilg;(|a<`kjbgX`?5>N9)ufMUn-o9_a5M8sj7T#2UK9P`=zlo;zP)8=)}JuUF$2;+s#_W6znpj0=^`*^Ey-Yc_L9FCI~aKo>*S@v z+WJ8)qiueQ465OmaL0C=X)yEOS_P*HYTsEJ=*>_wd^dWU$!=)v!p29T?<5f5_5at^ zz?s>Z@3tx|C-;HJ7L3AKB%?Pv0x(EJ+>f z`Zq6r)5sH)-`-wHZ%E+6)2qb-N^*i$& zUL!*3^4`wuRHgnC99Fa6%6cse)R!(V{sJDyyo&5BYHDTRoQGmkp6(=r()s|A7){T81IgTe zX2Dq~fmXqF-14l+7q2VH?%LL<7>`ma_2YgYqo8GHO}KEc6O zcLya*JnXmTb_TRlRJkNh$~ ziYZc>^%<|s0iPWINIrY3!6H;W`(}~dKC9fZR=2T2v_h~VF)kA_wDxr3b_)ly8+QFaKgNUdw=oDR{dcI4-sC8YY)b>-mBW-vg*Lqp}m=#zN~JZ#e~opO}ie zf=Kg0&DS?R)LzvE4ZD7|4KrR@_TY}&98@Cu?M65Rwyw)Yy)8--G1m5Ws%GGeb$%n6JkLMz}=QRBnT34-_V z8TI#9c1Y>iRSCHD9Ds#b58fo3nC!S8rcQ>X|8>8Q_Fp2Opu2mQCw;f>GU~O(ayMe9 z$e^xC!|Bt-YW&cJ<;_R@wB2)AsHGuK%*Z4EMBN_otJ=?P_$(^e001g4+?l|~2*_EP zqqKuyC5a?xMZ#CK52yqbLsgNoFyiFnG_mj>eyC7Dg44AW7mFF zi0p6n6u476Qpr9782xx$EABq=S(|1D&G*N35(a={Q3zfmb#i`0WlWh8ia+*EAW3%J zXnSd?x`2>D1G43<_m}$UF&|r@Gt=!^;9!ohLc5X4 zl`P(7X}L{+7Cvddu35$ZJbmZKS*3azb7P@gL@orrizso9!|kGL4g9ZFB)+kH z`zZoXgMHTX)q&7f|r z?%38*fF&07lQuoC)!o}M~d$^v6zzDXm^qt2%R<(jEL4y%z<(IWcy$==Fv1QgQ|$409B6@Ln2nOa^(`T;7W zeq&{yY5C~VjwvUfFf&cf#m(HPcl=f^%4nd)*%D>i4Et^r*Qt-hGvQSY77ckIu&*l? z;QoI9a{35BWCk4QnCK=eUM=W(i|oaG)olh1kQ{Aw9EYfD1hse_XEn|Gx+_}7 z3X=8ckswJM071e2Fs%>Qbz6Z>oy1ob4cNVgaBy(Y`~#qeRiZsBi{atnqdv~Q!G%lQ z>ByN7;53UQ;hROI2N0lxe1G%SF+QwiFrYp-Yy{z@LC)yu>1BVa!eeX*1%&_|^q2}g zAwZoFzrkM@t@P;Gbzvtt_s4ze8eoAFy(>Gs2Z$kCmvtVThpC5rD7fCTiL;`(9NN?B z1}AM*kc&D7*es=DivZ0&0{2j&qEtbXb9WcP8?3#_c7QfQ-8O@MmMr_(mvr=Tlvs||CLECLMO}2WuuPc))Q#`u( z&dgG613=^M*9&H_ZCsA!_@43mZ>*<}7t>dE3OEM+k7@G>H?2jD!Z-3m9=p;%@0R)e zP$WniL7b#dN6e~09hu6345V5%0pm63B$R|o9k;#mwxm2%@%2|b2K?uybk7eb zo+{8stX|j3vZo9m6;dW%;nIuUzisD#I*fDqD;p^{~Ussm2es8w>Pe|kX*NB zyhXU}y}OXi3TuUr8CGmBl$qtUb<+J*E1j`~h-1Bdu^evH_yo-cOy@7knhOibYQa|J z=gDeS&_A`oq4g9_wYy2N9<_yJe*_-~{dW31eOy@3@~rwkS9~vGzErEyvZ5D)qzOm} zvSi1wLAY^RrNq~h{_5O);2d!f&v^bihtYba0X05XUo)&%p?(Ms|F&kNHxUKHv2~ z7RiyhKUeGP&u}b^~R`Ft>r)T|y*RHYY|K=rdD~3-Rf#40h8&@;G@H(Kca6q%PwJOxP zUI1vs$YAf+iD7~lTtH+sk{jKw?JVi>)6HN0J%u>SdpVH%>3ZM`rvdPv0x$v*PoHp( z{*rt@N&0Z{>do<5A^qGCxg4(C+dDA7Ee0pybQ^|TWpRKL> zxwX!i^D9M#$Gyp>Duk&hZ(mT}K%ELb`5_VhJsMJ!4^C`VSXnG!;Ev5(;h-S`YB7F> z%Pd*KN+Qi(g;qV`+?qW$spsi4&72jiTRZ}HtGo`<*BulwT1Yrd%5DF%P4Kf=&ErP9 zewT>(&R&clA+sI2Z13xvwTP`~t7ilZAM9f4wfM<-)sqr;9c`-`j!H1~ONVXDL((nr z!tW{%QKbW;p5U(~I!ac05`K?oc(*Egb_Yo6Z=#pE&L-mJX}v09t^1gCd1=!#YdyRx z;=T@l=Su_Y$K7$}b$2JVJCu_=ahm}&&$7kv*C&czqh@FU;ffP&o;)~^rs`U%z!u47ih~4#4hE~hPb&CSg!;Lrn zsmOrQN>Z5vNG9>b3vvHy(4qKyvVF2ys;9)3voLU**4+t&V=Q%7cqkF1IK>zg=-z z;tijpBGX-Hqoz!RhxQ1?1_*(U0eM3fzS8oN>&L3)PirjZjg~Ke~;ApLTz;30uzeQ*_aP`^{2thZ>1(1 zh=(YTTYPb5@9HLPPVLJX8GuzpF!^bua$6|oSXutvIccOyeA2$NSoiFas9-sWS{PPK zet%P(fDlLU8Q>jepsG`D_`d3h!gMGkaf%JW1uIw);nMYH32jM!>{9iPKH?)?@#Q7L z+W^`;r2?Am+skl@Mp3ZbQLaGew@`X&^k0-y;60$a8{JDD9lYDijsg5BsdJvIzAk5- z*HZu!#f-XhL0$2DT#jCr7>xb8y8*r%Ojzj)D8aHEM!M=3G>xmCWz7pVS5G`>sg|Kl zj4%wp+dvc~E2xPLpmkQ1NLD}#08hnVag1`I5T_bCx-iqJ_H*{bNnVU#I3QP#HA`FT zJg7j9s=%af%MKylb#Qy^VQ6)I-NE&E?)R1z${79tYz6+w^1@H6Pd968h(7gNHOQ7i z_xqIC6Ae!~K3C8vT$|b>DxyL|&|&^7^qH0C1l`a^=u2J=@Rj<>t2w*`C z-mjZ7+U7a={I|na$4+dWGhX}NKV3C#2wCOeWD!|u)!${|Mf_;{6uAVc0xR`5pKuAO zrGL9>xdJ~@I50JCEkY>mesAuen7D5qiYW6eGFeq^`17fduaI@kU9e45{XwU6E4HrE ztpSDn^c^gb>)|1!n6kICdJVB~Ok9iNno;j{cD51e(Ry`|sJ`}<>>t7VdF9&?>byUy zssDA%%-=Cb`mP`{U0Jr|#qhod^PI;bgQoweCT97Z;3!`moDF36yUgj4Hbx`I#RJ#T zfX|IkaQ5zaGDFCH>S^_gol}ovv-DAx-;=g4omz^Ig-dB5#v;bOLB35+?5}BXW-!;9 zCrCtPr!YQ6FqjXFOaur3YnSQqh4Jh|*m&55z zzyeRGs|$|S7Mh=Ut#*E=uvL`!u7wh4a>uMeJ1=?Tght^v_@9LN4)Xp=hS|W7Iaj z-HP9cGFEWeY3-o7z;s|l@iU)A5MZke_+>zWVlM-^`NDJoim zyD78ko3k)%pt{AmJB)UOh^(()mccID?PQ^bVb;axDf4MJ-7XDv!t)gr2a5?#gC`P+ zU!!j5<}i(?>+FxXF&>^imlmeNUs9d{QZMpZb+K8qiL6KMY9@YTcZ_B8Vtk{{#BR#C05Q$?%J=W@K( zC=xDA&`4kZgH+;K;j^IcMa2zOKFElP_px2aJ7qX2{02eEg}>x+Vd{n>%hQv+viWf8 zw{Ce!&c)5@%i!{gUOTEofX?6I97{9p8b_Q}&xh9+jY-b}PumHQjqZ2j(Oz;pI$(}1 zm_xSn%m01aM7^H-pRw*mg+GOcj2$FSuam|-xol|#kct0MP!nF}=lh|p843BG9a0}r zG_UE<6S*vM?6!za^AAbmpVY9#3z}4bl*L7#)$f|YBXGCvkBp$3AoL&1Ex@M|-jP+u zHyA=1lEB}sOCBb~C}qDqPE2v=G-KjE&6m0|4tw+FNTfLKm($FVM5=c~`i?@#+>XCO zzkp!LOa^0@VYXN=m9-A7P@_u+y*t${as1OZ5=E>)PD3ri1w-k2)UOYcGNR(TbQF3A zv`T^Uny-F;NekTnvs#P6OreyfxjCZro|dZd?Xn(8a*Cry;Jg6}>s;!wOATVSmD=2& zCfxm`o$qSNYa=#zQS3Ha0}9%n!@++K3Iv7CB?P@#8$N&+`HP39=)&(G(rQ6r}23w@F z9hc{Lqrv~fXF5347-Q}f%0;kRAUUEb6t!5mbK_L_y*$(OmaC@M-`6%63mM&yb>6or zd3o19^-rB3lX@HoU94fSZ06sL!8?;=Igc@C&{op)VFch zmz}s-UZisIIHZVBaTa4zdGfE}IiMJ``AefAA2AQ0U<=wP&y^g@V0>d>w&1X`A#@fz zE&T(6_F?-y&OmLq1m34I#veX(y`V@@9XLYszZd^#F8&9GyDAVPo#kyCo zH66pDo}wN(3FLj?(p+0wDi>08qgtj+;&3a>{d9A6qn`Z^5Z3LK{g%zQkS>vat07xi zJZ#quF=}z}@yXCfJolGBOeK>$+(fnEgR{$)cB8Xz zaXK5&aGqzYWU*;YC##Lm4lt2-jh4N5N&%GmYK3LKSG{V1cr zo`uQU*%s~JLCG>lJ*P3ySPKyJB7k??_~tFGc#qiZx}`sV$`?M6TQCJ|hMUKW)u`2i z4$af+B_mm(WF1FLri9MA=U2PdygtV@1M6gND+Z>JG!E@b@2BBr>DDNPOkT7IygAUQ z!vM^W?ID$Q%WD)galJM$r{`u=PJh!+dV4juW)2Xsrm<=r9Vd%rTixS};OB7waZWhh zC928+0Ha-=i@gXYR=Zs5<7c9!jy$2tD3Y69Zaii^9Y}!a zkOC%Q^6AOzH|%fuxJ(o^TL3uI!8#8h?Heq6q-Ag6QX0=&O@%F%)v{$gUOq}v*L$-@ zosxWu2El7>PH1|qK3+~<7i4^HDO;QVihslrF7P%mmfj1$L|Ut~wqxmB=TYbch98n! z24c>rsgf({qWBdP9$=A1OU7}6BvH(;7Mm*Lxl_3_plGC9c1n<~ zoN7nbmsSVol6f7oVyn##H-*WSaVn&+bg8h;+M60q?-24rEr$qoR#FNd=1_;VJnp;S zG5-qwcGXlLP@xt->rrA(mh+kc9wA zzmPm(rIN8nuDPmrYx*HqHP>cZdhI@Ax)2fu4DLyOAqAeDj{v0UAP58=PJt-Y=JNwQ znL^XA3-CeED}I)zQq<2r|3z)UZ8_Yx0hl9vE?eSgp=WpOeK*o7J?B5FV=i~{e6VdD zQHtSMw1(yEjSsdXx+rg!}&RUui6RF(Stg-wg0l8;bZ1 zs@(lNc(K0gglfMzcuywp1z&soOWgSEMl$<*7KEduip{zd4F*>sHf{HPd#9y47=&c? zs8QDyQSVrW(()q~TcmOML-1v393I7$x*Sg{eVMD#`SR#|d56-DM{D;rhSq><6HfGe zr$P3rzz)(BsryUdS>bT%xX{V`{WoKJjq{6(YPg_R8U`_*bU|K}MaiKRbQnrQRX$LA z#MG0{Po-PAv0wcQ-)e`UdZ}(KS%{_3=caw3FHV9uV1w^uV*3Q>gGi8$H(MWXJ>kM} zTzgrkywf@{N?$H)4!VB@v#J6cb)0xT2lSn*Qu?GX{TfmJqNq60rxW?de~&VTyJ-?{ z)3xy)dJK{w7u6OP-ZKSDdx3p!x|0*YaUV96Jjw@BN{0z2TpC`?;Jp9jf3Cge@^I4Q ztge3dg~u!|l7c>7MGOf$Yk}|LV5Q1z_F_gEuEPJCMhx%)6+aBcJB?egRrAPZy|fdW zx|%LzrmkdaA{W1DU(wxAh0Y1AKvzIM^@$$~H62o;P^M&mUnidpIAootSAf8J0e@S} zAima19oVX>o}QuRxBD|`E|+s0flv3FKo6AQl@u-E@rK23#+cZ4!)=zFW4y)C$tI2^ zFV^FW*Gw@YjI=@H9_*+d=VM$RHrI1&-VEQpm)@+U^!@#s^|b~9u;SCsKbH2p9!!+_ z$XsVt#KF%kZ%2}s-kh-rr-e<)8B9)2vVYj4`Bx>n6j`U#@m+X(PjY2rKlyM&W{*|T zufw*OmklJO(pW&`p)LGcEp*2Za9Cb=tLs64R07S^@oV^IZy5Hi?=><1U4CZDiIo6w zR+17jzEt4%JWMGhkFH*Wt{-^!6(PV$N9{Ves_Fa5E z@S2*%(ZI&MTndLhl7zm_eqL;4L=1945r`(w<+y+L-gjNrwjXne-~J9MKlwzxn{}h_ zm<1Ikyp=?xLcn?z_EYQ|1vzFc@Z&!;j8*A3_~+;qrFg`qM%1`I+_mN@ zkCAWESvs80ds6T$y~#Kc)jFcbVzq0jc6&_>G|ayRdHm^nD)k4UTY3Y)K4{&z-X03G!xU5 zP#xl&X<D@(epPD4U_oo_0bNZ9Tfldb>-U_5xrt`A1#w^ zHCI$EG@nLJ%rh-f9TN&(h9O!oEoBGCZ(JHywpVG+=_Qq_xVd`is-HhWwM_~L&U$Up zDP7E>0z#)Y$)IDe#G({L#Bp4}Jx<1F4S<+P?rv~3S6=?bllC{IiUS)Po4|NJ>~v%; zA=`Zug&zonTvoDZ->!4hWSw($wM0VA%l7f1bN{B}PLr}weeU-M65{+8iPJn#OX*}?(7(cyTWm1Q9vT;#>p@4M7sBckak zgt>Re_ccLDAaUz-0eG6^)Q+uXG|Q^J?07cVt}Gh)s!6&QQ}KCwXmkB7hb_UDKiNGC z^Z|6oQ-JX}%%~MGG+2G^ozr~mtLM#-9Q7>OXk^*^Gx2=kV*_&ucj0IWkw;%?Odh5I zVv#0vrJNYXJubU$8qgRxs-x~velj*+UCUOcJICI?2Y|h}+xI~H`)wEFvrS=PA#cL$ zRjb9m-TZ-uE#muEZWc{Hah%S$<)hWN>WY+W47HF++bYwJN8eWSp2O4!n*4t#$-6zU zUEg(M9rM{bA5$<%2Z5e5eQ_63v1ReGq#PK#ewl}mjDFp$%Z6dWqpKHZRlig3mdA8I zk#P+;tx+2+=DK@>nFxh!qI=Co49^xH#rV0~dDMY1I!?1F=apZ|TP6m^tpR_d+6*Hi&|d9J_czRji?bjxK` zY#7717|KK3i(T|EZ{6mHN^KHhN7!owi_4#UuA>|jJCV$0o?~6~J8WjYlv69-(@~@# zbnc8Z(bKZ34l2?`M|00}Ai1`NNj)q3(-Sa*dtCwi)|*1NmB)O0+$csMU_6r##Skir zA@qIQ4!*s`3qNAI5zQ-UsnXEKslUWJihvXu?W%(&LRDU{sw^2|icqvpdtxXoyAdDs zv(B~#!k>7Y_ISb;>vt*`BNJIc9y{Wg^@e@Y-q#Cw_0)U}w_FBVXie0Rp26nZ=@ zOW7FUfJvXbZHhI#O%vPRPot--v^Z*AnSmo5YJ>X=!KRm=Puae%frXwPtyp8{(jj#r z+e=QTE?o}oglzYyXOEj>csG<)#4f3lu7@)gX^ESmjbHS(o)&1Tg6`5f3#u?>;VRx0 z9kR6l8Myyr{{AD;2yvn0D>6nGx8#Gb(ZpD1!oItnaPJH1aJt~~Vm!U$MQ_0qrBN98 zd9>;vVohnd-616Cc=Aw-Njj}_i~7B`j`=Ftf(oH4@@FEl1vUo0I(7}49uBHgGeXXf z@+sM0)1Q%$FD)@_%)eaXSSl%^3%`wvON;Bau(bY&nG<#_yY@|v=5@Q5!7K51nAuTO z#1i3IFstbQRF3r&1o&)#!V>g7V6i8Ld#`>pXLMb+B5W-s) z^f6m?!m(LLa0jYLq$(C_DsG0eqey2Rpx(DkKcHkwzGEpw0LC^}oipeO&hdG;)(gww zh}ePO@XHhj#vX?q>#$WZKgjl*2JHd$Jb%Zxf$k-@epZQKsR5uG6C)u+Gc`?Ws3ShM znV%;2Uc}Y4LR&{Cqmzk}vWHT0fg{E!9qPg7b`rVK6O!OAV%mPe_jp@tJ6ubA6&4nT zIk0*boeDuxyUpTtDJA#doAS_N^XnyASWte}4~>Y7r25p!gwJY-sByOd{PM@1y;5~m z)bVlX9tRkEckO8+XC~S46JKj#+|nKff^&K-?pwsK@fP^Xj7e^bm4nBj(sIS}>IvnK zqp&bZYUqATUQ(A%Y<>rJWPmY!JN0Lao#UWWMhfst4r8(bYX-S?rGBOo3uQ@@E21Ght1TqOZJA_ zty=emb5NkXBx$}H#j_F~KIsWY|0v}_coPtyJZ@bc>U!^-v!Aje+iUJiepbZuaYsWS zldu2NCtgC?38{}8p%-Qz&rPP>hg)On5$q3vYpXtQGN^DQ^qQ~95E_@iYH}|%Tj6oq zt!_@9ZT5jb2?>ERAPGgw$E+1r#(199?N6M11W$fszLAs?(Y$$@x~XKycaJ6r70h|R zGE<+byD;+MZBKTrL0EHJWDvnM{i;m91wXIjb-?{7;R-BuOGt#NP?Q^1|RF&qB=veDN? z99RGDdn#gO}{@r8X&DsZ3!%Z}wHkMiDw|(s$>T(V<|rAYRAK_&`6p5dHcHOfC*XBlVfN z97}N^K`(#Nneks5fA;3^>7z4-YezmE3HEI;)+wg6qj~FibEx(2x{_(!5TM)K2TR^C zNHMm~&mDiwB>SK^!DUb&9XN{;ho3%)ON~qPMHN*g6)G7m*EPec3QT|O#hkuF>Q$65!QI`+~c6)k` zvWi@!B@SjPl0)ih&lzX?-%l-U;_(5_Dq>v9R^4c9hw0~(;__6cAvyM~pk29P~U>%^=wM zu1LWGROWc!?Ig1sIRw=C0#-SP1AEH`U^VmuGd+Jw0^Vx`=y88UPW_en))stMbf729vZh;!Fkt4Nvaj>wO8TVGwaVO4v3=16 zXt>YhhO`bB|CANoR*2X}YK(kt@u*%=o(GLFPD<=-d77l|w3Kutfhcd1(Zb1F!VMFV zbSlaz?5IJe8U2B?4;f!71Q`W&aYM2QcodcQM75?Vt4&vEeweqq+I+w!p>EK;iuP_`ixBSSN#mgHsY!P|agQvj3|69XdCU8T@ys$1!tEw|og4#eeWgDsXKkJ1WJ*kF`K=2DgT%+BLb+h(z7h6U-}Lum zUtO{^<9S^l_MK z-4l#O{Laolw0G)>%7tC%|a;@+3~DqJ@-WpoY%V&vpRo>K&!J@5!kkY`1)2d)2O-+ZzA z@}5S3jo?0*sQ=+`e9u|#iK%lh{EpSY((-G6Oe<;~*vy*i58v3#w&F~s0xJ>{t@!z6 zlEt_`=G71!^7q*?0etu|60Y(HOE}6)sqnylu6b;gbE=Tso=&e`-?1ixM&GcM z{Adl<3whyxXm%^vKq?|c@7s6YiS;)+1~=QX47ttKHr80(`Gt8~*hgV4Ih3qSJcWb( z6RSuX&O*S-Jg#T-68KdlS0-2oQ4lgG;7{&C)Qz4V!MVqmadn&c5ZB~oe|b^T{H~ea zVQ1FLr5f0^f7{uZm;Q{8P{jR-CdXJ5)oAa<_3P(fr0S0=)Qt~?LyFOILV{6weCF3; z6zMH#-|_q-Pv*j${FfBd9iF3vp0kS;h)F(oRsS8 z-FV${8Ap!!wAt4d-Dh=s-Fzh6SJZL16_(T@>{`pK4Fa=xS)C4>XZhb#K9tn{X{&zE z6-^XCInZbTZGi3n&I&b^!W5&Lr5ODau%JlyF)NH!hRTrRZ~p429WVpvK!%~$q2j`XY0XhjMh9%NHqsEmy>X%bNwv7E_3aZTW@q!tBh$WeFfVxd4< z9IySV|4KF1QtH|UmL1_Ho(NG};fH-G*ur;@&xD8brf+Rl2}@Zx==hb-RFEnWUyPJP z>wUBlC&&^o*sgh}vLHtQ^qt&cBQL6_mxaIlGRg*72Vx@m1X6tQl7QvN!yu z_C$tL?H1Y|_FZS?#gr-f$D2+Ab+piLH?oHsu{$^|3_^`oIf20;Up-h)Vx1-D49CU~ zF+J|Yabtd&xq9fnDCtbL6IY}+yZyeq+a#-tuNG3Ll@`=3?5_Mm(o%HPJ|p)1fyn>- z9QAmyUcJdAKBtWJRUArKx|GFjAyF0O)!-tTrOt)>l4-sE0DJZ0t43DKn&(TGCl@0{ z9UTO0f?TZ5Akbr;< z!yPRhJ_F~9RN`rCvk#itC=XYk`0E00dXEM+@)SCH<#~bkjx|;v##~*-TH?O`)F0hk zJNuOgdtcGs^s6LM@BtcGcT_d29&2Y5kjj|;KFqiBi9M9{8A|P$**AE9Xzb+F8__8mj&7FwL17Y~yOfUt%wD3MKV^Jw+`}*9Daim}q94es_r)(1q6Np`f0s@S1RlfG0nR&RLVo!` zJgj@FVB}XB%GSz|UirkRv74F(P_%?+&XQ<1d>!q1_EG%h`3C45E~Il_S@LgOyTc&$ zJI4HX#CELljxMo(k9NM&h0_+?QiGYVQW!a?gYLhOSju5X4%E+vXYKj_J8>~&{w(6Y z_gPIVBEeQzXuHZ|yhK>hUQ2#*{^Oq)eX!xamQC|O_$)SE$4pAjw^as5Bmn5w{#j}F z9ZjX{6TZ*HXX`!pizbxF5nYb54KKS(&6n?e8LxDY+3;BicsXfWI+z3s?GD{ukuq#y z5rnSInotJo^Nm^e)v5b%IB{w<$`@InwqrcImEfXz)~&&f#&sxlw#NG!gci58;QfM- zH%ojta}7f_|4o1VuL<1Ahag)E-9Nm^=+*PmeQI;t`+0Im zbAm=_>7b71;RoNBOJqQXeAS)13|3BiZ=!JqRbjzwW->zBF##1utQqk3q9y^VgH7~ zbY0Z+(DlEvF$gASEXQ~ z#ZEThVJ0OfqUvFdy|*-bN9M>%q6Gvrc?6}gET6;j$lqRCa*%M{s~IVy zh%hEZR^%6sMnof?UGAXnhu&sjks&AahX8k|~7B5Pyg%e$_5j%y0Zd z!JhGU^elg+oXX!ULea!j@K?~_IO@677c-5p$@0JS;u(D+&bv+Q=6T9UaZCLcgT(n} z!(x1#Sh)=$d=r0D%6QbGtKT_{t@Yu4(fGE;2Oj_;x8m3l5fKLun`w1GO*Vq9o&sh` z9r4i5KVm<@Mc|8ZKB{0B22#LN+ccS96Za~!ez=CEKWf)B@(#I&ef#qv_SfFGPe+?` z`hPc0{C4yw?=7)hzSkn#@$0L1ZRK;EEU?3VM!aTDKP2qkPwTK8$-+1Jo~z5E@mtqq zdpuacheJz4i>b+8r)qn2(Y}cx zK^ZT6wH+e_oeXE;_O(!%uUBni*=zuwf-4=#g|=PlHeFa`8PY4#5?=QSYO$oJAW}}w zw@8j00$*APv2i)$MA*`e7H#I-K@DCvC(%%=*$AVTq06dH`VDJr+GtV9P(RRTmK@)w zV8(7Cg^Od}TYspkN7{a3{-4HKgmNI3w)+V&YmPtJNR7GrVfqug7qHJFsIQ`jr z2+$KvMkhPo2lOR{wtL-dtmlXt-tFfpAa?y*2;&TCBhqbkEopoSHck=pdlhxf72$OT zRd2=Uz~{RrYpl_OMZ;D5AeBYQLN$y4%O_r zNp#R`bVnltL2H9I|N2h*jZg{WFynDzau!X&THTw?CTh#x=wmB(gf>rOn9P%^8mO{# z>Rsac2s4qV+6nM=hISxB~^9POS z!&2J0?l+%9($F>Bn*>|%6;0diIguev0drW}bEl8;kuu|U_7C@6Gg!;0@mK#axC_Az zULIt$R8^f2)blh+GgnLaz)xlkSJ7FbX{7$2z6}+ET+lb_63hsUO+j1@&9psP%^%L) z&9IU0svcK-QlKd>nduL;bzIrex5@)t&2)F1BgHS|1|iG}N5D4tn&!PkuL*gMi5)&Y zYMh%nb=X*%ctf}$*4_Pq=KGcdQ7$f8*U8anCgZ){OJ7MiFYXVN)X&3|Iprqs&SGX9 z-&yY$78?F$@z0u#2Tp8CBdFC*2imsJ#8g{psAGK|UWk|raVaQy79BYc_lI0J4| zUT;c;mY!X*v1&XKm6mjOB~Kcd82AHRoXBvDH-F*!g!X1eCJb=J6T*L(wZLTbB(#dk zB(GZTNst&c>uMdJH!N$}=JGs37{mlC18Yh(tnr9*?3|rQ`zPqK`Fz43>t1v+v$Gl# zv@ygScUc@x_DFShd(WM()s8jpY3Sr$ve|^}te>u^X%|wVf7l*mg|Y7Rb1x=s)+oK; zhH+UjL;hEww*}^0ZyX1z-fFzZ{bp5=%KVBUE`&)+y65*_`CInA54FP|&9l=ahX**T zt#hOc`VX*aCo4pGzaV4#%)J*C)A%f({Ck>(ar9PzY13%-*xtHd|K z^fO<&T4E2;lbr<$Deh;RiGdh60SXx-W!%pvZu|A0iV)L+y>a$Dn<~9_dq7v1XxoCaMr|_$w#~Nv3{$#PjlGMLXk7k$h%%scPA;VK=~!>`VqjYKPrKL=b%N zPNW00eaw-2)%HyIObVzG(1gjktA3(cgk@hu65xj^W;X3)@7x*JAjxp4CnQ6p*Rd3H z8aJ<#9jh(9u0FCbCa~XL_p$eimt@cx={E43npeW}en-zp5)nzYzh+h|RNtJliMurd z;h%?2Sl7(1sxjLdJO6{J|Mio0GE=4`4r^~kKE6_{fB7(SLbv?;81W-`VDJgsv2|9Px$XMe zD!ljE5ctvC>T)(+3Bh8+65rnHd=HZ11>Kr!^e1P$06)W}80gvjiLo8TD|8Rj`mx--nWo25q1; z0&VM;pcQyJN~{n-P!= zKvc@>;sw78INnaTvs7fPY;{F&U-+*4n^EWXT~hqw#mR~nV$JOvrKx8COYS@zwrhLV z>KwYS17}k%+Ao;&U=kcuevQwN4Max195{qpnU~)4pi%JGT>#u7!iakLM`mYI-)+{% z+Ea;^to!SL-mBGtJuULcB@)t;R24E3nC=~0O0*TZJt}fG-s00D&h)px6(#p=m9W!> zv0vhxjO`gW#@^XyK~2T^$;bYj3v+MTyMIQHhsfOD_8T(bMVUm zUKpj~3=5ela$Vjdakmi4IUWtfSing5llmTJcX0z~uTW-1Fe9nE{T3Sb>A@bz=uL?L zTUYX%#Cyw9wt-HEsA5L48yLt3mbsWKmQn?ob>S_>oSf%uZn>Dd@UCuCcCblbPWu1d zb#@$t2qD6`_1stI{iuc~TkN}( za$n=Jr-#>N1a7UzC`CeZX!3cp;+6RI)v~%B!^Npzez%=ZRG5&v~PsR#Qbusqx7pP%W~q&$_(cJb~w&# z2r0Fo7|K$85&eF1l;HyC#6jVkUnE?e39jFA$MmF_cNq4=1{YgHS;Db3_%^qBS>6^q z=Yy?tZ<0-4mwdI-|Dk;*TSZz-g+9IcMEgNPC9wK4M;?aCsD}cyR@4pIAPp zhG@-GC#jNqbXSwDE~bQF5}dJHq#dm);j=DX9Pkzmu1OAd6h>`o;T&dirusB7+_2O4 z5uXPP$zf)@-x7Y+Mg7jH7+a!X{gkPFR&ph@*%@4eT0C)q{%Ljd>3->gOWIT(1=?oHo%iS!o zUNnDTz=}EQz)s6oRClm9n)80am&67$7Oy? zRX6WHXH3LjoMy{0x{8)I#!*Sg+sacNlstQUb?e-Ws^FIpDWdgY?Eiv(tjxhwD8_Fh zz#vh>+FZ?PL_vX_b#o%{b8{1m1!Xb4LbJ7IoT?lPSOS0KXK@#gvsYq1U+x^vExCU8 ze0TcQcNrQ`JZ8M7S~iDTU+8kgHTjX=^wHw*_fHq^JPUfvki>XHI={j4n8eHO?|D_->jddOau!L4f}QC}Dei|xp7%%MB)7pcFMIcj$kI)0 zWd8`dx|e$DJ|8p9s#{m>)gw8lh=Ptpa>F0L`E*?e6l2IDV?D#W1bK}v{}OO9$=~#R zL1=+f+DYaHwX*hSE%|(YVJQKi3`9cm*?$X8G1a@OC(z0i{Cr23#p_r^ZB6K{DK)Sz z!Bh?sCc>*VrAHiOV4QAT#=@Ok$Tx+wUQqrhfVY)O)jB!8IC!#ulj*Ow{-OErC@Ucn zI~$Z*5dZM*{ET8?8rmV(eWqai64vj*@TNH%8zWPvaf!(*a~_DR#0P3g`)qPYD-d;~ z>~>CnkgOan&!E(P`ODJ9o%bdjE#(C3fSbc*YqQx_4b;7%1a({*8WQeLpUFE!H(N@-sMki~=e{F= z+!#y@XKYce6Fu-m=YH88!M0*zv#nQ*t){k@zVT}5zS-X~L#}^f`J*-VQp;%t%~Ij( zLX+V*FI_sb^qhD;FV}?pFRd4ZPdL$u!ej^;u&beQ|wkjI%?9Nhp)m#`t znd7Ao(@?`D-5LcnZp75kr1V&G55?e_X=f-hih9vQJ*~gZG>hSqu9%7-d-oQ65`kAW02=;9X8s<5f1>XpAeBPK7)DF=TRR%SP#3XB(<5#d29$Tf@lDH9r-AVHEO zlnsXf5&u_da$Iimo|ME4`pQ0M5_NeVp>?nMJd(fax!*z*d^iz!-&O%QYnFQixPyjwP@ zxk4ij^byah?bPLmiSmY;p+u2vW!5V(&>eA74jrAOM%=a3y|%;7Fj;2gVJ~fWt+6w# z>JnQ?D z&uHkUh$;nZLyF!-%evX1Defi5NS}4X>8Td??d9fVUsEOSB7urq2D4q7tm6LTP0E(6 z?m6wwQEc4ybN3=5uL*(oD``m3?dw^YtIKhvcX6`T`O8m!5YbEg=mEJ*y%t^9i=#LE zlG|`VYD@q2uoO{tc8qO7LGiSc=RVeL-+4(b^L^}NQdM_gAUxGPO6JpB2Y&xUZD)RB zo#_MYi6$9}D@di+M&QwFt3MGmB7v#P=sFmsviEYU_xNO@@D|jhZdcHH@&2V4!R}si zVnpKQD>-+R-uc>7(?y4Sn(J}xbU?wO+wFAVRi$@3QCyE`L|fW4_*XhV5P484?1;HO|%%^Va9(0^T_Yu56-1@qt@WA0U zpQ>LCl!%VS;|I+yg$kNHMoIt0f&ACzo`MQ<_h`rYG_UDe=D_s<$JKnkpZKGVl&^9- znZN1yq&3=m7s0e$-IIgVzQ}%a6DRn{)6#Ld=EjVCD;b61(`x)BZt4tHJ~={A+w(P8 zRf_%Udn2I!49b770dXswlna*J^u6jwb!jz>lk2qIE;8eifYZK

nllO>F~;X2$x) zE~{TQ5sQgRw23`wYAu+P9jH8*X@Zr=kKuJs_&X^NzUk`8FfL*!&&m{P`u^4ZRR1?pxwd zs7Le^VKse1FhnG8Gz*+>iaVEj7UUi-r-TW3e8EfK(Y`4jdSpM~LcVY0eeLa_O^vp1 zLA7paAPO+X2?IKr%vAj;<-}T>qleZ$}m_I4FtyGUp zG+aQcfE;gLhepKqqH2~E$l38FI$OM79WgDKpLS?G@6d`7QFR6ASc8%+ev|BRll9B; zGi=lCzsL^28{N0&@%B; zaOtOd2}nB`oIcJ3(gH6D_tDA#-*;Sg{l3i2k=_kMNKwS?93_`aPIu9?*5*!|@V*)C zt)R#{J*f)?2P+%dR<^>Fs2RY9KMuX)Mck^{F_ifM{3kMoN=;QBYlK*T+})lQi+ZOs zvP%Dhswz3DwhkwVftJ?=v~yWq$9Vb7?-@VbK^MDf^BdMU#V@bFyL&$obK9?K)|o}1 zkk?cjufkVZ#8wXY8}nvZovoOF?{&z^&HhoBoRlJ%*p&sWZosU7%VCy1%Ik`^4m=sDc8r z)7gqN_{(_Dayh7m(m8v>AZlerv*GfV*>u-XoO5>3`SI!f_2Afi3wxD>mk*RZslSRD z9rW}7j%CXbpth1PjP3U)>{S+}a&N~?xSE%-)C>*pAMCNETuf9SP}H9vNF}T7X34nU z`(huhtKagi!VT7(a&vQw`KGYAoX>jbJ88f`u(E~J)a39usi3A6Kf`T3ep*Fwgr(=P zLq|co-1%bt*2Tpi%&)PbVGdnIMJGZC=x=ngRGqG-3*~L3+v_cAclcYf+yB6N)hQ&Xx0~Kt4xP0e_x5x~ zw@l0PM^(1wif4y%3^NiEG%PbxW;3s!^a~JNt$Z-0M!axV$R<|f7UC|HQfjnoX#O9y z54=yM%Ry*N7r=>k(utt44#f!tT_=%eb7F3?aur$q>GAa*Yt|PwB~iUaq)2EqLltck z>WNK1IM{cx26c$!_{3Sx2tg29mPPu_&hTvRN}9dJ6F%gJb9SB{0aB{u@tHzyC?VR0 z#T6j%vx*r!>7B)wt>yaicv6lCBLlqHwQlQ8M^S;i`ILd>6$Cd^2`Kn@9??o0 z)A_1AE$_cnmt&<;wSS#VN*g!sntB4fGx^jRq%_$EBS9nmch*Yx4V+|adGgEa_Xwoe z_vr94uoRuGu&eN-;UQV+QD^Yx^2`n%q+;kf`7oue^uSoVQP}0}fyrPed{(_(p~0#A zaQJl1qdsX*jDWMOej{Ecx5ybgtdDoe7>d9fYcA{%*~I>9vWOU{+jlLzg7su+iEdV) zznXw2vVOC$1@71^fN5D~Vk5S^w~Qq`^}hdH{oR@Zj2nW!G`J=l&pw|}Vqwp6bOG;A zodU4CyTy+5T@xAUL9m8cG_u!-nFs(#i{p&tVGWO;(J-#-i%53|N5@BD`xX;CDCM$I zZ&^tg*WbVFZJDulJ$Ql!g0)GolqUTlDUz?hXk>^yrGLC4#K$WG-QL58G!41YsCQBj zeX{c)$EdnM?B#)a6p`GRxtQdyV*_>ve&yP&@=CGZvXMMLItQsb-}hSq885EflWA$(br$g(eJmXeA+5(F@?ug_d5Hk>D^Ty=_Ez8r zSYV5NApF^MqirT^ZZ>b7FIu8)@;5BqiAR_ZuM@nlIJ|R~6(A`|!OBHqIy(5XRd=%I z;-h@kNqnBF-G_YOZN08v8@k*ixHlped*U;`l`Qu=1*De71B=a8kM8BPXeJ``*O%*zq37cI zLv)W(FroPu2~w`52unZsG1sIc!6w~Bh}O9C22B*Vk^j4yZYXxOISO` z>;Jdbj(?;z{CY@wU?(A!=ltj0dlSAZx6N2@10DNo2n}##TRL`=k!mk*LKJ{{ebrgj zG{J=o-M*ZcJ>grNhZMq{mVztCRU?YtYkFIu?&y**`15V24wDL+VJFEI+qF(a5#tMWmT;v2xC!>uc`1_1bc5ygYfm5hk1JcmYRw-K zX@n4ZLIO-F#WHAJBL1e5>S#=H*a2P>QK$-Ia30dZob4DauH)r25Rup+$tyXqeyH;@O2@W;6;CE0o*;0<%A%a>!zj zYobE{+Ixt!SCQ615kVrOs4OWgih8Ct5D6#2b5eN+6r~W*%#T{C@d(l}!9#OO*v$s< zrd-a+PHJY+V)ImJNYz4Svp{2oq-iy<*kg(u=3=EUEdA6Fo54q~=qe0_%qjvdWTfU6 zmQn__e-YAXOZ>CBrt2x}Ckgk<)1l{;WH8Qh^7>8q+v44xW5Vr0u$}Ma7_`VO{GjCn zIrNXZy)i-&l<>Kg8eRH?l{7hTaQgN2ues04vXgEUnW93SrDJNdl^?VUqPNq%ayz{B^dUM-4$i#r%JHyiT z4CLc;NgUkib5w7(p!JmFp($^9AW83BZ@q%yS^#%tT;L6JBeG1c!5!zCFV(0mM)TuvzJkS1PmjeHJG}nQkFi{!b z>bWp;`p(#=X~R~n6A~M)-M^$a>9p47%?)WaOl;q$>cVsq$wpBj=IXcKgL|4yhkIki z<9@0-1vPc=L+t@;(&ZRLL1AMbUxq8TEbpB&jn*Tzwr#0y%fkEw^v>W8NUA>HM=;*y zdbrbYATiUm-PD`Iuz--OcG8kOta8*bx7Y8iiM2)GAlUEb&Fc)>#JllK>mG#C48yel zLAC@uUv7a$MtAm=mMwbA37+Bh_9QNPUnhU|`U$E|*DhY_`&DH?0&3tmY#|9ooIiQA zRkYfC1yMGBg1Fd8??+P4Py+;O$E+&k=dzQBQr`~@H!E#r>&C6LogqUgsi@E=XVWO+ zpP8_ZXt@h)t&BWZ=a#NX@wg*l%WxCzGUnjKV!D)M_-EkjT+62HS>W6{{m*KAw!LkfTK9Tho6a&TM4<4KT zFs`+siRi2Hs2QiGOSJSP$_2>+SyW@Lk=p|e4E&4ziqkowMo(L=mhUfLe@8gba_I`? z?Uv%TI#whPomrF#uAg0Z=FCQYiK?}QzJ{+9(Z5&e@uDwFu&C}tY4t*0hTOc3wsdMf zGX=K->I`)7?8b|YLJ}vT^lheFyP=?pP|pD79vy}#*6QEca4AZFf`Sxb`T0L8IKdmCR8@gM~j};cNhzP zmO3&BKFtfBi+QevSiSx#ha;vZj}tOP^%+1FCTC_KHmxyA zIVcJ%k67AAGJmHd6VBjf9^rL*LV6=bX0OjGoRH24HyZVlt-tiQQfci5%^r&7pBswv z;6E{zPpXM95y#}5;Z0MwBxb9YS{T3;a;lf08<}Er2MqgRv%*ZtCup(Ze){Y=v|3}_ z`h6;pci$brWe*^W;y|7F!=&JBhNI_s`~hN=N-Bj6$GvXV&>7wty;q$P@>cgK5{3^S z?hLLHpeBEP0`U`yW^FQI8XJD7epKUcdT^-%>uocGKYe~)NEkb)vJ5sGIe?VyZ&yi#7WKf_pg{)> zi=VfA))Sv9QwNJCJM;f#JoU+|4gKlI^{0 zc?T)!=-8;HV4nNAIiyb<2kC8JPUfwQu{xb%RxYxYtAtMHRw5rA(5vx3(0Pf^e{X%- z$FX}dCiefVVtsD{%Jh$i$$>SXDWo7NH3Cj1Va+p+gNgJ%x=+GDczkZCGJbpt*n%DG zB38)U&42g-#Xo-F!L_*@lu`9)UU>Y*1+pIf>Vgxz^tblhHqy=IHG5(^`_1%blfii8 zhroxj=&tg9wprQe4GZ&=?TIc6TM6$D@4V@ZY&u_saP zdc{ROTjQG{p75oX9IB3cKgI_nXkH9LaF&}vO#_FbFzvU|2U;rSI>v(}j=+O#?`}{v zerKhyVJoE7n_psIt`LE27k@?Vq1E2B2O9^3itG|R^KRl8i0$~)Tw*?`Lx;j1dlk@*ZIA^mO1*;e3M6F%WfRrVphntRIxAaic&MXOCo>5=!XbuW?nqRk=-&~nvZi@=Q zjw2Sl4CQFXj#P${HEj+d&H<3}fiLf!Y8AqyJHm|UsJlHv4nD{0iB2dJRLFt6V#M|j zsEu%dkeb7%M#@%ZPSU1^n&K4rsX{3}p7Ks9hNoe!OvuSg`<-8M^6xb7yAFU5En^b5 zK|E1d-z@T2M#DvHeYb87oaOz8=bcz{M7hI+A77Iuro-_w4{o1mdb!4Gvd4rQBb<8# zR@F_^r`Aa9szCJP$)BSqNfkng3!L9uR?3Whp=Beug7aGeh-enwOT5OwpACh()0(nj zJi$AKbIMo92h2Rkxim!#N{yY$26sX2N#9`y9%voWmwD$~YciOs*Dgc4 z7HGNrEf~m+gjsaMW*M^^%F1v-g3iK=73m(sPC9u;0`#@dBmvbbov^Ny&7UZ+W| zBOi1tJAT1qh1KnkLohxkdvga$r?TyU~%*JBdbqY3oR$O-LxrPS|tiyy(GqB=(; zRP*r@NM4|^gxd(52VU7NAE35Phl`D0#frAXq*IdJ2c#$&pfC_P$@>9Ts#=M(ykcUq z?Pq?$sWsPZ0$8ZfKA)vrNML7SfvB#owvh+P+pSYMA)Tg8K3LiY4sKe*I%GDQ@Xd=^ zkm4pJ>hiyZN^k3oTkor*gT|OSWj<4I&*#v4>Sj<_Z7 z4o5*}tIql#Uai>3)E~d5zGUe&-fU_Atn7rg?WEO>5H3|YG8ib$G&3R91iaKM)bzg= zwKen*<(Ost!h^b~o+0yQkUk}C7*mP)OLU(wa7G#i?+Ep6eM$gNN_FmI6oM}aV?BgJ zr(hZ5%W(jPp&t+TK?3lZi&-`01aTpWqjQB0wL>(@vl&`{FjwbfH)00+TLq-dC9tH( z#m$7}K-R*jlaE%>m!fhAD_7lH$!y*+L)8QM6OBmtgn=FfS17lYZ9Tp-KbSQ7ED_Pf z7conJ&1KD375tjw(p7LPXi-*D;MmLiZB^H$r0}x_nRYJ3Ol@A7A;zsvBbPL$0ZgI< zhnlxkNuw{n4*u)VOzGdie_A6{)5GD!stI$)HVaw|kE>O3UiYSrbP>z2v1d7O zd{aU|{GRINj zlPUB8dk(S1ZdtM}E|}+}zVVIb)i|oTq2v!B=obVDi-y`}zlAR2dmYm2#czXD2Iv7N zJ-((6k6VGRO`viTXgE6OSZX6bjR(FxL07ii;SisG4}06yv*k9ov;ULj+uJEek20vv zHQiim>sLnCoX1z3M@~#nkC3*RJ+(H)NlHTUJF~Lms|w6R|6|5mC&ETANGjhqk}nyA zk<0vkI?yd)vIHsYTz<-r3<)V=3MV#Lsr&H3u)V*Qr2oC3S=dAh%DawLszdb-Jlb_% zewe+kH}F5WdL9)zYAd7=Wor* z;zon^)+P$++SkK(f-DIq$f;}4x#yaPDvhU}l4(Y!GAQEUI;yad)<>dnW0+nvzb(#$-D_`sCcCE=9(W;qc?HTFm6F5 zd%)dI=B~6pwl=uJ3cT|v3|NQXB}f+$&$7ci32N)Zj<}(g>gHJeR_5)iK-=Q{WOi@9 zGc3W&qL+lx{$%=lT{ffHvT>OGrUh$^#3RfBFGs;m2lnPMRP!D^IO=#%7(O1HvOEMc z2`)*{1QpA4NPLxuzaSPKbZ9tKU*60bZ$9bQ5kyQW@}S!?QU92ssXp-9}F z;QAO)Rt?Xl?6n}s+vm@ye9@gu`_uUnNf>^y>HX8o-GqFZI7igE=nT z<=2*p@$p=B(o>irsgnD77s8pP>c!u^2z&+aBgl-}DfC7LvhS5`KTyeJ+VD3$*;W<5 znc^;PEt_TzG}#%N5zafjzTOD>WDbqO3mHE-HemRo9`jAb7l;=y_*TMMkK&+L9yl zC+W%x6v{RweYnwUZiG&B<@l(buccgw__Mwds-j;zo=~FMs2EZ7cPnd{Wlt~E-#(4V z5Qx;Oe3ny>@k@J?447elK_EG5R*pQ87o?hLRc#|b?zR}Y(YYXwOHKCh;IxEQyIave zS|1R~uRtHST)kk$UFHm&u|^k2gc#Bf^>#inB^A%%yA+Tg{4N$ zjw`f6l(NRMw{g_Gn96|%|Igs~W@b+hdHra)*uBVQsU9fE+8IRwd3i<{bA9C{|3??I zqb-3H(0?JmLRHP!tEj-gnbeCB2fW#{+;KRMy2yQ@eB5sK~e8Y7B(N_f7C>|z?d>+`kMw9QKnhOd3t*B zQMeB}^;N%jJmupy#s#u@QwL?5<5dE!Buqhg!e4JAh_6u$yy{)`OQTcgX!+B-+fm4F3c14G;Mt*V z_bBz-*m*)kq4YS}EL^$&4-6ug);P$rs=mqz(9v;w^A^8yNzzQ4H|W`pBx4uviV&-3 z#YM^7fF)zBy<*g6yMP8Tr{amPEl7F6L(6turSk<{F2&I`9s3ARFqfLH%UUOs->bX2 zZZo~4+g0F5Ez$8fih);8j$XWOuxMCSk{a*#YMP{@onuEWJHtFjxCR_wR9J&rJVMcQ zrG@qHSr>Ort#53%W`ZvOS78#(#NFB9Ow~5;C^8UcqAuf(A`h0+wriGpxcQ(y-PH=b zD$gf0aeCG0Yc@*eSc94wF`$Wpb3=iMprXZ3eUR`mnvz~Z{a@*=Gg8}(TS0I{+uw^I zMUYpj8P!vkW*}pIf@bnIq}<6Ael#FIsnMX?62+Ugcl*!g$Fqw|Onj*gvCE5M$3jz~ zFi+r?>zM0v!3IY8>iD@6C7TQ~$FAH~zxoYv-Q!S=Lu})an9CA}x!}CDi0J9rBG(5g z^@`m!V3rjzFUcvGbWiVy?CvTPF_M1WO1WoHx&1jmVBn>4ct~Ch_|_QHX-d_+pyF`q z4Hq-Z1&MBUr2Q{olnZ>#UEo0b&Nu+nBjXba_lbxJY#il#Iz84I_yrf>9R#(AN#Keb-zMIp5v@O717G<1E7`Rd}(bGfv5Gt zs)^UCRZ5uSyy02jAHCT-PDC+FC4h1LWuhR?5O84C^xb^j5_xIy7ldqf*=14e<*2`z ziom(olWuj!c1q8)tjlNl@fG=0K2hOmXw&GjecaR)2&{FotaVbw^sNeUWvrPM|@#zV-83*pNT#QmX|vrRB%IlKZ|9l{Az= ziX*>Cr{;9QLpaNik@cTMQyD=WEr?5DB%Ni1f*tX5>Eh$bXz9v8g$9kWA`+HePhnEI zSwdSf7E7^h^<3pxi`tO5j9_1>J`;2{c_e|1IfiV2V2wzrZ}fFa03Sd;ma{hGc8{tA zHIGCF%oYtjjj95e%8JKmevEl|=q}-A#a(6r8>WO%FBq|F(qX5^cAXYVL4?S`n7&#ZNPCs z9w(cm<)WF3YWXt7@p7T6Dsc8ePu2-Qjq!qjFJK^u+v3>VWLkXZ9~<`1-24Fhlei1- zq9}g?{lDX;f7JB;Z7cl09{J^nL6Mw2=@b{slzg;ig&xHubw*7)5kr>M=(;c?2L}%$ zc?z3lz7kJ{r=MfylCyo4y}Iew{Mv#)FdI|{nKr-tJf)gO;&^5SP{2lto%^&hb(k_d zxuRN9f5`UkSgjPl2Rmc$B6U+c7aY6#bs$MpB^F>q8Dj4o&1u7&v#kl6L(hfh()(h- zQTi9XUBywQt4scgP5Els%9{D*+add*j#9$zOpLT6oRCB9eV*Hir;0wAh%^4PsRP-V z+EsH+UxggLG>OH)Oe)LhA%f0W0abKkh=;!j8SIZHA*9t*1gr}_a8%|{YBz_#v&ed& zii&_aDP;98r4&jn@sVMXl<5(P6Ty`J24rQ>Z_x_PU~VYUDe9xiK|_7~ytRN~BLLE> z*?kC>a44&BIR_mGPfG+x|op#1X6mhH4#uk zCAQ>79CP$W%(Vp>TOp$%Mxib_E{j$Pe>Q=Z3>cd?>vAt-v4^8I|Gf(3s- z$XteNv{MAq;X2L&i)GMb=}$pne-i*Bby8g!o1pOVxPG=nnL{)bOCoWc(y%qENFV{> z3{$@Eyh(llY9b{>D_2~<;sgpDRk`jV02 zFbWnWB6MskJwm}6EM+veG&FjqqE~xDcw9&>}|1#UckYifN)a< zHJ#t}DwuQD9;i?%$ulr2_Kzi$!vG6Opv|`0#1HxWg(4V^6@W@D=9-)|Du=|VgHb>n zu!nfaA2JLKS}3ZMi`lLTff|U58JawYMJXJod6yb9tR05oK`I=jD)}A*H6#i<60K?R zQvgc>+#E12+P|G3x(SpJvFsa&nPG}fmwuMm7EGNAYXUWO^NcBdQSoApCLohf4Z2NB zEfkf}!89PQ*JG`VK+7C&qsS&{Kl~n!9ssPHAkIJ9;dr7buOj5+#QO( zVG7yLC$$)dEru@I<2>v&QL5J>rqnKbElxFjawvn$FqNVv2#3nA|GGIc&jV1vH|gq8B#%mL<(J z>p1LxIR%x3DpJG(gdnb=sZJBd&tVU(j~5$c1@LG-5kP$Vv{IrZl)caePF!A(DtkPw zgczIQs3a3K&TlT6&8#LLQ%Y`p^cD3aHmepWkX;>9;{aiE82>AS)&L3Fh6wpPcusJc zC8V5(XwTBV=PHcvr_a?|vq4}SD20D#DrqAKIt=alNnw|j( z^I?gzlhx`s-0a$GJqRPe1pJd62#)-z{}QQdLYpDhw^mTn-zYp{&Uf@XeY5;L`q92HMm?YSxO_L5R|O3J`{hoL`Vf zAYXJYXKmGPU#PNM#w13MXj6CQiUqC61#d8PCrQ6KbI+s{Ha%@R|7PHQ_duuA){H_V z2$dR1%=AVcl-WhBe)@vT?tt1T+c7~KX=wVe@mZ}JbgOeapDD)c5mXn_{BsBWqb$q- za@jPKpZ~A1@V^cSq7_sgYoOyTMbZKd(e*bHOzXL9*Fbpyo&7i0>4h-s&@_R5|Q%%5RDiq)`n` zL`a^v(A;P znFv3@J~;4=%J%ed)UH2BAcC;@?*>yJCa6mu;J*z0A0?gtzuxnI8TQX2fn$NC2=vOY zRU*`IJq%QsFft5SAfe%h6v^TB)MJ~8H!l~+ZG9}aqOfz7K6`a_a=rNbTN(KvCLlTq zutM}f7{mE%LlaV=muon;nxAb#l+P^W&(p1Fl+hrALkK_!gGmT$Md2+I@q-Z=5xtZ> zd}QEkZf!I(5hWYhki{O{-t4zsxK46hxM#ZC^IE^{t0kT-r76pA%4N^^Gd5K4h_IN-AD%ADn}zNF60AFIaUS#5H}*KVPTdy5@M6Mub5p-> zE0bikGxQ|Fp1omO{B@dse2iU_WPks9+MKSw)NI%Hh}n7KBP8W{cEWwNI}6e%M^bc3 zQbKZ)aeheZuzZ~l+(4s*O8h$2E|qQ5=&--aq&1iF|oM$80sM= zoGv)kGl51z2ZcyDMI7}`6e0NYuTNm$phy1y<%^J<-Yb#lV4G-0kUZBp>bk6KILpI2 zZf>h;f6#yx#vV=9T6E8-`hG*w+0xqF5~|}e-DGsSY4C0t~yo0`Rm1EMOdWQYg*DbSF8K6 zh8en9JncL6p%!9JmGU5E%M}A@R&RGvRa}oTJ0UrbGwN_Wt`>*uv9^Ql3il7p%CVlI zy{-Lp=M;szb6Fl9zE$g1ULD6NFXab?Ui?|-;9tLfx!82W=C7BJ9!NestQcyPp#HJl zp%DM?W&~8}|HO=-cQ9eV%2&g}%(-MivL(qF;amiWcgygT)aM_L4JX$rX2({cLp@{a z1suoN8o9)Gg1DHHDl-MwM)j3S5rKPkQI4y?VJe|SGw%h=l&XcVr z^VVrb&yl7jN?2Y3_nxb(DaXy=-a=af*>P>OkN0ruol0IOuZB{4O^5o%{?Jj*o&LR2 zgQJ?gtDYI->cjp$yKBu2{M-R)e3(AZj@~}#o!Z~m?^msSYbcw~o74bpf~w68M$blV zg9nJM!5CI3n-uo_hi3k?8aLwAV znuxP@&fYzn>-ZQ(K9dC<`=sXnbg%X=2P(Mm0J9+{j|$7ezlf1Y89ha22s|788p0VJz>={tyqX$QC6V6wkc{NH{KutCy$roq++$6 zlqC1%;1|OI#+Uwe=Tr2~j2He>Za0T9PaEa6%URvQ`&iL_#YvhVQ}nW+!2{ax{?gj! z6|Qa13s=*&XO>Fp_C>k(9c$A}Y|vpxZQQtTRY-a=wST9dnVy-!4eWgGVmBXC&nt?_pdT_}FG)A^Scz{a|A*!*%WXAaj& zEnZ$K_OT(*(lczhXNG#87xe|-&13Dll{}ZWwbMb}nfq;Qg#F^xekauXA#u86yI*Z) z8J{oZ=EV%N-kL^d7Riz`WI7qo5w4&81JATSaMOJw%a@IfEq-73v1dD}VRX)sm-

D;_rR}t$a`tvEn%A6#Kwfc%17**3g=?NVYR?nwOSGLdbm4_vn^2 z)`KcmjpQ4i>%`1dh3F2uW3`7WdHI(Ku2-ZoUzbP*C0hF}jb2;Kvq!2eVM2r7%6qHC z{7w|*S;=AbPg&+TUbeigid$UqRJn0Jw-K{*CXwpvUY5&V=v+p0;fW*&tEzSYDK*f- zQrR)|EiKkCdY@BxNt;Ig(%;29WqKAz6%y5V7wJF6Kkc0vjaQPfb7&AB$-c*;F@U05==@qA4Qj*V1l zR{gkCJD5J(2yE65+jXr_x z2g=g;HH|(%9|wQ15rvBB&I0}c!JVCIkQ(|ws^V-|7`e#D@emGwLR(%&D=JUTLJN&$dp^!}$EnH?>?=GxOi$ubt( zw3vOYL_K=^0|w;bRAUl#3>__oO2SRhaCi z5h{8}7+@^q-(4TF{dv-0j;h=b(ps7%l0L4P%KqRtW6CLI>z88x?$}+Ib`0k(>zJ+j z5PGn!<1ek|WvY_faJ%6g39&p?ewW}d~wUcYdd_4x!h9K#~klal5 zEOxEq4qXYGpYdl0KtFQsCvKQL1RHbPuss~*j+dwdwv37T;n&fKhS@b=1DJ;&42R|I+frrd)PKjz6kPw$*&zx4 ziI^ngTZ{W3rsZ6z1x}ucb=IDp8(jsK{S&+Iqr|=Q7}1?ib4n6&T0Ry&l!@1d?!Ngv zHKv|*C93#KQ?;P$8$eV}NnTm8qSMHh_xQi3huAA-)FDlSgPm*d>%hDY=%?h}qp? ztHKXPFbW=E;-dEEm{e6%+3{UwO^SJfg@&f1Tx(hb&1z>}o5d|bCF!QF1nC7P>!mAh zV1-vh?nT1R&}W|WWX>6}FGysYG9CO6LzlBZ#Yq*A7Z*8Dr!Irggu2F6?2@^b^k&x_ z{h}4rp_)zG0JJ2t7iy(THSA@yV6WHaCMw3S_Q;JPQavo>b3ZYVKpFCV1=w5qwb9;i z2*C=FUv{UfjHSn#Uo?h{ta7$7K6ljw&7Q1U$a5@qQ!zeQjb95<&(;{g7SEjfavzrQ z^sagc=*Ml*!Ia{ocq{JQwsQ^S>_m4+@UJ%7pBWccjWeyKaYilq=OEBs2`V;PqV)yG zhQW_g()3v_IVj|yQ3E;U{pM3U`X^YH;iNGhiR&<%DGA6X`i%m#A338dkPCdjy#OO@ zfPS;ueM&GQ(z%A5qjUb`#y*d6YQaD>^o;RvY}oM|+4|dbY|>~MT0?+uWywqXPh}zx zt`9qZ%wOZ(jo$KC1&|yYIvq+jp>_B(d@eETW3P5~{Iyhyo+VldH~B7@AL-ekm2Fp2 zOnprPHg}orgP2r?XN+XcUl*x(77M^K~z=bXzCq&b(>vku(;+@?E zUmZKf<_P#}MH^;jAGN9_#1hGD0|TQC%`Tqq%*UR;fyv|PnbvHx4Zw*%b+bRLlKMS= zq}jwX1D#g-DaJB4@4+^^P53uA?qOE zjU3!xpwlRpnAi0SQl+FndO{PBfuiACk5E~iOiI%#)z-%?yy--P3CZD)PiVEldUAQb(C9}K_tv-V7KYe zw_hlyKQdf=+QHo${E!h%Z}?g5AKt1HX?u>d-K)IY<=$N0tS>(fSjUNS!lOj$Afd(g zbTy3>Y(CJR?M(rB;dL^?&sya%`W~1n{CrEPtz5a1^FI{Ewh-**gPNT9;Csg!#G+=! zG#&@GRmVdcu0NuU`L5!FcRG(mjtlbcaRTs*2f*^QOU+w@CBuaF4`S6Z9JdEVy zzm}%S+kg+%PVT*+QpxE0at#QNoO>3xpTntbT9|3E_qFuobfZp{3ejlbgf!k)!CqPg{cyqv~s|RmDy;1`ptoR)4)2aWk7f za$6r?;353lV?9wRlISuuwSQLm*Zmw&Pob^P+ib9xT&l!pXA$wE8*FE2+QJPZH<0VUAC(p;H=mYO)KmOe=8Ifjfu|@rz^rDKD_I} zrzsK}pQSK6CBAc6sDkCY{o$UKB5R?;qN5vOV-!KC?PR(TM&Ih*UKX))GO1zhK+*1d z135ETz$4jH2`GEJ_HVTojHW2SiXdLMTC!B@u!PBP}cB!MF+zyW?ma@KPU$XCJW8Puq zr!&1~FhW-o;`@NNnQt6dmauuIw7aN77J;u-xpA0}G+ybnvz@dhYgR6#<7y5e)Meu) z-%Q2WTr~O0!nz79Mdn}WwoZ=X-(Jl2z2`NQvX1Y6D~kITdw4Sr!L3N3$Lh$W`(3|Y zH^>xokYFtKAQE4Rr*BBDM5pHachOwincpxzk5$s2GtO`1$ptz_y(kB+G{R)r4T~JC zUDAmO_)I(ylzBe2KlAY{mrBJPF)9U@j!b*!zFTTK>$=1OlvlKwQP3qwZFBQWNebgp zl{U|5t5eAD=V`#Yts{46=HmTm4te~XCv~=xpd1SEd%g>6-;_m_V(S**e`2i~6>4F1 zJgkAo^nJJ?hJ#EGGuugupAf$HIR*v{Hr!7G%hfXGu){5i-akGyZH69V znQ=dFU3vuUvJIaRvD~1Y!L?pvr)qbx7bl2vM4q9pt^t{$dREuVoLjpr#%#60gT`tC z{bOtx$qhg%1j>PPZnzRv2C!^mypnLHIKSIbCAW;IbEpBY2W9qI-8w)nnfZK<8_X_B zIXid{;pUGU<7d7sO=vo=q?|RLcK`3K-{}Vv0FEu8F5!86f|}uvbxB5tEWDr!{he3~W^^peY-Fgy_(JJi5-!Z;Xtp$#2uL3<+g4l9VCLxJ*}E7si(uC!K^s3%Ch4yT@8rg z|2%W~K&dsE8%Dz+t>dkco1)%lhwro|=5N&61xolw=rcl(Ilg|x>=u*z&kNTQH?T{{ zoTNAT#H3qH^>jPUT)S~t;4B$+iA5v#un&o;_3e&hO9Q7J9VyoH6)5X=rKo)L+#`4P zdC=S{%ji>i=|SSK^G*1m@5fl5YxCXZa4vN)ax@tLDn7Zow0aQsfI~a#dSlUkP(SuJrD8 zF)WJhhdEkluuBmAXUKVqZkaw>rp5T8wy(X61ycQj9B;lf68VLr50%yuEhFtkG85HV zGOGygtg)d>P3Uz1v~S$grXL*5I)}q|Y>4;yA%J1>hjCc%#Qaap^6F{s^Eb}n5rZ@c zH>E)YTVGOE$F)RgpU%B|l)@(~!zJJ&UrJlA=THw;c4+j3915c`xOe+nAH}}(nCg(N z`n?2I%cErcb-F6^C8gx#mC{%u%tn3Zw;~Ad@l6xzLw#ZLw`G$GLrbv6G&#V5a08|E z8s#VqtYL4MDbu;_$W72BU3q~~EB9+mKF4$Bbvkq82!S~yr$iUUR&i{=$i^)H z9-vbPRmygO<$iEC1Vex#H#{E0?LHcB^Da@2DfUY6ct*uyrE$LOL^o?TE&NQtVT;Nt zOsgseGhV1nIS@8Qgj>#&qQwai6Rn;iPN$qUyHL{*of@2Ndj~Bys^tcK6)$ zqduWUAJ=iTTWf=l(%yaKK#O^Fu56sfdAQmMJ*-txl3i#!y6JzLmW0=IuC-Kc8f8N0 zihRPTtwX2PocD6mFO@X(9G%UQz|QA|&vm&wDA(rc66f6^biZfp$nF}1o}#iifZv`? zAk-BKa}FeR*?}Vo@4@n@pa0ocwODnsIQ23T4y;FL7blt~Ct<`y@$Z#$|z0W7pnvp~m)Gdif6yr0-LiRF+~Xlfl)Zb^n-nA_z#^yPQG;L%W_>!4P73 zcP_{KeUiy0)NHsazSlJIs+JaPuC+KzMSDUpTtp&uDxo(R;{_8l)_#ZPbW>URLl0! zS*$iK;l}5%BcaPMaKU->dAv*2w;-hbN$0Am%$Meu6#RPSbx$C`jLBq~Zi1fY%9i(- z&66WLxNLsGJ}#q-cT^>Ye40c5t=ocAv8I#Y@k);ENkOebkC?Ch#(~50Dhl9(*ZUw@ zPB^0w_#k|YtaGooHZuTvF|ix?`cJ-{)}f1$71ecDjj#8O=T)QZ$vXJ%*gV^Z1QHBc z)6}hYKi>*Qt_9w)yd9O`n5rM>jRb(S8&0JJhgd^^VYJCkf>Rr|4x{PvdJri|7Xz8T z&RET;wDan6TsW-zzySd%|DW>-RpdEURc5Bd2pv7K*zFZ;_#G{0`#Xsl5y9_Lsbd6& z#h$DqB@0n`JlbA){d$j>3u!m7Uh6mtUYPVCf@S7u;~P=_Dn>3GtmQtj$KWk3>7t(r zu6f^eXjc`##XIOk*z_6QxC)SjvT^A{T>o6USWV#D)wrjn<(}CTbmL)3v!pM07-P^2 zD^B!5xeev5dyEq@H8=>CNylG>{qg(a_o~&PXm3o{wibSdLNan#I4DF4`(12aZ@Fxm9ksE@5n$#0uwdboZN@d$V%_i(NZIKr9Qg6GP$WP!dMw@L7R zKzt4-1URPPW4pCVfgBjl1lYiFfOd>bHQ)`iiN(8Npm4_jO~ASZ>a61J?8eg=L%C~e zjvg8~nW(dh>kQedBVHbc4&Me`xot&MnOc~Q`zpz-OWFN{62xQA%ar}#q%L8Jjl$+< zKnH`BfS@R#+odfDlB{I-{podfxWuVuL^U0%3`Is6{lS?WW%AqM9QARI55H*CdZ6;5 zNIu6U;&@z;`-gDec?}AyD}$T)c0Pa}ysqTs@M?HNH({n|oPS>v3@x`=E`eKYJ?ACiyYg*PHn9Ixt7PiudI>>a|7fiw#F>$`>!Ufb zjz|)nsUm7A3}jon&9sF2(6mif*^Vg>v1J|%L3}O*qv_CsvJ>Ygm-=W}-w~nfnQ2!- zw(S7_H9--taw2?B`(!$SvsF$X*m6?-5{kxSW43sDS|a^rl3$KGT)%Ptu{#D{1+298 zxoHsmksy?p2=w>gE@v{R7Bq%k1Y!baUT+9jM&#?he^3sz_p#cB%hJJh5kwPwCQ;Z$ z23V!%kW72CM`wV8{x96v6edF09v1#UEhQy%NhG}CGfUKWOiFZLNzE_r!KW12+csYM ziLM+A$NQm)uXYJydb z9&x5ys$Ih8L0Cpfn49Z!T+q7TOHyczdxYmIS2zNyM<9v23DtGmAq>I&0(-5|&Vm0^ z!?5}%qMol+L)zCKlZmJKC!_eMTFYT1e(DD#J_jD!g(2G*zfUW8u73IH3wVr|YX9Jp zPuGfzZ|ygC>Zt4^(`s>K@w07lZqHitHpZmYBT|SH=K8MZy{YACI&$f}lbpJI>VL?- z-44U?e9g*X->GX`$EZJd@MW?aA=pfVrOJN52d=3NpiTD@u4aPgMJKKdS^FLnP}KFZp< zb5Hxb!HoLn?a>>22ldd>B;jT{P+N3h2^RoaAO(4oNJ_ zrFC1|ao(N*c+b%5)j+Jz(17Xb0T$lEHnB(?`lbr%~ zBe`aBEbU9VuM+@uMH_FDP=#p{8pZ==Ofhwi$ZRZ{uUD8u8sFR*U}`*jL|rd)at}>U zSK~U;e`wrb7yuaK0KnDNt{x3Ah?H*=C-tQ2=E@PMeoUA{*bavZ-*%FucYVxwB3Rst zenn|bgT*3aL#EU!u#0WnRWmk}ActCo(s4HbOQ9B!Z5JzvNM)SdRy=Sy`CllS4~k3R zv@YX)T6|ipy2xSkFa6xj%;QMfJo=WTtir}cm1xKUO{}TpRbSR$mI#tf^x8K=2`#!q zNv(;^It zZ56d?b~>EhpYFCdSR1YnU;d^6Wx7MBwo=ygJCJ2UwZw^n`qMYNnf|MF>bQw zaQ>GcmsNxDv3NyCN-gNmX0|v)&A2r4mMC!cl}KcN(>BOFJ1^ZGHVh;FoT>E;*6G6oT}Eby2K z-}srX-!#Zl^e?axAdfy!X7z~h_F#GBP1==dxebB+oJdjvjII+hvKjW98E)H*xyf`6Suiz2mhP9=B67#zF>BHbiZ2Bb{i1&?_K?vyw zmL}+|hJFo~@@s)wms1C$YxYO8cXEmkkrC!htVGDLBwk0zT|@5Z@e!h1-Vev1&0k4E z@7A+N_kkX#Yv3kY_PJ5md))^*{6y<^L79jJ zTm>ulQrMMUxHPSV)q?HJaRL{3z%zfCBZAgf5&Yi{^7;mFmbZRN|EGWjQJ($nAZxaI zBOUA4FQx`7aQ(#jAF-QO^(tOAY46Vq_485SEuf$zD_o`uy_PHlVUCOx-!f|@8$!4oi5rmq_&HPI>Uxe)+I;3AUx`Wi=APscP`nl;YSYUWzxPc8!fTe?3#IP zV1O8gCD9ly)4Mp&oW|c30``?tVDqDqaWxI)-Etjq`A@}peXC=quRObHc^2E@w7>P* z_!804bRuW1=03G>TB?GvQ%(!)#UyGyP?Y44=1;kbH=KN*AEyb&MG=W5fKLJ=m5oV; zy6n4vqr|M_qYR?)=o{o2j-xO#OK|P7pLNn;*DJbBM8cT-=z^?I%&HIGz5)+2%cr*CYi%%vh;kiY?_FV6A9$S zJ_m);%Kd81l|(D3*d0eRd2YYWje^xmh5N(C(|DD*n~011^hgm)@V|(NXw`o>5 zm>3-<7Nf`)V?X(Zt-wQAK01YwiP~UyNa7~@Zj7O*t2&hI!@8r~nbSMRm#cj{?S?3( zX8*y+2N0NIAK{ z7h`@iv=zgf)NX%znaIov2s^?FbqF@Q<-x!q$_k&Mzk~nzC+M`$=rL2g&kiaGKe!*e z{LpvJi~S@ki8@`S>YajqIL7}lotja#hAp7UTcrrsKnKk1*ug~tWya(e3%lQX9oHT2 zkkc3e*wAUtgGo2s&ol8EPXV|l07g*Yc5Lm~x)^rvgJ^oa>v4Opt-AcX<*=Opb|sB= zg2}dZ#m7zfdDA14`u%vuU93r=@KI&=c7}1dOS$nl$!d|<>(kK0A|-5++h={Z)jBZ} zY3mFtKDTyR8K2wbK&Ma-JOn`+^cYWDlMQkmy8aL@)qlAhgn*UizW&j(Bm&O&6p71d zNt25+0eCU;V<)_r&FqT8t7-Y(XqfQj(2*g0V4THnha~B+i)Yc70+T@U^0pX*!P^(z z**>BJz5fT@-N3>EV;wdN+&k()>8u~|u)eO!mTlT@tbx1H-WKG=#VW+VT{dyem_CG; zx9`h$LplN1e)GU(>r4FaECAljZhGTQ0`PD}d!ib%>k(4kpmHBipC(vq8SJ>}v#G(FL2OzQ^cM%5h=zp8mWBz!% zh3g1@wyj?iKbyb)aVxXpxD^( zfTUF0d5Iw4Ct`%5aetBj##=q+p9~Ui&<9z^Y*k@lfZjvZXZ%OCKhu}kSf}DA6gZsc zRjg*rW0p%{%3G={CQLr+c(hCqEbp%$96}`Z8=F7S4!N{fDST1JrcnnsOfnPtC6$g7 zf(TjfV%&a9r@A7GlW5cs2y)zV-R~tae>-wNh04DyH-AC)9VinV`5-EYU|$Ryvo>&}n~H zF#3l@UUH6yU|0?%Y|?t&vBV_Z7_8_jXhv8mG%v#NdEEl3k4J)EmRH&*30`UA+_HLh7Omp+&kF|F~V~*0+!Db$FtpIiy?`&)$f_vz6~SilOGw+m*$r z?}`@B=^*!GW?JjN_4V*2c@B94elq0m*=d((&wjqm>DSCN+VTly7UDj+ZL5ajUkaK3 zd48Pl_zft5K)Be6Z>@$m?yx2f+W^D6j1k#4NQ|wv_Ot~Yok9^-gg&b zMhIHVNYx*eyub=_SK@-n)nQSV4KfA>3f z%NT!y<_OaF_OrAjOkeXNJjZK12Wfl%S3RujGK6K+~WS)WX zhbYyIo4-09+B(0mkH`6{Bkh$l4*io9PxCF8H_tA9&N)u^f^MHei3QF- zxDOK0@aub@hqOkI%O%t_*RUhpZnW^4UciG4w)&77-ioovtlJ`(%#*Cc^*Ge*i@!Xa zb}TdG_L1c87KRBAmJmC$ss;EIpLO0{XSJLrrhobc=DK!yS(d+vE}xHyCb+jFt7~{Ra^;!Ir?}Zz4PcjDP9~pPBpzjC*tng&$Tv zI1Y|!S{N)~#hF^cW=E8H{kP~8!5H9!ZIr^}wnf!-=rxt)4f-r_6d}#4C1Q=8nNK7x z#oMMR@=$jtT8=>#<^C8!YnseeI)`9n(!tM8qt*pID5*f9l8U!h^M1j=&yCrxtq6yk z;z)#P3>5NxzQYxB?StPABlQ#+m@8Lc+gWMsh;mK(Lj!s)8ui14S!p2Q_$Fdt3W}DB z+GYmunjiM3jFcZWEB(EJ^mixxD{rMP69_Oz@k=^a8MrHd>u;VCuhi2w!tf{ce+Y&V zj0N0*vArGSI;#bU^yO~JCau^w(+$ zR?GSN*Sao}PL>`H)AHcoqLvsRRDMP4um@hHF9&kj`$Td%sl>l-x_mpoNP}}ur9}zu zSK2nwR+^gl8RzKO{87v`)ONM``s)4=D+XV!#5I}`lK;6wkJurbANppOlA*da=K7G^ zo}!st0NL?_AnVb-2-b0VQ{?F-g!WOf;~~o{CEdK`I@>v-19WU+{4$E!9o3}vn9=C_Shl<{-f(>s z#5Lu&K6eulryS>ytAF;!t};ZSQE%zYhuhB3=iB9@KxwXbgH)}>eaKBt+zGq=SsxB= z>O-Ze72l!9n`q9^8ptp_muQz%rsZ|DBj z!J|5ZTU{D@>cf7s4xr7xH>DszyjV@ZR}smvTDe6f;5@)@Qr4{fX8keBL|V||;=BL; zYjO%Fk$s|!-e7A1bXK+y_G14Dt9kwItd_uO<+QUG4&-Y zl84lpvBg{Fq|Hx&d-iRm#CY$~4AN`*p;sIk{qF4Sm-^_Ba_ujsEB=yw1o2WLmFdu4 zB61e9@6=21B#!H3u&m6Mtz<3+`{RhDt?SQZY`!PY&kv`0%lB(tH5Wrovw^~A64{j! zo;>VUojgHs8{W@%kk<_H)actABk=e-g#d0$ywniYS`{M%{smQ062fqIH`$^{KaQZy zA`AO=3S=v|=@x@l1daQa>&x$YaZP13`@N=G+|bAyx{*OO0X6iRyRY%P5CIIrJaduC z_6v;65!u^-{QD`nak+ZOc|ZLRlyA8D(62rEAjI2?+`klZr5=S&m=mYRzZCa_hMo-q zdz>;1Z&#egk>wLb=0HG1d%*noyq`q&7$(bXI)SCSmLGa%xm;rpX_7}M zG;0RdV0}{Drs%{fg`Gxu`BnPA8elv=Y?DI_fSv?}zjqO5mk$&IM^CdI+Qwd|bw)%4 zHv0Zq&#Dwb`_eT6n)c9YZ8oeU`RC{U4Ls?Iyn=?3Y&j9rt80lKD_UsE+KLG zE^qs^@ucOv8G^5rs8m19+oag(^Ld3EJ_0YvPWMkRQ#@Vwyij?}M=&=v4VgyS*V#mh zobDhk4aX^sok2sO`TWJ9FS77|Qx#_I zPbuizReZXd@z?0{ca2IyzKJ&e5Fpu2gzVJZ2^4qB8>`L4x=8dN5bn5 zFy>3O4Z$PU@n74$srB;|3b@yQ7#1I`DWIsed+&M^9j1wHjtdJ?cx3X?p1JsBzN*+s zw`(uJx9boePVq>BK}VQ>=_djwl&x>6wZ0%zcLt3jl6psHQW>E-8A$wO#s{9@zSiIv zepkczhiR^-Hq&vT>2wCye55JJug{UJvh>2VW~)_6K_{|Nk~dM_N-Q%)5n7AFdfD8kB*M0>Or#aX zu{XJow?u;udCTvK?Kh~hH_;Hk24vkCw7ysIPCt7U8qt@?Jx)U7f_bdSf-|;7I!{w6 zBG-xT6PXAro`a!!2%wXAqw<65k9){ zE;j%UsWO;I%{ICgKdA{^Xy*5TpX0G2-6J?)|Kva2>~iRSmlo6dDCa;!m|6p`Id5y1 zlHlPEXmjq%ose2V)s#UGQ;%Iz+fEvKvhT*A_dOqaKF*e$hZwQtADVz6Gw&KJbea;? zE3_!LA(8T-<(gGr{0%_A-?r)($fe2-aVeuVkg(Hp+bmHHr!`+k40Sx+@Q*X-^a@MG zZI4?FN|-&EJQ4H}g2q`xDcy^H3?QVk#c_CH{Br5(Aymxu7v z6?+-P>$4=9U@+ZzTj)wVVsg?U{H6AZ`3bwa>+k`JJHit%y5>?aW!8JWDqKFkKWOR0 zpsYRy+EefKx{~mVm^AAmFTX59?tOB)%b-zGy3fSIgAgo_+s4{;+@tPF7roJz5Pg;* z)g^w%`7c`zPy``5gG-z9pcubFDO-Ku>D_m}Rw^Y=VTygPgQDB={kz`ww@vC3mvZHz zB>{i=4&lhon6~@jfh@d(V`zw>S?bZ_)PgJr1y>_`8q{Vj z^^8Sh$a-IDBUILZX`T8|L&f@bqY;UAjn_V~I%|J?2zTnY)fFX)Q?w}$f zp}!oAuqe+&=-5<&~x9=~2p?Pa7skA^QbrxFlAa*R2l~HvKeo zW#{e9%mzYm>%L>>DcgFUEY1`vDZQ7p_XCzmK(H|90mR3HXm?{*K-e>X;rU`%>d%l{ z9Y2-5)xv~!jAN(&pQ{ruQcYc3oHK0_LiqW+wW@|xXXux8>pR!h{xevQ;2moO!q=RWf(5Y`D12eKM}j<3;CU zF>Ee`vBn!^%GOCauqV98uQ(BrHl#?yO&`)X;^eX0J+f6q5jIS!-@(zE)RsuCjZ|gS zr=$3J$BA~nF()7WWUa%n!y%=gT+U?2s1JF6zsY28FQ%3za_ z*+YVRV%iHFb(D=~`Ti-$bJ72EI#@D*W;cJ}1tVJj@2PM~0h|h64|cAKJ{Ro@4TVuW2bim1}LDn)Y9xvKhFFES11V*+?5J3541IhqQN$&aB(kwUbmTwo|cf z+qP4&Z6_7mNyWBp+eyW?Z5!Y7zWdv2?Q>4s?X11d&!=TZbIdtL?{~lZ)i3(txFXfC z|9JR^{C(WUy=9B=bno*Ht@{6c-nNGEyNph@u8<9Y0k;CM5FO#KtZ8gMzX3+swl{}Q z1M?rm2LOYj=!eA!X2zY}VGo7vWZqu|JtmQ_$u;g*w@L2Sq3U0PG#2g>N~83d3fK#U zXut?|wHj=y2QO!IbXfKPrjv*e7D7WRGMMf5A&8v_7sXprYbLUAf?HxG09wB~@EM6~8Q}8Ph0J}L6vKUa7BhH`Fae5fD22Hp= z$3I6@4+^6sHV`8jP!Y0=B5STIH12UgG?x1Pkmu$sdbH5W3YeFYptmI0VY6K4O6}Ll zIV>7S!bPdn@R10mbQZW@rdL@lRM;&Ng=+ts1(S`m-~WeEZ}efD@`6%WanL_j5`S0Y|hVQ?rlA&RWJd+lI=cwL;gdHxth!D0z~-W>I)o z8?}I#oec{(3OR|9(x1BWb@Y}2=i<>m`dmgYCJ#ti}W@spX&{JTWy^*d`uEM2RnIKUNk zuz#6-z1}Wd$q&;2wjKq8bk+m>5IXB>3o%VMkqslz?6VL&TtQ?KJ+R4%xX?4p)YgFv|}7Y5YRWNQ)Y&;d--!Jw_Y4=BfJnxl2MK8366HfNkR8uEv91N8I-Uc~41ukF z_R}3^qH{4xBMcSFw4}N&MjX8KE=8cur$4u;{cnWFzg60Q@E-sBPs`Z|%gLjYV8b5L z7NU;_nbM*cy3-O^IUm&7buPmLt5LE#Mr+eSb!u+4&U9 z&n5+C-cRyN4>0LK5pdS!d4gYe+7)^WNSFhrk!hW^$UF9IXd&8PCiqp`COiK!7S` z7yQ8Ae|?x1$YJ_=huV@$P(_dI73(v42(1|6YXY>t{4_}QlE$NwNcZj+40rY{fb^Dl zVl!ttM4+mTc^l4T4nYc+^pY|hrHL}f$3*8>wkW`sQvvCGP$zM z4guLGAzjQnZCbLyio-=m#IjEGDUtoYJfv$-OXD=jN9*B*fai!{ZTLn=>qpKSJm7e* zrTjO)=f5B_{`)ohUzc$i9&s6OWYV`$vhY^Sg&UGxZ|zRM2q%b8pI;lfhtHm2I40Au{z&sJ5%s?(#HGg=~++A zG*?+z7>@4mc@m-%<`6;nh)G4^`@Ce~qrP2|Ldn+5n&37sS^}}U-=6O%UkG4F7CzVM zdJH&&dCpX^q0wczC${+Gd4%WZ^q8{USGWv=P|cZSZJ1;TKu3xUVO1o7?RyD1M(WF7 z;6QR{y?#&ETVsTKM0O1eM&F`??>3DL@Z$Sm=ta9q!0H zTcO@@D(C&>ZYDQ`{AF%CF7X3k=?LUst6L~!cDw!tsjZ9orjc<8Fj?olUHOm$tnGfw z2n`RmqkTaU`%EEIF6mTs#RA-_MmDmhbt|RCS<;zR-K_dcU2l(E)7R!TnXTVGfr3kc% zL2p1dXNHR03rO>3)yv$iV9OK>83B#+Y!uJmWObQW<;NB zh-90lh0i*3a;JGomhLAv9EsOpI?nxA1S_p{@|$pj)VXfF4agTDop!TZX%~Zq?{$}B zG$uAVGiVVc6;$ga++hXn3&NL=8%(Oyc@s`lv_d1U`)ki*+_kq7GTbd~q=G z)->h|>2idg;c?UJ{0|-n_E^N0+CQ*?G9v$_ex?ojNLE)bfVgjhkQIer?@-+Z;KU;jM-#Y3Ts8^YC=b7??y7HzG@8Kx>V-h}=PMO*J~R@eh!7y{ z=i<3LH={^TcGvYLF**mtc!{#yH*Ov#`|%Ctb6e8mviSjUjNV_IxFg?;VgYNVvK>z!EK5bLX?67D42MHJ>${M>4)+`)(ZSG?Q&RdSP zkrwO4&||IJ5O03xgCPq4SmW@gn>~!rYCj%qaW&>3%<%yDN8}ayX%8pdGM7u7-wH=` z{T+kk{1N+Gq`?a(X0_gqVT1#zH?Am#BusZr45m~?_2w_La~L>=PQ0n%_2)e%eJdny zJC)pjTK4{FG5)_rW`HYerU-x(_i7O7km|71%H*Tlv|LeQ_(Ve`JWOY0qRx z;^`2US4pf9LEiy70M*}+EtYaR-0PFo?ka}J<`&d+C{r^Lucx|MAy+U{Q_GbpU*C>oKf_%N-!EZ3>(O;}KMgS09 zqNtP!Qx1{BaG?wBuC8HGtka9#6s}ud)kdkJe6cI70JdUWs{2?1+i@2GJn8xBWF}Xs z&)2Wi8lDLLjNo@bV(M{MiRq;F<<}7Kpl}N)W=JibFGyDeqtNMSjZB*P?Bops{5m|x zolm@>jv^breor$`Th(YAz2NAGb$5>!YbOARM1duj3mS+^M!qTl&In?`>%K8*%yIpHr4fiLssm3#>4I_5X2^RZ*|zW> z^*p?!2G=a#i`QdU&I$u|A`*z%3g?=tlB3+48cz-+ML8|F%W_!^!loM;Q1Vpf=|Vx-i)Q@g@Ea zAhFw!j&SptfP6fz;ZYE99d(F(*#vg8YhGM+e^C@%^-G~8qpsDj5yd+Bn1Y=4iiFdf zMnLNRl5p6opWh$9dsMv2Pj9VIfd;U0G*)YNz}r5eKaIrOW)@SI{LekFdOqVe+@7yZ z&DJgVm|Rz-(D1p`D%Aa6++K__)|#yUDE`5xCDL?MEl{uRKfdmVF9vXyrdJ!!QX@ltf76S7pd1NcfmXa@Zw1 zq%{vSfI44IX3-u9W=MSUCyJ6~5(s7UoY6o7+YPzHt-+C6_8F1!4y#>6XMRq82Vk@c z&LWd>5+8&BT)8QfR7Q!X81gL7{WsHR4u^{mvm*GqnCbK)!Y4E8{cl{Qeb8q_^I8{C zOfw-mT059K)G~soEb@F+@ZKeVBD0^r-$Y@yMztQqiZqNdF>;2e+mspE!VUa*$!rC2 zzGWLx8j|LY6t->KUURSE`a}{;(Aq75IJ31o;KN)l{f8C!f3&XvXv$&`zVjjHLtN}q zTbslOm*ogJeJd8Vg@XLcR0B)#YZOuC&~!^%eaE8)5(?(%Aid zMAc9;3A$R*6nKK%d1dm7olsAxtV5G1ARc^0w%-z^$eN7I=c)|J^q<)$2zFPerIFz7 z7bpvWtL1Xl*+F;IS0hi$_bl4>f*<_BEXNV)$F%aIw7B~iqU>+-;{!Yt7YzvwHQDgZxZqQ%H8-)N+YF4uM9nC{~eKkU|fR0Xs z8D!_nB8*1k>95zF5WEvWm>Jgu$FYwDkf+_xwYf}#vDIpH%0DglL?I$sa;^;s4eKK3p!I1G&}BS? z^}6lLS-O^oV+QXY>Iu1ci^ws=hcSq3)bieBQa%fas_biibyr)RJ&K>dvzNHO5xXdc z0T35K5hBS*3A<+x5@VmWM{uU;$(Re|PJegiD$QGOLganLOj7&e40bN-QN-cIf{J*GD5qQjJ zQPMaZSw8@U6yQwU|FAJo{;g@H(!nd}Y(AcwfLMlxLLpIA(-UZ}R+)Kqaho?_efC)% zpobJt+P7M;#V5mFEughPy>6Tzzc>_o>NY^*44l3L(U0ymH*-n18Iw4jm@)AuCCLkp z1o7JHoK&ctbo+;#JuIEX7y@@b4{;hb<{4((9_s6Ao}o@}b-ahIO+14^u4m~C_30q$ zTl*lgNYdH2_L6J=2mo3RO2NKFQ9Baw!3-hSJwc}O%`IocxB&6qNm*CrYz`wO3PL@; zlKsREWB&wO)5gzeze+bm##EyEr?vNAKM?W0Do1c9Zw|aHYHiDr`1AltYP8S>!w)n|?wJFZmW3Yb}`4KU}q5y!Ti@FwuD1FtCqFs`*qT3Y!gI3<7DuQx-Vp?JrUaf@&Cxey8o z4nJI!Z@sS$?b{flHXD#Uw;~rKN~{05v;7Nk>HmJoJ}U@5BULI#v%=yt;0MM2^?t$; zeJ2IXxv!oQM9r&S#?mOevV!v>rN4{MAB2n=pU@Z3?pa{C36~ABZ-Uu^$gG7dosPzo zQs%3`awVO{%a7$@&h06YJIB}AlnTV7>X;#$#e6!()uhv;e++w!&V>ouUu+x>%efO1@VBjut>%5uo{D0cM{{MRd{sZvuxNO?TxP*IlC52F~ z;^Qn3=&+g< z1${aOVBZ=AyR2SX#vQfk*!a3vpJcJrkLTOMm7Frn7Y{fQ-x|l6_>&s*+uq|TE5#cg ze0f51le?WlrjGl{Bz+^JGWG0(XZLb*qQPKN9fu_&(rM(9+N0sba2HI#>V7E7^18XQ z7oS=-vo<6wHXCtfroGBdj+;e{ZQOinhAH63$39%x=0ysY_Y2p=dC=F^InU zojsQd+z|mel|^5<44D8ZY@2Tl4B`fwLk#Ukk!3=mQVIh?m|ISy9QJQw-TUv0=Id&K00y0$A8XbnFIwub;c7FEKynL`bxVNrxBp6${HIj&j~(TI zmGu6*PkvwQe?MB=7zzuA4-XA}96^gjwL>Yj6-~q{-6JsSZ06Olw&(BaO}zR3S9=c; zu!fQ9!+-8aOQFy+*+q@TdqOkCb0m%u{(Of3BnI3H?&TEvW|vew9aVdtft+T@7L4Cn%*y0>uMURoKV8CpTr`ufk1vE97ixr z;rRGRxr%ewnyd@}z4B_%ISM`wnZFN`H(Uy@6pN=;A61E93pE8LCIK% zVLoAkTr){L_Y~Mi@fLHBZtpL4|37VBfJdI+kRNEBr?7jWx;U~|xn)R~FDiYP@#(3>1Q7p(eGmA-F7DB1|u$|HnKrauQ^ZYLlMUw4ul{NmFLFWA$+L-YMHGmUy6USpdU zon-N0mvNRd2f-c zrZWWyY=Eywc)ur5{t5|17^_kZ?i){x)*xG3znR+rA-fn6?^>IcPyV;T{60W1$KU%9 z`2zVz*+k3iw6G>fe;}X(i&pl>xb{GZL!e@>gFVerOwI844mlX7(zgPAGBxpteDrb8 zf(A4YUeKLo!_IAGS#6xQig-Cj@XwUCye?7y(q%(C@hS1bDs9fW>D~YennGX7v4~}; zJBe0^@yW8^9@*6TicDo#u}(Hp_1I)N4UxxY0xa>VVYd!S>eUp3VRRIgg_KQj8&xut zDyl{D9ADv*iX}DVfkdZJegW?(fxURqFS;gR$kjh%RA5Wp_jl7duf>wM%S%N?b1+9@AG-!K2?qI@n(CFT*@k$8Gqt8a{k*3fnfG~ zD+3BjZu;|ENQu-@^i7;)2jO-Y&=5T6-l&}UToDTnheJY}%Y|UO>(z}?FqTMb{9{qC8 zWC@H3WPkY8;F1tQyNMSmWaCHkQZ^B&I-o3n@NQ7E~hF=E1e=N@H!1qM<#MMSi zfDz)U=)Hq_Y;-gS2A73p+%7oLGy#}u65vnJa#S%cd@gMgoXt6Z6e$!`o;12;zEyTe zD=VWcRZfiUP*NvLPDq-(F}EV%%zV8k8=L%0+Vt3SW=%SuM>aZ2OXJThjD8Qf`?f*} z2Zxwd_$b?6NFvLlfPQ4!yk<`Ky8fGA#}S1DUQsCdoANYd89z!Sn^+|3Jlam&R>Fx9 z^k<^y2o{Vzs$NjJ+CO#H|Iv1iPYNOg_K;tVMw36)r7qpP<>Wlx@S_w$SO{nj-2Z03 zI1+~|nD^Zd?%?3yrBoI0UUU%v?GRH8snov`7NqPFJ zpJjc9LQ|o8RGz@?R^)GyyJ*FeQOn*6;z7Zy;-@H#9qO4*gYO2^0(X|k;p?|IUAUPl zT3Rf$p=wH2L3(a}yJ1mQmmdi{lBA@fGCi9@wGwF!XJle3ZD{bnO=Cg!k+tc{h^?=y zE09)F=1lh*3get$O`QlrLqV$>Je1aGbl@QqX}2VXMyDaRh~IJ%=z)vNy?}U@LH*v?U_Ce+uLW!xsTOXe1SjwVY`kh=esZ{U(@v^!uTJg;{r+dtkQR zBx}&`7yZFuz)quEJ1h54CWUwn3p{K_?YO$0&DCPChJ7#oY#EJK4O-3=6<$ zI_E@2!t`d zuI?L6cj1uz->H_0fvxh!^Qi)8Nj+yk?(EpFL7G&?W7&EZ(U7n4w>6vyHUeg}Mo5hB zD=RAr@tH)(#o-f7NBf8J9wMA9wpnC>rm>kbVA6sJsg@RHLH8MHX{5-NX)#J1o6`8| zzlNsJ5)>wokai`eI-x{Y7)m<-?yb2z>U{w>?Ge#Z#YS(UK}ilJ(3;>`=)* zX!L0<9QoOtS`Da;PygLp9~#2n-ehfdii$pibv0f@mgSWQc7G<)9}HK(6bzH&dDv0H z3=0YaIbFS&K~7n;V97RH#)4%wmvk}iRhC;$mn~?$)&PeD_d#ARbu{U8#p60d6eC;A zV!5Oc188I_C`gFL=Ge95@Saz3_S`}QDy0$jt#7p+jtJE_3b{64$SAok=;ssWB+I_w zG-t3yK9mlgXS2XtT}z6ZK5RAZu+^BEX0@F#VObO%O z7sI=#cd>=EtF}$jE&7;4n$k3Ul)HX6fPs6PFfc&c4&PNct_G;U71eid+5sVHl_Qq> zdi8+IC8NKe`*sKls>Cs)N7r7FoQf%8wZTTl`nhi^HWg>qfzsI6Sc$cmN`|HoFly9n zBN$d$%Tp0zywtojf%2lXa2~*8E`YLU<04Ccy+0MH)M(6$ypJr2P?3;;M7XU%?_q4>@s0r!37ZvnRdcE)wheg^AWjBs}lP84YzRn8&}6 zVZZa6PVhI_zaG*5uUEPe(7W%d1A5;cHn}z0z3bmix<0$q6k#ouAu@i*!ou+B@I5GU zy7n!D2^_6jR-@rA?9FB8WpcT)h+~#1BVI!T@2s>IZT?1Xly-x=IbW^A3p7P6I3Pc~ z8so%9$ZW^&Ln>p+K)@O0qgbw|cpgegP7Q$@0WPtQfe+)aGXK0`o`It9mB%+u zh<%Q=NV0DzJn%b|TaouxM0FtHK;1W5nfk`Xj$ft*hD-M2-#y+TiGb=(dp^C6&q)3N zCXaeG{F?Hnq@j{x?cDu`smKsbI3ri1xMn3*nycB##Rj#N3X7BWz3-^Sm-hMWt4y@W&zu+iH`B2k? zMVy}Z1(1$gGwzc>=;(@F>w-Q#NT7+KPGF^!L*kusymuiKerRp;>!nN%!1G&OF4Tui zyZ(`sD(%SgAN%v?B~U|JL_{PZHBo|Ng#)yFGJgu2Bw}XM>#d}sL7LQ1#JI2^Sz=@m zEt^|Hm-anPwL(J#hs&v8v(w`?NPtZeakgHmIuBVydCZuEL}%gwDk2~I!_vwI3!;$B zz$pY1ISxKmzRJ`ieWW*>>TNPw z9gNa#uPuOiT1CH#K1z5gnX3u6xj^t&`phg;R1)7QQ{m0LQO8LJs=Y>G4w>knl0MGB ztBUedmB@*R0szPJVB-h<0Mwt8XBHAc8w4N#*VWo%&@hw1t$(l<(h<*e>AW!_e=Gq_ zk@T85W!1RH)>|JFYsL>Lt8#K|q~ahf2nYr#-S{+v-rdF?(7p>MvHK2591#CIx_1Z{ z5e{--hd%SpV7t)1!|OGXxPlp(rx#H+BeQP?nzrVxBdWtZ1AZshK_QKZ9C?T3G7>wg zqoi6a0Xf-E8(CN-aqxbeDQ2$Xr>)YIO{3GEvB-Sf#KaO~Yik*43}u;yqJ<2+WcjHm z%YrpIO(PC0=6a0B)4AjVOJm(MqNZgqN;dT_b0UB8Tp_}0LQ<081YpX-J9#0)Avv=1 zm^5AfVe7$skqQlRMHsrsu1MUTygmGHZ-Gq=do7$r?ZJJ^VO4Kd$L2hUtik>hR0^(@+)>Inr#?@i7$410^Z1!4YAGrfl`wsvG@sY*X+6> zY^q2{KlR7TU&{$sUL~1pL7IM>f#gu8e#UYmEj(C?OuTVwA+Jgl#D+sZiVn%MYm8sS zPQ0k+R1#=GI;3j>h(ai{O-~}9Jyr&# z(Q3g{snh8<6kSn}PB&gWn+H>707FTsbi7@Q&8gTD9*xGFA6JK6DkY-ASvY?i4QGSm z{o;r!BUsGAaonxHx@K)h_R@Qw#mE82a z#K!X+!GhCN_0#O*hK;{ni9!!h;Gvm6`}^1!<^GYh**V;(QKUs`2hQ}x>~EywW{YT7 zXvePau4K?(jkgYWEjaj|Sf2I+eXqVe5ECvwTux^3NpDeieigWR675n;hX3ru`|l)~ z|E8{*V@{-p3?d`7p??!C!`pJ%;F9qQkeu;3L1qr42^O=&u|yjanS$(~Y1|v)70aMg z$d=Pu9ipAhgt}PvO@(@bY>-1bNU=YQNQeZYCczr~>>aceOnQfBg z6-XS|jnGXb2r3i61`KJ2OIFqbWU?j-`u0hNg&d9kb+ZvAUd8#?&?a^?&epm^J~-44 zbvSW!5FIKi_?SZGG{^;W$Ncu3@p*G*bZQX7dhd#ZQ>eLCV+PRUIBSWDszvkR{o5Xp zvtsDg>hogPd*apJ-&WK$`fqGt6y%O!g3>*{m;3>ur`CbvKsNOEvB~taD=7Oe!Gm#C zklY7CIsY$M=giU|Dz<7;$Nr3!x?bTXWN*DUSnl8W3$C^rvK{Q3%=vzL$+f?l2ch^~ zF@dysduIRAU90*}8wRsBDF3!&1SAvfZvKmm4%cR2>0iTs!-%$7LadNzm{p4R=SCB< z1f7N$o}DW#ljnY)jM5aXF%3};4=zs z|8S_Uy@V-W9L@WI&}~*LnC? zV8A(cVhEP9DdUf&%9NN&M`lt_`O*tl)B4+%eE(rT!on;+ez9&>6Uc`WQi!QRlF4f0 zO~})wMt_Y1Lw^pH5LtD>V3iZeCUI@$IDug(#*!9l%|5v#BL#P3R^&8&!S-;<^0}Af zQD|jKNr>d0wcl>Zwm^LX2Cxw-9TvR$PK3j;f-Ru%0T5-Cb{>NeZfnp^tPn!b3bRocm(&FDllR4+-6)7(UA|OvOe5rEZzmt`SJyi{e^o0E<3jlzbgWxzB z9y8pH#-q!b&}^Cm@K#Gz%9CzqK{**28KvXET+7SK%#S8Fv|_BCc7+ii46uJaoeEe3 zqVwxI8DJ8U!UpFxxYagiu4( z@~6zFb3W$_9mV=q_mXJVtHoll9l?jWF9!{4yxyAPiXwH%tM;1~L;xqb+5U*W^XROe zIaRBiYK4}}ucyo6-QD>4CTpzI%}VHpv!%C$$%j`~yRFY}4ZoIj6aqeNO3*t-D#`P`J4eSUDyVwQp{vi>w_NtTFV~9I23}gaoFkII+IgFa18@#sZc)omwtIz~ z;+6&>s z?pU3-Lm{3vqs8W~o8qmW@VU1iBHPEcAgg0fHg3W6hvTohmYh$-A?io8U2Gi0OLJbS z;!6Z}IO`a{MbooHwoJ=e) zTcp_;&CW4FTnPv`pz*brJ{RtWv40u%F^#k$G-D~Rhw_-2k~Z^kQAKF%vl+4}X&5dt zwYb5HClF!^B>P%DbsMaM&GYVycXozW+AQgpqAIj*KJD-R4)B(344{`U5*MItfRMz4o*) z9l1nRqIo1V-$f&>U3>%DR~3OmNh60EF$ErTG&?$LMah}^CqlCfA=_OJOs-4gCSX8I zDZV$pEd2IvjKdbwxJZp@v{h?*RJ>Xr$(iH8NJU;$gQd}WFg}5-tetOnZyPZ90n&iZ zKV>;gB1cTUaM_ks`-HYn)#TMzlf+%i9;OUu_n8E~uYVYW@QjBv1IhD4bK?BbG&`Mw z)3!t30<_oSqz;wYb<@=TPhepjL^J!T5@gy zy3TvfN}YP%JT%+R2Vj{@56n!a&x+6%VG!O|H{Q;V$&lUxQy47iR*u>*gu+7O`{jF6 zfbv<{>p2vkm@47A<%|W3#X11WlG5&U0_AZTq;>#`O-)QM91MpkK6lxbFCa0@zSBMO zar=;0=+JL?N}tZ74o}POgQV?xfl9i}hEA9B`8YD?biRB8k%>R{c^uLVg~&@d3w51; zNoThvz!*b@|20I&eYII1lLZ*A<_~=`SA0Z4zzt9@XZzp#;H{rcP8>MDI>NF7O*@=4 zk(MJ7t1C%AAJ=Rkkg{^ODy&I)v)1ZFKFtN(g1;vhXLd!?-V za6;2g-pr!#JrnT#I_?4^;3jJ)T{-H0^LfwrK+cL!RdO@GTi%=Um^8P-e>wT)dgtCM z6yWl3VrL@()?ST9o9nunDk3sCi1?hr;DoR-bOwCrM9qQvT&>w1rt|9qX9YtQug{Ti ziKce7%pUMo*jXSx@81PEJ&!27(C9WsPjbACD`^7LRBl3S8;_xF?uW`$lerJOL2gAH zTnDRJQJzm%(L7wOG405ht*tnaj&!(1E9my!MQi^udu6JYS5Vl00Ti=@yL?uy=WB(| zVLKndih)ti_hEl;dA3V3`>-D|k#MsC4V5VZq*x@Oo~d7f6CJ=%PyH9q9XrPO_^EFu zd|5Ip;uS}4s3SRkALn{EZ#OW1Vob}u=lkJt5P{5n3AY9Lmtqj`y~jDU`2^j{TvU<0($FYxu9m3(&z!>^gb62Jdxa3`czaMUY8xvf|g_*7Q(({4xkL)An;~$j;SDqruxGcgRohV!uy(H8}U@ zr36rA2#k6v-k*~6-m^`xSg_WJuVd(0UwYO|#129pthBqUDqez^6uG9K3yrDDu?$(W zEp+_E;P8^K&~AA?Al*g2g@C%#3VxsxSI_OQajaBzXNcy8pbkY+Qj@p>Rf?@qJc$xG zzLyZFsH=cgX4VsKvk`=`@quV4UK8)@TE@J+HI6tR7SA0ZPP!@ZmsD1Kl*ODv1#(I| z#9j8h)PUI&b$wPjSqXdz_d9>)+>VM+O1Y|{v2bLAgH)+JA+g#L0&5gR?7RU9JE-_V zjq3;zn3tBYd`hSX4h>9s)MA~Qbr^f(?A$*%q>%B|Sw?&tpL)ILM!&13P0pvmOA(;y zsW*4ovL(X#x}LxvNTa=$F2HB5t9`r#D{S&;Ye0Bn@jm<0_E(*;0`(sHBB~|U$Yj~u zWfyqH=_dG|V_lEt1^AC&&-&%URrE6&^un;v5^r|B=89+pBR#ENVcKqj%TGE+kxz44 zZ6vy%9S}RY?_{!utp+pM6z`4Ws4Jwe^r;$Z*gFBe->-YwxVhlCDQL-Ns?Bkk^Xw;l z5BCuUi5Toor}F~TxvJNfWC=dU(}=IfdsC$e5{=Cp9-SHY@f5?E;KX;sn7Xmf0<>47 zi$d)#7X!peh7Fm+Jg-M#WZA`7Ro#*h9hdLykNKA^5R67gP13>RyV?db1={VbSqeII z^W4a+^4n{+J{VR)6@>IvZBCacRAB?aO93HpVg*u1$m)bIzi*ar_P9-+2i$%@P;2r% zJ~JuzwkHzcq||^o+~JZI1)zj8eDe8t3J*O6Iu2!lu|!vZoW5YkpC}v!CtZ2S2)@N- zDq*qO9CiUlRJ;Z~pnODr2CH1*NC)zI++%!9W#blxczaZ*)h*|4>3Y1t z`hjA}zCNAxr{k>7(31M;!|CTEP40BR56YGNtk;q|mIZ(3p(^qNYys262pB8|2fKLfX!|4wBIbjuHN#T39R<&&iC}se|hcy^w{3yD#6++XC^&aEJSub{KchSQAJ15 z!O*CARtAU&iqS#5w}>jXwqwJ<@0Oz1lgHRK zry004_ZhUJg4f1Qu};=`w9h68LetLe0tZp!-(YS?PWzAto%}h3M69@tzk2hPd#}DU z!NjN3*RH=U_8`;Nur3#?T@<@4WCttY$C$|GCPbEEd%T%@40z`U4ak65+hTTKh@cO@w-gg zW=Uvs8szp0`UgRSa%=GmEBUU!@9mq@vrK{GGhty1B#7#;B8)Gl5^PB0 zRhJWpMpu@%H!LagJ0ZYGv6|eN6e03fNuHvaSRZ5!AHI2UKgJI{II*B{7@c09kr|?= z2|x25_&!){W%NfBUwY-wk4Lud$Pzj<6NF53&)V3^#;VwSi?!lp1ls_}T{j)?0~wCrgA!qsBG3E;|h`H zpi-^MJ(1%kE0B)W@VW2Tluod{JhSZ}GcwJX&h;5T{;l73H2#sW>1E66^|D|9La_ob zNInu8!?zQgDM08A_+6M=2&pX@bkEb5&S$JppZ${<($;IiyE5NDO5PYq88BXMy!eb} zolPB6Vj~!s1Hwx1l?4HGE772!AjS}6MfoXVe8N22n&`b82ZuhoEWP-_akb63 zT6R1BExp^tN=^5wpS_^K@U;9sZ*<+reRq0UTw8^{_>rw}b&dc?__3+9)A!OXaRSXu zpZ!|XzGU{Azoqxrn8* zY#yiT*eqCCd@jE68*n)60b(7}o~zo;=_NV8+P3j3Vm$z{bj~P&-D3(Ov*$7YW=0aGOXvFjkJZ2* zfpQNMschN2CTHs{(Y+tGWSd5-sXli4Jgqe~p>VYaHtJrRE#_D>A1;k8&6{qhnG8n! z0eSZCZUj7!^M4#JrsJ=^<8{!zmvaLC(#Lrzr|oV1CLo^p&yQ@MnVg3kO%B|}&$;SL zQz{IS1a#y2xGm!{-oG^*E6^XixcVQj6N&>legu7vbx#xCJn4079lv48w^yXmH=W|L z@#?q(nZ3FDZ}(Qp@E)#(LZZ?EnhhI34LE+?IckS^dY=7u}PA8WYRM!y_CSEwUUI8;dP=c%WDWT8uN=P?l~=uGW`&m=tfMcj(H6gqE9*l`!Za z*+HS{L8wdljGa2VKT4;ayDGg@OxA^z<&R9ELcfFAc&LdJX?s8T(Y2}i-1C7pr}Ig| z&c`16fU8Y5t$DkPWU+ogo%u7u5nGEcnzL25XeNk9Y?E9J_37B_YGZG~cMf(v0n858 z&tBlIpSuWGpM&9syLRERA?5BMOV{wKr8A#BF>CPLGjzvzbKWhb{;>2g@bEZGobDSp zku=q)n=j|r+v*U7GKt=TnSH~!Y_$@QXmed&zh<=g+M+HqUBKhdmk{BnCm^ON;Vg-my`n~LJ#&9^mL*Tfw z+_wg{3 z8Sbo0Kv-Y2Hw^7oDOdQ%P0K5pF?~%@Rh86od@2>lGCorQ;7YhP?*CQ+)W7PcO*6>m zv{uvP#ePQADvvj4^y>3+QEfh7vIDDn?%GM3t3NtfO4qGH%*IqRdr8VAM91s;zAbm@ zp9}>B6_AcX+*8cA_3+o;VK+J0T4k)qyKH329}tDDRNW;l-`9$Lx1wBw1Pp%)Vy~I= zxQCg9H>LVf5`xDGVpp0EAuRG&*1-IKW(|}O7=rk#hVORPe4)O>P~ioml^U#Sb&g6W zp4P+WF}?(oeS=Ie?=Y>42-b6q4kvbt^EFLIbNZ(`FED)dRSvzU#ZnL1RPv zav*q}9Wym|0JOS7>KGSloqHZqVv@a{H3M>Cd5JsRZfG>496aqy&R}0 zwslQu1@!^oXax&2H8yrkU#8|Q!&5}R&)dpjBGC)ul*a~VfA&u}Cz+<YlUtY_LW2;mnabk`+V=F068^+l~<7*0Bic@Y?wv&mA9N zOl^EzZvev3J9O?$z zV7rx6)pe?EoS@s9t=o9dv;lDq754V?1vrT@_GvAF}Qf#A0MWoaLvEo9E~m2pq@9Lu}<%g z9t9TOm0#ApLJ4S3yN-^eO7jB-A6Y)nt+|gH$#G7tyJth)AgBgZwH`WnJnxXjFB&uU zc?{W;2J9MK)k)DY_d>R}q=1fMFw%nQbEe*;*^z)i3P9+#T0~*z#&Ej8{B&t@_N(yj zeTg6Fy8zLlqU(OoEAcuJ>%4d%%;syK4WNPYkHnIpucGgo27`DlCK$M48J$P81arFD zmLa{~W4c+MN4CU~Fp<^&2=IN*&cvycwK@exPuk^buoYuZt~7?et!Xj5-=TPu(^ZiPY8Hq%-MGA zSRj*BWj_lMEXK*CH{WnvKpfclJRYye49PY)8mk*u1Q=CoQlkROd_Pb@)VtwuIs0_M zSEim~4(8jOp-(67$k@ngEi*DbGks!@w9U;qs*|nVkZr*&CbQWiNy);)Q{9~8tFT@l zPAEoeWGl8>RHz@bSUlJpt&v-EVHQ0VhIix124`(ub+*QN2AeM0pK+VxIB!jetp?}~ z#`NxLz`VuxonZINO{r2KE<5JO*ahNCu3}^rnlOkEz#0hZIdTl_a=W}Di|>ySZ%*e3J-3` zjf8;z2GE^2n=e}KuW;Dp4(`;BS}14K*mQlqM`3Zr;d-CDzgo;N65!~1_71eT{|0h9 z-?NMcaC?-_RB1}kw@h2uZkEFz&pGfzYA&sYvT@+~hHQU*BEb%wzrt!7$+pZb4|~V( zXf|tQUyJ?$0E6mPB9OT+9gMB|4P2NR42x)VEj=a%&0d(b{uX5T{@SAT`@uq_Bag%{ zEz^xI(?8r;4~9k&vaF%!#rKApsQI!gUlri_oLcPX3`KgP0OBrz@c)_DDI@kc5)obR zf#|^2Mz8i+WLZ@fj+0Asfe-!3a?Tpe;^TMo9_r4H4 zRe8a<$ZIbtW0jjFf}bVA^A^pXv27O+k?Ap9WNdMNhdZ3!F&tMa&pDjH?q}~Ac(2(k zoX;rOTwsF0SaqQG^4H76?YVmMHS{gC=)eAWNM=Gui!aC+Z5$vrXf7x;Fa<$&F4y;A zCzh2YtIA`HOM%He;byl?^@NGDWv;#B%;@3AVYf9-4AD_l?&pD+Wjr;4zFnfXZ(2pj zdci2LA_^6w8lw`_cfm#H_Z1n{a zSS8@V%H)Ui4oHGL!cU0yV8Uf-elC8Xr`PVv5} z1~>oXqO%{#S#c&?YM{2!Vg-srAyC|*xVslC)n5xD+Tt#IDmC$DpU@B5}<~ovTp2_{2O$z`$*6rJ!(h zPXu{I!KRQ=3QL;KIB)h3t(W4yD8PlbO>J@5v9w+OiB^hWuIEkZEV|4K-8x=Jdiygn zDtEQf74%DWCj{Qths{9h!v+B@6L2tGeU4|SVd?LgZrXT^-IlF@-n6WFYSfLc<%Hofv%g zaQqwbEEJCkz_(U~U=8$LsT*@Ov!?A0%U-f>@&yMuL;QQz{Fr{e?IYHOw9yuX(Ntuj z6|NKG0i!Bb=cG|D-rcKS1@!V>Vq?mZfiApeUV!bL_D5<1F}hX_4~u{EEX%ncaNon` zk>jm7bWMjOc@D(;vk}#t3f{`oNPeN+keYhyNeb(BV`l!yaziF>U_~nc%1t0(YR=B~ z8RPPp)IA^##^=iR2FnJAZJsPST{fex;crT}7?c8-T$x|jN7E>0Q7kg=p{0GQKVTt0 z77IkYN@blKSrtiLkIneI^Ek9vA)=E!R8|7a3w(~J4SVDJ9Ma!{@$*RI<2t|!KDu`W zT8C3(UYT0oSS;+^5_lL-R_a7bQh^wK;Ux56gmwU#1r#`j@@fOF@NT1@I0n@KyM24U z=QA)K7rOTA=~lGoaNfDruYQ4ciUJ*3bX5p@^cKrszZ|-+#L5t)N@4M?U;?j4KDce2 zEL4egmT7TowYJ@NhB{n4;2f{BzU`I@>^qL4Tvjmw?P)SNg39W*J(R@hLLeL_}DO)_CAaX*KHjdx=L6G|V2O)z~my8OaCRiKmC)yZeKgPA)+ z`=EqyC>$oq19lF?G(53ciaPS;S<8?Bvw%j&aJBC+nl~7{JaR$GKCt) z4U}5DG42(=3d%HbZ}2VH*)TsZT?71#dar!4QHzHm!w;su(HR#vncz2zPu6ZDHMv`l z?&rIi?q`iDBs;ew4=ykne3z)?!hM7HJJ7hh)e@!7))0foms0`jb%m3dsCya(e2H8s zbUi!oC18<1VZa6b@mj5@7 zW~=i5hofQsH*c3jf|2&SO-yD^9?~ZY%b+kDRn)uH@?<{bQ}|t~$cyFn0MfzMgsQLT z->OrYI{ZZEPqZ#XYACmai*giWXK8N50hyi>BHBpWTRgv(`)HmW9DPHX-cttn#(j`r zs0}Ayy?~QwhGR2hFT(him0Cc-C;%w9rq)gGNG8Yd3OYvx;HPHkI2qhYx1yOHGZiVl zz%46dDt83~Md>#m00e!$BpWiL)guE$DFevPZ@8+yg1+^p8V^619b+DRaGE9pk6}8w znoSX%}FHoq}!Yvu2Yjj^lARRq+s7z&L*=vtWi)kCH=c{PV=u;N*c^1Q~D^ut7W zVdKL#c;3vx{x2hDD)SgaL-+YrxH|Q^<|+hl$=yA159b@&zRK(2YPO1Km2w!=J%Lfg zTX|@{c)YiEsEO%9_4gI}bNnAOaYjC1Ad6fUg>BpXBr0-tf&B3Zuyw=3@fCAfZQp(e zRPeu9{eqC!mBO*6Z@yv%e-z<}i#hxH+!i%p;t>PLqZO=ALVS>ya&g^FV|%KpsR?Jw z5eO*#ErHm}NTSw~P1-#)VzI!6w?Qx)(*~;fv3o%*zuyx|hqW-GHg0oi-eI&bD-=b_ zg2|AV;?c2IDe)A*8nk0M4dWMQuqNEn{m2#4*M7p{ouN3V(-lAJ}OLFJt5pJc>Ght;v$T<6WPZb7E)c5 z`3;sU-#Z`;q!$NR9`r8B;n?YK!S(5k1SjuHa{{!881r{!UQIm2a*2Gy6JNdVUe(!P zqrtKLkt_riG5HwoS@X(j&czdRM7*}C)r-WSrDxtBVVWZdJ%?k=f$?p&4wanYidNs& zHYwcEsmnX3`zin%_vCr zH9n=>2AQ2X0^FMTW;z(=@lw(`WnlAIdJIdqjh;C}m9KblC*z=KXROGib|s+~3fxN< zfh?w{rP$+iKk7#pKSHuDx1%Rurj0j?l^@sLti{jHu)~r}TP+^X~Ybg(tD!2xf&i>QJ!2ygtWl z#^WIk=O_1tgaDj-@oVF{Q4y$W(-o>N80=JUj)vxFb zy%c|vf&=AFtl8#DHL-4 zzM8WYU3^7sy0>6o7wgk(tFM`NYgS5UVunci6G6+xs72!$vq_vWP|w$&>sc~$&gD7p z;zbusqO$+C;!y_MLGprbJ~icKldHY8_<$(=U>BM3C*Aq&Y_HYVVI#s6G&yc?HuV6W zS~?p;!Hamx7H(;}dih$oUT=OU?6y4sH~?U*LVW_Wo?ZIiD*pkfqFCny|3nV*wc#;v zbvN6FXa81Sqr>-e!0gkmIla@7!W++^ow@3n$62_OYYD{bzjUybnBzB;0g9e`>Cp9; zai##uQb3`VY$Q%xc)#X!d^GV-m{bwnTZG9Dho7O}h#>hi1@IvOuCPST;f9wv^`43C z7PX!X4s9>*;w8!9^cNhGA61_L#AU)+=mp?*&JOK?um;pJ9BpU;yqD7m)+|0k{k*=7 zpB6$VN0ZAMDQY?M@5tILmEgrOI;OygNlj%%OEd6k)B?UHq&X~9(uvzebAhmy=i0dJ zJ5N{Ep#T0br<#&cGA-yr5onlbx)DRq2j6H!;js5GpbTQT0e9u_DTR`VAz1f;I*#TFqnlopSgvn_BoDz1Fk#qz_dX~)gah>-GLaF6uu z`tSAH6X|Gflb1_z=-2tcz!4T$_*5*)AewX*HSucz<7J6~T_*Z#T?V<4}_83sYDb%>@06XZi0cIKu>$GYxd%RHI1dFAx6=%vwP%G zh&P&Hzvub6QB=)pOH3_NeH;MxBGzVLhC-wv+Xec~i-CSrKjHI6ec>Kcx{v@=CX~rh zko)h}!`9V&n^GY4-fHUZV~b$20073AFi#w`j$jDyRAjr>1gJb)d%{ns?kp;=c|k7x zR}IIQ$oyVTVhRF|QDHf_ujlVewCcY1kCO?vy>(~{v#c5NLWFq^iZJDf?CfvdDymZ z8-P1mtrPZf3^D;YI9uv9VohIn==2@ndrv_o$eHoBLDiwhgrB#2gbzpMmNhxz< z>3X%neM%dh2Nl7{8y;<53BM@I43X_RBd6mWU$XXQrCy{0;iN&jC}LU7x3i3oZUc4$ zZNFrnP8%29avt{BXOmIpx2K{8rmf8OD-qc_7}X`*IQU5LY6Y~w)x5)BF8)!^o!XgP zclM7RmUE58fB!+%*+}WLNZn1+tOPN{i`2@vhV zf=jbSe}+<%#JQf7f0_RVh-E{WeI$((1GHC!!pDk-D*wl`mih_Sh55bj(QAs0Y_>Oa z`me`R_?R3g$JtzTH6amgE!3tI|Bb$wGlt}3Tt`jkUth4wjr}8%Dvi-=>EB|}^TG0g z2f2m(wUXZoCNSngPI&YpCJ?x#P!(05S7Gon^**vv<|i+Xe>nW{#P*~lW%E&Q!POeQ zEmzONSHR`NZm_}gI7^U(i48{?ebYZblVaYU;c5U))Br4daR|d_&H4ert{o_jRZaW);K~)B;Omy72&3<$`9Ul4>jt2KOJD4R;ensuXBuB<1$j2r z+qz0$!w4)MYeSJ);b>TAV=>CLCTvDfy!O>Mto|-+tW$Wo`fGF8MmUYs@Tp%+BcFUF zhZ{fO9UB_<400KkJb^rC^7YLYXW=L&SDe=r-(E?*KcZ+lrC%gf?9fwkcXS3c=wLF5 zxd>}uEArP&jikO{X(bDbR}=-g%}Dy?and+@J}v;RKgHFOCqFeb@aZoA%=?vT)O^QZ z!m`###TMtQ9GfslqR%3itV77Cax?Dao8n%(6D##no@VA&e+QE^BMwMbWPYp)3{_6rIbN7JdX@x0Xzz_H)`F;JBy|PS2@M{F(7CI}BkE$k8OqB>+w12% zh}HAMA*Ds2&EBYx-EUaC6{XWQ1{u@{)kt;i=0?h~?+`j9jas*i`g=I>wg*G564=hK zOeIYj-m3w+sgEwKPGX87)X7@y%S+!7-4^qD_V&c0A>H%5lLmH6wds+v2*d+xM_6RNJ2yu($O4+YL0Esc4lYkg}V;4o%SssDx)`cHgR z)u8y9_#Q6o9ylkmuD~dlRGR%yw==5al-hVd(g1P2!enFBeC39byAP=wJDHeV+PFBE zUaU(w$LLtR%OzdLo|OhB^i>|zs0gW9vkLNv2dhm(>-ad zm5+YL1~lOGM*TS|0Ab@9qbHVY%gH5`Cw3K=*GEfT^@?kW+Pq8<&rO}Z?y*&BTJ%wG zdVB3IiQjkEHm4njKer@*^f-c&XDZ9+n7>4{D(L-e;CTaQKw_gSJwvY}^E zRnO7Fb$d%)a6TJieda@t(%CLcXTT|zLVDH?enxN4O(!bE3N6;!d===lS31`(6dxKa zd9L8G0@tuPd8JTMUm=Rl&UuKwc`@Gcvg1Y?0K)vObRHyKw|&tvnj)VXv~w=xe(R2% z8Dp}2-XVC~d4@beONMB@+Ne_Eakg!D_|;`~#ORaxOp+2G%W<>e;o`UfhQZ_J6>SCX zg$}#0PbgExz6YCDXHcL6=A-I=8@8!D5|v$)?xI17z}?xLR%UL>`C}tg70}7mDfNm? zZ1@cpjCo$<3?1gTFG=7rwU$Gl3gAshVjuBoFnXOL6f&`ZcX+9o2obV&go=p2{x1=6 z8_Sq~BA!siu!HB)F(@e(^30{xj)1qb1x z+F2(Z*8R1g(fSd)7^aw)DP~lt!>c4$qz~)h_|<*_Mo0>r>?h@`fO&;7bhFyRt$NsrVHXbD6ts}_q|VU6yo6bCHw3*Gj^;;gDxOId%SI|oP9e{ zhFHXBt)O5i$p-V27e}U!&w{u@=}dS!vlOyv-&|kwPJ>2hq*6CT7G~5zR&_ro_tQ-* zO1RhaWCL_jn3)a7VJ9Chmw>9H3)5dl>>ecXpn?`%ZxARFXmdFI8}3A?CJi~U?ka4Z z0wQyWnW2>uJkm`d&9iv{s!T!_W;C67f zzf1JGLmX9EZz8lmsRM1M*}6@Kx=2swG6!YshVlLOui_M!2W&03+gR+d`t)%LSI9Z4 zF9H{fuPQ)7vk6LZrJxd07`x;<2NNiNA_@1~{`EWucE;_%<_6LETeNue{Dce(2J4Dl z{lhmz-dyi#n*l5jYRq5XU!TdDL=m4bi$`8O4BFF106MQ`O9iM}8v1<@3=9^Ip&jD} z=CcU;7x#_kyL))w8f9-I;E_0NaZf&CsH9=~iYN0a2O%UV3^g?AMvN%_N zU~iE{i69MnK;zC(2Aj=Rgo=M+i-O?nRGaW~0N=F(o3PhglXqkY+<^UJ&C)@N3HZ;A zyr5XyrV0G4s~*8D1ZcU5ZM!u?%>V5T8fU>aAgI#M0MKR)ebVy*CcLk7>FQ^tOAKv9m*4#b5rfN$d=mhfh_(mcY&^=aUrm;C4U{>vK(>W# zH+co<_WO+Am*^y`AI({pTrGb55uc5C^qLzbM2YvQ>8khFz+Pljzs8!^?bb3Z@jN_i zgD>l;c!dPT$_POQaiv}(Ngq@+x+ zSutV2R{onT&^?rNjtS((C6C3Mfkn49<}4hk8ZOwt6>7_<^v&jjVlyGg&4$oXh7bTsU82fai>9pnVl^1SG-=ek9# zD>UCZHxzwTmWpk>urMm%x8w_91lKC|_XFf31p)I1xeo=}ylmmnhYJKFZ>+IS5Zq|A z+Uej!BOrO96(m|_-?+)V@obmRFi2>!MYT;*G6((Am}l8QBBk& zf3GLzA_OMgayzr4G1*!jNMw>{?ybemlUpZ&f2F8=cdBi^+DWxtX&`QZkgO-)a$Qu7 zjC)`SLqH0PGB&Y29J31kEhdDBwl4u@6qF)knUg&42|O4Zj=$AiR@672vf{%vz(_1- zY1;H0%e4#PX6n98Ys^`l{>>+K;>jn2W79R*p zZLI^H;dVi#%s1h8s6(x9P`%a9n#P`D=^76w=&Eetd8iJ*jI{rV6)DrqS8ycF3v$c* zzfcAj{Q2`Z((~^8ZJLYYzlxY?a-Y4&WIa>LJHETgHI8q#x))z#^;XX3$Z z9KDHk9q!^4#gU@AE0oQOzh^ySZIH?|jR7fR3}bD{o&}u1E@ZESr(oyzyTQU@Z^^>! zR>#Vpq)V_fbzb20i?HOWl!}@I7U>lt_YeH(VHaYl`3ZN0r`Kyvfpn2nTmrOrk7Hi@ zFb^NQca)i%OPa$6KpNs-5riuyKO89u3Up@$4N$P=oy&1-h9-!)KEr*d=HQT{`Q*@v z>fR{Netap)Z_-I_uByPV3WX14H9l+o-WfwhECZ*%ihdBG9w+~1CR&>7b|5!;)B+@I z*%-`cB8rEtYP`;K{yqNUNg)I$A@Q>_>|BLf3zn)KYFCB_xRqClwT9DhyJ7|`xnS%X z8N6fY60||FY2Q2c?diud3D7`yEQoMIrC`|R#Ss^!cnb!LP|XG^xJ6^@1=b?qIA(co zsKT;6=0@#ud}lMP9Bno|7zzjkP70haY}wJ|tmijW&YK_lG?NKL3Am%Kxb{Veg-`TJ z1f%B&d%8_zy*|^mWv@wdfL-IHP)R>$sYI&&357FrdwYfB^nMjbhIJz2qWS6qs&Od< zVoL4~u{6n?b2nP@fV{a4C<>CG-EHdEyGx|~{J&7pfX=7A-EKga)lqni>#?@Cy{v$5 zRt8)7L&S-uE4CAt>u^)c3p>17BK}^p$uasVdr`}Xi1W&8L*>nqT@4uLu*JfDBh(i* zL;WGms2bHy{y>txp1G4c5UJF1sgma|%l&6&4ZcLLG*%(6Wqb(#iG^lJLLV`}x>^7E z6>66l$Y46=E$531^1j`wsHij;%Y$nU)#J7%@!6U4HZZ@I2u7vwfW5=ChP}UCN?`BP zLnHoDT)N~0zh{=5Lx*^A7-3=DvOmLd%fFa!PfLU7_)A%N#cwNu<*wNxgo}RG6{hq6 z2S^I_o;}FHHhFm4T4KUo>{&+%kAS=Bs4Uv+vr1)~tUoI(np#o3Sg@9iH5kEZ!FK_J zuTQ5`w97^6xrv;5b<6+q2dCIGmDu&-Na#!OKP{6mfOGDnDrUPx)v5$Nfx`YqcbXZ$#kMlb@Zw8K^~9dcVNe(v*hbH+e%CT;)31rG+m&=c=5*IkEC zfV~n8l2C@`?S(;PVsjwJ%Dv=;G3dy|^B}gw+1KkJ*nsiO^&3m(nxtbI?k+ryTVQWO44MQZ_;h122+Sto%?1yf z6Hn1BDQpuYdcLWynG`!MKty8P<_}t)z4p&1i}il_h>6Z&_y=s!u>a>OlmGt~!au)! zTG68`Ko^R)m&P9URn7Gd3ko za+v?sNwcV&k4}qYcqnSPC@cY#`r?|BYr`Sl&Si@qi+g@n|3U-cLG==>VKOQnjsAHr zN8Bmv=!omh+#E1cVlo)et!ROH{_`7pT?Cq}%Gd13LTyDfMossS8id(sA*yLf`e*T~ z#LKJBCz(ekl_GSy3~u-zDPAb}HXnXUvtP^M-K8KQB9++zha8>#&{~~F#_tFS+Jhy0 zlW;?Mo2!F&PQJ~#M4=P}{JE)1CO8c;4Y0NO3~%4#p;>QF+gGJlV<+Hr+ul#MG(K_Q6&`oxqGM zos(BZs^$kr<4@Hu)G|xt}oNdgj9&5Nv$@67kSgvi3s)l@V@#kW&i~TCAp&rg&QkZ#3U%?m| z@V++*o8*3ArNfa|lK?8$iqN~bnBeeDoAt z?g`+8=34#4O>oG#v0tA^NkSLo4bVuy;-NGX+;O^Aot-Rs9Aj(1$=?!M9UFIvxwHA2 zotZzTz$cx^LW0wcOz#8BR*~}j@03B~4LB5S;(j%>aNvEjwX%qT&!?|1=va;5tW3R) zTQTWZyF|c7gRAb9p`LE@qU(BJZNSoGO-8S7U?VL>GKP}yQ&IG0rR>G4S)JQ0j6=p? zrFzHQF@w5wc4;%)M;8))yYOGGAnL`kFN?0*Xf5B%QJKi3)!j12 z>56Up;=x_(^^a19l65))7gHFoR< zOBa|A2<4gxt1^K{ihr*2a0_)q*wx$f-xE0 zcx9%S0MWKJ(81BH7yA7G6K@;2$76jrokE&#;`wsj1^22#jw_hR1|etCl+whjK6)3{ z&9`9Tna-5il%JyDqUiGtfuTFvc%)M#1~ryVrXm`uAjP}ssiq3KpzV9SzU+@N>6Ve@ z%=RWF7wqEa;HK0)^+Q$fnXL&Y;&U5zF=!mu>-M4-$@X4LR!eKD%5PduC+fh%OIx`d zC;*SUpN%BCE!ghIjao24IK1DxZFEvQ{g4+y+L_97QG9F#udO=lo$&O^XUT6fl(#Yg z>|dU4uuz6>C5f-~TEXrkJ5^F68FvINP!=V%z5Ca$t1DZW`QOGZ`@DVka2U+NHk1b+ zHr_#lQnWa-@@D;C)~d-ERd%*)<>h1yV4z7$1?UypAR^alyEXdDe5FBn3%C0U=*LE? zP}X$&^^>3r8PuvnvDkJ-1|Iu?jU-!<2fZd2=R*EZ762?5{_3H&qCF*-Nvk&eTbxBp z#!aV&w3hpR1l_*ChjV)cb_LTI(x+x$7QJ=EqaViANdrg0VMoCxDc$JB1N&=c&TAyj zxuR7s;g7R-(9@IFHJ31NhMtIFS3B&6Iy3o-V{&27socY{XD!?}k!cgWRTFNfusP=# zrtZ!Oy)Rd=>URgj3Td^JUM)H(UX^>T8hCVSjo~)#phh{<^Y+$%D)%5Aku)wuOE_B^ zEH?PDFO#X96|vSx!^R_QwpKj;*7xTLRLcgmpMwm|x$$}j=N22I*r`r|2P?L`S>2Sf zb*5O0>Ay^1pqFsT&ovRMaOaP)Bpl9ynG8j~F5$*=t z_&OZUGgCw%o8nY#TSP{LvFM8F>+Ge}+&J2vrd~{H!5{7IA2prUXEr*8zTQNraNV+& zuVuXyhEq00w8PI;XFS~9#O^r7|I0do){!z{{XG)$GYhE96g1Tp!PyQwnyaQ?zO!Cx zl{oy7#6P?9ZT`5H7o(t0YXR}XJEn_nMv&v;*1!vgT;;X;>#Td9I;kt4q zr2*p>AtOP@7TN(#-tSGeU}>GfoCwFzdcTFRjW}jO+3R}NRtpyz;Y|+`szY6NLnnrH zMtK4BZ~Ff9FLy571IY3QI74J>&@eX?`f^pdU@|C4E?n(--;V`Z9-d8YIITF>?qG3a zBQV-L*AMJL^^)h_f)?h{WFZAp|9;-J7~wm&!+0nHvf#I60%-rn>ZtR8WGS{v-#00x zZ#Hik;0Aql+hd<`?#p4cYJHBLAto)Z`SY>PZb#D$y@bRm^kR}rGws6fQx!Whuh5YpSU%7dFy=>7BJ)X%@b^&f4%A?~zbw0@5Swg; za%4a4YEd|>i*nRc34e3k&Qf_nR$V_&-j#Bl<@rk8GMX4mPS)A^Xm1VKo%=1}{s09f zPnR16^g6G6;SiyT4#G@{_Kj>4kF&fhER~GOK<&r ztECB0r15An+7U5Qr^(?DRCyRmZQ#6s<{6HLL8dP*iVbdEUi!T51i62&(QTjWURSnx zHk3%r#@!5WxZ|p4xFeHOt}ZNaTs_9rc^yBmR)53+nm{z@%QOS%n23M`rQ9Dv97ip_ z+Ti>-RIzq%X{YUzo^6;dpz(*QeRP&2f^)TCB>90T?-vLr8CkBW-yxrGV1Phf6au}Y z#C2<;Ch2Uve`X)AIX=$)8xi}6{l6uoJFVQPD|}yh_ZD~9Uv00#3ENEVqK^U$f6 z5~p$BbeA4b5O&@8QoYu{I z&;=q!)_D;@xShKxncZiw=klbZaKAO-o3Hj9-R9Y*n4Zm{$o z9x8dB8aOz=@Rhe-z?>|&i!xHkKXpXdDIGA+K`F}j-89Zy_=E=Jl9IGNH;?{kE+ANJ z9(Z#Pi6L|Ak(?cmwFq-W%%))UQ_|{w6}H=5?*r~Po|q|Co5qJ#NwiWJ^G-lTO4nCc!oF61e7-&`$B?<#2Z(0yn%1)MyD zH7Pp&A3aQ025Fz8WmpnA^zXJw{*Q9~-8lNs;6GpZe+~Zk!eqMkp%!mfgo7@~6VYKh!oPPZ>^o3a<=&qrZj#5Uz z8Ti>gjfONWTPW5tniB}fT9D5n;&)-i@k+I=Og5C+j{Y4(9EL+fL8HZl$1caRN!cBb z^;wugRvczvTRPM9p&s<-r``_bH<>dKK}={@OAeF=Sb>Y~L~U@M{;TH*a%j^(YIUKT z4`(72xt?rRQyD?Q3lOVaynZzHwinpUgzv($1g!y zsxqG=;p>(Q-OKduiM+gSdt4O2Ui~f6#F}GK4icgwxO_;F;JADYlt1VAd$Vg`pM$ly`(e25U+~e%fB>^Ld zhN3SDFb;lw3|L?D6`_x)g!QXitBOL#F-AM;NQ^T;t{B-JLy1pFxC(o2(R(r7lY^X+ z8Q>pzjlc!KXqBJvP@U{LQf1Eb$KF6gH`GVj`rn{8(>6d3usdEoHWE)Yb=oL&h{6+{ zAhr!S8nx{o1nv9=3qRi5hkg=4pUp79`SU_l4!XJcz=1bk`5VcAK9%vwDKOf8v2sWJ z?oaIFY?EWLn#1|HUW0Im+N(41>0GK|ox$6y|E*rYTIAi+5CW+OZ`3Xekj`k;=0!DN z1m_~J_2sy)p=X%9M1kzs>G0#C15WwtKyR8o)9enE?E05tnp33NXc5@Gksis0qY&HC zW~8fvS(b0R0#hZ*8R|H)(dQ^vW5=b9Wy*-8D;z=M81!7$0 zMbF8Pz(XglL>ha7HR?}FhlSVO_j7#gl8ziu*AP{+q`Rn2{}*8_xyEb$rZA_Yn6Z_f zGz_3bCq|EHolvy*l6cCMt*OVMC8BWPJbInDp5gMCT^>6K3tW@o9!{(73lAyo4F4TO z>gZ@fAr<-Zj)OE=Rf7zxDOJQeU#7PdJ0O^2;Rf zQ$US&pJ2b$`2lmWH-JTaL z$QAO7%5&eqJ}eZH;uZf$(Y;@OTJP{T?XJ+1XB@@~8=aX^RbEL=JKsv*O!F)LIio;Pzcgk zVcu%5z=8k|o&qQjr%}bsPIq46#o;{**j_cQvfWBF{f;f{a{kVCu53xBPv3*x{elPG z7r-*KlE(mKI_*@;GI%-uTJv*8dD5@hT<#1c)Wa{(Ig3!zJ%0fqg||Q|VKu1?w4js- z;yqdDO}x@C6(B3^uq#PIB^CbSC*~&g_9f2JVxb|YGxTh>RF0LPH;CLfijb%GYKI5g zTCceK0v>*$P4GDYSb%5+O|KD#g{dd+1~&Sio`i!L7wXP@qBCN8fo~24dx^eBo^>OwhdX3`H1>BV*M8PM}&=16B{{8WR1K}ag%Gdb@V)URU!yAo*iPfgk?|M;|34=z$4d| zrW8BptY8NhUOQsBF`-!PHsZzykJX|c9zpAr`Q@36f6EAe`_~Z5pR2Jne4aGYe{VPf z-jGcff<~Q}!L-|!M|h>*8XJUDle7cs0-eV5xN!WTN=CjV2Zw2|c=t6O^>v)XX8^_c zG^KJQpVVBjWJJYFr_LpzRPR^&LHN7TBT!<@#kW1bfvrMH>vsY30b9N=ZisW~Cv0W@ z(HM8RH!&L$8TK1)ttPAix-6bxCc9IF=FOZyG@^0Z`AAjsobrtRwx6Xq7$^+`R>w>A zuI@EO{jS!OYdm7_Z_jWNt)Rz;U9-Vn=KURp2S!ZEz3Qmqs>S`|Qg!|(s8K8h6NZ=N zyeG(?xzj$%DnoKC)`+2Ju(rvvBGq#}+n}ZG7wPt5RZ80>>;ZvEZeB(~*((CrQ=)p; zlX-!;$%S1Z)5S^r^C!3CjYq?~%ok+!T(V%Pam&dRYcjjN@amo{6Dh0hs$6ZpWgXIOb&{ zJSN!IJFUG=dG9J^=aO}t(`>>?WyWYmYsR|yE)K-1sw0Xc_x&>r=tvB)l#@YULVo za*52j3B|Ll^p$=?QKGc?@09V8*eHWBayg_Ubj|Z6kkx35Q~p9$+>Y3V&d zLvb$WH5n2b4hQ98t8PvE8L5PJXQ(7qo{+~9IgAI7UCn`jmKYBXL{S~W`i;@c0{Bmpj{;g6?2qqWQkxx{!e=-|Z$qrTh zP~#goulsnNQt6YI3p)niSR0H03_8rU{Y0;qQOdtA;0xr!*;C}Oqv5k2hj;uN8-O5A zw~hxK|AXN7{gBhcf1)nrxP%o~TWvKpDN=8CaLy=!NMflt)WxSC$=QgG z{_UHShcicl_Ww-ti>(F#Fj2vj%c`Jm80ig(^Q~#acX~RyygjhTh#Kj&LAub(a9CBQ zPsp2&jOQGca|Q;-!aqN;1LDwy@oLD$Kmkg(i2gl+uQ|h5p5q7Y-Y=g$Cf>p3a3GC^ zhWyWDAruJ0aGrf|Ud^CRJZU+6J1_wc0#k&Za9V{ecN3^KShdqO(@`GWCX^RzT+P3L zECy5bMkSlck@p-}WbwTB{SxF2EI(NW2b#0EZsgDDW3#+8T3vkB`lm+4^_9+aiFtjk z^Uh8Jd5%^8s&Dn>dMBe!gF?`;3nBMUKPsMEOQD<%R!BeDbi1y5yES>7TYE`RD_zi) zramSWar(G+w>wDFN}J`G@b!VelL_kP_fso#;_j;7(kGTUt7tdwzBBghyxU(r>hmj4 zJg;q$kdpFTR_+G307nA$foYD>h;H1L7c@e-&;G$go2UCRzmJ@@1OVynS>>G}l0~t^EIk>}fn{<9MVLM`F zPh5($U&d{`c-G!o0IVWey{oO11Shji6q~5$j;h}+;hLw+3&}b7?RzZ5 z4h)L-AaY@J&A5>BiZKH&%-XWo;Y$tV`pG8LRr$7|sa08$03F^1s?s?36E5}f3XUM8 zlrc*#zRa9gixdm^I16YYs00dt8O!f=zFG=d_9J{ttvS!Qz}W~kJ4Y{PXET+6095O| zEly+F!eZ%uU1_op72c2mE#D*C;NoC`y|;u?y2!d{^kb%q)4z1lq;n+dX5b~di%GR! z{-WnJJQuCpZZ_z%(!4zxBqPAU!(?t=UuK;VTA4SF^JugYqr&InKqd0wte=?V^KYS4t5+{uou?TZ)f8Z zQ%Z9R)*hedKW~taE)$!#Sc0ITtv72lH=&qsDndvQ?Wjxaq;T@mUc2qZZ@;9Pmo=oH z%Nn|CH(qVpPmWw&E_Wc4Zs}Vd&LmBQ?}20NyzZXf@{h`zV%;3hXugNvp+#ojTj8hW8TJAUElR9WSBptrJOW@?yQy>bO}-a%=sKJ z{gxoZgf$D;{&V-t({K=wCN7Q?{S9_I2>mw?VFmr41^lIYeH-hh+uIfTw>y%9Vbhw_ zg%qaS#U~Q2;@qhl8U9I`vxiZzRa|wgC8kq0M$q|LiU}wlLlre_>n>%8Fea@lH5J>Vpw}5-Y-wZ(xmQ#%iy!dC*g*3 zKl>Vy<+*3mdl@D`>*Jw^Z!LcP6tubp5kH~!b8YTPkkPFiv#|Q<50Kq{jYuj>B6n8&63t=h+k<|22{dlYMZgtM!vgUwL zkMHfcTIt5vypA;I)_d7Dir#rR`8(`yS4bd%Yl1hIF@Pc`Y*f208#?z;#ysy3wea(l%CN z-$=Llj~b}|S_H+2I#aU(5#u`SE(K6llK{Kn(GuvX#@+e%md(4lj_i90JhA$_2UCCY zPI`?1S(Id)|&pB6AJA%q~9=Mmu ze7Aa+OhVh2BV2NeK4YTYEYL3CTaf9lVchoI*pNiN{Pxt5m|(dw;nsdc`sN{8@OMpb z(QzF>DzF3Rx3$=K z!=WHKClw-Co)hypR3SJG940?6ma~dN`IFY$ykD7z~G*KjT3&18?l^+DN&?FKeW1{o!SN;2V*BNADvl zx-(KNe+kGGS38wfuPQ90Y)Bo*!{3i24mkD-l#II6EfSpUhqJTW>hmH4VUI-^k@uEN zq}SG}-()WGqW(Px`nffRbt#vYhNT*RK?ZIxY5wF2s`uKcTe|1=u@*$CGrwbLG% zzvB-$3mqNmg{;}pfAhq3@W-^@O7mBzLKkshSP#0Mhj=|@K!06YeXEc^>kIZ@D2t~2 z)iC53z88N0T6(}`{ChF%O=X>UN7L@ z%@S(~)~XYcRQSH+*%lEx?XZ{TpH;h;K7}T5gxcRn(gzA&UKsQa(L zC2xUcnF3Ef`Cf%QC@7)E! z2&{P-rpcB^-^k_=xbbW0PvK)O>rcT%5|xLs}+8vtyZ@cE*<92Jqjm9 z3@iy+R!u{|n1K05Vb^JGllyfm;t~a~iz{_#pV@orxr*?2a?F^SVuHUA5{GO?tX3LV zPUgCSC4x8cII$1SBtVo`pvVuAr{!ZRoN3%JJ`5I_FbJqr-z4PX`SgA(l2cqKB$b>( zdX-$_eVQk%`ZX~opli}0+FgR_r-ZikN=6yAK@)LJ(6^SBO?Rz--U6!ppVZf9Z}m$^ zjTe)6==zo+J*5&)dcSdVc-oFiAYGsAB{^?j@NhQv7jJf&4i zTXj`2zhBZ7Q5vwZGG1as`jh4TN*xF9&$d`~YB6-U|L}8Yz(nWI-a=igYw5FWX|nYi zh`MgsEvbRI;%v2bPv!Hih}rCgucWh7Q-|5rF4JYrhy4jeeP79?g%&Lr5=@;fuj$wN5y5$RAv_|X>~%c-bL9f z=-8SqZV}JVNpESj_}4t%_b)85X8c>cORYJScXI`r_OO}IWDzZo<1Jk{n@@^5l%tMuPbY5DLoAs$8!q3 zei|oDbY#WdiffXn!g}0hIUAqhICjIdP5~IOkEJg~ ze0KNmkZrQ9PEP;yt8SHtp9=)%b_bB(?San?9%UM4xvq_W5n2aw{S`inTn!AcD!v=n z!UKxvxqw*p&9t9=u#=u}4xAwC9 zPx>m=__JJR*kACnWUJfWe4h7Y-AC};`7K_|*QXW3T@iDH9q{(!76Pfb-4;errYG3) z%%QRk$uNCC*?i?{>4}Ep@yIB$9b6QUI73|vvVcs`ABE#;X`07)J?o94T752oI%6#0FkF?Dlk{d7M=e}9R=zZ2>#m>>2p#72MGT-I&6jQu(9ggOMq->SQIHBl z42X7rjy>WjzH6u#<9#bKf|JaYqp)(Xs+vM#Siz2h#$yBu=qi?oMSGr>98J^8InJt* zURna}8n)?KGVP(!MxAHUt0J8$lp95(sny8G@P>axECZUC(BiP+hWMIW`pWg<50vXa zI!sUrtRw?tMMxZ*5|?4c=FWSF$LJ@tD<*dXg-5P;q$rJ18`PkLze7W>K&W8Tb9cwS zBK$7P+um5i>rK02|2UJT((snjoBf{Q=quO&l#RZWa@Mg(6sOl~heYVqp;#Q_u^?A5 zYL0;i*WXbF(;V+6#s}`|xD!ZLWar^qpJ6<=$4R%VXZBK+dfjU0us6eoR(SUn%<`jF zyeLLG8rHragDH!v`)bM%V}ZeiRuPhhjhypvs5^*Sa@k$kZ?9eAF(vEJj|xLAwfP4P z^KvYJ;@S)MuaNKwS3a-QxAALNXd1r+^)$r8`tLKcyY78Rh#!yY*J{S<+HnWGwmuHk zW5|wJ2`W_?j{ybCSbd3!R-!n>vnTV9Fg8Z!O?W~}L{_%A01G0gUIVbRp|b7$24(Zn z4=Ym_dxzhWUxLgzNYns#Ec)hP^IGuuq<2U%?)N^E&6#ZP3TW=WPisq~?^cF>gHftf zK2>bK2qNq?U_J#}&tYW8GFA1fvAvLJtJz&SZ$z6F01y-h#LYN--Z_nI{35`hd-0hC z(8J|^JWJntt6O&*?w$|;jc~6_=dlceAL3X%Z-zTNZp-%-GRHfbYH7Y#hKbXEJw1wb zy#=?bMVoF)S7AVaJR1t1$S{NmHfd{a2q%LWf7|xfUlQbzKjXcjRW3&3&YxnQ<`AWI zB}k|}j=OCJC#Zay_;|6oDcMZt*V)r}A9x5d&rNOHN;y7^YQiuO$4|03$?zJq+H z?VQAy(!1l%R)Hp*0DV@6=c?>d_LTj8+#N%<)yVbE4PnsxgOTPd0fX&U%=AR-LiGEe zF$}tt;Vd6PbUH072-FopQAB!S1@BeK;lj@Sx`WH|J{_pKrQY@e1C1m?Tu-EV2N9lGW91O|cq%-5qzjL_0zw}V1DvLoba%F>!ms1pm!iB1hNbap56a>0=y5_4%Y_1o~BeGLRG0( zerQ034w`h2qL?&j>0MGr%e>Cd`ZgZ89kjAL2=G52x@Id&FCbvCwQL39;X(-OI`yV% z`d_WEImv>O3V^l;3yAxZXq*9+TG-Z=?hewGKJ)A53t191< zbFT}(HCNKz<3mEHrXX{M{-*pR84R9$-Vy6NcemFzXV2WU)t3&If(=V^DubXFl#OFX zOR{CKQDbiGFdg3f%_gr%k>)Z^!1K^R06$kw?Z#3x(b_N$I} zMbxyC$B=h`j0EyKN9kioc8cs~nzQ)hn;}0fayDG+5R9`MwP5)`__i$#o?L>R`Fwtz zPAc92ZC$Z10C)ECMV1J!a0G%?BIyF4E&u)f#4r%eh-&?(TXAp>bh5F5E?Q8W&uVZN zq!Ay~cSq(>3#8Xy)xj+`?=Nsg_Q%C)4R^KoQ5`jXy88On4+tBkeK$T&jLKdSF-z53 zr0)&#LCePOoVep~RzyhiQNk|2rx}-ZZ8uTQHZqT>Lx#BTy}}vL5PF_lrYzVmw`xEU zq~m^B`636|ynZFmZaR-@z&lCmxDe*FUaFeMVlZ0WLRhX`YH8L@eam#ruwB7x1xC4C zXuX0gVSG;6Nd5Iu$2OUGx_g``!9NH^2Hrj0AA)Pf;@k|x0(QLgC!f5)!>4@gPAJt6 zDFSr`zouYSYZ5a$W^eQ)Pq z+KN(a)u?ECr@kD;*V`(;cU`rxs~`_$OHzxj&K zyxU;!e}QeBxQx@y{>uHjeplD$TI+TJQM!ad-tUt0r9yu`5or8-Hf6RCwJ(8Dxu%5~ z9rwY${P_>v$)k-0FT8-;`Oj9pEmMqfxTVhq-EMWRHsy_r4J+}d@Mp=KdZ?ODi*(Z0 z_$Dky@PFPm7jaOJCCKnb|K2BY8mQqm!L3BQ^;1m!w5F>+mo3~jDBltS;sZK|Y->8F zYHjyA3^!c>-RzZ>dMK~=o4aUKR15aszj~L?rYYUwL)`rFivjm*-){dsX}x6YSh{#6 z=^btTYQ4N!SDe{Epw_V_ImkJv0q&q3x*LX{Ku$TKh_=V2AU$Q}TccB14*&qLrPbW_ zJ#<7H{XiJ!gn2fWHLB5dNvM>dCA0O2g(32c14G3UZ<*r3jcpP7&Q68rX7(dIVN`Qs zb*&VTZjvt$FS%%GC<7KPBC;0y>Z3fV$MFLHB$w6LEblHvVpP?HS##G0Y{=?$Y{HBlIzznCj(h;c}JiqUv#?-ZGL{w`T7oVJon2^eQ|FioCH3TsJiPT&gajp*7E}#`}lVX zJZcJj_W?VkAkVc%>Nj1_%bl07P)9CgLJ;KRZ(!HJdIf~!bluE6^iTI+<3K3`dek!Y zMFR4zqy8Mb2H#MTB9Lsgc5_ zvf$r)1Df^wr{&ejrsK(@`u1&-YL#Pl-!ajzn$%S#b!}y6r$l1~T3aYdCmF~qU5g)h z+bTa}g>^Ju$(UcWs%8&gAR6W)m#h`{(iihARL1L!&WIzWBgqvU8~pyTW}-ktyT}zE zb#Eswgc)93Y}>S;1wf*=mw(;p!YP;WZYxh8c=-pU@gE;o<-efs8Q!?xKvM5hXLsv} z#bYCBECZXW8T1jI<8tPmg)9aBVy>Bo+Sct~RM(??;=M2EXm_aPc^tUAP1YLaJDSjB zQVKmrjDl>%&J?wX%px&%`9fI{{r64(^6g#+)Y@eRHj97(({g`g`zUNf)_hb+J%QJB z_tFmfi~j!VJlXal_=5)2x+C&33>2xW?`7BWMV3dbb|5pr!N3p$ z13{fGP(jxA9lyM_g7Rv;R6#r*i<(T-%C!YNZ{^+@j6y+Vx>$jOXttzWW0ACG+d894 zDhe-paKyS#d9;8KbiAJ^vUPW>VJ=afmV%wVAKSrNy#PIlh;6gO(pig?&aPp&L3Lb? zYY7LM%*AT0i|Ms6#dKjLaV`gtbar-jF!_9UK*9e}3mwBQsk#VHf;cp&1Z?6T8Y;@< zvdn*dTSO6c|XOW)G4)C!Wlh zp7rmCZ=jB}Tw57T$RxX<)$MYe< zc@(4BUgl{FxGRcsweNlfxx;yvU-~SVyq8HJuCW+pdVcyUf829(YCiqS5K-JD*Dc`2}iAUcn=*9_h}cQ86^vE(T$9v}<*S?IhVGUXUAl#JkH- zh;3bm5s3V{GPX>)B?Def3_y8T`}QjsM0!_)a_?3cO@k#@74 zY`Xw749uixFqeXUpq>CYwpt#&UUXEHN(@d?0#$SVtl1p{NFXylc^+fqI;?5aG$#i7 z!obwXSA7>J6jQJZeWt*~;3K!hqTBuLvmj#UlEw>CLCB^H9T~y@pmYAAe`=z?-B+EH z{RJ7fzE{1Pz7I{_PQXqHeZ-eC@Ne|uyje5ef9AY1ncX$L zy;+6h5?1f5(0WeLFS)<-;lc@LOt(VZ#bb3J2_(sR%G=&a$u&m4OCa4 zgYv210kN>(4R1JTfV|RV6xC&&3S!f4Va`TYR;7HHH%#!wg@pp6!xpVgpuo#xJpM8aFI@6(&xU7#9^)WlRU=Qs(`Ph4$W9t4u+FoRD_~D#6*6{&nMY zUPXlpZw6-Ec{dCk6}0|;7wdnBN&uJ}H;9Jw$0d6gVfCcHIxtkBN^iDFs$46(e{znj zz2~txCgi-|{%W$%*YD=7{SH@BQIP=b3*ENo{_DB!c0xJ zZ4kq8v5I(zH^SmEsdznAEyU+lo(Z&CSesVsaW$T~q4BAw+lD}LlI*fQmIWJeBNr*_ zHn4l+43jz6+Qni~O(ACJ>BvRS)jRwjbjK4?&-NbB7#k*UEJeLpX91HK2DxV(fxElJ zE9L_;aTo*0|NTh*_dB591foqaNCOVP!5a$FDSIerh5h9i3Ya60klHluxJ~*|xu2r) z9Q6TbPVvaz3K`*yu`2_bLR4bTS^E5gAUCQE1D~(^5mIh%qk5EZu(3_1GFB`dDKTJn z*($aO!9zobxLk6zB8J4*c6W_P3gSu^&FTk?>wI6`l8W>4ghZz;jF&4q!TZx@dqBQU z2Kk7wRQ6eRueF)xe-q;T@VzgdwAKbO^(b*knJ*=*BLOO`oCDz!SL0G0YnRL~gHVQ^;;pixrQdhh!aH7JQzeXY(etK;ZfY4fWRiUc?#kH6Nbsac;&l{3P$vua6;%_njumAA>xdj`c z0can&yn2DmZ;q^OP@!-vf^3;+oUcn8rvA(D$b^Ae;yutQoqy#|)UIt_*egu1#DX9(-x%q7&D*Nl*`uxtlzkdE4iP-6njXfjI zoN^sOH0M%>%0+p}nVnIfrySO6X%R@D<{XDA7mvrM-Fg8un>=Q43QmsG%cu?_s@rd= z6(aBvTc}r$jlGRs7Y;d|&M1ymxUjLN9<$B;NgI&;&${xzsLub>%VlaPk5E6gFA)sZ z*E1EWP$4xIENQ3^UU$9nz`UJEA&oHYly7FF53_> zldF92jx+vRJIqb9;f5RYc;M5mSs+-Ko^g#^G8D*6rcp3e9NwP2o2sS>KntJ(8Qac!MP2820uqnx0jCqg5b6bS$nxc(WasOV+yK@#)-scn*$I>u$@DzJ#was&APPTedLZQp4g zzg$HCNdL9ddZ07*tKd5`21aXD`L(}A8u;tqGvJynXAp$G#CE|M@~$XeXSm(hN6R9m zU$~5-n=_fwZ(2qcNrv1HOlT=<<$sM1JN7vFLB?b}6eDnReg73+A$r0T=)Bq1G3db7 zjOmmZ?fsZz>f{iy>v}dzm@UI1_~{UQu7U%>7&z)j2YfAVY`^i4km3q4oeU>Amdu_w_NX&^C_Etlw`k$-T*5yP zxBvI!`6O6{*a*E_6R1E%z7;qcs5uQH)X*NIam*}qMyGX6o$2M|dW-#E*DgH(jneo+ zKgTx2jR|`(5XZ3sZ<4HUCjsA=xaqr>TO2d^G<^7izItTYkrZ_}VZBL2J?Qd%M_d`c zCh`jf@04<=wiy*);gI;xQ3Md$k0V0RD#hq=dEV!rF<8uEp_2zCqqK?&{ql~@ko%$d8^Ktu>GP5|2>B%_5cRM{QLDOR>BcU>>Fu81q;pli`$}Q-i5@%2=~?ECo6|reLobH1N}1!|yLv`gQ)J3%;Vo9#C8#sNJ%5_kYbkjR#e!~{JkaAfFklc5DB5}vS4 zkK=8j@86p&=gusy(6eaSY-6Q-g>}-jce&=M$Yo_^%@~7@WWd+(8qZ`-e0C)82WV4i zggps?Z95FoxaGr%g%3yev)F~1Z!1zq{~5Xcn^XS3J;49#lblzSnm&``jP2o7I=x=z zfk{L#qmA`-8-N%gru~n+u;xPIHi0N3oI-|LVQACvkiyp2D;{kLAU`7?YM@X;tDw0d z#7o-QBw_(wCMB%Tmkjs28_i-lBKEtsp`qbiUwtE}E%=;UtRJ%DF*_0<2^Z*)=T}k$ zlEh6uiC9QiK|kAcnYP6W2WNbK0NgH{0LuF66xH1;#Ilo)K#C~?de-X`+IJc%H}H-U zhKmPp&Yr7t=8y@l=#Wcs32f{|tq1tV?Fyqak30eTx!PWVaE(yn9=5g~jl+9z3P4Y*ZQ5N|Y?A$BP-$j)PWCBgk{I|M zfv6y`1C+_MN*T*}LPKbC^e<5Z*ik0tJ2IMB+zNR&U88=})Mib@=0HM7(%@8%WUupS zhSVMB?LJ{3Q%EuPWtB})0WRxFE#oEjPMZncQp#qtW%M9diE7vWvwhhzmRhnpjW*p? zmu@+Re0_*8QYs4{4gZT(VGI_x7Wn9cR@Fu##IQZ~VH12lc#PKihMTsbQ^_i4u5k&e z3MC^NF9ot_nJ?XJV;sxOEX-_j>D;nLem+{lcbZ0Sz$m-_OKruAMB$>E{6-w!Fdr*B z`-ubu%jEZ*f(8~_(vUS7XPX%Q&S$o^#ntQyBra_Mp5;wcjlwMl-k?o)qQl$drrGKE@_%ejZR>@tntxV;g)^&M) zMJl55OMcZOQ0cYW$6tw@9;32$n)A#H1h*n_fysJQVH@Bt?i#6OD2C-`zqkex z4uhj*(~pTb%hl! zep<3+NIV?w+Kk(zw(eU}%aS7h5d12nq>RJ3x)*gDfm$+$1-j9qWh@8XxcK5ssgpOD zi&hpARm#G}4zx93 zU6vcQbq`aIq8zbQES1rf^wl4s@9=`csZO1JXQonb z5SlAKu_D5IF*7TVp+Mu(EHBKvd7%>NogE)!KFvt0m}!@I>P*Dt+SpFcW+F0Ob`n~p zo&sv&lGqcaw!styt@?IKrGm$3Q+6!@Y`(bC^KZQXGzs@*Lpk{}Y_#li6XCpBYez#u z!M}a8#xXElfiAQys2uioEEu%ROckkL#t@&OMV{q~a@~4W2|E~*E|N0!R9VCM;n%56 zs)PEAb}>{bPgzjqr;!O-NWY@)sS4P|br1pf)&g$Q3xupOF(Inks*V=!k6R`*$=BZ? zd6!sqQY`3--x}D2T%@8jVkL3l^Fi;nM$hnJ+T-19AIbW&(9zH(OifEI+2_RX4N%cI z4~%g9HkfRCnwHQo52@ydJ_=exIL$2F6NJ5M%E8&Pi|+6v_gjtnl*zVr`djm+ZNhBB zbfrvl{*5X4e>G|U?VKMOKxeo(wWx;c>ea7p!2J+;DAJlomX9Zuj#0RmM5*`R@x&!> zW|UQ@(HQ##pg>_%GQf7S(LPrm@Wa9<|3W!opfqHQPp*j3R*!y33;XGoe|kje@u-6-I~nKI z*h;4RX2sIx6(rz*s{~TDDIM$F&|ZbDF3b|i!Y<7hO9GI|>A;q)rQ^ z-U~%z=gJ#48=C7n1jFDge&BKE-)8Dpq;OWB#FbfF#YyL5N5lK%g@j(U(<&h43G>OIaa{G6H|8U&5QiBlbM2<_okjhhU16`4k9;4Hfk_f8zf z*WMS%P%iH7CHk&#(~88?j69rg@^=d9UoyGN_1`pV>ve@E%rUH2IMHnr7-{{Jgi0mX zR%B_F_kYP!lwuc4h?P2uVXDBE){H`bCHkn3o?K1>3v|nFB?q1>FW5}ACSt>9A^I;MDMAgLV^5d10H9{9L0`t)6YwaCp`O_^*54kLI zsxNAR-=|pHmnlh97kgSZVGSKHZydcY+AflauijE0wclFDj6dCyDU$w9gC@TP4wkWMgUP+B=$SDd8O5gp-VS zF)gE`m7v#!8iinM>E{G2bhb1~{5o@7O6_UX&W0Tup*AX>qfIPE)xJ}!J=C@Fb)FV9 zw1^Tgsen~6j7#m#A%{9}(5;oFneLgzN3F8SEsZ{!tyKqbfMKDZf(Y;VoFHb&92H1> zh;Hr&sbqDq@uV*A)gG)EpGGpZnNw7g1j|Lw!zB$@E)fjd{)=7_aF>;VOx|o=oSSTD z%L>GqsH|H2nR|lo(mokYfD@AosRf++!RAhGTPZbe`jT3LkT6Z06Z0v$Ax&otv-_VJf zsG?T3n9sGUImG7LY9h1*PgM2V#P41wsK{v$pvP%1UL-zEpiU7vIBC&^MRJvV;mAsQ zS`>{B2WBp+p)bO@zkg!bDUQ#SvNbQISSfl-OH7B~P9Qs+&np+%6LE^{!gtuY;t&Fn!}^~ag+NHm#7yq5U_B%IjuzERjg7YR#F_k+vEvPFpvFmxpBm#c zsmR`a^C6>`j&~y79h4mpH{Yzx>u9sq?|=L&(dAzudQX;A5A{Ou@d_Q{Z7+Yxfn#Pa zU)p+Sk%+w}R<}Z#VP?4ZG}jJRV^zsb{jcS6N5Tp5GpSt^DuhPtO~1wfirc9 zmc8}DD`83l6X4;!XZK4C#dA++Cjs`jIJtm&Vb@8sQ#(~cH($#}Zo4-}L5dne%5p`3 zwoH_ki9H>LGBHBRSvmTKojmQq$c72@ILINBboZgHLBdi|Mazh&^Li#KAz3r$1Q*0z z*g5xS$Y~*2ROUCg2*y`@+)UPm))D5E*a^8K(3Pg5@hlc&-4jn{)Sz9}{f#jqo*biM z-AX0q|7OwuN8A4>0jgGTWZ|U*$`|ox0@?ZpUu`pPZ9;oE!Jt{`OSJ}gK-{cEL?#K9 zOV~0Nv4xFxdFhOBuYIOEfoXpW&@vDPR*`NmzH0_D0dhU81i~r_zH-QTUF^*)$-?p* z58bEv!6?Q9<+PF^q5;s8Xvt zjdr<9`&I5LTNFao3WpIbYC1fHjRw=6%IeDle^5hP=nAq)z8XEexsZsx*k|A(6gmM# zPe;dw@a5Mp#>gQe3Acd}*VsX&`5AF3s-m$Pq$4TG70U0FH1j@G-D-EIar4mF*i0{58kQU)Z_z z)E;!!nlyqtb?@Xo9ZUcj* zbsd%oBY;fwtaSzE{hDi7MMtIy%VG9p)XX!VIIKLkG`>wF#+@e4))~uQ6AcUPJJhxCmg4RIvARDT*q(G?3Iwc%sYP)unW`L!1LTs4;ubH$b->Zzwo~GE<)b~L>%xYT+4Fi*=mL>?j1pJ#0(#mg$y{h(80p2;db4Uu z>mL@T`7Dd2q84ar!ce%&dh=>5TiwhSUmyFC2w#nnAPt%RgbB&vARfAM9F{OMRIlNe zqcqzJSB4^ba*OwBXWXPai~80IC^Fx+xvqk4AS=*e4zTLa1vKF-Wva>ZJ!G)3iyr`4 z;A&M#FBW6X5ei1hFPcbk4@|C1;fatwpdKlIy&!3wlygGH&&?w|Yu`z=0lni4u~ zh$YgRb|~OTAi-q68XWSnR4exhyU{i5TpfuB=ff@6Vob`tHB8`tn)MX`aiM zxtMJmc90wG_8 z{pBDogM-Zs_pY$MaM@>@yb28W)ssYs@i&n$a>`!E@XZztuEN9D9;|ZJT+nW*bfvuK z0&BtqaIjU+%hQ(08wE04B<&?a>#YVgQ!Hq(j>-EY2*rC=m-pkHf1s9Zv*niU1A@#c z@Pk$xyprG)94j^xsJ$K-^VWZt8Mt3o0Gu+Sd#z-B+ccB7wQ&cA4V`bT(^YzORX0jr z(SMxcy)fjM%?Q(ulPcCr6+D{F+tvG5wO}ym*Z14uq^FT6X)ooSpB5HM-j$ObA6f*m zET)u!A2FeEvj5(HkR?-6ThBo+V68+~)LN$@JB_z`=RU(;;A*Igg}4(|MMN^+4Zp3R zT(MPiTFf(LJFQi{TNq`ihV%@M!+AtO&)7R`@pR_+*o7U2eI_0%XwXk7dy{bCxCO$&j8!lzG|{ny&YR$GW~p~7zY*${otosIK3=;=oiUCHVCAbtw@v0U{X`~>|$bZxzw;z|C7V>|M0roBLmc1 zjxf#zrxg*a<&qXyr1(j8gAow{@T0pWAuP?o4u!WNOsn){|5w+E1shAh)*;aN~J?z zW9o5`B%2eo>-yd&?!w%@wTZ8RB-ep3!2V#JDap3(;u`--E!EAp$1ohv25kCH)ge{# zT1Q=-K01Xa$#G9?JmBM9hJ@dFCDiFwa(KKZSNPV>Mf`Sk3<3_DkpFY#sj#47faiGC z;ghSRs_fLt^S1P;u%ja;$ef?S&i#9!=iO!kB)*RfB&JNFJh02u{mJ|q&p?IVd*b?M zPyX$;@Mq#C)gjmYOz@A3W1uvCq+gAkE?NUIfVo0*b(FuP?|6MNju$?;xx;21>`CfDb08>>aaf-CX8Mlkk#`r%j{Y zb2{7BD7}Nat*)ecAbqL99fRgaNmHwOHS~)6mZauX*rAU$oV0e~?QAyMWYwzPW_~g$ zniHRwU#+b={ecU555}pTW_b5yY^bEE+~t3}CSe_^9SkvkZ1TZsq)Gts1_v?<&-tA= z6IcBAg(5Bg;kG}jfc}x)(XXKots}8bG1}=8I|Av9UwjitM|Enx@%^%+VVq0ymkWL= z(z8aNTU{5%wG*Ga<@CyAV{92&*j--Zo7dev;3n^k%G1oXE7nw&>vh-vyxk3H#wE^z zt2iaOKfPZ%Fd47aK~YB`T7z*=F2PnsPttxWGWh&Cl^5c3!cA>r@cC=Ct47D+BlY(E zN~b6&u!QRO8Jc)w7nCiaQ0$!>$j*?o%A-wVs{*9vlUKF0^u+L4Sg8DRFG;zSm(a?4 zQ9!C%XzE9RGHlerTkL+YT4~didQ};J#!wj>nv65>8H_r(eS@L@?W822<53!r;o}jg zt*mT(Di)TPXY`$#`tI6&Z1VF(oUeg>$&K>}eJZX87drxVRKC5kHHf+Uv!x~S$(E_csu*yF zATX}Pp0z8QpFe&WJ@>I@D}tmruMKf>$w8v%xUGQS-s!(p*FK)3@f<04V$l`_Te&q_ zpJ{C@UKsjj$`dXbXIQuCX#Jjkj`7-I+Hik+IGC4v-5bysQ@6W{@>b`Ay*)^el;s;{ zQO3IXHf^r2=+|_=vfE*MHqzDf;FDyHW8=*=hpsKAUX|_b7Y7gVB7e)-;ci-p>%N}& zvhJCHg=tc44cnuA|AFlJxUy2G7D{oZl5xG1Zl4m2z$HMp6zCy}=_>g*Dd&G{Ts+bm zlM|=bho*M0>1@Ankf`j|x4alJlD89P+b!28Uoo(Z@0(%qih&Mny?4XbOXHdDAJR2p z{jY^_P+98b0Z&EUA0#!lh*bUuE*-CDG2Yqj zr%ZQ#G-xY~TYK_6zzI@pTc|-R22=c36>Km*ca`o3C*~Pqf-~=v_CBqXJey#DblukY zFM;i;n^L!7ruf5y%;|IRPt8AjKS)xPv){$(e*O;oI~idhPZscsiwkh8T}wVQFNd9<$;qklAFi&Ab$-UtTE76Zppl7n`G$F27B+0I>MB2_3seX& zqf{y?JfRoIoFzmnhpzYnP}_n!oMaet0n~kFDZ4}WZPrg3{e)ovsNY@aXv)$e<38b8WRm4?OX z6r%H52pk424pVrx2jZLy=*AUcN5Zg{HfC^e2`VLCUPN7pbv~+@RI57@=Y=_ zxA%i3{4-hYm-mkIqBLyEt#6wK4zrbFe*YD&s@3d00W5bNDSY}Tu<6I_eUe0YJjZ9( zRpLHmxxN2Wx9sDz@8dj^<1WYEvx~PtX76`~voywi)kRSw0#hyyoMi&IGbqZqj?CA- zP}cVKr#m8qo;>gojb|ncBfchMKOFU7r6gsN?-ns1)#GnCfv`@NEd1ak=-viPq#azH|7ikdFr9U!_tb1(B86l1>M9 z*uM@C_%_`a>lKsg-d-=B#y}gzAl0jaF{?Xnk?+kk~2&{nNu?1y7kc6Xqzm*jov+tV>D>PEy|sYZ5TQAYeo{f#-M%w@ zdqD3m_i|q~p&~Q2!=c8&V1Vc6o&8$M3>xdT%<{n+$GzzdJFjWt;@d2~BY$5=`DKc&UO_Lkr{yoQYn8%TapKU6h8hMA9NBP_hpI-Crj0x|w@wK6fTIHY zo=6v6;6Cf~ohnAsSen5187E1ou?T=1ZW>4eH8UU}O#jED+hz&}_7d)q?WZEavzW=z6cT&UBuTg|*&#fQx0b-d@#T zng~XiVTu9|swU=jkLNpOxSPXEy+O*2m-GBH^yVJZXx;tAZnNC}w{IGQp^bqqENNg9 zl)!Zu0{0(8=Di-v${)fL2d*nq>IL48kJPvRpMDx%swyKOkTQ$Tt<9-Js7pjeI-Lrk z*$%;wa4bh$Rf-%LPYx3Hx}_o7Bqtx~{hqtU{;=DgcA0t2Be*s1EZh2(&Frt!c}#-OfJ#uL=>ZOpuQM54_Cj>klxB3=lp&490RfKv(aE# z|MpDZJetrO3`UT~7g5O=6yc488f=(xS#0fP#5oKpLCtg z3bgU)sGmubCA-bK4Fp&Q%NfUe%WEwbVZFty((|T!ce3h2d@9Nz@V-IW8hQfSLSZn{ zts!ygTmP)@*CSQYLs=rEa*|+~#Rop&TaTZNaAkX+1Dj8geJU_g@%0$#0 z-&NSS_hiWf8;cZse)QxZL3Pd+3m(G>@@HYe&j%6^lt6u%m)~potAd^^UNe|4{_U{Y z|A*~bxyk);Vwzi#&4M%P?vrY{J=+oKKufC*jNp4MFaGZ|EMU9Kh2iIqaQ+Wjy4QPf zGli&)Y@e1jo>YMDvyIDZ=4T2jcRU`qlsSKk5EV6JzRViD+CkS-W_6k%SpCt2>dq+o zbAPs7GJ((MnUb2;svF3EDV5;^MP%LjbF?;5&$fx+ryAOc`NtX$LiOXhs2c`i&`4k( zWd2G1b;EMLv2mzf?X2tinc5^|I3WaXx@qXk=GtNzbI6DTHSbO7QJ6yk1oA0*&Y96#%*=|0RUB0^VVB4 zcZ|my(R-)s0UE|yiCgv7V&Li@JcNEqOw6b)t7zApyN_4-(Q+Bsgswk%@&_45WU@eN zbMlv0gukMa^Ti(4zZI8&JjFKJvFE#>PDL1$^;z>tP@fI%-#NA!yl;PAY0bG8mFA~S zXHfIH?;lh3{L4Z*m&uaVEyqrTz20}9Cqp5L z-TNVA*=!S%_f}8?KvP)@P>~~*;%q4X6@f9!7Ob1zr~Dk`W45&prNe{{D+=&2E-F1?5N96wcLmEf~AZts(am)&Uwsu$@9?Fc!oI4ajm#4tfJ{ zu5@AS4$LshOKz$!|BI}*jEbwMZ2t>$Jm+I~9^K{g%mS^Suo zr)77()q$qZdvw3DV+E?w91)ehO#1!KAMY=z$(&>5cN!(GI`n*r(JSG{ocACT>AmDlUD1H*b1ao?>LaV^o`BL)On zXgxY*wu*H|xze!X~F#jm!QigNuy){0bciM%Ow7uAK{lz zy)HtXkE4aV6=Z!i{~%jYT2_^XC)xBnm>(S&9AGqGE|sz2G5^G}}#PQ&`G=e*U`QJtoA!7r*$CJmmS-`t56z05Mb57NnY}|L@oE*{kd7 zL404pfW8m>lSi3;WOKQB_uh2{a~9;FVV#D<0Nd#2GX%Q7eDk~46Q1kM6xH0(WyDTa zzt%b88c)q*>lWzXFV)980*U00@^)ORE16*eTH1>2t)+BHD(QOsp6&=(ZlGy?jq)DG zQf4#I!F55Ok^LW~+Y-g69)Qr$cb-;Ryn%JD*@kp(RWSoRyGZ>tQ$Ro90+}K4YIQts zX*{3&33*Xan$2QHKPJyHIiFTHc%Aiu-Vb;S27rooG2`NpsCJqRnyos(=M+?4L*gpk zlL))#W1&U!&Kvc|&1i2^ubG^;&EDXKlB>skT^4^sp$Pyc=qe@0 z^gz`6orKnlfNU14>C(I=<`Xms&HSLcbFu1`QyhhTHKd}#l#bn{JBb$>rir2=qOh^b z!P=}u>xP_!tGb9-DXgi*q?-c~JiO?Di0*gWP*Bj^Zcq>uNFDFDMtz)`hC<0M#_J)@7B_7tbQneet;yjc&UFjsWtMuL){XuxJ%c-$rPkf2IEX?OogeKcA0Y zpnYd>)3Cs{bPYX7QQ_*Brl036hZH3tFRw+PN}1-lP=Ik{OZ%0nSi=apwa1YCX2X7H zdxsr*1$UX>d{$YzM#j9tIQ|iNGTAUjDk=#d%sQO#cHl&P2R_+Q_Z?X%;#mev}{IU zTa7yDoWJ3+H}+}g4Vn-GroG*7|IzFg2MH7JP!bH_nTR*My`DVDusxrESP@^*jk>R{ zQGJi>HiYO^husYOj5IyGxs>vN+2Wd0Z{SyZvj>1vFlj17J)oAzrTbKNT%2QuLcUnvvr!mHP_%$>>t#hcc7HOl_L?c*hlW#xTF`1R)4 zjBMgRxo-n^*Ebw3{DZTpo$X%u)@m5Nm-k`m@`O;o#=MWU$?Do)YT&2u5chpCc**Fa zws*dxM-USb9k(MTW{|k7wK%#fTtu`zxSYRtx4e5PO7Ww_HZHV-8!yklLvJgd>N04H zGd-{mt}xn>Ef%YW)mDOywktN)KojCslEEOp4H|dlp*dCUL?^ndU59xfRVl_DJ5P~b zbF~}4$v7YPSrgecebC|m)s@_sKJr;Jsx=LvbUh1oE`oA=hp<_PR&xC1WF#BpekRr{~I`V8L3}SRyE2<^eC;sXsy7e0K-WW@N9lxJu98t63IiJFA zZZxt3%RzI_4z<1Q`~lzVlR*pv|L)_8{Xe!VUp)vFtN^vj^;Di2Yp4SsmVVdkf0fA9$PZ5y zQm;v{$dd?e&ytm$t*4r*4OF+ct+eJK(UFRB`0w9sMN(4AALc6334A_a^(_4w3tFxx z(}+5BZy%sU>>W-FW5Jum5qgIwF{dpQ?x$f>AseZ%pI%G|G~-f5Jiwi*t<)qI zajzt%gLuVa31aFq9Zg9$Z|Kq1P(u2h@ls}<IB<7H(|@W;`5`3=RSNNI^VJPBOhj`P1$(4OxG-HLLeB=dgt8fslHbCvIU z0jcq~fwv#(Kg31j<@@aub6TzZ0tXqwKtJ~+@k$vvPB1%nRZQZ??`+$B@xP_hfS4}r~HuMq}aB( z@dyImB@d~xk_wg5643~`M%E`UO?iR+>k!oP{ujf+C>F79+jZoDH~S*LekH;T1_vb@ z_3%s+c{lBm9p=vO5HnrynlmpEtpQhfpFs!Q^-oYTHc7f(v8YMU%hrw753kZR6}qMz z?@vj`mNrYc&rhHU9U8%hO~xBeiEzH_6$|dYtLPecG^=~a6rcs zspC^!@!2QQAvISgLSm)5QV3(1g#2GQO6;?xlbodeu?F;1R*=$SV$_1)ESFOoavU(w z>m-$DQRf14GzwCF2Zgjqex9#_z@5X2tYS%Dv2JX4(&U`M@A2OnJNwuuu2Eh0y|gUe zZL7{OL!~TWr73whAxtz@FR=d@AMZ~{ANQu3+1)^IG)FfCX;dlLi;sBQtH8b$Q_#xW z<`FCekIAHm_=z!0AN&I(BG}vRr@JS1`O(vjzFnU^OJRmgjB}lmn~sXq(F;nB`8WAi z3_+_PwDuU3mlK(vFcwgF?5~Q6k2TxP1w&k}P(=wYrABz69iaFc)R%bs$XJK%#)VI? zFZ}T)^cFvBJAU5*hpf^R)~Fr^*FzJ!N&OYj@+7>GXu-!JBrT`*E>q<3eaAC9m^97c zm@hGz0Gb!j^Xbr=Ww`WI8*9u}l%(#S@j#$PEDd)%imykTUGZm<5&mohrG$2WuxS#k z-({j_#4qTppV@-i1y$El9z$z+Y9-a;2$U`hFPJ!d zE-^TOM9V=YJ-tz|-_%C098qlTfpfpax zPYmsy`%Lx|3DoGj{>UmY#;{l6>GBoz7b}&WWG(|zqIkESRBMBG#|skPtw=vSPmq5} zb{Lp^nNn%hd&#DUj%D@g?TLh8g7NiDu~`F!r_5c!LygWCWn;jEFE4Q_3K4proI9zt z4LBpxJ@CKHYr>CNKWRZu6rEx7tDw;JOy7d_T|flV(Zmju|ChDqO#*!50ly7kg$cSI zSlI!ypA%=Fn(qHAPyOqKfNZjw@sOajb$NGS=uHJp5s@iduIVYAsybfrJ%vfvAfP!s z^d2_OHV*{CaiPNAmQ?|h6x<(p6~UEq30o-0NLV`f^I4gayj!apo3x=BY8 z%xV~Zb2k=N&v#~zuSD-=kO|;+Ke4L^CBOq^vHfC;_9~W_z_fuyqyMvm+I&x}ApKJy zqu1t->ujrL4JOa$)4;16R>l-xG_bgjT;r8?oz#EIpDJW>^Qvtp(5m)~Y-5b;Bjnuk zP_3?i?`%TB_1;!%6r{m0vE$Z?>BZWQjK|ZbwjDT$L)5H#2t9K>&Obvw7z_x>PCDdA zBO2T+kX~i)83Tjj4WIq?^W&}{sR~JGOMv~UK!NY8+z*eKa+y9v>;pC7iV`?4sQUR% z=$3sk&D~wx_w#3>SWxXgZgnrS1OX-49S#GRY}e)S`ip!;KV(5~?SzW+(s37LMwgTQ zeFEyvX_*O`2V~tn211THB2iWY;BXqINUsOZW2RR*4=$T#Yt`HI zvPHihlY{U$;re0I5zE^3@KBMP^--k4W+^1})6E3T!~}@LOkf8wFj5l7GN1{h!S{6z zD?x4K$0!1_nqg3VkmYjY=pMbM1J4TcjRT zHHF?;ZR|ffT3Y1!JiG3J8X9;kE>&!1u9x3d49x1stvme`+@s^p8o8TN#z|pDwt_%u zl-2I|{#T%!xI;^g1Vb`UqZH$ZtrhZBr_ZREbUVTu@V1zAQTR@3Z;V;`n|L#V8Lk7v zSL=e{-7qY?V2poKXa5cVmtcXdR*OTkP!}=@6`j&D z^~vjDvou6AN|!`3-rGH;>s>PlCqCGbIBaIM@r>_f{}_4+t5;$CGYur~Ci)=uF%JrF zFX&L-pXMsba7IZ*1vj?to(ykGr8w}~0;y-H7l~i37#FYuWiOYB zj<>fPO@*jF?yVy%yZrMnwaX<8h6Q&zu8mKQ!1247(2vG`Lwi^J1$Ttcn<>$n81PZR zw0Do1L7PZ(?XgVj$i(RV4OFtA=Ukq;cAHIu>&v&FJSdPv9kvmdFHzKG`hR$b9+wFd zp!651_~IY?zl4+)m$Of7HxYI1j;;bmHf2rt@q~r+v>E(%RCQAsIafVe^`HV8@S$+Q zV?8Qlt@$l?4f+1ZwA}SDI222U5CS&ED8yP_Wc_T@^u8M2kLzMGG>94H2=QFz7+m~h zoa8RHp0ve}VEnNbsZ;j+X}|N2o)g}@`mx37hzc~+oZ$6|Mf?te=lbzGKMVsnQ##q@ zW$o$K`n~AX8x)cr9v&X=|I}y!qHJ8hWHclu)AVfaQ$HRDr>Wp^@&Ju=>uVzKvZX6K z-&9!I=#imld)pu9TYWp*Q5s#ZReZA{nhfVQpb21oK0HUC?0(!OO_FP-*d7qy&nnvT6N&ZWPMBQhS*o8JgTx5mN`oH?4Ss|wo>No60v zU@aa0^UG0xlEmr@%95RSFCJX~?QUVv;ObKK6_;mpG95G{gM0z*^6wFys#&cfMvR|% zO-$r}q#ebxBFe;`YM8TkyIBmuja|TR;U*@FZxF9fcO1tda8OS-XGTk?ND@le+6Fp3 zJw5i}GL2X>;{99lgG8cu%8Ms#YCnGdSiPfKadO99v8r6P9h_#H9VlqQAF&^HjS4fi z3m3)d9=}>(M|+s&PPNh!YU31@d)we~*8K`e%4$ML%vcgA($+TEuplDdkl3AbO#n7_ zAPIUDq}g3j#eLV*!2cM9tj)4^&YWm4*K-r`sgNQUEM=P(K;suOR@!zr&HgSWCSpka z`UOHp?WXBD<2f?2y0rV0MY=Y8hr8 z!@6l~c+Jf$6>5Vdi4vFmwSXDV*s~B*Y46)#1Wwv>7uLXPcic=h>8kz2gsJjuy7O!1 zhQ{lfbBA$R_A=z1zuum}T)~c;HA#&1dgdX%#l&M8ZLdx{4Iod$%M`VffV{Nd8)KgsT&ued*-D3M5g7E{|N2#{v9MBD$f12!Pj>;H1)JnNtAUI_yTN}ikhM+=H#X+BW@mT1t=5(e#k+wtwSIQ@4A*d}X&BVu z?5^&;uzgQttTfucNznBPS%4Cy+HhkxlnQ^D25*ga1G~qpj$n3$2KAF0IoLJV9h?qM z#)N;4{sRA>7|ASNG?#~L=t$o|k0qy(;=+*_64C478qJvswQ7-$yE${CgGqh68Qphd zulUn>sA{{vl#vZ=-mLt$oED|%w&~+rnA902*O_D(O+Sg*lkfiI9D($MjAk;{e(|6% z-_g0S3dbSnKdfufA`|%0u0}PIznN@HsOGW4Ig(7uUBltfr&qS>Fm}aANt(}o#13!M z=9@`~9N~(vxIP#v;IGn=J>AZal~hC>{Ncx1p;%95rf8$NtZZckhQx}Nk#PabtI7*i#XInup*&g90Q}I&xPE*F zIQaEDDpGJAp^2_P9UZC3QgyXhb}UNqvZW?Tm|YnBc(8*^HirZYfee*mTBlU}bm+H) zVjf_tyF0P5>t??yVCwm2r1G{_-`7R5wl=F@7HpUgdN}qk57pvXH;EekK1RJ{$}s8S zsU<3?U{yP3YXVjSs*IJH4ISWu$o&D^s)gL`Qo2-jh(y zJi>Jo(uMHd-dsbF>=ntA0sO<(_Qq2)?}W#f_o(BkQcU^ZJ!UK+-sNd%PD&Rb@C8uX zpU>O};`S22LEAB5tXOm&>mj_an5w}@1QrEaf2HpslHf6>#LXnHDlI|scGG|rP=VKN zL+~4arcj5ccY%Es|GvGz&0j6{p8*mp4@t{o%>q^@*kovd{f=sw0#_lT@%^6iGjDrO zc)R!BO(3b-@M25nBTvNnV!cS3h3NdI;LSJRXx>2rcR-DY3vo&Y=Q$#JV)*anx-o*q zpcz$auud>`nO^ex1(#6G`oSenguuz}CA_r&Z{pml`RqgNB z=|Em74g#==Uqu#`}NV&r|J>=ZmS486$UzmJD4fqEpyQm}Qy)yZ-9< zoGgc1i-oEz?oyX>FobO(pqj`G_f1DvCV*hPp)iNg3hjeFg7f#|B^Uzy^TxHu0D-q1 z^Gn4JEgTYx4gDCuwAa!F{{20#9s=YjvP6rwt7D=flJ_R09u7i)daaYEke#E(JG@n9 zfljN6V@r-bF9hhNH@Y*&&Cz_gH{KqI5b;co;)^)UQ`?lv%u*wWbuSK$)CY%?Etl=5 zlNS&Xk%^k#bAt6bvzZBVt+MW)@vm7h|9#*HXMK-{stYD+!0*k|0=RlvZn$5m7ioc` zxtH5wq6ZZVE>Z^z^m;MHL$NyW-ybgdJlKw$v3oAptoCT{Bm)a?!2Gr_xg_myKWPb;n(a-y9x<^c;TyVhuwt12pLMlgE_FLr@(5nl9=<$+%=9k5UZ0 zG7{r##{z%`?za>R#sSOCH7O~nl99jZO(xWd87@3iG!rv)e`^!M9NhN4a~nu zPaOxpKW6j)cj&!}sNRM1x`Nc$o>ZW6t#P@9m`et`J(T5YjaWnSpVVT7-4S5Qd9%`5 zll~_HLEAJMb{&( zyXZ!ICzS!Cg3_8HG9wn|XZ8Ti(Z<)26V-#y!52+Z8cv!Z+y>eC>RO(kou`5Ur+&#p z=AnFKJ+f+Fp8;z&Kj03=1Oj=5Tqsi^5vaGUr@lhZ6~(3Q4+H=BarxU1>BC9m4$6?K z`9CYT4!08nvSD&JX5)KC`Vrvd@bm4QX&_+tTF6n2;%s%K;Buj-iXZeS)yU%6th>3@ z8L<}pffn*UD%Lbo@$>uJPEBHWYW04W3QdSdm8ZU|$qf!IIsmmq%_WA9s=eH;U@KU& z+Q7C5q+lB>sBv=!FcP$=9rINVWjS8w(Atmo&rdf% zx`=7nyB7KNaGD;0D~EwO>(Ki|2m2yb2w3g9n*(_vFXTp*4Jl+cC_s zlO+)|?o;I-KZ#%j8-2Ek)Yniz0yN4rva1!%3LZv%65 zMg$#Rp4Yj|CbMLOY81o=3)-i|ZKz;C;n6A5LvIxzi zOGZX^SnTC_cwFfnN3@+4Oq9-3XH5~{^@9AExc9Qr4IY~P>!=PCCl3u|x->+BgK=oQ zdLWkb&uesE|M*DsYoQ^3T_HD}r@<(kn9`InzIme?6EM|RlkL3b6%Uy4m8DM-fB?4N z6*?ki3_qsfIK;{myh{-0jc3%#5uSV`sW<4ibGX-TggXR1&<>r$M&GpSR=k5vFU~b- z{#lPG?@jPmrs8mKMCS8lH0p&Otb)qBL{%h%$V>TLqVs_?K-cKgwes*6UB*plk{ES_ zdpQ@`0ru^n%Eu614`pH2v@Ec1MTjOr8}E(LT}>*$a#i*2qDTWD%a8HU&X>P6CVT(w(70F zAA5JJPSn}*`3Oc0R&A2y;UVX*Iv6^etykpBZ-eiey{~Oxn`GHF+>3{P4{ajZpWxWv z&n@N6wKu>WjWN+nDarYN6$rc+ZGfacbKY?e8IC=DrdO+9JBS>yR<^gVw>F5pep|)( zOgMJ;Uff^o&vLFmg&2O1Q*P5}G;^v5<}UBd%L6=Jl@jfcD8=|bUzi-#!K^)$8Ndnb zuQ?cUzMT=RN4aCgq@K5J8{ow13Qv#DbC&9_iUzZB%%!oL7nsvVr9O=V+upr!CFS@c9klVdn#-Ymp zI|3W@$rsvP@S8*w;U%2Y+{kaXt8>&BULDhx?TXemz^?=b#eqsjT4#sjHGikG6%w2b zMoJJ4HloWeg-l;VfNIQp;1TEK@A=v**W7Aq2rLNSEW<%r4U18D<|S@IGF2J@s#k9XakW$T+ zWn_kq^Wjhu`8!BaOWBD#nasvU;*?pBiLkKt5<0H!z<*bSre0#mu|EFnD~Y(p_EPnp zB^SnP>m%^u#_RcTD!&zw>le+;?yd%H>ya#*EZYNB?Te zWu)!5xK+bPSAdbg3<5c^O1Fd;rPTJ%+iT@0B0-WJDKKX@+V_3tAX@MpL%~$M6Z`%) z+fs~}9`d69JcHkzI?ns#@e-Es)K)z-d{JsBM(7U5fDNnGrsqlCVGvl-!wPwec4GjlX_`LIe$u!vG zy_fOV>yvcO{qFvGh6+&t0$^Lz^?h~0g+0ao8Rxq0W04=}|2gEtx+r|RQtI&lMop`& zcUR}|p-O40dBQ_Bp%Us$FTSDk>-UgOiD4R^hjA>} z&r-~p!WUf^pYGR9TU;rMWXWAW)Y!DDBD(ob1p0e0JP1S_VVmvNhzeB_xxG#v4;tND zSE8#xf(KD=)JS}|e;6JfuA#Wvr{Zf0g=8)o9314m#ib&;>M=82l(>3?3zdq=gAqU? z2sc?%f>AD!6Mvc{I%u?Dl-Mt3cANFS8Jl?xh=Dh#NVE^`B4}JK3D~!XE_54#fPrj5 zvRZ7DCM=mqq7|ude2{Ju9zoZcst9>eLW>c*I4@YV;qN2FhqAYnI_7bCfsAKijNNjL zctZnDf~3e|<57bz5)%-nD+J{+a3TWx;F?LsTcD(j{g|&Y=+3M^aCe$0!tGR{-Yaa= znE32@c`;&YCjBfXjki%?K~LK3Vo-5V*)v8l)IVkjLFXYpx_Ug_N~;Uoi3ajN=vT?wJe{p-O+05Rv{h;88uM>yFh z8uHcDv(Yb@W#%~zZK$#pITMugGjU_inq#!L&uj_*XyOS-kxm@eS#;qlty`c11UkhSsv>B^!jAS*(!uC{RxW-Zg&jIk>FbksxkI}AUY5%D;L zsKP8UFq6?bRcJN8%!0>d(R_OVUv3FG>FV}>`EV#)j76t5DN969_@ECuU2e4X8v)Sh zcJPToN&>Ja<#;hZiV-gp$8Z}9H2~*vphohP+o*j`EDnk>^B1q6W2J9*k-|5RXp^jL z^@sJTc`WEE`uz=&n2}8)gR1p+@2Kq#gu3uLR#^K>G%TH0hnTQ&K&q- z^Xm`5rgXAJB{d*rr*ZcH5t1|q1Uz=~0Ij|8^7@;oC#=6iKWZV1Vy=>V8PEVTu|LG} zgeIlR?9lrL%WiSjkdF^Ija3xN0k~LPMUd~hSEA`=zQ0h8Sl$uf9sx5$M^9qexdTH- z6_^;wHuzH&?0m?xlXLi*yWA)0r2p9IMK$N@IgXYF^4{?82Tf5>eKo+!ffcb1%7j=68ZlEjlX#5 zBMMj2y|{=#<0CAw^=!G~b=sc~>O=Qu%T)Kb#B#sn|7YRKL9+ONVByH!83D$3%I;&J z&wLHXWc(drq{a>w_|A!{E@L({&pk+yAM5oE%B+oz0X)2+MySm@Z-Qv<<{2H1Eln$gZ+Pq(1=5-H+MH`P^z7zKL-a^$gVvvnekA2YrW$|=wbPG| zQdBh!rz_1rQ`DrXYmLrU0uB6_Gd)&#Mbj!Po!6d~TJ+-Od+b+R*o}Tu0m?Jj%?TY( zr$Y-SlF7V&Bz~2_piQ_Y5MK`S0eCZvrInFxw1%{`Sndra=__&*Z?~1>U8_FF{ z=d_EQPI+!lH;7y)G6zk;Ir4GzyfidnOZDeMpVq5XY97y)D@`A&vZdtK=tXyiV*Lr- zU%t207v7KX4wwL0j1D@dw$p4@s?e6&xVdd0>O#?} zCX+I~#gFI99X*1s;m!znopQj#>O)=4F!k|z1_=*;!efp(-(+~a$QO3R5Lt;CYbt`l zjLdl(f5_YOJrR)e>5{ujxpe+!<(g4p_~2J=i95J54eh~v-2@$fXgMh45LR~6S||C@ z7`}5vh1F0JJ~i@|ZP*&0Xd<~>t>3)l<>`t0y0Jm56V&p-gm9EZ`@stRn=S%uO^pe{ zq`mrp1Qt$y`N<%)gWmhcH@h2h6WhIrX%BhMeo`^$;lQ_15)!45+9GxfrOcxR>uYaBM~5(NqQd(r-A zZ=XJ|+;{=QXJ!UXyfO6;_O@e$%@p-If0Bp75Zv|j|4hdjz65-$XpKT7?_vosgxjK5 zW^vYh>ZpYJWEek^1oKEokrSy|M8`tC4U##$? z;Cq>HxU5d3yL<5jf&d{;gn2$rA{8ZCvHlsJG zs~Kt|9@cR`{hi?N9l^1?(Jgv&<ghfF%Ihzryq4x~97Tx^VJs6 z;h3@)kTh!nIS!iQ<|%t2dh`Y@Yvv#9B!t>DhMLUjjKqJrNOq-X;ov|$JlW=YO{vjr zNAb5sA$jPyy=(m_pTcd(gGlgH8soQIXZq7sYex@z!*>cR!#yamQcZ?{*Rh~nvthDC znb!2C=smz(r9_GPX=gjyg(8Jxw#gRVOU<5#AS^PU6RJbJKMbqT>2wJipHpt1CdwJi z!d#3rQWOn3F3jkUGetg7$|QFI3yE?j1l~u^?bjv*UnQ+OZws1em5NZA zz!OGt2zZ?*o&CKXhNjE8#(zb*_UU?uAr39v;;|+02!sRuT>TOFQ(t}fR@+?Rhkx)} zuW6-lSkh22rTrB3A`n+DQDUcT0iX1~77;#Z8QRbjC{l=XbHgMS@d_l+m-8t4ue)+L z;GZ~u`=Q&r?s(YqA{y$NsQ6rBW3~K@{=G3?XLC zhRf)-?AbQpzPo3xTD1Xp*anedHJj})T7TQn_$0MPT@@g3t=XP4l8`mlP0%HJr5D%z zWP5Ata4<9Yrz)2Tf$3sag{Fu2?M(mY!f;IbT>V~&5O0)pVV7|!)8zsRX&_Iyw>Q@} zUGMAoF+@<~%I-yM?#*^|Zyx-&3%4|BZr0DGSJ?qq*2IWM3*6 zAMXyPa%Xd&+3P$&EW=WkAq)36Evh$$9M;Ai%V=)5^}a}(AltFu3%Yp30F#Z!Zi!5; z0Mi2mH+$lbjY&_PU4YB=uZv;{PS2Aq;EokQ1etJgVqX@pcsyP=W*2T?-rn-Ps+ggt zhQ9uwoS`CjN;qlGk}Vxc6_U`bbRpRyluGevzH}7p>?zH+Ic9Y4W=^qC<}#is*Yx@B z^s3)X36Rics#jd5;fO2$$?GZqcuu>YF=RYj>dlcw+J>0;6EO>VI?%V!^46z_4qzlx zs8y?CN%F&=FRe>=9zyj20Xcfd2;zt0;j|HTM5o7UtqF3udV3HoXb>dGRMW1Z=Smq& zVi8xDigGG1S!tXG458PK$@Vp$Gy7fa9<5n)jiEXeF946lkcaC1)-TIfp4Ar+FU7|A zBQ|36NZI^gwm2TGkl!$L*d1U_2M?W?oUQ$%U^H~Vfs3aBxsYHnTGONYXb@=cO1EYW zfklf?po-d51mknzjfN-qA%>SU#4a$i)#i@kESDeFeIi}-*5NzZ2N4eog))o&o^XZO zD$=AI4@WyNW{kN->GFJUCgx2A)*Hrsgqip%_{Ns@#1E1<+m2jm?>r2$YI9gd>Ih~$ zIJ+y2esHggK_&jRR#v@GW8yWkl>I-1T^01>Ps!1iHT8w8}Q&X*_4D-tUIw-n#86 ztN>4m)fPuoI|mOBi1PKS(1GYo5zS;J#F`6j=QTT-vwm4DEJE>@w?W-q_jkM95xLp| zM2h8l^g7wkv>Z>y8Bnlo688+?ISw%8YRy3%4_EGHt0g$f6$-IvE>@)rW!q)L@dsVq zYL9=mI-buiMv?YdBXsT8Ji;%ua@~~2jh&u?d*HteNq`||E+QVMJyca74kcf2h4CM= zI*&&hoe|ggzNvtT=%FE)&g42#)DK`1aPm0#Q5O6mEOP%(0|u5janpYTx$P zr(U?7+KH-pWHb02c7JOh6cTk7D$}Yy49~#-dcLz1*<(z#OXc96vFKC)2^`q=Q%FO`<} zu#B!5OSba6KRbNSgUe)LxHgoAGPFwd=m*2UnLr&-J*^4JIF&9bl#RY4P|xBsz!|F8 z<)BjZD>t?8`fQF%nH~^Y;M@DT_j|k%oXF#7zYvA@+e?~Q4otabYl_0@NxN|d$+%ij z%V-vpO}B7%T3`zayXjJd3WKgNI7KN(yVYqVDURRznA%!uu0%EI?hYJG*SPMLWQ3%k zxb+o>-0lIxLmL%VfD0-jjLe>9zItlR6*r#(6VoRe7^tmPOY9`^Q1#$l*ShB#1AQ_=OtC`3?u{%imJU&HaheaP#+ymg!cWX^ujjr2f&sXps5;uYC*u z08=M>d;Bxgw_{bNRrFaU zErC4rVsdRn+1yBU8qMQA8u2q=-~GIqUQ|7TV6d<_4{L!@>O$tn7R7s0U!O(3ueDc9 z1t*~T?Vy+Q#UUor?fFidO@B*?gx~)m!eVSVO}(p(C$xEW0hj``Lma%py~%XY?HQo93|?44X7zCQf-B zF5)q$HIxJt33(hO(G0do)*`-;FCZwDsFYK#f>n}B^rVQWJ#yfb*Xx1M$=6g4by%Cc zSYIr?u<6id9d7Q+LhJ7R8%%mlxJ}oY0mQrj6WxHiau|RhBt)%N?KY!l+Dgg@J4v*OaY0VU7Ps#~;`90&vP?z@K=;-m}ir3ZK z-E78VYAvsKybqyyi4GI(?K{$_wV@-iqBTsA_8%Tt8eBrr9M)g&Q4@)hc^vuj`!o$* zT#Y3m$u{~1hd#&V2EBc;UrEzxh2Y>$+WBI=Eb<61ml;g7M-@@xY82A@azVM+pv}AN zTkl@&?X5$|6jdOVF{ZmmDGx`)iZkId(xc;Z zgF5s_^69a0tWT~4th^*X@3A2<#9RBy<4tKlxbuPO6WILhY%o4IX}si|VxKbw;$y3) z+W+CI)e(J{-Pa_S8&C6A-S4hy7Fa11m+BX^s566E&}oOp{k^eiD8Vy4z(f0-&7Jng zJ`}b5r|$av^94FEJ_yg?PHU3L`}HRtkQ@)sJz2;JX@3qe_Oa=+iODzuXnwT0^ka_$ zvy7CV`(`rz@~*oX8G~*If=SHTH+FL+cI|!7Xl0TKv2N!};(&!>MSrhnPxAOoXP$3n z50!EqbdHD9u`$`)wV!cP+4_bDcU>9|{yI*i?}5j= zDR}>sO<5BXBKdv13Cvs2$k*f@CVH;%VNx%a&dhxngunl8`g>^T#+%W}et!B&|LNy% z8p{$L_lq7mnGC+eIcr>O!^aw&Ese-mv?tOT{8m;Lg0b)OARH!jtIW%M)NFP1$LOX-(z;Hd79QE%=e6n4=GgF#bV@W%pECJ2?@J~QAsGt z(8yJN*!&}yR^5gEGr5&IWR9c|x-_Y=o^B)gF}AW%^p7uI?Y4>tujg;Pu%nil72pe{x@6*0dBZbe>=Ea;V6Ep4 z!Ni<5-TU{yIo^M}Hncimc823q-Bwo>KX7^Md?n!a_@+X@yiS!#3ox_C{AKZAg#!#m ze{es7_`r&%^uUv?(9hBq$ zuazXMD^R!#U^(#1`{i=k6neFNIrG9pBbTm%$#x6UZNHrJ(SDtQO2NYkj7adQW-Y{6 zO~!4WST%&_jT69A!qPDpR$HA-X3LNMS}QQcyLu1CdW3bVCWY93S59jI6M==4O6(WB zmVPB9_t!vttxq7Kv3-%QV)d$I|)gw3Z1S@p-lhxJtLxOHerPEen>xXcvIk-=e;&A zr&9!=Xk%p{nxKbKUEj{g_e?ykLP+T5^&-cpPPg(E?A&lo3P| z+Zl0E!w;lYW^*NJ^xPm~w69;>`7)aqn}#h6+-1;R-)qHbhrt}!Q z3Zo9}tk+|8_Uv+y<0!tQVsP^BSebd}P{`TJZ3*{5h^dF5eVtse8R`3cBU*p>qpN_^ zNmEQ(p>(Qrp-Vkxf=HlCe$v`K4G4rxfBJ7F<=+o3O~|X=Kcb7{Cf&}<6h9u;pED+y z857Q{s^n-C3uXgxWd`LTYrgzlY^}XuzN)rYw*3DQ0UIx5axGFgIFKF{@8Z$?r#|4_ z&s{F#q>#*O!omOeklW+lx;0Yzw*ylE-<^4EOhJqDu|tc`o(Q-=&@%ax@*Vl^Omwxy zSr#kKMuwy0FWFZk2=T+ki9l48hr>ZBn}-!Ndm%j)%_CVajESfbARZMoq&`T`DT?hr zGoW*`DCv>hp4&w*mLk1_FeZ5$eKKr{`4)$+>p*&K17kuvii*(>%J5$t82NT$9xMg> zEQ_B@EtMl+cLTG#FNIQttR(bAkE0!@o`!)7_;~J;mBb3pgh)4F5k{le zs0&f4(4zkNZGS>nh=ppfpCA{VYAZkzAH#^=(1+R3pg|4*SsOCEpWuM(+ae7W6xpga z$YAr5107d0s;ad@og(1b65{8t@HO!J=BUdsq~67htf0Kkn?j3wG~sNKEm>G}cwx3^ zFdX;)N7-A3#Tji&!hzrt+=4@J3+`^g9fA{_V8OLM8RVeEB6ICDag2P49HxQ zwJ(C*6qAVCZY#ITY*r6&@JNDT47yEm1CiMxm0Ili+O`+lZDzwSFRZMSV;&la;#*^A zJ%<@xDC;sLU*Cb7T#p$IzowOYgA%pu?KqkUI{pk&UB%fBx)D#_uP=0R5lvW4cZAZX zMq=6j4|m)D7a;uiU%yCEd%}Rz(}m`PQRf-1EX@@{-lX8$9gV=*#Y#gHE^BT${I3!3 zCtSfO!~*$>mh)wDq84yeoqY5US+N-GfB7t{Kp&KLHtj!NdVYz-eW@X|-J!6pQf0C# zjXVr2<<$}SzTZ`AT!twWB@g6A*xe23=rxGB&CvR19EY+92q2XmYGUk#6F%+SPLQy} zLI+-uh*qL7p%#Cd)Y-fnQdkgXLcj0^rMQ1DSQlk zV^Y5RJim0{LdjYki!^SNZV*L7W`-FUwEVpWbySiVJn%M1?nO(LxEe!hV}Nj~I)N0a z5?e2!E%bdIwH4u8cd3C-v08sJL&K?|k*L8Ks)C4TUPP#!gBY}u4&Tr=4GZxWV5`vEDyv ztH1139UG*}x*e5SW`0af<}@_}Hw$r|zJY!Nquc2}50bn4J(_Id22T&*V)vBwaw5SK`u zeh9^-$#OAHtI3=U#mID6%0ltKpY#9jf%qp#{O|XENs%kot22=DMdPuC*>v7CRV(6`2*C=g z{r<#xxk!AfRpwYmjj3EZbiy;9dGO!9+TtI5HD8d|Pf)LHD=ki?KZn z4`YKqyR;(U%rrDKRCYrSeLcqjDMniG?doHr^&-5IFjf^8hZ|uuG1KF#>T5OSzWt!^bwEtkyaiz+LuiXKCRg`WZ{7#89pg=Nd9ZSH zZN{I#NK)MH1vj2u=mkazzyBJQGO1nWr!>oM`k1Y!b2VO6I!oSq(3~2UiN!NifB<)3 z%Vzxcavd9JDLnP~$~8W%>%V}3COiZ%%SOOFi;-hZWlOlsK^Ik0!f429EcN<43nwJ0 zm>gWPv3I?}<}cMcF+2AyZx?P?Y#QYdFaar{)$Bz+p25yE8*s>)dicndWriO7Tl_v5 z2l64iTD!Q&Dur9%6s&wl6QA%6Eu+~hI}W2KkV~$hIO*w`A6xzRf$?`i{wLc0-{|Cj z{Bz5Y?AJYir}@ep4I9`jUSb}bH`gU9NtN-?!sUKGuVD_BGt4J4G;i-X{Rx)~6)omk z;N?}q6r^%6qALuB!J@)zlL@m>(?n>_D_y+_h1w-(AW>(o*HWogQ zp$-nx`IziwNz~Ppoj-PsP7#)hR-`TtnvX8-G$d1>waXD#gfV-K@nVerd66Yk@5yjz~>vm>{& z(cVduKQJPX{l5rqL(;34@QCk>*3YxRC~bI_s-8d=Cb=EiFS^%CdV_00b@g!3sq)@ z#&Hqrm8)v1wSL}XHNr)Eg`?`zPsr)iE*BYdIbMWq2Pbrq?Xwpj#|O6-Yeg-eo-e0& z@S|vdAvLefWg`5dT$xP-lWS8+468>?+SM*Y69X`N6N~x)y^w4?iceJ{JR&sUrBipJ9r53R0u#2cJOv45^M5z3jc zxaQ2%s+fJ|xYc;Fe)yWkYxZe>G&|bs&4ik&S!`#D+9<)AU67eaCMp%HgtuKRL9{50|&RH21TBP$i2+q z&x4Z^+PU83Ua4VRE@5vl?i*q+t?GT>K@hr?f0ONzl;yozp!Ih3)B%*z;~ z#Ue9F=UaF^iok*s#jS|u+7Dmg>jb%Mk^P^~5)4kb24o-zx6Vp0JKtOR#O69Qjd(mC z;21R9M27lbvyMayWh8lXGkCBh!S{Q^6GrfhnT#eC70KaGXMqjN`y=cP+y`{-2c?p5 zsi8_c80c_&=Ele%2D=wkR%4n{(`D#9rF^QX?)ONH9eeO`yWe-R<`(`X>5Yj`>hWgZ zX>BaMJEZIV2Q?P$cc0H3C8H?6D5n4Nh(w(i$5N4>7aSaw@OW)lUis}CV%)$DgKV+< z!1Nh6A{WeiVO$52Zln+p!pp<$EgSGg2=-P62s(128D7~_qFruuN?r+>uH23kjcbeP zWJ(>hRBPATv!AcJ2z}d0q)klrVAUKa-3j7tw8Ztdp#F9!;t)0;kJ*nB+{1)!y0{A^&HI`B%07 zKi(rrCz+}T%$wS~JQ0j0<2aXEU-!m2otRJ>wAu(xhvdb^Esx_sgjAtm8 zo*1oM+fN^o~{7*DQcz3;d21dbA}sD9N8| zOb0vI)zS?%cWEYg6HM~qV?el$_gW`KDN<4f-(axNB=m~qB_xQ+FK72ZW0GciUOyf- zxB*SwuYSXpI%o1!;LD#bRQ;9ee=DG!V;RO=BUYi2z#$-PxAY5+t*LFo}N(ToS-J!VXy6)x?VDZ>QyN6~%YBAGiU$ZNN%P$_fk(+D_io120z{`0K%4G-^0V?Ql*t~|L_ zywsB?sg*VN0&G3sJ|=I@`Xpx`z*drpf$ztL5y9Tlwz&|t*5Y)z#bMH%D3^H=ThezE z_b3+3$1-Nh;s9`9F=(YEle+g0JFYd!A-)McV^wN(%CqqIZ7x)U<8tZY*p@trJOC zy_R301l1CeCt(27s6yPM@c%3v{|fE?$9pk>s7Et*KYNp6XQ}|Oy-hBcMDigG={E=C zGGOagu0eH07?Hwd$Fsl>neqfWjV$#mTUU$3H>OUJr5V~$^$HM1;Xcr@w!v~yVEnsu z0=-l>%kd)@RfyK8XTwWJnALLKe#WNTY`Xt%@NMvb8{SeT8a^B<%gixqY0&=BEwixa6PC8Y z?KB0?Q4Oa|AbwLR`F+ajNXM>WB!rQ-NPYiE)Su!4acqoJ@wtzyzI*-*eDndmz5dj( z^)!@M&T&$L?@=$o1Ce+#^W_@(r?xGzhK7db%XKCqVH_L60t4w*#>SuAW@|$hCETMx zaQuqfURkx-{R9|-5IhlWo%eOg0v!duOyOIrlif?LhPA5`59akU)wLvhUR!3|cM*8s zCc{=0Aepon$skL|#NLlrCo|6SBhwlSw4Cst#2u+YB$2pp^|#GdtFg2i72?@8LdZ2yqCawRzjeuT)x_9@;4wzuajnt^3!K-(5ZTLf#xiww8r8Er}Fepn`b*d zab-3hWWCu~5tgiwQ*z7{Ds9j5d%ldg3V_luC`j*NHTXNFcFsA zn=nQo!#sua|8yLXD>j%j%U`I{r%#drx5>*L`XnM*Y=^ML!!V^58RNWptG<^ixAD-b z{$+L}djieqO@4GBHL8L*e7O?gCyH_?`xig3Y}bf$ zt!!3TKxV29`hiy1N6kW;0dPn&#Dp?HxMDF%6S&_X#5g#Jb2~UWaa3dQYcB88-DhU5 zU{z{1ikZ{g;ZGY)3H&5~eB3JApT0j=zQ|@=!M4YO(r=ki>%vaoy1swnQf~RWLt10F zOh&2ebqQ7D*4O3}a7Z4EGOgd|h29xgIKmZh*veWwb9Nk`nxg(iw-;FV2k|Id&8CJj>nwwUO8y_m^*TH;u&}(W@xaT8qS~U7T_mhU>Hc3wO(zSCFRTic#r>G z$#60Y03~wv+dnuUBU}L0V6q^91&ugB%h-+Rc0qEk&O`;Q@}h&0OV8vw7=fF3qFMt+ zWAh~oEhjesQE=CXhYtMST^;h-r3rM}E2@*O#Dvzd-s_)6l9|ZI!Qi32{o{gNb&%EQ z)!kYJ(QYD2VDf0EYL! zq)16R#K*opL`!4yt^Zc*t;Z)7(BFeH?5z`(Y@8&e!l=IrsgyVN=78ppV%SjB+*=YF zR<4=Tb)LdN)2kF5otU|GcQO=VIyH1$(t>8EBPvH(QO`c(4;v5yO$Z{T2L%NVC-p*o z&ifL^n=VS1FI-CK6H9?M{ zc7JT}+W3d@{_%m-QrLhXsthaT(Z~SPLiT9+;KYpupBAk>LQm_tuKRX4A`734n&(O; zXhI;saNkMabT0`J&=~?JoB4IX@^)Va8?}!6kV$c>TpvHIr_e_z^T~-ipq`tY^|}Z- z-BsL2jAzVvOt`v(<`TMcwYe3usMLY$BNSw8*mlt`(o-!s<$4+tcCdGaZ9I!LTmI@N zI`#JU57ng5zLsLHbo;)$#T%8$K#KY+CQ&aO4U$j#gj z6c3PyE=-R7+wuP!`1J2b>i8iaI)^b`)^C3hhoF3UHCS>*vszQv`p2LG$tjtSrH0mG zb;Hy8;x`xm(}|lkNoQxPa0lW^@jJMYGAA-pq{(y|t)V%j2@Bex5st^X6JN|P>b8I* zT<(xb!%_DIkBajT&OtBqPgi@j^;$`hOTvrn5w5Wq#5}03FJZ(F0c*}*psaQ=S9a!{ z%@bM#xwry)Mf}}}8ArRRzVvGYWJ3n{a(`MglCM@{1)9mWuPzH4o@L6nlf8mGJxz)j zNYjHBi53=gIwTHlmT))qDA$C#F_pd|-)f`Jo*xNABjaB*Ff!t*T6H2>zmpkoLQs+q zjxMEiA|3x+vT=0TM*Ai$`}bTN?kOBq%duuo|6+6$F}!=Ug72>P;KRa2R_7BGP$1{( z&>jm84jRwdGH`Key91LrVOu7`p5aac#ZR%mLWsz{e-;kwHi5BCyp`AIHZ})yaAjP zIH&_v1p$BJ6k!_fG^K_gvpz2^&6*i-v>jSTKPcYV2OSDQ2izvUWH}|&Yv52D#O8lI zF|p4|c@8G_9u~X%+IAgeNfGW6OBNW|Bj7e7yV3+G-uybW_p%uBPEBb_x6QSM+i0<# zL0kaz(jPghy~P*e{eM`OSdd->`qXw?bB( z?xU4@ma>B=JeuQmhy*CA5gMkJs|*Y57p({~;YoCchvKSdI9GE*#%!iZ0+vkg8goB?xON_QOfQpi>&uJUB zhwJJ9pV{;G_!Eri)OQeIY$!kjx}R(}*pvFVADZ)K7Q_8}dRtkK`@y#uKAd;D&qnKe zi|{tv7Sd$gahIcIxm>Qv3;yy4_e68YqT$)H)2vQVw70G*;3Dm#6D-2n7O!7G?0=sx~6?LiD|I7lIh~RE8 z-Zp%D=MpzrdTZ0Jx}RYlk-=unedl^U&vOf>=K7M71}6Pb?mhZLm{MQ60I<{oq`qW2 zUw+8ifFUExpmJeeW-AyOq#@uiena7Rjh+o2ks4rOWZWo6(ezVlvRaoP`f$#e&S7iE z*?E$i!Q9GX#y+r6D~j)a5x8i+P~rAzyVWXHxgm47g`2Cs#&%3E>I{YjW762exIlu# z&}F%+FMIAZNk7EB)==C8H>QJ5qil=wOARC*4}TqN1Pkw^(jK^vPJj5-J%JBM0(^VMAz3rnW0y8Eh=0B zBug#QIReSw%l|?18FNE%Oj;EFS`=Kz!pyq(YN>D)5G?pjL zlHcDIXsS@nWa;wKXk75g((?^N&2iuM?xK7pb@bIJ@&5E0y8$?dP7|;oAQZqH{j%@6 z(qe<$DOe*2;5x#R#7WIVA?Bf8%{Y#?xWXYuSYB4z8p+Yf%C!{$B%_KNlEsrg`i6q{ z?#vW%chO?Dw}^me%UxsED=M{i7k%Ro5gO^SqVWdnQ4TZoT3Dmw;oz(SeQ#W{Cp!*|88%<1C?alJv6E7a;u&DH;Nao3R({rn z*HN_Sab)sl&hReP?C+1T#}Bo;Y?e>-Pq&>4N1dD-4imhnCCmqPe`F{an`cv1Ohe9= zrj6!WQmHKOuCjxt@tKhKVDTw|t==i`g6IK5{6~qL$JUhA?T9P}-BO5I6!sP6b5r-1Rb|&E~vjT>U0CVHL5{^;)f7Sr@U7&wBe;$hGad zLpxupMUS`AG}@A1g%g@_KbF%8p{&J1Z>~PAT?J3UOkkogDg|HE5-kZ z4f($`rvJf#$8@58h2pR0oPKVS69fg39GyMl{Kk|o*{6&D^p|754YOEY$nT-aI#`QYL+-$4Sg+30cgC@w^=pJ7h zd8o|r^v0sBRMs?5MnG~o^v)D9b(jnp(u$>eF6$%?PdgxXjQJ7mzLi)rXgWK?&tT1K z8Y%Aj?B02hkap+`65{3jHiO3y2^7)Qr8bGAt)cw~ynBDR4D+uy%mXjVTR=k2dixtwmG#n}^eH!;fY@qJ_BpAR zYtQK3Z!&0lz7ssbzWy|rb3S+X ztf7R)ds^(}(_x901b65ZVbi58Tu-)huB0j87;C+6(_r^AmY-9&>4MWI7^l;@0=jB* zrakk1t$GRek$5VcO5Ju})A1|?aQj03z*_jDudN|%H+{S=UUsi)aCuze%B{`dH~O$T z;E0S^!Sj177-Sy%qjcxEY`#aFES58f?cAMm&fI`6_+;eVTw0f<8V8sj!sj^|8$<1K zh03!KnT&|BZl_hh*5h1tB5%GFD5c%J&;Jem0Oor%GkR%(B`>dm|1o>;FE%{`8hF#6 zjR%G1WMzDoAQi3(kfyPd^$#=rgi>#QhTN^>?`^cQj1GmY^|#NKff{o{d=@G&+p#2S z_3|5JXYRB-*oVsF9Nn`|bIWOExlWiQU8ZN|RCJ}HLJAn0uJfowXhyccdsVDOs%Z|R z;8bUXRc?IxlfxSKGq==968aCJia6Z;@=KcsZVB zLY_FHO7=$Q5xDp`mm^q!z!LN{c>2@4ZvZ!q*@025?7O_9k_!&1ZMJJga}0PQUPn5f zauU_f7xJ-Wah<;uJWFHa1UZcz;Dp-vcPgfP@kSaUHy4WK0(nt?S90mxZS)Rv;z{Q5 zyMIn3_dzLIZ!rQrRU5!>FPp!q?C8%s8yo4tzYgz+a9$BB%E z_ugZ}(J?;qN8z;Mr@KOM-e>4QMB|&FkmJQv7uNnREVS4AZnjU~yh$%tlm?&KH`|p0 z-)wo)=)&xe|A%Mq|KCCZCi0Wuwm7*qkujtSIx-5bd{~QP5=0X)F-iM{jRqiiPn>JkJEi5k2XFEtR!p8Ci#~r{N#oI=*tWysy^~$!o7$y%qb?Hw)P??(2f>E zTS-U}3!OeeSNuslDt-|isB%(KJUUXN*yF{=@q>0jYyP*F z`hCWT(IGkV8czB6w%x&C(qm-V9AyNiJ)TN_ifI#IqvLuG=4~$KCCJHU$XeT=L$x64AR$eMELpNJH(h(3div|mB6%i zDc}$!;wo>*a_+~CSRxn9!RGNqKW(|(M3KFUrW|Z5dL}Tuw{+S4`Ru`7W6ZP3`nq4U zp~Xz+h^)`yw+OVwd)KSYtV~gq)g&Gb$wCtC{_B*uyYml$Lvi=E7*b0|3B+&H$7uP0 zSL1=^>hnNz$*ViU)#aqIF;?3RK3T}g_*_!6u?+GrKcvPa(?;v$39@bFT~LqufgV&F#jpS?u)m-EU10hd&5}bkF|yA14Z=k{grVL=ST8Wp*POX*pcCI4+W4L_jXr zP1VV5Rx9-H=)D+P-5WUTUWxMeq|8`H;}5Ar`t_KED?yPvrlSEOw^jCVe=|0Hg1cGZ zBeawe-XjVBNd5q7VwGFhcZD*QCAwrk^5bUhSSf<=yYB2H&L`$eD~5As3ApPb$mv`?1Cd+|A%SDqKohOm{3dc#YF;Oy+%jzMm=S_Re4Oe?AUe z+%(G5@*4h*jPCL}Fn(0D>dq}N(EuqZ_`;k7hBRZTPB^n^Sfl30JCCv)x?o$-6G0-Q zcGie`iDS{lJR>5BPkQ+uAdb`*?i4nyLU*jvNP_~be6qZSi}7T zWMV$KTlAK{pNVmuAH50CZ8UG5Xq{!;l%gYH!YM`_5YLu#{ z8gl#zsn}J^jG!^gHQD4|;xzNMnQK5>ch^vm#4b_pForMo5H$N3#b_NFEWcJTKosG$ z2VM${I8a6Mnc^O)M}i(8&#)*)Ver&^t4>iB5G<+wo0`ZsSO`?0&=TvOfao0Smo6jH z#!`d2#1;gbn_20VIL}7Zx1NuFy66~CN^!aYW4%W@~<0Fz~HW(?cUduA*3EbpWs~$~rKxFY++u%QWPIscYYTPJYr< zmezSWarRs7@BjqEdQowwqv21Xi5>=)Q~>9W@XBiaXnefI{e|@VF?aN68RDoy_|zd} z=tVqbu;fC_TWjKE#DopP?-<&HR<jgweO=V13(ryC|H1G8B{|CEHL_ov?xpWK6~#mGQr{fwRl-~HtY zHxIt`j1c%idc}zpEoC4zU9PoyG9Hr%%_gnx{qDJ%Yt)J!gY$ki%p|S_jngvCl~$#SY#*%3U4JIVp~6ebPpNSGGtY0_m%fAl z`W!m`vOIgdG)?1Qe8DBV=<3($d#+aG&xwMYz2WiY z3I2ZPwVLzg#$W^-8v5lZLh-7t1MA1Qebwq8{KX!zawQUye@2J|qx^K?clJZeZdynT zs=v31cm@W!+gK;j>yV`dBH-*)90U>oL7BW@^T9?%t7@$>^f427{A=D;b#vO+Hl}r( zoSr^n(#$rG5^n6_eaOs=vr4rv&nWz1J-}=X<=tNk({~geA_GV+5mnURFIJ{n%C``^o&4`ytEtr6gC6>2fX0_vM6RY;% zAir*zXbJZw2(usQy`Q`&IHGxr2UvuueRQrc>KgLT_d~?r{t(Gn{i)af!~V@DWy*vQ z?XaXZve1UmCYhKCtoxY-6NoaU7Lx++*czSDP?zd0sVa3lMI>xiOA(#Ak2$)jf6iNf z>%8pHdn%U4b&!XfoGu(y9#%FnKLk|w!x}v>(za7M({( z|I9IPra@eVl+SjxF0$)skFM>st9>sw;9cTH(jj#!0+P_hVzrh50D3EyeG!xp^};2~ zYsy?1ZoOO(H8n%ciiLOIBPKsiJFP;?JlAfXjR$1q_&=j42h;IP0js-6`p-&AsCk@D zFagiYoT_=oc4dQ5CvvBp*Do6m?c<<3PCf5f5fOg8*80}~N615H2xDvS`*VmF6ZF_; z;Q$~@3Xj^qUAe)`9&R2HC@3dlGg-(Od&l7$6yYZeA!wBYE+8!-i?3n)siL%E%Mk?? zRVe*1rGP&U8v2-kjzF%#Hy_hWuDP&(YK!m?qR!5j!j2MTb9@Slt3?KHEYNf!1>mLz_~4qx2<@Yh_=ikn2disqI)+@w4v=rcmg^9I zWKSh|6EFjp@?cgIK6p|L88b#m<{0i__FzBZaokxUZp|6ut!EKMN1JHuy1)dH;A}gR*JE-p%7m0pVNo$EDq^@Yh7E@OVPts+ zUhRw&(XiMPel`voHHE{X0zv}LieSNs2Qq3{=vC?Rij;cmZo_}<}d+G2}tZ_WIul1ST zu*Epp3s_iO;ySF%^6A?uH8cWN5wWmCXz42Br+VX((3^7QDQTUqIt?82N@ZQ z9}M6YoBweN1GCxj&RDx?<6(<2`!U;MPa^`FZoZ7wVS6Q*h|;&=ArNv-DqdJsA(^91|XcNyQ5= zkI7Qv(L46G*>HRwZ*WsVk|SXC74SMFe*yt*1Nu81p5;&9$!X(kE}hz!4#yJXcLA|a zg0Ezmd~R`BfHO@qfqlB9WTaUz#f-Xs_7=zMQgtQ(9r+GPih9r{p_4=Eg!^xoeP1g- zAJXF=w%;a~{KtY{yK1Tu1Z^OIffbuEb_NH9Nz+>t z+tEXnj;0zz0#D`zb{A(VU$b^|Y3_YYMZ!n6HFEq#{yFHNHoI;UJ zlNdN!=WPymp2%n|vB@vGo!XtWgV}mHc2!hT7yq!ViHJ!nR4AQ{Zuqs1beG_oVd#br zEYq7WDTrG9sl&?1^$ae-q}2(rX$7jEcp16qV_XBDJgR4V-l}I$u*&!QC|?}AOJUiq zQ$g<;tJCpJxA}g21ALTUZ4GZ&zs-_pbDHa9Ut9vaeQKQz{OX54=$6USlqpw+trpH* zzh67P7nlBu6=CxRc~T16QX0DqtXVFW%SH18xiFr?d7a0>qnpM0o@o*<9DW=Xt0Z=F zCAy*^QwoAF3HilX|MrgfC(dUygF=!*@es9#Nu4BP42C=A=B_|JSFi%RTPb-Iu@Lm6 zOhhDRg94(U;&T41OJVXZQBr9KSVVgds?r`U{v%Ah=TYp#B87`E24E>>dAUtp)7Z?| zNdn*a@V(xJ_=9r7A@N{#d4s5`DypiGQa_|~cGNIpa0Q-}D?v_5%zU!L)Du13)zE_PL4jE}7zvO0K-uGe3FI=%C|qe)M( z`l*j&YwJ|l`Rb6DMIIl0B@uh&nY>W*kr;D4vzbJbnDUcEJE zb*!Lgx1nb_0)du^Ne24qfEtkwj_wzS2Caj2IpE6b=UG1{CVeIN1DDX7a+u#Leb&~_ z*|JdT=CL zx7k93L?*zu^Iq}COw*jeQqTw0AD@$klX#JuCA`7w(p7GaD;HGhr`f(c zKBt#=k1j^twg&~iMKZwCo&$p(E@Vz0P)`ds)ZY!5 zuOOvh+_F|s{~eH=8?_?A zS-B#C9H&1Y{N(uFjtM|ckJ&xMRM(b|JRa2%2CP0EC~3~wu7u5Wg<0+n&Q&-RE5@l4 zeQKB|==DU`EzxCLRHRW#p#^SE;aR`BmgZc1mDQ3-)+~3BGo=LOvuLCpan6A>X-8(c zZboN0<{8^9XsI>|7OxIV9$SC+@%1|LX9{BI22gWqQmxUot^^4zIm`Rnta~h-e1u_t z+PgCZ1Y&tSOB&(dl^j{PH?SqP6W6_J5Kqn6m~TcwJHA&o4g8ej@fU%Dz1OKKKJNCk z097n|?eC{ozlK*UYpMTiKdY7LI015XmU(Pj!yj9d= zvUZFckm>m7a20($l?)6xpBv6_wcBs(>FQgrkAGs#={|e?z~};xk3_V^VJ#+px2rrI zy;IqJQrmQ=4zylNAq1}=13dTu++J#;DQJYYL*Dl__2Qnx&)UNqP3+QHHH_=s3h7EF zx`6;?=LT)_>U3`bSs2dKRu(9(U~8@2PhLVj4m*&Gts$n~@y8p|`@ur0&`grPWmP>` zZCuYKL91dEZ(g_OqN^>I$+``?GbU`l z4ENk^34Q*N`SY+26R8680Pnn9=kPSVu8Vpz*(|XIX|Wl*?9(e{dH-%1;H$LSl*OYL zut6<5O}>izvFU`_p=*1|<;*V}5O^EA%i$$&;}e0&UC^U!k_)?8c_Xs=H491Shd@56 z3t?ig#NEed4>^d9w}?}qis<8uPS-Izx5(c;WnR`3D*3w7l?GBVOY18LBPuyI2XeJlZxAG62isRGFnl zjgFr#Fr5Ob@`*=ahW+Ora2KSM-4-10JBUD}?xLi_J6^xlcur67QY1piRkMuyWwaoK&!14Km=# z4sfox<6rTbp++UCY;*IuP%SoFJB^o3&H?T`Zk-Y&n!TMi_$u+SjixYL=BV9^9vQVU zY}8YoOFA(ShSuS3w=bee$-0Z|@8V~Z+&VqhUme3^1c!*h1#5C1aTS|Sd1YgK5ZD&>29?ZT&S zi${XLyUkjQgtuenU;$K5Lm{bY_eiULkoA6>fxGbm9n=Rj3DKSBro3Oh<;F3v|2wz) zEl?FZr`cppTs->8Wf#-%=!Q|ZqG4=Jay@wCL+^Us_kxtC&7^; zYxg<#qX;CyPr=Oy`%JS!-pQvu+LEZz8CTlU>w9THq6q1HZT(9;{m>C=FgDjAXxzgHtVjxr(*-mc?syn4Om%MH}l@txOmf`NS ztxHF@u}8hseeS8{!(p5uG+HcpiTHw;6jihhf0}Vthe3Q+2e$0sjD9l4+A>k z#ZaIH>8>=j3n`%aCeyoXUdan5e6X@Gl9eHP5jZNtFFxYbe9qIzmlg<_|5MqDyL(pP zxu`DOO8RGB*#sfO>AIe=mFa{&v7y*w5+`u1UmYl|s*qqVyEp>PR({D<2!?o>C?WFL z1C5`FR9=(jCTqJAR~;bwc^3H!t2U{>aaGEl^uY492U!3kM;r9&4$?Lp;Edz}-Ula5 zznSw-4-PV}d8n3cUD2?3P=LT78|i5$#KLKHpxq^T`6N=LP89L1bzf&($-ezM;9zB; zNSuw1v#iiV@%NpVYAgeQKia!l4-)st;;|IjMM^3(PC zU+leSRFhrPHmoS3pke`05dj+r3JOv~Q&dC*1SCieh;#zdTL_{e3Id8EQiCEjgwQ() ziu4kCAR&Yz2`#h`0))VKa^27Uto!}ex9+R_`__8@xE3qf@jPemJ#);=F*8oO1c`da z*W3oFK;zwc-MO`lbpwAlz6NAm6n|CXgF8~s@mz-0?HecYE6SyArK8TJ#@}6&zbR+9 zm6A{6uN~E&4SY9K88o>49=)L8Huutb*5al(5A=~{eRexeLFs93CE<}t7Vi2=UYRmt zCUMTw$9VQqqPve{iq61HLr!!${avTnJN_~ZL?NfdIOBMI+g(X7m)Y;PWU>8nM!P(8 zJuxj3`382mP%}-xBargG`yHa!2sp9QSRZ@AL+IzvIxaA|aotLHk)aNyWoCHrkFKhH zP`Q?iXz zi`4qu4AHw<^p0V)gn7%Q_Mx^$9I@dw`Z`%6mt4G@I1L6fYvYEPVAsu*T9l;&<)wy$ zKz6Aovd9W-+}9?dvq7lo87nJrRh5*Qej;}fQla3^*Yu-Pw97OUCpu_~ivs@noN~2G zX;^))3fJ2{u(}9;!K~ZciVMSMe0=85^I5p1m>Vcv*w(}gzw#3ZJH|NDkMxo}r$y_N zH_Z<=X^N91hUk6@PjogSOZ8{DALV?Q6(0^Z5F|^`s$nsD8KLH^hV*sH0r@I9|Dl$_@GhbyG;Dhvwuv6lJcuqZ$8oIr#ar=tdj80HX5% z#_|SvML;`;-Z5noym1A8Exj41$9%t_i*%=EAC3B;ntFOx<@5}Zx2qLWRiVM+tjf^_ z&SlzjjEPyS#C-`@FeC4?_f7M?HP7cS9{Ur71uXo$7d9LhS!f`Fc;fUE%t}D2x{Qdv zMiNjF*&=lW!ZGBW{4WfOI9QIC=)T`FD2(_a0N|;#IL@DRll>M09tlD7y@inOA!u7$ z8ymjge}JBLHuv~h=d9q2E(b{jK}IO`IdyNj+b&Kyt=%0Ao4m1bYj4Eu1qtqsTc&;T z5swaCozO6eH<;T1d#cAw@X@O39+#)X)boA6tN1(ufw0X^ND2p8q`FM2YmDY+zvGdxl;fDCIk`LdqJ$6fY-$N zjE$LiNJYO$;vY?x9#ty&XfahhA(@E~-HkgCvwP3JK>>um_V1^28;Ed&G#Bv$3VLf_ z6Al_0r>rc`SzE;+iOTqEhX*>|oM)_?WeiPLn?+Lz&q5t$2!e#3n4g5+AA zvoOP&KbjJ#$EpSfVvrH1TBs~9?Sr4Q(>-ewB&Zen?dU5h*@)o|g-rAWckjl7cHQ8a zSIa3e4}yue1sOS;U6)V`*%Xf<$+C!r2`G$Ly+JeI?iMcWDOWy8f8ILGn6m2M@ znIhGx;iB{Lsnq_GqURW`mD--zK2${#;Ansow4iVJMf>kaX~+eaEq40aR1yJk0m=BQ3d>s?-! z`=3d9?8c3CoKf4QZ0qAtdI%Tw6$e&K0Sm`Ir~bOQ*4+srLd!|X&DvyRM+f_p?rWjB ziE8)ygO?bvhK=W7VZ~YQTO!EnZ5Ve`H}9~xG)&iLjCfm;GyLw?*Rwd<-H8FJll0!D z4d|CriLBVbp5$1%KEn!9kJrC(KTcc>q+on9elk}y=Arb+fm7X;Q{vUlu$uB^BfA9S zKKEdyaiz7D6_t-bjs|sAfiGfaeeA&fou@DlOU^e7*>h8sC`$oKul!!Vxii5rB``JQC)7AdbgFXlb4no>Cn!89TQ*gl`tHv_ zK21|&H!Pw-d!K4}MP~a+Ax_TERn~P?u}`o+i(5-uiw&~{31uVk|$9*vv^OxS(KvMhl>Q)m zoiN=Hxxw(cRXcTUYlgKVblbE=KxO3dkP?NjR^xt@5c33W&3EJ+{lTp}lSuGH?0iSr z7rw5cjPK1S9`z56pDs?EDz!CFmhie|ox@Xs7n*1N$O|%UGXWxpc^u%N&nqSFNc*9h z!~nqdC76cU?tK!v{LK?7o>MSlCs|bFmG^VU1Z;4N+_-hI7K=7_&4)&)K<6YL` zF<^fwpF$mR`;szPmOx;R56i>f>s7EW-4TsFam zr3RTV!~jQ`pYU`diuR31y37j)B6C$-irCD55x`j7-JB3MU(w9DLaEN_>&!aikw4GY z#z2f)4Cc6uS>l%z{B}WQ6xu~s;^|K}A1i4g5n04YiqIut{yPDcIAb{BF}c{zPDZh_mF| z^B5t|n}!65X8l47{6d9s#tv`F{`r)VdPt$nP#4%gDI0} zTaCJ8K*8|9h-cWZz1nNslzkTBsfm*=S)$*{=EF?0KV5fQu8OL%{*>ZF89F7Wc>7O+ zWdG}Oq}g)6+NI8UH9StYbiDY*F3nxuZ+Qy3sd$%C2jKkNEc6&Gtx z6N}Nb_QGgTAC~iHk}0n*j4CxHb6Qg!vvxt^ zOz;<|9|=smQm_&7&Gg*${;~>j<5bhRR?k!*LU~N!Anj$jm*S@idR~WD>e82d75ss? z&jY4Wp!i{Gu3zvZ)-B_rT<4EF52*J7#lCFp2rWg%uOoNaQdZz3x|w3ZjA-+{+n*0z zEk~p#Z!l+FlHAL}XsVvy51BfooGCuX^S?s+6Jdr%UwwaYnFoMLv%+sj9WGzklUnc5 zG%z*?+{@bi7Z7bFh=4O3srB@vPRU}cASHZ;DsJvgTZZZr&@?18(;+3m9+Ysk_b=}m z@Hon;8ZwLetd=wlnq-)9iY!hI0=HL<2Hcy_TRa!`Bz+7H-z+$UvsFGE^E7yMmJ{$F z%dL6;>I?0BFD;7um33Xa#!ZeS;uNQ?*?y7t7muW3Z{4JLG&>|+1>#?22bBKGb^Koy zN4x#}`43;uuU{_hcugFkj=I|?yfuve6e<0GN#EM(z>&q8lBd%Gf9IY4{Yz$79umgS zPW}7OzYtj2aVhmgo{@u@gcs{PMV;PpYQe7chZIWS>4#MGM< z-=ZxxtDLP}ZvFbBm~N4YRlr4Lc+s+_xgSYX-g_!=0GJq>=P7f+ z|9neAR2?d$w%@+}OR676a&;aWL@SL?@gH|z9xy$@$?ce;5Q0Ie`WN^tblaL99LjI< zUuqDb%^=as)N5Xp2OvgC?`Oh#NtlZ){O8&l%qzuFTl*~!%nC1c(&sCxbik}K_kDPs zjDW~!K*C2^kv}t1|GU3C04(UlT7&fA!YyP!nnQ(+oR%MZd0=&`!o#!P?g+FX#)a}JmU`3aw{G7g*c|-RdKI6zG z1bYTcjEj_{rN^ihc}$EHA2@z#&;zSH;8r<_mapqSFWN=m*sD^$%5M$(JI5*1_u{oD zSt+h-i({r<@CA||?bY$<@{ldMu)OQwHR8IKdTXxcUE;AXszGJ7o6Btj^{7{h)bn3T1D;3s(`Mi$ERA=Q8U05U&cp0jYF7>B{MUAJw#G3cWh z-`d)m%s3%!H5W|9A%x=HC&ma(aR2Udu0x@S&Vq+Crjh-6kg|x7K=e zqzc6lu%G$0^MU4Wm8q*luTE{A$0Wz}C|X`IuFPk^RLl)A?9>@>q3IC>zqNjvwKfrh z%Fpkt@})VOyVpip&QUVh7Smw@Rt2-@>VZr8sb>Vx1wXlcHxGyn0@m}(3-6?lXHUrz z6n1=#+HK*j#h{?EFskm&4t{=qrRsxJ&*_Z#q5NvvXJdzzsqWS4HmTC!RT92am8k+5 z8FWc+?O5tayv-vE?2s$T2VYuf+qAKZF629Wecs^aQaRZdNebECuf>4FEP{4H-CXTvt=8XU7Zne?%C9%{JV3d&(P>x``u>CYW!v}kz z$vR|+`^EwYHq`l{`>$!ve=9FX0S>#IwDE>h$Zco-Fm2Rl?+T!139sM9{79mz_)@+4PT&`MXm>#sK{!}r@|X`A%U(ipYP zYi>m}c_LvXDCS)Zzjdyyswd}O{nQ&R(MlVRtc_W;W!=&MhU^B+TB}~b*kYBI@M`Mw zS4w+_>HFER#UFc(M9MaXf);9ZLrcv1nL`eULL+_EhFGLtxV(GK((9Cf#%Z;|%8>1T zS9I;FJm+VZ25U}X1ocef$CAJ$E@7CpB&sA9idm;ftpzC&?TJub$s6kIKBJCl8TX_{ ztEA5xloSnFZckF17qzpro)^@&#a;+uu^uB67qHt~189gkFdspmR^t`oqOZ>Omc83X z`hJ-iGG*gLlKvV}hB{xzjYCazX8-4T|F3Stjz$)GX#I^R&G@vu>tn)@C2Z-=Dj*8t zr6kuUA)CGYWq>kcd2+6ec(7=`y}Am7w^*?zDUpBo0#N%gUqN@zjEjsran6qQO8!h7c9etY zKcPD=p8zs}1jq4y!%z~{lQ>f1BrMa)z)JANP_8+?@)s+pa?fjKnDC8wwq2bl(pOvm#RY29kTjIM2D-pGc-G_B*y@^X z%=+k(knf-1mnH+UWw(;(Kv3~l7(}RpZHbmZDDheg* zF@75&7a%>G+I@dQ^Yy_(LHCVFpeMQH{Jgv0h!ftztCU0mhl~VJQzkYk^EVhyZ8L<;xg)+_u+Q^@vN=K<07yK%I%su0q(N0i!*lZH#Ui?W@EQOP5Cu5&ea6Y z7O|Hp#x@Hd&ZA07`bs=2IH=}{iC){%C{{)W^%m?Ti6odpc z@T=`IrKa}{)9)QF&`#yg3eS`MWx|@OkBRMv{^U9i^sS2DHf?U1M6Bp_fi4Kp({ zJ+N4Y43q4Mf7bZ!l$vAURM%IJLJo`{!O0QeAVPL}Jy zoT*Y)g#~WX6;JYQlSq;YD4Mo9oKuwB^IP3_j<~wqCY?0@Qb(%t1|JK>kyy`u4<0?- zYGKMes|rh7p&~*kdxm6ZZ%kGwF}HiFAc->WGg3kTz>JTUtowDmjC+GqWP69y zOuRW-Hl3L?WS^r!&WlcbUpSEHGKmsuRZCv8vB;{V9`zgb1)D=lf7{fMQ9*uKEKr=I z=sr>tu)6MmSl6JaZ!Ik=s(WdLR+@2cAkmnj9dvzyssex7?ufv$+!#nuc!UgdH!enM z;yKlRL@be+;x}R=4114J_EkiLx?P;J*o^}QSd`dCD=9zHAxb=32c)LJ`H6bJ*a25o zJ`&h_DOjZi^q6TXiX;xr zabUlsflJ27do$0oUt=;|V`Vyud#4}e*B#Br^kdP=hk*G4aRYu( zC`x^6la7N9S9oj@GL0YK=eoMYp2orLf$160&IE=T#-tNwxAhcVJ1&D7shNN81J(2c zG^C`IRCL?V&KK)++RsR-5^8GjfV1<=%fukYjGeh_Wtgt_O}yD;&BL6_e;hq-AE}jI znH}GTqUG|}737YOb?Ms7&&VA>9;G(Bdk@zja0syW6>y zRRJupIT5nWLe#S6K|8mD*d|^3)Q`l_Pr5N}TRqm8lm`%}-O20RnB>nPYQP9WM#sK` zCr>K4w*>r3xnZLfI(h%%#fz(TFL|X3CtD@aMZc7D7w3v`zZiTLTT4yCO-%_Pvjb*7 z=5)2?75pQryh|$^TQVPiX}3W@&W`um=Qw@x?`XbVyNeGEkn3b0q~1`H zZUSb_z=rk-<{`>Em1py80|Cf(Q{HCNA2e5>NsCe#Dd1J#?0S7zD6!lU^P=UWV50t` zviUBb2}+o9Ohx_0ImiCdEw)LqQ*Wl(ojdxy9-=+xbNW+a)W`OM))$mlae2l43*Z#jHhR}>F z1zYgcvHs?LxQw$Fg0kJRBEqdiU6v=n*(_#InIF<4@S$3zh!djz;qG&**BzItW3 z&lyLjcIe}9ih+}H@w7JSVv_)?0_#u!76)Tit7Zqd48tqs7%DQap*>?8vs$}H^;MSq zJALU?9Mji~U3J|FQ0A+YB=-&DbO0$rX1mk1I-Bg1+}-x{A6*gu^IYnG z;*&HV&Vk3ahlo%nDR^;ioti=|x4A3lHiiSaVM&0|FC0PT!=7yqpLVFmRJ^pGJG0ydF)Mc?&Beq++yHoHVa6LNAYIlbRo$0g zNpY^;m_hcmE(?i2t}ZJZK;R=J^S_`Iapd4~5_|Q-_4MAEu>KN6;EZ+NmY3GPfIr%B zv%8A9P`zMPz4TfzucYLLDQQ80x+T5Bj+M(p6*BTlcNMJ<^FK^Y^ft!>h*U5=cw zR)FGyUmWg&0WqfH@UyUHF5!jc3E>2=kW~xn6Oumy@DgN&L4I?E*rMg-<*r}uTJKKU z_>tMd)qr_mJJ+{KV{3qHiV)Z$8FP2WKuZ|9y~ZL#vyOrY6mwS_pc(g4DBdiiqFj&) z9KEu9%j!%9DVct6Htj9fEUG-!a;r&ws6~w3s0X4wnk9$G35?dh?SF*-!y^OY0_CZy zK?GBW)c)*LVZg57jdpFs_5j|fy~2q9%i6j8Za+7EsFH+}p7Zu#dJN%WyoIYmg)+Ze zh9f73&3s|{`ez_(a3zvicXFbir{O&Q(} z!$5j2^+g}%o69>%jQ-Svs3i;~#C`fSIDUtRbSKBjLDr$_Z@Ez^+G%-t?OWar{Hq^p zS7jP7mlxNUn$FUHbP7UC3VD6cUVCPJx`kUZ&$@h*ae`YcBp-ZOA` zt693Npd3|2hUGZ3G+^#ddzs1w;C8+Tpq;Qqx0Y}rpmB#fK?|a(g@XF%%G~dhs4{}{rO25X=b+7{rU{v=J<85~VE{O0vFe_2&U7Nw$q*u7SsSaW z_;ctP7cBw3)S-a4SjQ?&U+C3*y->@_XV2zW!yd91#{`Fb@DO)WHC4?IwFv8vGYQb= zoPaO4h?R9JYtC)*NL}OnOugSxyA4!^{Z2FrYBqX+dg8)R>HT2XJsiL@Lzq2ayfS4U z7Z*uN?`gf?miOzbQ$Ek5-+K4NGTgbb7yO)Oqx15vuv4zk7{dt)ee=jaQ1N z`2tNr!IR^Y1E*CKT_z`CLhV3|0lhcn%*1x58Zi~Ne4w|rN_23=T%ZKh&uPfCEJgEp z&nKa)OExLVT4r1wieIkVz6M5OlL9OG3-OO_qw_id!fNRK$qj#cUQ5Pq;69&BRP z8KTcR`Pfg`Ne-&&tskc4;}gd(kg*(Vm(SJEKBH9B$VoM+3^ZfZ*3?9HBw?>9SyYd> z1Hib4c@sDP7V+x8!TbNW8_%cq$0>7e&vmfEQ41LrMdSd8}7?X%1@MmrhBl%$gRJWp?H|E6>x@kBf@_X%OcBP&FD3N3#KE zpFfCMCIu+t&qfrLqZ(-`JUhh*b+wGJzqM!2>xu-jbx@0WP)hm$YCbO<4A0L&72b(F zK^*4n=FY4i5UiOKYkLDcfyQpm#^7r$%z@&dN*^D04e`s-Kn~d#cpHP?V9!oicIdLQ z`I9her*DH2{{d};4}haYn|gBH_#Z4*P68IE&?3Ar|A(yp+K!f-2V4wdcf*t1 zf3VnF9#{+_@>5}d%fb7XS$EXhNjIcNHaz+Vi>F+H#eQXyo$G(gEC1KE?TX&J-``D3 zATsBlEFJfO1T1!_9#5A38%FKl zN`-ds`E#nTci|U_f3P@37g+p%FZ5qmNdN!6(D#Y-112j|C-kv^zXSvx^C~Ku0aU@p zL^Ga2+PA4?c6O5|rA+pO=~0c;5mxILsM`0@>Wv z0)Bw|N>_T2$xhq~fY%i#2hR!cn9m6lcw=T}a>a2Lsgk_wgn|C)$|5N@!Au4Bt)B(N z`Er`_sL~X^?@@JRGF)Qp)@xrwfO$rO|+X!}Q@^Dr^c0zbI^t}$G1(*+~ zilHn0`gnRr&^+{=r~F%QedKW&hndFX!cw8DrL)f+f*;+av~~*7I6Tz;fqA(B)+j8E zD5TxXvE)+0_xJmJcllBIpGxg7s==-&q0uL7cU=C+$VfBT&FR1WRsf`lzR=bE#Fgk% z=LNkgsp9wDU8P3BUf3w+8VDU<{xZT=t=VQU3o{$A3Jj5@0?%LvNk<2QR+AH$wRP5(MwiBv;IiOO0Q17Rw9m^|?f5;$b%JF-r7h?_coG=h|#DUWP+_!Ku_YV0!~qbsh5%CJnz zf;zo5_0gS&8)sgx=UsWIbDqCirubaj96rACdVi)o%yLQ=0?jhCFm#ZUo4I&@EG#OzwKZb6vLaqS;boPK zrEG^J-p5FIa=tpPb%^SUoc-KX&{xU>Pt=rgdf;bTl&_QB+f{qc9QY!2JW{HNoa&|L z*to-!{I7)?|MO{@28T3uwTwisvz6L9&#z&W2A|&dKWn+A0TlFldI63A4JxIZ-Q?we zCwNxvzI-wBQDqUomY^8^9*yrL5^67DSXaz*1>EjtcE8{Fp_@mM%{N{ z_z{&*ReAAr<>igga1%dd(5)uj-EBxX6w2JIDt*zq>Mvo~P`%4(*3=M^Ea5&W!fzG@8hq`p z*e7oh^5!bO_?uB+$*OjE7;k9@tgk9gBrXeec88q<1RtDemu1xeB~j3~H@5JD4)ne6 z;B}xxF;adt1t`-rpstS&JneGHKF0B+-XkA1^V?D7&j;f( z1g0{`jXKq#U4|+U*Vc*-koZe z_I>gzpR9B$m4&s#_!cTtUN0E2u@GdZe*(|^S;a$NZkSC%xV zjuOFzzDV^WLKTPrJDA=lBKTK#y^y2WKE#2kx>6A-cDd;M;UV&CXn~t;lHtFZhGyD; zuHL)Zp+G*vSuLR<|3P>`!pKgECk}m!jkX@Ih$907P(`1CCpXj+N_sq@PcBoQ3Sqg6 z!7h68_h>8+i<^Y|9XUl6meH?Ik8siLqfeC^BXVB;z9h#uW^(cbNbiIT_7}r6skm@f zR?aHFtigGLl4x56-w#Qa0Xurhw3Js2bX;yq?!R4ssV$cFQZqWU8zz@UaIE;LI?sITS6@h2v!0a6|bFH*gjNNY!> z0lU-HWf$}H$pMP`jQD#W45k!ZEg|#jO4%xIrx$KdIJK|z=D4FhX8Q&Z`rp2~e4~GY zd^neDbUAmdQ~jNQLe7E_Qde@_gXA_NKK}!U_c^7Y8@DDeg&pL4EY{}j9{X2iW+ruQ z>tzf~?0gyPW*aCyJVPqYTAc$CuPnO+09A`KMv}ir87N4bcN*J0*RO@hv+GB!31cBvQZa#N< z!`cFp8M?Whb2A;D?$LkFS&);EYf|p%oogwv5ATN@w3@_I_Nzo&UAQf&7%m!|-c{Ym zq@@?$N+@eJ5R5Wc7mK@1&AA>YOyP^W4dGv~pn{#ihQcksS%+vcJaV6T)K-IYW1ec3 z3qL`}El@uxT{k&0C%5oaqK9FK$k7_Ewz@ZseH1W!m)}x=TiZn66oVN?==RCGWeefK z5cXpRUN@jh0jSyfYZmINz!y1I5LtU09&9#pN|o=C$lf(M`8rd^t)v%vuR4Jp2(=UG z8l)=g-og2#u-Bsj=D)7#EPU7Jia1#CE>FIonU~<;*KQ|6dT;N}asKQ>uV^Oxj%YP# zcIkTv?GJrnnr?|WE>wZ;{=iC16^dg`*%{xL?)!l27T|2TTY4Olej20KtSht@o2~e% z&)pIue1Fn3WhUv;X$3Xx#%H*G$D{LvjhAaWe3z259vm7zf3hK}WTNd`VR0s31PN?6 zG+|%T{H*UlPSlGEP2$?y3!VFg!rwiz#EZ8YtQF7PZnAmv5M+Ehp6hm8lWk?H_Z)pV z{%HbGfALvubMbr@a@{&h>%1)YR1U5^na711$F9E2x4NWa6iHSfD zqHVRZ!i5@JVc50qeTPq43qo%U%MV%y&kmr>i=5L}$-?R*Bd1vTx+(G<7$Au}ODspD zFlHe{n{XO*GS0;9k+3dm1;`8&OnS4LI_^j4xc+Xg9iNCU@!DqdRxN}MGo9|loGqKl zMOJB%GwewtR~agcKvshI>VWVdz{miyEVhh@FV7BnTjCdtyF2^_Pk?ksswxqnE~y3u%{}fd z9T`;Rnho#=vL@~;VUoXLE1PT}uRB!Y1R(%b%FsoE%TU)>O=$X9eUdkJx+XPfK5R|N zrQ_yHSAa9)yqKJebeXH9BFdK*V#-g+VtmyX0@n)}vN<{A^s0psK_-TU2_REo>P@eC zg(*$KiqAA&dNp5heH#uxtVW;nO0cA;o*jknb1$2|6wqe;Fq`iD>NSxX%96t)j%0g#u%vM_Ho4a(#v9Ur7cUKDr35dht>rzd z?Yppd^Rm3w*p0{&CT2iy-_t{a{W}+}>|z@ATE;mhC~9%@bFvNiopVva@p%Qc#H{0^ zw-v$%)}p@Y%DSImr@a%-QPw_zx-hrJR7fRj^W~;I*{%5yI*&2VQM)sSp3z^pZ3qvn z#A!1Gb;S%)ohQ709&2J)W>Io5#}isC1Ygj zJlpqCOTX?#a(w>HRx8Onv-=(%qTRvw;XPSyv)n)5!LVP2g(^P5#y(3pGdhmzt2l*J zjpzEGjZxcJJhms5e-5_XlGOlpt68c_-i_PdVv^){h#Om*oF1eCBQvunT*BV(0p4NQ zJnvqe!>xTP=<2PzK}-_!mVlEv`-4rnr60hv1P$#&mx9eqbq?nuk+eZb%IHhvN49vH z?(UaDR{_HAwA&r}8J$LlWPm<3OSs7;WX&~)MO+0E%BM0?=!f9t2h~g5jw4dUNNNjlZ$y&V3Wre4V(ZqAu>w>}i9$&$s{sfKBTev*o!daKdHZy4@^?I6Hg3Cu(6+ znskZ2+7()P@!S{Nm|`IRDNFZe7s9qYdk^Wrq$K-bJH-H>jBo|r=}o^k1F{tgEPRI= zR?}1bT9wF8DfPTDWpwF^F7Iejq2)+~0`Oe)wGMZ^LV#9z>4r9OW_|7jPiLuBZD7Wv z!&%t+q>1nF61J?+mfUh>xe1w96hZRtWt6SkCsD5OCWI~ehitwoK{S0`fDzfNBr*3o zudkhw+|GtOxRj=KV5E2yCYMd%9m@ZgJyjm%#*wWP6~H zz+nYsV;9RU@vJeyfu#UN_SQ1Dv?F&S{Q1>&6kFlQy^yBh|l7WxUFtG*=XCMvV+2mH#EC4I_? zF0H?gPR(%y9yXG&tP$Tz`4A&EH+L8*@QWgfVbuy|?R)K1LI_g)$qp2fU5i_Q-`6W0?a2w6?JI2s=xhP;LcVJsGWm^`FLK&g!CLHm`?|5Mf^%mWCeZXIl_%=! zE%&gVj+m{)#O-0a^ixg{G6tX&SL9gARc|R#lN|(ID+)tg%hq`lN&2FK64`!z;sRgR zCP>4rg$pN&W_^e7013thyE!?g^fJZg7WcW3-`!2FST^r6l28`*vCsLO))|iy%U}k= zYab{)fE-AqtrjDMV^2IL^sEbvuiwO7#j33AucmimsRw-r&hXa-%s4qDHoA!O|8da0 zuJqO3@R@l;^uz91-Uo8IvVO+D3wIjUd8H4=_a6T1L(>VL7WURXNL z0_=PO(=X9EPan%-ycJsyF`@?U@g3Psa14cqAAvKoY0z?V_gx1B#We8jm>-Z>SuOt67-G+&NA?@ z*Y2YOK4U7qUgq~&s5S4K1~^~8d@pr`!>refe_&?IYbndD053g|Wcovh>N1OzNbBE@ zCq1-5sWq2^Q)WeKqZ>QgjSeADw-mlsXgiBZL{gF}DYEpKD0jb zqS$E5Ws?0MvUXWBz^wX-iIPvMK~x{U!d*c)K92QP?E1qgbvYCD&+gQLAYZ$&Gd+!Z zhx(5ygw!(Rt2dX`8?pwfnGtS2L`!HbBb@N51u;0`R%*}wrUTS1Y|V1u^-4es6<6~S z!%ECy9+fY#PjV6}n1PWN@18u!JZh0hR<$6+Lwc6`vELw=8vDCs?IB*h`;?!7kUZ9z5 zTN+R^b3e#qf`<+pdJ@@z+IH^tX*Ozbz)pg#OpX*AzEp359V+&M2c@dA+lzC~7vFrj zkMM&_cnVvdS>aX1N)4jb^QtdTqA?qZDX>$&bG{oF#i&sf0X|cZ>qlMr)qpXbuM{I=>*Jn@+?3I(>pR; z(1DUwm(ACdyQlsqLh7v-df7;=ki80OUU8p!+T+~$a^InqZFnj$35Ag4&Io$ji&JdN zXVd#zF45c|?tQ%2puXP%(q_Z+onOBmDF4@O6;)_GBK}H4Yy0f@dd3mI1Hpe77Vo>e z*;he%b9up>oW3+dg9Osq)xa1PyxL$g@9s`Qnc%q1^BrPdgdFp5xIs-ms$o67-?0#< z@aK1=ZnevnK(ykORw0kIaT@w8w@H+Hd|&jk5APkO zL9U8HPIh+wk21CA{hV@5x<3b7;IeLp{fBHfd{0HO&;68wgKO>i)+_s}>Yg@G>@%|= z_{=Tc-5zn-4-U^a+>%g0x%;Kr2K>HXXcT?x)Vjb~rPh^wVP+vxL)Tj{DYJuIrqq)P zW=e!6cos8n%K|%cZ6#%3#8MWIrp)absy~nw_*P2m1~t&yI2UX3^EoC5q<)c+W3y@S zDb7A;X;V-}rnT=U4o?!xJsyiNSDZ>SS54TSln#l)b)+l)O{V1wj@6XBJu@eO2}YZ~^_TSgLiCuwS0>qes7d`13MGn*@MJCUv@D z>C}A8A%LIw>hfS!rFO`u|4dHS1cm#O(X+JJ7vlhX&{+6}fXS3KNPW;*QdsedgZq57srTSoJgI7Fs_JJgKt&z7k zv^G`X&7$f|^*tpVRcgwQrvWl`DNwjFQsq589>bV?VIa^zcHw@ezL9-?t`(X8wvA4+ z@bA9pQBVxG@njgA0Ci$P4gLD+G(HfshG)}xthJ9hh23Hcv(|C&)A;UA-H=M9vydh% zi*#`{60!ZDS`DziU)Amb#c28~O;ybKiV1h$eq)CFF2kE&Rr*Ypm3dDUMYAUs{KTuZ za~@Lrzu(LOdO@U^rIkV^{G4HWXa6S_=*c}rUIpl3pGvH$yY~zfNN#yoLMtavcnAjH zZ(z@phXpKQrkih{ar+Ws#T~<9A?$PcO?pHC;9<#7kjaY#k*=k^{_tsk{3qEzIIE90 zI7A1f_kzMvTktIG7 z38097VR17HIw;-zg;w)%V=BcLelF|_JYJ?e5R$`lql16%+zWmF&D?8X&dJxmZ4He_ z4HF1eq}zq==`x&kxgtmux21uT_J>Ll_DY$ASIbrLDKJ|{n$DS@!Vw$?!@doTLv6vT zZ^Iq4z=u+h1n1$B1385**<~`G*sQ2n8AI)f8H)(7JEqmj7dvlWf0{ry_KGr@ISa2k z2GF>`$^OYaW?TJey{@nN6OB>&Jm9`aBHdz_nT$~2l&CM|RMy4f%`G6302Dg97u9Ob z&zb~*DGFrREXP>B9*>GK+^7d|>-f18k)&*%&SG+EP%4jqB*y9NvyiSXiLdLi;3i}1 z62rpk?y{i`E+wS1+?Rr7$Aytv02;jB2()d&OsJ`OVQLr20u#PFtUCb+?6R^ilge98 zx+K*$Y@kv3;)esA9)+suxu2vf&GqN)$)E=5;r;uG;VioJUuHv^PMiEjFT-P||MBvj$ZI zZisS{yPldmB;Y6j>%F9)stg=XQuetz$pRuAVN$N?QLl*&0#Ok$rA7wb_4(K>+)m+c z(~npMlDAj-p449DHm_$L2y`TCKuH|vP5M1RvRUqX?J7a`uZ?qH?A|^o00G=E>u3*=VoKWco_2)?bA>E7HEYIB9h|;b>nHu;(m;YQIT-Ix2>YTh zy3zHDJ3zX2!Z^TUfH&XZIf>B_DUob=_wX==v5S+{4kT!zW};eDUUy`AWj8StaqEvZ3+cJXY{Exwm;h2bY7 z#-XCBvAc1>tktL{$5y?soyg0!h5%DW8LjaZGBK-bG0~*|<|f`MsK8E580ex(0HFF& zys1w=#uP31C|f~R;*B=Y#`7~19Z-sZ>7o@Zfsnx6)>U-Ir3Y(uBf$%*%mc?~tMDcD zJ#e?R`vI6KvV^k&)OjTkjPOsZoIUipGIqo}N1wi5TXGfs+lo9(zPM9%85GP;g%+;c zmsJM6|DTX@+B65VLcfxmM>e|@P9b}+AjMX)Q{)n^iV(@eXQtFH&Sqh+)pkDIz>%2W zIaSJkJNOwv#MTa6z)bZnlob4Gn!iq_G5xSXf-`V@w!T^GgPq!Fw%fuU)=Dw1Ct_QVn-z-aot>yuQ%Je09xvr)l)sE6oB^oBZ zc#x{6oT0Hy7B=fTS2H~hSRXnzE9FK&5ybmxv93bPM!CLP!L4BQ(q^nwJ6)%WOY2{e z-YeP~A@u_b;c-9VgEI@8WA2`9m4QHfiSYA|F?eDt6?I1{ed-eVlQi&k4dStERN=SQ z2JpBVw92Lb-0Vzh(FzPq;o#Oh_%U_%(@%LXvVd<7&`eWI3T9WzvYCnwe(+?4Zs@0L zp?Tdyd8N?GriHZe1cJ_0&Y$-+R7fQnnfpwK9A;rGO~0Yw8YU)UGPe|@kbV8=oE!*L ziOls$NrIT87ADJdE z_*#JZvQuT2?L5LZ4l9qQa(I5cSph)U`ecX79~<4$9hze=!ls1Gy*~6*Wvxro!--emaW%k{1~}}h zZqhZ25XANu;x@@nAPc2&THzT8ZyBOl6Om6*SbE9)*s!#Pjs}TtDYjesks918*Y83y zV>SlvmnBR)sBdTBdU#tde^hV1QYMz_-vi%fsVBnM6B77fa7sc}(uh=w=zgvNPfhA zPSQcAf&kAjZ(|FOhGEIC=r4u00`05!akUscenaJACr7>9BAqldhH3ffdS;xDQMm$* zTNBt~kxQOaZ?$I~33i+htBK!G{J5y1GRUca(WG?XvFLP6{5Ff+wDs)A3rEJrLvZu@ zgM?-6sR8U)+l;utCLn$fEgvG_jFF9!s#Gw){yr6^58~uApl~A*e9a_LNj6aPt$H)v zu2qa-i@c9PXm2!yVahe@ibozVjZ`poLsYo6LkXqx!dLE-s+s$TOo>1p`{l#_hqvEo zgC#zNZ)^tMtqtW^OZ>>~W7TmgNgn7(vc8v_eH!9^`XD+gBj6p2?Lix(58f$EHd}bxKaAu-C6AMB!emlD!u>p7o8NoFX5e{-cCygp3TK-V z+_Vrqd}=wnlnM!JuC!BXp;aM1ry>$!QcJ;UOPzRgs z<^}y(S#T$zbEh=kRM!C}ThNcs~~6Z85{)wgP&jTJk=A>+YGeEtpRx{|{GR85Y;t zB^xYQa0@{ix8MZ#;O-LKEqHLZ0Kqjtu;3Ql-QC??8X9+pyK~Mrb7$svKdrm>de^F| zRW;zWn3=5^`AuHo)m2fZuW;Bc-csfv`>!XrClo(5WqefEx1@|}?3E)B<4w^DzqC$9 z#`I^R+R-EOMSbHTwnNthW9SSl4Q0bWVq!)1bN17eC$0N^;U9W9Rjc@F)BspapW(CX zi+Mhiyy`?Hsz{zi=-pSd#Bo-4s%UCL*T%(znx>74?X+Vkcg*%Na~jZ7aj zybEqiyx=g*qwutvaoc43Q_>|&A)l%N2MKnwDqT&`7ykP-)@D_aq)!_BWbZN)AGX9V zE>VtgxXP-fiJD6TvJSyVH{K32DW@u5cx3Y|IJ-O4-aQ9`+8D8nPf3W2Pu^D9|2Z`ZYeV|)bXYAuY*zLi2MAzNH0UX(Z03!$h>y@ z(jYIh&uMnMEbdC&WWKI!SJ!N%s!Oa{_C#e#=hP#)Oj}Wr9=BY|3sih5aSav{g1Z#} zzz+sgVpL;nqeo!zF%`P7n{Fn>n_YZH=fAuF=q65ruzZY7eH%M{p0+`zxSR)W05w*Z z`Fv#X*bREwU$%tX=_mH>LS67}ukoo_8jY18+SVAA`6x-W52Ag5iG5+d8uwi}2oz&I zEE)s$l8l+!pRCMc1?QM_aaw@=l=vevS6eMHFDWUgsX;&U(wRRvzu2aMO}O}*kZf<= z<`_M%gWZb5OzN8zXcAhc^?9^ftK3LkGv8)u3qG|pRre8mviPm9 zrd={i160h*{6sspX*LBx0(07Z!F!3yhTn+1-`#vBink2cK4|$G%!Ciqor&~&;%>JCDHsd7a^@CTWcm<1uw#r8WrqS%tUwW7J4uHz>ekNcCl?pnA)NBST zRp@Zdac~#>bSo@Bp#69p@@+cxQ(rUZ@IKnnuS>wB!5XDCC07xg$NjhW@ux)OyPDXq zp=0olEawzBFxR}Bi3Lm*7)pJKEOz%yfX>CEI}SQQ#N)X30q1vO0cYoq%)`RN*#qYn z32!~$ZaJUCy?A*ZmM=TENkHG#iGZi?nBp6_(R%yDYvYrWeqcV>dorySC#b@DX#ZbM zfRR`eLj{8hf$ssnjDW=`gpxzxCOOBZ!w<@#6(BHspvE1{tjwhZo3$T!gu^k8>R*Ll z*8NkA4>dcX#`zx8knMfuPugE?30nRd3bE6b=Y5;~ngLJ_TwpRZq`jx(MsWYfW_GL3 zD5_TFz>K(&Km!SaezmooWYPC)-;i|6<+ zTR1@dyWKFPV`s#>7V(^G)2{6y7a0!Os>FBvuLIZntakgf6%N&(f0Dko18XwldVpJy zBM#@s@-go)bilWBDMW~Di|K3EW}`IRUuRA2-lEcsdSG>|MUl8Ji;XBGVFk@S-9`p* zdJmJ}3?H75!-P*2-^_m~wq6z3Bo4F9+b=;=l*7$`a4vn)TcJ|pS0l80S}1B#3Tzla z(-O?PLfzt~T+Zh?GcEH#NJROjRGAqK?O44ewoON(kvJt0J_I3E?*9>~6;$`*XksGi zK&Lw`&N;xhihe}s@=Um^(Ogyk=P!HKJFZ{xJfY&3-c)a6zk3daf>pufk!l*?IIA3+ z>`10-aivBRlG2GR%lma3c zl!>1dgGX{Fgo59h{xq=|T%lwnbmV%&zRHl zJY5HF_HX0&$F<-Ggz^27{=`;qQ7qABVeBnTN}1v!6@500?DjjOrlzg146B_13GW@3 zC%=Q)Lpso6Ba)a0f2`zwOwpAd;vx*j)5A@xI=|Fp+caWm1iRG?bFAjN+oesE4^a&a zh8FB3tNpuB`Z{%Eqv26i(XUsg!*P@{$3|Hffb=UHUJWaPAxexdS%#Vt@v%)qKhL(| z+)TY!q+Hv!RrmU2HvY$in3>IWpqYqz$zihuO`^nIpFvLVT9fUp!aAeMqh29`O zdkImSfs5VYd-%#HO?gFmHCGH{;79MtbgNa%+fl)2`6k9Y1M{xvB0IU z7{6Vg=&1dys9vsTGcab+{rN3lS}YCw_aDr}5!o-4>D2KUx8~y++XPe6OUj%oosFo= zpxcvg?8kdqfY+C>%J|1}NqY<&V*3aiU$LQ|48zaSAW*byFvms+9Lh88mc{!MBhXJX zwsK}q4KTVr0vBum0(LLEKsFB2CjP<0^`SR1zW^e7M&)}n?E+(SC=4Buu#Fb?eNu+p zeHlCktv?UC--zO4Q`x^37poUZx0%sAKA7xRJYu`pRF)6g^Dj5w&hB~Og15<0?FM<# zHe7c?Kt9%GN$1{<>)vREFVFE3VQt`yEUVQfXRm4B^}a~8#?>LE9`F_Ni&wk@T!^1Y z2kFK?AMCw9$S2v3xFyHv_4#HP0spB^_U4gwpJdk66?+~L27c|BoY#210C0)WI+hOa zs3a$F8R~-Zg$>!CE?_#<^k3L$n3{dGR8VYN46M-zAa=6eTHqcr2KYjrQxd?k-(h|qgzga>AW4wAOa zK!XpXr~=7&77NXvjW(ZSvTlpDZQCZnWX0pZc-!v`*x_7#SQHx~{_{255S}Vu6lxu3 zA(H2XN~LrRR$=fqp)>a!j=_)FcQ%+_dX%QQpRr*bm?fQpOXbY!E|uh@T*gosX@+}! zg)QZ>$9hAmoq@|##{lh^(M1!JRJ9}Q@sqFMXNE4*jb!@7i5O}S2{c!XA{fKUS`TIS zx)Zx*a>=9!O%`3%h8J5Y-y>Zs^6a2CM=n+CIOAj4xyB*m0KzQcbBZ##>fp7cNFNOU zh!`)6dRnER5Fd$e^$qf)P%FpW^%24I(w1}oOQ6l4q%c1@q>2KKLQ4b2h_HfCDue=~ z5g(@-Q`<8qO*En(4B8Ox1FKb%Q}%3;>DpKfIlX+c*>1{hlG1EyI|OXWD_%+bnraNj znLi#hI53Sb4+PWV6Hm^w<=mqtBgvHzz(MMhz!~#;R7G%b;zy?-g&m9(R!Lkj?_^lS z229#dvYcwGK|efXr1uj(YN$&k)B|@_Nlp|`9QjuEF+W*Yz<>s}=tMZ9RW##FRo?In zSM&^0+QW5g*x|8YD9wD43SN|Yh=)$7LJF%t`9ijr*sZPX17GbmzN|-|NT7T=lg4!W zT?F~Y=K|)cb)QIYGmd*y6mkgxc{KI4Pdp?$0uTELDs5S>&c){C0()6Q%h+=Fn;{_5 zfXhU2@OgixiE_2-8{e4P?=?II9X5o*A0|slL0)%C;-`oL^ES(AMZ{kFhIOfezHQJy z^5oN(boxLs48quW+y}W>@9r_3Lw87&8Dl2snKNpGAOrf!%DzkDnEr&M7jbS}3tV+LxNpu?=?Z zU+<})#DDDHB{{c!5-=DN0D1H|*n6S_N;&-#!%<5dj}rTzkpA9{NSy4v+c@mfJ&$d8EwB@CUX%ZaoC5#LznLwfo~ye&ix1*||UZBZi@#G3(=lZw$B186FTzJtwA4uIz_Djh8YPt^?`%amL$P zgwVjR*fAE?(Q@jeIv#lqpF4;XzNVp*{b8;=z9iMgDjIz5IEu-EZiy#=>O;QaUWPDK zfd_IS=22#PP|Cg0%szt$!F@ub23|(!TwG`jB^mBQ+05g&#!rvbC;EpXGp07>gQG&5 zlOv1PY8IpNi%u9MI#fEkVc}ldg~EsS_6(;YXv2WXvSzfB0z;2)|VLZChmK4q?2~Ovw8?b-;|T%DMp=YJ zyX@B^TKXKCicn}eM`$rjMw`+m-tDWosUDN+dHrZC54mpju{Rn&93#qvHVOU2Z* zyBwbu%}m$%|K@g3=6gUL*opkWF8kH|qu&7EMWsaY4AV79>2P$na*f=?b9YG5*Ybmp zqis$nY3{OXDXiDCxwP5XW^^fOpnwLo;^eotzg`BGZajb5>ZC+a(}8Xp!Y(wY!ikz_ z2nESpQ9i^}>{AS#J6ZUW`f^J9&g(4e|CKRXT|?FzkYGL0EA&y(qb6zkvlq-#10v>% zXIc8J*IG_h`(=1OqEDW6AT0ZCdG~eC7+e)PdD|^krPQOqr7TnN8cX;UsZi00t|7)3 zo@wIW`E)m;q3vOe;)5T^qbv@{kN%E;RvW*YyMuR1J|4Ar$?J6f(;!d?|1Aiq)2E2^ zirDu@)m-lQJLYMpq=_FjaB)l}y!&oro?91+XDh{-=mQVGkn-jbVW694W$$luCNkVy z)4R}C4vuBJPDef`9?4c%PMhgz(%N)lBVQ5wKCwu+ph9mC{abi|ccX!Y{s`kw^a1{a z0k_LEK&trkM5i3fYVJ>w!2LQrr2qbMCIr+{Qr3L)E9k`(%=2kuiKd}jDL^zQG+12?W<}G|CT2y1F=EWR#Nop%Ohn zPc4%q8??yA&q}Y|V)-gaG3&8zyiSn#FvN$eL74`8UeUtpod3H0LIK*J=SYIl%0`tT zh^CGf?+QG>{edY!@qPt2CE|Vd&tFD*ndaJKW6(LrW zsb2&>0p1(CCvttw&|P;bZLXOYha*YfT>0yaQv>*nhp{+6&52TNG_qvNDJbH7!K(?F zpu9JDz;?Is51k(fLn+dVobS1Lumt0&FNY8jX69 zlt0lTOq2XXSj15JiNO!esfu9=emwPMZdzDl9f2QMLH2pbSmP}H6@n%HcB;ZqgerJE zgDs?XJr|xSN#7@>vc?WOXC3gv9jYOP2|#A{Ti~)6+Zf*))lw*yiM3&5eR_c(5h2sD z*L7Aa|Fg2$N1u)H7Logm@}v1V{*i;J-E~JG`3yOlV4=6ewQgsFIAeu z6HG8kt47DR!bTK*hayvbUdbLsnO1F&TKB`i`{7EOtBfUyrXObOw8P)Ekid2#T=&fW za!=bp%P zF}_1J!4?*>Dyia0l%Weukc*+%|4kcVV-$KobEiio=oN~I9HUmS5{+?cb zkwQv3+s5b1fGo(;1*ftdERZERM%JL-RX3(dad%w5uDtWuo=n3ZnT@dIcvLB|+#BR| zX$DU{v&n8yUd{Fl?rCrn%5e)WRYCgP($N6!T!xgcLrZ(=U`yKASV+gg zl{*5~$}5N+f;b)2`+N~W2KhThyiexd9%J(1(;58FDD(;X8ZxKshNJ#+`ud_yE-s*< zd0A>!AM29ND8j1@rn~SW8i$@nY@k3;4ocdwNp*sXuwIqD=+fcg;CXxh@8xUs=LXUiP073HbD&y)4d z5&WFCN`ItUyv=cHC*WEd&sd0wS-h?7_RD3gne10FDLu+*Imb5^M~1+-z{bl zcrF*h=pWNgFD?(lJ;SNyrCZap$1zC-vQz@f(d?lNwD()?`n&=HI2LSKu&%$_6BuI5 zMV&)W&UimOOVLJU&h%_fm5_g0exp%~?Eq~|bMx*s1BaVxmN zg(m8Rx!@4>YC(NB+>a#Str{J>2u)bA{5GoIAhoosQ#-=SoM$E$0z==-;u!w_$g;~Wyn&A?`XtM(^`E+^j1!!o6~OdB2P-f^5;rKC{l5{Sz#l_*M_jl z`R39b##1Y>L*8q1n3!0fu2mXSi@fP|Ma%x~w}K`J5c;Zi%BnG>BEc-EB(_p7V|L(j@W@W18Q2Ef6xTHshHPG96iPR!WVqA zaeV~*3(C)=sTz+(Q=0yHuK`SdI?sE&r2vwZrfb?S9#W+lN6oxLhp;-Y z5d@sV-W)a`UIhR{(jr8jSP!R^T5*=S+4eGy^i4h0XOC;y#j%-k{b=&0#d%d1PpbPZ zH($KwG#2IYLm*&T2wvdVB^M@ zSor|cA|~swHj-G(3~~wuJQuy?JfeZi@1zsu+95E8&1uS0!jpW)o~NUuaP3do`phKk>)cuw?8<2epy5AR#yPsB z(kR<-1ev2B3Dv}hj*=j@Fz<1HFKiiv6|KKt6Y)XEL~pGce0ii+;k*{^`Zim<7#kye zR6}0j|9;6Lv&ZN77|-F-n-ycANppE11H5^)|!^loH^nj4$OUEJM^Pzb=VfCN+2NrSj{8Zf`abKFk7?u7%Vuj{hiFmT6ea< zT#G;(3M19`cVPvY>#8%gL{6e33|YapTDh&Rv-|vsPOJ4IE4$l(BKuuNv#1<^t;Xo* zXQQWBkE01^bCIbP#I65HeI_9{#1Nqybm22>L)y-viOze?0m*9GLu1w<3_#r0YWUtL?S&H_71bj`|7;00f!^FT(9WyJQ%7nT_eH1y zu_U-+vHJNpzk5HT5U?wPGhK-vmB)gf#@l4x<>M9+mB8cKEzn(b&+m^}U1Yfgw)*2#j>#gyBZ{1w9$iD5x3Me>&2E z>HPLCmPYXF$rD*2Waj^r0il?qmF0{WrfBB0@*l+Ea#2jB}4)JxtjOtRbjQO=`(S7QZL=8fT9#f9jA zZM25E0k`o{v7*X`Ds+ynIrjD0mCM~O6~*@PP;(6NW*~@+#>VBt$g=5OOx3ZS`513k z_4NrkE;L%p8YKoyIAXxkuf-uBIy65Z;?9 zYk+mo1W`<)R%{RJs?uQdvo=E5&}*$0e4cWNZY5~ zEBv;TDKWPjT2DB>gw~Cx%Xgdjv!Ns(#NEV~=Q?1}>R4Re6`!bA>4(&-(lzQ{(%XQ8 zu;P+LQFZ?AZmfe5=h8BkVyAjMzew)&MW(&?Dp~?PopeE7Z%3u+2C!6S?|XZ#`Gj8! z>sr87dR+vWQJI#ATro|WQbOy!|Movd09bz*G(JC92lT0pKa1bo>Pwt>Q2}`&0c5Zs zV{d)VP16|w@zla`M@2j&^>BKfp>Y@WoSg-U**v<&>=sJP+%E&&4H-|qKS}b|=sKO} z4Z_C>%U~PV;#C4j6o}A*#G0Bhrev4X`mKnJB5m<1^k%s|f<*>mPpoHI*k*6!`1Y-VZWG`DTuS!f}CDty(@nnQ3DFWQN%W zdz3^!4b>YHf&gVdmj;@V!O}BcO)WpnqMJf(H2PX#jeSS{0yFys&y*fG`%}^quN7Uq zV8~2*_XT_c5^hc+jfF{Lj{}w8@P!lPAI_H~)qA(50@0oR7L?o2zqE@EH-oszG3aqG=_HX$6*d>dcy= zR;}U3hl#h^=hQqsC8o-3Lr2kFlbvT|4AV9aKUoO3fJ{PWrOJ(X3` zixdCr?91;!y^X-jigUsxE0WT0ts0h?N@N5ktx3coS06wRQ5l}k*POFB{2o*6p=}7A zk&P_lf~gn|jdH1MvjBoH`W?_tzEhLHK;)Ulod#r>s;6zYZT>i%S1Mw$9ASEI@j9`n zhdmFjJYR9<3T2;B~L9rE9G z>9Asc>+SfA=}Dl(6^axM?0u?u?=tXoI``Gi-=IXEM8i?u1a1|3YOr61I_mWm4gZ4! z_+ukr@3IRF3^}$Uc3rm5$u${AO^SkB4+ukv=qmi)O=bf8vK*V1PIJArdory=qHty% zkp7^Z?mUO@k~qx!UswWAolr13pvP6@1-=YMiF{Q5qX-b0d4Q-PKOyG>00Ug_zH7C| zy`{KW)xd&M{s8wOr$OG$8S*vwNT*Ea3%lXdN5orL@W}b;1nzrr@m`v~CP3DE|L{xj zRl<3Il)=lH2KE$-iYB+P!@Hd3^fZ5eh@Bhuz5fUHVuCKV6Om0lnJPcP@81qb+iK>I zAs*I+-~<@9c^+2G=TWlt`M&DXg6YV7G+iH7H@)dH9E7If_-_^TUqN5cGBJ;+GK*|g zo25&f4NGhf;%7wG@G}nJEsZEJj*y>M#dL&=BwPY}>fH!O#-)PMZbf5*5oMb$@qtm--~I z?Uq=TWZO%M7hblqIO&mUU$Mcp8TeKr=633O#Q-vaTONJ5blv8X6Hv~53c4+LhLjnJ zQgD>=^uxrlC=poy@qJ%$LM@Q-JF3*~A_L@@$VFXt@hQ^x0KTX$_WpiKwQdSuVetlU zT%;E~eyE??_ZZcj&GU4*x1H#eK4aWr=o5+iiyx%tYxWM8uMW*mh!N)5V<^Eb(u}d` z&ta|I_#6R2eRmY=li#depG4Uj z60#GPl#s0jLqB-Ub?zyGdo3zJktdy7}RzG@+qGb zGuz4?Y;$A|y9SUu?_(NSqy-8ZSUL`yha~2_L~AJS^Pp{Sc7WbI`6vU0W^Bz(YG7WU zH$>hfQm&_gzs2ChbU5`R+Orbo;B+JKx>$Cm^>z(j_Ti_C)L;G|9Y<>?nrXo4Yjyopx5fEc1M5r%{Ry7EUd_5p4~ zM{Ep>UeseC1*XRCQK+(WrE)cWU^Ap%b-{(1hNLhbbL4q;erx%Cy8GS%B8A5?@s4YZ zzfEUj5il0zBjr8xy| z`Dnq6#q*3qw+Ztyfoy@FXKT*;6H1FF=7jy-!6@n}e?p5Iz?yJ0vV=|orKUNEkaa-V+#w)ASF$>)hhCv(@1@e*%2Wr^K) zST38u8KiA4&3-S|Mfh&^I5@<2M?=Yehty7bs95xGtMUMWHft{p*fg!_Us-^pzmSsN z_A+mzK^6)wnXtXe+M2FVHoq|xfHLtLh$9oBXJr4BuAu~#*@+2c_c|NSUt09vPEu(3 zaeF@`nRTWtG|v1783Zs&|7?-p{Hr28&zP}F(SlOEGp#heK~8`sE8LbAw;+Sk!$YXP7 zSyu%jq~T)hdq?G(Ei3DxUTe8}s4_8C!x~7zA4>F0J8#!8M2h8;_fe%%)-^e?&y0p| z4+euA_dimI_mcky#6*hjn4{nwroq_7ukz0b9Dm%TE|QltA4#);pq^Xj8UdpQwgp7t zhSa$edpup}mtKogqn5(>i*@X}j++mPpqo?-lgjP9{$BlJCbnYKV~&quI5<`E7!R^z zIuDL3Kox?%xQ-7OG;dC<$X$&x>M;!^mAigXGH80QcYp7|zmUK{P>ww9FTgJ-2}vzG zHpW(k6WvlInhDp}?k}tFM_E;UUThjL_DUACHXyK;;QqrjqT7dK7T6?PDQBi1ak%>w zcl1QgwXH+#zDMFgEjS~Us$q(0$%eyg*@uyF%(=$nv7cl9QW-WMY%Hx6QBn4Yf=6f*fGXY7rovup3J)hR}xD? z?_}*+`ucLbJ-KPN#8>6nu3<0%WAv@Is~I`TIkB(TN8xoz6XIOG=d*e10Fk{;-z6+P&9+^@aNJzZ* zk)G9lW7XH+Ue*fKLmNYeJ1wj?-1kcFOr`UX!@|eM+0-x2+pP5`liwP(>Z?Y z?j8Z{*2pO$Sf3jt6XbLk>d05BU4Mh|1oE;E>gtveCGK;7MD{pa@*ksRGxrHB`_iPh zMoDf|w@)qO0C>RI@=ixIy5s;h-!N}ziNSIGnQqG0xp0JJB-`l@eFw@rH3DK_JDQRo zMQ@FdMKcLJW8aO5)vt00Mf&(eRQBHL9}49{3eVn<5(<`yK1|%>^muY-LTg)>Tl5OqyX~n&2VN)LSL4 zUXxq1;ygAZ%+G4v9-Eg<_rl|jTs2hHH&vP2IlDB!77wcEB~m5v{Qs^=u?K;~!|JSU z4ux~=&%A+40gB*OI1@p7#k=gzrP$?)M|>YPc*^-oqsdbczr(Um@?a&Jc0XZCxcnilk~LyQ>d|s59h$F+4~i z9d#tU#<`=Z#0DAXKG)7()EgW0ZNG|^UDiv}mI@5{^)Ew}a@1azgNyq!2oFmn43C$b zt$GF~i%(GkXZ$>gl|_Q1m7nd1vV-~08Xhb=jdG&FF6-m^zik`5Y1)0X8iM-SJx|ae zeY_`X=%e zcBiXXo|bBzrN^BvX=v1m&uIhd?t5Yf?IwhFPh0DU$OEb>Nf}j$W4~wFIaz3&^EJ(l z7jV>Nt*_tj@U~0iY;$I2v^uU|Lk=8bPFpT^<(dyNaiyx!YOor4YKWhW1@_^M6JD63 zVj3&Z?r``=^sOy3+^<@Cu0$?}a@J9flKSYc?`y3Nct$`xHy>rJz3b{Sjna}Xg_(PG zj+^+>a`t6I@I;p=#uMj2HN2AuJ#(*(!u=0S!J!EsOF+`%>{l0_>WX>NxP`u)y$L8` z0xcESem-!4xze5oQ*fdkq}t;P0u%d$T>=<3dTEE-ilB%*X-jQS#;tnT)ysvJ!DM_K z%_@C}-SE#2VL34^S>fvk(}iED`oA*l+D=LXDea*;lL+j@LQS@+Vc)@qJ)g5S~#V?Z?}Be8Y?q?9T83b(6&-d)b# zSCzG;o|Vg|n`CQlQ|%ZsM1K>&%)u95;M@x z5qGXyoi9MXFi5Qf7XwK@YN`jpmXyx#V+DntY7mJUVtGyyld!W3mz1031OKcy|CO9& zco|XLnm)!obqKq%H7X6=T>t@N_=eg6+2cNj6+(}u>AXeSc9HQ(y?bTNZ@-yn(vpki z0{^R9Mg8%#gYc)-moDV}w--X%>^Vm{y0@pdVeu9Z8 z{EB&|xNLsSI@&_o^occDGaAk}d129ZK%ywOn#kW&0t9IECB#BCz9y(Ba0Y?vY{s*{ z!=8_ql}2nI0+}EjJ@zqP`M&2xUxX^GX6dM=1{~nEBN_q3zvKZ0a(>R`d1DPKyW?xU zxX@H!GwgaMT8^^cfw?Ch|J(J{3@wrin!soMp?>=7@zAL zMP--6bG9gdi}Jx>C=ROVex!QrCLLxHca9T6OnmMajZN=!W{(sO6QoFg4a5UcOL*WJ zrO%MJ-u!B-c~cmo+k0PlhLEAZN!ZWZrfokK6Jl7n4%pMo?1MAZUn|M@as-ClJ2SEV zfx2T5p~ajdeFrJiQ$kImH}eS|OUiVclj-QYzB&r2taD>Vf?8ft8DNXduP9)kFLI?+ z8Z`e-v34i)mKS;bbv(jAh6;3qdei+lI9%rfL>hbI2G}8G4wf#LBTzsFGd%QkS zUBv5M&h4l?88R;Y&bnr{pO`GbqW#R4`BxV35BC-N21|e_p2o+O?;Pjpy!XB~SvXGQZzY9+&>I_zUY{h5+#XmS#iRKi_mg z52K;#)P}DnB>2F|lh8ch1UzX>U2HjRUi=?DAJ(Gk3Bfsbe6;IgUQN^C&DT(KQBiW4 zpRZNQtL&%w#+sScq$8d5ukTOpguF2#%T?Vt-|TWw7)-h=n8tQ z4S1P^YYoFlg4+68eP~(6^1werQTu!P`cO@n#EB!P9a-%YC} zZW4zsf@7tu9ehSbTfLda4=_~x)dz@q$t`F2;G|i3)0%3=C3?ZL-j@d5!=7bl{UZWz zcYy}|i0(tIXG@}SyoZgZhN%5t*vCO1^d=(Px3*Dlzyx^s0}ICqkKgSg=E3t2@~m+; z0$=9%1*z17@l?UR+;!xG`Cl;6-2@*;=ZNFS(V|n1Hsc>}A7eb~Djy|%Yn!vo#}|}?Qo|25j;e2s1uU7-yfpR9R*`6Qu zOUC#M(slF9Fi7!4`9%lOp%(9fr^FbkA2{^avIZHjz&1YpVSA3%%ac=%+1B^5{8OxM zV^?GZ4fxY~9g=6}UINZ zz~32|Gq0bzMeZE%{(d(CpYR%Yagm{y_jt0{-e7LXI!|_s#13 z6u;3hAk@GiQ*{rF)yXrurxl#Hz9EYa)hQ4>-%$~$V#BqMblZm#al!TeU)^;L!p4Wq zyre$#gZp-TXV}l@p&=&2Ip8h2eW$QyyO)K{J79{3FdZhV>li8wgBgUlz z4rGM0ZQgvEVRzwMe}xYLW|Mq^0j__^j-!9c4g(1Z5|yfNN?Z1lY|qV5#wol^v3`%U z^VM><41BsOv1FH%)YBUVDLUm>~o+!a;B%ie3Lr6Wsu5334cFc_sH zp1c zYEbMAy&Cq&7Qu)$2BLgPP^M29u7osuLrVe$F6lJ(G$JyvO2ooz_;*cLLYZwI-tp?0 z>P_K!Vd8U(_n6&qW(wrY*hOUjs8V=1_B;QOnI~Pux3zCifGcVgku0c3BHzvQ4A^Lc z(c(DIvbcx28kuIYnDA8$D{&r)xblkdk6=Zl0&QrPjSd&Dc|F(0i5CYa7i!-z4A2m% zH2>_B>D8}cHrDXzRZY=-IyRL`(pPPl`Hdog9`vD{74Ub;)Gv>&+G&25j@G!YOWQmA zRYc1y37RpS$rdj?MxasOib*B-s3%iONu$HYl$pAy{$X2yR;%{PynvMvKR)3&Va(8> zeGAwwH6U#Ds!$k-UlMsVCgkH?E=ZdHc0QiOC4yA0iwM8&26JOQd}_SaP(yUztLd6| z8?6Tn1o#g=9+%yobl)l~C*8g2HyRLaa&A>Y<}c?*JD~B;av;v*bWs$Q3;@scW6@zMW9$5>XC}~rYe9B9cdFUv4_T}Iu{Z(xkxAy=(>f1|D^QS zC5h*x!PvXUJSJJV3$~Fg-A^-Opb1aUtt~nx90Z)G6W_xrNv>M2w%$8y9je@m7tZzs zaiQOzoxPomt;SjLgL@%~^fTbx9=4Pvx%L^^}dc#lQKyZzSQ5SA;`WvNJDx?7t#UkFv6I@E*Dc}R4&aXK%H zvyR1V<;rJgGsFumy5|(|87xH=XrRTL)CcxK@_wkqG-LQ{<&J(a&!_ma&3`a|N>?pM zLuL+Ru3a%pn*C$lc|IKyv>h#@srm+!S5kzeD2n(w0@~2g6HBzSkFYDs{HgG*`^{_- zmYR$QC_H?}gImo?^Z}s<@l;XU4!IZW4d((ig=VZ0vpwCk=n%29Mv(+3K0*o6^SM%m*!+o4 zbbO4hH8~y`p-Wt+8s)a7M)`V`XK%lWi28~`NmD6}ef$C{Tl=Tv!D7&aeSIR?#22MV z+YZ14L@=IzGO>wfqO&95(llv85AnQiVd0KRC|jOy2#}hIxc-Nh)8LTY&r?KX|7H5_ zoT-GvW=!_ZJ8V4;(B^IQmV&(R%6PUTX2N&a(uEo45gX9L9)n3RjL%CMG$-JcP0yD4 z=VJMMRE(e;MZ$8wd(x4SC@#khYi`2dI#gcbpIp8@RWod1YP}2KdDzc6Vq_b`n|)rD ztsHdwE$?`1nD&43y8O_~FpKy(wjL8cds@DIBV3JN%sv_K5sr~%JC1%h z7t)`~pih4!!Vs3a`MM&+{(FDC;l%&1W?XkEE4^v|i35^W-Iba0gOLFC<+q%kKa~p8 zu~Pn&MuI?k`JE>|4lW5{|NgD%JCk()ZZ|O{WW#>XD30tVEGn)q%NLyC%qNv`JXfm1 zLbl5mo3iF*8K2->h(-lN-a&ZPi}&zy%qb@=?qs^d|M^pVycp9oc8|?c(Q-`M<~o^D zzt9G*{yrM4HF_C~Zv=)-GE8iKN=syw4SAjA6io&Dw(PWq!%Y0Qpxhh6T*lxlpbvLpzSBG7@ejy?99atbsX%r#?2O%-_5F8BoJndp zQ8jHo-uAcGQa-O)jc?)VC}pq#z+h4b+WRx!G3AA`XR=LE+=q}Lj$#^NA5N^d?==*q z<5u%kz2j`$JpKDlLCPg8f-kK*rbs+PC0V8GbmN4H3@KV66K%4d?G$RsfB-F*ad zgThA8?I?9_$b)ho0y#uQbfoCV8s{qLA;Dw6^t_G(ogm39`VHAQV}WE@=qKewb#DKG zV0g^sW)jFzwph3tpt_h6x07T~Qge!}j$+I$Rx8OkBk8V#ksr1QkJ3L#E)fOy{$l_7 z9{NvdJ-}n~^-D#rzj=caFC{9h3PeY@PaK-_FyRzhiH?=j-L84Ta7;Upe7<68|6>3$ zwWt-|_P#-+#4v|2S@CbQ`KgaFI;HbCd&3T!cyB!yYdN1rIK|&r9AexX z^XpCo9L4|m%f2uGLG86)XLGk}9I2?5BgZhi2x3E+Lm=$MB_7U)#Yi|eE4FwLP8>?n=Cq~Q&*@{Pj~r{9RmK9Vgt+ zV^*Ot(DfL7`kxXlYkhbcRW;qF`Iy13R~@t1VdsFSpW0%^Wk4aC z^W1g3G#BnrId_I`<*^ z(EL&K4H$LhRqy{*c3x3UC|ekY2!bFGx(Lz*Y0`tV&;m%4Vkk`h6n;0xbdEI?()2yJ8!erJj|NC{x!2__Vr6_u9fUQO22ss;L!QfJlQ`G8Cw$5;xRp(fa=^C_P%BK+wGp{DU(0N7u}>@1 zua6UusoT5rHPT~^8REn{bll+7A4G^r zu05iMn6*>_bXDgdJII{{ko|6P#FF7fNSCyl@F#>SkD|xwQSS$ddMbB8Q1=%Ed3GXoTm-Tqeu2%ve&(1HS zQ!hnt1(RP6-wVamiLO(Yi}Bu~exf~V0S`yp#7bSNvbX;-;eP;#`{R{G>~L>5-vjpW z>oh=#Ikw9@FJ5j3MaUUj)5KTfoOK6;TX|Bqe(uK(L0R@U>^bARa3DO#q9=@Gn4TL* zBP1G=Y893Feb8)7M8v8ZS@T89y0PL?P{pkhCeb6N(mLCoj1%J`lw4Pmpuy`7#qPoITpk`#9eqj1%xREXyx3TBd**a?APe%HFtoSSp5VP9rA- zWEUkJQ^07;0id7WLs<|iSNCG^fK>o2KySFj=vxc7zS~8e$1=Xo`PQbs?uCpUiD2MR zTn?`i4SzaTG?wg@-jw4~Oe{Rnd_3$qn;Z90m;k_CipCv;0_O5t@?gGYR$qV62VXnP zSj#@4)~Oktx}MElG&aY0|K*mRDs@*+x?sZ1=Z@n{uHHS;BWqToamPBU+>kJa_!B!8 zXND6JbL&2NMp0FNeKl-KJ;KG!3#SlE!vJjY=ks-jnvM>s8T?fhFu>UH-O%?#uQ9k7 zE72l!ewkeI9};W-C9#>)(a|*}jfkPO6J^%;V8$)QT&#@6QEyQ3iNq^!q-o>5I3p-g zQLTrW{FQRt3i=QKF;#Pd8-^+<_PxfI*Pc9|xJM@PfQn$0hqeAEh z$dIFBWS2U8wKNz6^68t=&zo%;n3wfh=1ca2l60f z$xH&0ukyRi^M?pY?6`(k2zU9H`y8=cftb>5EhaFGOP<3GGrd&O3+$V#$y9)sIRA_a zg3YUEp2QaN3};4Y2{&l*l(-KwM!f@GV-g9_jt1kv<8I9xkE#Qj>tC-EKVzc$ADkwA zg^^P_d2&k|rp#fj()f;s6m79ewtJ1Yqt7L?lTik!7>vD?PWQNUx6KNdcJOYWH9(*r zeukeq%?qu+Be1{Ky#9}u`J3PW3!nK%w}U>an}_ih#_% zrR;{(F0Y6sx<1TeuhUWDRLf>qMgF+)p$HnM)Oga|_zh7A&IUbZR|NTlJW_g%6Y;Q| z<52V`U({)zz(80rineNR!j(12V(e0wAf!vJTl&lH(r5{A*pj=4yM`b$%F9pIP<`rr z@Ovo&9Q`zU_vUb6EyQe#dW?o38Chwyg4j_2*X!Sa{9O zR=m8(Que|Hq^D>!aB*VB)7!Wtg3eLIYvWcFPzrsnS!ySCSWJns%2KS+QA_``lZD*9 zCgyfWROy+E5>zsrfChjQA`|+(4cs!3e;`uu7a~{uU#LP8;7{)rZcbB1{w&-)S1oX7 zGR!$$OiVlGKHJ;ztA{B8^okB*ySCfF{`2IzL5GD`v6e>sAgqPKGqo``s_B|yy$;{I zV&Q+tPo|%;1=+Zbq4&wZ-w>(wF5q6@WR}E>flUR1^{NZ~G8XU!M2Yggtl@$FMdbXE zPeByUq3Y~vgUqplUe4R;!w74HZU2qJk7%-UI*-B#B|m4nxz-uSc?6g+h>h*(9JiMm zR8oa%Y`&N(ITWM^8sse9biaco0Z>~iLri&?XYGoZ30lQT%@8J==Ca!t0+wX{Uv>N* zxSmTeYM~yCzKmQAQ`InkdujozWtdjSfkzsMIn>$=6 z{L}vAPcXhor{G3%Zj>qUeIxXV>JVvIq~#>)=x()*Hlv^3;bL>)ocz!i2FTMqPH*CwOcP9jAF|oS9#R7Rl%O=4k6~ zrBf@ej3(mDmbt)-RVl-{b?*($>8W+a!Iv$v&#-2;GZhIF2fi+UKsFEp>Jq9zW3_;! zuUs;6uUK=^W=i@|a4ln^Z{(vW2+tedXS4ZtS5zTFt3g z72uh^cH7|vexxFml~V9#P9RKd!NATgYLJ$1wTKmtut%=)c+xH?u$7_->N!Du!EryZ zJsf6L)uw}El1on{91mdz@L;}K)>`d$8GGFLzJV7v6P$U&v7Qn)<*wO&N%A1OU3-0N zw!Fi9Klk;2DHapU!_84iswck%zlSzzMH7C$a;dK2#u3@U zdMl3@#Ewk^y8$Z=s4&|ec?e#=KTgXod3!<0zJTOfWB54-kiR4D?l+mFicj!WWGyNz-$npqW9MN&~+cWLmuSn1*)Nw2M;u$x^s% zRGO!Y-ZAR|k_Rs+*|rN17g|y_M!VgTa};2o>IL?#VS8R9yK{WbGWpLX{y nF75DVJKxYkx}%LOxPk3_>3gbw|G7cg zen@=NYWVIJ|I_bM_Dww4gtK#7bd4KH*l)lJXiA46BP<0xOEE(PY-pmo!{w{g33oKxaaG z__xH4d*WK)o?qx>m1zF`*pE{0@(jUT8|>e|dSh9~=Z$k4Tp?OSHsN6isQH9LJ`qQ{ zcRM;$NbP!y3=b3fc0C=vZ!t!9c>x2D#(gLY^Wos8H`m4qhxqi$5~JJC7)E}Cvp@~* zq5gC;a7656If0N!yh%T=Ob{YK1l z9;k0sLT2zu030MmAhaKn*bqx2oV64=f)gj@2O_^Tdo>s}KbC7fUpmUQ?i#MzdQc~^ z*R|Z2Aevl8p%+8El%*|TpngB)-CXVy^{!4n1*J>~ic*!+XuX^omJ~+lUy>smZ^p6OCHLdN!z15sS$poMu8`%6}P73r?J(_3sCVMjcL7 zwdmRiSR#0;-?ompX-dv95;Zi0_g+L{;ULVT!J$wbB}~_yNCBs}&clUeI_vKH46gtF zYtce(mj)sQQ$gYMh=4-Sef|w*6y8b>=#Vc0qWyIhkjX+?VM=+%1rCL1(+s#uD0w|> zMYHIRV#K^Gyix<4-bkDGq0ZvpM_{tf=(roQi&;B7@nvA9yK@}#)tzx}5#{!7oF?*Uu z=a>H$>XjmZXRF8YbF=nt@Y^4-eC!qoCh?AIm9ZpCN$Giz;%-iLkp6QuB-T@BGM+TH zB;Jn}uB|yq7mtbMrS0fv(F#2b_6|gFpz9Qmxv_U?-fgXPrrKgFuvd0-Anx+^6DI;S zNEyxesMPyu?C0%KwIQqrt9=ZM|M*_L7eljz#N3FJemi!iPp zt#@CN)<9@|zn_ZBslHzga7~iBcK2HC-p_b zM$%;Z-ya`E&BCaYf?xmqe>S!jG&>@q7<4x9%TAvNAgSlT!|G}I^$zV?(qwy?<0zh1 zM4Pmz4jK^LX5X!k3O8E2ow5YDYn{9Q)s)H>ft|_`WhnchcOM88q(%dZphF=e?b6lt z=eHi1oPfnsoL_*RN1l2tt4JSu)38o!$bwW4xZs{owwa%M8*Ca0dS7#2k!DE+y41j% z7faB!T8ESJUb;3ncN?rlPB0~}&4RK3ZqFX-9*|bS(&O}9qODa*pwh-%zw0%fRwpK+ zR%};7cPo)NjZ*w2J=|pLak1+A784(38Zf2~GH*X-mkl0Zzj5C@e{R>2ZOt*S?smlX>^$WTNeC+g(14hq_La@KABb2- zjgScH%ijJr2vpO-hms6C89+xc`WJ6u4Xl!kFmS-8U}{WLyOe9toyw)@ZqPfMTowFv z0!JptxVWK))aqx9c%qcN57KXzKkPk4U8kvyuo;6)l>>8h4EgTj3TCEzqJeIcqt-wV zY+AU_uYGtfve#1&7Y?<^eSOZKY#*phexE)Vz|2@Db&;xsL|~%!g%FK@j2M1=%#LB3 z=ChV4M`xq|2JF|oqpQ;rH~DN)H&jA|M#Gj39%2d48v?K} z+)GEGwLr|Fio*GV$KwSz#V|kc<~*GOF?I@h=;X&2&*J-(OdA6v_^dR9H{F@kgP+Cs zfYG%0rMH#Uc{a+X|J0XK-tY8pVSoD{_PE4LKBx30{-yJ+Y8jv3iYXih{Kr3!17n$c&;3qP1~AFJZ0M?d3J638mzyZ=D|w zI7~~v``4B!^(>3`Rs0~p3AukYTdQj`bKJZ6T^x4~9!m5Wj81w*{29H{`h(ZvNbn^QIaW0S#D)9tVZdS-6aNJAHHt z%hg4xVhC)#0Fvve!+8zKZa!bR7&*5D7HyhB(=|0*BHp12U?|*#D}WW~eZtl?@bLK^ z=l?&c^-mQgJ{&27&^L|3;#>*Q_@1!v>Mv!Kfs z>nG9up>6-5+8>l?Kgd8Y9UhWVStbm-cI&H~3`2S^$$GLMlH|%r#hy zYWDitn!HiHWwc$U=0yNep1mD%a|W-5y!8pt)Q5(M3^Ry}hb%0cD`36;p&O=Pz-#C& zBa{FCs#ksw?}8mR>3WX_#U~r6JOsb|bjYU@g!(!Dv8P04<(g?MTExFdj`Vs^&3o$3 z|KhbG^Hdbi^Q8&2!QLi(&=`H$WBXJ@X5;i%zGb>`pZcop4NqKOy1FagtRD^}91}(2 z8V@@@dJ|o8Pqi3F3JQ>jU^5I~cikn|x|16$J$Mg5YS}aj>|keEsCYY=v$g`CTOlCp zFbL0pR1w9Us({?zhw4vk+s_xU{a@*eLKPD1h*%JX21&-yP}jP=n7CB;Y) zZ&=?{Rvpse6$0xdPuPw)0009300q7y|1W*65mv&Mc9DFh(Px^Af2K%}VlgCB`f;g` zo!?P^*>Qa^X+DGh;f(Ca`gt_^1EbM?Z;6XsC{a`7q|Q;Kh+x6Jy&@}-T7i}46np=` zw+xm)mDM&)JL1u)U+7uiLnbA1edrzGy9|JEZP|bS|KlzH|3UNX>w$kpt^WE)1UKKy zN(P_%KRN)w5bCl!d%nqWj_}w) zMQBnwAFvMN9cOwX3<7$FrmOd2{NHn)%6J!iAb$^!+t?tBKN)mWdYbKJrUqaC|I|0| z?+DE+m4#ekeT-wV&60CF?bxfh@puj6-e>-*@@NZa{g*$P{*9P7>9HmUeBW?};N@N) zQe;h{F$e$u=Ji2(i@;?6L->gPFnXc#a)6GA?#lng`Y;~65=ER?BL4(Tf&<>>>Ch_O*_nS`-b$mhnh z93rW5EC5cET`i87ZS7R3@vF(N1WTzBdi94O_@fyU{8Omt&m8sI2LDG@7f81Yvmpj= z1`#Mjyvj;>OdoGFncbQHVbO5<1#$Q4G8>wau6Hxi3&w{6#Ybeb|wj=i9!b z!iWGtLEsWTCX$H!vT=dzV}!ZmYb@bf<$ipd#ZQvH;xv0pn+Y73Zdi@+Cft3|9qnbV z9V+CvKe&}SbcJR>dh%lRm%Qgo$E88WH)?titCZraEdI!@ymcTYghJ3SCxWYa^O!d8 zzxv7cFMugTv7IhrDPjDTUYH`rC0{sf7<(6FoHiItR;E#}T~0~tifI42NM0CoQBTQc zCH3ebNfBZmx#eLAADzu*|Cpu9m9*g>p)?7NMb1LfwG>sHi0l;-x^}&1?C?A9PR8JS z$Um3Km>hD2p;)WE}bBCcfCaR-WA}e(Gy7rk`zP;;~F8RFV zyfOII9jnK3NBxQeEJX5Id;+?k3c1QoYOR=t|tx`;gmuqU=Fy)2gUP607!RLkPq5PN1DW zR)Y)TbIIl^thQiHjxUF-K7nTrF*`9PZ7#ySsl|&tFUN7!KUMh4i+@uOjG!2+Z1|FD z;c=u!`kTDu#~|UbD1jh+3_b#AtX&K!ek@Lz2=bbf8Xjd`tWDjmq%H*JRyioQ}Q)$uYXBP zY{bZu4>NCDn;uQYLfW12Vm%m`Q%AnE#n?aJp$aPuQQr?(-0uIjli2JiLr<+K#9zrG z@ZE;mwmK2J!2g_i;0>11DPa6`{mc$D5AZum*m* zPbwSZK89(P%##U8Sh8F((tl-qKGxKCp+@~m9b1E~A}jMB&(oyD^Ekk8NlADtG)8!+ z@qVF(#3-J;Ian@xIWRyznXol3gC0#JLc}dYJLY8|pS9f8eM3GQ$7ZDeW1|5g@U*3INshn)(g{!micKdLil#pTbM6WOAoTT} zMWqD>5tZn|xoGAYmweY8l3<`SpE5Q3@Ra8QHWUb)@oPpJ0t|is|NbC9|N4pl{SM!I z`w#9E+IW7rr)mHH=l@Orzr{Wa&XN{K$Q zD~CXd%jySDCc&LR&P7*iUY{4I0Q)t}stC#?Z<~ra#iqh*=@D)=gVv`*1^feY8UL#qeAWV)S8bWdqxvV2XH6@zGTT%3&sJjbdLzSDqF zs9_zC=ZX)k3N=U041$tz!E(pgLoM&OsAM!{M5cr~x2Q|@3kIKxix@Pk29Ek2NqUCj z)~B1NiO7(4Q-?Q+!A1SUq#HF%Mide)DjV7ombg41_<^E^bE~yUfAJju@<0ErzxaxT zRxSrvXsS4NocyDU)CrC7b0*gq^iDdI=r0x{53|>dpf_iDMfaOc=(J08MUjl;YkyFM zzt>CyjtTK*1-*g8(Nt<)ASAEW=^7+qPB(u4Q}qj_sI9aP(9Ja?>sI?4UE59tR7p^r z6_77&MF7d^-aor*@m?@sfo@JTFajod3F^_mhDF~co{L=Ul{hLhGU9r+45E_4B?WS8s#ZqFp*(?qZUS7}$Vtw%d@sYs zF?#LYpk13?VSSQxWxW`It`fHZ{(LtI#W2eQqhnVLD;IhdzFc>ouV=)#G%Chv9(sw6 z{z?2$WKxqLjT+9TzTgd-3On)L<2_s`erI+!&0u-gBvl5o+G^aky?oRU>S>hx;nl=d zn-EayDqMFQe_e9myZG(Iqco?jwF43saIbDi_P207QQ4V9a%G0MrD=>P^#kno^_GZk ze3B5F|M4 zgnPGJCK$yGSXiT6|2$!mkYcoIug~r~Q)K+m)2fw_6-CH}94W4PrA2U2BqEH&25PQz zWy`9eIizZ1`!9w}t<6a~r_)+lDMz+kS-e=E;e$z_(FsWjM;FbSjm?TMOk#LDew`~B zV|m&o#GZS5R6IEj-{SQk$lC72%~|U6$=v50x9DSWV5Jpry8`DSM2JE?@*>Rt+laANcJcNcqsw%vX#?RJ z|Ed5gky^%%YNVh00RI30{{jk(GOU~=;J*6Vk)MN zRtGc@JAkCIn)HRSpirAy5E$y3wDkDmh<~)iSDdwRpVKYeE8gYAbUy#d$}^}+`AI^? za;e)0RMngkgsz%77{$w#Po&Oy<_DyWe*v+D;e9a+h+9QeS5bGa{^zemt;m zZ#xw&A>vJ@mG{5Jo0N7e|6TA*Fw=78{b}wtPR*l5GsYB<;07BGq3vtqGLYAve1Cgp z5`dqzik2&Je}5kbvU=h+p0gjsA*5#nk?Ez%dVPGCjIdvoD*+|B@_ZCbg!B{=0}!AA zR2GQooXDwu zow2}lyI|M(n%NXK4>b&%WROZHPn2j3J|JyF&W5aV$J0{&Hkf#)9NE|2*ZN4OS-VGj z52@s{&21fcbRy?Bh_n6_B9YwZ&pO*GbeymJ7>_YVDnSr*!BLiw+8fEsChfA`YRr*uweIZ>Y1>y1g-h63Aabd6#X zsAlBSwQAeak+_`9ObaU}y>(fz7;c<`sC&p}j)Ty5c6!OyG^OB)c-S-*!kj5^5(WMK zeFBpdUsOTQN^%*UG@g|GLxgHK+&We`?8|&y-l0LNux1R#5Os{XhTz=#&5dAwU0$|NZU%(ogxF z`+N29MUOYunb57lkLupx138&zm#i!{&lTQjR-jNSKPlCZcXV)FxTP1Bm}M$^1Zt?< z*RJSptH5Z>(#3E&BBr!c|CW&>U-}vT;rfM_*^Xo^1i8KY1wuPCX$s09nCxtYGTs{A z{{nJj;7E#`cPfPbdSkIMN?#f{{6Sv;yPflO- zvD9)?l%;9UbFc@mzvEjcS1b*q&H)O(Ifb92VJ%p!Up<`T=qlW^zd*@?@UWtz4}HO@ zA;)ddY{%Xje$g~(Px3XW`If)Eq}|^C>#|SW-a^v~Qv(;klY!tJ2}sC0FWIC9w>|HHlCtzQs%sy@lso@AyUsKHt~FX04}8% za;RH|D!lgJW&RQmS^V)hbdX#4{QkPVP!IIvo-P*VDsaaV@a)1E>}X1~y5PJv4*5k! z<^ib&LhP~r!|NeDCU3EB;(IaNMhO+FkHQq71_Jmv@2`SOraVX8|M*n>$WOg-(nTUr zQKeP}IQ2$0c*z)x5KI`DP}XBYn`G>x9omftcb$YJLN|NsAcasU7R(Clrr1(pB+38MUYH@e2v43Rl- zxHjs=(@1g(U`#Em1G0enN!@{=Jsk4A<_@pA_7Rj!;5FtpFMT%Wfda*yx1uz!pf>fU zn2#<JV=JhKsua|4B7c%+5lpw>OmLmv>TolfIe#j#ri4-RzQ`QD6stl!&s|8 z5gbyLM0Rm>HbfCCY0~k`d2{JEE&rTN|8l*o5-dXtBHob6TaXGt+k zD0AhtfoX>gtk<`gA5=>8p&eYMjQr>`a~bB<5?P3!r@zUR`YPx?9||#ppc#qrMc-6F zQSWD)p9hjX#3$GYrX~s>FiQ$fbD)dcCC`$+Obzj;>%*WNDRKF5jqQd!s4Q2vTKKhA zH2OI@OnG)^bOb@Xbpyw=gp2E`hFz>lDJUJ2TY!x1HAL-HvcTGI5UJ$un?nsP@f?%O zxS^8+V`*p${rhmmeu!e4aJI6!(ZDabb#3N?i159;RAoH*8{a(`#NU#u7e|CkwZ_w8 z*%{;Zp>JSA@c^rM!WYl_=br8N}(Mb55@QJH#)2ixsY$&~iwn8EHWB&WKjS)|24KfaP2*0&(6q(BMHqR4D| zT!OnO{XlTDqvK^ZwE}VXt2KllrxOkPh8j96&hE03q!CZ#i^DPBnTO@ei?_A~(O)^% zB->#B^11_kJ(FFf`Qh<|DM|57xY?;{M#kwFowV!1%1Cy|3^af!DEsi?1bfWcjmPACF{vz1U|Sk!TOZ!!ihK~}px zorK;sk}cGKgjb;h`6OK8>fx{WIZwljB`ShImC0}G94hJhW8vW!poa(hUTR{sDj z(Ie~h#_D5aY=0-;I?~xECsLatx<{kmOoX>E2r3u$4im)g`&AoOH6M`1Z5UrXH~2_+ zrRJw*H*Y@H)dUaFXwci_C>^^`_DWB4l4BcH1m~RHw>4h#Yln63)BmMD;)37=VZ+%0 zdGn|ykwJ)}jl!>Yf&W7&c$XG*yX2os6UK7%9?xo9pdc#*Tl zI+V7hE^%3Z#{WwG2;vBx%}<&_QI4+)=AhuG>==1WhSqa*V}HXgUQ6W+On0dMmHltD z1~f4+g3?q>c^UG||Dz(O8Nco<`~a;}QHV2xklEHGv`1l{oS4+C5;~4&3cIJ|RmYeP zTOA#(C^K}_|EApQZii8K3PHI+Ua>TUjT*4zHL}?HiN(h$ss}n5@Rn}gNv8&q>!{c1j2|k+$JulG}J`hgKdRliM0&&Q}m5=0|HBf`v0$=%(CXgOpv zEDT_TV?bv2sws^>1H20f?DF&f{#w7xBwqX8AsC%m8ni#+{#q!>+ z-=?wBj9Woo6uTpZVfOYPLIS<*H6<0A+4HhVA|{onuUjztk(p~=a=P_rA0nZv$^dwxD8BwlEr+IYKyhJ91CXhyBb&Qq0Di8gUO zEwU#!=BRt;+EI;~Z38)#{$T;wxbzfl_x=WEULaC#1zz2DvvsDjeO5=fZ|$7u_GN=k zB-^L`yx1nXoAdo}fEF1RBZ%ejs9DD1F#pBP25%~_vp4&<39a4IetaeDxYTk^kv(0s z;gjTt{3iwh^$XalUf2a7g=&I?Hek8@eaLO#*z#;=qZ7vxSf421?B?r6LO$qE?Qzk4 zTR{dRt6@As-aLR9sh<-g9L^Nq%AA_b?7$v!1m=#cS|%aB9TIcnnCM@bmu+-9@eSe3$yQ?)LGH!yzEgYtqD<)WzN z`dv@I{?NkGDUG%KRJJd5CEF7nL>_etD8$2j@k$GMLRi4QGt+A3uMrZ5i1#XqevVZA$tPTyrcc1mG_u- z|LY7iW|UDdIqtV(sma~x6(#WVYFCJ>@KCg;eX!~~Me>HUPq;8Vmy{oXWLMb&J&Q>0 zYa2Cktr>0C&K>bhU2Yb;>HdHN>hII(ZPzhiUUg^JOX=F*!Phr)438)u z)S5ZN>bSH<5~hC(U`d}Z$1eQ6h$sZIz2=n&dAB-k30{T&!<4#MoiHkM^-4Pb^@DyY z;`XXVDlgFsjDzipJn|ez4MRPBSM_+5S#SUOWdHyF!&YWbPM2ZiI-3j!d1_ZL0spXX zK^!Mf_2;|6$o=NZRkY#o2&K|$*W~At`y!$8c_`~tlAU4om<@~>J><)Fq31%AHs3fa zD5cS%#|1;1B1*HUYm71=ix6I5wuZs-f<)T;1U)^klv z9{0gSLpz!Dy+#e;=utv2L&GeY>y-kiio_1oCY&6lr9^r+#{`Pt8<5|K_mXMV~<=)0zVRFxTT|A>IsaFnb~?PPLZTI?%GOkF=mNDn~~ny>*M7vqetsY}w!6eh8jP z9oXXf6yb+a%L8tJ1>ZyUCAxPG$SKezQG)rWKLvQ0n zb^uP66BZz7e{Q@dhlEVw!-giFzvFh7fu@nknZ_QFW%5O8KlTc%?8Q?;f@RMS3g9{Rw*ZqE$DH z6-%t<8lIsb68HRDt7eAaH6gljK@Za_+$8+fYN`D~LzZDKU{$@a$*i3kUj%B&KC7po zPpr#L@TUEoOY3-uDJWmsBZuJhzD77Gt32ls33I&J;}!x z>W93qs002VcG%ta(^KGqwegE!B$5JElc&j}&j}D_{LM$Jl-{QU0)?L;EY9jf7kS(e z)}@fYYC(XL%WQ=F*8-itr>6ii-e9V=L$tK0wh8dZT~fXxS!=y9)!ffu+@`(O8h4W> zB_Y4sWB3kDQRPQzY44k^PNLnW#NVCMp8@JG`Ur%258V6E%PEi7{I z_kW-L>m`PlG-g|o{3@5vkxGE0OKw1Ksx%YrLmM_73ioF=qH9no(O&OD&lo-)gT?+B z(m{88=O=DMr$1Tz6oE6u!t^K6JRrHLa<9i$!1Y|T#M8uet)+y)7I7VK?hI}6Sbr_6 zIy2L=y&Zk9PqBqOoIdjE-@_}Dm(Te9#zWE2RiY)gh(?T^d7#K}@MA_^@|9lbFyUYa zXqbDQ`QtT@26BE4BD2qMwaWhhqFo3_KCbFaenoj0*A-eRV~-n;)#aVAmj z8!K$FUyy0$y4?_mB!1|8Wr!f3cgHrH@`&HRgm_h5Mw_R!?7W0a-x*kmXJP7$&ysAL z9`#t-V#)hFqkX^s^*Jycy`!j=g&OO0LgQq%=3{6Z=?n80Zq|-=VA2JWobj~5O+5E3jUVcX<)O{lSfdr zsUKmNjob?wC$!3{UTi6ynjZijw+$(wEMTh_xm6r!&jbof{7dVnyS6s z)v6Auba(7Ij{wVL(;y=@hNSATK*KH9rj|o^vnR~1@0^aVSHfp4Y*x89y~j&e@+jsqbeX(Fl|uxb|j;%qKO^T`hR0J$J3<00c*?mKysE;&(X5}k07lFqRCk^ zjeAPVP=S&xR?#CHlDj68Yd%)tP6L+Dzt<@32&7ibQ=-^S>Hq%5zUJv-okwM$1keBU zQ}I9W7DoSDBFKO1?dpxj$dq2Et!pOfM?-U)65f~TGajp zPYS{_@qsmQE}*lF#ycD#N@{qLqqguDiw(aH^dVeb&IyCoSwqj#N2|BBeld z*o*g8>jIPj`5SJpz6_Ibc&n)+Llbo^GXvM-3B8Fy;{_ zf9wvhV}11me2ZgNU3B%Tkfqk|nc%W+=bZi9#9G?ginirJWQpfTOe94W7b!6J4j!?*hbb@n-A}+WMEg*eYiBjG7;BtZ9VO9 zbzk&M8q_zAg3h*=k(Z3kZcfzhD*s2QYzoI)Hv$7COlDvCU-FC~KxRNYf^}`9^zGq9 zXl)SVQ#bB8NqP|40X9mj`Z2SQzIa9YExs*FZLx*{G}lOfbjVx~cX?!|04gn>$11vT zJ?P1)ewN>D9lJJR3=arBBkrG*=GE%cm}sP{#Z&Vyn6}JK0G;}zz!wn8nuQ~KYkK`+ zg01!NM-yrU3H5h3Uo4TX;7x)1nQIqFhqMB2rq5!GRo~9AHKabeiZ6I}peK}9JTq@r zu=Auy-^lBBek7y3*1%L93=GH!X)3PX;XN5VBO}SPWk`)`R zMn!=RecAfczZ3`BNW{j`T4d*zHzpchpNeSyf+p~vh!n@7bEJ;pOB7U+5&GR#jzO(| z(YrtG3aQw(1yoa$o8!H5@K`WKm5pNcmez+A4pAco>9i8lvtjn*9aJdIx{!T$?kPS` z(SLGX*0ZZ8y+n9mxI;^ImQpp1LIc($rjGWc1}4c#VqRD{@dUAe*f)fJ8ofeM;q68z ziqpZ`<(fNe7|1yT*(sXAF4ti-8ul-2RqbdAn}tc)1_lPyNnD zMs;v$&LL>LzCGM(#sB^+#ACoaiMPM~*B6I*UFJ87ct7M!CDq?-r3BZ==mnng<00{C z%xyu|7~9cS7(SgL58GC=)E{`@llDHVl45iv*>SXC$MzQd)p8(DulyPj>2r~TpQ=qs z7$K3occvng6$>{Z8B|j=LEB|o-lO~K|*AWJgN2G31e^0^=XUAos`o%Yp0A&S7AzB9COm+Hk9%}MVDi} zB34!~?hb2K%*{Cb#h;8|RnS3st(G=aPbLnNN}`U$7WVZ{>E%hjPMAOMIonCcw_vyn zpgX#KYucgP%lbvNrEdP$qdN6G>UQJ4`h7DEE(82D7I7x=BW|#=)u*s_F&~T68Nj(< z=s*w`bCkW)E@yud$3H{umsN2dWg08+Tn{fAiNh{u|B@yt>~N}pGEFK_`yfG=q2g#t z0?Wd!cBOLLfl)>1QeV@6QgzrScJw?_N*DS#)BX>oGp{|~EOxH6js*ZUXCCBC_gdp8 z&g;@qGs+}G1^ex-9A?a%$v^IHl~MPH=i-?E+f$ytJ|sjVjbKL<&VPkv{1GX3^}%yv zq*CUR_>Uf_em}jhFidS(y>9S#IE^^;-7^Y$JgOTtP_T%Y1mwu<%8W@U^`85G>C^~4 zLp!&0{BhAZ<0%)?l~x^0mEuX~IB9VACY|@a#*{K>hNRsIXLR<5B||egDec6P*RPO`(DQQ&v$=)gWCG1O z5Xx*Bde(x$JpYjPQ8&#``i`6Ryph(ygl*c0lyU?5ccCKugILKkGgDj5IzD8>8oyo# z>xiPhYR2;NIsO17 zOq*t-o<S3_?jXv38KpzDEgs0=9UrTI)4#KJ{lex@B`?Lq29fO2Rc?I_{_739O_mq5FXbdZ zbQp^J)BLljk9hH}0vSaO_SpukWklylSfQs*FcyNrC@JKYP!ag_he!b~(%ZyPYO9Mu@v45Cirn$BTR@>r)t>CKkZ zeH1`^OK+OFq(18q#n@((#kp45OaHk^X&d7bL8iK{^zh~->R0{6Lq6AXaYUgh;iDkz{OGP+u)j;Dz+JC=8fg@(Y}?&q83*UY)ZOatfxw)ZrG|xHSou93-;~jY0M=10#n6R4J!V*0XFXRRg>)%Fbbo zD;H>;pcG7H%XGCLJdO8~UR42!Oh&+5h78s7GWou{V zslV@jH`2kjl8WFK)FR0pE`+hdBp_*bIO}KTFZbKu?qm(l0nXGw1>Dx~u&A8k;5wlw zj3IaBB-?b%N^1rV1#}+2U4wUQg0wW=9dal;h#aoTm_X!K0eY*_{DJYOw<8PGuxQ(g ztEe)c=Q#Nui;uX8_>`m7_g7xmA3aHuP9)lLufSWDd?2*al|)7O*6(epHQ4vEGu5M3 z9?(>kdGb4G`0#*{qx(ZGVo}Lxm#3#-`UV93li2~fVW1J_-| z4~cLXby71@pxx98lgSZuDD47Mq`{R~PKZ(7yD{HgylmhEkD}q|y{P}TGr3c{OSaN0 zaEc+vzyJEBZ3!ui)zzJFk|&h6RKt9U(!Yy(?=aA))BSD2B9ds7B#(XtEUqoh+ysNF zEREdNt{fChyc_j|rz&oGG-G`4i+b z-c*UtFKUH%@y{rK8HXNkfKXF?qu7(@xdL2S0?M_DzP`|X@%bFJPfbLTT4Q}yA>Hba zBG_oeB>px`oUAEwenOP&I~x{--xM}T%&C2u981Nl!3Gy$v z(+GqTjJCa??w~u(sf5RXlhO*R1m!2`O|t#LOwUU%>)z2jM+$Y6!oD|!9?#|#C9B1v znu!0ev6*o?7t<$JA2Az|O^<6kzPxN!c<_=?mBwFB99L_rfH+X@dNIV!t{!VqTn$Hi zF_n@(f07TL&u2;%XOfKO53&ho5e8Q%Z_*jCFXz5NkufH+$k0&-U(#N=_8!xi{%v(K zd7t1CWOXNRffNkadXPglLv$i_zn5-ygV=f?j4Wy6C;x)N#_&2-r~{etZo%5j%ioR6{Q{I;~nZZ#lngPpO->Z~wcPBURGgu+d4nqy(7RF@%61PkCZVb=chN_y4&Q zjc(U9PXv(2D>be5b~z41Y8eMwEG5@_cK3 zAD2S!VzO;X0xK=95pnUk27)Dae+J#TkLF-~+=mjYVWNn*{`z|Vi`G`TrO;3lIx{d9kcB8i1(B&_9gp~#*HUBwmh4zG{KZ{;drzUkPls#HxiM;(6k034{erIYUEP@`5 zjQbze{c#c32mae`@8Duity-yAb6gAT(_=fofhJ74J$_gi5|Pqnpwe6rH4AaxXHIcg zfSZ)}^FI_BGfc%0rsF*_kt(s)BevqS>5n})&T;9(#~6)&P)Zk^s;P=yM+j z0~0Bv?3gSDN?vMVHe3|Pz-R4?bYO!ai2)_*-?vCEbfx>yKq1775~9kV!%yFU3|nJ0 zvE{hB4L~|ALEZ#Xn8qMa7&>6k9~m;|z}EHy_DofLRyDm!67xNJNqAgTx;nZsrc#Qk z>HS8)IXioU&2Bn)591f{(`E)?Z%WoAdEc9oDAxdC8?*bdueag3bSS%F zfuvWoQ5d!-cFN-v268HSX3hcHs%j-40;0gVKxT9(D9UbiG}j6bZSBpX%SK^Xe^_1M zgd}m#b2`3ICx#O`-56U`>-`D<0Te1_w?1GYJOm_Cd|j_r2CMt)!6yKE3apWjuRs0J~o5{s2Aeldn&S0zN8W6om#qCn^9G%+a{Z< zSFvN{>-)<4#H#)gFI2=<-1x$qg7P;PdcFf5KtdujhD5#?ZJjdNIMbK|A;W9BiwTjE zwi7qgNC?`t$_rykqL_ixAxe*N8_ceJhD>hWYk-ELkbk=*k-?VVur&G?8|lmsg__s4 z-HA%mhrd~DaUaU}&p3W~h-&l&?6b2}F{FNz{`WRx?#@tx=FG8c)cOBfn1~<&qaNV(XcUWus+PnXVTbjamL6hgAtzAA;lQoYv z2oy_TS#?RJB_{vzY|g(ZnxW_tuo6(b9BU1vr>l+7d6)YGo62BGk$rAouMaQyqbLPY zVEXAso^~Gq6m&D0OS^2E09 zJY`4K4}slg_4f0QBy^e@axtMnM5t&T0`xq??cX$2D+L9RG>60MsaHWgystt53I&rz zVx&dSNrLrliJ|M*)(7XUQCj6t;<|p~e|z5oXxsYZq~T|)vI}3siQ0eQ+!PKvGdkRaXv{BX4zCER+kevDV04G5g2-hTwz zo)0IVm(oTYIZr%-;c+^mI=U+B9cp6V^CN!_e)#pj`C;&lqBD_TwUb%BZky(xG4LW$ z@kf2|KjT8uo8#80h4qp!GyoZP!LIEXaZO2j>$j|Tk4iic<=OxM0{{RNX|7T4?-K_Q z&)WfP9?}jb{A4TtuZ0S)HHZ25QofpTntnm)zn5kGuRD0~bDpq;t|5P0Ts-8(PRlKa zI>Mr~mA4z5|7b*;&Gf(FSlA!`{nP1}hz1!V4w_Je0ZR>3Hq0{?^kHZK`HnRnA`M9k zu-L;%v>0_cIn`-cB0w4$GY+23U&KG*LxXb$%7P`u?cv9-Lg9#K9lYq3`ZiA&NCtQa zz6{>>fC7RXvl!q9^O&T9p^D0L(x6xc!$+|l_@&IZ9X(RE)!~XKz+~ zBh)dGNqqPy@kYlaFATt(A_MX^)e!=n_oAh3G9Lu;#rdhr6IzXOc#Z3?`Vxhlm6|Y% zVQqCd-{~N`-}eYcm9VJ^KmY&_cN=@eTR!6x*bKLL!!Nu66&1}` z9#P%yd8%`46xd#7YRp_Su7MU1)HeDz-jK3LAZ2!IDHY z1QrUl^*nbD7W<6e;|fV}skra|baYkKjEXabMw*2t*%s9V;fc}zAGO>Jq3l>2tv{h+ zxkhAAGpGw&85yF4&1RV`pFUFop0CeYkbuyR^LdCYSmDO=LQ`n%cub1pSXGC^NvVZvhOrJ48{TGU;qFE005zWuiL6n ziF+hv=kR2J2N8R(|Kj_HVYVr8DxmEO#yo6^GFluBoS9T9wXy7G8TyYZ3MaDCklm5q z26ZjXKS2KU&%wtqL8*A@ z7|=>sh|lE%@|1kBu;lmPiTEvsapLe$5{koVaZ@(rM|X0DtNU+80OHDj%{Jf^tgu=! z!2qk`3iiuWHx(+S9~_?E!UEeo9dewR0-#&rTmBmy!AeMKw zh&^%6KjE)NP`{zCX2U!Uct3N&7=~+0*(5@S;IW@k<7`p|ad{dN9c88mb-NjN5H4!} zbS*vGdcKo^2UC@TeK*#Z5*F_9_UoV|`X9ijlR=#In6Cllp)`>>@0K4GF?E*x?OXDbnZr#AT9{BG`3*Y_6e$gOLz4=$M?Xg zqF%sBDzlQ|b$NI7;&cp+vI>&mju*kaYkqxD10Okghss&a3j9TRE;!F2^AURs*Ml?+ zD=10=;wp>$^+W`X{-Z2;?B3oNW5gns0$!;k=4!y~4iC*%AFYw|vW_&IE{rQ()w5X5 zbmqz-n0@g#UydSQecX zNR#D5x+y2xhg(9B1=PsbO4h*XZ&*HnQ^wUAF=MR^q4Ej+A*UG&zH#vVK3`@PCFBW@ z4Q!S`>EWroQ$2^sj(Rr&!FWrj2D8W;C!pU8C4byWtHA=G*I@}G-5>x4c5VLrl4Y4O znj+LrTU0Oek@6V?9G%ST?0yzSdd-+~@I!I?IP~y&hTG}gwmNWEm^rOB@WV714TII3 zN>s)`3fep8bQU`r6n44qq^zE{*;tz>^LT#tZoNE`r+~Q#vulLVt6r1XM681xr^mz< zGHgj!8ykhe^Pfuo}RHKlCAaAd;MQ@s+{)~Sh z&*aMw!sY>;h8IoW8N}rgU}l(|R~N{~+aHG&9T@aWj|Nvz^{Ie|pZI~Bg->B`BrfBH z(?2LMYN;n?u&7mlrQxu6cqoWaQKVzsn;VcHSy?xk-g~kPmcGqIo6yse=%$(&tnOC} zl${LZ2#$Gkz#KaumPC=caz}@_lP~}SBbZ8RtaBQLjQ{L#F9f6qw=7_~E}R*r)&WGa zNr1#oj%Jas>HwD8CeXuqE5+NsQ&!c96jg~?13?6y#=P79s>1|Y!b`@U1?uO5c%q!O zu#I4F+ryEt)FtR%jOJ~;nJ3Kda+eLwKSu&sG6$C4q_K?(hD~YuMn;9z*1Ylg7saE? zsVsg-%7$8#480<#7Np z4PQ3)34BhWiBCcHwb=++U1<%)5<1*+qP8Uog2y=x7o&N8m78xNjEw>?y1G*OAA}9* zJ_UgPDYfs(B%p)WWRa93L7w&@tP@?*BRFl>;LNUu2MX0`d5?>=e0q;ZQgUnRkUsKdA;j?x1 z1!J83CR0$Pop9vw41HkOmKl~M;G3J0XRVq4Gz^OK$=AxVuat70(~RA&LF-d2l|P7) z*-dbKTnv9!knivFHLk+21ZBZSQONb6X4Vk>zdbEF3pNmJWo_{A>>5qCXt~WR3%7)D zs=1HUg`M+nT-oQ|!OcE*MqSQ(R&RSnRj@VxBGbHk;u|PhqlLo5!=BfRv+-J{Nys=u zd%ve+8nPT&`X!nKSnNVkRX`lGYo$z{a2%jFcr#S>@kC8873O%Q~GkWUR%2iH@ zZLCgiZ@kO|>y4^s6S~_kIdL%#;{_Fqo+~v^OeC}mt}^)snwQ{g=`9MCkPGJJx|OQc zK*yJDj~0s#KuE}bRvL%tcF%({J+0>zV6(nopv$E$9uqF-EW^dApqa ztv)7vHh*qA{D{b|T5bPIie`pw_2^X3ZdL1zJ~)JQF=jOZ1%MXv`;fMCRou7S6(Thw z&+d_d#sxztYG(Z1y=_Q0NPSBGqcgpOFORY(+#3zbS9c`x*##(zXu3{G3R}**XsTS? zzQdVLw$2ukEzXmdLdF>@Ef4FjrW-`W{2Up7@zU04|t-Q`bo5~-kGvau@e zTug=+7EZ=}Jv2S7Mvzx%!QYebaI}h`Z=MPz^W983yLC4)MP$0?2Gjq_`Hf0s>i=0{ zp8K!m+6Ne;irYU$9i_QbUUGUWIH~QC1t%K$bRzvA5iR?`47ofGZ_Uzt$!Y)q0|1S1 z5kSUN%5o+F^xYWO#Pvh)bPCgKMyb9G1{K;KEMC{4?f7x4Oaii>pN8g z%}H>(r=m3pl4#f`nM-eF847E|Y#_4Oi1N+(90VKsbIPkWkRlqln8f;zV%6W-9R`?P zULX>D$q_#I=vRRp8L7Z>VmgVpvG2v!3x~hMta%|hqcV7wOy7W|`!0X>9>4!<_I?Z-x`bB~#h_)X;cYsm>#jYRWKhL$Zg7uu zsei}l0J<;lr;PK2;c@x;t-FfBgdFZUXRJdk!*iacNOw-Nq7T>hc6t(98%PSl(cxv* z$uCp+JThfq&*iGgAKcVY7icAO_zHQ--7^4qvn+SC2(UBQrs3HZ_>cawKhyU?=`;n? zkd;Zo1JSVG1s?6oJx7h-la5|w;l)xLd!_~)4iIrQp3_d_%LcFXqhPo!xiRJZFXIeJ zMLz7$*dSiv3x{%lF<~rCPcGqZ8Fl>VF&!POLr-EEfS{zS*s8$wE6icQ*R}nR|Opi7p9e5g+4v>!ut5Tmv@UY-8-}HHPl{c zEm}y!O*(ea0T{N!aRmRJQI9vu{{=AwW&488Ocr2q^J~5PXu=DE`C@;cqKW&2f2Z4< zS`kgFtQ>H@*j$a;y7eT&rG&muSRHltqt`?}bGL|O(Z_kf4F7m@8JrGrI|34n=@>mn zU)T_6te9rm{gvAoJI#c^Jnz5Us8F2VaPxz`FxD68!H|dRbVh9Ne0(J z1eE1WbXY`24_IhqRrCG<6|IwFuYdiC6_vha*q>bo3Dlvy3KQPl5OMP`$w{jHXx){c z*%odojw>Wk*cK8>+R{@BYy}^J)Tw>`B zIXl4SP-p(9!CdH51ie0+ptclRA=SA${WsU4aA^gp-u$h!&&n51Zfe|DECt^ppQ3OO zY`G#mkF?6|s;>+)@c1`m_e~g3r9~pv%rv(_y?{V^xV?A$c33ju0@&CUTmt&_KV(i1 z<6bS-rSaqPRP_JveRnyeT>Q_e%Q}6o`TpvtF;e3M`-}5rLmrof)|gk4R>%K-oSB=i zBKUyO*a2AWaEjHQ21Gvx!q9v~o?)_sI3)ER!-);f8cV6IJZUJO|7wPw;Fdo_eGL7hgCm00w!j2BWSM|OFp@p6 z-mdP#cE|s+tGg)dcu6iw!fl|a1i=LdpWadYg0io6@)krQHZrQWLBik<$gFzLkSPXr z!X%6BDoJUyUq~t3!|<*b2rMtQLg~g0bwnjd>Mysv^z^Gqk^TKKC%~y$d6yad&4l5? zlMHK%I~J&wqp!8DFtmRm>=-?)r7dU?zLKW;mopOe*uUzoMOokSi+}(C28p(TP&we? zzVJa+Vu#hu<8Uz4LIn@Iy6!hD$N)M51&39Fi8?W^gE)K!qJby3?j8@mK)m%jEY>p` zv86=nK*R$>3RSo6{%|kyNmvWv%!%-j~Icu!Tb&EWq{nc&_DAimenO zamn@~vpx&E;XE+q$L9J2e<$I$63Pv~gGPWg_MUZb!zhGKWn$>WQKr4#0p;c23y(pR zt`(Qi&o54>5FV z;FIdsSafdSYJ;P8bN}Gl_7(ENhh)+zKW_uBQ9Z0sJca2J(2(w#br@P9 zWzt^XbTUK6Ysf~4BLtlr-c9Hx>{c*yDw8~ z3WG>C#UZbR_JEl^!;$m!3Zmz|z0vZ{hsSmOlZM4txY2ak&tRle+kRs}2azO?r29?X zRTB|u$paBq-O$lPzil>={{>AirAQeAMwdQMZw?wQeqk?+i=UkMLIoKn!C_NTiQAtV zt$G-;OraF#CuaQL%O2hqw_F7l;^c>t%ysF@fny>i+AdsO*jeixPNH0l$YS!%$2jkS zX0N7`8eC&7$VT-pMPlRrH_fY|^Q$W5H49D@9OH!{T_<{2S^%$z?zEaA%0c{C9dFd#k>?XbZ+{PFt*t#ZR82<)ht zv8>JMJKosT_j)#Ua~^1woa?3^U2(eYJl3Fd)!hVO(-XbsQCkE)9#N* zlY}!LefnE6$<(VamO>b&mf&CYN1G@-X{~Ai&R_^1${g+XH`kl!FD%RNEQ!S zC2+XgfAIahSl-j#T0ln87g@m=6cNq%>AdNCAL#l2{%s2uM-JnRqMMEaYbl5oij2u^ za84OO#_&0c{is)%-~^#0s7=9)sIroDc5dauJ2NHz%DPxJ>M};|v?B5eqXDZ;adLrB zFA$tI{J(HeEk=oVr%{%yl)%7lFc0=~DNeNY*!b%->C5BVRJ!?SVWZuVb)tna&~Z@b zzc#<8kFHcsORrFHH)#WBnZ#xJjJg9vEfejWZ%2A&ap-{4>b9dmxN_wKo`azdWAB`1 z=vNZRr}n4Qi{WoQh}ZE7R5>e4*ItXFISl~>Eh0ZW5rsw1ih*apO(8gw|NYFZy>2Kq zi}Qes7u2o_?te*SXFsqw?cSN$(_LYVMK zz4ak+X)_q2iGEG6(jKXzpZ`dQs&19KjT+cBqP&w9nB~muyX*tZvubz#)4m^tybKzN zP5vOJBg6?>%`W6*Xa8r~RF=JwM~2z_XUPU-|JM3C@8N)Z;$HC`>2~Wyu!%PB8jfS>@0&&k)XsaYG2BPe5&$2`; z6AA+MIb?Tl<{d@tZc&f~?uV%;AWoGfR4}lYmi%ugddTW_9g+zm&G;!%^#DU07s)%Q z)p*-9_w124diTv3!hArR)8o~ik zsJvYet0*OY?^Pb94^I>&H9Bxp$G&9xVV+f0<+TqjT}`OlOo(Ug>?Ajlb+xpNgop;f z^Pk``_j@aIPzJKuLL$31Pt}@`HXI^C;|S7b#=jt0bT50|9M$Agsfi1v*YL6^vCHi*l}uqG zRNNh3-g8r3q3tue*)S~%g}iru_h>2zL``g8m4nimYw#>PSB%_Ex>Rs)P*5%io%5M^ zo}r)fV@Y+)3}F>DH`(oH5Zr25G0EF1zmbGKV<4WcvevI+o2t!dl}ZLw*#FV{Jlmw0@deMD>aDi!#W28}A zs0awCr}B-lTlM6V?5wU?M+FyEc)@fIuJ2`KKrF2RzX_1Ou?|!ya**w_A)^LVU$a=R zar(KR!gi11aq9>)4))-ba0WUQjh`Z349vwQyFSx%aAlF;UZA&qYl_KQMKvkTFyhb& z&?Wd+E{q3g53q@#a`PP6#V;z-6AL>xGNc2Pt95zDgXms_*(f`#!uCbFM1eORpdy-c ziD$}V8zt8CI+<`YJ5i((58d+m@ZF}BmUOf!DwF0+-imurzI@9_Ge3pUl5h+<>IDc2 zaY~FKKkpypV;v}Nd<*fUk*xyVoUGU~17`0O(us{w#4FHOLQ!&&RjQl+{zSk1N_4Tm z?hyX**jLKNFKMCzQB}kDC zf3q#zZ}JJJGk!!I)@hD`J~IQjAjs2yLj7L9eb-(J!jYZE%6mRl+Nzq*i#Nff zfS9PKrLmq4)WsJNdPnRQ579Wi&uw%n?ITf1T4L);61l8nPs}#`7V&v@)S-)DVo&P2 zrxRI1U8hWstpZmq`xrzD+8cpj-|7geOC*ZU#BrS#h>% zyZ&f3WB(}Lm9N!A+1)@bsOvljRIrSTF$dkE4rRdRC><4%nFn7HW zuD*4C?6w>Ddw*@9{*_Ipc8aplc@xrqv=3Xizl*r*T<;$cCAU3h<=^iTh=e7iz~_*V zv%;iLz;};2 z$I2?BttWsIt2R3=zm@;Q04K$tL3EIDIZ1g_v{Sts@pxS9d|cwHK#|70phs?Lg;BiL zR7~Lmm<&1a4YPWR#Y@g}B|l^xZ)=icxc&=x*_)bo_QwlXm@SN+jgGx#d<<&_J-cpT z3dOCL=gJsUGpO>U7{RP1XWF;}O^zkciO9P^6X7T;d(X*fwrBk?mR2R@!qE4R+T8zGi}b#LyTfIBl46#!I92u1!*qGI>b+^xHrwMOzGx#lQe?}o2hE?Ho@Wc12^I0U#v|2B5 z&MoL)vY>2xqv3T<4W^}Z`3k>Sk)sbDs==;*IAG1;U&1c};0&5HW~aAv zO4l5ey`1)iIFt?k5Vc@s9#sPD;u-s0R>p58*_FW!dg)v}P4y*!I7#oQUTVmqR*7kv zjYa2WxPJ@tWH879)Oo-7!!S{5VOnKgnEDFS#~htTb4SC4BwC$tbwvrrX&S5A>hXM<;Jr*SELJL3lkx=1f77QuoZjW6^2+u z^|2XiuMkHf`5u}~o(d4nau6ydDBje)QqQL4!}jgBAKKIZu#c$f5~Mx$?5rcn00B~O z3$-5{sMoviNH%gVjC zPueajdsKHWbX6#>2CT+@N`mlLh%XgHv2N)B9{a*ie1R{qR(|$Q8w(=h*dw$S17(W= z;1VrUD%?z9A>-TL4D`A@4eRCHk5!y=cXGfQM=Ei>J^mUd_v**TU0oc(v?gX#cO_WR zf|J-VNz0IoyQ$Rs@NN?{;N`Q7H%?==Wh|eZ$-63-!cy43Vn~W^dPVX@k(I^YY80jlA{59Y1 zL72G{%MZ61U#OB;M$29y@})Q@V-UX`>-0g+EP>>1Gntxi8?~hv+5%jn8w-Ej^`Vr7 zYCR8$yYKf4HllVF*;P%b(|tj62ezIXc5`w{PUD1;hR6EDktaJ}X zI$p!9Hios-2lVZys!I|AXllSTCbvv7BqPA93=T#VdSUhUjoXf~02Il31NLm~t#)n?7CCD*cfkyhHX2}K81PZks@L!$K$=8lK3k2;1~6=Fj+gB1 zQJ@o-B8ygU7jZrI@6;^nqWQj-V0PV3+?Ni*+8xADdReRejh#I~`(v@&z02-XmL|=Mm^Kw~zpfN-pIEB7h zcO2M)guWfPcoYiy!LNWBOv{?HBYriv9 zm7qL>ctcp8DNCzd<*_{_t#=cGzJ@)5Xee_fDmb5)J&a;Kz=DQ(a(hiaqHBGF2=4sl zTI!DWNXWBwMNb>TTgzQw7DI#$C2qe|=sqDh-BL6I_g+sg;{K(#PUnn|OVxq1FI?@f z1UXLP-)oF>gLVLAaQv~%wStePTNY%zbhu?4bhl$AI=Dra{%gN*?x+?k2TUtkZ8xVc zk&piQz}mtZ=&tw_w*x4@Dz49ns$GGoZe?jqtIk-iw?Og{YojH4UBC}{%cZ5{=;FM< zTMY!jSj%A?`Hg8TCEDRXskPx8Slq64kj} zwE>YvI>}+T?|UlNdL>VNVi6>`d@!ti>*SBl&s@JFgFVDh_2A|2))a>E*bXyrPx`*C zjJlN6`|_B);jawVjq2Wh&$Pd`E@&eO&n8S1BpInTa{ghPk|22c7i?loD+7ae17dEE zu&J)LHVb{Mz20<2Q(+`@a3Og>xNLHJ{2hz>_VO!Xdso<@1is(uSuNk!wzTGAm&x6- zD#&K3eEtI)3h>FGR?t1zEM+B490(L2k_^_k3%Uy)1WkfJGA*0&Fph#RdR719l}s7= z{abaWz5q)(tl1KH;l?>;&P>BMM}-b8>DBvJzq}64K{c&D2#@Z1n{ohcM~{k)Iy!~< z3Whk~v=YybDB~e&Vdx3|8YBwe^VM4GALZ{k0EplXW+g|_Mc>GPp>28;qi1snui6lU z2yWb`Ip8n|r4?*YOUQdSs!NdIbH>!pDtg)KKmY&n`*Zsv#zp|cr=UWm|1Z5YR@A)0C{^pNe?vnyA zrNymH@Dt=-SASj0OS|k~)haD3JOUWQ|Ax z8WZiT2v#!d=8`=|Uyc&~pk>*eAiBI@ET+ zI3$#S7POPmw?h-8=d<#qqS`n;4Kw_}g}JsO6^SjI8G~f7&S5$`8hR_havm(w6I$xj zd`QaW>G`LJKSH#elL$twe!1GkfFEp`Tlrsn++r9TVR<6 z{}SfyrfNz?d~u@%h(*J{7Rg313RWoBp&Q4^$n8zae(WsJd)2M^`vcuy=K%)${vfru zBD>pr{_{7x3j^zwF|4fNe5a+dnD4j9pK!))nQL$Tq#J6rk-~rZHZq62_muej-{VMt&(k)YB{>!p3`Ztqsf!d4D7kSdSOnw17x9AZ6EQ z{TnK+6?;MRe#dw{*4xMKHFCv_pUd>aXzC29>gBIRJ{cf%OD7XOl?|bKCTH@^WLhSQ zQci@$Kw(0e`14G#ij^P$$%M~Cbi$%PEIH42`L{hL&j?#s34zvu{+l|}Hq-dVWJEfZ z%8yC)o~tCBFfQkOhQs+ ztE8foCdF{V3%8(T`#*%~VMC`~FzMINX!@zn>ZX)J{A}S03D}U8r_0knz(c9$p6BcJ zby)vd(B{VN%{ap^3bs`#>)Ca58ws#Z@^Y1J+>OL?FE*&;rMQ=Yuy-q}6s)Y(lj0+| zHtRr+b5Esri678cvl$fY&+j3~&uWxJH_@TcX>;(&V1x0+QP-@)1Ue51^)O+VWj6k-igD)N(|!3DfsQ*wYR(wm z3ucBihQGy$*tR72^Z=Ar^#9qyZtR|*M_I1~PDofE<(Y3EFZ&zABzIT{ZtQr{DYo%b z=gts>$3foLeh*h}(J@mf3h1a-zyey*>iG>9 zUqbvs>)`wsq(sG5a6)f~SC<3WKQ%T|~T9jo; z!^r1%R}`EB$$23y;@H>LyE7Abxj`s}Q8VFRcM6krX8)pO%>85nvOID*E|-~|lN&YI zB3uMp9E1|hYk`IA;d0_V+A=QcRh065iF{W0U0mDxBCF7H?%Ao? zX4m0zfmlz95xX|Iwla|F=NC|BGS}@@(7hgLzwY+9yDWl~@%9?VvtoAxjF3CEXYfQz0M! z%p=JRulGSRLt8h;HMP1q#3BuXZNNo=_a6U>JvoTT(3EK|>eYBOy(is&X}EL4E9f3& zoB)7saw}p?9nX=$U@!sUsOT^!$nXFFt+&DKt+)VJ$7&8e0aSw3bu666{y)A@4-Qq> zL7rqW>oCL5XNop4HxR%VlYl>^1kOP>*r_yu43wPzBI){*Y`5Ko6+rp%SA#-|a0u}e zJRp{{ZlYUcEyjAn$Nat3;GXgXA;L1`H>zI4+iL&Zx-^Zqd4Bzq{#coN0hCdph?;7u zUAOd(9Gr23`_=DLcF?JWvjG>Gk8t1=1+ZOW_tyAvBYQTOFZaEPb)5drCG@}m00RJC z?^ABdHG^{GKT1;nlr%$ZKfH=?Y&?Hf15}6J+RDop-#@clNC}E$(!k;=cN`&bm<`&{i)A7=*sEM^6@Rv(x>7PI zqOh$)!EVh{E#-``$u<6PdvpvV*22UL;iew*`Jv)}$>2x#3McW9Gf;@b1K9F~X)#ha z4XI8AuShm~$I5WAQf5D%EQNZ9C#;o{b&}(u?$DHsh=AT%D}us!4Xws^-`7!_U17q) z&J~OEp_XR?4qHH1irx(n$7>so3;u8<*o%P-j<9Zh<^|*LK*_UbwW$GRxt^gbVHo8z zzkANuLGZNgmB9UN+#4=@|90@}76FMBxN3EXRH=G|GreN4>`#Zzd%Y?vmtc1Qs8p)0 zd5J?|1y1#?lgz&L(51>K`KWr~ZVDk(?&D^TIe_sxEV8DpEHH9?>@y#fCn7e$ORP6tH*CJNOJ91AZnj;pSwCZIr-aRRa%? zS-W1N){8jk0o@V|jiMr<@>u1uO`L2W&txrJ6SXkKWNgJXVK*(o86JH%!`IGA1E8J| zy-5X-$nFTY%BI_(IL?ANzeD&S`?* zS|dE~BmH$WQx z_GlTJuX{uD$dc7FE8Ah3(xmzTju}_tDV2;t6KMy5p!S=Rza&AWg5dOKXq?680!32k zD=m|OWM2l)q4ljTkf0pQcL2iiw+4p)o`JBq45Ee61zaMFG}SJiLDM~bUI39)wUo09 z4V2N!v~e``O_B&v5{B(v`Mex&1=9>tyJ<(7Z^!9ES`OJ|(tq_qJ?Od-j_nd&lcUZ%rp2joiAk-Y#rI zdl6JRo;$0X{1jYYF3#k7d}J(OFT4{b;FD@Ctd%f60K4Z5F^$}W#q(b%ej-p8Z;;FA zCf|6^asP<6glYG&_pzyR3n)IU`xdJ-eN%aN{=ag)VW5Yp+e+_{f53b574TAa`rIVl zA1Hn<1uq+F5#1tH)QqDC3yOGT){ew%{;tsZIj+P5aW^E4^eWhHt*ih4`Z*xEd%EeP zvXtaI-okl3G{?>-tx{H%lkw=H1=%JiGXKCuv1_aakEZIWwBh}BD|W9D77(QbW*p8i z(Xf8m!Tt|t_NTE!=+*>MGRC;XDcJ)_Uq59xES5C&`W$!HeXRVcJG9DT8p+BL-eJ*O zN)hhUG4`uxjN*_V#C)NfP;r{ZQB_hUk!5YzKZKyT8-l~sYYgBK)p|&%kjcvUoDHz? zyNvTmARfc$LLxS#431+NPYQYiN>zY1#mSNaAf6?GHh0ZE)tx6AfL3! zkYCQ6W0+&zqHe+#x0?4$I!BM8Rr#Lk)TL@8=|lHn`1j2a=f;Q<9y~tE+xQ_NoU6^; z0WZetad=YLTtjlFjttwNkZ02Nh8<~)ayhz;(vAKFG3fnEFr|+UOdOdM`$u}cQ|xv{ zq~8UjGQ)=qZ~IY77GPX9(+xTP?r@>WtN=sPdksQmmIU%v#G zkP>@7OEp+_lqb13eWM7qQjr&V2e|q})KR9jyL;$_YrP6$SwpLjhWQKCsznou(u9z3 zG4_&!U%)RPZ_gw4i(kZRt+L{8Xbv&QYv+h66EIA15Yr@v27VHB=nY!S?VxBIe$qLh z(Sc5(jiYtKu|~=f2!^%hyB8Vy|ISl{tlc_slZ`-M?qbnq9}}CXVOkehbmkl9Mv3$Xr1Vu^b-6#di+71=QP-8? z11VFh(Y=Y?UC83q3Om@GBm!rXz7dj0%S)HpRG*PjfBJdz-^K+It~M7nLf8e>UZUNU zE-f#RPW_Mg%wggN%HZ^&@9(&LSXc>M0=y5g?N8ly=N4$jfxsn#TZ-u zCUYz_a7R1A554>1LBbT(#-Ijgr*02R>A5g^eybcsYFCY8hOO(;5EUfX<}WF>uKNGTo>gcaYs$bGlwri6lLC(FlDe z(a&m9(Oj&F`pRle@#?c@J(+yyP4^@m+EF|W3#6KiySeZV8t+~sb@SitQ41(SvSH5I zH*y}=uyBE~*d{2Xf?c^g9_-LU)OERy_l>+e37<(Ju?kGc*$yNtZxWvFflv}UMKbs; zhcaDG8+he_hQT61%V~=w1q{R|slb)}a6rua!sM+#1ch^Ppj!K#!KW??+FKHtzjsGw zPyqQ)$1+A;(Q3#AJ{F@J^@AN02%LSjM%jgo9h*B??;PoL3!d41c~eM#`GtC~KrSnC zFc8ix*yBxj3#86Q0#Gr&GrSIGq# zzXSP92i)UpACY0!x;1(Sy4RUKniNX|lX%6+s}6YGOvfFOeJ@Il&yCK%KE-6n&Tt^5 z_UBhPGe;N+R>^Nj3k6_2sjZ8{cZTKTOg_MAQ>y!Pt-?*E$Ng53ZS!+aO%@o_229PQ z@znhNWZ}x<2s41SzNs=s;p!D-)(Jx``Ei92t>k7<0SP*N)^E8? zu@86uK)>^E+F69F`CH^c{mTmgT0o`0XT%9HfJ8d>n)+UL2C3gli-fS)rg9pC%B>LE~r}-aZ>1X_U6>yjKKv5Vx*i98+6Z zk4@dEKZGv`67luSguv?|lV45OJsQ-=?bXlNjdS9{>5JGHNgdGI024vnh7BgKE7;9- zysgDe%R%_NDBqhVVp9k;_wO>m&VQM5s8sRZsrTzF=By-Bhvu>HZP8&intZ!a@EcJ} zxf@FMbgKOo>^|tcH@Zc@sRi}EldLM95K;mhjC_l>!mhQZ5Ak+O=!fgJh!T3_Mw~O!hA{xY~-Yo*YP`T~0$fsSU9$ z9649giwv)WwlX#$#?dqaZjOHN=I{~>mgnisfp+CGrG;Ca95?a)?*oCpGpu|$4i4K! z086h#bVkAuYKu1v*qVJKB`3(x_sz504m%?L>GdrD5*+qO&*N*?UDe)Nid+;miRZhr z_;6=Ua2~;0?GcP$LVFl>eoRi+x)ZSiN%8$EFl(efL%1JK(wlS>orjPJv(>mD-_X+e zGLD$$;){RJ46tn{Z;-+{dN0a)4h))f)g#f;`LYbwW7clAx_iZ5F;4Dp=r|mY4j8aC zXtEWYksa%4xOTPP(Kr0~S6Kx3n*F!w=JPEnBz;IKSVSNai@us7+t~<*gYN{5dCgS! zE9HNNPRSp|+8GxD=B&8OmrK~t3l3sTTg(;^;&sB{07%`}q@j-l?W+|hOhqEn1{`7X z<3kEPH8Z67NfcL%`Y;1)-LrB;T#(bm@hc+0n4BJ0kP}`GQ)+z96luDmjPiTBYq_zu zM;<;@;eJ^V8E`ao44(|qmW4Vl+DiwQ!Ndv+)!%TOTS%ElasQwU{0jAW&so?vxU^J_ z=g?ldlRB6DvR)Wvy$?u;y2(ZTZ+o2dDk#O;%>_ROBi_fA)q_y=qhDd5hFM`^#5xG} zu4ciSe6l~RC{^Vz;g^xXe_@dxwJXvAJiWr0avRGqpM+oFja;O58dyO9E=Uy=mQfI%rdO7pz`|4HB7krAouBKSxWpk=!GYm+Ua z&?(4IxgC&MvE%6rk$@8&Ni#k;2u|LeWx8^{TpvqNFQ7rN7@cqhBP%MH-_Jagn`edv zH<^6CyM7to_dnT5XneCJh4~YF4liC@LFP}q-Bo5RtYf!FOmv5)m@%?~2}Z$>vF?mFNXs%@fKrM@0MA>N`Lj(dZqOR3cN+ry`W>sCoSQky>082a=R=QJ^T`Hjwr9Q~h_dr!kmseY{Q6;|Sl|0@E4@GvcC+oR9HP^v@nK>A3Z6!^y~25Iy6`QMa%X* zaU+?6??)wK7Vm6a5wCU}829Sk$T)-M65pu#{HRc3q=A+PoeMl1djO9_R^6R%kpB3y zjA6-Hn|qQBs;y1T1+xq}RNS7vzW@sM#Wv}QSI<=pF^$Tqs^cK80h0cBvF|?-P(+Le zmBF`lA9>TiFZdpkKh^_XY%?!-QBEIJfi-XZk+IPC1pJdtsH!rmvG22>m-sSAUE8dO zSGCD>78W6Y$Y#WmFPIKjWeG7HhtwRw%Z1tpYo%N>lkoJ<*V#~0X^>zPwR}Q%n|FWI zeaU8zU-+?o1$8?uwd{X`7+-Z(m&pL&aX~l(0IObGgsr zuHk^SQ_kyQ^HMkEjJo?|p=5m#YN|SYtY6r#@hb(n+tv9bHsgRq;6MLE}+hMC43I{AIatb*Y?LGhKV-l@l^cap(oUH|tRJBzoyIjw5H?(Mh+pIG5aNF?q zKsIwC6C(hMowl&?idk2IR-lhne@CyL(W=E@Z0kiWN7<6vP_dBEogfHtfO0=&P4#q8p|$tS5OUt{vkP0gW>cV?FK>_{0r zLeg&xM6!Sl;xWziu$(wTGW2AV)@su^%lZC;WocT6b}m;2YEScWg?#o|og|#$z`=sv z5LghLcG4(YU(==d1-wLc8`WitY+Oi4N3k*&Mx-aa zU^>2Uxxypmk8)~E@`pd2UJxjk7qtC4umtJYCG_F1>;7-7SDPTiAUgf=INe|Rso>^- zq3dc<2PgE86i}XLom`KvVPcjx%p=R07nHc|3@K07iW#h^AWS6lZ9D?kU1oCy*0xjG7X;sTJf_1bY<)+8aC@gFO^ zToRNuL^ELRv$U`=&PFd@q|R7PHY`24S$Utkjq*Z#wzm3mq2WqMXHE5IuF8CaiWm^oswZ9y4lq9eq1xcY!&${@#kP; z^vGmCnk&GL#c~tJ70^WTxdK7+vcjNo-(HO3<%Kl0=1*+l{6_!6iB@8R%c3{TZ_BCh zzXKY)(6$0}O>%r+N?dL}ZWYB6$!xp}+5Aa6in4(bD+_{gQzt?M^|kUfyn77lYO08l zw5;L!_bv*xzHLaJXbKnPjwj~An-5M`+vxm8RJ};!WY!$pFIYxR=5&`3rB{PRD)MrI zLwbg~07n5#GBN;Px64s$#%PWA0bWP0L&@6e)<OHU~>1g zw4sr$kYVw!kJi_#WGlUEXIH9b zRX*fxAX4Yg!48%rsr{5|W*x@bvx|J2M9rbtbR}qHmIN|a`oDx3`+_MKi_;UC`bWioI|UiNSJ@cKHAQ>T`))AhsAX zu1K=&Gz5D3JVg)sfL&niG)|V3%I0~ zNU)Rla*YX2vY)m$zQ&>d#${M*|N3%vZN1z6HL~+f{b7p`krEi9#1>@QGeOoiVFfF@ zG?g-;DNM5s*_xGgir;eMQ6XpWoQZ}WpQk3ga4^BTG3K_2rpDlzitcOa*7&Un&6r6U zb*hjQNdY9w8O(2r_&;*(S@x{LolF+|j(GhWaNP>h6svq;J-oVEXrh&7TGo?Nz|rT2 z6(!ZC6Qr~iZs`Dj`EE*&Gj6tNG!=&LN30G}YR$ize%O~o?i&&AZ&ATTto`6lsRVJ; z0A#H&w<`;C`z$v=?I)FxfEkXMNKRy91{;zXDkJctWCYBjbdMrBrzhpjfec_hPpl@0 zL~U(87u|z?ZMS|$XGnWN;ua#`@p!4~AZ-!kCfCWhNs}qC>iOI^TnOyydw9?`-dlD;BT0V-`x@Yxc|~B|D0sI6>na^DJDykjtho*2yMrpjxeCifWuXRnYN z&lIPRS+be<;LXHo940e%Jy8AdR(yGHU;WPiho!v_7^ozCh|UMK{=7)Dp-xy~fmF?e zql5=Z}l$?6W5R2I-pa!BPm5?MdnznUc@76DR;^jHI>HP3f44*!cop%;ps@^6R^(nJ=o;QQhsVXYkwU(# z#E0^_)xg#$LXh1esRepo`bKBvBny3(UawRSq^2QvKFJAaoUqw`Qk(eAg^h&|ZlyV< zikqK!E)QcHXEkTu=~6m$bw6Hb1e6O|yRmNDN%_qDsB?098ZM+gLa3OhX1?WjzQ+DN z0RM#s<@~J#F!{6ESDp9{K9C4HGzSKQ7w60@T&D{J1aulZnb2{(6bv|oTgqfYG6vA# z!8A<;&5-$zXNNF8c2-#&U-~@%nZH@%y>gjH$m3fD`n>SiRWmN4poHMOOaPr>tA*Tn zygvo<1d$ETFf+S}AYqM?ZA+6x&~=5CT+XUmHy$}e+aJB|(#=D9ftGCL3RT7iP1ytX z+DYX^a7XaUjpbI|^IR;o4MTr@DcU!>!Z%75F5EkyD%gf znKZWi{fzLjpcWrXPm&_yk%u97^+ReR`cB02pj?F%N(Um>@6-{^(y|*3Aqt4AX?kz1 zrDXOZh~RA=1P}YAJyY-crq^Xqn5$`+`W{27HbYFgp?OA?vn>1@)y}*#Nyngpi)oz8 zSh4~nJ(z5S1iA!6*;g-*QZnaNbacCEeGr$46bTpXz%F(RQgwx)>#=a<6eS0LKZy52 z84+Jv#hLdH)&2rv4@t?!)t69f@V0^VkVkRkQEa!8U3p63?aLHfXu$#;)uF*+HH0IseSPP+6XMv;JkVX{iV+A#}-A=FYT8?&3!LqQZxN27rtRT=5u4tpwye3 zu%7{x+RWsCiEQnKzHQ4{(gBm7pxr8$F^$+5LwyyxJ>hj9>nJ;W{q~59-<^0(r3kS0 z+r{5?&FrE6W+1%PH5gexL_n-QDdqJv9z}x-yrVma^N`)Y=|X`oxbvDP+1yjhfMs~9 z=1gYq^I!kX2qv8!+g10X=O6aTc#$8TVT#Q4j;2prS-@Sm!0sT>7rCXMB$L{&m+1e8h)-Df>Fp}rC7VN<(bd2Z@ z{FjYA7hh$TXWwba50RotMtRD_nD*lAkF&!o(kTLvB-h9EiTn%@MrXH)CBTln*kljH)TaUVMnI&W z;sR_f3HQJ;OX{ErCa>ENnUx!BPO1??V$#Z;qzO6W9qydaHu#9BYL=mLr?Z1w7FD$_ zht-t}{=pJi>d%o0)1eIR2XMa@5j835se5l)+!j`kEqu{HQ!J7mIkkNI9T>2Kq|YDZ zafP3rLW?*bALa$(@@}UF`_~y=@oS0{XEJqBr9kTUQM4>h=c)RAu2(`Z*c;0|;%dLA ztrBXO=~)?!Y@L~>BvDUn^YQEy2cmcLlhr*E=5s88RwW!t%MAJ;*6;}33WkrGAAqEa z>^7em%?UPneu#qa)$CPYw0Tz!o>z|2y)mut+lH^OUdW9AhGdlxmP9-jXC$#r;tb!9 zyVq}M7J?6A?B1%dY-GhmLh@Z!MPR|AkuCk1ric=|SaURFCIKH-E$R^DJ-){v z%f7^cBGA(EwFbT^RsbSmXv%EHhclij@=jb!qi_fPFmE^-Wdo=Qy!-)636zLV3DqcI!A_goHXUXI<};{X8qN+XqW>RT;O-}v7WsQAqMb(#fhIRc!qKb z$=O3>X#s)}>G=t4O0znVUWq`#mqvz_W!@D{QeuR&A3G)06tMYx;~lB4-~=!A|Nj-7 z!U@DeU)1%!E|mU^`}(&|L#!h4-R`D(3@nO4_qJq(~Y#z*01;{?@Z??vNIyGR(Dfk^=Ey8HiWZ)s?6rfV~PG4C#Lb@iz_t_ zTijQz0y4&~&oqS}ptP36(#bS$*#F0kUa9M0xWQVgRoSiq?}CwE|NTfvp3(oy+cPjM zw`LI_cer3^UPYLg8Lo;oh1Yd!sS8c`Q29aeb^$z8sPU?|`NCJJ*YJ+-gKU9Mn%Fn9 zW%JQ#B6q*{jYg~KgNi=y^BDMC<2R#SWj~RpwKp6*Ew)}8Q}QHI%)dDAv6Xj$oVHnu zeI<<0iAVE%VHWb$0z=c{Nez1P9kGAekk`@GuEX6{j*LN8W2+djKHg zfDaW|{oLU3H!J`{B~7Bov|4I5&=%|syWHUXXJ~3;q$Od5JXF077D)>b1WhXJG>@j( z-onuy0WUnVdROUfHDJeQkE;O}OYzXK?b(|OE$xoeS)YKW*p%B*iBqy=@8+OuywWh? zF>>w7r26wpwFRv*FaKtijrl)5eq0@YFJis9Ty&l>`9X0hqFXAxGKKSPpyxHF7q%m6 z1my`ZFNOStbxJ_uH_h(&D)bAwXO;ja`W>~`XGYrF?U7pO*8BR!E`bgQ(58)Qtp|Uq z=8rNTZ`dt@r=Zvf#kUq9BGQ;}RB+!FS^xc-96G1e@2J~8sFshussuO(aApvd%pPwU zOkuN#ZirL}_U+EL*SLlE7=J+@gswcCjVM$tH<6vc@fUc@tblq2#15DOA2x*Gu*1I2 zo#{EHtD^0$HvvY;1Exuh-H6*Ws5(0|>z}AH&6-iYB8q5j`lmcna^UBe9-?$kHIha) zyzSP#1{Zman=o7fVjIzA6DCUujc*MYC3;m{5AMx0QNmUMT$PBPv<`*2^wlG@$Jl5q z))S&!IpVP^4;NJ}CFt;0 zLR?Ahj8H~rYA+K`pSg##N`99dcca9=Y z{n&vbzH76P-cxX$;#@7&bK8XApvYsS-k<7aF+0W5Hs_FKedMwY3hX?01M^}#_vVA65IOv;Kr*C_Av z-Q|V{K=UoP%es%EHE*CP~X!4heM8>ro64ZV@sTq+TZ6Trld5lisnX@^Q$MNAQFuTDIWA zK)>CPQD_xr=a`t;Xi=9q-8SV+F$|GM|FOhP;V0dqt(eS`8LvPKJnlB5^-jTF^-apj zeduZs(?L;#@bliRv4UuNqb64#6zi@LuOxG>ql}$&KHF8Qo@Iqrp%_j8lQ<;}QEN!n zB%gxIp6yyK*sgg3rG+DZW<1l0{s6|dI|zQ#ubTm*=!B! zXEbAdi(N)P0L?t1x3DAMP8T{GZIqz*z4P6}Rak}RB0$ash9}c6*61Mu&z3=%R)#X& z`{T?lB+sz(z=_w-!3sVE(;wyZD~PT?m6~3|{@|X*v@o(F?XYoRgZ!+hYK_1D|Ns87 zfC{KOf;8K!C`v#Kf8v)#_*w9zL7F&m8HzLXqP1^nQS8_t}dOcsX{etvG*<(*h@z??F?J zMNun6p_X&SZ2p~hku#Mk^s1lVpl*}T7Pd~8>!>&w|CXxXqWPGvyiAN0V%D1CB^A02 z_n-nqEOHy+KRKNyXr0~I{z6Rr-k@eEq)v6zgCb;~xTVaf?7j_4Rx9j}333}p4vBZ? zas3nv!_IpTIA*^2B}t*f-*ajtS1Y0}V)&T0!c%Vb%!a1J?s_LlvCS15JtS6HHUXeR zJ5udQS?>Q9gg)Q;w7AiZ%qzLXop`}VhUvP{J8+-!1akHNtQMQ?mUfAo|JxI$t}-Kq zGSw!;X*+MOS|eD`Z<+Xez6PE%*PX=>uDF`Jv7@w|>f@aP)wC%?DAO*N6p8S;2Tgnn z@@Yy}ns+#Az}A?>q;s%jfK&aDVGyW7r5t)#1rBfk+oIB(@RDD?6t|x$bP#G9!s01z z46tKWk&E5#UJrSDu97MI!8|-D@Ie`-epe&D-S2w|bN_CAVs6n7H?7~t@BizVdmR6N zwgTZ|C3^wdhY&CmF5r~oi8(F&UE-L`k&EJ`zVM+cJ$>Up9Y6q>jf8t-!Jod-Yglsm z#te5kNFpr`xOxv5BW-znI8CDn8abUk%b)E4p79xmMo|)D4tIORFS7WaDc}BYKm-46 zSc|V=^Qaty`3YEsU{gh?xtQ$4^@2I(Vu?$h%DSUNP8rEQ`?PM;`2DIT@*rhzT~GtN z0EIS15- znhf++ncsY=gCkbuAwEtpaFZ->w)OwD#+wU456TqkM>VqW?`aWQ;%J$A2csDvgvGmI zQT+9+BxNF9E42WYQ*VNV`fjjS8M)Ne<%S^Ail%$n{@v2d)@;!$z3-)SGLRaZd_^dPW{lT^RJN3k38!4|K9?HXo8RB(V_i9iM6nIN(oSId0E{=hM3bca)ez zSC>_5vWUdQy5usOU(~t({x-8`?B9*q`8(`Hmb}{$g4Xp4X3AQ(d(_G9oh`j3i%5^( z37W_f6!0<8#b?W}mnLEjTJr1{}hL{wruzfB!|Ly`Q;w zBerf3&1W_fBY#5K(A>*R5mW6eTw?c2Ak}-tKNUI{ZOMsX5wyJK?kn22jP!i}mn?vj zP-q;W^HvNH`I}E+TJ$i?)Jvs-lN~~yy+{bqfkLv3BP-9f&xh$DW{9fh+=z7C@g~A= zvMZa&zCu^HR(fIY~ontc2l?yja8 z4UK-i>Bf7u8$(K5S{9Y*LmwQ$nX}2Rlk7|0GFSYHn@piv^o|Lgj*U;WQ^I87SqFUU zXZS0y`~L#cTx*--eYTZX8G;^K9y4^*@es#T)dIR2t(^+amOp%2S>#TftvI-#ifnOp z*ZCkCSYGW(d`g?=BNx}!6KuFx8sjm$Cz0s4;tRtx|E6dH+a|;20dwrvDm=f_zWaXP z=GNLdRdaa)_`85un$=_?{xKUm$%SOl;fw{8rFPwk`t02 zdm)&Vkzx*mD_$r#m-k|~V&naS1pNG65h9_IWD7|)qMxWZVUWV6?}m}+r!smX4gIm_ zZJ`y3x~#3_iKFr?zYrjy=z4BE`s2_%86LTDBN^7eC9@`(F+Wxm;V~>ff>=cIA5m<= zh5CNB>*h9(n?qu3lqNF`ggi?8n>g8=>8qtUZ>(~(cs3)aFM!U{Wx%CGpSCRdyLv0V zZE>#UN{4a{ORLXK;4U8rHqIv;Jet3LX=)CCN&_%b zxy|>1a`Ndvc?3kqhJ6H6_<2Pu*&`m01~tCx;6YbGjo|4TPOmUKKWRM{=QP2US7mpF zCUXJ`Xk1*U8niMpz}ekO90OKh3jl_B>pt& z;ByI+`EHG~_$-iobc7AeyLie7cZPwKVdIi12bv=DzO?}GFk$7Q-iAt&{P$h>>OGS$$v%ZXBwb;o&ot8WMD48wQgps-5Z1=N3G zsZhtg(=zPKBAXJf|ES!)EETf_J^)!S$z-R#1lDL9ity}!1S)QY zv^lBpvTXg2K&8mrecOE#kfvp_Dn^8CkDdlTVr%b%5~n!ptDV0}~w&6PT`~~`sXAckdcks@%$=1&f|sdS)rwP zF{6G!WE)PjQo4BT1vUHEe@t1P59!Br%XJGW7AG_Pv=r9d(K=A)8L;yNzdi=R7t)4z z063Eu!9SE^pI$NO3{RA2C_pQ+5p?LEsvO3S27*w^p3`|NB$m`tuY?@eJ3-?`n+ycG z{i|;;SHJcn$dWU+U64p@*m82%Td6WQTp=rV%f^GW?P9^oGt`1vCS4)Jnl+vvdu}!9 zg0JMHb)8Mby6%2ze9>UXUBNLiZzF!;_25eZAds|TxGI8cDd$}$p%=5-1i>Y`Mim1@ z;5miKSo7Z#61Z*`tO|myCrj8)5^0b9BmIC|1Itpa;ID9gv<>C?YBX*6l+Rrc#9>ti0r_1R$*aq zkG=MKnHCs4;BlVP-|{aoi8tJ@OVvpvWV*Uih`G(BXG*mNXtqmHc4u@cx6#Qqq`7IU z|LwQ@)J7Oz(|oF44Yjij2#Jg*ig1V$P4%aUE09ww{eS=utkF|z$6^(6tLM9|8}h4H}vgm0&v{TK@v0iwCrcV zG@Q~H(ESGMICNR)Xl<7=jETPfMz7X|vu5*yf40*JK_mpQp&Bx1BJ_UPCKa%%`1b#dm52@hBBwoh- zJJkgqt}K{%#%{iqL|}b4SY7!?7GP<`vqX$-3~F^EcU}eNlm;m>@_%Sy>N{VTlYn%4 zn#I-5icV3RIq<5o^#ewFXMdj>V!F{Jf~83A$oGo;ne5V{B(t*aHJY5UzCY8*O-?zs zCwB07m4wZVU<#BE5&LNSH&FqP^L!}d^VspH55nOswiK1Rog1&QTta*3W^SnS1Ag+u z#UU-in7>4lmy{S9tnTk{qon(a(hu=rMzSzgzN$c7$lxMF>@RM03V*?0ah)6 z|NN#|dWK4yR|n!g8I?OKB#<>c!G9oKL2OnB^&9Q`D8;4__dD2gI1WN*K_yUjobTdf z;8~rl#FDqfrI_Q;xSVJ(F)ic*8kqkl9+PnqQK(HJFv06$VCVLA{_y4~s*}QXKqrb4 zkh9x6H|S1ngG`DPI0DaS8UqfZU$%z9ja z*v|U8a!vS@%&*{O z`+M#UgGP>M?E3`F!O(HpFgPs>s_`r#7sYdZzun~&*-Le+Z+`CUu%ke68u@oD#7t9I|$-7>MHE|!(OHzJ{6Po;4g7@$L|NsB8m*n0nEp&L0 zUCa28FkhlA#Bc%~Ou@d6f;Bk;Sb!poJ;5O^D)*d@jn{y#zS?Rj{rn+G1 z-G;Mtx5S%;vxUc=5HT?NOa~J+2|rx#Um5V#FL6Bcdnuz*JL+t9xF#5NK;j8RADk_R079ZAA(B=Gh@DmWmv;Y5> z=g71HgPGO!V%Mut zCR*FAyy8biGy@y@-*Sn_`XI`b~uP&eFS85|1D^ZJbFV^r=Pb8j=)#vMWb|F{L0W|tqZVL%Az%OHpZ?6v$b}D1 zrC<84KkXbvqUNh4EjhsX-7uFX*%1X19{b=MIAkZ>Y_F@(; z!M(<8Yv=#}^FDw7*jxYe$z}Bb00RIP@k-vs^|-WHZhJ{pxgW@mAQS<&7rKm0%H{JV zIM4t3n*XJk1P66P3L|8YjR?g1|Nr`5{)m2Wk9T>i*a-EIf1$*Dp z6+jP+9cqG0$*V8PwA3mngmNqtA@eFtOIEiX^Tz{0Wd3e~dp`BKtw?9E{aL)Oz4AbR?%SBwXJJmh zr9Kpw(BljSW#H$wHM{oRQdR3C?LDTywQ6w&yc#fq2two$^22lC@4(z8n&$4NZ}^NK z>ax(2{RRTJ64f_#yJfX{4GVS=zcXT&gZk&!|5@~QUT;gwYO0WU-{&43KlL#gv?2LR znlj0a0&YkP>yn>P-R6HU>jVUTcYhNR;hM(&_1S&PPngh|;-mxK1uTq?dx@l%a(-@= z(??IZvV^9H)eu>iMrl~*CG~GdeG0ZD6>3a43<2IavDMwVJN7pij8r%Y z&n!Ba$Nx6_jLGL8rL>S$ezl=Z{57Sc<6mw6Xjf@;c*sx6d&I5w7PmKUFYq_^&GwtR z+{LNks@(vk*IeRqt--GGt4L#vi<}3Bv@Q!`Wb3SBZ8(zrSu}J^J~p8+tc%>pxPYn2 zLc|zRJDvnrMVC(itm6m!z9b?OGVq7x6FGx9Tn3gu=mOYh!Way8hUsdsjsrL(1ypf* z-K#@-=u7ASSUH3-C858oiuVQ2<dx#p z7plsQ)}xV}xxQ$5T}o~fqjob~{moS>3^3yedhY6!7gnFRMK~ZG~g>##a$=F7LXgf zZH!w!#Uf9}8}TsrhC#&serJ(=YL>(F8xX?G0Wxt#?XjDge!(&|arM)#PB&1%Jrq*wgwT&wRM-x^lrQWgMc0O%?N{gqOu`I$NDP556e znj+J4G7*zdY~q9uG`f3vj9R#y?z+&2!8X!_YhdqH%b&^zPR=?;^#EYk_@c0CkCG&sujKPo z96j1wF_`AQN_u)1Ko+z!))(FIhZ4x3w$nDWy%07-i+vd>@WwYF*Ga~FM%57KZQ^4v zj5r(vhg2$}S8UnafGQ5dGIMZ9G+GrI15*LeBpbHZjwfEEVn<1|v|)(b$ziXnHkBxV z{ur(ctTn(6IL2No&>Z%96~__;5G&PvtKOw&jX({DqqzFN@zISd%1uRH!nCk>Mll&F z406JOO^`X#7Hvs7aN36necaF}jZG0`lYQJraJ6SKQ2+8v-e7cx+F3t%f+kP$)CW0N zdoTQ74xlY2d(o=rq~joZ2$kyCSE*UXc>q(POo8S)iC&v4XOBX`rf|cnq3tkOP+>~82 z+&jg99P43?IEqWB*Ess^*lqUmq(4RHwQL$!?PGU0$4iiP~pzCkSDZc{P{q z_bctRZ3?EHVblr+c*A}#!oQ?2%5UwD)K^USsS3^R8^}DBf_HF}+1#&Qo{7BXh|F~9 z3?w%wjzjmYfv#kIir>zcZrnsNoicofN)Ei8tJ!6nc7q8;w~!6TS|D@4>A zpvYA%Awexa+&TwfC3_6=xZ9#9swh6$YGFs~D3aIqh|gTjC{L1;;&h}}E!Sh8%9>Uf zu^J&vXePG+ebRBxZR_nXHM21XhEX~=`rx~&78@0xSlpWjy<3@}0g&y<5^{g}f2{Lm z?1PJF=r$y>*nN0FZU-7Y1NDijw~h43{c~`e4UMF2Rn$xmC>jHEC^}pkP)ldIM=i?zm!ZNO-Ss6=XP0>U-1jm`OMxEBa^Zqos@89AI@t(%E90L`zJ@uf*sUJ)) zWOh*%dUu3P6)5L(jxl}%!9}Kf+sK`fk7|is7hPXmEw1M42x2fbY7CPuvX&Q)t{gFEubS1jG`SHbk`a-vM5F2E2LCBbG!^KMM8x ze9D?_lus5)Aqk0{?unJVn=U!c{*kLeWY9h-*ynehg#PVjpvybiGDk?&hdxU5@IT$s zv8@XK{d=7k+VIi19{hEYjg=2p)ovnUEp6nI?dvbUq9W2f@+DhAfB!f@H>$wBk^1cX zt4rt_0lA}C?6yz=zk`-QEIi z!F^YPi81fYI@IEi%raCo8rZ2&jHK;861CoSaOx5HyiIseCU0T)Fuu1{>qeI$N2iEu zSY{^;caH?$7xgZ+YW6h2rkz;BZHv+)m*{h|Utf&4Mct98yR%YLAj>mtVa^V75oCV z1;UtK!%*^beYr2H6{z4Xgy+wpc;1I-UD!v#ahD^+bqZqBvqqW5^WA~xYnD_A>j~Q)Ii7v8X=}g5Uk6MV zt$@LXS~b@~2UZ!*Ns+r??&IcuD;bz4XJKWRxqrquv3zOLD#@G~lZy*4s0`ne>1sa! zFCWL3MEM3L{3ZFv@`Mul$0Qkn=H=y@v1?;;t1lj{c=9}PQU`nu!6KQ>w79p(d@}LZ zO*0@Zyt<{po#FwnOK&Du+nm{kfOQweW1D2{%=P>SN+E|#{DtC;H?1no0$LZubp+T> zs95oH4LWcd{q+tEpF|a7YRS&Q?0{D2!rubqnw{vWGdJJ0YES><4n7_SxvDMxM{G!w z^IyDEbX+Ej7l^_2(2==6)~vfQH$U9PE4_mpV#kxMk*B)~ykdgv<5Y1x{QTX(oyG^y zCOe{Jgdqd&jxf2LC0EXJc&0mOWXqE&_YVqNA8OZbrQIIRjo5E5Ayt*y{c3OBgQX?4 zeIGGEeU&T$o`KhCYsx+XKk*-Z@~ztBSx~#s^3bA38xw`Tv-TmA=)N7x{35U0r8Qg8 z|1S6-l$q5JZY(#KGSDT(RFJoM)<5|c6!UMWWeyeDHnJEUjy|?B+I=H?=UeI$GM{ES z`d;|h*lQH;c-0Dqc7;RUPwlOeLm~vw8SKSHC z6>t0&aWH$|F1}4w)dHe&pRq#O2*P1giSiF1ZrBJow#rd|Dz0xsE(}4wCx>=Z6Tlem zy^V>cohS1m{M23?>{hnAJi(?dKVVdG1!+DCE{>u@G~g>{Q@woue8)}NG!1_=Q%MpY zugCC7DB6`t-1c4xUJ`9PtHQFngZ-uS=*mQV4p33ZRED1zR6si^5*eSTCTB1>71aDa zRPp4(rcX_G|Wl(nuIHi9;sm zc-Lb1ygzE6?~MRDVbo@IKs5FpV|I%kzQ(X_K zxkOMbL!{>Co=qN;=7{7#0B|k8QPMAwyZ0lccWGl!5DbAR<-a| zGW0V)tseKyT++cPX3i=(39nf@&|z28mc^~n-vSq0mM}fp3DlfW!-g@aN+ZY8^(K|) zAXJjsi!g}vex^0Vh)IArru4dsGvF&-X$?##d??3+xUI4yX^BD;fG}(E)GXC&X2v$k zB4-?mhQ{RoKO+fYtkeUJ4^9Xbz2_t!Pbkr3Z^jt4_wrIYfwNYTBxT#VIgU|W+ z!PFPFm;!tQR6=$_TsbGwiIR~eO^x>jA^z!gNWEjztu z2P6sx?+0*tS(G(ZiXjkD1F!DQILA*Ej&CR6wiBCa=>rcbLR{uU57`IXIpY5cP{fzM zX`TTVNidQ}$j_QEv^3WWSj~s=D3*?30F>(^aC)TXMs9jpg;+oT|N8BaUB9>KhMRl> za_{>+1$F>-BmdQ$2S7C*8PIDS0Jt4Q(+#+5UT$a6t%cU>$+{Ee|#3nxHZ_Dn4 z4ZLX>)KtQ4vF%Eyag0IfqlK*+vVi0DX;9dOj;+72ra0009301wopgyFY50b3breiWtlV*mG7cV8WYi4t)jW%OpJ zCnuAu!$Xa-T>%t7RDK5%FOSh2H`;4&R6C6xj0p+g>dRe;m;t$^9;Hlpjk&-5nb-YJ zDwZwVRZ7uV%FG;p;(?hlrC`1)(GyB&oq7-ele;<(=_o?YT~00RM^IB)DsMwgBE0Ok zm4b;S7Y~}i!9%5Ar@iN8P4=^)o8m#`W*5{GT+o(hcv6tWC1OAdSJul#S%MBHDO{@N zvvo-8wPJ!1dYe~qH44Zs9zJ@Tq^PE>c14;dFhR4=R*N-oz{DkYhL-IG0>>iNoO_prj zs{%YkXbK~$k?%dMd4SWpwDipOPz52$P$iI#?_Yt&Q5l2boVqCKvw(*Yp#0@KEVad< zcHg`vDItT1tVD*k75}v)N1m3QsE+_O>dt@DI9%fJ`o02)PL!lBFYjpu0G`<%AwlB| ztp%zL7vxmK|J(L{Tk3lUXCHSY0c5B-%(m_F94-hREZ#Iwe(I20;3Z+G_8_Y+d@NHx zZ&7eDbwcXwDHh(i!gn;f1+uXD$TyOh=3b&nUuav7q!b(4RNI1 ziEvw~=NI?~W|WRpKZKy%=HLH+w(a!SmAjILoioI(Bo5Wz!zcphm$=x{pQN$DVkHjT zN`#UEy4_*=^30v;1!?X<#|vv@q3yNp}(wf~?T3|bRh=fvX@wkS%;PntYf4?!bW zWnoe&9CjeVy7Vvt!Qlgv$AaB@8Wq4R%Ui|>opTCr=|2OluKn_kZ!oVuOyw!`w~{M1 zEC&dnvUd<|8W4dklExAqD9gpLKt^<9?qL z{6?dI2mUwiLO>eYP)yGR00094E6{&R+H~IFR1qf;6o3UFyuYu-+Z(?PJfI12Y1K@( zmODVzoeuJ^w(_d)Y;V&ErAb#+iROnM-Pe_-(!Mf9w=n)Ar8wOSz;uQb&C?=sVbc^B z*$}DG)I*5t?O^x9uH*NjK%H2UO#SR5Z~Qld<~rJIyjxgG{;%6r$KV_Zv8GJG^w%{a z#>H77>1UqLkJK#?qP}t;#xeY2#9{xk(?|Z2XjOC->)%!ei)yd@u>yTzftNis1i$&_ z5FcfGx$If`e@9MQPP;`@8g!Q7{E9OkL^CPl_;@7&_d6eEfWMh5({ zE!by&W00&$Jl8)GlntR2sq^#$MFKhB9OC8)6&R zU=_M~zR}G*eAf)0og+I}M#oxe$w6_Ck0j1-31cgDYo;uy6gLGad%_u^pxbI zv9(teF@L{tfAYSt{)m8Q1e0=N8|T9pQT8wYxZ>GMT)9KVLR4F@%2+JRQ;G;ITJ~Fa zq_Cp&yTfp|g^YXq_}Y`sDz+Bk^>5xO+iG2zhkmTY1oiA$E1;#oVh($I61Q*S9Jte> zPlPIbOt}0f0^vbr_KuzYupQN#E>n>pwDK0WHr%Tg7rC+|9jv4kMQPARj9=PO4@O-Z z%Xu71q++{el<&UU1Bz$JxIJEcU0_4#tU<7SDFO*ASk|Jo;O)h^fAGqMw*exOv4wC~ zH6siC#EY}*_?$>@QY08-M}l&Hw%NadO3k!Bx}$6M8cC6r znvp5&@^nkx{BpVZx=j!mT}>%6f>C7+%?$K z2QPXUI_+dHGGbg~q@WA^k^WvIm)t-$E>h3Ch^rZQ-S#<}WIzIc^A~T~lwcxI2PLj> z0~Ab4B)$LxPkZQrEDqCCXK!Pqx<39Gg}~k`tO`8n<+?Bhuj@%7Z5ul0P(9C%VVcWd zlAY_m>*hTBPP9!CKk=qOpk(#z{JRx8+!P@+=1vAOq?Bs%P~)(i)qjZYAYYVP3cQ|| zg`wF!J}vq1t`NqSfXdRWwM2#G!7xWP#V| z@kp-#E;=@>I!Y+&Dc2lH7=&1l#46mXM@Y^^P=L<_jP@2g9+9U}l`krotH}m4_7+97 zFKDxXZrXB(qDRrJgRRNwfw&Wr>vjU9UVg>x|9>IGj-X$KnX3ZE=sDLHRfn11HYXSr z;*E+uu+LVATP_iWm@nEBzRR+`wo)zUItUIbPq!0OT{ zJd|M`@shf@$SPN68y?m2G=;|@7`x77f#n5iCVK}*8VMT9mtzS%AMKH;Iy^4K_S+@H zp44>p#1=-B9jzR*(Wl@4uo>y~Rq{*I4n zA^S!rStEiI&iR@{K9C2EujsjMXVq-A^Gg1Un|!OT1oW@^$Umtk+9%k*io`E*`N*YL zYJ-AQ;?LQ=uF>pIh@XE7qu&=b7ewgb@S?4pE5`mbyfy`f|MN4(VNz?8k0Vr#`SIS% zleE2d#o}*~ORjuif-AA<){=lJ@}9^*+oJN9^J*qNYzgkae*XV5Y|MXxE_*0M#n2SD zrCIFq2KKkNLi^A#ohH{*konuBBI2*|y?L{7ilQ$aizw(ht(*y?dv|1;mzq{5q{)^S z)8@Y;rR2Wy4xPnoSn4Phf?N1p=~_T+aG#*q zCP>)n)_@lp*QmMNW8ReKU(H*w8xBTj1-A8#%UAt3@j4kbf&578I;uc`V) z*$JEG*GF@z^q2-g3T6K=c{>1`cvEWS_A3D8{LA%TBhdr?$B>UyfKI4}aDk-v$pOGt zxyiY)C)G$T?>i*{mXSmCGGHR!bdq`MjpYx|CM8$S`f?`=q^e5P^CCTMgk)skRT-kw zK625!ON!`mLE;)@po-0C0%t0_leo!W_Q^3rwC-KzM7Z&Y73aNDy=fl#RP;>Acd$ z#Hj->pG3a!y7qTrjP|7#Ow8hw&L>tJN%jAE+iQh1lQ)XistPkbdStQ$F6}O~Hbp9G z`4aDT24O(gzHRI(d4A0fj|Qw&hfZtoHq8=4q-_TRxtReZ>JP+h5acr6DB*FsE)*AO z0ZTyw)M~MJ!b_zYJKP|2ACWcpUi?d5*P7TjS@{*O?t*&j_tihSmAPWcI!lvp z!={PTu3nMhyF-9xbfb6G3Tl-kJ@|i~zEO;97$;g{Z|l_IrI7!Bn+?ZRw}L>Wi{XDN z?e-3O8a)QZ1uKH5H1LW$m1BrvRb;FkKP)CFd#Q;9s9;SpVw;SI=may= zq28W?J(b3=pDS_q<=F7T#9WU`f1Vb&kv0P`eX#Z%{^)IZT;lIufgyAh9kOq<#4Y_u zkf{fWmMD>yxFenxQEvz(gHf;*k>4!$^gkwL`e$ z(Zm#DmeZdU%`u0i4Z9VQ6krV;>Sj~PsTOa&w!4p(DjV=o9GKtK9KN8ClKDL+7j{yN zHPr)62CJuJ*_HG?jSm0y9bWmaX+|i;tWInGr3d;UeZNF9#>uxO+zAVWOfuE63k7m)Puig zEy?iYR5_M4>xj9UpZI;KLf$BWJ5`@FM`s*r{DABU>l_q3ZAI2;pav!7Q+^1i2?G_x z^$&IYwCsjL3&4kXJ%(0yq|2Xw2yY7PK|Y_aT_axyl+(g>!u;uO?S8#=>*pS4MJIo(r>Ji=}G z#2uBY@tJ{d`gcpVt=r(DlT@5e0lQH+Wop0@nZ~n5_pCM1P%eKCHmwVGJH?p`p4*)x zPuWiP^fnlC2QX?g%m#c^4S&Ei7G!VM!qzp9?>?Yq?X|ruj{RkH42XxNqJa#@kd7Lf zXoD}ng9Pr_TBns8`xcGD-zSuaa#V~ER-qB5C&B#Bzm{~zi$a$m+;!&tkk+f8mTnEg zf?B}u(V$?QYX^qE|4RG7M10*pnE1s;Qap*-n^|CX|Nbp2;Ek`bTk{A!*xYx*Vke)Y z^j+^p=&AJBN4AX!BYG*HCWT|UA?A*@a(u?m|LuF*c5Y*Xvf^?1k?u?f?H*s-vH$=B z00093d+_UF_{r4e9tFYfoahpeN?U&3^qB}UazpAR13-^98G%afsMkA!gNEXp+ z8$fprZ)W|5@i13KpQML1g=51uMcjC?*h0ewX7FNQ`R`g1LgiPUDVJz7?_qi!1S~al zyt+2&Z-KgA^}vFYGS}YM!##yHD$#P#l3v{e-$x7r82WKiWGk<0=Yl59C18K|ke$Q( zK!QSKNKXY-5Ub@E6O42oBVelxkP`wu-cK|V1AcX5=twU zosL6J6dcY^;3C$fPjy7Nj+;6hmpQxfjU9IiQ`x7Gc8}vms8nQhB=MzZDJ&#ofkD45 zYiahQp&YxGea?T6I7A9_Qibn=d}fW%;nBLoi~xdx*UHH?cT6pmkexi-~2SM*pmt zqwpUKBbCVv4O&+2;gp!G(_;aE;H2{lf6{v7FS_|px+dtt_Upf(6X1Gj%!4)J(Foea zCODOzGNgK6LYk%cD)NJ&3F~}xu^{Y_40BXLQ|}0{Ww2l zpv}+vYSsNOZD2W&da$#*pn~^KaI@F$#lgC@Z#DvkV>)Jt%W`+lWsq8b;aZ`PjeFfo zElnrw;Y>5d<>6tKhxR{7kIfRqI0#KF?>Zeti$)K%DA|w`|2bU(9FJza)de{?T>xV_ z15fnRgs71z4)xKm1MTI=ahEju*gR@K8~!s$h*b^hc>SkjNQaa7UDew2Y^_m~UmVgC zDpqSx%iFdueHTGj=AXGI$#sxu_X3Mpt1Togdiv=d&>TnLG22;2DA~`b4{(T`|NDG@ z^^AeyUMwi;XnuQ-5Hsh{gr>BK4f|vk!K!}HuoIf$=Z83szvUrkiTH2WORg$1f-TwjkjB+ye!pK~U;WWU@!5s&5Y;QAhh#o&f56yHP2Sh@ssrtfF)kF5} zPgbh+Q}8NJ`fa^?q@4jQPZ!H-)Zr+{F&qI|02e<5PKlZQ#Tlw%_7#+Ef%(9nwsPUbFLBF7ayA z1ZK*IPgjottQH0~crII-(RwuSb^EpzsS#(rx)mNTYD|Xn9~)C;-ieG{L6E2)03MQ( zZvxfmcjYqj-nKyKl~;JTa$;-DK;$?^&7hLx+knRq}{B}ReF?KYzGG&0?BP6yBb?{EM9GrlqTZyhkR zxx(w?z^wg;iZx0FOaZ6}F!nfLfk_*-Xpsvp=&{fq#v<9O;i==Rj( zv+FCyFYi)SAVa57i$x%p0klHyY#Wp@1QLSxS5F|l=@I;z<#+)ok=#kZ4qeLsBzvpg z0E{bT2Yh$Jh{$?@{O!U}m=l?y*TQ~H*!HIUmf&HVpNDO&6*Tw;kzXo|vBk}t)VDh4 z9YDpD)j>Y)h6V2(IxhN z2`+TXis{_sDzz?vxLWrKsa|K+BbMp^_}Uai&HysYcFCV`8fCq*r#W6mu__M+T%>{ zk2*BLmW3_jH9LuFaXg{#jeq;|+HKc!_RvI{MNEQhZ~|xj9;f}rH$J~-fDqHeOMVI< zDsXO*8RRTm#u7R`#rX+Dwnh4Lu%`7viy)!%b8FWJTyC)Ug5@d$1JnJt-D6hvdcm(2 zM0TOysiy?E45|XHFuIX&Jd{IF-2M5P)9=M2Z!0C^e;}oYNcTH<0r%0U7mtrpS)}F! z!$1ARm=EGGlT!bLG7h+?YzmSw7M0@69wDF@WNT>s$Df!@@ii>&V4}PUURIaL8yX+~ z=kl467J}7#2NG(`d8BmV^Ve+Hm=68WzT) zrd4uv=9OG(sXO}u`_)utg2-s1QdAe-!^sNnS(n1X|Fyd(N-BHSI^ z^KeU3q*SHW^WGz{GC)hKY*}U>mHt42EV0(%U%dyCU-EHga64n7+0Zm5lzgktQiU7D z)$qZL4CuY_i5(D-klt*p|Mw_6V;|TmbYp=(7aNW&DI?hl+lJ29G^0J*fU#gb+r|=B zdA1n+5Wb7O#ubc7#*f3uJZ^p;Bbu$6LETf7VX|{MP2i*YFQcMUUeK+!T69?3NKJ*5 zdC%;0yVH`e;^_uTy*5ITmEe~e5~8N|uQuOcrN_vmro04I+;NyOD+Z2?Tl`_VuTy@!%~ zbQ0~YB_)`E%sK*`5M8j1iB-edHkT+!#W8w?gk`3^LQP|hL#2s|fFSik!Po!)*eoGV zwjr@9A?tQ;Ug6Cc+e<2GdI0*BDjke+K9{TIYWo#}4{`U1pW)R6dlpf5* z%DwQztZUbTt}mONV*|+1^>Y#n({{JoDMVpMLLktVRE6D%+XSw8^J#N7xyX>?umYv@ zV@L9CIUwgDam8Q!9K6x7EZzFk*N)fVtXl*i6ugn_Y5XbP-aq^@jHyeLb!-9d>c%9m z`CSfLfFf8**B7%T-<#JR<|qm^G85#d<>8$|{;{aN)XQMC%H0K*;iKf{oALBN{~^wA zM7|FVFC*}IDMm6AsaO1Q8fOO9Ca2>%$r{-pVc!o$tx~j8+x~Q~RJ}J|>*k5l_ov+| zaAf{QCjiIE8}vVX3EgA_P?^L-X&mvR+|2D(M)T%y^6h>kskU6*;P=bd(*dXr1(96n z`b)l7@5Ilb{&_gj+6V0J^D~|~Y6r5V`6_x7G?v3Je-e2!7iN1# zKS2Gw6Zk^)qTH7E|P4m0{$-24){^%MwJn-?7l=nLFru6`3D3Lu0?c z`$Y(RKo@nPfR$UR3Z#EE=ory~QikY*PMRoanii901?_y(bFrM?JMSRbBPh4Z6K4g0#Re_0hU_))&cLtA-se&3 zz@6AiCBNza>X7iYsFf=?+s$J_4gaVAr};-vqZtd%q#7gi$ofJ-b+@~H`g#T}YUPO7 zUhp7Bi2ur#kk0|aM<3$rcO-sGh`b6dpnNMxs^_O=P~O=D8%I)3)23HOz~Cf6wiqX; z?1dOBZ4)C~09u+cZ8>3uin@o7!^~oQsml2m_~?@JE?gzIdhg6mIDeXVa2<4bQv%%D zCaOSsoX*KUhrwt!TcB1b!x4k>zifH)XL?rJ@F4X8*99S9g}OvJtjz|8GV+NLEt)@ z?NpSt4+37_kSP1x6}NVcn_|1{S&M}KSz2XS^wjGf8(pm-&NU4Tqz{ZM ztWgGWKDxYnvYL%C`VFHg)_5#dJQJPm&OegD(-iKC+?6~Y=gLF4Bi7+PB7)F9ymK^+ za(dzLKS&GYPdmEg*hHnSL1If0gxT;!DCC{M(zdkCLzpY=+DTVwNqi`v?B-&;^+}O% z`SO7am17ps2EBWW40qa@CsqzC-0qdLdy{G{Y%vN(q8zp_Q>2$-rW?GZS!q@?U@x1E zEo@sl9CioC-b@PcKhowP1OC#i&M9Kf_-Gh)*T7=G5m z$7d(M4&`#_%RcSm1BkY-5VZffBS%o$e6=o?;e>j0*mU!J$VSC#lJu%{ay`sK%-2&g zMi(%V08>HQYP{_v2mZ)P;3`+`oc=Mr0g$82<5&sw8p)M8k^Xdr zqFep5^xPm~(7Dti5YpceRq7!Zd>COG=H)eU#e0PW6AHoWsEX?v zZueo3dF>pOgpacZ+ewe){}Fe@GA-dj#hYqF9To`d1je$+iHj^9U+G=pRfvagX&PQEMsN9~gUIhjG_9 z7D*z-k8Vi)GbvliGBc;=&0ytlsYs84%NG_o9j&A{_T&f`&=g6G$FQ!pxkmGZCG69L z$&`8^WUa!~q(C$82jeF*$?RWcR_ZX@8K=TbjcfsGXvMZyh!3vrlfuhqIqO5he4G4^ z!C_^L<{O7bnV)IWV&?0jLphMVnL!s!AhFl%F3HMIm28CPzIkK<2v7|uRJf4;80(oV z=O>{9{;$MQ=$>-yk7KHB#v+Tqt?nIp4BJ6$S$g@8_|?#Z!M72ZFqk@O@C^!otcHu{ zaMR<2>@7&rjY;+fe^14BQ@zx+7`ZvNn%pTRhUC76zE|DFIVHe&D(?+YQt+ue%+@rP zz3M+KK*^{+2j6vzdf@x|K0D2F5fXyR=_%0c5`c)+We4|BICfsRLIpI|*^+w?C@i!t zn!2dp0395kZ%X=%e#O=&A&c`k@5spwqd=^PrO{Tn%`itn%4?#Rgiq%{?ZL9KErfz!+ygW zIvv6uI->KH+7dxaC*xYy62i@MX|(y;n3sB6VFu-X#Lz0Ayn!a0pdB)q4W2SD-EJi; zT!QO6pAy2bjTJxikTc0vp4%_@y>z zm-VH;n+#k|$)K=Q433=LtbNgY|ND$tvmQZoD?#kujN`C81BEPv)kkL-ko(;!LvMcp zUuj8&{_(t-H!1-)fa@@<>Bj=59DAF=6$=hebd_FM+W&2Op*f$#P=auCrpN6X=m7U!a_3bvs=n`LfKB{ zIA(b%40SN*i6-2lGZ6Q+<}5lZWH+3desHtgwj5#}HP1?BV8R@W`kv8x)|DaW`a-bi z3WhRJzb-;fxz-_P#Vr8zBy%6ertRdR53+-V1frnz1Qr{29FT62ka;$ZN7|W47NX6r zZlDEm-^NIZ(9b?V)HorCo_P`Ec}~sJ!CVk%p~wI7PmkGDWfx!HV6NuH_i;0|kt_D5 zF)J=@#e`8;VXE$|3Y>rp_3mSVO1Aem4D)9G2yfUm-DA-{A~Hb9_|P8jX<$CBbJg7o z&&J4YsMD2tjrz1P_(59&YI<}1B+3X~B)uF$K3=}Kc})}*_-oV9> zaB|1zWb|5w56t6I_-VlE9Li?JCU@ojvbfI-@PMf`>?5>;2I28no@dqO`s4dtAMd+Y@z!$e*4yu{4c!}d zNo%o_yFt@d0w`uuhf57WmuGiY+-eZW?G%mV-E`SPB{b*_uOdeRmBGsc%O)|w3PWu$ zjz%xac(-Zp>fbpGx(cMVXvhEmR>9Crk`0symu+_1d^k)cYLUssB7vhRfbrFaUk||oSGc5Wflqc zcHtfLY$FZTA^<=>ObOd7;NiaFdQc6=G4ihKWoaV@dvN$F{&`VamD~cZ0bo@xHXefE zcO_2TRjewjan15H6FxO8Kw}vK6o+n6O}E|({GWVjUYMF%w%wL#R!7#O$i%^tes<3W zYJNeA#m|Z*J?Md8qchbce>19lkXc!MHvJUC7fRlzSw$#1f&Bx#VtPMJh2Q{+Og$a` z&hQ9H`_dRny20MAG})Z+(eE4&e|Y{Ff`#Szz|TZw&gl2YhIjE1xB6941kb#-=~Xu- zlLmjG^zMHFUh$d800Sq6iTuCPhBdZH%7t%&gmeE+002OpL#EfPya6lBrzHO286K$- z;FQrdh2JN;m6e=hUqXvUAX%fEm?1B_6P75Fr;NMi0vE90frTHSol&j(a-GnruZe^D;n|b_i|-BL#v&B$Kut`|6nD#aU3aPA&Qk$)kmq< za;f=o#ZD0_0~n(?|1yRc{^*M7))`bqWoaHim zSF-;hCy*WI)^5x~^O5k{vI{2so&R z@R#9UJkZ^*71#e3y-HUgjH3kU{|~2@jHFhG1&d@-S6GeDubllh5gKC+#9vItzC1c^ z6`4?4P{X_QPKhflZN7I~o5YqMwKNQy zcmzFMh1u;q1!!mTEq4rEgvMGw(LAFheSG4CSupaf$|XanUg1FULtdspFZ?PD$eE4C z-CdIc((R*dN+CRcZHbhu4xO*PRZkoCdcrW52NYcI*OKUx@m0DSY!?^uKqZ7SbnNvr*BHEm&XzuVjG-_tDcyY{VNAZ@h5@(QB z{bxnk9LK_lod3b3N;OsXAQVjL6YCDDqhJovB=g*WiNH?oW;zS4Pm-({6W$aH<}VWX z<$dw}C8)n8k(}UeFY7-p{%s)W_heZaEcT-Y`2a@d zyjMm3ih5CrftA>WmgDKry~v?0h@_sQ4*>;}tXS6CEodwX$scUSR;*spM1cw ze$S;FDc47zYjZRzB&E~dmn>|-<^%EOGR56Y6r#40JU|}W`**?ug z#o37IQocPnv z708QsSjZ4F03fpvnpL|`|MQXw3fKfz={%?+si`XP{`Jl(FSm zcmMhy)&NHHgRWZV)<1fs&i{~ND zzyJS_y7B(QM9;U3r|?d7V{=tUsd~HT+v#)Q!pl)&o2lfZe0J+G$^_Wf{z-=<&)mq3 z8yPVTw7`%rLSX+Cvl*RDnIOD489YGeqa=~9cIN>PQ+m4p|Npfl@Guz^?tEZsmhoqN zH>9Wn?XC`rH)om10`ugxXlF9`F!TRoKMPKZ>h+%jEzjFE zE(9^a(~0Uo8Lh&52yJ<{_|*t4YUn;W+7UllvgW_0UpINBug(#;N}EzM_vT>e$?Jes z%>=k%zl_jq`vwFIZ1HBklYhycH!mAMpvUD=3Ms_4;&}6?5OAZa3f>n z3`1`XS&-qw@9U7mv`i>3;7F~pfN^_ zkwh}rAoe36I`sM2$>k1u1<@qYiG#Pw*wHDIZV%$#XPf1|4|_5xX^BT>zlh6UEJWE4 zqB%KFWF7?=kR0vZ-WT_yT#FAD3cb$-~DihiGzL#8^1O))u3QwJufgA1S zz>{y;lu@j}DJ+*sa&2JAxP8rLu8RwWqkhZ4PN#KQ|A+tp4sh>JZBPds>Bf0nFZ9D@ zJhpD!1}c;!L$>)mLXBzZ)P)DtCHXQBFPhWBN@^OXqJN1Y+g(|cVe&H^^{yv!BV5t@ zfQ)H25p#!sxZIHA2TG=V;A~AlIm$`b=_=nZ=$~XRp$+?9-%yA)1X79vL`3Aw20#jW zNo1j=5>|RpNVb?C-YPLq_08PM+NC>tti5cn27@cw`qZyJ)Ln?V^zxULaP^Mlv5cHS zcWNo$DxE@*HW8UX^oh+3fiL7L&tLxcWIIne1@6Ee@T}Nw-8FkD9(&0{MtKR z+lCv$-6t*AUPcW=ummqy$jmj4aE&2ipg6~I6(LB%_}I})>MkPXVlXrOn%cB9!ej?& zYi@zfT$;~|1=}#xw;G1InUY==B`=cXB9n$W;D=UHicQT~VF=7_n`D zmt(ZyYMPfT^ss5^{brRK9&JpSe;to}tyz5ZepwdG2(PL=V%?;1LWrJxjD8rz_ z&QrX++@7ug;@`7m`AEUOt0i#Qwha4PWw0GC=Xhb*kvSMe> zU}$c?5o6aV{iY^-fB*mI)Bpef{zOu-ht1H-3zX2IGy8v&ie%+AGY3jeF-|>a|q$rYrquuq2k)$?j zD08wIU|H<@vHCh*4bp~74R@k@xXS%$R~ew~xg;Z+grJ(mnam6&eVEEo2XFL_{ovwN z^dbD)86Nn)%qL*|0Q-9YXlga=*;rs~;=OG+SSIL3CKQ5T)~ekN znQ!k7GZbM^0*KiY3D2wIjx`(PvA3ms&9 zc?aCXljhEYN&gp7Wjs17APXC}2s97w*^n9 zyqMhJHOIv4UOu3?>4_QFKbrZKkNee z0AcCg3>|PIUZuLx*ym2q0W!1U*3N7GvzXtll%40t)1YMFv{fH}+UMr}dvktQm~j_YN}IV3M9NM|24UGqL8V_*b@14&#F$Jl z^Jc)Pr?a7SY;xc(5COXKzcltEFL0aSLHT+Jqr{!yD)MwgTXTe;{V}`$ty?eT&8RI< zaF3%dyk^!I^o>BVvo;Givl*+=yN0b0w|DKQsJ^2KDC(;R--Kso()~U`u293EbwKTnO zcNHw$8VVMOGLjin(veG6Hl`_K-oj_XO^Q&XdHvc9LR(07%15qA6OqfG7#v6y@GSc?FndArILM$KR;$ zqFcZ7zuI_yH{6B}@cn<)@ua&4-0yiyzEssEuwpk0QE^njy~G|+1IZvbdBvd0Hc?WF zlcagjy|VYK8n@D+I6=7*vUK7aR+USyYUhxF>AMb&QrW-e{v8*yL5L&3XI`4Y#4MN8kyOsiB_Zm zyD<3|%?&-ZZIf_B9AQgTz4DFHr=?3Hy#J#1udxhX8uFW(td@SfA4s9fHz$EmlRRo9 z)`LN3dOh2s#^kzaw#??|bksCZYaiy-I+^U^G`uf0n9G}HXc!s>fB*gR_eH6J<13I* zie`OJiO(eEuaIr(`eSjNy*!)o&Xs3kG*C}- zzZRg@@!~OHb6M--l{jO-r{Y!ZI))??8I3&433x6>e-zDcPDt52j(7>;AOS2;@gD#Ackln#DKKm&Ty;i&ydbL{0(q-T zZZkfksaFEI!_Iq@oF{HL1kfJnDsvZD?KFgfpBwM5`0ESYd#u>Zyl!w8TvK`1vxre^ zkHieBGD9xV+skl&P48}k%m8CRoWBEOM@HS-%rgCEr6i(s8#riP{8pGwtI1*cApv{$9NQMShweprCea z>I1&c-%YvUaFsyc5@Io=4loi?(<0Ot`y=lr()YX-Bl{(i#CRgLxA(#`M4S)zJeHCRT&Yhd*d`0$ z=@v-=BYt}bM+S2=U4|pchZcJ#x5nir`Mpee@2wb^G7?RNw%f-2m%=q zr0t~zuHr?lB_hT%uRD8DwC?(2j&O9SW{&4S0*#xnm|lt;{s^2wEhA+G4T8$?%ZqE0 zh-X134Prd;ztz`}H3CrnFwCH+$OOa-+u;nWn41>5D8#OH87mB!s|j7njTPBF9e#z7 zhyDv21Jy@BH3RfqA?xm25Q|>Z1Fn*90knGd@&oz93xWpuuruRkOKzAMB!s;ii%#(x&<#FF5VNbI}b^ zAC@{!E04pVZ`w?#ZajkPD-|SKg2EfpiU0rq|ML3|^6Zcw`y2pF{6;+bEU(r~uu>@` z{L@^@c#$|b@TiYU*vE@;dKTv5<9q`#f7{JTQFGFhv`dN?3>+GjRdiO^K?U-^?yAMp z^$<*p%B1oxTLW6JHXc!|6U8I8!=BXOz?Sc+1|62sU@o1nMcm$!^#zn>A9S*HxYjO_ z!G!xSoFj>5m?yRj0S0hwK`upEUR-b?gM&LZ#B3LVl+z#Wu?a%eJg z5Opz<7~1O%+W6>N2zI)X-tk)m!;dwRreJ3MkKj_u#U;fP$ilsZJ+fwSL`iJp|i5-epG z=s?F$o3vlArVr1F9Dzu|6aWAJ|D*r^{(dJh1oghU`ORF9v=*BN=_Cz*PxDzJMADL* z_$(N%V3U*eJ<>qxwO9J%Eu3I;JYkXZA=4zE2yVf~;z&Y-AFX#}SYMe2W~g#4y9V{?a$n@Af9fx!;LN7I8;Crd{sGs-JM>|m z9zSnu-VXsy@dUVWG<<3I{GbuOO5~e7=*U%YeGk-V2Y}aoz5I^`kY!!xH+blMror`s z1hCYoGS3R(=R4xy4O}K`xZf(O_wvx(Eul-P{tCVCSA2-1mx~@!jzF z#3z?BWIWSZ62oSjhNtQU4UFzvi4dGl3V{6Z9B^vBhkd)>C!w;RLQXBbixc>DEhMHL z_HeORvcd+1f0;mi*MgNN@lq8!MQ4+LUv#?Ib})i|Pwhz(gokS3?tQB_icMajp2M`h zvmvi4oVId6FL&RAhg7wUu{m{XGi`c`=U=svehS31;Sjn zz1UR$VLGYHe=MmSRK)4j;~cdAv**p`5GiK_I$)Wx0?n|E)sgkXKa=b(w=Q~}OOy`1uwZ)8-TSMLEd zyE2~VJzKF=XQn-utRv#`#o%%|ScYSizU1yi?$n4E<(Bz&+=|&wN*4g0*(jc4v(>ba zh>*K6ZS%X(yP)dH{lFcGs$)xO7G8i3qJ+tWBu_mFk4={2?HDS`yRf3L2U-&RpVi$SB3E2{;6CLmhSJ~q{s8UY zTlLFt2}^Z}E|f>3IX=4~5UJJ7ZHV#D?_4(_ib|g!D6GT3Yb@XCsWGUA0N~f*o|7Hb zEMvdAJ^;EIfXARO^6X}Vn1?kME*{E1{h}rcA>Rwog!M@?Jy)dk1ZcNKZe{jDpH7lR z*?j!gYd$2BJw8!6$(G0Lxz@p=nqkbML%jU$K7}-?oL9>CrtqN>H2?>b4gS7R&| zXGLb+Tjoon^Bv5?$BCv^9N;UIko$bZ9$D%FO+H6%BveKoN{HVW;Rg2>u1KbVD5Qph zmalGpj5Mm>LCTGVS=y#Y(lI7v)7E&T7#WR$S`>re5aCj8e1i3#yP2%$r~T_3_UWvAyL7 zcNy7Ie>nOXQoc$1Bl5GZsamFMLdzn>vjKF>2Khv|C^;w=4oy?zo3an)_7)qUw2tuG zK+kg4zf!~?u*rMM?He_Jpoi;LR`KA4Qn{Xf5+>W$Y1fNMB|DXDVjL~%|LpguXagb7 zWr2zR|M%H{|HkY3ocaGeXZFYf6nXNz@ccE@80NC;o;FsP|Fv#(99M&t}H$J}$;P7TORJ)kRP@G>uU;pu`FhGW(BIlew#@ie}=Ph86*y`0WUoKT= z*&2E_j^dv5Lc8}JEp7|Qt*|6ccRd`;@eJ*P5h;Mbx%qqF_O9T)SB)`_ee(~$wIMsH zvld}S7zM*=qKbTtUU-(xESJ74y%^-iFt?sTDw!^qB-RD`?X?-iwN=+#P|4|%vDAui zVGEbFe%qCkpY1`4?*Ao^Vqu)&&HTN81z!&S@ND*84m!RGBK#Bl5;lRXJqu*HDB?t1mXXN=l|xj|L4!v zl5%*p(|G%yK$sj9?plvvdklx4b<_0#0kefKTg^UyD`r*AL$T51tb5fo-W>7SR_MS9 z)IjxxNg?U}5m1G_1zv{BbGB=3<|jDp33C$?mpS-f|^`GJ9bHK%~fSY z-pq(C*L=5kZuBwRKCsaDFt4K)()`n5cu@Y|wn1;C>wAYyZpW z2Nn6JayQ6x!~zQ#U?9u9W1`ObGDwP6f)us$U{V-v-F!;g;`t~%f-eb0Kh=|WjA7)D z3^mw2?rz@ITU$iuzyJSfa5w$;N=Cb!ux)DId53TT1B_|*s0PFT_&@*eb`KstfuoH!;rSXY$KlFu{sx{YuKXmWNejooO@tTbPB4Z;D6`_KVb}J?#q0&{QZBbGcb8dNkhuj)|DWm@6=p#3~cT8I?ctEC6}1Aq~!Ul zO-IAba7uX}_`>oWNxZrLJgxvE3MXP<_Z3>>$#39hE!;otM6V<(3aJhOO9d7!p&>Wp z^@9Hzw4Bb%%RA3()w~+9W(?{({!~nQ_70?so1)Mb+sIQWd?PTS7_H(eZ^K zkQrtAcZ!t1r?)i#j!keso#A^y(5j{;e zx3Vs0)>QmC3^<_W0-$cZnt%WQ_jil?JDUCR=gbVP(0K3v{w4bng}v{K;o&mmCIozB zCNMB~!g5=JLIbbR^|KrqDtbZY78PMJeAjmmL*#u|8Ofot%CM9~D>^9>Djf@KkyZSO zw>xA}MO^x3SPbpexy&wXqRy`8;53>3vkBIr@OBPZfJr{?k$4s}^85{lyGw?3Z58&MDrBRru{(o&V5P7Y9$V@(_y@n7z{0406>#5M; z8QA82dl$l;fLR%*Ff^Eqrf+Zz#1ri)7C{+ChvBIougQ;k)x6lfAQUE|L9l5aWbPN= zA7Fi$MW_l8qOIUpU&_cdUo>)CJy>l0A{=YzSakG(y>Zr|0Aq7}OA@_Vsf{X7OdPvJ z0u4^H^o!scHVf}L6Y*02Dm=eFd8S-52s!X=ZwIsy8VzI=6Wp^C$l)vAdS99^e6CCd z3F2XOnVnasOZXPHT{wjOWl&|gdIh#Bt7V2i;QNMt1ButF>PtF^F-8-4i*SJQXq(s!P$6P0X^iVBikmm#TP|G=`!X6^`L70s8WGQ27T}Ly(=q|Kw4>eZSkJecA>*Q zc@eFbBsgY?i~DC+tX*GGde8sN#QPL>3~QuGtikPriCJ=orlfkNvW_L zaX(z-czO4{Ha5^#@Cl0aKE~~`>uQPUz<}G^#LxMj)J|bZebSxC88nd~OSX|ig5Z)> zJdx*3xY&97UD9q8vXRsBW>kckx|L`tQDT*=wu$wjEguP|v`>-N2?-l*B;#@j^oC`;(I#V_9(C+?`o zOc;+HoQB@;k#trrMmy3gL197^%`PqCo=1dik1D+G=YxH_h-C>i{gH9iBjfgEc7)kZ zZkTye-gUHW8NXxzJqjCzY)79MFza3}n0F_$)ylx*WoC%V83+q-_Utr1_Edcvh#X~V zy2)e@iUdPV1y&bp#??IHN53=>`&~jwk?Zr4<#(VQ$lQ~M4j44QcNiJPuh&Tu5X*q~ z{^N_5xf+bdG>fV1u%%$t7@3}oNE~x}$p%T%HyH%z@rwPWCN-gSRWOQJ2nR=t-CZAy-C*hmo+iQ+_@j|t0{Ro>7q;14RXeI&|1@+R%3o$yAfEH{@M@iZHsK3B7;5M z=hwR|sfZS&{?88@re`ake*09A!LguaC+!~Lo8xEpN1v2&DA<=59|Cui&xPp`P&C!q zc*!cKN1?`mb}9x7JYNDfRot1#CD2yoYh-m>R8XhEA<1bJvV+s-ib+sxLMr+?Zo2E< zB6C3i)9jzQMUu-CxG;@zxW#9ounbHW6-<-J@Ev#j+vL6F)3$^UIQwa9Lkq!i&lCL6 zgh^xbaQFG{TD&Qu_G#cYu^PlcGz8g1$1|YaFZgvaQ|Y5^>{B+*HE)Oi>2v!5cqV`E zS$)Tz4`6I1s=KpLH2^Di00FYI7&^qv zDZO|AokZfXVmb{V5Z~^lILOce|1ydqlzh2umEFuBD36CQ~3 z(b5pAbi^f@X!K5w4v>-MqtPs*DC2~$SqbX@=NqvQTtQcpWGLfvPt_mz7+jdPXkhTf|GleH-VlJa-}00RIC zHNkGGl8ZK z(B^>zjZh}Cs!Fx?5*R*+%w2pW&4aO^?taDW4Q~2)Z)9qJeJBe1xWCNjhf@G>b>F-z|zg+ zxuVx|b>&gIa$8o6!?Pw*XzP<=KRd_Nl&abzV}W)5LKGx?;0=>r78i4OwXehHWZR* zYs}j1G#e6sG`r_vMPl|Wd*G{h2WMR(5_CrRo3=-=A!|V1b$0nphcn(Jgz!`&}B zjfFgcm;e7WL!9z>Cd@43dx|kO;$DPR2>epwDsHkfGBdouxn5~idfksCVQHq3In!iHl*VCjj|!E4$~vhpy= zAX!`s>>UdyPn|?~to1;RBr|^|x2d_NC!cXvRP)=@oN;2%`yDU&0YA~(As}L%VA6DT ze}rxkEwj@>I}EC0)`y8CKXw|x`K~brY>HgiF6_o3Ibe`XYx&_V!C}$e4a5lS0RqCQ z|Exjrv|OXC${ibc=QrUwHFeEN6wIF4JSp_0X!+Bd8Sq!0aFc$6&SViwKd+YHIs^?M zoMc>y1qiRIk@yLCD4c)ttbFbp!YP1iKqXWMSkq>^{Q&n@mz1kEhJK(9a(U7Ik18%L z#R0(Wol-WNXNfj$*kLc<i$SmvAO6DBf!b>2Ro9&`WQfNf< z1GT=;kw5kPZq2$&xu;pzR1ln|1;ZS%LW~pFH>N2B>kLu2J5-%0+13;A{pGM`0B35aS_qg@8w1HeQz27)($ID)y>q=z8ii#=eCqA*l#^Nm zf{c%aDMA&=u9+A6)DX42%pWBQj?j{6kj9Caho6rPFo!`E&Bzxd{4r=)q5uBybM>Pt zkRvMw==0xBqVE>W)n8%Y%F*t)epInh0#c4obynllHx*5^QoOT^saIH|Fu2Tn!v!kC>C3#avo9@SlU_~**{gyROhs+Tr z%4){uVs#>hhuJmShL4(+vP^c>Ur5Rt;X^WOD9EQpk>qImLz>lFDsFg^a(j$n5?6le6 z+G@4Imz~NL`-t~n_eC>;h(Sfxxv+A4?bFLPSgrxg41XnjQIOFtfFUSF8LgnGTP34D zFP)}&?t5F`c|xXSv_lzBc_UJxsZhC$vb<20di%;@fdlX?ESrmouk2*a?IZwM7Z*K< zPV?gAm>LUs{ulrMm`d@+%IKNrqsKd3W&i$8Pyd1p5~i;OT({az0fl}`dEkIVKTvj2 zj?ZOI6-3=&9bz34R5|>-S%CQDzShmWwK3@xP|WbJua|d$h>YxLIi6xb~N83EvNO&Wczk#F9!VdS_Q*wK04(d!M*Qqktot1N}M7__x zEDI5`Wgp;i$0J$eLRgL6A0c%h8%XS3wBs(q4&_6-huHEdXRP#r4_a!ra7>kFjr5wt z%|Z@@>9mhG&=^+TUC#{2-zsN%@yA#eFK#3*Xg~+P~xJ_@E zEj@L#EEG5^rGw1Px<%eu6gbdBEYn}h`r?OaDQ^9xGXI_02}86jcgh<(D|BF3F6w`Q z-x0w;3PbUA8WdwkYhI%i!G>Hy!Ak&G(G7BLpQNwME7zX(e~Z*k6n)Y@>FO)$q^WNX zLDG-sIo`8&+i_N_=|Q=IpEd0AWwK!hWSv^(Nojpp;uSOhcEQZc>xfMJCE1a7*NO8w zv{HZF6CHa&Te~w8)PM6?v~KiCf)$W35FKbP6Pc%+y(0WWO|xPXyr3$J#CrIx_aMV# zR`FO$L9yp#FJ(91%t~VJqtczR`6-D*rS%HvXlbSG;OP^0O0Ar>qIORM?f!nGN6x^XjN;j{h#pVj^e%?V%oDeVP|; zLd{RPJHMifrt6n~=zJMZlL4GLX(L>s(W1}l?Ds>cF`(!G>oh9#VN$2AGYYRFK-Hpc zk_zYhXtp@u$pZXNv=V*gkN4_LvrM)czC_2g&5pbZel{TH88QKqMwNbGTH}5(Dz8!U zMpM?ure}#{1d*``5$!$&0yGccZTM`P`pe-Hlas6ovjNJUfGCGG#)_d%gYaL-^AaP6XOpoy$2n1M7fZ$OM_Bt0zy(C?tJnAdow;m0;6>8cP%O0Jy-6MM@18DQ+1rpd zkjdguQ+2HXn2EYuamxm^qFJ=AAH5kVN-BSm6`&d9KRLHt))*BGV+><;WY0{erRE-Y zUDVn9Y)i!d901cv5sMKv0KI#E)-SVS@Bz_Yh4_HZ9`~pIW_ECte>3HsB7wdMcv)M< zrK@7@Rrg06Fru{e;aB7$6{madqW{X6BViGu9PC#DR=en|d>SP!b3>vGOi|+FPiNON zf`Yj*_+d+T-|?OAXv47b%Kiv!G{JoCF;x2JQ%q>ju&RoNew8@a>T~BHGLZ3Ur-a2h z^*q0R3aYe7X9yhr6o2ss80;8X&-|^$^&?>b6F0uqrpR>M41`GEog9!_yMbQOMU|7+UI6#oq_ zs2l?H)!x4FF!mek4@x0*=&L3(s6HRPf=q~-Yj+qDusHu*UWdS5Jls`wox4a zTolk2n)*`iuqIY*pfjRdMVMHZQj7)vpg16~fKon6Gj{4&o|JO!6sR^fV*_>Ryywx@r0{^;6J|%=cr|u9i#A4k!ov#rJAZ8igQSaJ$KazxWew=-|iLOXMm0sD8q} zvWooq(|{9&kQJ7{LsGp$u(9cJ_91Vt5gD!k0qC(sv6{^efec)S|E=rM(0|&ed;GeA|(13!HOP z4p(|tE*J2=cYhwSg0%u?n_U}P3O_j2mjF>XK4h%hC+(KG_2nWg{$0|1O3 z=_?ih09e|Ci+}?(6n}stcbq^lhVV0BG_yxk82fk0_ou_hl7dhsru841FF zQe3gYxAZ>Z33Vx!Vm3>PJ$e#uaLSl)CR$*I^m?P*rz@$->W^{^4LC9^=YRk7r2qZG zzx*sdF$(%1DZB6rWE5izI}jIjWIZ9f>ASR2hV=eCK%-m9pZz@U?BeMB4dujP03s}O zxm9}W#-E-k)H&dP`vIfHX!`w%X0D1Nt^fc700094AZS`6aFMYG>wF0oy|&oz@+bc6 zKl!j#WB2L-ezU7~GMIG{W+>Vi$i+Qk`>z+od{;N^HIE7j`*9!@_+w#M~np{j42@^%TS!W3agvTe~c-> z09ZW>WP6|O0N5;PWVJ`1)Fj;~P5fRjk$~oS?GFqjOkTqaQ}QCO|N0 z6GgH*5^oqWZHsEYljC^OT8kb7wIf{Sr;AH!sAWA#Fh&~6;nz*#hi8FJ{9@urcwaL4(d)l z5dY?_9q%s7O4NUO0SshJi;%WKqJ)zaBvOACTCus9EI0wt(T}DJV;Y=5sGqhc3H8(bUyfty zwT6S*54f-mz0VNyUy6ZEsxyFx%w%#dPHaG5g$y+>d0aEeO(;CTU4|y`7Z!kc`BxAs zH8iKi=0|nkjSH;Wh_$QLgd4w=W(pfou240l-c2?pD26#6Y<3O&Z&Ci{eTbZxcPT!$ zNG<&&o{pdRq-P5dr_JdkymGM%x>~|`$IU+-eqnN32T%5GqS+w2S|0ue!q2wXdP~yJ3Z)UK| zs{u zR6IYjEosxuZwi(C)+dT2EJxM8O>8fyNo)Y7+4?=D9|CMyim8GA0yzMf*p}>7lF`(o zwngi2Sm#BDvxbOh?L-@O*&(m87)z<+bLIA|c-F%Q@VF5r#Z%G5exlAZOE{~pQ&GZK ztsj!@Kr*X|WBE>VD%U_@uOjJ&0){BnqOUIMgrh{cCRIQz0P>wzZwnL{dz;z<9?<{p z8w;OX0dj$o6FCXBBb1E3&!3n45?dH|qc#xrwFcDG=xf}eNL1H>(?fhxPjI&nB@^() z3>=`?wBADFDDJo$4qXo!Klo2(t>n6ez(rNm7WVFsFbKkD*M&KLoS5*PEGE;Xx1`}IK?@#!?xelAr(5{?1^Mq-5EUM6Jh8z&5!Za%o(CI^sQj(lAR%2Q^W7lG;a_+UxEn z`n7qU`%Z2qAt@{81G;o`HrNaHrM0sTwQq~w`9}2F81sS#8%x& zy%W|F=s1{NJ63ubUz8_=u0h`9<7@^65mCz_SokF;aKGx&}>mq0_*6f z$?@Vcp$nGa*lbc$DHurRTqFMnN-~FP)KYxovegq(oNKE+r13Q$WzR+7854+(M;+eI z{bYM2*qwHNYW<>sV1$dJU~&pvVru%UK-F+Y5Dldi;)!JAjR4Obsatyf7TcyC9>vM|(QW ztXGNTk>7&Mx^Czz%`1Ww0HUCi%-SI}M$K@ye6uO=%&0$_T~nFe9T*Nt(tyqjcs=Vn zS+knI?3L->3Vf$xqT+8C6kXHwG0|hGcAs~@kT(5kuNzh1I$2436GNimclq3wHkRrg znuL{9noCAWXt#YA=fgAP&E#*?F4B%4{du8e;Ydms9=s5hUPlVi+qna$hGCOAyq=O{ z6^^d->=C2!Zov9`%lxx6sX=LD^VIYu-?uXQ!lM6*M2LyI@8B(KbP=BrpZ#dDQC<-L zi^F#9bVw=Jv^ou;=BYlvjG^1Yt`PC`qEBH1zMlWQCHMM;{K=|hItBhHRe(Ufc+wM^ zw$oe7nAGcK$X@Va*8Js8l|G;eB{xD%WELS*Eq9yqWd6e5zw#Gc&x+Ib;r7pQ1ZM(5 zT_KeCdUy3~ouTF7F2<7o7T)<5as|W^nEvGwzR73HgXW_(k&eQYwSYPI`5#R6HPVVc zKF9P{#iv^SjX%1j{7i6!Cya#a)uYj%GT%?8qN~EkPW*re`bf@aXb+NKj%V0AzC){y z*%KPQL^x!PMREH=AvktgYFES?r}sb&V zAllUJ)X(!KbF$BSn|U(1Ics(gVq7yS+6tR{#J_~tERmIcl zsAhyXdF^{7XcBA;{PL)Xuds_V>Kp{+YWq<6epXK}|5$#Ky;C7$%Y3UdJXYmOC%fEci3J)yR8wXM)uia&5? z8^uUX)&mwh*bKRwFUgI^bAM@%b;sTLmX#@uKnnbW)|HtdfW)C(PWGH_%OA^@rABw{ zv3cDlBJ|}h=16}yrLNBv(5VJv(zu3eJk#;FBL2FvOmat{68$Zdth zz$caE^($>lz&^Ylty=Go#wLV-Yma#9BJ2#(!5Wg)*d$hRTz7+)2q|K#h!P|IP|y$# zhZiUW)7bVt@a(+FM8(TKhC{IC-R8|t462zEH4h9O-N}1l)KQ#cpYXW9YLk1i1Gxt&#(Wc4Wp|1^Vq_*6}Hq~ zJjvHt1U0M}aRp?WDBYr#MDY&U{lwJlVoU^PQ@FpmFa@GL^vD!t3f@BEISqNT^I_^A zUFHPRc<&g+Fcl3AYkEBd|NKxM~hSL;!KDwzTn>JqAv&O%19l$vaiEJI92R8Cu2K0@SwDr;1Kvi+~U2|*1XsI+=k zDi7i@UTG)$wt@HbcNlu#0R4FmcB4=))Mw7oorAUIJAKi+&peVWd+MMJ^@JvK2l)ry5IzY?gPXq;VPq0f<*!tt&t5Zh%r z_DZ~ajWB4r{>>{RC2w3RJOww14+M4nSK6^p>w^=EU3Ipi7TBJ!HNLj*3UXNMjhF4r zYz0uPe}>oo1Amns%(Jlxg!Jo?x-7PegQcwzi)fZ0!C^tM2y}9rLF-%8SFVM%cQPt> z3{3%9DQlt03;cbNT~>1`&wzatqqVK*$=!(E>Vo?6h&XZ)IJGa;wSe2PkJN8L=#s_v zJOMV%?ma);GLS&7=Spsh&0nqzPu)5=$xGC=5E^KPP!tpZm7oEUzVvm{A?~AdieJa0 zZfZQdl*=i+-)KsM5=G@cerS=u@z$CKA){+FQ1oWM?*Bn4^4mQ8m&$#0_(yw zJ3(#5;$2lUv9jP2%it>}#m))D!Ho#HjfS8p!h4>h%Wu1~56^a%{cg=;xlt)tA9K|G zv&`(fW>EmAW51hL-q33Pc{>HX_cbp6Vh0W~f!GAeNU_jWxh+|DiM-Rx z7wLJ!Tn+D;8cgSafLXg64%Myh8G> zVUvv7B@^$jSNJS}=ZEV`UFKc+7GsLV=XY2mLbeW(S$rEk)3)}Cs<>DEMBg_6V6A$Z~yOigh2l0j2`8>10=b-> zL+%ESZGlKn2F*OkybVJzXU_V^UGSb2^!|ZJ-=GJ_>%P<4SINFOd>T8xJvJNa?a4?bEplCLk&NU2N0_qIxsFzohGUs?vbW#JRsKJ^# zDZq#M@CXu29wWhDgrDqAUcnQ5`?Ca3(#P0dcCW@^wRiA+_ToAbu2&6%804oZjUKfL zGdf zTGoi#!d4wJXV_ugkwgDyGxLkTZtWeZAQ1zhHBGTF#m7|S2kK8+eXJp*=mR1$-x}J> z8>bEJZ{2W~ly&jIlg{sjQB~EpB07AXAFBS?aENX}y4AE~OA!p0LvUX>hFjMw5wQ8^ z3Zg@POQsA?jdAOxjh1vK->G`?R<)c0CT+;tb(Zmib<($Q?n}hh*N@0cnZ_q0qPw`W z$$SjM$Z~CxW!8kPlrJ{IQi8=j$a9b30m9lq-sVGfbT{cZ-hb&|&6#oYC;E8!rnDoO zCfHYY#4)Jc$Vr^BZ>C?~IMsQ(oQ1BAQn857q$ZJy7BdoanSLZF>8hVJs+A?THs6Hb^xc9;+;o~GpnlGt5F-2>s6susgNYn6sEcy9rS=T!(Enl?U zimb6i1j9+5JOBR3cXBGfQ(ElZj88g?&Pjvkpc!69*iCGPp;l@#f&f=FlD<#SR7@aT zOZcIW;2Elh?$h%P5H@R=2Z1lQpK+d~u6yvABAa!ccl0rejJpPF@s=R{`YQN58m}cr z-u#I+lo9hLR+S!XDI5vcPZio~I?vtIx{A)?wY4J!3canTH@r1eKV%`0`0>ups&VXti#1G;cPrZ`d&BH;O= zb!ejFC8}kY*1>#inx&=oXaD-r)-+j9?~1VC@;m09xlHF7*!dYFmX#p|L75L_u{U{wC2 zk!{riAX>Bzk$ixuW|nE0QvqZo{%IPv@bc^(DSsstOnV)j0^e4{GbNRkYtdr@at-c zn^Tff(Y?R@Mq(yW8R&avpUjf7&9c#8S7e!I8%uleKvPpc;WQWQu862v9#vxW6ETIM zFZS@tAr%rXFGNObc2;(xlVN3hXrgf1kGgpuq}7R>+zRvn0goNaZ@@_!Yuz;SC#ZC^ zCQqU6o~%jFIMYjKh2u&54Jov{tf@&;6jOdAq}o3crfIcj^6Mx}dcLc|8V00Y6l4RP zjeY6olYx=naejNe{J1JL^?S6)K8Rxx^qMRlsr>b?twTz3K8v9<5>RvlZq3d+Ch8+z_NMLb3Q64d?tWl4pu zb_QqNrwnwg`cQy;9nNdRZeCCYb1K+XtnriptTy}fUcKb#KsITat$bC^NRU-Sgu z6VM!kg~M824a%*wQHk>qw{?N&RETw%kx+QW-Tz+>(X_S11bf8W6z*_ZarKvy5%C7U znHSHR*6ff^=>%fO00|4thRoky=H@K21Q1sy&~=5&rXS68lz$C9l90Xvc}LEVN7xHg zPJ3TTUSRs_gnd1PEzU|=_5SnKm}zD8fhrk|bQXLA0e2W2HTc>S|a(Kg5^ zx3F%#Kji=a`o85!;Xle68t*VHrsWrTbi5QQ$s1rV!Z@JEc;$Mwu_Gc2pAJDjd-@4C zj8&Is6@|WDytgVfJ?<$yA5$a-Y@%$}LIx(Hkm{Q|1)fr=OQrja@~f zKh>&%Z&7Sc+xay%_6$2f>zT&l_u&9@MU;UJprn%jpv1Hugy*3QjV5)bD_+_$1q9kV zlul=C72;ucjk0Z^eaYkIGOCK?g>YtaArF~I-Y@ApQ3(deXydb-{u@wZdsDYQWi|CtMET4eTt+e;$@W$eFb~0P>!IdS$#`r@z1e>(HI#bpY*ixve{n z&W5H&HXK3Yu1b~Wj`*Rn>G2W}(0(bZMDRVzO zzhuzd$@NL8d>e1oq5XBugqAjV)xn+cWM%yrvT|+NvUtH#OWj9~do9|K4UK)ah)buyBD@tpWM{d#WOrdjpnB-dTzfHQJ;Cp4WczyJUP z000936g*!gJ8ifz{80Ytn|FHhPd<%mHw(-}$#68@o9g;PPOkBtvybr{W0tMzO8mdu z+;4S4go{4mGOe48t;kh4=v=#>lF>g;_$BUztoJ=BU31{xDBbWx@D^sa&(jNc$cUMz z6IN~SpJ~!!@Ri!T1;9^nP>;YoaRJ>ei+y~D!+$x}LME?z>oi$~NNIErw5e6qLRY5m ze54c#uPHjuKVOq&B=dOSqM0~m*PyQeHRr#b-{*4L^8yc-oi<=D%iCaTW>c9(=Qk7) z9pq+QcsZ4m8J%pPYtV!(W;eJ)4H%VTtK{ZZ*@x_bi$lvfNCH5X-nKWDf}wIHvSZEK z>rW||P_gQM&m>F}x3ue=qk4ySvRt1?y7tOT{*GbN6^I6$)a$71qo8X%N@#5=#6nK9 zw~dxFK5$OA4+;Fe(tsxs`=mFwVdeJ*uJL`tlLL1^7xlwp1e@oK^WDQ8BKn+*+Mf<) zPabh_T4&E=V5~?IgJ|_>6}a$e{Q)O-d^sQJ6gHcw)m+M944hIRkct! zGTSGV+*W(kb%E1P5T^o)et$mqJO?9h*)E9vyEMo=4U4DD9T9GW4$hFPMNPpDb!dtB ztWQ<}Wk6muP7xi+To}DoiX`fcgfuSMtUAwWCiyW_{B8i)if|Pv8Il$m!QLuWwgVI3t$^5s$8m3wH%{l;@|KwfZ1wt`pt;XEVX!7aMpaAz(N zVy^g+?&+0y>BV${GfrM&TmUAjYi9B>X1`$eE9xTXw=*Nl_(pqd2 z#|K|{3ynraQJoV+s$aE|J1V)S^`QN>2May$1!>`X_ug%$dulz-s56QlF?!w#_M-)^ z^580`TI*56ooy}|jw0leW(FqAqEl!ed<^@CzZ=u1okZ9RL*Hw|NmaElS{cCf>GB^N z(}A#JpN;fb(iFr(BlyteA#S;Pq+S%m|E}H=QB{ao@}mUaq0Q**zN8aB|M=*8+Iny8^$I+Z zM0K}zpzC4(o2^P9MpIPV)?XNy?*x2)S7f?G@w|fPzLqP+{LMBK0t|LnZZCJ6F$6B8 zkDvB=9%aL}4!iVu5xT!QPy3dk`j#%cEj4^(zmWLXjLdv&@UrMjXeIwVcR^jS^@!@? zBomw*-r(c!dvGl_`Vc0wI!`?Ljy1fWF z&wwp>aS*0>F%JO$=Z9VYnvygp*=5%sWmU;5L;SA-tv*^br!;QbI>b4CZDM`P(L~nt zbQNmO?5ctu48>E$Al>|Pk*gN3C?8feZ72lbZ1r+^J=+17ot`^yaSuh_hs?p!G{A$$ zxs+n(>BH#7X(~2(=a%ui(4F|z_M;E;L?Y^jaoUWh9jRCm=t{xlF<@jgcPr{yhUdq6 z4qA@`yWLC)XiZ@^*2SiW3aUTu4my1aFnfdf%>4Y8_Wc%1JtoIF7T1C3EF{f5dKM$7 zAy(g72>61v3kEm8n?oes_bl12%;;~?6^XcoAye8yeZT%})dXBBgNjExEyzUc>Pd%F zfxs!(qRQLLh=oLXPtkCHb0*{k*e_52OE3gKDP}8!e869JkKY#l6GK_xu>C(hgswA3 z;no<`f3!P@rB1I*q46zZn~Cz0djx?reJHV=JZ6sO?~``=gjnxr`Ok6ByTv2|QFT&Y z$6IPr*W^Cl15eI4vO%xq%y*$JA?`gH@LrrA3ZlOmnLt+|ZjQ>h&_4IMzq`6@HsVt> zTOUvf#&gUgxrx3-&L9GRm!@kKb65e^t4a%!&JuwVy^%qc+0pRDf9xI!1S9JD$=*fM zoXDx$bC#h`{NR^MZ z(@CUHQN=tl`ReUnA@VJNM|6`{lCNGsy@XSV_wc}qx}?cn3(h5!Hms6Z^&cbMV- ze4VcG;N@tm$SE|g1llf4Yjo*sOyIH-#yhwAQ#kEl`~Uy=(aYhrT#BQhPV^437U`4e z{qyIe^)O292XCAUZHz&BeXD0_ow4U^JC0}_+GXCKCMS3o{0Uju)jyq^%x4N>rxNm_ zH? zsBX4_DT}+P;Tr=IO|sQw1}Ly0mil&F!G55jovGqG3V}d}L3GF&fRFDhfGm=ts|Oto zvVX%Mk4y>{?4S5oy^&8O>Z`(fz6&6OJ`8*YJcQ=3TkI+qJD|7&f@*wO>*p9{HnX`q z0OHX+y#ihUws9~&Yv4~JS%f{UVqH{iV-9TPo7Dgj zn<>7{B$i6yKK(QldDd1@yw|rNl!A}0o~0z7j464j3cC%kZY}6NUxDUE^nZHNLhFbZdnM=qw6oNz7qU+wQyOgl*B%w7-rBF&I3PQPj%Vl>)>10q5st_ ziWANtUX=QK1qWJhfG(#=25w=w00@>nyabZoq(^ZR5)?|CUs$DyuJ|+Ny#A9qw)i<& zx)z1h)-J*);>96mVa6+%)wUVQgN2iRC&JSCVj)zC+NV(>Ebf@-&Toplxp5ps+d~gt zc0j`|usC%3?^V$lo&Tcomn8C>^JX+%f=G!+$tK3TP z8dLFYZKcCtb5!Sc(O=7a-QV+$(2+*D3GZ$M=O9?(%iIf66zxbHhLZ%Pgr*S z-tn%ZaoPVEDQxl}yQTr7zN7@&-TyZleKVTbEZ_j@2dGM@HbJ!G>e8rbVFctS!x4_g z1z);2bT}vg00RI30{{U_L$LEYThNPuZv(@(s2(+389KtI7eXxu-dzyw4ayZ-{O-&e z)6v0+8Jz=%HbiN+1*_-0>8ZVo?G-0;f4r(=?3)~H5MvN25+a&hm8yJE_Iq3*@@wbC5LSxunITPl8#f<6-JAhHJQo{QqzOQ2-es`SRRtj zqaQ|>vEGQ2CI2JzF_W|ERAp7Wl}~m0h^G0v@gn`3>U&63#w$(G15XCxwK{f5ZBb#Njf~vw-&7W1WZcFIwLf% zizTyNGRtTPaNJ#V@A)8wq{W^Z@&8|s>ksqy>Mr8^)X7K8COOb);a_~b1iBcP(_IU^ zufv-WF%BP_D|=(=4{u97(clginK7E2S_Rn@Ff~D z{q3HCi&VVg2{IR}^FF3-r4;K0Y?FdBGvrCa3Hv z3FvYJ?*2wP})Bb||sx6bS6L*pHAixCO`XRhJS zR5&tTa2cq=FnC@j00J4S*a{Mg?d25di_5MOz%-a!XZ-zIr)t*$c2AM6zy8-5D-9w= zek-KS=oE1x_IxNT}ZHkwv6&q)#g<<+nP3e7v`&>M}E8}8-OouC`xDC$v zb^|tq>UiZY{G|CEnOw%E;_Q;HrWlykv(M)#M51MmV;=R0QwPX4xBl}2)rL_7tSaM0 zSQBV`5!0yF(0s)$M#E_$^PmJOv&VTzVbG%{mVn>kj;6a@c{Sb60wHz+p!79(z>aTt z8}<+~Yy6i|Q#;!IQ@+uY&dnA@yn%y&ESxQBab{%pdd&pEfs#Y|$qMr})0*qG2u`Iu zwV(v!uPQ2bUhHw;mQ4o#EqO}No-;qjJHuSV4a(tLAjwF!^d8L2h6RK4F)l~Hn{_m zXKwvHKiWxr2M%eR%=({0)?b0Pg^$P^@5WUl{HXO&{L%yE*l?`**dFdD69H~xwH=V% zj6kY4-rz3#c!qBEMf--F7#O`4Z2rnL#0mm?rMpswUg`jWjnTu4??wDUQYLWW&7=D+ z{XiqnL7d~e2OgXKkzdEst|Agn>K>vzm%(TPOz ztK87QlNXaorm%fzqO)FeZ$uU=D}bveZEkNul6uO(6oX z#p~lQ$Cl;N_a|C-BT4F~XPm$$Zk$HjdRx`~=)82(Y;;I{v5DXT1~+{&BD`*ks87V$ zGBI(1wxj`-oVWdRnYfWK3F4--hv}nZKxF_8nSODvBm}z8@}YmYb0x?Vz}*N*(1y1F z)Hmd*Es!ZUz$iW3*tSkV->i;7(_Gn6??dtCJ6sr8bZKT>bCeKEXke--I3$T_6NrK4 zt}e72O{gcRvh;qc$R>$N1eB*oKsrBPU4EC?Y7_?MXxx*b=&c5MsQki%7X)Y8_}~Bi z!is#K<@CDUO`?Dq6Hen%S{xcSk)Ipoklk+iwhRXfc)bW4%$XJUyCKdLP!r^bb0DNU zmjXu5tq)|4>5G6Pn*{~X>8YXaV|Q(=a^i9IlD}piu1AeX;TQt3OtsXys84@PLHe*+ zG!zAHxVFxn$0V^0)I4z4kafS~dWfbO$qTA6>p}-?`F)1vSCc&d0d)^@g$^#52iL1{ zY{fj}J>B{$<9TBzSH$R(RC3VgYl z=c}il@>O~VgX^H{_vlYQg(*ojEwSwEW-9BA#sVHl+23MbVnX}gzdj?i*(G>e@+Jt3 zv{{}slWFLt9o8wIwcA7bEQRMH9?qsb&N|umS_>idRZD8DXUP#{1d#9;;f3uCuSYwyD1hdZehY{}M(+nJR z?cu(My%Du)-}B5Sfc5559e%p>n&&}h-3?`fG+17j%n9i#VF1Nh9Wwu#s)g~Ah<0gb z_(cg&K_WP?NbmH`bMnxN(2tfU8F-8mL zTkcDiVc>7jWXS9SXe43$01kQ(>cgeCbXavpL)LmHg$`87vwxO;l@xMy zv;xFY6@y7J@93vZAlX4Gz|>2_U(*^vHT|+{*XeqODwYF@&G-Jzh1Mp?}?=LNfl(Z`Yma~*DM^c$S zc6?tZlrOi^&a-XXP@r81lR6w(4CXli1Y1QTism5@le}NEB2=@Ez~}?ykp2*zR~bQ( zbY)(ZrL~F>wfuhY5-i`^$3Lj{-ozq*9%VNwe3vM+;)A!4;ympdJ=@MJ5wuoe(q0eG z&Tk{++7+Ua>V^N$2;vSo2tC+Semz`t*JdQ`H7rC%!5ejVkHtcF!dkLajZL(|@J#1P za78hbk|S@|t7m#Hj$zIrt4}=T7H++#_P%($TY-77hfj7p$gPb2!N`?vbRBVLjQ!{T z{VeOKpj?AALvZ+O4{7Cp=S^Asrz$|C;cCpRxLzFShij&`o3x8%Ao=g)02KrYG&TgD z^!e|ED*x80ZdJFM=_O7ZSO2{1ja_>C)#d>*Ab8Wm0D^H48{yFCFExbbr48y*wBqFS zOn>e{ zo9pVb6&5e7x|oZ?G;GBduIOjOTGxa|;hkAefhI1;=le6YFENzsbziygdzfgGF`R+Ub|NqXv*zE6b==c}YZPRu_j+6H)&u{uB~6T1lOd>YO^vw_YT zL2xYIOQ@V$I?Qk}x_zo4K$CKjgi-Gma$h$CTNcWsex6*juh&J|8{n^HC5v(647O~L z)`N@dMet5Um7Zmz@zK8VjM;=wNY4&$*>T@R%Jn=bzP><>v&{(MB?oT@FokRY zP!kf$F%wkLsi4sm+5t5C;1B4~@G5r4Md!ysL|xC*=xxpXsvXdO4hKn*x}R;8E>8C| znx&e3Q-~W9CVWsZVnSJrO@|JHsTdg5x(SAAdROzNtR@f@EY<%}QmqIJqfuSx z=CX}F3;*n`@N^3On#_BUpq(c+mI4y&ECvysR$K(wXY-J`E+2Y0`6n{-jje|DOE1pk zDlJr)XggK9fpj~EmUva3SeP*BoX84BzI)?La#CIfBLFdsg-D(6A!r5aBpL96gzWJ` z#7rG^)2i_r))N`os5g@xx)f#1t7c8 zbQ=`|l%QrppC*#S#tW~u{^tlUQcH?szTJ+O&N-G>&79!0KuT6@BK_Qv+s2^PD?fER z1!dh%7K9#(Ub7mjPJaPQV&_>@fXL{D`W4DiZsnH#&yySyeLaD(bQ>U0ry*1vQbImJOBLQsa!$e zrky2V?~*Z=L5*miw0ER^000QlcLFI5+XnfxV>tGi!SNe!m~ZO&NC*KY5$+F3&WP|g zF4_O9@74&Oiu@F3$a{&FwNe%9GM6v;^aF@373T%xr9{!#(i zV=iRiZnmIzV?C$xR7;|r{CUx-&}zWIEiG`D$^pjl0Zma^bYkQ0->K@yN7kLbz|y(;D!ZjHI^jGg)B(irn8duYmP z%?GnbEe8Uyv2SrZMGd2sarf*mcPIUIZ8$+(A{rM3kAp50g{{YmReYs);7$&J7N@TD))e+z7c*z|p@GXu)Y~r$&1J&)aCecz%bQG+zgi)8B+q#4%h#B)cAeLJ;A@r4h zszZOY0_6`27JlOL9>F{qkFKRti~Cnza&G8IU7PTEN=%z;RUdCKM`Xo8gfQhh$?w>9$i`KDe<6{L+WaW4D|6Nc zf2aBKiRLa+p8G`32+{uiM3@`5;97GxGI%a^#pbqLh&;Vv=V2gEko&Erztdv_OBE_G z`xpX67-XtRA0Jy7$)udC4aJbc5u3K5O!cLBy958;=q}lQtt~BbF$-n8eDLUH+Ge7WOt(vFt^lIAse!m{<(|8~eIyy=- zfdsAEp(pijJ`A%W-A$>-fIDvYMj!VyT|+!}`2;9G?um7-XC-wTpa1_P?0Zn?$&EdL z2jigft&874R|&HN1|ZOJ*Ve(AXJ^pRr`}~W`8{+p{(?!TYX{LLi<9W(1%SYmQP!@u zNzLr=$s3Hf%lDBrNk{s-c;#8Q4h37L$#OtC1kCzUc{`*ebha2`VAOu|-b83u=P-K+ z>0HD9EcT7)p(@I-bCM5oi~qlIp2KXZn+^OdG9a(Q9PIF_UeNWoD&@vk2a)8dHDFqq zjk3a)oX{T~a#lKHu-%~TC4KL)m`W9ri>g6d5iWfK)DB9>GA2*}KUP6p6BfaZzVD1< z^ydHn8cv}X?R-&tJLRmQur|LbX=y=#3E3dP!k3Gr&ri)jW4-n;$;@#nHQbsS{$clr z@hz)T$uq)Lp$Ium=9FB$uqMr-;E{S$EF_O3j*i_&R^X=QUh1lM`9LyXago)oZHMG3 zkm8ebe=J2Wv&jIPaVVM3+Qg-9mFNKv{b~Qh(5BkVVlk|Optaoix)!IHoHufpy$i*R+pFeSC+HLhw!G?1$z-NEQsfl zR0L<|`(Al-Vocm*&QR^uM7j}-vQ3?0C=_p~yvEOjR|&hra`W#qgmr-%eCyZ~3Iee) zBB@7ya6RDdD5umc6?DLoaCdH1Ow=E^7tkO3`8s!hmMS7Ywzx1l>)*e8)BqzA?g4jU zU5&b3hS6xcHa2Mhjs6H}NIfvb!|T$?S*(Ak{K~Wr@JtVG6SjwJOJ_r%?!xvt`?Yo#oL=*CSofB9gmvtZb}J%0+k<@lXoatg)+zGpm||7^N98 z(X01k26Xo7$;LB{?CDe=0L0zlv(Q+x9dYN1iXNWRf6(cL6Ow*X5RAIt0 z6}#PTe{DUoL%Fb!ba#Kk1=&<&JQuiFcZLOA&o5}}a5KrFj~ zG}fy47AdI}+F)0KHq^^R@Aa5A7dNx`*@i4gwfJA^ zc}zQ*$1v0;ddObJz2e;n8b|hh-~0n#gSJ?koAN=4kkxc~QLiXYf$)YvZuhPRJ9L&W zes^F4C?vitFQ?tQTL1cz$b&aqst9$U#!|jrvm3C6RI-n_9feg2#R`~_d8yV?w89i{O{`pbsHOfe{w|d8u_!e7JEH| zhdw2}g2y3~IT1L~1Re2%i)B}lDd108s4y*@WOkKDn;44>OxTCp=euw${y>p+Ru_B z5|X>S-xk~W|Ndw?V9>dbFXYq)Nc%;t*39OH2l#>(9zAYqZ~pYO(}<{U88V80o)6I` znm(KN{K|WW7wCuG^Cj zQ_}(I9t@tf%*#7$Zu2xj{YX&SRv8c0q@$e9p6Y>bOeX2Of=zu9udL)V>EVUy>QhI= z`qK20yLg%h=#ZXbFOR0Q<){$<*$K9NM=n-5l@6{L!b~(C*R6J9 zP;V`KHJ=;7j;X3rd`(?9+;PxPTPHfp@QB!@L4|68choBna;g` zH!K}9epXXCm*WS?GKOx8Um}k!`bdnieReW-yJv8%hwZ+@vG6OVk^Mj?4qW>Q;Cs6^ zl3Y=ZRq38vJI7?Bus*UtGJ5La{2V)Z-nXff*AN^MCZpY`7x@!VXO~Ju*7zCuZLAb3 zyUR{Mfa?I8&<7Vs7Y+bGr`3;$EK!eMtGwmA@`}XmNNLxgvItwQLr?8f?zZHw9IgZj z*T2{Ow$H9QpE8(cfP}+L*ej$m5C1FR-(QB}wxm}-7z6{)ul~S@^}PT8|J&?^d7HDp zbI`jCa~BgSFY{`GzPU!irQ@>Y`P}0BdivMaCmkr{FC-tPd#opYzd z%hUQhExAC*ctXWjkV^_T^qzQlX0ZB@go{^qqZ%j?jvW6K0zQ!)OCwJkNPq=Y`CUnW`i$La~weitDD$j|H=v`~9 z0|2%}r(Oyo+YF{@>AvFc`lDllUBr=X9$&4xdKp=+<{d@R((w-$voDccmDfUu@MHA| zTJCCwKz8C6p}a-z-unxfNA=&9ImVB^-BBqKS+oFGAv`h`-71}C*~^zkP+ci3QM7Hu zEWG@(42U`D|FWXEu!hw8a7iivJee_uFlUmKlt=gm)47+weQ#$g&2)nP-k#4<_6$Nkx>Eb<)pYJ=?-1Y`6_>-GX?;s@8Cw0@p=Z})ks z)2;PD<>h!jinpid19MC7ui9=eq}4C7Ro+HDr)o-k96L6@-KxcTDoQpOeSs$Cf~e02 z2wp=z)DzB1#FXX3HdAEe@uCF zteRi1<5xNcXx~J9vnLqKN-)Uq3Cqp?&JzoDI#QO9c4Rj0K+G&v#g*fJNttEyb2WyA zwgm0+vp>S5A2B5fO5SK2eiE#{M2)*&n+a|(Xo)1`9XwHH4>owrDvA7J)deKjPx9)( zstT^lpyoxfq69qp(N1|kYa4;x;+bC<({FMvWB+DQ#GoZ|!0F}X9$#iqKG~6br>?Wa#=Te`g$dRXeFUZ6 z7Rx}!nZP`cJ{Yc$0Sez^#&0?{#r%*>%#;g2Qr<(e2NZnBW2oEShGs?f(WQcXbhCAh z|9%bgp87}uVU-^-M$~4GRv_ZPojTDO#d^vv)fcdpvq0+8~q)-{6XQMZlw> zFFlIB~x4el^fD`o6Gb>qgv;u>aHx|QLBXw1eO74GJhsE zw*)nWF(kx2?xzKn_GPs}f8&~!(MBYPB+>;fyw~kBdW-7~Q=ufTTngfc{4o%;^rGyB zi3@3hp{-v|k*cHD)<#~k84rwKwXLGQ+ii}){gHqJdh-a1+5~!Dbz*6H_d=;7N8rzlM+8S42_Uk{z0cF zhMDWhZMP^YH)UuBDTGCcC$7NXr_e%shXppRD!%Cbnm_CspE1qDE$aN^TW92zCn;ug zNo*PZ_m2v9p-bFAEF>(>;7a3NKkf#>sMpw`Vb#S6wQCga@2=;)ptjZ=Q^MnY4(!%$ zvvyeD9Xs~4N*YNytI$f#4-Dh}#D8tvG%r%Y3_q!(eiuR-v5Y3UIx`o1^P z!Dk1}1XP1{AaD{q?{}5*jP1i0VSm&7bMuX5ish%~1k`y&U6EdN{t&+U=+r!*{Ms`u z1M7GV)dQh3;^5eILe3CoBRib~1^z3KDO0*@-4MdJZA>GbROqhaj2T5ZkB^Jz4>MC1 zHGpQnj%aR2QEDDa&^~`DYR9eMh5f`ONV4SoOgQ%z9qAQmyt6^*Wa-yT1{eVOLE^4< z#4Ir(5uL@g_JyiR3-36|%~s??Zr?RE_;pB!Tr3jTKv~=nq?(U{^sQ3nC7vAbI=tfC`wR}pN$p;l3?LXc@@BYyS&NOtwpNPMPg8rrSz zy#G2oPuyixvr6lxexL_1Tz+5joEZ9w{HQP)$WpI-!AdGrD(ZkVE9NLcZ~CvA!Km-=f%@-Ujm$XiT9O>M#gBjq+z^p1 z3yMro)&KNXzxVMP--&5bo2=*=IUvd@1D0E=;Ss*YqZE`|8?;`}`56Be`q;LdPAG8u z6w)mPHF2(Unpa`e1OlP8Q_-sDrQJPc)HaJ&iav-!C^%6_eQb}<+e({dGxZqId%N8u z3OK2SM%lj&SZXi+N_aiZ|7k7IrZ-~RZHoZk{`XBO8XN5F5BGR#Uv43KmTu!up&AMH zOcg&vRsl+ToO?RMQGderyxF4KDdoU5f31H3BCj7Jiw=j){`RpEdW9g)~@_lij=B85$NYssUDx4VV_t1f01oPkk03NDFb}>-| z&eN>#RFh8!xBvijwIiG^I+Qn%nX+oi|96u475l3VVrpoN0^^`wllTh8KZ*D(Ik#l; zqJhq8`Vcd`3G+~reS#o&DrQOct4& zp~5ubPxY+EO`{1>D(l$llQR+dP@F%(tM*{xbK4PINr03y`p7=Z*vnm^p2B8EuSa&jHE zJC22FSO#r!?j6cl4$m(BvgeY=kFT~jqiLjhVl~XPVps=yLzP5cK~-?y_tgY&kvXxp6@HgP;l?2D>-e3vU%}n0^IIv zS>W$*)F^3_%OXEP>OsaZ-dVK!_rf}YnA`UU;j2yBtsPrgv~Nx78!|#5g+SDd`loq0 zJZbRi?US{(OW}1S-n=%LAKQBF7DM~%Gp^_uRBSv9nPv4YEcr_xBfLqp9OsBqevZaE z;gLrqA_ty;s8o{oxK!0$O@f#?3o9xjO#o?iTL7h$n?G$Y3B76E9rtAxQT3seDTR)Y zEa$P;{F8SP1*|BoFn{Bz0xX5UD3J(s$2$IPR@;4SppKb_PIv|OCPjw*B2EBi^O7{h z!s-G9q8`(w=9@pfb)erfY_S&!k4Z?fj(tKE0{wEP)Je|*#(Xj?NF!T=}uCbAg=9WG& z#Bh&(#ZA)8G47k%-&qtCs{A_-_g0)(oN+_cKMv4k?+ zlYbFXsA30YRY>GRne70*fhDD4G%TAHAFH13Dr-}C>db;ASnX%;&ugZM(9}h?%F@)4 zq-6kjx=cIK&DMCl(9SZi?uh}A992F#rQSd**FS{BrOb655yx+4b9kmx8j5wE@!YD) z2kHS-l$>=C7PV`=j}}?u0Dx|Yu}^_T9<&$MedhWcd(M^(A)>GaHa%CP+M1C~&~jPf z_ycTC#%nvW(6Y3*4pfn@k-l`H;+JguM;PjhR0009300RI5jycQ7zLBx|U|N+4C=G*2_PtF5O}sn7UtbPQ zuIGBz#y)@l{vS!>8Sq4&>PWCtzyJbiYo16ZvDU}2=__HESqYB25KgPPI`yi718y63 ztu=Pehtt_n=p!CMTL3-sTWZlSzyJizM6Q?Ns=l)_8Uz3LB+4q0cVgNOhyVjqH(>K( zrpI<=er^B?@=l}!IbJ<5`fe~dJ zD-&LcI?A_G66ZO7{Xy2%ToCL76BAmyeC%R53iH=w00X}faf3Rnc7jCW00&Jd^8M2D z-5Jc*n{;#A(ukl!?zk%*PV%?Wgoye808lFlu{gQbS$`txQyB3^rl$v4n2aSE$n5=kk4e6S@T!}s^r|vMrma=i)yp*Q7~4tGcM}}s>MT|E%m87s z_9VP|PWS7WbX8b#C=}NvKd4EFQBRc=OveN82Xl~~@deeXJ-wUJtDELwJ(NpKRxce; zCJdk`^nz_vP>~;VCp0%fYBc0?^tBzAIhQC>kMoB*P#1-BdD$qnw*UYBo_9d}bRc`l z{0r%GeRCvR0yOkcMRmCUzmQ^Da1}^&wLi`lZEUJJc$lh)v?E1cS&?Aojx7`d;Q%;D zC`UP}S~pL$D(VK6Ao$M376xEGJ63uFa2spkc!Giw;e=#CWAs`4zsUEOQaZ>t19%DW zGo$_|@_vHbqra8sFZAm5xXa|wU5ufPkq?ACVF6FMvjG~M<=S0{j6&m`gBx4?9G_tt zs))L^)n;t{;O||umHtjTIRUbuO{{EMF0QxpIE%7 ztA!UtsQ>^B`qFEA-V>go;PRN&jT~no?W>gZH z(Y}zW>?P)K&wfIKG78AgWqSpL_t}FCXD@t^E^LAs!FZ4I!TH4g<9}KPpDjHT|A`4r z>#r-9?Sd}GbSkAH3xI3>*Was(5mj09B>(^|&~jJnuxAu(AflDY22t-oS^xm6)#ARM zJ^%OOiqqWF-ORQI(i6uqSHhIx#Q*>8>;M1xT-ItU=a#XJRinqBP2}W*AOHXZ004te zr;nt<>Z|RrO6e&^(J$Tr0p5qiRtE?V9165AG1)n+l$KG}q6^p?foo$+opvR0ml2L{ z1E&kZb+?k8e9LT~%t0L$c-kq6pXqfAx#-SfLHkus!^T|7A+H`4u5MJKj{t12B%m*K zNK$yzQQZF>{^DgKhC;j#ux_1&T`{J-Ynrs$-*WB?b)-y?NH}zdUQRM;Ei?GB@BoUvQ zSi|N)pf3Szg(#`Ye&v7UAV2^AW7-g-q#}UY)>Y5=Z!o{TU?dX*9O#o&5Zp)vsB3<*1_?2QVQuLKI!R~vr6l3DZQT7UNggIM zjYswj^&GU$#rmu{o4S`g+`O^$_ySqp!Mr7x70NRd*m`I>Dopx!SZjihAQ?gY8;sl@ zCM5ziBhf-Fe>TtTX;eL#z7oc!9DJ<6^d4V)&g)qA8O-F*rfPCi)UT|KnvuePeJYQMdIICllMYlZl;4CQc@{ zZQHhOI}>wa+qP{R&zJYT_tsa{zq;#m?^AuS_da{A#jfDn4S~zd#^FbGb8pJMW_Jh- z=*9JW7ul3^Vlm|bbn6xF(_NEGJoq$J^rl}d2_no>q}*1G0?l-Cw_gS`z(1q%Sr;>| z*s*xAL4yP~soDMW?xZtbx_+X9_;~hD&cOv)mRZhI;W5xq0YFnlHM}Q&V2#*X1t?j4 zs6)d70L%>%sC~iwO}Rgb0ifh|4&Fn-e+a;yN!E!@%LlsM08kzjR=t7T227?7ot#uj zb~HT#WMZ&Ht4W)EIC$1#*?jVjOW707#Ix9`ORf)O#Q&oI06S5)a|F?X+d=}upqhSU z-fb=7^xq&JTPR!8S_Nb|Bbz#iy=EJemdrYuUhNh>oMQhV_=Vjvs+|A6;#Aqc7x#p%Cz?`*g>o|oymnaxDEW`D%a4@>wo%aX{G2I zy^l#Z5Uj1dgv{DAItx_%^0&dN%ZEuS#lsaShG$%54*YlO%7|OO3L<P~n-76Q;$#PFGc)BM_#6`iup=S8fO)P3)1uKd{Wckz>%a~nkkekeEfcvW7=_TDv+iDe9Wgf1) zH~YyCHfcapfKSNZclx?dy9v3QOjuKBi@%Ik2)3%yl6Y>lbkt-qbJi$@_R*)zQOYFC z5|AZ;J&1)c`gnos5r?b6Zy2-tNAzr!0KJF5%ohm!EOr(C>pd!dLfQMd>BEgjInS5E zGr+TW$4($a%Ub5>YFC}GIv6v+Hx#HnXcu_*OEH~d|3S5YkHn7L6k1LOI?llo~^zwmcSH*(c0yA7f!d2 zu|7={rCDb%Vxi+N57r&jm;co1;_B$m6+y?#NCN&B0{gHhu}WMdir7EMBRd< z=?^mz-whqO%uKA^5ElScK{?`6uexKt`pzG9t*wp_0EmAErLRFDf-6!8k01aHNWb#V z8c#y-1}Uwk47DH#;F*~YFT2#`W_tDmA)iV4a!tPlzxP+*Dcn;I0)TbGeQ3mN-TynF zYb64Zwb>z#otVGi7NO)R6TO9fPk+)NFtml4tJF(QF6~#Vaw`0|z=lcKY-HzcR8X-J zXhNK%WR76Z0o7?#NV=H85Xqi3OL#5T2Y1wr!stpyah12-Q#!K z%S0dB=ao{xXDn;5I_Tz$zpI{`0>boioD{UV(!_+nNOO;-Foi%bVCgyGIa-9l1s|iH z&b3&&5sFB+KAtuujnh`c;1kNqr{iDv%g=n(9n7=3=tf2LL)?9Z5;Fbj#h4px_f@vB zskOe*d#!5xUVBtL!9 ztrt?{OO$wm4Vsha<*4I}H(gYjqz)_#6b{~{X92Kl|gPqeUO(9 z!NK4n(S?ohh|kj``dKm8!(vw%G{WyhJJbu3AtVTm>Us)Q>D1ZZh~Y5f&cdspDKi<8 zZL7x+sby5M7>?Et|D_2TS$sS1T(JnBfXdotw9W~Im4YJAfTcTMYEA%x9wuGVH~15A zN)bEE=g=BIf|!3Z`$Sdw^0?;l5q4Pd1jl|}9_lvl*)Ke|@~*|fO?bbosDk+X?pDy` zU}UGwZIRqhw5Tbqw?$lL!MO4r4!1M;pNUGFJ-pCqfGLb3OBNM^x+H7$(%P5F_K6yT zZsEe8AT7_52}R}kn33n6ne#Jrto?CTHl7m%QET?C@pb?NQGa9S8@h$FhD#z9!3pI7fNNnrqm%V5 z0~r~pGVxQd=yMX;=WG8~LRohg4I8ZYEtmD8IYdu+`eI4ZYIHuB@sn*Mg*cII{3vW8}cts??Ajvx^${Sze< zF(2n)pnZYh$VprCM!IIpJVOjfe+jNY*z(PH?;*dR;YVR)!u?l-Q+Sz1_5k(J7A2v{ z(A-KiCGgbvRi*QVSjw&sw)m{1UX`syO6|~{>6?q)O`)y-Y4H$D!foHKg2OQwV&Lfb zH0A1Yr@Z|NYOP$-g!n*hn+Qz!gJ0zfBkzBUv7^z5nK|{azLl7Hf%(LGw1Rnj-SRP# zxCsd4TdKvx(}NK|Ug@G?cB>vGftsrR%=-WpEtOD|;kWw*%NzzF`P`CAL_^K^*Rx&^ zGTvCAa>+2Aiu+d&K$LxtF+52j00d zyTwfla8JNxd&&3f9N6Xi0sEpt7Z|fy?>XD8cG`Kt4FI@*d;E|Z>|VbnU|0bVzt~em zWI@P{7+p-!n766QA7JnNeL0SWe*u9P^n<`J$XS0yX(2zZk4O{DlZ&u8ncx4LkN}w3 z(R^^}=JP3jUYffL!lb@dkgNS?t-HxrrxKw|f2C(ng1LCXpvQ#2d*Zwben%1qj!2JV z6!nt1dvSZFlfkvshiX>`Ma5Je*=n;w!F$5*^rWa&c18f$7F!Kx|HbHPzuT8s?*c7r zyKIpo&z(7ji^0A@**PE}ouVrD<|pgvtWkn4luFH8`9lVR>Qa2-TUJQfCLuw8!@&ex zQW=OK-!vh;w;eOTnnG+wq0(Col`HTsM&gD@Idp9oZ1|G3iV6M4-oFSQx0NmbSSzW* z;iXY|N~1?ET$bk03+(>^gNB%yofssLIPt5}9o0i~RzZF=d zxrNefDV$!91ggLd3aWDJe4lx|wk1Vy;CJ50D388R6;*q~C_2KH9jM7`By)1A{yQ8O z@RLI`ZM~uhF?kAkM~yWBhv>V^+1~h-5PtV&TiE?lB%X&NS1*b2$G4$wqQXOO{fqJ` zQ5Q&t6Q^gh98{ZGK?=8FkZ>b=PIIY9sd8g1C1a}in2=tCN~zaC=Zy92cwcFM?MxXZ zZw!;RZ;EH<{BCTx<#Pk!gHEP7I#P+-0BoM_sMIVdp#vQEC1NKCJIf zH;`!f3nEnq+$_9Zd;cKA8DwCcF*Ui=9yTr0H+H?$&Nke}(p!X4lZI-|_rdv|(hKS8 zI(RC`-6JoCkAc&B`U&e|Jor3>cj{z2_2<}ozLAFn#p&4mA`(^F_#!j6uih zepL$qzgmuc+MkIt=x z;h%QhRX49Zbtf+l+GV! zI}*qH%!&?ueZGTdpS89o2)V&dMe_D>Li&Zi=F)V&xP;nJwGGC09mAR08%spPX6RlN z{@ev210Dv<)fuNdGHDkHGJ z5BS=iaVN1WU(qaGt3)|RBqt(qc@c;V~@4n ztPfDj{p-x9qV6_^9M0xZb-IpAh#@QsQ)y}r#EmzhwvT(+GzoQD$sEl4F$VDEZnbNE|aUkqQRdt;1GG9br)DThYxJYW|3@*#16^E zMifn+M9L65jl5KrJUC-LO_0?`Mv3Ns;AUjBwnBFHy^_MPFHZGk2zM9AxibtwcM?W{uUqsR>RZYCj za(J3S47af3hH8batft$Q%h9T=_Ro@im#ZND9F`m756{(l$UM~k7soDbG}Y6^kDKdP zI*o2u3Mi$^z<*q!aCAy<$>5zliBAbM)kgvA!n_HJUfazeH9hFPRmLV?$I7w-vw>({5jh9YYS;_=6p{SHB|`KXNdQ_;92HCepoTWt}1- zKUU~dkV$98NZ>e~2TV=}{Uw`>BMgoK-$>9#i54ROoZEgG#PbF zeZ(8u9$!VHiJ=^iSm=QgXpC)I9R?c*6wZ`@#7t#`sp+`^J z&wHZ8Y*P)uKB|CH9<~l@G87P!^a#JX004CBP`^(UL&QTp7*jU;PIo^5rAuE^GOn7T zF^Sx_1KJ?@_OuAMdaj+}&yf5V34rjxw0XvnHq40BEa(SFxGY|tEk+igEA87+CVKr( zY=!;$h$m!d{olrkyZ1rb!pE;68Asm#6Sd68D3HnGKXc#QwA?iIf7=2Hxuwcj&a$oj8PeGPV>IixILon%39%gl03>%n#t2U!GH((_U312>_c-3i+tw9!K>{FZe&3=e$u`TOD5hf~RdgU_`a7Z8{D zj_E+hUH+@%NsIpRcdMIWzE!F!%BPl)wD+pAuN;2O;Og_Y;|VNAy!I^rVgv$l*CTk4 zi}8;-T3;FtzTi|>r@RfD`m^e{zyO)wMGXH@qx%1s*LvqtOD9+m>D_2xJg^&N_PbnF z);6)876_#Na8O^_XO(CIvuhj>hbH8hks%aB-N8I4zS>RMk5gQ)lkd*-9;qM2;7d^E z>GS)`rICCE;fp)SDq_kBkxqExcOMq*kh9sDilyB)Qirz2A6s-ha(D z3biX(-rJ(kcdN5IoT*1e8IhgU-FvgF*N^F>f%O{1`v0ASCcGcb;_3PD3D8u&)7l=v zJZ9)Yt@)HkO!)7sFa!I-&YyRrJ9dlRj|l6!AGP&Cr_2TEn)+*LfbZ*^%DYrmI&Asp zmX8?E7DfJkIWdir_~GYGM#Ih8S!(SI1sYs8-dgr}Ase)g(Jnz{Xb!+-HpdswC%FNk zVFPaCBxnZT(~T|Ls_ZJpQFiGLkHKOmjhXlnxP9$mPdV-V2hAV;K&x_N?>{c^A z=$0jk3R2-;weWYtG_@o4R6OzauysKz)i6ioN`k36P?k%q3ACMzCi?p94&Okv7T|j` zbDffncr`;BtKtq(r=~-~7&i(<+3s%QM-;{?k2e)EUfl=&it>fY{$tIYgz_=FRG&08 z7>a$$Mvh1PeIC58=gIeP0l@+CZd@cf>C_(W-<=@(WeNh&J*uP4-MM_n3tOsT?d-4> z)B7+(*1Li4-M)#JEo!4e?1>5i8~~7PR$LG|j1Df~hbL*5BJO9-tA(zYP{#**0K3c~ z5u+-P@ATGZ6XV`l$ZHSV@nlHqG86#7)F4Jip;=%ITtu5UNTCa8biMGvS#CrgPgNS9 z2JyjQ1WNoWAfa67!~yP=?Fl*?IJN-wLb7;?a?UApY@3ze-R%NWtm8T3X$U0 z%LHSBpb@`04q%&@t-r}%%`&~PrFaO^s`QShO{h_A+&;eXc$36Cpa3Fa;8#>F$mWy* z_N7h#Y2}8ITgP9gj{esT`H1D*_Lr4OUq)SzR%}=hxA#m95npf4Y7(e~H;} z0gDqLR=uir_eQD1(eEB0}x z7xBKZ^gz{YYb@NQ#CgS*-Kvx zTo7c&o*(7#VD0S#Y7sOLRk60gQ9Zep^19>D*dVau)@i;=#cw=G-iU8Y1$f&C$GdC9 zhNZ`f@@Z|u1XPZpqM9RwNbf1g6I6uCRaWGFv>QskdJFm9jOdQ7X*0L9D*RIYjxM*m4o(3t2R3BTwo(p(LwKW zID>fP;mZW&)b)N!UBumr>8z;@Q9IT2=d%7yJkz0%D&3tE}U8(QIMtK3a@#2y(>BB$*wqDsB$<> zxK+aLfg*3=MXWv=5$KMmJ&+`d_eU)U`kL28Z+3^^^thr@8=0SPCi5EyZXU!C$Fn67 z4D4u;22b^Ap%+HiI$81cazb{dr-53*#G_j%`c59`xg9#9778b{j^Jiyb3 z!mvuljqOmqId=Vh*uDU29;3y<$ID3{^TzZ(5z-vf^;fM2KMnK5=wVRB!cKd;>Q`#O zqdAO(;&qS%h~bS2|Avv#G#bw{%1b|{LzNyTi>&-yBIy=Jc~G3iEErrGJoaiRQiV#j zhV5uDLR?E%bh_eO``_N`z&#Bhk{ce%AdlAyAt=4lf`=#4^$3NPxy)T8+Kc!whx*XL~~+KCP(dBMSJm2uTa7Z)frDL;X))t@8STI^!%89VgZPj2xuk zscJL>LbU9Z{&R#`+@RNUQq}O>oiH76rlp~&OnFpM=9B2+2}IbtIpX~nVr)r5&8RvM z;r5VWNp}jU6xSO9RD{Ct!@O)bKjAa=rR8l{`?&4Db*Qi!&h@WI+tqK*5c{{hC)D2~ zNj_m^EVEoT<61UyP9^ov+EV^B2dgARqA*TEbRE0mKko|X>Bcl)@5~=aSFmd*9xm*l zG8i~?ewFVCWd4RpC$fGUjYoDAoYBq<%5W#<&>^Tr9<-pF2~nwBIy;Zqa{8n^RTKec zSP_gHVhYyn$>5n4`ubUL=IMX!5-^_!2Qr1O8T$Iu#P}hSid9_3f}4@xqmO88QR-?q zyY6zgr+USl+rb1ao|6uKo!jj2X~%?p^+1$!LzA$5DZJ{8^XfMDA`9S*WOvtdUCJ=hSpMcx(3!FSf-?Ki(UQPY5)FAQ5V;Cs7-;Q|oZCNzo ztbL^%iaH0UdNqgfR!nFMB9hU`i9q)bBqA&C7>&4R&Y_XaqFhb>CyTrD{*RjK7GLF3 zMHcZkj~jcY&*_eZiiH=qQ?Yo-AhFtm%^zN{Fpp-5c-uusr4EKp-m!l1 zCp2fw!|8NQ+c{?cd8Q85G$SOnm_eRWcw5(es={d9wHxHV>bgbApOVN8k05=4ro{I) zJ3GJvY@8|Y+q_C*NAS}5Rbqw8ZiDeJCQZEzc&-f3-1LIlYWD8z>#>6kKB9U;N zqDv+XyYtXcjXk{~)Ex3}nt(?2C$D}pEp5TRaoWy}lidMp$OKO%29xzfWw2i%1S6%a z3=%U^+GezF!kbrtO*?^Pjz0tMA1x-GUvcoBIg=R*nI+6-;}`fYyEnKvvQ#PS>2lYC zA5IJo8nBJ`|4~W^7~ZFqgirm=4}2j6g-ekTo!xq&bk8^!RRfK3oRg*-TwiQG{J>u@ ze=+x#GwlHYkfMoqzyX54a=#jl{V-jfQI>v)31Ot+JH^boAx9Zt!h61-`;yIsG?3d* z;bzb5>1$KqJ-fpGh^>ztM#X}2t7hc?(nh960mZvtD|!ndPb?*#g%6&>)5ur2i0|G0 z3dsVqn0M3DKS(n7)QxW?VsVEt`c%p9H}>B5}m z>jb>Q{hQOna;zicWxs8;Bu}HDBn^ZbPiev{srP|7Da)SXjSs$U6iRPF< z#*AKcsG7^@`H3wwAhbYE*>qP$uuWmsQHk`>(0!MaN21b| z!5NK8m}CcOjt%sx&3N6{hgn2pI1g^Gb5iU952j9*pBTI*hHA%}dts2nqM+{bGOrlr z2QVAgh@EA3Yifg}!8dH;j<0-n+=OSfUox(g7@PVFQtWv+M73^?&K;QLr%WwXVt+#$ zIJa9rvV(38X&r#Rz(JzwNY50gn%tHr?~)$irbIhZoF$y+3hFyMcXpXTzl1qXuD;!`FspEt_Z~-O0LA=ssO|8QWYTL9ACVXTJ z<%s3%#obKbjjogRZxz}&V?%-oHrs9Ky&p8ks!yOoFzW1W z@!Zs!C9!iOQ z0KF0f0wkTWTL`@t{A3m$`ey~x1aCUx$Z z??n4Y#0<1Zu7EXvRaiQI((}61N{5PJ#|C!U#f9D_PSj+2`SG1}aH}r1$E!5_^B&Jz zzQIdvA?fo)TsPa^C+c;FUYSTAsEHTiT)aB+hS>cHa8uN3gbC6grGK(3Lo6Vafw&h>;&0DzAQz}d?wBCq?U5$8g zOMdlU=z(--fipk;0ox;B@%C;#QFBe_#7Bw9rbhE`M+s`G#Noe&FO`mlF`s#mJQ6n6 z`1hL!Ct(dLHW3Dz~lJp1i&KmMf|%l-RJ{1xLQ5?^O^ z!0GSKMki4`loT$!Wr7s@%`mc-Q#yi6Y5Q)xLtMi$;)h%Zl8zqY^Y3T1<>vNH@{LAU z5V8Rt{i-WDg-!N`TJnzF3`>(zXs5m|L~Hfcp{1^ddV69}-fnbZS{X%K8|(U4d{7;C zP?rrDx2=}}-P=7{woe}L;6p|f)~oGByn2)McNUed+D5kN&mUE(flikp^)=Vwf`ODn zNDy$AP~v6jU6s`El}fQl`=yi4I)@L#HS<%B)w(qPV)?8JQ1dl&3ZiAj#x4fC3_!xx z+%eR7A8j}z$LL77HI$!JBg7y=1^tcM1pZmkk|HOsJL~V!II1d~3C_mQ?ceNx{Qg`c z)U$*-_rd8Zq<@uot2{dT!cc|@Xmk8SNJI7iYTL022IhJvrGc+hM`94d4>BRVSK2jk zm)UCGBImGGPn%e9Kwbc^>tilUd=)Q?8spxDNqGi*q{`T9h(;1i4-np}*aA`N5`2b^ zaPmBT;wY4k@tbSR^@l$=(iHe*mPL0-n)^t9ud-SaysE(p`x@xDwcF(2^|ms}TVY@L zc8HL})hxh;cB~RP7MNK2{L05Qc(nG1yje%uh!mesqmY2);3n&s@pdP@5vlc2F1z{s zW;?i&jTJ{l+q$9B0H=2gcjGp2LDy86=zM2yoE6pCv6HbgP<@%$rJ0RReF5olhjn{M zS_?yG<1~_;Z<$P|(P$PgP#fMcOQ*zl7_$_uMT5Irr(;4bQLg#51@*;$u_!XFWr#-+33^c~C+(&^K*gA;W#ms<6K-Qe|b(vSy0$RtD9ybSIy zP1%>8==s`d=4E$von&$!C~Zk8TVNZa@tVw9({I#;vE?gTN|(uY_gmP&+h2T0c_`*L zs9_Z$wYZaV@;&)ZEuvG*1q_Ht=Bw#6)R7Ax-R;$qs3%bYP-1TTN&F)Kw3GyjC9@)@ zf3wmLu(>kkR}7wG5yosC@n)*=ya10i?SNv6<&`wvBk_II4S&j)8+YkCrAENv-@qrf z0|-g|Ile6I4m+qtuauSK;~9iI-Q`-8htrMOJC2<~8j-2@(4q8jV@-M^y=$JbL7=J>(o^4JT%6g%(?9ZI^CVn9na_c9a3sXNYiWA0Q3k^+r&rjlMZ*sz}yT9O(Z%Q`It{<*ZsE+grfH{GD)1pNhFDTS3m+eq5I z;4%u*#oK|8QWr=xi`6|6fZ}>vn8X#g@93Q!Th}sCO_QqD-4+O@%*~^c>Rd1@k{lrZ zL__F)s}qC~?+q~~Tp`8VMS^RR>j5!o&l)rRnEor{>ksUXY&k%<&f)4JB@(E)_P!8F z&H))j6J~sm;~Y0aAg9GbtS-0nfv<%|Ms=_I6i4cs`rVc-b4s*cmc=UMv4}lI?8*j+ zJ$F5O4&K2n-X~w2htwB94{Vdea~#-qG3d_fbP}Wa?0RAPX_bEk8db~SGcl!wlF`kC?)^YGoiLny`5NFv^T10tP3C&@^+7Gx^f?ild zo+QR%=5TNwdj-{L=Ym`?aXyzUDM1s_^aB0ByyP?$^x>!_P=?g9nGE132PQ9rC_>5uMt) zYu?cQCYhw``ZL=E8%;2C)iqXVd!EJ!AM*J@2;!ksV4Ez$9Z~RMMX0|{Ej58RO>sfZ z)!wJIAX@HJ=-j)_?)^s~M4#h52&&BD@6eUhH7FA|+VMo^VwErfsA#Z5z^|rJE;~(g zomYReM!XnQQEr2_Ww55)hm-55;5Z%|aUE%acQ`0`P5RUm_pg$lTREVcOb{77^i6YB zXj*5yF4%O-)F;GSv8rRBJpKiFL3~pJEBUKSrT&&N0o8Jej-Y314m=$?kV1DnZE2i5 zjyf@~%hP6A?p~9cCj^Ku*%Fi|X&_YeLZNaIVtV7h9;J&O3yyJ}X~vcV@!@|*jk+o9 zES-7e3IgJsA0(vUA6Cg@eeJssh8a~_{V$8yLZ-C_H!5MT;p%_2ujGvup4J3tQXg)} z)o71Vgu#@f4nhi%3UeO!#1GE=_Q+ZZ4+-(odES$@hYV41d_f|>6yQ^KmJlEH0cZG< zPV<0}S?_bd7vH}GduS9IR|*>FLrLPrb~OoCgq)`>hkSh_LldFIYQ8kDW4+Mx$RVIe z#;ZX*960D(&+PPk12P%Fidln2vcmroedT9f`VjT9SFF1T9I!`DbEjaoP9+d zq@m?mtpV34y>tsq$X5MTL*DRa12S0I!+xS480lhX8p#(-=rN17;8(SRNeHWb%a%Nq zO0d06Zgyiz%LT=y(nd8|0|n+?CpTp6k(+vUVf0ry|Lp(-SFecm!<{0_%dsXe$blL6 z0fyyEEH$cwoOQbVK3!hlT`wXO@$0pd^mA7K-UCECb!JA)IrGn+0 zy0NLAX_cp**84xk(+82ny8A}NwN7yB7G2(8E>CnnqD@#A5T7NzAH@$T=hVCY;4Jss zdFcLo0zw_PNy)wDNh25<&o*9!fAZr&cpG69A9MZ~vmzcZ-ZfGM`zUv_`t zn=p)^V@MHk%yGQ2s`sq7AVb>|;NVZL3yFP1z1||ZYL}SQTP(3zdJVI5=xY+Wh$oq0 zO9^$AO2}BL6&TNu3w`C3y{Tf(j&(C@Fn%TVwKKpa9e5E*Eqs;>P-oq`I!U@QJph}9nDF7g49 z88aWk@tV#JCU)AxMgIk+Ef-eyrgj;W#rxvX)%`_YkIH3!Sc+}3%QxlTR$*t91MiwS zWfrmx!$aeg#!tfD#1rU!Z``fm2l>P4eD?eG7jL9&qCFnQ*r6G+oqE+^zTm;+PyfF zc!;uAFRuFb;KJVqq;DUO3a9MRy2ys1^o6kFPAM9nCybxezG)rVnv~IMBwyCZ?blywTI6k^0kWM*wc-4$V?M4#iwv)L{;n+$4V9S>%MY& z=(CV-P)b|Z&zRSdA%(X<_jmP;k4D1WnIf9w4tjniLxf4tc~-8M%-oM#H=WryhCrP* zZ)FN&qt~VDs$Ad-3xl@VH~Wc9KCn1Qp4wSeB4Vl63J0T%JyaNf)`_=u` zMB@kB-WA9bWyOa-!qKMV!Rbuh$&05oVT)dyiw%Ndsos{VSUlN->s&0zyuIB;)pPpv z<1~VFoj?q3n{a-e@XcILduR_5)Z%WF(l<;g&%qkB2c}ctiv0n=$&1RA%e?YT&II+e zo+x~E9HUJvD7;E=c{B=Yuhl8c+#)ztv<^{w^Aq5QMi0j=IyDwv<)nhab?}o6K*n9m z2j274Uk7qUr{RGMz;#hJ#D7wf=m($8(U}t@Zjhshuxn1Yk=yY4w}U6J+3|I}$@+Sw z)wu%F51c1%>M#EDR}SIXzaFflj~Bs9MA#U4Le`Irc0pAIh^GZ)OIIR=h)`J~wJJ?k@sznuBqhkfxJQu(~D; zL^KDb?I+;ZCqf?IHvkEA3;10@VOC(DhIKtoMO=%x&mtOkT4|Bklws6M?2!KD-#SGy z^w{XWI39mhG`WfLI9L7xTKcA{OpjiXWXPTAW`0ZJ$5PVQb$^UAgmtrt!!IbG3q3d> z{@kNyfluM{C*n)Du0KVh%CK9N$T;LR=Pz~S4-m)*gmA@3ejjDac3d?w?S{TQ;5Csg z+W-zzcY=ACtfCE@?8IL2JTs9{^+1O=_gtAq+8lNbOWs4tSh(L3M$W{&;IATnoQws0 z?0C|!X0=`uwr#3oDvzFm#dHwTqS7+p}CMaAn{A|~TX zFs5HSvu8h@{NbWH8IFR$Rw2xW=iX9xTR5|~)YMhv7aDtB>7PMxqQ!X3z;BfJJHqHz zYWeZFoj7>^B}Bd(>W(GA9}b7-i8FWnJkW3EH$99KugTu-G*hWPkK0+2Vzq!Om+ONM zE#WWGgI1>fXZtmn$lrP+h?~M%*q(1QZW!br>C|)i*~p9<5J$umT?SR^eWFMP;WO8))GYK(LYyb4Irj9B|08yls`9>GAr5S~tf`rU<`h?e&iD?2B$69L4 zMt@ql6#S1ehbX?Xe;q~7wor8lfxg^zOayPmMY6RF?Xm)K=k|UKWYHSqCoufaG+CA? zW@n?NXH(5b(9zoE*gm>h?}wtagicUfGRDfr40H5r7U*@1>f`;FVt#Npt|@IOIEL%l zB{h7uj3_^knT)QD)daw@+P`f?Clyx zipZhdyN6Csqkiws4!}R}1@0x{&|7_Kzd_fnawG|SttLm+(7R_h**9j6?&^A}LMdtepa|~{E0{2Ar59W}eno+t zah}Ed7O(4(d}6*T1Y*IQIw8!U(G7gAw#=jYa*M`PAbaZ7+vPbsG^+qYIA7I2yUiIc zj#7b(WZ^Fgl!IHfT`k_%r@#fvUAj3a58JVY`h7^h*Y@K|kY}gCb1<;=&o}3CTjxz3 ziqS8A#m9CF;6+yLO9=hgFGpXEKUNGa+xMS0_R%A6{NW-yAZ6LAYUBWP8 z*0uQV4o>t_v4_7+bQreHRpmI+lxSMVY)|}`Omg=##2j*EZsRmT_p}bEvOkn6x)#VK z`qpnkAj8b^j;8)*8Ww1G_^l_7`&Axz#fp5cGq3KFQ?*Bo)q8@t;G+{BVR}0oj0}5b zOw1D-)YCEM+#gbO&RMLdf~Di?IM?`aPrtPoBm1!ZwCX-d!MM!l&DOLAZ0_hNQl~kT?KMrxXSj2#(QausG|KaF~lA(1dPwo)WD_TnaaR|+=EoQW}Bf3lQ#}~ zRoa){tw5~wNQpZB(z zsia7y0C@pBWbQ32E>9CV7+*$bse_c;T-KU7WA`?L}BP?odyC~tAl#a)IMy?Pb= z7@Fi)6g&h)ZVSdiNHuz@54pLIm+63?KP;j((`|p6hsBb?5b~MQIe!eHdj)xP%x*mH^rjwh~VQ=Q?Ck)jItMAd^3)L_f2%wDDJ_zJ4U@W+i7%?rvucpDIu%eRu8`C+Y9 z9u)b#`Yo*;4L6uOr^{er79?k4R9!3BS5NrRF9IuE7QtQSkI`*BWQ08pY{oQ)c*%c< z!ip-VNYOZ@9w0gS@N?efSFReoKg7Nu+1G{1kGjn|TSL|6iOQc~2pQG&j3sXHPJ-{r zr_0UIdeOr1b#iQ&g++sd#ULyl4J~FUy@#B26Pd$3PW_dY!w@*hO?MtdaGx`1-o1ZP zO%G#*J%`aJRv;YsnO|(Z9U0c4PDD+ZaquXBB@woqL2DzdSmkgMtqre4%=9dE4)3B2 zk!ET`Z<|dRO#d_UPIMCUA6^b84*#4lgwXt5D{z8GQ3j+`q6?Q}`7~|nP?JM4O$rAP zA_31h8*kDKj%G^*t^bM=^@K;Fi14RSIkY3NSg+%%l|4uJmgVapoN--J_XqH;P@tI* z*w@SIt-?CAq?y5-Is(LmRvofFZDK($RO7E3On~o7PvGR_EedglBl-OGk$T?nx?1S< zW2=%luiJ}BK@evQf|YT4*ok+W0$Bwx9)Gj~3*h*`(w(@a)=&L9_)t8tC|eJsVVq;} zcuCBB>L7!QhB6>Tloa=i2$5XT*KW@FwcLgQe0lgaA?-e zK4ylc>UqMw*?Et^=QqMM4^DI^!jl8Td&0*}A-z;Q(ltF?pGq~MUFr{Pzq4Nv5i91>GbWw^;CmNI-5Ej*WtE)tg5xhAMd- zF*e_i6@@@ev#u{A=TCCx3A2s}s(>V3VrOMFod#7F`MT0yt8TEVV)X~<>vfbs!KiKM z(X;V+mNRcebsxwX%rjJyl@n<09+S#b4$e>I)`N!a;UB*LNMACGVa0_wu(Qs`H3ywM zn>vw1IS383ZgD10SVT|KIF?t(s~FXr4`1^4^JM^?inhvfPLOZAQ4{N(meHu{x*wE4 z;K^KQyzs?%lP3>mue>TDfqU#wIlY5~B=ydH(4l;GI{HmegeYD8doLyFu#E_lCprX) z7OYaspz-`gH`a^Hc{H^m6p6-SSnm7h0tutP3aWeACpPZ^j>jdJ2^$`YZ2Qvv z1i}WZ#^OfV7MkMykXWKFYG)}k=7fVc(@RdIILoLz7q$%k_=ycJ)>^+QZ@_PyR)X#7G^=DMu3iOP)$sg?`pWZRV(FaOyN}Y)B!$zpiiq@NpyNp zIVgM^(}{gRbLyr}kMu@psH{NT@+xx$O$Ii`Uq$C7|1dS+8H7muu|JR#S1(4we^C+a z6R>3YJY;mQ@NxWuT=)QO4Ae?V=lYnIOAe9~0i;_Cb;FmrQl@avp` zMmGaOM(F+4rWwh;mmE9^jmi;p8097o{ECJ74GkL!0civ&vBdZ9IQdI-RA=ucW~7}H zZw%DEY@`_G!OGEC?2$Me6p(un@yY&dtwaqF|Nq!K=jTqqWzBzMCllMYJ+WsD>upZEL^Z+Cy*?x*{CL3%}Y?(p=^R4#el;}3rY0AOAS zw;=((|7syX1%tg0jNemSB#6Xt*Q-yS=XAy;u}S zvc@`#dcgiBif{t26Pk!Lt06sILqS{<)B7~xrW$9Niqe2XKX(sMHNE_Ct~_Pqcj!@s zI`ADo_J_j+5Tpid6KzWCeI#OsvV*r^BNFrT|52!S0pm~8C$~UnIH$*4)BAQ^^$wB8 zYo<~Fvh}%Ljb%|_^?=-)t>tekyf8^)5Z5mD$+d9|t?jhNvq`;S0pT8whbh3*_WbGF z)FL9IjIB%HytTl#M@)3NLKsh4B;UwbC~L02R!CN%_ITE;6tN_n>`=y^U((hqA?^^5yNe4^Y|m#wyVP3MyvP&z4P~D zcQW=lU|F@X#MBuNG+JnBEK(M_uT8fk#co0yn(Op&uBQc$Ab1@L=@(tnK;b9F1Z7`9e zy2D3k{{)>}&J&wE|@?0f2Np`sq!qrT?3WwX`fPH`}+wz4M6NyuFH+9jDOJ<)iV za8j-bZa@}HqW2MV^>!XQ6n(75IzwD1&tcnqt`gAv&my6j4pGSwB3?ytMG)-+q{hq3Ur?5P2+g9P)+*IaF`V?pu=?{QR9boxvTY z54>+eTwo47MyylKK2&bj)pFOb6Hta_Ko>^1pmmlu;IWOQVVx7WOEqmLx2-o5H?wa4idP z56!mPSw>N;2WDHD!`30Pu2A)BxIh=+%8l+v&il!z7vh(}rR<^IDfR$M zmZe&dEASr5?e&rynw&fP6oq8P;t1e2l%0oHQMwC;pQDz>mm;QQD*dhf-~`7w5@=A5 zyC{}XhjwDHO}gTGmd4>tu~rN%)T~Zn{uxilAXBK`-lW&iis55gmwM)CO>%W;5hWiQ zRXu#tQNbHtMZ%d?ABBEWuFV8Qd1C&#E*pEaW79a(O0}-zPtq_vA^7v^BKO>p^hm$0 z@@4v#1J2ALnW3bUPA=qFT%^WIN+U3gLWm__cy^w$;_#s8+-!`0`x;s|o+KSG_IFh# zb@VC>gA9djhc`^0De{0UoH>m9{$AWb;QM>|*F`vQyuc^hZ!M_zJqjq^Zo?!Uoj44jH(uclyAe68d zqbK&+8h`%;{83@rkc+(OVErZ2<+6J{VuCB_i9$gt^T2lEe~`VQ-&wai2d9^O3Ur%n zughKwOxaL?6Gzgm3l;XPYcg8>n*5?)cr~ny@NpEZ?^1sU=y1D zLT6*L;+8*Y3XPRoT&mmTB;g3yW!BS&L>3YZo;R57wFf01?(lq1&Yyzd7iQy}O23s& zh}2@_;A$*&enz$F3^k)M@wz(R%3k_7rNQXqFa-vWZN+pGsoOuq6mMZW(bI7 z9%S&O0U`kLKbh9(*r%EwAbjL6O{Ouxnq2A8;QP5UuGJW9N`e9DB7EmygyNFYpplmt%IzuU9#P3^()J%#VC z!_tj6FtAC$z=IH{7F{CbPQ4>!^BOEx zjAts()uVNJu;mNCrm~Fwbjw{*+?cMnCk$dGu-Jj44}wmKnCdI}RhWUmt;kA4?5QXIAzc2aat#`{vo5&_`=g<)%BPOaZ8T#T77(cERU#Jql=H;FX>#^ce%a z=%q2`^NgT0ZD{H`3rZz^_ z&oht8WGm*NH)pG7$`Fr9Y&K5oEk&rS7JXZfI;RRiMBS1!FPhS*V-MSHZQkvmW@`z3 zezW8Ckjxs`S3YZpx}F|;-G%nQH;-5RkSG~VkBLrWo@z}ZfDmaMHQJFOey?%Wp>)3} z4+(r;qi$)KLt9~W7{2~77lJ~k&#t zK=-DX_Xnds;%g2n375Xl{j`p)2iY5t%Nw~vy6AyW#cV8%dVSh?Cf2*KB$m?vrpJr~ zyL2alvcz=sN(k?mTVY;`^@aTj6r5~#A~w=W_3v@!&j zAi5*SLj4Irjaj9DbSF=1rlo~$(sdUEnnJ@IXY-ey^Sbydl;6HLRXXud=~B&~S&Xsnl@e zX0grMiTybEC#}-b2Acuem#xZpxtg4o(HH7 z#Bh)2Axj|rA(%kii46MYt%=6B01dnf0EYcZp@iX;Hxnv%4zQWtfGb7gy=)0+54uG^w%#Ed72w&;-xIX*T*BB=zp|z;dXLSmF?}^Y3Va)NA$iN$ zLf4d&(|$dx+o&OYRMAvE%Y(8#w7({ly5LcMvZ+uncDAH;J~h50`_~C)o4z`XL*n8- z#?ovVo*EmMM^Zh>K>?LYD6yW)1hscuPh$5E+;t20wqz0G50tdBe z3%q+Fo%A>PE^+Zn&LzATq4&XqTrNlrh|QC#YX?4}9IgRj6PL7c2%7k=n(F)E6_LhT z<<}!^$?IsCoG&i-HHHZpnY9SJ`O8{4(DjaFFh-#==B@B)&|$+DVLARQJQaBJb*uy-Uj)M(-$m7r6&HmUxR)46x*|rRPEXA?tP?A zIe1-9XV%cfG;2*kr|mG+cywa?NhsJIMfPe>HboT32iXDTytdgOqd)p^QVL@RO6p~* zF2kc`cm+B|Ipmkc5m^H^|Nx;1jDTYI43{S zx2XUJ#V0I=l?61ll`Ks&zqgqxaRBMmOZs1TmH0Xk`~e@(2JdJB=a2}wvnENdT}RXB zB{a-LAt4CjNIy+^IA;q?v5L$^A|bJ06Mo=MSy~zHZ2^709~?wYR1Xy~5ZBq8%uDW7_ps}z_UxD1o4N=FTA z!_s4PA1(;A8Q;>(&r~4{T+Is2xY?9KjQ0-?EBjXo8WS~)O8jQ@UtGmm42m$4YUdZn zs|96uI0+PX`Xi$6vvDZV%liB3I0(HAw}u+d6}!%*n~&ghy^73~VWIZ-#}5 zp%^;8+=Re~JxnrI1xDv-AzQYYF?=AOLk67^47U;S^<#l^0nOv(h8Jc@+V>{vi)6bv z1bKKEhW~Lt0DQmIAmj>kHdw{{=AqckKRaYIRYsCSFl??35iHb_3N4S39n*7GqxA*I5cRvZe6d#ttv)mmX;M>`mdpIoM@gYwk9>*%D&OUJXaPw#rBaf4R*>zK2qStET zwLa9MZg=sX_`|(#px6!9R-g>VK|nfAD06P&k7R8(Efb+ukZF_UydS&`Z|*RXrE*7b z>*Aj+S{!i1qx`?``;<1XoBit?eR-OFjTWeoWK5q$Ww!#(KA+QnGs6u1y`{)93tD!9 zFaA#9kTq=GHRl&Rz8T1wiKuRC+aJ(fogy>@#buNaj3G`+z^%T(NNjP>tBR&WYPe*? zw4LrEyH!qS-H#j}rY`RP&O{DH#?C;syr5ZQ?n$z2+U+OCBBGA2t1BN84f*mpHskiW zd-g=p@08h=c0a7K$Vev&3vW92`8L(y>!#KfoF7EAt;v0new<`0;tW~-+g$_aigcu+ zOJ$h^SqBpmZW_5{a}=v&Kpy%RJ*ZSgj$f=9E>Clc3EfOE?A-r&8KBS zGHO5)N;T}bUXnVf0nGCA1TPYdBT%uRoowair#?$o4r()btCOpV{8%moFHa5hCK=!; zrb8*tJC>oo+~MgXDM=F(4mfnkAop~~2!vM?ZP6XSIaA{|Da=ldkZZDg`x|lH;VaF| zWM-DI`E0g#w1fjs;}uO->G5yu=%QcVJ>w27c4EPof3x@UkxBTJQh^bK-)D6M=QGQ) z2dMSMEILE!S^MOCHANY6?RtWCGqPK4w~Ir_&7RmeLEKjQtbVz1{5Uw>cw$kSAt zLd#>lZb}KiMg~tR+V=ZKrDJ=UPftZyvg_UQz4={wbD`v z?aO1pfR@5xk zJ#uK*>=QNitbyg{q5nMMUeglHbT(sgf?yVqWDm-j&souz4L8|05#{pTCnvWTa5^iA zwvjRq3lpD)zL#8Wg0RJF>hh_EaGqHvBmiZYss3Aozuoe8m|%wms>3L7leZs%97z)w zC>txE&8PcW{Ryutp2z~|QHd)7=u1Ft05>fNx07~7;e7k4{woQe^5V~+b|_lZ^88j#6fF ziB3lk@Pc&EN_ZO$1LRpl8xc$0qpEEl_L4LU0YNaoe`V7X;il^US^}O0GHNFq>;WCe z22Y=eIrKfx+KGrIbS@>LVpH8lzLv!8-iIkiL22j_$I;hj@!#rbiEYmn^+PT^6E&b& z(kzk(Kt^F>|9AX5);LgtnYW$~ncKVZZ~P11zyv;@e_s{a4e1;_pNBwhRLm2(p1VQo zY6Ub%4F7h&0#{9kp4;%_jSIM}?@EuCUV!GXL&(h# z9Ja1G|Nayb%p#~PiZH%>bgCEw67?neC+M^}LU3tl@|OS>4#BxA7V>;VA6Zx(@JYX_ zRvePYytO#5B&QZH)&L}!CmzUr*->HYWh{9Z)1QU$fA+YQDPYV1kPIi({-sM8ag&8eBhz5`lQZ}~+_y{0mwG>hN!zvvh=R(}}Jz!)fPfh(Pv}Jn2v^_ks#ygpu z%Lq_ziZnUWYrA6fv|dhQ1J<=U>zpoWF0!s!v7SKP>)-&{p-`ZO>wa1gNB0FHMJ0SI z08?`d(VY1yJ_5|R1JO9tCf7=%ru833TB#2*ZBe~4p7sZuHEQdQ3(i!*$Zb@x052l zQ3qdN5xY(4rsVY@93d~kFEMfU9K<;@2H_;@*qqPQfbf`x_KgxcBgUU-aQI1cz-BU` ztPgk!n-x;S3*3`8py{4@4{^Dq!$w6h!ceY1r@n`?G_v{&#p12Xd`x)?SC~5WWuW3} zbu(9>sdL~{3`q|hxLj$&&(riHum`u|1;_zySWbfRy&Fcte(b9WmiG5FTp9cgv+sr_ zTA#X@t=Au{01~Wa!zj@AQaGYJqgP2@XJOAZ8k|EpAhd3-pmE|Pfj+0<=jF`g6sfk) zb?xfvcZKN!%u94UACJnwPEIwcG-pp&VG#-vSb6-(X?1wQMV)6Lox$#pVqw{boqr8+ z1|{zszRZ5;7OEX#q6HQ0_{C>)ugWi%8q1_NL$sRO(~tWTZ%TXH2NY%?KD7W zCzy|^$E0t7vlSG~4y$iihg?@iLxCn%L5&agnMV-uLG){-vdWWWG-H=>|4kq2!(0|b zrUF97FRG+_+j*4p%D5>Cg%){DofMZwnax=zCM0=NknWk@;4yrE8+)XJ-yvgS(kMxv zLQTmhpP)U4N8^-7db*sbC+$)jlWi{z6h0 zfB&RFB^RqP)y%+r1D;*2jav>;=c_TQw43D4z_9+XZ&yFs7imd@{HL_SR^G!jYr6*D z{>BvOS*Omr8Q`xDwcc7K#&Kj*6;4U#RZRWc@ck+p&uf%m8U_rs>V4EuU)TsJD@T zC0r+qEk$pmaLbs>KpmK>j6OSUo>bS?@M%yO$zvQ(oltZQ*M#geuH4(>TJYK@v(*u7 zOzS)tdup4bH(6|)Us`W|HaYM2xYD+o-0ZQd3;Wl=trjX=Ilmu{^sxFEx^1j?D-@V> z@PxIBzU;gcHEX9c;p#+gzisGEvae>r2}IZu5`YFd27LWMlML}a^jeouA|<61O7gI; zmnSN+;G@9a&t|aHT>VNpS2I{p<$LEqpM5j7Ay2(BXjD_Pcn%NQxae7MhpH#^cIX3+ zv4Z&*Ziw=_)u;=P=UL|R$(9L4t?Mxu{tSb~Wb8(W*rBO{jvH2h=jTPdkp#I|=t|D*rM?>#IZeKxw`xX^Nphr6wjDsF4Wh+{>}CKyTd# z7dAu74BWet~jt0yHy250wLZP#l0z3k+sV|P$aG^Wb=(hfzS z@gc`j$6MJ-grQHa9)&2G2~w}`igv|6XxN2NhklNuFRL22lgQ*FLCbJF((b{{9?gD) z7&?#aAD29MMZNzDm}OB@fFR&xek7FldDmRv3ayFPTZ#C+&nPhhq#ThZ`TT& zh|ItDoH5b$Jss8h3o9r;m;NZ?`6_K)_Vlc2o2p|qzGq=8d|87k_-UHm8k)!`g!v^$ zZ5I8x3XYLd(9*lFr|PDVeBUm{sx_qMotUosGkLRyiN}Ak+mseln^U8K-e3ptkk+vH zlFaeZBmmx1CGh$8#fvU%SJX1A%p9b5V{~lcz&o#ARaMbt)Hc@y4LQi6V$WZ7X7YYq z7MFhO{OYH3E(sh5gOFRT0iLORThWdvO5g$4^6iL7KMq-s zInHwdTT85>U&{ zi01+J0J*O2*I4%-ExOaS{!f!kFW6P`@YXFZ8El%{vQa7E`xG<2Bt^WP;&GdG}l zy30g4^`z+TSR*VH6xL7$pU>Ad&1+J;uZ#HSV3+I`78_wu4p6<_sK~A;Ai?fGo`s&7 zIJIL+jHF-a!lOV-3=|4c{$JCI4OpSJLI6B`lxGjaQW6pbjS`> zik;v~>L}cMBO*LOb$2?+qm*%B)d&?X?w0Wyv_40;3xg~tQlkf$VORp>JDT+aSKwXV z+9NeDU2hWb6j)^gd=%nkL7|?u{CO)KKvGV$-kbD14U<{=~LTeu1Vgwu9 ztf9V4N>uMl&XFb`vBVqQfCO#j0J*O4d~Q{uHD=O_a5e3b9AbfI{JX+?24^pp3}vTO z!e+Th%y{oO*t_q?Zdf)+WOTnikW-tqT&)`;@_b1Hn63KdF5Pmzb~f5i=*tLaxLMRd zo{vi14m<3~zaIWRbNeB=B~~r4+tArIC+kd^z0w1^o=KuJyQ(scpXh0EF+0Bfi{2mQ z?=aKZF0_VeJws>w{IEbh&D$JkoEs#PXceW)`wn^3uCcWqulQ;@8>k1!-GJM$KrqMt z2m*yaq4u>+AmkZs?)3mqmYiwxv9~LP1?tC>e=2{EQuC`qlWwgcrG>LQh!@On-+g3E zRrA8uH5n!)te94W3{QBUSZh3MAPFjz&tYQ2Ee{r~?mg?y_ZF+O;K{{|Qg7@}8REojo zLEk#3PoGLaY0UE&Tl3f7L*;44XCYdzIHX-(qXezNbr^^nO7h(b6>1(B(KRUad_y#8 zT!vHNxxDmF-#8=O@IPbySR(TayEA{Y*Zy*?nusRl;{Owlf7xw& ze;YlY7_F%MWC4LfA|M$hPmmeLS&El7s^y^)nUsLUwr?g@%MFwC(g47o#BEXXTa2qp zYNlr4+R9@!(n%13bX$&uO6f>|l2&hyE&XYMRHG+j?X_xm0nrX@Ogx$-l$Qfs4t4)T zu0xg2+Hx^FWHt;lN+MGYs1!f!=#^qz6kLan_!cesSAF&|?B2i-sL8`~heHL>wjE?! z#O8*7pTB16fcyde#+!+-2rL=(;5??jP*TXxMQF0)Z5n|{g$DiQt@YO$=_swVl%|#~j9<{-0(JQgI@1R%TCuQAu87xa zfcc9Lx5C8EzXy6TOi#Ken!r(XmLv4vrxWMYN&lKoq|C9h{9`%+flIgz57_?y_D@z% zk|v`^h&6CIj7S;K!oKmUX%Q<{=sT))(lz&%bSU%Q>I{VbJ7 zn+E(am{q6hMsMI^g!=G>C&fpE)%+5#6%IIfYQB*hRBn>CPC-vwTvyB(t{kc&J6 zM39&fORfI_#+F6ICLnc)$lOJj1~3uh^>1;fhxQ#s{DXPI%_I>eaDU?;`pHDfk041P zArN!ozfIslXF3CO?!U$F`cA;P>MdmFWO3U(7Z*cCC3$`|?+>SrRV%Bxc+n!}$75~- zR-2JvI^{l6@^?YdK!2o*V}kaNN<(!sE{!+Dd@hy?8dw^kTmT~V42fIGQcY!{lT1+V zo`Wx`Gl-BZQ79|iE!-XjQCL7qoM^K5wzvbxh9XlP%8%a8nO`B75#Xa^L^Tj--s0p9 z>80vR{y1Nqjki*lnkE`EU95-UU8rNso6w$77e|^wrA74v%1Yt()9#e{*Pg>E=SW(Q zCwI8~s#w#%oZTq}V7wsX+|flmc{R9;^xtqszy#Jtpju`>bKL#D-KWMTWux(TMhCsE z{|HMOrj`>Er+II`TC(dx?<`^pykxQ%+UkNZ(yc;BkjiwML<|<>2?%CRxyA<(&1-ow z%&0s4Ns;m53#Lkb@5IrZ&bE5xo8sS0Y0X4l>f--<{(E<~sE7PA1ICPc=}*`nkD;%# zBb9cL@nm#tKDS=9_(>7xDVUacaVe%Z6Ii2jGmCBy`N2Ipx>^EQxW^RA{&73bxbmYj zl;0BF)QW475Jc%DKcs;}vXh?2d?-l5QRqUU0%3py-^@DR(=VvWczZ)nr-Wyx?nffB zQRxP$z!#^mP>9%Qz8rxJ6|a{~EFD3O*vNLS#!>pb7S+BTzF&+2Gm`K?3>e`Ir%62b?`g%F9I&|lVem$L zc#UTUAkvJC{2?1hSOT-`Fzl$kt%zkMW!WD_`xvhAhd4u_&+EAk>|-@5D&j1`D$$FI zonaE>^${b^ArkH8irs|9g+Rh$HUTL5J z&&g80g_ws@TIR31CE=PKY*bUc;1}JiXAvB4e$<7qSA1D?&HJpk0#qls{7itNxzROm zRu+*MqeHpDW@*sdKbHmf*m6F`H@%&<&p7Umwop}-TCXVXwIdqechyq#X2*C?QRmog zutUrCZyy*yR$vqiT!c5>)eX(wLOXUCK>L~XxoCa)i*W?L=(94fI}}{|TWUAPSJbz< zKX6HUO{g*y){7E`Tb>}H!q$>lb=C;8jGo3Y;e9c0t;G04v!qkYa$3H3Ynfxj&<1Js zbs?-h9pX6}nL&o_)20Mg)x=)G=c$W0KT0A^Sm)M@2UYT!Go#{1*j&|6CGN{Ib@FZ4 z6-Mm;;6VX;-mZ-Wo}kgfKiu!G zof6+PJLg~Z&88T3>10?GusPlEy9ZCsJ+>E_h8~fKb3lD93FJ#!$Slq1Ba?Gjw954r z<-Vw$oB|C5U!%L_?%3>B!5vUh>ZOalb5!Y=pz-ty%AqP1hPA*XP71YTo`s>f+tqxy zWU)3R=S#L3BuhxYvgm1CW^L-9=Z-2ETu!?l=@lTSoeFyVxQ+%@b*)m&wj8)$fxum` zDeo@D=yPixdhaE_wOm}@8)&?0N-M6v-=3wo2nq5V0EcB6Y-!}2xNA09n(%IM`S6-! zq{@pMLV=WUZit(^tZq8bt|o~bFJsNd_#_!;p(hzi+u02r}4N)9@~RuH`t1 z*&K%DaCAa`eZt$9OPuJhP|?0PPJ7&Jo7dh6lz%s9>T=|@ zpVp2RR~)7fp-H(f_^7kIHnKBBHb7jiYJD&k90JN;f&I{C`wwFMjjgqeMF%P!7b%-H zr&q#e`1G~>AWl&I`xKY>;hZ%EM2e8Bx6WEeT(36`^Z)Gksm5)!8`Nm;WkAkU`b-2j zmgKBa(E3|2s{ddx9S5Ae26(OS@g- z)hdg(36;oZ6wIX`zKAb9gi0N;Ui~I;$C=MGhWCpcX=T-6-T}TPUKPE#0X@F56t6`= z8GokCVmxLjhY^ARq34S_plSJ_twi96^cN3E+CJSF?h%#)mEN!}M-&lpKL7ZuA`rJ6 z*eq={9#G2T%s}mO4e83`xI^$@SvI^5(a21yPwg1+z23Yk_o*Na8#>t&g};^oi9i~q z8?57Gyjnq}{xuS`x{l+18h-9DS=gd5oLRp3R4-@$2V2^@?Ff{2nDKnFn6AvzrAAVO z{3})-32%R?gef<4_uJdif*?wWY}9^i#6D{o^0AlBfk@PD4hWo8OvfTn;H}Q=A8d~Bo@ohI@+}pzo6|?vBd>{mlhj}cnbI=+ zUg;-myg$bkP7IO5Iln9(6AbF>Q_gg^wf;tObw@Q|byE9V0rc92MilXHjE{g5oxKwVI0sTt&<0WQE%4Br?C z1|~fs*t#?uv^nhwe{#{s&gx*yF7Pd0YfS!RKSAMdBOsE&QEz3*a3qn-*eM{@_%H}R znUn>J8|On5D%U4SGCyvNLMmI1IO0d=Fh#Fy`hAu!`}V3^0DvUsu*iK>M5jU(sm@&K z24@^%l@~zgS?(rCt^8FjBk*a6iwdmTS;j|3Mlx--pVxQx;#?&5$L@=-9BMVMQ}rQ6 zGA?p|a&xW@X#3G1H$IpEB$6T%?67$=;&|=$SGJNune@Lg#$y>t#!x@9~|X zNxWVfNTvf97jFD3FL)kXV8o%J9IcooB>F?Vu-v#u3GDII-u>85%5ZeL zb}j`LbRrgA7OU>&1$#`y*pJIEqwIQ-f}eVO#AnFDz>BB3YH8FpsoB(aOmJuoI=mYI zFmY)JR21N=0qU3W)$z>kci);{ zsGDXmp$(;mGVpX{SH@R#>pQ*l`jo!=F_TXG-kOqZ!>lOCFM9KvfU!Jh8Cem+##2ZVy z_ww8*nUyZy3Rl4p5qHefD4%(FpuF0T`LOs|z%;8k z5zpmo|3(!D*b0|KHx7W?9?|>IW&Yc;*3v?N$ut@17g*3x!nootcltx#*4SaTXcXte zf~<8TQ8qO9UCYS#0qdjf3R8*;GGg1eu{culfdVl4`y{JFxP3Qc(q48~Rg6=EB$KQS z*w~4Pecny3Mvi<~jyh|qhz~|*K5gQRCoO;fgbG&P*KGu8CAXSmBDnpMYH?`+QfP(n zZF6qaCz-m^t^&gV!FX$RI4#yIiB)a_;z?Lw+Q`jEcmXoS<%!2R$KnYJ8j8>P{3$we zgwXS3LuAA@J??X!3RGuVaWF03kH7mh0~R^C0a!DblN2p=VCws8H-Mtwb@VmIF&FTG zpBd|9FpVecuXXJf{OE`)s*>fo539O@9ttXxB$^wyKwBYuCE$I10o_6v>%Y2|2*O+C z?#j#tLdSo8tj(1*B}7lZv{Es3O?hm;@3&htl&1~+lpWb~Or}(^I|g$ggwd~LAF>TE zf7eb`G4}rW)ug80{Cl|WLixNhTUYJOJQ|Zln}j2zoYQ7- z{2CE=m_nH`X%4!X3g0vaEne$Fi`{Qox#nC^T=2%oc-VFrGBB^+0t!_w45He@P~*_% ztto_SsYW5M^Hrn!)h%-ty65W4{UN6YYeh)Tjr$2cgWrvzKOK z3s-3{N@xU9?#*Zvgyb-bs_PkXT9z59#KE^iX7dT+h=nG zu3Lf&fU)@#ueCQXgx0vi}~&-P=(d ztaBWAZsdn7s*k9YYst`p%G6kNgOdK+I^_x@o;XshhD4ymBB@u%#_?N?+71}eHAV83 zUKDCHSDupXyA{yZ^&0zd$LKz4eq7lhz5s1l6RzkB{fd4&^w3=44w7E3sMx$=H)CTu zseobTK8K)tsje9V2bvDh66ILKF)MaUcGgS8S3K>Ya- zwMvCD_1o2Ck#HLgNdG^@>HicbZdsyb8xKvh8Hx`mK9na*0-9uY5Rr#^JZRm!vv~Ra z_pCpuob9-C^rgNoueFOFE;pTe17?0kY%p_$oxN4qJcjJGnlmCgGJF}(+abuHV zq`Vul^g7?z84c#aSx;wSh`@!$&M@P<@-OT(!2S(cTSE`a?71nnI}GNDoAcZ#`AadC zkn(MIwn^z95}h}Lf2^UxPJ!lzbC5p*IP7a+suQ*bhG7}>oQx?Wu)(S6EKioX)S2P) zzdOM)b|NsrZe?WH>CxNxsl||xwN)_!61 zxoi*%q8xO2=#ZvBZLTJcC|1Qj3MX33%7ZH=F~F_C6OWh-UIRE_-unKSELAuEho zYB02^Xbo^YYV?I8IytAZ`u6-Pl~;fq{_f*Kv~c<(ArCJ@;{*m1DHzpo3&{(|JbhUX z^p;+3^|JBj|F};XidYUOY!aCHOg=CDH1h57xvP@@GUTl)H}-|X$LVV{h~U z3?SeCME3uVY(cHGOCRgxIsDoD%I8PyKLAQ2_a%>&9`8{cAO}gDuY|@a61X;>4QrGu zMbW2-yG@U@4kgJ?h`S^F!O?V%i$hZqg*%PZM52G*j>BFRj@>c(df2H=Qa?a9O^2GyQw-1or06 z%9?jsmp4uDn>TIo2Y)ZBZ#7p}eFh4-O5tZNXAKFL6N@YMX1g&*rrN*CpAbX>{g8p$ zy1g8VJU0DaCC!}z{Z1z1(e5mv<%T@RGt*9B+;I78NbA6>8{CV~m#io7J1wN~u~_Cb zm5__&DLle zBCm9V|HS6MoR(nz*J+8Haca$SrEjw_@O8p%ETG)~ z1n++ryfs~)Z9QN#F`8E%90)5yzH|~oIkzsY`+m)GZ&mqOr{bG8-X2qq|0v3R$aFr~ zRAzh4X_;|i6DGgpBmUWnwjb^%F;)_|kv^Yd0mb@04?!F_mDt?H`F%dA$7E-f0pee) zW8+Z6pK}*HSs_%^fKpsQb-Ac7&eMYuh1|j0$&&o$g?05Sj=bSZ*!oSWiDowt zmk8!43Kg?@vZC4LDsyV|#gufQvw}y8EMu4?p|+;r`g!hw?f^i-^y{9>mg!r!8b&1~ z@91TK)Zb?E(Pu54^x2bQ_`EPSUlMzr&&q}jCn)lpyD(3W2I1?KnE|?L;;>7LxU`2r zPY`$|yKUVrPOeRBqV6vuGrq+wye^T3h_jN#3}tTp%786_Te4JlJNZ~Z6BLd#Nbp=? zqPr&sf}}vM-JahgWx17V%i4+Xf>V2wCwqJSH38k_QYDluNuX1Sfix5q@w=+CvsROf z>z9t+#uhDAdaeB5GLTLbC>j$C4Rwb+y;ba=P*~uBTqHT~wq~D7f$1o%p9`XMARC_o zg3=bdE~{&Vs@DZ!sc#8{zcU4kPu{VR@wYWdKa|R=l+Ym0pQi=FTjY@ZR47$k!8w{c26eMMU~E$L(h1^5^)dR>_fxy$dn}VjtuUHdrJ zXt8`rt`OEBWFn^3i%!_rR}U8W-W8~94j$HIO5i(32G951RJ)RV9t4$x*aAfH)8UD_ zpq@T;^{Vd%4QWPIy)s^z2!Eo?+Xl!$d3#vT#8}}Zjn?o2nKqHh25wQjDZVM}Ft}-h z7QTeJ$c}ljrmc7AmF8g9QirxvIVV>Z8VW>)!}%1JZ&m2LsL~`E?x1r<*}k7hF$m6K zbyW-wY^}hLwc#?WMbeSEN88gIujgtn>1G|YYWN)WeKN}{FbX6p zT|Vw&v5qfpK?(*(TbTY%RsVf6JvFF_LI;?OkAIDS<>f( z_@@-tcWo1__`1)n#ox>&$-y7K(*BxU#!m=9yX>$Rp_gOS9%(Pjjd&-C6#1*l8bzDwT4P#~oW!L}hU_*cXA=o0xM zT_=E^vI&L|?))$I-ny&KeajNwuyF|P4#C~s-95NNaEB1w-QC??f|DS@-3gH3?(Vjm zQ=_~3-Wuoaw{DH9?o)T<8$5qJYyRe(Yt6NiliC=Nh$m23UqC<4=|KOWCkk97S;q(K z{{6oF+51*?KlAn9O-`@-a{mj+Y4yVY6LRW;@F(Q-ZPND-a+5nT* zbny&_FUv!alv^;&DMHdU*^t)O13eYOhpDgm_Bb|@lqgwK9la#el}FZM@=xX`KR?V? zT67y^_rZP~A`lHbQuhrH?UnbY0l z)|$xcab~d|$l?@t`ND;PgT=@j3er<^SpvHE^SY^|(|q_sIFt~rEdv-)DFN*GSGm(I zu0mN`XW%W({e0*%rjX9@grA2^JV9BX_Xd_AkZq|4J|i`t7Q7&5fls0c`2_A0gYo@g zDM{Hv*=cO|DDC#C3SLh1h2VMf{Uh8J*g&#Q2)6#aw*RcQ>%O}FySXdo?SBP#B^UaC z!Ceow|Af2RzWW#MN{jQK$6d!!{}Z`u@aqr1cRugK%~#)Z=YJ>1m7T@m@^@U&viV_N z3PepMVh}h!3rBdU9)24{phod1qMJ8730>cNevMCb0}5bF$SoA<`<*iRW#_pSM1P_) zZUiwWXF^S-Dci(9nnyof)E$4WLsRs_Bb8ydqykdQq=6@u`foRwxZ!X{M>)rKm(&LIEpC)``IZzsvT|%J#Qk^xwuW`f+7`ku{QSFsBlQ!1Ha9 z%b9zM7H*{Pr`K{SkECXP6lvAi`dhia#Ev}3eLH%G7WxP$lXRFIBsvM^8N;`c)B~*G z2l@?9@84~b%f)B6tEgsO2`hhdc72y@^7jxPAe6&i{~x) zfjGRv2f)1Fz^{z|GJ^oDzM2qah z-UPjB0Xy03_f<**DC%YorfBH*S*%XM+O{F#y)TgDGM{96h&O(HbsWrMNfUAzP6}yN zh?VR@p)rj*nMugn%YcjC%B-`gBshkcU5ENtMhqrS{UgH_W);eUG6U@c{?C=~!jXk* zbyzY~+D>IqRZtwu)Bny+%s>9LLOqhKlYtBUF4jLQ*57LP@1EAbxZ3>$da#y)lmV2E zTPInC2|<0ds@4fN4wjsdO48Edyb+{r8b-21PI=z@cC#9KQef&JA4)ycqEA!eGsvp5 ztkWEgrjZV%)m4NKIhw{QEXELk2Qh{wOqYDFk){P3GB9SFC-kZ1w)U07SIO{GcLxf! zxw!V6(kluJ3XghVz4Cc1G^Z@29*GOGhQN;db)ZE$hLP|QwU(?s2OU%Le&I;&sVxO7 zwA$4IJ`#k>Jt-A2d@kH5mE*h$W|My5#kRBi{km?ehb^vnD$&`HrOzHJFpV#aWYX8l z@1L{F|uUtct}tOBXO&FJz3wH%O+R+mqsd zYIU+ivC&$$!riPueK5}J3Z^(YnZ+f#BabZ~A|R%Ib~ucE50w@F4ug4+L0yKLHf;%> z-?_k{dz z-4HWC4#l_au(~SQmz?kGH8)*YJVhDicl;Qy9dd|#mAn%dwWDh?&t)WYx4{;htmU9z zdk$k*VPR#Xpib#<6i)<$wxbaxOLuQta6(?R)V3${4Wwg>oHB z*ks=r*Y`QM69cNuG6ft8y7<=vz*4_D;10gbSx)r2B(KE9XIN$gu;75$;;n!0O8FvfKJl7Cd!H;&_i^1NnWsjg=NrC(p^0;EmvAC$=;I7H zxn44S+ne2c8~gRrm5DcsW>AWB7v3|I-1^4|>VRp0x@2wvs=GUa>8^355rMeVEHDK#9}e z)J0nV6hud<`~{sG38AWZ*ufpjAw2i&b-~~K{(a>n968Io3DU%=ZcO`;|DQnwunDj- zSifi(M$mH*ARzxd@UCrEja6oBED{BK#)hgfU|m%qQ9)%U@^!VqTj*w9g80G}w-`BO zYy_2K<9+k?MRvnSDW5w9G)*A@0P>2qIrYwxgTv}oHv71CTgPg1=VzoR=SLXK?Zj1t zbHQq8CA(u&=PcT5^IyhDqq68f1?zcWX~3eWjCm^bWgQemocD|EKV1m`tU+&HN;aP5bXor&6=h$ipVe%BFAvg^0k%f#@in zz5swu9ElOK3q2aFkSR%OPi%zIfU5f#)l)CT7Wvk9NIpNxpbu`^RNyMXvPsSCpF5JB zEqpzGOj|!&Uqm=h`3`=4*nwPCSgLG_sh5K*tG4*?PEN!OQ|wvxCDsbp8Gtrrpz6;W z51{|0vSoB2xbGIk&wkp`j5#W1Yh^jHrsJ*r$+&w^w_nB7qih&air_t)iC(Kn)2cK*fp0K)#9v%w%84Pv*6UFFQc~)a)iiej6uJJ(X(yF<&g$M3 zZy^ZxX{jmQD^j@L%?n&&&CCwUyW(RAbgpIZ5&6>Lub@Jn=Ro{@L_rlWQ?|+X7J~#r zow81Tc(k?KWRK5jyv1{AcE0Z5Vn-R2@SM9p@Fx#q8qMd|q&Z)P+@wNbgk@4FG^KJP z#L<#XSieNrKoeYhsRf@rm(<8Xmodf55~s}fqgzV~EPVOf&20n!b8{Q_ADi3E006Kq zurfG6@?Qm_d7AYWI`imS+Wt2_Q~oPH7b|;vK`fmizv1(Hi%xMTn*0pc1MId;c*_I# zKkymNhKls|6#!@<{MkdiuT6pKHzdj!Oi0;BYnUkke;@ilWZl8#pkbG*t*xvG{Ya<@ zsi^a^g{(4u-CC8A#veVy`y**)k_XARg^vc6=mh0g=95Y;gz=G$G zpPUw!V*nL!`v-^>CP3UMWa1ZbP+`UU70{=Xx@KdV4I9N845M&OXRfEw(($c_-An+X z8KN^}aq+Qf^hxb|I6_H=2>hyFi*pOsTMdc=i^r{`ExkHDbdq;54yyPcgf>VYBCQyw zCWF?A@_+(kLir`|LKZ+_97h~@GBeYAo`OvxBQ+FZXxY|*u|5d7H%$IQvQ7o=_ZyS{ z43mG`w|}QG|H|WjZyi#oj|zLfZ&J3+~;5x0{Yz2X~_JlU_qR20?2)AZykXN2%xTvNRa}M1!MG z5R|*<^5Gzexdpd82mY`8xhg;<>HJ@Sm*S#6#_=9~{ugZ<`s||Z%+j15ck`|!0nVA~ zRtZE3axX*B&Hs7)9{wL4zX$vJ2E2aRe-+^UC*j7lh+1E4okx=Tk#XH5+E<)f{s3M1 zNd-IZ9Qa#v6iQ?j4YT1@0rR2m6>_B4&2Qz;PEPAhuXWdxaq%m<^ z{-y&I?$Ky!*D{^n6vw(jMEr$<sxp0^u5X{(~@FsP4I-fW+X!ANrE#=Xk; zWuJ;Qp^gB?C8W>V6mng#7-Lio(nCoCpmWBH?j8n4#kDT#dIW5U%iVXc7cTeB)(U&` z8dSNDX6d1fq^qLP%dP=7=B!FE#6^=Nt|Mt)x5^M!S0%lLoPJ$pg%jhs$C@;I7o$dP zvD;vZS2ZNX?av_DWzG(f3b0{XlCMH`)&Rv2u@GI1H4iQayt)3fkV@XjZLo0@wXZIE z{GW_3g=8bSpm^@@uOw8moC8WtcS*|=?GUxX7nw)z{TWK*ppv8%5dC=EyRNKS8l+Ab~_nf7C(NaXi3757&CsEsz+Dp#8&-1D*mb;+|hklput6;^GvAEEh}3 zoh^*f+2Q_rlaz{mbL)cBH;zSq0^61<#$k^MrDq7JRo3JRjrAP#$vT1~2F4(NC@DC| zvl=z>R9aYMJI5LsN|^S$Qun*^@rIm}hR}zXKB4o2uDiF%!IyTEu{a!k`I}iFs2l3j z1P8c=viWB+#phG3t56F94feB6z!#@cG4vj<B`0yV8` zy}}$`^@Pg>I)@cqGeKrv#<}C3m1HfRwMs%5yUN7;ZqZ;GXhWStJY`}gDdXOHLauGrrxmcMpa%p#x_xgr!r z0a{(u(2|cjUkV=*fMB4BCefFu$L8`B0GXFF+>eT+u{Sh+lP~ao)qfQ<{w-hrG5G?l zBw1$wU;mB3e}=%nef+3=rAZcg-E3NS#_J(j$=t` z1!^Kd(F8*xM+F?A0z3oLNJ#ji{oV%ajma@(fsO1CQh)4f_{Ytn4zMx=K+|6ZZU0%g zZ@8w@cv?%8EHVQ?sqXUVbL3im0%sFvyw{7a?ytiMQU&5nh2kVW@7iRrcA59yr_V)h z`#ax1sexIDXl|HfB8w^eulX?!i4zbzf)7W@UExxc?V9Br#$IUN+baVVA z!S54QQeUVY4G}Nv&lB6YN;l=cG4J8HZxbY{F0bGwxeXu4T4pDDAwuakh-_#O^9zgy zw`vw@+<8eQFJvf3*q;?>n7b4Os%blDwzMPNNvs5L>3HUH zZ6Q2$?T96d*CUupRStOOjWSU2=Y!Rm-R(~h=T|`Wy{mI}D(uvUrsu|CWyFfC3_3h< z!)YGo>9ep2H`n}MdDGhYJx^P^*2PQ7qQeX@RV@5$v6MV%*1O#!c2#$a9kvtK z=W5w7?+@a)8QDyt-84$~9+xsShct%m$-7C(rcgqkV9kx`Jp`U(1;0`xULx~Ch%op5 zVsG9g?f{P+lD?k_bdFF6k&BhJlVb7`S-R}Y$c#$JL+34rRWoE5tj@)@8X+(fu*4O+ z?llv!C;!R}Cf8cW=}**I!prCk?w&Z~jS@stm%WE6-o!qczrkLgmKnQrBk2&MJA}Vl z4G@h;z+>X4VAm3aL{K@#ENA!6CD39u;0H9E@V&bP1>i{uBn4Z_?C|~>58FFd9Q+p9g*z*;;O~Bl5D*GX?L~otEv3vNk(j=lWMb`i!U9P zJUVHZ`zi8|-`2%u$2|zf^8z_NHXK%u^m$DfaB9ZFBC@ zhh*X^st24}>woTbHT_6sCdIK*5hnqQa%UFTLQKxUgniC6!*w&-YMO+yM|pg0Z1%Dg zyd0Ys%1QBDs_*89;6F6P$fuxNANT=^_oLP7ZpHVOaw(*x>CS<2`C)`1uR!ADHAM{Y z7R55wqqn7n@{(%g&fS)=AkejBws}*sJLjf+gx`>hl#n!!V0cnkZuXc!CkF$;{pPId z_rbqkLg70sW3l?Sgu>r%H6`T35+oh7kKww(=*=O8P&!omN(;GS5G)lm0TWqW$bXUB zhTzxnS799gB>FD@IT`Ogkzr14qCB2&O&eO6n^6V8!tdxa554{3Fy5k03tU`^!QFUP z(IEvk%NY0p`WT544Dh~Z!{2{VSXm-vQi}GN&_&CLr4I#D(>o6#LFqQQnUa}Ynn}I^ z?R~vZyhT%3kNHl9j0+b1Wh>nj63m<1Hbt_|0wn&;J^qY){BBkKjn@0Cx2nP#@Xk1` zPXd#j+0F&MoIsgZ;d|eIH0Ct4h?%pYDHkF0zaB96vr+Ys0A}DIT%z=ck6~t=Ceq$b z&QC4q_W=k|9uZ10`S7EIKkM-2bEQ$@8P{=x1lx`yv^o*KN5c$LCU39lrH)It>TTI= z_IkU<8(e+a(*6)c8^_5sqM1ycP^?3898NV~l!s7EV~D7UJD4yYy>8armfw*rUz-`D z89JXbngtPUdN779LE5y#=Hdz?*!{#z!#EAwO?QC~y)O^|KpT3?YzBo)neF(Nf-|Dnm+H$nIg(EnF~=ih?x9~FeaDw1_JpwMqn{xeYi-2(YLLHHMMfmA@A ze>RxOyX(jsR5JQn^aD{qG(UN>8E5f*u*|jMedxEuK;pEba4$}n%c}}D1)_bbU#u1C zC`c0Wr(9PdsxXLU`wBox$-=d;WEKh618D{4aY%`a@kNdg|8`ufAn8b+7s4LMhBgjc z5o2q&p4UHpwg_L0PS33dR0rbOS+w(v;dUD`t5Hz}nPO?i0hjT=!@_RcKq88WqELO& zB*-uOV_E-yr2G8V?|A1o{#OCqe-b|Ye{Ea~SW2?a0W|y#w|@q=zxy43!-4-h_B(jo zVxG43H^32m$fopf_f?{I)*tqexk17bR0Nn6nq20H-!Bp5PELfWc7jT&f};;&Z?xZ# zmd6D^x14fGP^rl4qyG1IQ8X-^_Zg5ic;B^lj$y{wI<2?<-$U9rYKsV%|EnPFZ)*FG zQd=lnl65Yi-*2q_GpzmH>-alr`xozZyk*|429v44Aw-2;0MCoV@2iGh@OtBaiQhdR zel5@B*kT=yURVE+-MuCm!ik1yj>C%KdEYJ9F_1NSnI4J_Yqv`?qoLu+rr1R445?o@ zknlY<2y7Z(bkSh8J=oyc=JoB0;}|e!_rRg|N41&nF@7UDuxV~;lQ!7f5$c`osEc?1 zL7O`IC(oa`6(h{l->?D^$UUe|W6dT)Wc1WUnoE|IoN^xHtGjR5u4LFniq3r}!Zh#R za_+hL^pq$)iFu6Z^iTqVELA`rpCp|R^O?$o4MH$->%59D<1j2>7(tYX&5n%=hoe1M zVh2|2*2UsH@gf8iE}ISgqbk}ouyuY0nbNCCi`6MKXkQb2#?Iqcaxgtu8$}$Mdzv>r zkA~7{#QXVfC#dPG+IMT%7(1>lLO5&29n#SXUTID`g0uMH6;uE_FM@S_)&YJyHO z^Oa!j1Ef#X!d6C3BpsB1V*j0E9)u9(_!jb#f_DI%alnclt1&f@zh3TLMn>)NP^)s> zoHdaEDzt!{UuoY#RU&=AFp1VibPnFV&F68bJ-)*-xKa-5Z`+GyJJB<0m60i+d;~@r8B_tA1#{usj5hj-{w(7}e zSfU2BY0*IWW$am{&0DN9i|~sIjDUGMDU&2sQ>Sw!W?(Tz9D%Jk*iTfYj=+-mwDM zk~1klX_U(9MZ!Q~FN7Xx4+4-R^T_tXE0i0M&cqV<1<`>_DrU13AxSI`@=h~H^nyqT zG`KGnppRL1Eh`j2A!N|^QBYKadB(R4=H32V!(xeKod=lrn?U>-f%x69_#3hI7jIZF zI0l0+@|I}5ddMlX z?5^kpdWW!>g%XoB7v0B@;zB_4Vqe>9EIVu_LBo*h;ld#+@tXgtoSXEpVLS2{y}SK1 zUYGms?Izw+&f88GXI6%-NO@^3cyK?XZbs}qVtcMqdpK2cnP$;{-2mNs??G8sQ@;MU#%cxyXntCoR7g|a5CF>fx1Auc z@AAe+p3`LT7bDDHwHD)g?Mwfm!1;HuG95)S&`B5G(wEulePsU94tEzGh@BV}}1O2jfX3XtTcXpZ7_5+S)0VFvoJkEK$^&u!rz_;0+?h(WB z0aoI5inJRBc^FNwr>EOE8b*S6wv@`EN>dn+y!A*K=?32y(R~qi$1nd?es2g!7@Cf^ zIVl~h~JJCL}s#H$6}cMTRv z5PGbGiJWy92KylxdsqA@T+s_7VWspZch0Jri+GrWz=ZG45%wNxU_9kFv@x`5;F_rKy0quaZUdrn2ew-sdWMWx z4PH!9p$AyCa;2yHQ@_PqD3|i=DY^%$k_qYZ2|1BJ{bD^6*RVqmvP*8drVo#nnG4)s z|Mdx?&1hSQ5y;as3dx=-!2hkIhDp?zX`CuX{;F@c*bb}u!-1-Uo0L)Fuy${e5JI_X?Ql=d^wzvp%O+(Bzcr5s}oFxTtCAJ27 zsygDMhYa62x?GhU_Ycv78k}`pqUr8G-ApUOtUr&MNfjFaVhV%~@XLGV+04)#$OL$W z8{4Fmh6tpG!W3#Gm?K0!;DB_%ec_H$JPtSMgE375Jr%>axW&I?pDyp=i7Ud<+c?GP z>_M2=H5(PVw^Ck_)l;)b0;fQ0tw%1_W?&n)rT9Sj&d;7tX8wXt5pxiA15dVf8FTKH=cTf!%(LFnCS{;LbC zgV?btw||^ehpvui(YARg#b~(#Jo3J=CAf<8(rH9l;;Ub}+xN_h(GLYiFA`(Ugk|<0 zM9j{m0r+I%#EnD=i^#I?vzpMk1JEdUph>&fJlV0?1yii~4R}VHPH}5~dMHuWFElNu z5@+a23h)Y91vh8Vp%MfNADZ@m z!f2AZRjf6~v|7qcFr%`w1>Nb38Ep`c6@JfG!Y7wo$d&>tZJFo|{>XE5`h-vedbOSw zu}g&_g;W*ZxDN9Zneu*pXNJBigSa2Z2ww2=2_tS;MB7NleEv&ztF3gg*l7}hr(+Nu9hp{!Vt?J=aG{SwF2a6x% z%ypdR+DU!)lrRqaicRF+t7Nt9hv)urlsCX4lb=c|Hpb-A8c&m7D>>a2xAfn^c?Vqu zkE~kG^K!j9(I-K<))^J@tHHD!2KARU@(D}L`fn|FXN+2*s_S)U9zJotu(#`8qKJ#! z6G(1`E?QHam*caz+ymyN?{HXXs4`ZnCxt;*Tb$lZtISmV)SVH&p&Cg6?WEbTa=f3h zIwN2uU`n8=cyhLmpN{CF`egb$8qCb2s^-huDuP>)S3jVJCsi8R2s*GE$)C2@zDK%? ztnvEMF+ZAKC3<#byeYAx09+hVPvf1jIZ>N@CDF@>D!~!Ppct$+?%*5*4_jmQ%#hei z1z{d0llqxg4qiAn+}fT0BC7K`#)P4`h_OztCzF*vaF5%xQ}`73>da2|L)Dxmhpm}x zH5Rj`np+wxHhib}WZ!%mjvwI`QOqIl2tBr~{x9wj z&jtxUge<(fa#O?PD(CrdveAVU-h#vrrc|06lE)-!2gVCzTql=-Z`tDaxuAQ>8}S~A z8Pmr#A|mnep0dOM1JJWCM>8fHFKGd`3&;7WLM{w(`CfPLq2F z$xbzChbCU?w{viQ#;X!nU?Q&_5BLJGnxeyDosyzJ z-9|&?Gi^Lqw8}F%|FY?kWBuV1CK}O4T&5C47JEUn)OUo2U5;yfzIF@ow&Sd1`{{D1 zl!66OaJ~+1^DI!0c+Uifl+COI4pW3!-cgI(r>=ds$9y}8(lE5ZDZjMb+vM>!qA*R# z=s1|e(bZQD7`55&p$Q1QI6{(4k689b@2V1_m>jxG46Wo;zb08vWseje*iG?f>S8>9 z0+*y1Y;AqJi+pGvSJ%SolK- z$ws?%vew&;;md+55*A|9khk|lt_@L{oKLO*cK4Vj<)`?HATh&&+hF8q-zaP!udx`T z%>A?MWIHNG4m6LvEL^xf^MfheB}wx_5Y+L)x5CO2R9H=NIm)>m{{Km4aOh6)EA4atooGMrEb@jmUx<+-VKoou%NtS_b`n8-1_H zntmb+nF19x(dS)G@^KIq|pMkJKE#*R|(5P!z$nAx_zx-iL7 zrvE~~u2PLACI7MG>%~WJ*s)r%h$xQ`s=+fs^bdBg%kftwxR_w?G{Xp?gQvAxquhAC zUEoIN#mkLhY&rl5N9Dcl?}qIJ4BD`{TOcrPGely=*^WhAsmV;>hF!sHBez2dP zKM?GJ1j}!fXLMYMs0y)sK{}tX0zF;?*jz4QDeppvjvoeOkykBYa#i;V{P^Luu2g~B zeLL}%^GjD;O1#h!1utzF{P_Zyv3WsL?aW%GnNV- zi{2M=n#L;=dZsR#i;<5L8Y)2NUXc`%G==YzUaeHe?RlOw9t_TBIboj;tf*07#JR6uA)=k&|xKB8`IMEw3#}53^(7;>6B<1SF&cI4hmJv8Z zZR#I%Pg`|~MuS5}gRi6s--F>LKDzsVx--)fC>NZ-$pHC}qbRF>YAO0SMpM(3;^ZQc zu6=}cPwx4Ep!$W?#A%ygI_HW9{dnaEdpRo>tdUEKGCkk8?WCxfMvL&#wjCm*`Br~J z-YDh~<@8IwEhz6NQIdtwaboi9OjUQZ)KWFzIE7agP5kh1zlVc>WH0PpS9q!R$czMJ zyxGWvgxCV@Nbox-V-JC^LhTFF_5u>UgtIT;J{ZZS&HSHJZ>_UA?@fEO0g0p{G=j=w z?3z(lw~s$FzA1NnY}6~+6$dEibPzZ>L)C_SyMdjW3k?ZFU=525rK8KFHSBoJ$15@H zw%(_Ip9lg~X!szV1rTr?c*H{WQ{t8JL3BO443(ku zdmc`JHk(MV)X*odieVeSuTpqTVS6u`JgJG9ZCz`0er$KleXKZnr>JYt-cGw(MTAI( zk0!o}i^MD7fu`rA*n}+!2NxG+$ckX_d4+tTJrR$N-wjE~YKaZ**w9?7%#Am#p&2|^ zhlKcu31-qyz0SBU9gBdqaePqWb?(v`G1`Fl?t$;-lJE>oLF5u^Sh{- zyk82%UUN-NonU4I1N?|gaWRJLO;NtB)aiT=V)U*-QSV7{jrS^&)3y0bk33#WbT!y|R6lvTHjCX|c948M1DkkZC$`zPb-D_O;eTDaf6?_X#$>BKSGjF1>A3-J%D9gs+Z{{Cy>=UmqnQ zIM+sHpmLuCc>vwp@m?`ncYQJ3cd;~aPZBrJCT;)nnGmc_mX*SS!^nqUcs)CZ9b?WH zg~csYc!=r{w+PHVND;t2LP{#{jGxz>b4J{-yoh~~Vt*|XM+)M&sCs0ad@O-70D z&(C1SX_JF>jl82w>c9+BOqAkq7 zK=^Yn2=Y-{-NNkW^ep%;OfeglJ&x2hLp)V%JBouv`SmTx>2KCGNY^YHE<3hj`HK)GT(wzffOjy0LU3yUchoQZJ z27Je+z@qHl<+Oule{v`g*PbiS&2P~-;_y!Uv zdngnt(QhL%?s7!-Z0RfMAfsuAM@YxJLl(S@X1ZZ6RFRT-Ui)$1x4XHE;@@paQZKJ3 z3;3AnhJT(+3iteQ%{~5g?aD*#=NY&BSe9LqIZpR8HRte)d2<`1lKQhaE2Q^ge8%3d z&VrsWfUxj7ssKeo*z*@h|6`M&wk>PA4ecEtugreMgw9PiPuWaZ{8T&5=nINv?`eXQ zk2M4|+bx2v$=oi%W>G= z4x5qR?2|~N7!$Vb7{L-{kADQE6^|r0ZV=_O!A6Tuh|Dyhf5-|u#z1X%?Jz$+=RH#x zSoa(fOdU?c4+&5@l}UD((+BDR&Up#_hI0dn_I)@Bbt?qcs)7?!-L&F7r}9kmqb3Ln6pvo7(LjRS)PB2`{hw^ENnenQ6`C6d21#L(|eU*(9==gAIZl!=r}L<;eIsIR~0EL54+Ol zKEZ0ku}I=E^V{|y@kSk$Kd~2r0Jue!9s-pQokBXyVTcL`I%2}g%W=)a-00guc&-_> zsy<^VM>wfAr74WZgH4^=D4W;Yb10AM3++4;UW@_XwL_N2bMvKCNv#$>k}x^dOLqHO zUujvJzM(`UR(qXHLiv7?pV=42{Mc!#lAVqHi-K$UaI^@@Ye<^Qr=aG<#bYW_#cJw4 zgJIJ1l~9`W4_1R2fDt*({?2oSr-cOlMv71MlD78u&5X#$aa?>Y#ZazjW0*mO^1omz zx1skR+hFA;U8DEumTURA=%H6P#uF)^E{-zq99e6Cl-k!A`F$S-Gh=?$L2U_Xj4@X~ z)m|zq(%@|ggjgnzCBjN;e$jpFpnUWa_%Zi6U*biEKqs)8l=g~fa<-`NimTf}TH1|{ zO~S40!Y4nZk1FRIwxUeqA~~ z0)w`gz^S!vMF+Dul@mRDL%{b4L|4tk;Al+bx^R&+@rMvR4oI)2M*?Jhc-z~gI6&JL zL>H$Y;KIC**@aXTzydqwEh>OFXjTL=DFh=uZ!C6{j_C%QfmMQtkf+3qC=mpAK7|7# zzP`y8FNTCdN#5^iv)IK+^;*DBFwA4kWnq6hPuc_LK!?e?u$I6DNAP~Tdq^w@dJG4> zAg*~nA)TWCbn|H~wFH6oK=PojegXI?m;!fx$HZ*ENTQ_DgU`cHi~^Vjqj?)*w)P;I zaDgwhp+e!KhtP@?-?N1##5Jt-bFoSRPwZnAFe7C4nGxLmB|X;rXFI>VA(W!JC05F< zs``VT16I0+fM|XcbMNJNau9X*ZWOucKi7R{LSfC{XlTR5 zh*e`6$Ju*;**fB&F;OA9OLtx=*E-$iFvZdX^h+^A7*!9Jj8Myzk?_D8btrD$uCnpA zj2P76jd#&QhH7BU67EuuWqdE3YI?4`{_Thgufp5jMbXmaixv63L3mNMB}c&OZnNNl!BsF+6r zX^)W2AElY4;X`q*s-c|W-^E{gi}2XxB+yamY4CocrnK@A-}@JYI9E1F`(EIKE(Jl= zUH1_|>I~4D78P8sS9n9t|$YX`3TYe;&c z$&0affZ5|@B~LF?&&WH$)PbkPa=A zo;T+EK4c;*9n$E2#`o28TK{@~(pShVo);65@;-t!gJvc~woHr)DdX<1oaBg7K+qJc`8~l*ve= z`k<_8oIj3MuP<|%-sl-&YOmnhLyw`&xjt6V3IR- z8ZxYjkvaXLp=2Jv~OJN@M?JZWps9$C5|G_m-kme|C;uQvi=$; zNG)_lE%ImB0<)t7p1K&-7<^Kz$7ajEiKAgLhW%IYJrc1n5&lckG0?BDdUe-}Tl~UN zmkLYZ1}><2Z1n!IhB)Y)WWS=T&G6G5A#W~Nt9p=0W}^?6E}+Q`_48I9NXn_<3t2;M?Ac}Qlsh&l4-%n+b+G(<$|u! zQGv*LU}~6Q2U$bqK3hMzez7A|u*+iexs?rQ+|@lCfRBk4;f4797ya4nWk|vl!{3f2m-{mq7xxiPJ^>5uN-M^rT9w=s|$}( zrCMJlJ(0?{8^&!3++0ZaIKvuV(MjW%_a=FM(YR#QK4Zr+OV9{o-dzekH5)wf)Q=dX zKS3k{ms-hEQU~Nyiy8J()GDWnS&mdW4n-bn9sO`Ey?pOxrb=BDEVz|(7LKB&mqNgQ zS-C_Tqn4R%&oo*6nu%}C8k2*krReyiRflbt6;S3mWcKzreRlO2{=rtf9`3fthS8Hn z?SKmT^6Cwqh;E=JJSpRJ`RjDqolDcse7c#`+sPRBXgIoNsbtNMhCDZx0*v4BT zw}Wl`WNB|SMr~oFdjQlvd(K`4z2j>&oHLoEnI^(kzOJrxF8v}10`0$PF%m&g1nA`i zG^6;C{p5LbE*{JIBYmp+d+g!r29P`5Jhh6BV-jQ4Qaw+JMv!_w_OpwFUTZN{a@t24 zPYA2B<%ODkyUK2h(V2b+ZqkxQRZvR&dxJ-u*Nw;E)TJ0xI*7K8CrA-qHcPk>;w7$u^}65x_dTa5V2ZY`q2^(%^oTF#_?-b?IGg7cv5zbjnu!z{?SRl&hTA zN33PP>#A*bX3ygtvS?hGfhy$%< zbx%>j;JSX!Nj0h1a?-gDy0&Xehf;&?UEu^6Tqk#MZlMvqW|aYd*494FazmHUaKL$8 zK_Qa&_i~a!+bNsDRa~EGHcQ1z_OgeRu8yLWRnXBF#pP9zSvXZ7R(GQRIsvTI5HI6W zk%V>r=fGrg zudq2vNmiGUK!&LC=wq9dPo~U>OEdZO%inK!#8T44QJc2S6wfxzKM<-s&)KBDoM1p8 zBQv%~Jiaa{+y&$2qf+<5ckDL`hlN@-<&g_2bRIP^D0}hRw-;s>pK@$&N2z^K<@gy+ z`bt_!3ZA>;@7;^^IU#KB%7#d_Z`D1WMbfr%wbdkt8V%d=4ApJMk-kCiMjvr`Q-2nk z*4BD%(Vu!q6UTF(zEO?+4F3v7N2-FU;e3A}`}%^AD)N9Mr@%pF_gm(LicU3&$|MEH zg_jqAp%~k#Oeciq+wI!NS5zde=L;^EIGy|F*Y*x2r0eY*2FzU=he6cy;~wl|3z^3D z^=}-A58@KLVC7IE$MvthMla)a%N^8g zhSq-CHgKi2s+M9S2{4gJ>Jjht!A;%QA&frgrKj*~w}C}a3ZKB0C9usO$TuaEQAV6W zJ#hO^7w>g6^RB%=mH~4x#{yBZMdwVXtg%oI8SO#7fuE=28#|mjwrzw=0RUhNp4~ay z2j&stxgA>3^0Y3by9*lkhj7txNv5p(@axnb_tbzTHG|=io$!Sz| zFTh^SN+A?{m1HqjM;8t;6k5xfi!pcS15SESmORL*qY9Ny6rOZ7ZdmtVD81T`w?7y9 zHG8o*lT=9bM>A~&2h&MSkY`SH>oo_znB%UI&0^qE(3iE>s@CrkEtEE>L5_I+i{*RO z#J%Ry%yLxDJ5BzUq3@~|TGEKrWUliGbc>^&_gS5BcIQ#G!g5QyhLav?_63OGm;>{0 z!Y{1hZk+T`yV9 zi|ep=miJSS*=fV_Ycg`7#c!u-LF+Q#u#SdVT+#wT*xVRhPd^@RZCzg^gtk+L2P9fF z?dmia*p-)i&Y)qdjPEMSuB!mq2`Qmzx~fFfPfNLq+0kFcCu$;;(>=nWf1M}~C*5wR zeLtlmD;-lH7dq)6(TJ#;q#(fZq!!IR4M4g9$Xg9%;d7L)v^*}L?A0E$$=4=GK(vyv2(r-?#%)4Hl<|S)j^Qm(#&abYD!{npr=mYc}{(1L31BLi`D$zeFkC zJ9$dQtAhY^)9;V22M$e4ZG0)$cxIL;DOEB_+uxFlazQOjFf>@Vh-iJMPap8q*@@x? zY_SdaIPaz0ig!!RIPC>~%tIheSxo)frXu*Ncq^mmoM3|Y0b(y}rG;Jp$~yGZ*(|77 zU^Czi{d$+c+^@}=?76>Fm zX|rIUbBk{n;7MvOW^mN<9RSI^!fe81k1J+~D96;o?dGkQ9%H-9h5T@KG4btX(3jmo zko#Qrn*3tl2*t+C6fmPE=Zi#pybwdj?diDu=NK#x4C106IX$zt$wQM`50v znAEHiI*w-wyQkz;$CwUV9UZMGGj!Ddrrhgphf#M5LAgO*u{4B@8!6zmsS^R#*#fct zD)A7%#VeoYO3sAf8N=sRERA;mOUG%14FUKeA{%iY4NWi&&pLZX_mc5GQ=txbw#=>* zJJt0eKjK;fh)gRTGhQsJcA)X*3?okSU8aozEQ6WFH4qO!Lm7)FW>M{$xCCbhhmSK3 z`)=MT42&Fg5;c-h4V$25cXb4*<>*O118H#>3#F{uZ-_6%;Vg55s71g_j{B~@Yd^!X zmTmbJafpL8ve^2G#%V(G_WDQh!gn6CI)p`9Cv;mKthMBe(KVov<`}Q42Ra$>mTulj zrv{SisMqO?A1cMi+fd8O?1zs8yQoASi0mS)WWGw2K+{dH_fu{9fe}PizfDNb$EZaT zL?c2Y!pu#{-Q9+0Ib<^|3}A#~KxX%Jh~@C8S;pcp|HaJ)Zz`{|H~Y5< zt=-aod?oC-)N)RdJzccnljMi|Ck6ra3)re&*aaYkYJ!9|V7dH#$Zg=*@@!|L6UP!* zpD5t$=Icg6KIl*FanXHT?gBRo%%FxZ_@&X{cgn01#HgLUKmR%iF3n61bl!9M#QMT- zk$y|pM9Vvq)hA=2(Ty`?S7zvuWE<~Q*jNZ)?|Itq;_ohnuCF?2WfYV#M70(YULRzZesPQ)x1^HECzMmB>Q)IpW-Q2bB#(On{2sA26NRQnm-%AN6 zjk`ZCD2Lto{&6>K6ZC!PkK92l#0Oke<^I1N|0ySPA`;`P%}U=1%>0MXR8Xpa$3 z(<%Is7nwyrTbw7Ttj}YBwBZMbZuo7&iA6wT#iAVBjwAAuoxaWbB~MvkEp$;!~1Yv@O?sWLZDiBn+s146^*6 z()n!jTMyHR6&ap2#P+7zctJJLBY9kZ=Z9lsj)lSXS)a&1#E49-K-B9uAq;cYtuu&a z9D4#0vNosDIby-@DQOTYgAwx^p-+J0CN!!mJK0kKqzluDu4H z*Ee$vk0>AHGw!B3l>BoVJUWNa| zl)6}*Fe-EPN;?1bgMKRF_NqlHFVPE(gYAku@*GDELp^<0^>~z7Z~ysZ|NsBPR%TC5 zmto{On+ykeYF94-|FCaC94Alp=exnk{pQM5wBhgwrP6BGQQ~??9YzzaXnsXABEEs@ z1T7qH=nLl5s_|7!z`KWl>(@W#17OZoE)X4M0z*J z1d8Arm`>TbT245?EbN%f5hDCSBmS~uk6cOuKN6sL@0W)-VOV*)PY*aC!dK@0ci|b< zJ)q`PZ3plCJq>r#6Kx?$z6&t*W+d(-VALpdm<@L zwU*a9(6X=OHByzNp0YY6G(_|z3!Ta#4i9Xw&zYL%+sVWMFa+rh=_D|Zw4gF7M@J*Q zb&H*|MNaN)+27xO2%bqD*y8#W;fGPn18#r?-$V5!x_1u9DbOWRgM~pqahTSvLN%PD z`Ku&2J4`ccw|tEuJJmW}%qHLfpk_E?>Q)!&{qBM9=+s$$p`hX4QJAkJ$Gc@WZotAjZ7 zdb6G8Q6224(o(b!mlXxNO>L}MZ{tOF08W+@79ePUZoDUlgiPVXh9;iB<93&Urjf~+#vYJm@V}SXl6&9(w^$1A z9<~8RdMn8N33~RTRX2dHCsr^DjmSHYn zRlTsuteqNP1Zv4XtEZq(tjkUCrv02t>v)JMC|~VcMz|tkjw-bBd%z0Q=Gm2Zh*VZ) zgW;VW<8+7RFo=gS6`zvX2olRCRkDt>$L79rFg#XJ$s`ohFBrurS2Cav{8~DwZvXp; z2U&A7%msg_Aaw*i$;TJ!hrF+-1O6X&*xmNiQ{aKM@rz(2k^)ter^%zw2@q!d%}1-0 z-lqcsg`XiT&gw%KdE5}zrI5dBL4cFXY=r#R0-e97rvNhEV5+r4w6v(U3Gl~VQobTt zYrQem+|OX#roGl0catV1A-~#V_zq1`ug6xv^<1>X)5LYH zrG&v2aUE~&3~lmQe=VyzGt;xZ9euD*v4uRGKJx0{!z+`Q&-neuL($Mxq9wP8MvR?# zpvZ9WV@6)`m0svD;a~@7n0uZ1<28>4a()dWv(Iqk?*<%}1|hN-+mp#uuaWvkr- zy?7KuLDMQ*ue8=6wmU&4g+oEd47{Jfi5{}UIz%^UojucIY7>}cC|1>*w!@%vufp}6 zH?c0>Vy3~~yZ=vdCQm=S%YHA* z%K1aVFa-AVab5H#cCs%AA7Ph`+zT2fw92YpY$=_Z9{?V=4Jn~4V5=9oRUBx~1PV+1 zOY6TfeX?;p!}T|AXMg|sz7Pv(Kb9|pEK?_Q+sdE#pXpv?er2sRhPFb!Co8yt8oy zcz?wA(C-|{2d^J?_2gAMX3VQA6CMc`Osc*jNdPS`&Ur?PCsw!f(6{IyOUArc4EeE?&IpOxj; zJYEuS$OKdlU7q?ftUpMhO{^EVuH_#h!~PES_=hrj@BK?;;X*mJ7hrD^U}f8D`LBKF zNpN1?g2IrJK>207;I#JMJ9I5CWSW2UE3{BpISh zFL&l18R3n3)SsD~dI3VsTwAc zy(HG?9}d759(zeKMjAgn9sc-kx-ha!&S+10f)3BB~s)Y8LzA zZheZ@e%W$<>>4(sbZlcJp-GVc|M^Ocloa=-Zh=E>#);yhi5=7We`7Vr)1dQ za+Xxj(X#%JAgu?Y$yqavdrHetfs!m%(IXp@yC#!sK33sQ1D4Of*C_1>q*lyRqS#I8 z|Nh3l=ILUcM`fS{&;RsO@jvhuM*mwP$bakY>W#+8lwPN;YbNPOLvx!F-k0g*@eb_S zkt}6s2}Zy+17+*!^wrZ(3c@q-fj!1vR&(i*ufBf9EA?5sHT2xAkp~*b?jH_h%tRY8 z%bKWZr4Yi9(>t>Yb{a8`+m2m(tKofF$sk>pPAoK%&+>aJ!@N!1L(S?ypqc^(3I}i zSi{VWKN7-64HHW+<`E}<><+MFef0!m{pNMF9#M%GuG5AUmF zU{}+9xHQ5t5!Z2TJ?(IHU-V2G)HjZT&bF74myFGBPSoxy|3|273ddVF0s|#XW?%VV z@{AxrW;U4ERn9@O@aHFYZpj|v;uCX&ti;K-_Ec# zq&~WeFL-vKCzMw_GjCR~^Q1`M$m@1~B%{36!9qi40kK}cpl2@-k{2oKzD>2});@aE zvM8Bng*lH+xmFmG6&tNaMS%`|+4|GJ6bIT!#KzHDWapMQCK_I!ifI0VCh(t#6vv`- zq>kZB6jYKC`rTEIL9Kt$yFcv;so1s!R8y0ih>MAR~v zLZ3O~6VZ2<5&1Kn)MXst=&w!;$RGM8D7UUzda2wB8D)e&D(1Mn+z3vm!xnqE00093 zVP>+fh0=QlJZ`SOqZhL(*#~>aaHfC#lcEy{K~uuW@j&$AopXbjasT`;tpCsJ^(ZCW z{+3;NyKd-sxgXt6{mw>4b#Q6UA!xk5J=|)=|Nbn*W57F!x4-?@7l(OW<~NIYKjcg$ z)!%HT1lP#u1)lQbA@OR=Z9&!;+tF4SKAj;C+g7vGA9&!C_CBkUVss_hakOE__7?or zav)Ey{2CGIbCH9es!d54A(6ayrXrLT3pXJdR8urT+htnbqxeq5MlInrxJv_aH2k#J z(Ws($|OSt`|Yh9X3U()KkjaoQTK=E;+X&2Q=Yy)Bt#>P zU`G_re}!fI5h-@{!Eu!xuh z0;z{Q?X>j)@o%g-Qlrm_Bq}>T; zboPfOLo+!k?ZlGTub{5!Esqevv@%NO>KvgW|8u0IMa?P$4!RTAB_{}g5WrR=+Ju!F zissnvg$5Nz+-|dUEV8z}VYAFolL{*&rxmhsy%Y44j2&h7lc=Cz#--3{-;SmDX3l#t zw>1aE^SRUtx#C3S4T-b!_MJ76`$)cf<`AFY4Ad|jV!fTeh)ALmp2O=jGE%sb|2n>9 zPq{M~Dk3b#7cLe0OCZFJV#-o%3w;MOt_5n|tpBBMg-k1?Tc!~&4+jyr5hNzZ!>Z>Q zW<-q8^K%NbxrO0m0?j!P%4`{W)`G!2|B&`kH_cD_j+^zok=DV4ZQ6*Gas&Ezp(6Z) zSjjUpQ(MhCK4ilhzg`FHh@!q~#`7eIn4S*NvZDNBbD%sfpdXc@m;v6S-Smfg77m;` zKt%6b*ms&<=7UZ-{s1IQn`Wb)Mhvit=xoVJbUd{gQ5f2y02>PuY>)*5hd#jeX5~8$ z;`cjtd47bQr3!qkKAYs~D^iYc3%TB_}} z&Tc+XwmjG0rOf7W{bnIo54yqv5clqcJ`7_y^(;_XU7plsKbqkN%Fl8V4OzkH*}ZIX z-F0}`i-|_fjv~HzP?Gf)-#6sq$Jc-vr9-tX9?0MwAFF@Uzq5Az!sbvVFU7kYe2mKU@yfJT{IjT!c=4_R8AT2D*#@j-MCV9Yp{GtT7J|VjDdd(= z5%~0nNC7U>C)}$mye~g~NqFyUlyUkC7L!fU+p^0T%+$Do@U4s*I8n%n^&=`-uRLG~{LBZmW2 zDW^}?vur9=1H3QF&S8uz7igWJ6k=lAYiH)EzwdrG(!sWpir^O1BFP;tgt5XTAZd3v>u2UK_uJp@WDU*% z&eT8!+}7~0sGQ>9I-w|xA$R2@+jPuIYX%MlbRNH5gLiC#v^3rwawt299InZjK;%{d zdaKg>f$^ueBMa29Xxoabs4}1DIQbrnkGP5Wl%v)6S6cCy>A3W(J*uQft^f0% z{pLTNFqrWt0CQBFATH=}jF#>oPV`D;lupN+O^=?-xdJKFN>G^F*omq($GDx(tGs?% z@6=?E38z<_DYTXO6XY}AREf_oYK3?4&nSNxhaPW$P*Z)Q*puhE0$f=F%C(BVzR-Q~ z`5d)RO+=AeV|`X3-Rh4b*l5Hg{x(dUtSNGSLX_+~8y1D%6gEiAsg(&pyL+D+%{n}y zjd;(n{2@9R@EvUl@-Mj42!s-hw!NV4pgYZ}gvWrB(h8~s|ANBC z@H$nf1DWw|!P?Br-<>{%Y)}bQLoYQtty(s3IlpXAshhTM|GStYRnp$D(Mh_b1en<| zgn%GVd16U**xc*)|G5*5Zr3$W1dzxpHMs)xJ^3BDO%{q;65gE46a}A2)!>4xQ=3|R zr^crYe>4+DlzCh7d~1ClmqPDivTaEMD=n@Oaq+nZf+co;2HoW=XE6Y*u70>H1qsRW zx529FZ@K#51H&_oMRD_AfBFB0Ko`INtP0{aTypKu{lX$-9ebU6GueQrm8iYf1=B2) zUcnjm@*FxU-%i_43{2Gq1FCFEV$IgT&wuJPxj9DQCZjw3bbpB=iG^n*tmSi|$esvY z#TD`oB9Nl)C!v_pY84@~Pf3eTA6AjT52|ksD$;pG_bJMjC5)WE;|8THZh@Sm>$mZ5 z6B47flcJNt=WSnuy!}lxL*9<`%F8Im&dH zC}6@_jp^3)xnRvHgejP4Ve3X^TdzGrMEhV2cP<+~(_mBCby8YCi(XTwCUq;6Jz8Xm zy!{uCATAz$XKEuXf*y^G`ybW)aS_)C{@ZTv;9^d#TB%rbTnp^eV>`crCQQ0Lepnb1 zkE_dJFo~KkcF`oZr8}I$7M^bTcy-r)*#z1*%#Wd~F8Y{ey%Ff%P*vyCJpCSfkTKQ( zkYyDWvR}ECxzmYGF296vx14?Td6^gCU6lCFPkmxVjBMIxRuo1X7sBAWs-NV9*~KGUve7_5=1zReV-8y-E`EJ$gxa zTvWO`x-q6wimK`TM!-2cd#<^eWOUx|$Ig2FqHQp&d0VO4I^`qFLv=b!`r+0BSC@Y= zcX{tYWm0IN{2j^TU`ZqlU(N)jy*@4! z#FJ|{-~;Y#PP?|-H?L{I7tUcBcV=tuBCLmuep`nsP>Oh=ln8u{X;|~HaR2GQBR?Cn z`?0UL;kk4uyJ3N(SF}+WwkLMV;}iyRDtTtk0otl+B_9H!z_~zXbSNmwZgn)*3J-1V z&7#XjVOW1yUEqWyanEx)zECHI6FS`(TU6`)3IG8VDrL7mU?DsNBvO1`uT}`>ex>J% znt$#~l=i1RjJ!1o2yr`W8~}m%KOBs{t+)!#8%w+!kdEfHy3)o10Fy^A~S|Wz8GztGTAuO zm;)ihYr2aGk&?C(H`7Q6+P2CIV@jf!fzu&Mk8vB!u6%|}Zr*EvhN6&vyCjjpmfx^6 z`WGAN%nyZ{*S6h>O4EnGS!{71%J} z0?PfebwMtA9$M+@4R87wV%EmoSokkOquF;I+`k4l%+zq*v37S@Yx>%||ALt(L~|&xUX)oWlOtcR$LIDZ|lSN{rMbAls^=*lv>)6%@=dDp%wHhVdda-_t zSDg(AoTc7>1lpbtC!d$nMjSa$Jc8kII-)wdD(f9;V&C&4e-3{5^}qRH@QtD~kzlox zS-ozX=ASX}B2n>2eegfyLeiV#)~SW{k}xy?8Fs<0?HF-QNqXzItapz}JP_sD00093 z02FDiQSa{)2N2KO0c;-94kr9$EB~*B3a>SX`S?=4nsJ(bLFvDjW&N)^c<^(cu!XK6 ze_LEU6eHG86pmvP=oma8W}SVp3PsxKjA}za|X(SCB^OG$FD-+h-V$V z=#~05PZvlAcnH1>-u8e3f*i9L;0N=Vq=KP}%5&17SOvpJu^srO%(opqQt@a_9j|{< zs_yCKq~B+6R(vDWF_B4p_$cv4$0RQdz?>oj@;22G0-g7wrEM}F1oFlCsml{ujdFO6 z>#zC}g`Aa|FpFVrbvWPYAiLl92u78#sR=*;01tN?d&FBl;}h5nw|K)ZyhLf2ztvj* z3Kh3i?+FzZ%~&2$-R^m+b8Hmc9d`v5vu_&e&1@m}+*>1^Lj&GKLf7Qe`VJfnp=;L- zuvJ-sYSmc~yx?b+!{q++RWhD@Y?aWP-S3H$?jJT{AuVD7(VWCe2*&o=gKS-BaGWZ( zK1vE3eP6+nL^K2z3bpk-cMcZ&jNao4NpY#T@BegkRn?4&GlfQ)g(le+)db;*(f=Q{ z+zg@YSR1WBp<=m4WKc7x3tJf(qJ+(6nJu3_Qvsf@&smUw(2nEnZ89sQ=kpcuFT+l0 zC5|^ICO1cNJ9W-7f84u_ys}4bcNP&rUkOX#3UmI8t?Vmi$CI;9Z)ywWuyYC$&gTbv zv)PK)&$1jl6GJS1VN8&QYL)CbDZOgdP>1IR9VW}D0O6mwdF1nsNLaG(G&~H(0p?%; z00RI3p?6^j91WbAR4KKw>}DDI zk17f$veJ;Z$<#( z%74u^;1sN|S~0-@tKtgw%TqTMDy1JBp5DR&+dLg|oS6ckTj5*&8yw{?IM}ZTHe~1k z00RI8W7Qy*ceaQ{ z9~Cimmi^=;g8GSC^%|YH8s*yy47mX!JVRUlIpuTIsfvaN(+*E6Sx&QZtvIs^QeCTF z9ko@`Y4nK^FVq;Z#_#%rmiW_r_cbpdJdGJLh%e1uY0F(!Za!CD!HU??L93VHhA_&< zGk+1z4SBx^YttQX(!oM-$i@f?VLF#@AN>vGO8@YGPWJ32zL9k9MwK8g2(&b|VAl2t zs((v&^*qP-z^S5Mz)32zlHqlEclF|Q42`l1lHiUP!MtmJeNY1*IeCZ5S>dkfctGz=>!N&@04i~RLO1daZqEP3qS-WOxUB9;PPsU+rV!0ZkW%~l_+k@K>S zG@LGsD_zyISj}|i&F70zRKu%MkU`*W?A7NN+PT~RxIPaHPnNoMo3zZ79wb1Sijlx- zSssM{gdSKHofSxv3b84JE~ z@clktW)&sm36BkImO$y@sk~D?hsch4Hv++UOQ#02$Qvi1-wP#w+)1m!0-)Dn2_xMg z00wq#{``_D{(Ea95Z) ztv2w(G#Cwo)tpLH#y|?%JLhy3I~o*rx$mT`p0?Ron<(>me)ev?Jd&q?xd^jsgwU&A zlh{P8gB+*F#1-T?1vl{zS%^HlJpHc|IlM=$-Vq-vPIO9S$&_3FcN-tdrPEnqIrV4| zr1|wK!W)1alUM?VoUr7WJ5@N~Iuty^J3LTdsjpW)$n$X~Y3j3b?k82 zft!U-VQ(ZZni#C^R|}M#4CDxod2_%VJ0O-sk-2h5hq#k400SeKN@}cg8ikDi>~JpxqzAVw zV7e}x8K%|&M6yYM#7>T8k+13imfI%K!+9&k+rCp))rk~UiCF_d1fIsc+y1J<1X{vN z#-0W0=Yn{moVBoxU~t>Rk+9Sy=w6KGZM>N$%6ByVz`x zoBbOy^=IXA05J_;Hued8PN9iULH4!T2w7ce4aE{V+;XC}B?*GZISm)1d483fZy}70 z0x-I|Qu-f+4e34wfd47A@6VfsQj^*%ee@l|fm%KGW9W^zbzeBvw%o*c` zyZ+RpB*>`lfSg9A{a`f^m0)-*yf%NRwdzIqa0BR&D|L*;|a zRNh}x)Ggt&b@c^foc$(KP^6u3_V%aC}@0e^!w1@AEaT!mtEo!A4QY^`K_f5dFVBEjkM}5Nu^_@bK&! zO}A*d%_|GHgm9|4kJN>o^KV?)=ib51K6gf4&U;pGdqq{SHUA>hynEssC|aY1!o$O! z*Ne09TBb?JI755Cr(+tj99jA$ngm$vLQz#f9J6bsOrCHYpf`9lb@fC+2Z`MEfs|Gr z%Su?tKv=0q{r6lswhrahEO2-h=wSX=-ZpK@>qn^e3eIxs23*>!k9_N_Yo3phFJTHj zr@AwG>etFuPKj--PHu0!%mnL=s%I0r+b=nBF%IJe6^ouLHBU?=v`39Po;B4tF z3YCxx=HwKC|qO&dN z4ZAT$uqJuCocygmCVV!3Zae&l$gWy#|4NExhHdreRL^cz>y17*gmf`xH30>H7V`U$ zwsTe7x7-yXH6zdNk%7hqLnvxy{N256NH<7*O8=uXy@M~0vM1ad4a!${B=Xq>D2r&i zPDu(|&bw%;T-?6HnNGIO7LqN_lb1rq87nOh>#wF8M8y0Y8GrIawE8Cm^4V%|^N#Vw zZrh%v_&AFrf&mG(x;@}$#Z0*|6+vQAqE(H*cmMo)AC9WbMJH>SQP_~)_w_bu;=aSm z=o9q)^hZ~nbCsi*>ilQ)*Qdi+pdMY@n?U4m18u@f0{U8x7`@jsjJPvQo z(tOEk00093jc^e~xsv~f$I8uAvx&KsltI&Xlx{LE_7TZmW>xV8$3Yc?2#Sni1l+ z$j=Q{|H$h*RRhgQaJ#3XH3^bv*e97wZ)F(@Yr||Hve=07&G{Sz8~Ss~t2U4#8n>9l z`j2AO-`O1om|b2V5`4)KKKSTYfgBmBz;a?biMO%u#nualzr(C~AvvQmc$Q6HJ2zqD z5ZU&(HR};mcWvbzAI;QKc zJ(y%r#c*zLk94Vj$LIjMFYl*}^Mv7X`TDK9iot{&?m1_yLoCB{o~1~4PP3v9*YvVR)KM2`C3E-+dCJ{00C=-3ceDtwGuWo#*%tVZ z{<1&Q_d)421=Em~Nx}osu-^q9?aMt!jo*`wUS#3LQX6}w1{@9$aW$UPPUFi4uk@o} zxGcFb<@_(>3`s>k?9bRBUf~Oea(^*lEKN@?;cgq0KP5BWtDf+ZDJQnY5D zgUP6yxG;U68!52j?c)OKcYT!>$`4B0@D>9elIpyhS&GdUD0te!o6{aBV?j1-i=QGJ zM5NMDQofJl;>$P3rD4umY&ARlvev#=pymyM`s`$SR~K>%VoUsw&&^AF2j2bNs72PW z*#fgLJ%R`6yFwC7xFW9S9eum0X2BJ@n-e zp-aBP;n`bArsV@Wl(uv@({j0g^ffEPF>Q6loi+dduO=82aV}Jlf};LSsi=}{Hr_-= zu%lM{VyN)X)9EJ=l@m!Wj0SR?!2I@hrv2YE_f;W*S6ASWzj=1j&ct^{BoxB>_`8>P zi!$9iv+gz2UT7^^NW)D!cF+MBw!?7*|D92fH_HD7F$87%g3e49U~%(nz58gw3xfG# zf1jd>`-Fd|+nZVuO{=UNaK6}FjoP~PB*LYHzE4;kb@rpzL_Tx3h-A^ndB6<+cyk$? z4skmI5{&5>Jx5>I5NNEJX4(Cf+Za2|kU^bM7P`krzXJ1T^t4}6d4XZbKq&cqjIA3h z9vD?%Fe6C@*Fgl7r(GT{Q) z*cDs?`t?6#P7mW=E!U;-ZmbN;{^MQ^JGIFmxb1t zSCUr8|9+gAo3A4HfYI0iSnY6%)t&}KKL^8?Xk^=W5cH}ii&yZEh6Zt)NxApeV ztH`fqCZe5m6K?B6IYFLbvV%Az^&Z2C4bB=%sjWO|D4+johMwS-KSO;C{iA~;g4VXc z1Uh7yfJ88oJ+R)c?!tD*|FWyQDC~GiE=s~}pr{1F1qYwrQT&3kuXgelL?Sjas<%PH z;19^Gde4w426e(Di|r~&X|!KRDcr;Gt``U_FSbJI#tn5uB}nQox4iW9t4Wdl{V^xN zsabiK8T`$J;lh&)Yl}M;sFkCywXQI>aImu-|~xq z000Jwwt-MN;NiaTK~-Xh)y?B@Fw{Z?54*bVH!R2iIsyfURf35+F|LC+d9+K+`*jTWILmn)^ z_4s(Mb#KEcgid8*=)_T` zz1{)k<=+dBL6oi)m(b5P+osEppF&p(e z9PbvF%i@7N1PywWgU+{=l%YlxxTWXAj-Wy-M+P8OCgZ%0`6_)L^`J4mf2ph|f`=eq%B#gogO-( zwcg&kS`iO1bZX#}>eg6vZs2Nzqjq!u;M(>T^1|f(kVZ01Flg$tWZ3K z=@QV8?wNHMS|Mf9Uf*;wL&j^!Mu{T?og3aw=qBu10Lb!BKf#@y7#69MObK+g*?b*H zpXHjE0o!;#M^MkV`BigWF)R$E=F{m5VpF`JL_h!XtLMcPRR6zZu-eK&PWJ;Hrh@tv zA}Gp``R}_gQ)>!?NH)bGuY~r1nLWdi^YjX$=e@nr^3I3Hb^Viu#aFn|blJ~fq*L2| zV?YOyB#)%~P2E)!5oyT-5mw#M(L=v&Hj)1YO)sTL83RU_K2L8B8ZCZdFN}+yocKZo z879GDQ&EZApBk-t7_v;E6z3;q{NKwS-WIo91s3Auhmy>7>C1s*A|=``TwT~%>m5#_ zT#U$K^3BIM?}28orjr_6V=c%_$qcyolGz*n|E=E1E3j4cpXqGUsjOqcQRgc~P*B6- zc+`xJ5unfnu8T)sfGm?Z(rYAl8oCD_Od60?N<(jAuu;9RVl^_3zoZA6^;R0mn5Q(C zp?KWpm^LJTw&~^m^Dot;I$|JmjlA%e`DKR+zt%F%f=5fd;VJ`(M)!8`o% z`vt9X!z2josF|^>&FMSd*wpuWHg$6zXqBAnrXO8#y6rsHpmWvT1Ypw>z2;F~3paf$ zYvh-oX1P?o9Y~F(G3T8Y`a@RmqP!?6iE&QB^zS6>!{xa1SuuYvkRVPZ zm^{6Io8Qy!k4Te*Gar5WTQbSit1p&97^arsU-d_uC_HIjvY&J*pxSQ$;9Q+}qZmGU z=GCuU{#*u!v4py><+*XiR-f+Om2M`@we-sFLQw^2V5h$uVQ|nQ4+x7?ToMI+JThlh zNz=i0H&#d%4_PH}xZ8j5{k&M-)81M@M$s2p!59<~&G_lO>3bjO`TzcH3l>KX89>JHIg0(LSD4@gp(LnH!HlS~l5}=%<-$8NCH~5~ST*W0M((sC z@(H5>t4(ooflx0HoHqQwa8NBqiFc<_maLS(z-}-P_H!vtwDs8d>on=hqd>TF zxD=TG+CKy5%ozgM7&Q_9d1Y6;bvDMwthVv z@DG!eR?I?}@JPM&A#rIl7@~=OO|a4)siL3%NQbI!mAZ`@*fpZOlNOle%~GJqL@W~u0`@s%cW>q$MeS};kOc0BsVE>$l_gX#u$PwnZzp=l>UJHH2_nt- zDN*$RLmU^$JE+!1A%lg+6Akn>@3AuGmabagkYW)rz|rk;uJ^z>A_O%-x|TsI!rCum z0tN!vkitS5X1Ge7IriKk5+)cVv zaBomhE(o3TnRuR|pYvl$b<7N56*V{6?Pn0&YFIJJ+bX}2gg#>+p02XiuVS03&1jWQ zM0NrtSxe?UUrn#zsvD};)iZ87@lc^Z-uM>1w$*k2P$(V`@w4isK6b>Ey-}0|jwX81 zeSvU+X^vy0QCp}82&kv>jj>zxFmSw|#4h z$y!A~8-pStJ>EtagDkpLd*x!cecW z4^1ZVgDE9Qkqv*dE!=PN38yoDL>$&>j)6Wi1Gpf_(|=qBvIK9tpbSmv5QAt{2>q-*2tYc5iHvJay zd3MyHi(q0;>bj>BS&F;zY(!Rb>l&fmt9Z^C{+j7$kV$2by>FLE4)DHBDw?2N4g7>B zL#u8EIow%swracnXf@O{R8=ve0=G(torMTerW9xa(Z+9}p$CJ!a+K z?-GcFC8WUTkdU*&q))(ik2>TPt6BL=g#&`BhOI}`L}M4xm|rh^)g2O{mLO{ufkO?} zwn*dvI6%k0DKoh)<@c1w$||F+Cx8;GHaji9mH)&5C&iyZbdYg5NqJMWQ@tDUcwFp! zT;i%gk;c5BM{a3_QM}evOyL8V3_0)(vwDifOU`p8KV%(mYm#HQ{tI~7o0@m_#|u}O zEsUOxj=g1k3~L5GyKZ0#%OJYyJs<*uWzMaim!vEG1;GboB{8z}@hfjj1EOkX@%_-z zv!E2EQ@EFoR(G{d?9zqsh#uTZR1W`E+H({QcGm*FW`cdh&=@A;$d>IBztGG=XT(>B zMP@SH+a0{6_F4LVa^@J>Xg*d@8L*GvA7yj;S|}`U786v zhwGmCKn-pC_S3I8b-M>@LBgr(1k&7|0u(IWcg>}@E+L?rMv=pb-)x4kT0|NW39mY0 z-B#g0AwcD|_U4JATB6yJW;*Kd+f7DjY%Y4_m)I7Ur!VB#%6eg()^oCO`V>oyPctxa zEP>umKE8adVQEFN`nANUzx6f&(32$;U_$_OHMj;!9 zRpE5-!}qH5StQN0S}$?VE$Cmeplo}i;dM?8rloZG3crO-x1JHj#v~BO#ON|i=Uc4g zy)ov^Oe)dgqi0FQ*CIUKkAD$$5P1h0<|z{-E#&d}$|vHHEBZ}2WUwGU-ZEjWem-Wz zp6j%y$lon9*ht8a zdr!%oPVtC4FT-Fx6k;D_*4I-@^A^3>_rHhrmhkT@lVRSSD^Ek$68IBX)gw)jUG9{t zc;{n{SVKZI2j2)%G|Sejzm3quHW5A+J=*C@cqDI>i)`s#GKK%`ap?B zb8Fq&)zkiUbN~e!f|F44GPSV#DD;T6@0CWc z^(BBfN$;p$YRIBiiD{aRMdxL>e+%Fi~n@T4i3D0IPf$kLryc7x+Wv zewb|npYPPB`GV0`0?6_oaBpQvmO6?I-;f!sfwEMlBn34g;Kujm#Qm{tnSy#%DuNw+Ab=4RCg|PRVc0otj2yyg78;}FBL?wZs`FY`@&CrfiJOE ze)diq3nJp!BeWI+Ws3pe5-n3I+)Q90*d^!Rh)Boa=;o#DsjC%{u(Ct z>c_`jT^zx*CT3H2C0Njclh`mx%aDw_snq-MZWA=%<+F@8PGh!ZET5doyDFE$QrN#@ zNQ!QHMe;?F(7XgRT3!+1vk+7fn-FXb4O76~n)J1sArgx9P`djjJOKUXpTO6oI{iyM zT2i*rC=16J=_@k)HQ(+*n7I?n54Ra#sFGMl%U&V!r8p;J5WgMk^g+%nf#hy8nVN4K zwWS!^0$idS3xC}8p_GMcJr9Yy@AnHfqIMP8RZXbVeL-^vxAF!sFvClFMZK!s*4Fv&z_7KwlnqfT!XbVO4L|( z5SK4o!n#S8?(I+gUYKLNHPdw!Z}%{hV#^=FncY2;_v!0(JDX{uwpLT;RTz9&JZjjS z%g7|-`uz-Z+UJ`?=LcaRNF*xhZ>d!S_H6B~c5V+AIcqg{!3>Z#8en4>@KMvM*YF}h znnYzjTaC*GFl=m&m+b9Ppc9uOi&k$JaXt3$)GX?v`M#E5cHK_gmkz?(9obnROH4Ap zprO@wO#G(zi>N(0M1jw_BtmZrAv<2e;Bm>dG3zo@rDz*fd)q6B8oor*m2hML8l28V zUwUWra#?+#F+?3Wg}zyL9N2<{z8$!D6bkymuYeg$%bK$zel@oqvG2^*`=>~Gm^4{8e2xFkLeTa?{Nig`?yuih?agU1LxCG_fRO(3f`K|M#g6|Lsu! z_{aal`!^wQ7sSfGqKQ!|NT&G|1gU8G`6dOqHfi)gf=N(jLKoA&IpTYs{?^f-kYko= z@mBeE(|ooJN+cIPWV!Nu65ab*gq^x~r*LktpX77pd3*PNEl3dePIQQG4*k|@jq5-q z-pxd@%w$4F$ZSV0o?)B=83-QYhQdI(41X0D%}hv}*69kqky#Xpk2jAA{& zf`)l=drdx~Ykh+V?)>Fi>W=nE$g_1tPaDEp%Uxg=Lxc?_ZogFMJ|Q^WQZxhiUQaLL z{-w80=Zud_)q%4wT+OeWR=kN)|<+QJ&>uJ{zU11P^LuFr_7U4f`>Wob;S&RDLuK=Ki5 zqa}J>zz=!LrKRNP;=I6H4Fteg%V8Y(jcF_;+TlN`yCg2nar8uL64%?q__IklfpRDn z*dqYKHE8b=|7S%F}OeId1hu6GwF8WJw{F;oDPAmybVFNFj zg#Xeni2vy$`*a-=DlwEUohY~-5=gO!U^5D=emFdZvbXBr?X;b{vBoDk-f&%;s3+6# z)rz>!MhJvbf@h8U#cR^MD;wTQQE^OJ;q3o4tcpEyqzF< zJ=s7{mX_jc)(%(L%mn|9 zU-#Nu;Gz#@Ml<=R{-R_ryH2g~z>3D$3pY#u!9{gB$nS@0EqlxqO zdO(fcFv=3!3clRLv;~|?3j*=rX(hk&jCEL2@INF5*JLFsyy+fV0Ow7<44Xd?;FCQKA08L2jM{$ZPv zAb9#0Y+_6+1A}%0Vs4MHsjjv*3w^A;-gHJ&VI*{LA$dT!Y;t@29gF(*@+)C`SJn(;~{Ec=n4KBBnsd2)mrNxXZrrCi;4lcK6>LyT$a^=cOOW7m#?;O#dfDnf|Nrs(bNeI4 zNM%h}**Rv5b%!)0udrtMWOcchhR;=ZMr9B&-5k62=QRrJLEtCnTM|+P zWfz+7`5mwR=8s+OlL9cM#jQ>76Xaf3e_hK=q$wn{=Rw&n@8^_7W?M=#l>@3iG z)vfva1KnTe0S5d2Ahoz6yW4yI^EbN-1M8JBtgPXDr=_x(@3+XGaK>$!Yj6Fe8)~(Y z!hiWTGKd2t9{!Tmr!#>Pc`49HCUqn;v77Mec4KsYB3dLyeknlI(<~vv#(Q(E4a^LA zeb0F%k;x&>I|vs<*!9P86b2^ zClfuD4WW7_XY$QtS|*B8PK3okVM3Ys^GvXcl^_7ggwI2C!lFMcInQ_bw>>7$2wPYQ zf!2Zkn>y1r)A+_@L^_qqk4g2OKZO(Sw1zyg#3#=zL94>Lb3T?5-(>{tEM;nnx6*{# z{r~KVE&6KJ)`8O$x*nUq1Wfrf1d#8~VsJiN*Os06egDd%V}eKehj7rhL3o(TxZ%!v zE7U>E7GXqdLOu2;2Oosp3&zVQL}Gw{qXnKR>KPSkUSL~$5Y~fHp+@t==1O5UF!#x! zkE`f~b?JN}%F%C3LQ-X`q@t82#c;w4x1ePEKZNOFL#JIZ>DSL_`l-(9rj$bbY~czC z*pQW{%hNx=L#gMU=j-)#SpQkj=Em*KIKwXrwpA(X*>!Xq39wG`a+Ph|jl^;p+fkPo;N>AJA8`85HZ!?;*&~YLrAb(V_EoLvrYU(>7Lg zeG$Z#zt)$U@If%9_^4@2fM>5bHW-X#JBJf0BoRe}Y)sMj-EI?r1NLwfRl$IUH%PDY zp3V2a4IqKJiY-b6-bCqiGXGwlbMVPvgYm^t*Q~Tm)Mjgc8kbfraek)VG_NyrFFcsvjrea^gMOGA`;>l=6Lv zd{+2fT-*90tI%@p*{RuP*Wq%3SWn6&$$xAtJUYEK+u@O8mA-bU(t3F?@R}zw#+5pv zVZ3%w+RgMx)4?h7m+gB~{?vqELb;sCwks6Ra|1M)xEZYUeW&41R}&F{0193e79V%G zS91~{|NYP>2PyK3q!fPOtN-okuh#|t(V_+aw?MxCi((M+Y}@aHd0TYaCqRgmSQQ5C zpgv_GOA3r7-53s2As_$DBgqV}_dzm4TQ|owwYoXPA`OCVz(s-g9{-9xIf%&6lxZ&N z)p#_$C*6N(xO2lR=pJR90Dx|CD`HF?&ym4kFahDH=rAY9@BjdH3pw zx7~#mK>6`kgF=dM2=Nmx}; ze*KgFSebhPlu@CGnrfcxnG)9AwSy<%M_6yveesPiT00093E~jw7 z9!N_g-~Sy-w{7W=?f;np8A|~C{`H2KdnfoqsOB=tDui{lV~6^W8ld_twlMgRS^IGx z1l*l`_YhSUaq9Y-LugHREOT$%F7quKeJp&35sOWz~U))93gO+4cgF) zWg<7&t6Xgrf3~8!QZgu_u&qPEZp~9I<&3b&HU4mWbPOZb!o&>WrXKV8q2hnZ;79ig zC-IOoP>90=*z$#GF;X`TsZIs2NH%-N%5bq#WNe-VG4PYa5OW{%|DNi-8P|ux@?k1>^5P z$+Ks*sR3oVo}nvY809m+d(PNF@U-of!2NC98!mkRcJS*K0f`m3YITTIsd|Jny<)KJ zPlwKXy(%l0V0QqhRI06ci9=xpPW7#m%)a%|rOGJzsCwaU3L#YP<7SRIfblvkxzrBy zIgt!8o#0UVK37Pg9FwQ5%%Z<8T5SzTB{<%`b?y$TWH5PS$h&ulLhtSl`IGCA?m%IJ z(R))C4GJO>t(pJ*V&C{zf4VpAkH%LI;4L3{|994Crtzyr|5zTMTH?v8OYb%v>e*b% z3X+|=CwFOnoW!00+3*<7o48Q_5*o~r8lVv>Qa1=5(Ki*vhCY0L&m~Y4uy@Zp_zWHc zekL&C=46R&l)zzC0}qc`yI!N#i#X^3-4YCqq9UR4Smm)zoNOP@WG!41wJ^nGY{fNU zH!Z;#9(^~%*Um}!DNd=I|?g+QarrV%6&MtfCjm@mX7p-ui4>1`xis-oDSF-bU z`A=S6?PO~-Y+`MsGbPq}G2RfORh_Fzb>)|2$7~o)0f)x6*Amr1h1`5#ElTF}QAI_v4n83<6>_UGlj zyZK+#`b{q%`+XnIX@cM5@FwxeWxf^%b@VHv9@$%ak=*`CZ?o|H0+Q=@;tAvwg9|Pg z;>`cDUfj8P;A&0FhL+l(P#Bl+ntxaWwT!k_b@}hV5PXyc}-@(+pC(X-C|^vR!d_%jrwR z%jQRWZtoZApl(GRhYS-wCAM$(wro;+_M0Pn z$LmCIO(!0W+`6;gE^I@45mY*!JFA=g6kJ~}&g6Q0WGrAWyb~tilWHxjl`uX4yXOos zjogIA^Is@_B2X7^kjv;M-+0e)|A@APY4@@Bv8i$kC_b$F7OOOUQ+ap(zjD1{pogj3 zO7D<=zK&KuF&~8uEYazHzbVo zD%ftVtN;J{IUu=vy6K~`l;k_!!g)P3$Id6MQdX6d@#vxj*(N74|G-7DYpey2rs}D* z;r(_icCQf@5TyiW9L_M&uzuOW{tsvNr?Erm)&x>A#<;{O*#k*mKV>&8mNfPH9Cz1! zto*4vw8~-{$;uJlVbNPk5$@A5_N!-%;*cN2e4(3Aahk?aRZ=C9Wo_6$grK+^g2U8n z4B!#fdPt~{$;$Yg4Y2XMjPpq#9>eHDA~vK9j$=!02hpm6OtvjH>_6PsIoa-FdQ9ip z1}-KOZz4O|doFFF0C(~oLVw6ZoefeUE#;(l;a5Wcj zWaW`EY*vFV5}bY@pR~!4U(TFkm}A|dZo(F~n)gdOM~|UZ`JU?3rD`MTL-%3$_stOJ z#)uLgJU+_X_#q*jtIga2FUIO|cv9G0Lvp8%4BMcPXVUhD9chemIl7F}js68O=>1DD zrH>9w9GMjRM|!~=+@-xJ=Q7Xwa&#={iHZAU17i=(B(on8E<77R>`Y<_u@8p~Z{ z$TFuVyrCdXr@>u47G?z3WGouHH@$Mt^#A_eRqt}*C)ft?&6&lqG#wIF79EcHVdzcd z&E2&hM}#VE@OSLyhAQJuX@RX|4-nfh)qV_0_NfygEVreltb8~s|0oHmuC95*W# z3k6Ufe3xXo5cOFy)q6`!&b8tz*<5CE<#zE%S!qUrSd{UK!`ktU_G0}ia(jcgr7))Q zR#GPDJ1^R({QMeUzXX?%5_>*NHCT3(C%HI%qX@N9kr#OfxcWoXQKq%Kd+3B~y$WJk zL#vO5`3u#mMH7nBgphDC_L75Nz%L(f&m;DWU&L#zvf^)O4l&1T=ZGp3Fidd}(QghPCFq7a98h&QpY}-8ymP|JrrCv&%Kd zWuAHBXU1kG@X7goJtTnRRa+$FlKhH?9IsMqAW8)RezeY^+y0bH8P7(IA z!jp=g?73luKCGwcrXaemVVGUMvB4=wiKY|*VEwl4V$o(F6Pu`ES{GP!<{RfmiS!4g z^i^MVxj(pzcZq0G*OlS}DO0P_y@}mj$l}!sJJ_5g0%w!H5t2yDOPASHpOI33`g!x; z#sv|sHWxKQ*ag*IqTQ4(EiaHx{g3#}Vd4hL;Pj#I@3?$eSP5JLybsW_Qv1l0Mawa$5Z*OSldAp5&j!lRw2a*&XzHVPgRc7 z`once#}(vxAv#h&#uNMXw~Z$BKt*v`^B<5*Gx0m38M~|@&UwlI`wF%kth3x#h`Z4` zy{gC}DkV9>m-I{5y{*o4e>dI^*YDHl>Zxr8x;0W@y}pY359pu~akn~Hl;?$nFt-Xl z^CIkXx?WR>Bt3S~2z@5e&uUW9T&#)u%4$vV>a%A(nSAI?_aq$JQ9KO`q?(Mox$q7e z?_MKy^WW`J3n)UeVb0k%avs;PaDlPdCMcwWUAa3R?9f8gb-9iAjl4SvpGhIH3QWk^ z4kRmY5}xjXP!c*tGWacrGF?s^c;$eG!6HG+X^SKU48$j?z?J=QK+OBX!MB zTKk>Br!ETGTN0VScSmMW0QpbHGDcm|YRCmX7NZ;WgB=tIoPD)M*@cW9n>$$V9O-lm zp4okQQ%HaLg?g_*E-P{{5Y8;v<4t%Aq|QbHP%*wUybhpmM3z#IlI`@RrNzBhbE0@b z`fV$M=S$WtUc{Bd$<#S1UjpogE=J<^%&KoIryve#Wkzv-lHF^iS*O@(<6iWk>c*V)94tU*6#~qP< zFG`Kijn2P5#bn6Na3H1j=T|s0M;HlK$!|yt1zt&78VhUMc-KEP>Hs{3@U!cC>e z{Z^4}^K(y478uh8OwFY6)cpNq;mYC&Gk~?esWL|4>J??y2}3RUafK1BJ2|9h&Z@Emd4|o4Szw>X}S%j7f8W zkX8|2Hyek>e4O5zS|(q)H#ULda+X(&wvo(n4u~kP!)94lJp8e$?<>%ylMk}>P9}qp zdGf_fFE~@-?O+*H6e#BGE-sHTA@M#1OuK|@Bo$eqpctPf5XwR0XdB)>8y;ztw(GoC z1a=U&u3#KfTUd`x-Kal=F9;Ix^~{98>mie0P1ijd)X44C&)AJ~;=<{R*ceG2(AoeK zLEMH7Ca){l&2_x3#ZAjW_`4|Inn!H1BvXgxvG8rt zVK$n4yHW5PQA@cSO7?WB{T1v!=)5<&MZl>A^}ds=DxMHh0vwEdi?+h9wWbg8c1!4o z>$c=Sz1whgIofNE91I6?=*2r!zFBJGgKoXp#Hqa7d)x0j20;uwS+Y#_FEqH?imsj< zNTOX%LprGqu`L`qSJI0NuYh-5)78->CJ(5wi){VFhPq&`EqA5PMnbQ7J2 zkO;HYxFFxq()luunC9Y(f6olCZ6|M#!Z~^`%6bkAnsn78(bD;{4Ax`TZnnC6#a=N^ z?r-Qg9FGndur+A16`YYB>uI=lwcgP;{PwZBGLvNVe;cc3OzM5r1?n{SB&~F18d#0aztE^)5P&BBEXoO9#@bPUJg@ge9jbU zx}uEod%A16v9?DZK2+g;Sr8d;G;|D~4AGW_IxgBv2baOb3JcZWaGYC6nMZN|pbY#9 z^?1)&*f+SeRE_7*Ub>Sym;AC`7-hW=NQk=0Mg4Dkob)Ov#oEmUKL#V-$CcHCQ1zo< zVW5UtVPeEO2==aK!J2%sKddNK47Pwn5R%*lEe5oyuZm=b$6ynbUszoGH&5lX-okKoo6Rf!{|l7Pq-{xn=ry z17ueFI<_eM#?Bj~0VGtNx)j@@i5%eO$Lzb20;OM)1kQj#DLhK^y#N16-`$ZBsq5qV zr4<<%TChqo(n$yd0`l;Z2yDT*hRh@T`o=5;4w6_r#u;-S{jg=(J^n@<%q78AmqsG^ zND`oBy7_C9EuzpV$WOT)kXfMeh6Oj7e7?JW8Q%9l*-2=8vn7T36MPOYUR*)uPrTh#W-P2@w?|BLho+b@ zvVsXl#C@6VJ>X`2ZSgd*5nmGxqKo^}weiV=~^7E+)G5p&-{vhy& zNh4!My-5%kbTRer_C_N;vzGrd446FKe<5!ND->?qYPMjB-5f1mO*3RVjaI5N{&AXj zKGA_a`kX-n49EZg0{{VgL;x1tppK z*t!&EyPIp;3g_Sw5!w8Tog737R}vze*GaZow_&D7|5#T}C1MuuY+Mnqb{rV@>fOjVgXR+7sQLV;P-3KkmIs{+JRExf zk3?48oo|r-__K^*$yu9wk_@V?P0R(e3^`QXp1!{T3iib|>4{g*RSYqW%Brg4Ag%$D z{&=zPKM_zwj0cs$w{;(R)4wnH9+E%S16^!0FL+T-A5?)gZ~T$5(DwxVlTE0qGODrf zv!IvwGDlt8tcO>%$#fPLA%Dnb#E~zU4p(IfF&u}~9Kp+l+6QZ;Tr-pK^v~DXP*Z7; zU=+1{LU)^Yf7E@+d-ci&g(94$3oi7~8m$R9-pb+5xVyxoSU2Z$##6XuQxVTJ;L<*K zZ-(A6LxHlIB-BX88+AVM^KK2g5Yl%dKy^>SYR?-ZDv0h(AXn~+nv!Xoq4jTHT?a$O zUhI^xI+%00&*HA(fVET3>tXX!H|31F`(&YHeGzJ^I(@8P*st*`1-aYR`6M>ufJERw z|9+0tx$wJ2VLZX++9zH452hekj&!;aWqY9>A{A8it_F}86tGCl4KQRor-ArwM~dFK zenxo~x@;d8-^M~PehK9$}djnN5d5^|gAZf~Db zvBBEfbFqPPm4cre{)1&{T8DNnR|aZN^KylJ z_F0`IoZ-O1g5D5V5S(_>C|h6%ssK#H&Ed^3s(yI%%JJlP!5{zKFldUuB9XYu5d5xb z4zi-Y2ioZS=U+3Bxx_79VA()vZi>Seu#4fA${2)~kxnim(Nv^}$ikEt#dAU~1boxc z(OLI{4mNU%hDND$l>=Kpko!O2)L#tKILMDNxCj?F0tAji1E$YP#X9a08yR|E&2E{v zCVYH~6(VMCHO$$+evg5E5{GA?(yCz-Oj!Nj&Y9wz9VLV0D)=INtVoc4Gj`-R%=mm8#i8MO=(NKxG{ejej40bc)tiTfVhF4Ebh05?)kJ>OoV7Av9>D3=$s{W`D&>DVRo;jiodZ>(3FAj2R! z{qZ>6U;3%w=76E=YEcI#^p6x!o@bq0kFQ~3mNv{I+Z#-CwPdSYE~-=AjNS=gQ`%c4 zoI#Mrwkw(@y}D4K0SW3?|7B!pO&Ax}kgeHD--38IGjn-m z?Do{usrjTsFdXo6UP^6c;rjP33bnp%NSKoZaL8*_B%_@|Ns8~T$|&WGMt0_2fv~% z^D&8gs|#Rq_q4R3k*$%<97b)U_bkx?6NdhTTbE*^<;MQ|3%LvoIFPMgEppahGcvRs zB>rvT$*?g%j>@-BN+I?Q*b11NX0`QDoVf3jjhdP%RnQo8okm2su7~Hl*#^*%Hinp# zEUf%Nw=$rW$EmrH-xjCm5NrUiY$Z!d5-#y95mrucbg%7Pz*#RY|NsB<`hWZmR5Xv) z*Q;bJy=!Mzs%BL_Xa*uZS z|NrW9iCiGI7&5L%vh6ekdq6JatN*Q4&04tfYK)ufKuV3*As!uab#VHoEhh>K633~A zm=lSFSGfzgq?SmqllO9s2~M(~wl}`Uq5sBZSZn|Ka&~RK+x|7O^G*F>ix80#7^1`$ zWZE-9);3`UE4wt6GNCC;zV zm1bJjlTyIZ=Z6&~)ut1qv=wgY0Dt*zN{=&cwrMmKhVMtL4pC~&znXs7mqYFw5$G{H$d$tm5_iLj+jVJWMc*!k{Bu@@S|h|%%XIUB08rh z<;{T%U_DQ)CWu6BZ9W&>gMMwden)3WdqLtBBH!_Nsp=qY5#%P<$+$_ADX{DbyiY{U z#QuUIie|$kP+CHwQq=PDr2N#%P7U0a+=k?j>L%sohraX0o#ebC_saW+Ct~1ln2X=t z5&gLT(klO?Y4kV5Njfc?rSE)x8x^dNO?={DrSuf3Yk{b(Y;JPj3R}EmFom8N%;%=c zYoI3g83AXnkQ&bvr;k~(nfTz%#AzHRGj=^t{qRQ1Kd6q8DPD&^T$kUKDQ0vFNEC|Z61O_XkH_q-CUk#5iH+322jI&^hEUS|Z93t79dZre%u%>1Zxa(Wsrq&-5Y zn5SmG<#)cu{yhNyg$CvPtpqUnv)Wgk_zpgh2s$(e27?#p%q(1|3j_po8atWLal8}^ zID}iuWI{3q(BQ!|O$E)6`HyFZFg|uxSsY*bJpY-$S>wHOnMcUuTLt>O@Yq!|E~21> z;Ji!#onfnm+<3e{1@Z)u4bLz$yNMuSjgoCklSI&Ug_T^+s#-T5IYiqZz3$S@LwbRh zY~>17#s*E<1NPcUQK5zW%F z8x0`}h^uLOZ>^w8mx&Y!7wo_;b_-Hp%qyh*cd~76}mm)bsy^}JA3{1 zh>PEycul1Uu=d-<-*wIGq5ftdywx=rSwBQTtUf8_^)wzugA2T)JBag;-M{HVfiJl8 znkU)ZQ_Fy5c&g@1X7BS~|IG*{ogLd%_oC+?_Q`mWAD&@~%=M0@Pg_~QUAVyRAkY`N zrJp2|+OL=C3cz{5!P-DoX!&zoHq3}?X_DhyV|In~xK4~#I9 z=e8E?!6|f%=nnjsjXf7%WtL~(X~++eqDe-1%EXxV;_Q#J!zn6QgIg9=wJwL%l?(pC5?SickqOhG4DJVTzZMZSDe9?vZ(7_IR*x-w(Lhryk{&s= zeES_3u!E$}ALMa`pPoXCI3FM81>*8i1E!EKcXC`hBif zLNM4H%RS<1zo)GdYMAL+8H{Y5nWrRCPi*t?>=Xy0ck`3gJrd?~EP+-f97@X!`XJWu z2;B;XkD4EVq>Ah|pBT*vHhF%Cg74MrRbRAuR}P+6j?%p`t?%20udrUojR1yZl@OLh zJQimpu}$I(-;cZ3Z)g^R4`S@zs<3Qi#Y95#T~_25kQ7B=!J?5Z{h6kS61!M)G-M_L zA66~u5ad0+#~{nT#DOBv((<(izA07!B4TLDY{rK(o+TqTljrzIZ1W#JY7= z37jE+lh6qc#0#y6T@6d04zaY*1tG>Z1b#N90LVA;q62UpX{b;>X`u2047Gj$b9(`F(EnP;p|=E)~sU zoCeCl?`D$X@5e4d4QjiThTm?9?UU z$eiEBfYloH!73CvR78E5YRD{GtN)`>@kX;t=G!kTX1bHJ?GF(_ma3kVMcMug2J^0O z=|2!~jUZE3dXI<*o!c0%aZV2e;I%_4%I0vOb!zzWhQ|n!lpizz03pV&E>#G>=)6M1 z_Niwe;g31%N?(Qe9(Z7pu7x^BhIgDa<-a<%r2DRxWw|!ta+mgW>s|aN5&$)HAW%2r zhZG`x0eMD;P1tn6&ssC97F@pUrRn1hs@V6f-5!z{Y$~;SB%0SPZR@KlBjNq9q%)wXDu0~cK2ck{8Hy$m4+ z@PNgMpDcKWatX=VLu6?If)VNY32aKUI+0$9K*5(rhLvUB6-`oNgtH$zCDjzL`F!IY zsjlDzFZKWb6`aBe#6n-x^}a5Y{*3$jw@yQ>BJthsrg{u4ib40bYg;=!#RbV0E05tJ zi?r@89WNG;1o*!9rh0HODB5&Z3LLR-Gr~0rD=SEKKyeb~tJeLkEo`t1vVU*FhRjij z?i2hPb+ddBzEBC=L@Q)2aJeS$WGvw*71=E`G< z{un2w@#2dsH4atVRTTB=pqt^x0YkzfD) zNJyU1|I6DmFf6xb5g>QCU}#=Nn3x%^iZzATb!({$P54mxLGgA0JXEOhs<-*VSE<+V zj_-qPflr#)H?w8)(P<)gzxRzstLcM^KJW7w_*~;Rqg`b`k*Bpc96T+yUK>;LBvQ=3 zIPbBQcY&O?S&MxojL?Zk^L$|z^3?)E)8a`Ddh#ByCAJHwLpi*+7G>)TwR@1)(beRD zxGJ8o$xW5#isBwGN&o-R`~Q^~9p<`w2$}-Rgccrc9>|JPPwP_3fBRsb@)6l|#A6kw zGA2jfYhQZ+Ame}!61{P&$7heL0T)a0(6H^G9Pc)ErO?@*a*e979b+hm~d2Z-xXQ^{hAy)r_}GL+din4kG`q| zI0tZM5S7dxZy8KsvxshpR0#I%&bHUMh4&bLK_7&!Je-XvR4q4=oxkxHc+0GSdIiJ| zm;xU*gy68lzRsQLIi;(j?XEWgM#%%FNsZlz+cT&-J2dN`s4~r(QN1FHXl?qZJW_Jt z=a(L$bWSyrMmD_d*1ZN7d5xPeTmfPm(Pa}RO9_o{4HzYQRa_75%`{QMRsmd#G@sjarZ%!3v>_!xWD zgt(BLsxp2AMsJdCrF9~DJ8zN9y7k%5(Lk!UW$8xl zF7&2!<;|aXIs;81>gisC#h7l1`NO(H%i`><`Brh)<`P>JU!A zfv@0qXYifh3QlxxXCrQ`cF(6jkV@=8*&%u?&(d`$&~lqk1CD9iL`-RQNtpG)K|o;A zal%Z>iaysU@AKW|h6h0G5tOdvl6FT&InAv}OMJ(j!T&t#BJVyiYjX#1y#CAtNBCl( zI8XfJy(z`%epm5^B_M!ClPezGGh_e%@4wzzTV&|pxql?90UY#u?OXh}B-^iMyAb3T zz7$BbG8mb}`pb|?v*etEXRgY^#+xQd%UBKxbkXZk3=nP+G8Uv>Cfr;w>W!1$v8VEJ z$dgC#geF?H;KD$^-H=ge6=vs{nAvDimpI)v$ zP5_fQB@Iz)NY*5ug3F%mS}o-lQhMJ(ynIeLjw%#SuBSzK13cM=J-cK>PEeKxQ`!Sf zoSo1%Xy23`E~!InHRNP`gqV!Qs_+V~k9C=)Jj-HvX0eR-KEg}miW|_iA6Gr-(l4+p z41{75h-6}r4~RCrfY0H7uypmU-%SjQ7wVIenjiB{OxrX*jdZ0xH9oOu9y{dp004t$ zXF|NIyFIfxiVy%QyBp-x%NLe1{V^ga2G#=SD@*`k1Rd+=cisy~5C3i&4wwS`|5JJj z0zSqSiFMg*4eDn!V||NVMn3?}JfXL+Bi~LJIvZ`2p!dD=-NRK_h36tb&IN`i(=XQO zAp*~qL77&DGTr;*%q=9(u=Bu)*U!NUJ_OSr<@76vu0NHUUc>(2p2oB=vLfxUabSb| ztf*>@zyJUL{<44ys5*i)?LNmr;IiJ;#k+k)NW97`h<8AM$gjl2nibXRXb~Pho59Z< z>AXUb;`HQ`T_aya5<|ZX(KHK&h~AiU^>&pu(dTmS{5QT7L3G6RSU=QZ-TuDk7J^Hu zmpY!^Q8o2|!-kKZL5vl@TAX)=uIEag;ABz?mMjLm$5@d}_0wrS?b)6c9wKZZFa5w= zJt;%kU0&RyntGHGh1mWPg8Y@5Xz92e7NWyzm0$KrtGQ2BSM|Nqk|&42aaf1mVzfNA&Hix7A@cB-v7 ze~!}vCzbC(Q;tPZD@37|bH!}_op+Hll_~V9pWmQvlg}2mPM7PbI2iwys^6mdn6A7` zj1^+mn&KrDx()ZB0z@ow8{t1WohE3V-Pry@O#I%UW+b3xx}4#!AFMay3jjtpYjB9_5Z9Eo9&i% ziJSl16Q-^*BZV^6Cd6qw0CPZ$zi+NuBUsOGnfQCY2A(t5oy8EYxSG4MqqLps9C}y<4sZb5qSBo3 zl3%_Qx1TC>5NaC2;wf$nuwzw`i{0*C4|#j8k}3SbJUl4yK^dlgS0ldN?|TVz|89L^ zZqW}nt>4G*|Ld509RGi|0^wpMdjZ;q5HJ%i;FRNuIW7EM;+V{li{hoe@S!R_ed9kJ zKmeGHgnMMcpT5y+SaSKs40kz5A}tQMdJh;QZFzh+O``}JIh{SrpX~si@fn6jQ4(Vg zcYDMyviP1U-~Mkv1OIJUi?3nxs2qd&30Q?-Q$?t`nC!&$f;r}5iA$c!x}!r*8Oc8T zv~JV*{i-JNAZ2e|Py@RFg*HVJFbh}z;}F+P0Vrf&2Ac=fTG?ru7puM|-%m-tDxgDg zineihhRu^NgUV(~zBsg+4D?l*-+ZZqBUa@hK29)jlPqwy_5ZcTn+rh?$`tBHHL~#U zX%SlDXqkEkqZuHC#k*lsl&X{>AdtN5ydK0m<;dsEfaM(Uzo-DS6|mD4t0=Ng;DI0i zNXu%Z+eG5EWV8z1+Wq%&+E@#q|M?KyX?X98n2=q}Xn7#qsUUO#*vJmqqPd0Du|(XV zLJl@}zNkiqQlMW0bSM>J75MYoVcmvY%n~KIYsPpCh+`tx)Yc+_JMUXY^EBGaOs~0= zq?Lm4s!^-*J&GKHlO_G@xmEVmn`@MDQo(_fT>Na1hn)-x&FCD5kZZU%k}tt0Yp*6n zI5unOEx$$hy-Tj_{P=yWLIvu`kFSmKZJP??wN?`#t-@p)I@9q;F;-3evqG9U2W=29 zglb#nziLgiC`}fc_P?g|m<7Z)s0L_yMjlXI81$?Q1oS!&bh2wUACfa9u@LYbpK1y? z;7?vTZqJ10)4KzAl$b+TmsM-Bh{VLY`UGQXnz9(G(=S1RM`n zh&G|}S5aUZ)_ix86Otc$A()hrVh)2VUMM)1_hPqVlgvnH7_ zKUNgsF)TlVSVZz4QEbA6`hK?S<~EO;Lt<={CNm9$JWBkVIN6-(tED(^ta7w?HY2Am zfX>ooz@`4PS=4t)0Gk|X!7;0i2QS~4Gh9f$aYCW`BgVB|r}@F4 z^Fggk0M7Y^>uhl({xs^~a|x6AZjH0}ERcM3gbmEQc*+QOhJln}Wx7NmC-sHMynDei)zG!eiBghv$9a3J zZwKlO!*}AKuu9wo)PG^AP{+N~GVIGDn-Z@7sNB9R6|)6B&$=f8#~OZB^qjyKUe8{4 z9Ovax;n5AI3UDYgUL%UnGGp(RhC9uHlm7H&)jnu<5slOkk#aOYH{P1HFM;6fJzwX^ zWT(Ca)@U1w@a%vDDsF|eIjQinZ2gZwrO4ZT+kF#|re(4!MucpSo(4W*Ywv>+r#S1Y zoxe)smgx7jy^s1~uyZZ)5{?}}Dd*+A1{!}zj1tN)(q@{-w-P7pbbxtI;iM}1=OiDH zk&WB&{3<=pBn@-bqgsLCo}!D6xQ6) zI#A~su=51JJ_f-T(uQ{cIFlE_Ka^viUNPtlPn2gUKr6Blbm*U|9LA0Yf>6qy(|Ic- zmef+OgdEp9LE}Z63-?7($aVPSBOz4m&U78pF>ah}rO@-HxnH{7pF)k!2|y1G(`xy_|#O0@-O zwo6fVXLKpI(aAQXxoNBa?YI2YMi^hye5zgzwX+NeiHs+TaEKC3^{0p{kW(xDfB+Ay z(Nk;3VS+y7;X$04C|eYoTpQj_cpXmK3^U%h-h$zqBSuo%xzACYvuQLGu-O&=cC6qx z^zCZ`aNNy75;OX=>}S9WSBuaum zlJ|xLemooxso=&WUdH`9)de1|ESPx4ZoZX7V0|}OUHL~AU}?p(M2u|=YIP!aUIpfq z1}QS~e`sOqJ71TRfOLDB#nsM=PEngV@T#))14ephf1es+y3r(prAY3`_lo?P?9!qn zv$F0rnw+t|KhwxfPC2$GcJO$Wgw2d#3X~5K`)K<&Q2~$hd?@4d*zuOY>n8+#RAvSR{mvhL(Ua>#?Gq=l$7?f84zu z8#qSafU-=a=eyqnexn1*gE*b63vcLn++Hq1bqeP4CDwU@0kP(2mPIE&Ll&icohV#T zk^f;o`iRwIl4Z1*g$J9>30^?M6aWAN001=E{egqcugc!1pRIq3P(UuFyksGS>;ecF zB%V7la~uEwAD-g@RxN@5{H9rYhDw`P2jV^%l{+dVkTpEPe;{2!Y*q*L8}0ij#ikJV zJJ@qL4nk)^B~W&p@8V?OS)HuJlDEXAnB&m6oMxZ(IZ^$1hW(PYvqKfnPE_ zc_={4=e{(>N6kn&!7%sO&ieb4Wi+Y5GBN?iXcEtTe!1};|MSp>qJCs=Zaj{8$jp*@ z&U0Oh%>RVlaypn^l4n4^4zew@YE9ZV+HCw=p(g}F1MQQ)W}px?1g}MPxTIf6gYz>| zkg@?`yS-2P)oL2Dk>U?mD-5D32qqw27UT*Hetkuo(>Sw$(EtXCzskY|3LqM>;lAqv zhTN$xYkfv?P56||ui$0-d+rT`MviFg`vlCv&~e!?I4ujR@hl-1#dCeX-Q^V7OLePn zmd|!Ncx6;8JT!Pk;NM;i0E7?RyH8Nd@hWw(6dSV_%nA?5yIzMiaUar4QhtgPn*3RU z_wWDz|NpX=}wi}bG5 z7D=>1sF#e@UE>ePPKJegaPzfh`@xXr)G@!(pO0b2N-ejs65`k3agaH6Y1;$fHtV$3 z9y?N-b0K0`>AL-0H#G8e)g~y%{F);c}2NN|3KV0u$8SvFFaXj6A;F;|Nocg&;QYbKp#Mtd6WDW7(WDuUs-<7|7&K)MHqV3g-@Gx1SckQ zkN2*DjIXm!wf3HsC?xUh$9#DR&i0PO`GsZqO}W#k*5c?D((RZudme7Te?>ZmMBx_% zW`h*Dllo9Yd`%@iroU+@_0c$z6Tj&~Bd=uG53hMHm52giWUTJUc(&A1b9#Kr@1S`Q z&hfd9sHx@e=Piz6*Q-$`THCF>;zva^0~`9^a*4>~RL0*kK4yJmGE8gpm0ac|ibnf8 zZT;^=SWpEMJ!_b%3<)E{45L-A|MC0(&n+U#f|!mgu?rx3AnEQ&cI@yk3<2lqP4%mv zDtjZUOOpc$vrIGNjwYF+n%T%x0~U5?2JuE`UZv=-E}!OCY9kygQHydf*6>qLB%Y1d zLQ4^1j+u;tDg%3`pU;3^;?Hom-=Bp$vIl%edFqbCT5d~RRvoXX0C|DNK>`$Fl z@REab_SEilMSWxE$Q7`$}U~=tBL2oEWj%yCjo5N|Fc(Y9zqV-_D?k2;0c}c5phXYi)lFz zPsv9A+=;`6aSDe@TB-zmcyl9 zp7|mw09gWzP`_a7=l}onK7aq%TmSRPW%U360{|BBO5VlwxU^Vqdr4Kf zAIOd%6alvvx{OT9?`2*msU|N3A4h< zC6Ndn7`~=*osHlHd*9L(Ko5)^YJyA2t1rp4)G8>1ax4@f^D0eCR<|AV#{)rR{%(SM zKJ~e+NN4M5%~K5h`se@u{y+ct8_Td=5#`)^ng~Uaf{)jHiLCM{TbAnG>9QAhPcQ%g z0{{RS(+%uy#V_vd;@lp2(GLkHY`>~^+VmD-F;*WHpb;8u!wdFtk!53Xdk+iTQBbX^ zz&z+&^cD(O0TOwDOmi^AMD|3@WtmTI&Af#_fD}$1ufNa=dkZMs|MFsUG>D;XHk*0< zS-h^j@<4y?+nCm8VNSlKJ`|VG;|vC6;ODkAyY}5uRqG?|J*L04YH3Rwve1+L1_HMd)i-s!Wwm+@3w9B|Gh&y6`sdgGS@d>ZZ%fN+ zs*rf!=N=tD^)VT=A^A(1GRchsZb%F3lAloB=6^5i1O$F}e-jbmn#TV1*?r4Tn9!Nx zqyydsER2qOiKLfuer}c1M^Cu2gr0Ug3brH_YD_o`0p2*V)!n%} z_BR-gv+{C!T}dYCtHj68EIOFS|2F%K$>$%Xw2)PPwV_S?HKn8DUv2+rS7~&3$WO|9 z#I5!gw>NGt@Hh6&_M5ug#i`+{-2kQ6T;g)A!LISENMnqPoCk)qE(>C0>#SpKIFkHX zG;~ZpHlZ-Ai`>Y#fT_ts#28UKo&;A#mrnq!;|Ke`Bq9?s@Q39SIfFS|29`hQ0@!E5 z7z}oX>1wc!12`lFRB?LUt3!I|OXvSsIfOAKp}(t&_XW@8&&i%*A3DJep+Slqmi7szG!(}N^TRQb~9Z4%~dK4Fyjb%?&_2mR6Z%i5kFpKAVT;=MNjEC(V9T<5!VpiNLn(Q3FaN6Q|n268gS)ETlmLR z(szV3;44(cT_?mAkQ=;hj9Wg%B4p+ZieI(h1JY-fv+PEjBH`Vf1za#yD$RUEcDcS{ z{9GUu;rhRfx{upY(7k{Ebrt~9o_H3Q*dZ>`T&We1ZnMg^907yqc-F^iNT#yOoj2Rb znS9;o>;PqWNunHZvK_qKGf@~xv|{>GQp1%ly-fl?Q_+ueey_tI=g53DtlU*uhvkeL z@i6y>LB$cf5#pub^!AAjS}%BnInKwkt>37tigSJjqo+5>Oz8zKO$hm=p#R%M9U0=d z&^MH2znnE_R7ZKkWD_lJh_w!L;LbfSRv0S|L52Q0IkJYp$wIZ^#_<@C1EI2xPt54l zD{&b{OW#qktcMPctOL7`B-FJqNXu>O&Tn8w_n3*zYQ>DCSN!W-tM4A)8dl^|7651f z=qd#Ll~SkqnK|lB_+KrWBGYp+5tC4C;)D-0x_fzyTDY9$jXUo~YnIIdc_sfY=f39WM7@@&8%g(+Iq*%lLZ8QZ+8@K9VB#YcUBRcp_&N@c* z0ASbnqOfX@k|dh1Aod5H>@LeHkh6 z#y23>NydCe)ez@x;$tw3I2;3qR4SrZY}wm@Dh|Ukb8tvBS``@sQvuK<8@AVuCtjpt zM@h7_VTjwwVXvz;l_-Gz7_JMfHNXxy#$GDW9QJw@#}Wh(E7g6g-lb=aKn;hZxca~G z(Tyw0O+{Y9w6J(aF&QZga>9X4kU7#8ZAm(C+J^~!+|VeEO%Y_1ecVTIwP!I<|ME-T zV04GtSwDD!CQtIz2RT=JFZ^E)pe-hQ(W>X9;~;tnmFn16saeK(09Cs+=KpziGn$8s zCw1&c`rAd;ZSMc3Mv^`#+Pb8mGq_h`Co5N^g2H-ws!#E+pe&xT)qnz*iTL!M)aS+{ zp({~CVKSW`98v7s3ea=uLsrCdv&P*(bN$Hh{O|~QNU9SAH7Rs|4N9e=9IW!A1eh^r@9HrZj$d^ zUYvf3+GlYm2w{?WHJ9!8EA6yx3Z|W5)CvZ8!+tNqzoanAZ|#rNS4{Y+3eD~t$UK#T zcW{&0+^=4qiM-~B%yj7tBsVCIL-(zLu4H|R-_DnA+(a^+GJJ+LT!voQyTQ93yK;Jd088x@~e+?xlz zTbZB%knPD5a)0@Mtn+2;gNtbBHYBpxeRx1_2O2#C^@*ytjr7RE%j{diGOnXp8B1eL(L^}}$C?)<+zs|7PJ-yujG?Yh$Ts3;xjNA9Z_w!&mNr z7nB;jvphbVc^&U0R_MF=vt0VB-bNOf)LC^$XV;DUW`lyFSr0}$3+^rB%iPt?`WYz@ zl@vl^)w|+vkm#~Ou|uu6xP0R49!ji4nJ)E!@4Aam+zkm+Xxuz6H83&+#1fV^M6~qZ z0bY6rym`+fmPAlL3ibPZ%9?GIPZmlc35lKViIuyXE;-Hqk*h&u&^{^H=Xafi{_SR< z%RAXJM@ZF&K1%fPKi$%?tqTABdz}~B@X@#){B@Cyl@C_cZX#kWZRC>e>o32eBGNqa zC0jv%|2RN5s=&RG`t1CxOXwN_xuaO@wo}cIa8tCpNL~B59jwJJl;_=2VM$QY?_&?# zqJA@R{<*hf*|<^z>vyCbE}7dAobZj3uv=-u`WofutXGqd50qd!vYuVQ^|aWzJ4GC$ zIaK&4se$*vhu7NO-U4mGeOH2sG4ISe)Z&lKGE_7g*r`yAr0qTuwcd4b>Jj<8O?Xfy zZ(;W^zPDBDMwcN+r-*AN1x`nWYJhWqg})H4U*tsADj!)M{Da)#9GWY*Ye$k02#-;Zwo(IoBP{s2&@MkM_Bz& zU9t@4*c1-VDs*3u@Ld1@mkFn^SecHT-kmWCl8U8IOlb)h`aw6i3s;Nyu znmG)#rapUS!mif(-GS@uSfk>E=g*;d-iK&i*hj%}mm|b=3S!fi{OYh!Y&FCMLU@;q@; z2Yd~|BALy!xVOlBGV#|Co#?4EH{Z2t zPygf&J{||TsxAIUY)F&yU%XRvTqcVbh{5&Hk-0zCth+EbKitJDy@MQL$CIs*r@IQg zVuI}BRB=4~{N2Ev#s|i!YS(V1-5$=3 z*l#Z(Rh8QPYH!_xr6sj}A2C3El`H|Cf!Aqk%02==@gIHit=i;SP`l9b(4t2h6NSFB z_92t#z8%Z_BCp$}HCxgDF8Cmnnbi+&EH{@j&?UuGkhgi(Klv6E^KYnS4i(upvKSqX zKDIL2eItA4Tj~-rpJqAwUijG9YZUKz>bR&VJlIw=8Cv!2+yC!P==C zZC8=DF)&h?a$@gS-3iSVZ~PWhmjftk6C-Wlw)LtCyR<^o4!KN)gU{rAhX+8=rj-o>};45ZR zy?pm0Ie}5if6IF0b0_RohPzzb}8Y&nogGdp`sd>_V z&rrp6{>BcmgeP$!1a_FZ6{JRr5d6 zYw^@9)oW(PHp(Jr9Eyg<H zV57LHQV4_3`S`)q7q*xJd;?TMc0yb^C(`9gALbMgby>x)RG_}h-$D(+QY94O|U_=6Qatx&@ls^$!0yZ*hd z(+zmA^}Se5u*;g%zEONy>2odD^0>=H;KEllm^;3GfM*7(2iQT8T3mzV_q~=C$dRc{7KmY&w z?T}r+x9NtPd;)Us`#lAA0Cpq))tm=FH69tzYe|+=(?LBUx7XYvUKU)Iy@t!BFZA5R z>Knu+KId=C?t~4zX&BU0!fmnbN~dv*LFuD~ts1g`02UM6- zi`@Z)wAmZ8Q;pMm#i$&k))UD-Zwx0{{RI)TD&rw>$w`8ESqMrS@X~_g8mc z9fOGyaUf;%W~V17ldHo+jj~+<6hBmc2NExj(HuA0Yj0FLjUJ2%3E=9>U5S_hxuqVZ zOn8mCzx|ol{Z1;DE!$N}(OAmN9Dm}0nK7kczADiZN@$&W5CD_AIuGe6Ld{)HE$l~7 zQ&}o+Lro&Q?6;MIi6s{gn!v$BrC+DL=VeXyv!R>fLFHx_)Dv9LmS=cUki;coKnhpZ z%SBm&4ksyGs^+tGNb9v?f)RR~S8+88$Sxi}d0!q_mVS1&`Yr$emj5rubsrs3IL?Z&X-sMMkYg^6&@p8`u1=BH&RzV;I;->o_|e2i6JOEoVgu#y2Z zt4))9{o6vc-Cx-pWr0xdTRCAlRsR=w!(C?%b2VC)%Bwr zHXt1f&jQ$KG}aBZh@dyw-n;J3iAIu000P4}K7u7nuaWf^6h4;DvVTRkIZ_2oj- z|8_KLVKj`+zV7+J+N2-+H~rY^#PM{KX3QZGBgJppCnv8!>$T9i?%}eApOuUUDaT{f z(GIUYMSe*v6Ux#}`9g_x1FC^qN5ynY|M>qP$a4fl0X3#f=X>B_jG4IL#^kqDX?{~> z2De@}Iw*IFp{+zGr7!>fe|R+22&HvG>g*{N;H(1M{=`P-J6sZkSaBu_g*fO;7=DXG z`e(`1hkx-IFu%fWudTMPjPN?+proo-jTEI0(+K&EygUE>?tkq_kH?diWlke_>pEK8 z1pfB$L#T*7UsV^4s`X$LSh4?tgZp=f5mn|*vlrNBhNkw)C5cC)47qa9ic@BTLh==u zy!-_(TQsajQj9hzdYhuRxL;q*;h(GS2Bz8-?Eum;%i*s4TZP~l3%FLSwrP4v{3SJ4 zR{}YTa+A#%i{lJ(SR6k|DYwLR_@tFK!XnK>90;!;T;+oZ~lugeYt<4X_YF?zP5;f8*`bI zzDyUj%T*0=q}_>dTdC(4_y=Z`j#NK{pxox)|9`ga^w*WUl7^i##H}O_)!)M?0_T^w z*wUY*vB6>`4%|wFl0BX610KdHe+e06piW#Yy?4D|Sp~s}GrHk0z8@4WA&z27+sa8W zd{zb|{wlez`h5F@Z8$*s%u)DT%Hska6JYJM!k4pnJes?VTlBU6pd1WZ6I|!S;}W(g zO36=}JXjAwBUfc%QYjpEAi=uyFap8h1Cqyr-Fg}oz$?pJ#t5Br3UBE@1Ff$8@{VsX zuRcuWDfG9JD>f_#2%xfe5N#R|fi0585*{ea%_4Rjpu?bd+iItq_EM^!SnYk}KZywz z+D+pMVQJ9y~UjzbWkbRso>Wp}osti7Z3@9z?*i1eEr%%`R*efeg(J2q89 zGw8c4{Zf+6(AZ|bCo|{i2&k6k5E5wB6W!&8&3th@=E2`DwgOlX>RDvlfzv`MPb;}N zwfLWPf4Sp+pA-B>qksqgH||0}8ro1y&jbJf0|6`0e@fbP-r!UbClM5Y1t7e?uf^LN zzYRQ~32|xFOt+RhK-HZN@~^h?s_$%X(+Q?3ddH-qLn+H1U9SW5n{+f~Ql z90{?eOu+QlH6q5vSt03Xp3jfeEfAum5N~mGPvuEBzG#5bBj9=rWN%#i!njhH2k*U&`64GUAfZ|0rxs?yI6oq~-z3r$#B} z)PEXc=MTp#7qwLEJbl=PGG>$RJeMB2E%W=OYD4Akco`@*7BM0^dr7iSbb3TILtil4 zsl3jR@2W)Gz@pJN_<;El9?8gTzee6_cr90Q0Dm=r^~fU|@O$T(NSPewsrDvC#%u4~ z;>;8yiU~#r{IV_BXMbamtV%rBKTBRKzdON=rjgv9sNJ$n*#!J*LcNtGNJ$e}hRXKc zzE|n?4X~NyPcb}%Ft^p8f(G$CVz-UZC#K(LM+i3~h=PCAtA{iOdXFMHP7^5p@qa83 zqlqd@UC6~dzrT%>av`rfcv`=H%g3CK;KCdIV&10;nA?E(?25nS2j+6VP`GEp!AkSZ z3I6w~xzTD=CLsS#yi3|oq>xQKz*#Nr)w4k4#lZBCe;uy=tazhsvAUkBH=?7Ho~o8+ zNhWqUx;^BaGT58EbagUED>j0T?@>n~vALI5tqh}W< zF)@r3hS_(`VC$m^9L_`gp0t}E|FYpyc6jDw7S37qYrV>J^m@?|YS%Veh=(b*^SQd~ z`)zS|W9#&kMl zEXz}h2rOFmTX&?eqV&7NaJPkwd;9p>lg=u(7UA`8-YMH^U73e|ti%NM>{%izvLqd>q!mSJ z&_;}3+EEWiT^q}J97?2OyJeK`zS;wdXUMocUVL3(L+GqQuze{42`gCEqP5`d#kqg* z%7wQ9B9gI%a91@W3;o24v+MYrNN-Xk7-L6*a(}kjzky24v_86{Yxd*E`j*ADG}FL9 zzvg7JLPr`&k(HW}DeUreOWpi(x%s+H5ExxeDKdglWev>@1^RFnwsg{FB@(@g?9c40 zu44Y|Sx;|dU5NxO512pQPu3eM-JGjGPhG`Q>oE!IUh#?(|9OT|FD3XV8ul;cTn)Th z1?SAncMc@d!oeYbkM>V#f>(9Ynb@WhF%kO*TZ}uY3QUi2Rb!b6F))~kz;{G87dwUQ zl03n|JY(ZUiz%ot?8N><08$io1t+$Z%H_SqLp9WvU(H8N34<0MnoPRb3b}&cWs+SO zvG#mFwp3CC8KegKsGK?&%21L8F$_GIhtfZ0)O)t zZ`qV!B2Wh%QyeJo`?xO%Xrwra+)%_3Zq+6*}A$AvESr1~R0SYVuIyu$N#nXY*x#@-Wq^_QH#Y*qi<2<&_sF5zeaE8J<{ecu zNQK0qZo6cG*Xi*{uK+GOHmo{IDC#NK97!02SdYXi+^R=N&P7mw&jgJ27CRo1r%{zJ zDwwOu1~c{+MYJzyvw&{ea)+Wv(X4~5$?1W(6O!w80;FDk#qIxpA;gZLUxk^g0>h$q*}bmO>`#cFe+r}D7d00|=-}|8t(+^y{xrNc1&06gGsa<3 zYm<*7RE_!Z-piA;y>`XoZ;?x`d|-krvFX;5fGP5x$Uxho@|W{!COvEk?!SKi|1xaM ze}XQ1C`8536t|^W?D7Wox3@z3&@i1Q*Hn=C+oU4mukyWlvvG=|FCB|0=sB&N38Q;= zWSf_oRwty%mKW3JzaypOzVZ&8#cNpVC>4TR_+05)Kx}ZIpxEQ8Kzrz~*9SK*fZ<|+ zZ9Os8!0+_-9N)pw7GrKu-Cx9aIRCBn*)@y#GSl_A_Gr{Q_a+_%B0ANF`=7{){$ftQ zd#DNd?8dwg@QCh|TjhFWyHsT&H%t=!waafvKsN`&!;QcJ<6r^5c{?_XRn=%o^86ml z-}q_QEV+0(SU@I7*y+}Q7aG^7x!hykl;>Z~Td^AsMrZ}L^^MC{{Ws+y=a<+gCJ9=M z^G;G-1%*Ed7JQ+*ViStU5!5B2Cg+(nRdd(120;pC|1fzw0GoJIYUTDT0OkD4^<1OCU5k5qt8 zsD^NXr1!}Iz*f1*xv?kJNGB>|R^L-jIXBHnb8dFqYj56>ngSI+u!Ckv#iO4Rcr zJ#B4$}YpKqem(EBK zbO)4;yK3pY(#FK8123OMzVN#CcVUe7r4~%g;*-uNRvbz7|9RVMg*1~liq@(MGd+4_ zvIH*eF0?j9Dr)%>?{)@ZK-a!)>?(PF%?^(StW}3jYw$MB5<{eI2Lid70VL`V#B31c zGTtcRak?%P7ij@YK?2ljv3J5tr9e#VJXbs1Aaoy*HTPcpOJ3KS*f&}E6|e4sdh7Sq zKe?5;V#zv7lW)VOiPNrLk>R^TfM#@~chw4Nl_Wj*f1bWkjBFSuT4HbO)ZwL&|9_he z$5pq2K&6Y}e=6xfYDRAw zY@1{aMSWf3#zfJ?6k?XspA^k8houd>6_FHR4IJubQ^~0oZ@sp=kCrMM@KGF?-_#tw zppcUJJtr4-Qj9g#15F02r)1fc^gWFZ|MeYS`L5&t?R6*LrQo%Pnj-u@)9^b9Tyi?^IlQKcv`dX#-^)U#SxmJw>Ix7{Nri~q(iW7%}{_DTyxGZ-8-C( z{Oe5lgR_dlXO*TZ&uBNI*`K0WPpHy07PITK*%EDScd= z=&s~?bcti@sH}6FqhG@YcB6(7;OsaYCxhyj?_}Z(L;f?lR0m$tMMEA}UJ^}1B5Y)K z6dw}IO|H~~zh^DU@Z?lEmNn~$xtgE&eW*g-D1kdwpEO5j9BTZ4>l&OWu?$) z?dbpoAC7{em0q*aul&&QRNQWcCoczdtG{Xv0EBF@?3r>hHo(#drnce~)KD8b!-1c* zNpv~gQ;R&pZTQ3;m8$WXfp7YEOSY}s;G&aMoK69|Q8;C4z!I6pvqtxFTjHY?$}zVl^gpOjl$n2l!$Uvj1X3#5vC`>{LjCZbjOQAmmu7A z=KYY?tDlx`4Z?z2!0*wZV4Q0QhQI$x`@lqe-9MQ4#YR#*iP@W3V0QohEi2%Sud!S6 z2t3%_cfw*PpQH3$??&jU^w>wXjR+%pDW4{VW4R&bj<#}q#?Sxld)szyV}r8daru$% zOb6{AU)!<(00RI30|0yQ>tXoG)a4!p!S3Y9BTh7)X!DYpBR?jL{^oF5nos}DqFw!9 zPlh)eNk!(Dr_6JcX;*#Yq>W+z;MJ)qt$kdMS4DA~M{Vtw%u%8{IJm#6s+J4)elavH zYZOK!q{c`V(Q6w(cMWf5{f6-{S4E$shc$&`!!||Sc(K?*!v<#XVqp32S`tF#SDq=C zXfy9&dL0BTHFUhXHtBDHx?c6bf|D}W-q*uDg*7VCa?p}q-2~r93<4PXaZ+R}uWRRm zCe0;afA^4`!}~yjLS#r!1yvBMl=jG9sJTZD4%wG+ai;90ekAF|Y-qVef4s2T zk>6l`msJu z-~nU28a`UL(^JyKl&c$;pdw#KFVeJu%$yVV!C^Xy!tn>I69zp zTXc(wWuZp@teKKV+cI&-!ZB{V#1`Igom=v%8>z_fBxL*Y3r^y0vdM0)}HcW{Asjcg|&y zT7ThMp^%Mx-AgS^C+*=(GsWfMVU>sWKS__x62v$NO)T#^9Yu>q549-SkQ4toT>>1B zX1vt}IXGPaV>ts)^wWf>ktq)K(XRvT<;ZcDH2T;)YCjwPGf0S44eEIPr({TnllWcL z+VgC!QIlUB(i19HYfsDDwl94bL09IVxhKhWkZAV;i&(2IBrSUS=^fAKSK}AbR7po zLa3?w!cx^k_U%trs`XRwDo^@ty?dmc0W41!%WBp{D5q?eU1=C@jnuB(i%dEQHQ=iJ zZ!LrT1Q~tWeE{veG83FS0tR>tVttj!MdsYa4%j;Zy)NTZd46r+#2mKY;&9qj6jdG4 zOov{x^I9(PYSaW~%7;%^j{&R}1~zyuTbj{&H1Ku%wiT%nXT7==9xrN4hVvgAQ)S+X zj9fvGs2>0xl9F!%)#!KSGVbl}%fdHPo( zRCM$oF2JtK;464{aVt(9p@wT0isi}j3G0THtGk(aKvX40fz0hTqVqH|-EmF_&;Rdl z|Nb++G5K#DFtfSB>*K(z{fCM*N(D>-s0c9jIADQE8@AJ>bLr)OE zWV6`i65=h+3CHc?C2W6N18WlmxVVm5fM98#s-j1C0oPne(QRHph^I(pivFPYhwA7pg1C?}*J zE`&lPiNi~5$CO;j%z9YqIYKg&#qLM9(&xEU8&Mt7ok?r-k4FHDS=yR5BR{Gi*h>A3 z0IuVB>N@E5)Z?@3E5!>0Vt8& zNx%+W%Ks#LtKI;ND`f|KcfyFsdV&1y!cdqKnW5Lheoff+ru>%RVVj?aZLJkF_y&<* zDvYtk&79P?I_Dig#gx@SKJJDE?;Sd@I0Q?r@*kfbj$z{K(qH8ClD;qs(f{TRHa9{H z=2cThx$2qXg*&X0-}>eB>UE0YdfnX@YEr(f0T_@j>J+*R&N9ZFkKM|P-RlnAD@pJ( z6$Cv=$``$Kcx(wSbjph9+~g{?E`YdN_X(+9XVxQ@>HqlJ6hzJdITm`JJgI7Bnt_>Q zssv^ZYIAD~ihc@S!`OnVx})7iRtm2wGj|Wv28mL18LnbyVtJy;DoSfFVj}rC_zBpj zXLFZsbnx2aOz@97G{KgIE#oyiiE42?q3?}<`}5ju*K_vJM4ClRf^2XCXZ;?h{l+&w zzh{6D)5A-C3Lq+QZjl+}EL+ABIz7et2}HI<`g5?R^+Aguq4RTV*9Tl~u=j%HDgy)4 z{kPp?R`zU0;c)pcrIpX#K~Zm`(9DEbd^U zya`@bm&h9$AOGj|f$*zYKp;wXc8&|_FQZ(mnaN0-4m_|Kbe5^poy+SJz(+nPdUi-H_6J~ahw{^Cv&EK# z1GL(3`D+>$#-gTGa&_jFTxzL1`vUvbRAz$6XrfY77vQc#`pf_RC_a>UZi`AwV~beQ z3#!0au8ZiafBN3sxcO?uxDJv?)kx&;nIuG#dmUhWZDp8(`I==97Ztq|8IW*?RQK!Pl>*5O~h2a;d%ab|EkW1`v6 zG$xdMtItw}8^qP{!Hf*(z43`15Rj1GY^?wHC_7^x*eY~mfj<`;jw~r7*$LZ*&et@f zJ=%b=U_IN$5>|P(82u2wi@nAbj7i3i!^k{tejg*6t(rmIQE>~y=+lCa|G21>m)LXnl=ml_hHruMHk-(aQ3$fV>{lOv_!0jI)K zgMmQYO&#qq*~4=4oSJ&tcCfzop<9_R$Mygxk331l)n#;0T1A2O2?On6WCDgu3cqau zOv(GvKo7l#l6-U$?X4vxn1IYW0-O+Cu#JgT!`U{MC`iRIdWD2#roBQA-w#7dtbdtOzoNH z5sbxK<`4S$^3vIszomzzLe%B-HIERUWDYy%7-6xZWy^1E0B1m$zxXw-M_z#ldvW%# zhs&anR8RzFfE2Oqc4=8$>AyGLMvr?|V9G>qxtcfqw)oYGK zY%T=;_Vq_*5Xn509?Zqcz3{`VYuAFVFPoiX1IW?!a}o>FcDLFoL}5olAkdanh24qU z1g?4WX>&HY$dKc(0;Tk0NAhktAm<@*#b5j!ywR~N-TKqlj@RIQHSGo`ye6BnmRy{(6E;{S%`q83q2z?w2CsXOmR0dFDj~G_!C<{xym$I zjVRxnNBGq61R&EFW_w2Cm-cr{XiyJlGje0u-_O6O`4hL_!0>2o?3KXRlO8@fJP&(C zBZ_ncA0EIpCf#Xw!um{M>k-wV*mLo!{vG+Rj~W9c^@W-h0~@gV;OoJ900094q)++# zIzrk>t9WuT%3N0mBgUI@gIQJYtnr~YrQGr}=z-<+GioRnQ{-TkVdTIDW*=?K5=6P* zvC!w4JLq~9nIAPnW52)qMF@OA7j>b4m0PI_q<=N&7}0@JhUkM%nkZzS$@#O; zMiprT(8a=ae@>k=GoNNiFGmiUWdbO<`ng9*>r4BEDG~WLRZFx|?_Gr14%J-CwT{+X zJ;p;e8DsYGJ{gL#DJ3eZ->=2pbzyEk+v$*Y!LY_A7r(B=e!)>&jCyS&D7VTJX9a-8 z1}(9M>^1Ptz^}^Q=TYjwo!Ckxzv=(#knpvrl`A;g&0|6h|EK?_`A1Nr84J#&8YA?` z`a(f*-q{2j zM^aAHrdLM5;3Pn{7$>Lfg%~Ss6C+yyTADF!Ibns0x`&U$%wl}0%J~=g=#uj;TqU=9 z@61j(f0}o29dvk80^Hgrsz7?2&dEN9!Du&IpjIfu5rgu-Yt6P@kOKa#=I6z+=Ll{_Bj z%0sv#*5N%Og3vy^b2N-{dg1UtNDJgoJG$i9M5V4lVoMQ(+3-Xt0{Ns(~*@_`GLV;0c{y?cucciNdJRt_uN?v=B9lWHw&F$zYa9JVi0 zq?cl*8@!}hX;w2}FPn`mY+E`Ub_d7gofGcg7X4KcnXRQMw@q$Ncb-UOHS)f9*d>-UejHQ1ry6NeNAMy&I0-5Mw=$ztNl58ge6T`Ai^O z(UzJMZd|s>*s{7BWSLzNDy|xSc|-)h)Qz=QAm(U-#~JZZ1{Fwyvm|uzf@PVz;Dp&2C{xQ7)kfY4wSPAqSk+%^w zUDg4HCHMpDKu?U3{&a<+Tm7^2+#q7mxzr*M(%%qPuZ-n5vrtS$-KcEqLjp&97-1Ub z5Bit8F~_hFEE?HrVZkFy5bNsr|J5rU3g>@A-_dA0%92O&ff{x7*hdzNDvx(1m_T|bS8>M+|Gr@~B)YyoO$#kN<7 z53cT$!pmnl>qEkPoBWQ!VP%Zw8;3@jpJ~!!=If$EIgq@WK^IIQvDfS_$;wZaY=q~& zd1L|zPz@+lxRC!C>zOR)C!quWuf$R4o^tGuW2$Y&B8$JR?j3my+d*tudijs|)zE{% zw-J~ym^y0k4GMp(hKuKL)8mBfElARhN%jVRPsMgqz0|cBxjD9)+$kl7OU+%$*4XD-*t<6;QRVMJI!(t5`xOo-!}pZY3;S>@xgRuUncgLP~|Xl6|RZOWQ_2jIP-&^ zn894RGy#kP8^g8ur8a1n^`*a?3|vmhps-X7j-1`BebIaW`;1w$9zk>~LG0d)oBb8#{#Atd#=sF*x{EVm#|u~mCbd1 zrrF`U0doFiiHS{9vgh;ys78Vr8gRgjZ3$uKeY>@N)7s)k2Kf+7k^>3E_aRy*Oom}; zXV`SYLNe{MTgrAq*-qv-W_c+Lbuj3OCfuSk5cjp_EIKP>H=LP%aI@UD9AX|d&q`)s z!W@hGp3!>Nl_BT)La^uxhB8pUE<#SZ)*)xbEdcZ+b05a0?c|{kvV(*KqM-Ez78`dQ zkZzHXc{Ytl+L=feqRp;upapT?#z=|K&ptrZI3b9hc@gA!PR-K6To7oX$N%zAkJ(gZ z7hm6CuI9z}aWl1%EB2-_D=uxtgi%*vs_v``oPZ4V?qh*Uw)Zy-^Je}CZ`d{6W6?e$ zGC;}r&>rt;U_PyL)!hrv%*~V{WAM}J4QJLw?SvtxBRliZrl|oswv6K3d+>RzhB`lS zlr8+q4uUy&OV5UcR__O%R-# zv0(ry*&?@BDaS+)S=x*F9E2%wzxI-_PF3`Mnm5~!0Pe^Au2;ajsK@{QGB8sQd>v#c zkhJ+BQ%Oif9`C2#z{QYoa>wUn^jd}w%;Qq{X~60n&4`(!xdkwN7xO1Sf@Dcy1u0$c zZy$Pjt;SJo#J=`>e)zWUmqNZ%sXT-xcjf-FxX%pmfT=a?Bea7C;qh0VXVvEVS4VpAgzM+ob8NZx* zPZv_Ce!SWq+n*PB+MI+o@^a*y?5oSZIAI2UF2zTzyjPchkM1N><=Fk)leUpFe)oGOk(66=C4njEoZ776xt;T`mBBMsFe06;!W3EL~+;lAQ}Pz}d1@~-P;X(I-EaQG_z zc~M%G+ybrvU{xrV;KSzhi*|#x84f;pL}Uvn3`I) z-Ii%qN7kdr#KDq&cFzWCenE=G&x$2I=z(CPGu0%2Gpc-$Sy_EH{S?C&O5UegMJPIf z{R6yWdOu8s-~ftDJstke@CZr!(ilp*!QQSk*_`mv?;H<*c>WlIh2{Cc&qQU;==aBl zckvOo`c+W`&%CzjRW~M+27jUS?tcMZ@tMc~11E-w{J+wMHMU90g>Qm{bN@~N06?8X zrq`^z0V~X>B>v$U9;p%Fl+iVX-zU43m7HT=LW@QqS)-enAuqcVmMD^^jJxInut<4+ za;Pob8wF+)7PoSlYV&&t{w6U2h81*J_);{{&+PZ6_$A&e8u9J-a%DS1tDSzw;?>Xp zU?sV694TTUij`E=N2%9xsrhlmP7x{t7^67n30|{kabrXeo+R#cL7eWD{QgimsN&d6-F7 zccVkIA5)n7O3ieP34p?^_Ez(I9NGDN>S-7k9wwoZDkd!%nZMgXtl_pu5gu3PGo9WTcSIH-s4m*HMK(A}@&|HEpWGOw_x%bfns{{m zXa^>&FN>?C^qXg;y52u!lq*jOpi)2z)SdGuG zoc%Tt8ecupvo3{cTEa@GL6+B3Z1nN62v=<8UW|4ym6pLT)d_nxuaj*AfXi5c~We z;*d3m*m;qO3##eAb}(=M>B;CMJlb$Mk0W*eZZO@SraZ)8eZr`L4Y@-r#E)^$fN*yB zH@IAVkm{4asD6aCGz^<~1U+1Z+3h?9XlL>*cMM&G##%qoJfkFieBy*zF!HR*B}1rQ z;Xv|3UZy}V{3;B{nT^KXU6TUR?W1i#bfRLgc zLUF$!k71P}w0;~?o+<||p1ehXs$hwW$aL){CFmE!xcx+<6TMrRQ%AcZ+MK9p?(jM^ zYG$%{am;8(@s_X>XOLF?XGPc?$HIu5|G}h6HC6T?6in$8>kg`;U=GnF^W1=mz)tRF zIt#5&lB^gL-V_VwFB16WeewMzsJ|tVoZxOR>pw33Z6N6PWLX(3_M-;-o&Q~@nNPli zNaB7{s{LIC?Qllvaj$W_S4IAcdQpjimDq)r0R@w+Sk~GtXe=^j zr|17^3f9wDBaMQee894P&!rnF*GHdgb2KU>rPJP*EFta);l9I+OyvpeBGG8|6B|KP zF^%%4Hbw7XVI~vVKFvhM*@+-r;v?ElcFo?P0Ei`L$72Q=-aueuPIaSLFla`DCl{E1 zMQ(+x0 z0DWg`b`ScI|xz9tu&1p=~0(mFX`tycgf?hmFom`%PT=Tp}}PXk$jr zpa~}ZXIZtX-ef675gd7h0s!8}lKX6P7Dict0nF^smUJJ^4m%qjO2+Yuzk6znoAy!) zwaYCU@fXUFwrGpq1j(AP8vi*H-Lcr5hq-;SJai{h!A^E%_eM<)=+&4s!xnxCh`fP& zZxA5YgHwR&PA#mIvE^BJ|N0-+07mnJu3Hf~&(&)l4CJmczp|FBm->qE^L7|%-w^L= z3==Mly{-1+FU+@#=ON9%|NoD=@&3a^&$o=H@J@AOb5%#Fdb{V_>2u)1%TZ#RspO-4 zcIz?91lZR8NrxoQ+{ld^88HpCz>qIOVE+`e8J$g;AiOvkJV588B$2On=K&8>dbm3r>pa^`8PQ&)YRF1TnzViRwQYt-^Zws0w1h`?pjL>ZR1_TUj@n*i0f61OVFB?Cg$K_E9DZb%w*B1fp~o)*nAx-}8FWg6D@5sYo)uf#r)$)K-OZtp z{6=}gq&Wi?G#yv~H@^_s&IQ|~_1@G%Q}8oh(FK)p+3?{p((x#3f=~uxR7*oRy?Els z$Q=~EGb(uBIm5EG&oSWp{L%q$=9h07WO}8$IN$Y4iLZ;Q2;bGD&#l3-SGuq8Fhe7W zMPhRg94E8vsOS1{BV*(YLvIaPkm1Ac>yX2=OeinlNUgEt%_C$do36+z~T zF+H%%kMWvVU~6OQ-M1u>L^9VP_9G!W^!eDyc9t9YX9PQoS7x$xFiw{yOVl=jC{%0_0DKByZx}B!^ zp<{46txm~y#6)-aV7*cGzL3h)lt148T-;1)KmR_thAe;o?a#tfYWekdosh076WRE_ zmt30!1pwI!Po0*58|~)6lW*CSQLMlzESE`gZD7f`ea&XBiwlLLe#^j4r*&EXhyVZ% zaPLoTPzN08#(7*X^uuL5wr<=8DwHHcw)s3ljcMuBg$LCo`7#eLn$yBcY8t1ae~BU6 zU0IW1@-rOut|xLMT+#c0jA=FzbBBMp+>ql3N~V0^Y)wBo%1PJhD&H^YpJXnf4f|f- zP>41JQi=maMC8l{Kni+EWTB-JR(eoKwwNE@Dlt#>&D_e`r8|49y=<=rgDcwl)UQ6& zU5L5#@|Trx^^WARjGRGtYAN3;okEZ{5t%^riOmdxKcI{XLX1RY%Om)B19FlyAq-RQ ztMGSmaQX_6CshMC5H zNtX<_5K6`<&WtDg+B;p_h8x1&CoR`rMh!!-1TR>~%r%a1jUi&7ILC1nAxOgb*wIVs zE+XY(Ff;s`+O#ynWCv+$Zh_5Qn$L>`+c4C(8iu)G zjii2LERMa^cHq#hS$y<>Q@p&~o~{7m-u&NvKWwd_QLseCu&ZlnsOH0lNng4jqqe;Pqf4KM z92{V@ch~S}L^t%ZVrR}^Xl}m|W7jDCrY3xU|NrOH|NsB~L{hPb&CtsWl+d9w`+t*) zWaTw84+C=B8_ecM4Hq!zC9k_D0(N=YucW%N;zKGd+H%hFV!?te3dqEI3?U~9xGg3P z)wn(6j{?Zxowdmf=<@#-KLNzyJUB$N&HMqW}NU&;QC}x}WS%dcwm! z@c5D>%h3wp+Epotu~oN^!-tSm$Cft-e~$|3d;k95@rC-ND3X+G?UTd@?-!=oMQ=|e z5hSyd8D~pqx^ma|Q=Dr|sI zW0p39UNz4qthR3~@#Y9RQ~2Vvm}Hw_vTM*OXy3EmT4nDG;02ZAz$wh=@(`!O+&`oi zx7&=FE+_D#-Svu*q&90PbFvv=S?v3<`Z`_>(uPY7ccOc^%Kd3q8KCXCBqN%Hpqj;* z%nT)cn95NHZ}g7+;Nn&EA^h7J9{9e@Ct&>m`+ERrYBlWHSZ0n2DKc^nxAKlgPmNrs9dILFrMl7B=T6T7GPB{<&TIa&nBT3Go#)5Xpk&~* zRUd!a=jQ%Z=Fe zglA^b{0;b7ys`F*o4c?G44mgecgr)Ul33tA^ynelpkgH@F&k=#Z4$57FSDE85Q9ql zAja{y6SU;Di$rR_L*q}wnR!**UGsWyyTmujiMiFO0?Bh<(Z}fRD9TW0Tx$e8#kf8A zSdwGxac>m{jkztgG`(C1RTfg(a+IW69+=dSD{eRW*q`L>)?|DnURMjQ0VmAv>aa6#) z#2!!s$sjm+#h}VIQBsPNq?7hzH!~Vwxgx2W^YH@e(F6YqxvOQ@m(@au7qibazDx zjNvwH7<3*Qnc1j`R-^&DF!>kF4L!AOlW;^FVM|oK@{Q7`rAs5c|DyJzj(m1kl!P)~Ee7NFMg;xS-zS?lAKJ9b%&>>mzn5`OX4W6=f+z4w@Bh~+ zFl;AWbw+=@Agdk%d8rY2a~D|cG=zem8}G09>kHg_ ztk}%FZg3Y|Q+e03h*4{g#0;u3LoU$U%W!{9?{0$317k-<-P_DE{buCy-94Xc%pLws z097XE(p0}(_xF91!>{MlM}%LKO={n1f)gR01a&j*;{4bZ21Wi} zy#GahnjfH`c5LbczRurGx#4h?K;IH#F{BPK5>eA4)EE0B?$1y@$uQ{Q1^Xixf?5dx?d=mH|f83fch=WeW*k#mBK0_xVcO#>|7 zgx_4LPbb(W3*hM%NdY5%dk9Acb2MFsBguyrdnUKW-E z@rw5E1V_Qly>nR-FSy9)WY&5q%?Edil&PQHSiiLSx)8>F zx%f0%Hgo2Klfv<7P{4 zm>DF5y&L2r;&xy9BCF-g&p@n!K?5QA+}5J~n0q%}QD4XQ1*yG21kZoY=voMNx{}`UTLi<8HIk-aX8n)jT-~!I=Vx4mfvHvb zS-&}UyP%nc$##T0^U|^Oh3m8paG=H_d2%BiOjfI|6q|-;Xd!}HtOZgnSvW0OyzpRV2l$F$sNJ%dC;(q$;wbAnmJz1nD)^wYDEO}29l6`_!S$( zP{~jK>73Y#g53BB9f?sCZo84fuxm}5BgvIo3F8ezHAV|t03Hjf!gMbMVnB^c=ymk` zsVv6Xc=UD|#o9{XI9B(V|H2td%s+Ht&^;LX8JKz*d51vEM%q3(I&Z`E%?|5W$T@+t z-;jx(l*AG&Wf$l`$4{HIU$3SQ&xss?NWl~T|NsA^|Ns7eCou%|zPkC%T#vLCn+EA5 z4S!GbSs_HylAHJ}7_MNGll48)K#B=tRy$_5=)RZ}H% z)z*gs+b+V-+Cab5D~6~K@4ixroGg(4FjdI(*gYMGbT2|LHDThkqL#H99jkO5 z203v-0nKunF3gb%J+{@RX5r_h`85=$*myAxLjbe^M433<6L}tCSIBTIL5J@26_w^p za--4FJU?NQ_Wj;L-7NQmSr%ecu9z7u;zw~PR2!FUBWD|QL#!Lqra1bYvI$q-(42C@ z+`s+-*Tg&YVV)j8Z)@HU0Zs7)xN$UmY4`k~5xz>~n>^^qRd9U|)My8Q*L}VGj|Pxs zUFSD==zXTa^@0Sj)TlDg3gPEF;@}NjCTqCgDysML(A+JdOR4?}z3*3qN<5To$kkjE z_wU^Iil6b_@c6_hmoj8L(^(S3W}Akm>IDsq?puivoK6aW{O}xbYQBekyWc0FvY$du zExd~p_;oELrXBWhu~)Lf28Dl_Kz-MOl_&916*@&{lYd`yy4ZFwf__i!NfLyIYT@pE zt2c^GUZI}Dw7#<;uPU6jazHP4?#iuQ`r>x-;pM_vAQul!xnX+*zPjD!IFfJr1bE}t z6?6>;sAPEtJ%q5oR;%S%8r1)D1#KwEwf`&E^m(X9VOP=+3meB?%!|P&gv4 zp8^x#Z!1mEd@<&J!a>+=-){d+t((hmb_PuFS^m_;o)epQZ?lA8eZl9TiQ-fN&PlzT z@|SO9RG(Mx0W`ZZp65MVu~lcLJ(sK_;_}7dayeLrW0bz+?nLg?h!^FS`F7lj*-lCq z0G`<>o@2Asw2+99yD@F^yU@F!>dF1U9f_)AOKBEmphsKt;VBU=wupeifqd-4=JWX% zxASexy{qAT9a50FQ!my?&0H;vMq3drP;h&A68xXl-5w%WTzlX? z(@z3vEHzA5jpC2f!!@p}R-|49_ zsD=RG*WsR%9n~yjzq&pEx*34SpfB?5W`mfAH5M)&%0K<0CJG_n3($o1Ni#iHr1S)6 zw?%Gc_ClXdl115k{MKteB$7QoQ8~$$$LzV*!J?XB%%VfQ{Ovx4G^w0d%J-)5p%OI! z2e&J~){1*%=oo7Ze|_c;tFI@R0Bwx);vpa_xzY7Yv%v($l^jv>Yo(gdtiU^L+A3=^ zY4KU%Xogo~EEZ=)X5CxnOQZ80%)`ftrdAx_E0mD?e8e7E>HDXmMIp{=(G^x)>jI`;=E{sxv+fJ3kP*zA zU;p*-&l9n|9P)Q{$Vm z59an38=$m~@Y_Joa@N06#2~QAd&=z_HGiOo>sD6r;Du7To_-Q0+tz8-wDe|2${*$O063^1Sf;HPjg9vg@8UR+#^_Zgd=1 zh27A&7u$9_ah!uLjjriLvOgiAD65(Ag1u#>hp*3n>fHBwG;7B77fj!(TbjWH}RGwoID$4(fps9Vm31zsx7ru z*IZD^>5{S3if~~Im$iP|m6ME_p7n-k|ZjNSYN9# z#}55|=>^XttGhDpRMeHfKFoBBjtm(O0L!ECvXB30iGqlC!t^9SUw_O0>Rtn2(1HOn zzI=YyUilM;`#mEnxJMf!5{k^G5OGYPbP0tKSQy#$xaTr4sHu{3Hr{7s^w~9E@vsEp z|Ay!P=Cl9j&(@N1c(v1b`<_6U92D+ak6?QYho5!R^#B30g)dvpK7T7_Rn0@O(d4Xq z)imB5@!3}BzzNhq^@T|x>Hg#f7^CTr1(EgL9$zDtGhGY{!anm1*moHO=ehz5>WclH z|3>8}dAGS~@_w(vq}BjOGGl~S1KZhr+G-#7n711~R-pz5P967@s*nGB7~*Z;93D8+ zlX!l>>&PN55Ek9|DHn)!a>SR3-=Qx1BtnR4ilaEZ2lsR6JFC)_Fv*_E7bq-e>ea`WQaIacyueW!qt39hC`GD-*-d|?~Sgih}xv4%y%UjhA$23Xz-FL}xp7KnYo(3oMjcp4!_xEw=4+U!gWYV< ze4OBZ9OG;M%jgFc`KNL>$aBO33m9M^%e-Tv&iXP)idKRYwew(77;fEsO4{Q2C_I8M z2}M8ElXr|^PV%F$6Qhe87b=V<^s67p z{`wUs+e86}<-POB#tBZ9heaA%AFX#!f9{}o`!+vx@5p{1|0VI7jQ=8IBM%j!lr`h& zl)7cE%^ZAF>L*bAg-I`FrO>Wt(nO`|{Av~ObCZoXZ~RNYty@9xC}Z9KayebL79_D= z#il!`GO=tB4eg~w606L9u2DZ>3})`je6{@jf2uPuc}ht`%GK7DAfxZpTyqR;?e;p& z#g!$On6#wi`KwJw!_06>c^~+~@*GLLz{eNZkLdWqKT8d$L5v5I#ye-EB-Ssj#WJtF z)*T^2^{##oh{tC&!fqJ6H{d_W%_rDl?S>}l33L?koJ(Av9;v-b-Z{o%P}4F(Te9V++W$s!I(lm zUf!ZwJmNI@J2RtD)ZI1@4^;@1`tSr$EC*`MW>%y!d?B`4gt7mM<-K1$e;_mPF3=C)-0G!Kn5h1LZ8H#gt$fH#KBm2f z5I+0{Z0qZ((BT=_=6-t@!kvIw8K*Ebn2e@xa16u~?I{*P8AgZUsUNS&k9yU-*u5YW zCZa*GX&z+m7vCRXeV9e43J{{L;8$PD$TVLxa$7xEZ2ck}Yv@>X^ntx`)}a7nb9_q@ zy;-S^Do{)uyF>yFPP6oj;2Jgy?>Q6kQvWJEzdm`UTr&tc@NI7gv=JH&WE2zJvlGbS zE8covnlF5=Oa%$zVRf0ESEoz(7PehDg#BeuWx09EdexFxZ(BPt@re63y(F>#$IfThE;p`+a% zM)rB1|NBF0o5(P)TaY;hVZqvZz?h* zq;^h+)9;v&5>1tDso$J^f|;#FKuG;a-cA!RcOvfl{MgE$Y@}EvOz}Aw6o!Pqpr>e` zMJ*8eT*QX763gW7QD(u}cv=BHFM zRP?$xh=c!vm~CZ!qR%hp_E9xEF+0=g&tg1$0s#>~L8vN~3oGmPy{q1++2+REMD-|3 z=(WW!-x(+FsK`thj~$$b-tduhRxU<6(knq>LKMv|E#jU>glvy0yzb|NeY=Qd2{rwZ zan&Q^_GNa2*-mblc~ahWv}_r_WB@%18-;8~pBOOfUM`q-C$rVcz~g0Rh{_oV3vl-A zG(PrJeH(}zWoo*~WDkl2Lrn!%7i-4VJmN>cG!Xk;LP?S9^OEIvpd85DlZOr%G{1Kk z8O5*HNfHptfcO66ijK(yJsqC<&VAU9zo{UHwb9>1KNzykN1nBXK{iP-~p>$O+ zidYB-M~maGdhsI=Y@H&5J>BQmyDX`Q7Nq{q4;rRtE1!P*RFJ{3pk*iR9^sqgXZA;*lyNB7mlq!b zcazVB=@C#g)!BH-DyK)G#(;Jz1`9l20yb6LnaCy3R^@ACbz4+Wr@)s-BK>*Y2pSeYn%M-XTjd8feXQ8kROcxbQlgRKLcl_Jrz2(!kgbz6T zX=_6Z!Ew(M{Lq9+WAkwL`R-c0DWdji;5M-u#6UCz*+j=PpxrO{bum-vqiyU{HqJF~ zhyUqw`vG_+fA8e~|Nht%a@A)wSg*~y)*(w}nRBR9nP^FijRi@&hx^{*^a)Ut1>x~) z>_&>X+aGfyyE5}^X{B!yyw?4{V%?KI-lTPZs^x(H!j_X?Rnf0IscpEFpK8@Z5wJQ= zOy3Z>fIbdY$SXo3pa2``Y6#No>Po9INQ{B3g>8pV2BX6OgoNi?a5MxMYO>RpMbBMU zULPZs8#QwNVO_u=8jQ?c`yxKkLXh-??B57xnU~dzWfk$4rDi?qySbadxL8#Dto?os z6f9xCcDSog301!#p7nv&7JhdAuQ6R?4000kQY$d9@vrshv zD|P?@va=XE#LOwZcmSP5;;~{n4ImKT?xi@$&;kE4iXxPN7P@WuEF*__f3I?>F#V&ETbsngs)i%>i_2(u@GEASCeEY<8x2d zANUwtn6_wO|7&F{UulnKOc*?TH z#;6YN|K`*g9t8Kv%*WqWqHwOelzD^8o+zPs{}4=qq%}SipwgY!kYj?vK7<{eG$m&? zQ54JD4b{9s)5iH7sh?)tVXuGZ+?`%hWQ?QjbMl)IfPZI9%OPCqFh+|mgX~ttZiSPz zDFTx6cmMzc00}k0ZmQ#*Qo+6B?%Gm{JJH#Xi{A{eglcm0M?PQw`^sPcW#|5Y%oH!f zPq@YJ_SWkZI@!?Xfdq|ECbFtZwe}JiK8Va+d?d|-v7qjL#q14k`gm_-YJYtw3j4Uf z%;$$w0C441`%%KB?q1{kEnr_$@W_A6Ix`~Lzf)CGc(RfG^V`-=N?vpvSJB{nR4Y;-va2Y)d?b(m z`|TAv_1E^e!kyjrRRi=d%e+Q{|JEqYq=l2mDoRYaewuwgZb+?$L+P4UD_`deN`Pai zsUmou8F4ck3~fOpY`v;z2y_jG9Vv~D|Dhr{{#t6d6*Al=mZTi(liTVipnSE)v%rqD z4d>_d8(=D2QJwdrH>#fOL6ZgK%I`l4pjgE0|07o z;C-V=?vTm0nmKMgBlj>_oB6*Cw_fbMPGwvot8IQ8Jwsmtw^D{!`T_xaqYhzm#l!K>H9-) z%F*K-m|N@QX2^yHB+?%9%YXU7f;%GXB$lwM5Nh_{;}6 zWC;eEmK(T+Jqin`{)D(!DneKm*@WXaohY8h%ZPJ4vcsvsT4AnnCo)5V5v;sX#>U5g zcKa!tV!h1s+E>r!Ar=WRK5tiNOiw=Itf}X>r#Rxpp|;$g_<8_Wg~M26$;8rhb$^6z z5iPUR`d$pGW7da>BtLc=Eu^fu06~lo?pEQDl~RcynAh{dTY|%*yyE(Rcmf55Q~y|l z;-RbPQw%yb@y>6;a~PYNk|~)zvUpSJO40b!AwX-%_jG!e3H%7|g4zqW0ni|62Cla4 z#nFgcNoRf`#D;aj+kPGju0qqa`@puy4zZ{dZS7(PKrvyKZ4CWI{cQ82{T@_YTZ#jL zOpPRMHqR1l-LS%6zseYCyhN>d+lpa6rE|^kEa0=RO)HplZwV`FyEb*f+g$k*&<@u7 zXQIaU@w+zZF6NzQ-B3bum=_Fk#R@w%V&R&;KZWKq|DgptPaFHb6IlUz^~MKsk6E`@ zfBVRvyM}G&3InHvq`x3>9^qxF_wZJkAJ813cu{A7-SOggSDrXCR0-EyeW95uxnO@~ zMH{e_%ddxz@O-s{WDzx%ID8y@-pTDc)syISAvSwmAYZ2t@8l^i0GN)Mk-fMJU{XS3 z$i}fx3`|Pc$O~FY76=UsU_3F0{d-Qufu&TV1v6;#Ql8U2@Oi{Z9qJ{c)`fChVZhXH;?+YNf`1Q?*eT z&ABq%W<}!Hs?PRu=T+%X#EPHFsLH*U%J14%X(3wp3E4KxWWQ}cwj=S0k5`e04Hc^E`LTziLv0xf1`XVJyVGy0aAY!Pu?1BS;5;36$!W;Ic;_CEXy9dYB;6pb+Y(-mXXL zsaACtkwf#%p+P@6Kb)SECIL8Lx7`eXJJWGl$mYrSK9}f{*F5cz`~c-Re~XAU7urk~ zGwl4Ihu>-KE&}i3=a{NTWp}*q`@`5)a?4*cwyPE(;f7JKkrHm7{H2F<;0lbIZ{w7^DNfRO zk{lZf32yUP$&2i1NA<>(7vGvFC6G0NH|2VTJ}Fp8=5e0d#{d~WPl4!Kof$@amx;&8d%m3M&Y`4F#$qb&I2H=9 zgb+=@Ga%7b@z2&{)s+M*{qY24eVj9h1T9h$CiUYd6x{E%#l$)-xT@0dTkdcBcWhnQ zp5ieE-i4*sJlHBnf2nmfhHKQ8fLO|y%Wi-2|NqZyT<_GT(|58Vd3Z;{m(pXbxV2!6 z-_hr57bag_j6Dc}pvdup&oel1G$`P_192tCV2TjT?m(R^VB8E#RKv+diK2GK^FIUd z7=;FxZ>i5NZ~YbrnL0j-7tJFZ(K{B`KmV8-`1RvmC>WNYig|16#=BvxV9yk1X^pF& zduVZWU;p_Oz6MnRs7&qoU!5H@lkO&gF<_puOK;KZugB&qns(kM!>b)i^5MTO`P)L~VP4SH;LE@E~ zp0%o%()8R0GkSUn$YVNEd{3}-Rmz5OGDVp77g3zZaMKEZ_-91Y0!|1?cS`SjIZ3z2 znT(Y2BH&7_dRp^X&&EISB4A{W6@q|awn46{i0`Akt@F(7YjN}(8ME!_6k$d$q^gph z$Frf*KtF{*hC&*;x5h`q2%ijqT|+9*%ffM9S^!9unfQ(TkFp$NOwi-hoKrl&DG0%b zA#}d^`q8JJrjMgKG?}2A$**X=aa$)!_+y|xq(sq2)>SQl;WS697M;y8$QV@=AyDWa2-*#@$SouBL(SR=Lb&1OZ1+k|TDEP=* zW5%T2>Rw!nOeQ@75SwKeaPA};xF&0!_VQRas@+#!kI9ALcH#hYGsf{s`~UbgJtp*V zIljyfAg6sjARSkfnShw`TZ2&l!f;VyRSeSyw2;wg&tBqN2rRteedq+`=-;3H0>9>^ zaIelT!_?l;#U?3S=5)5Q$ba@!x4 zFF!mek4@x0;uL}9(s6HRPf=q~-Yjlm3YsG$do1r%AdAO?Y=G>oI*mudwMO!6sR>tb*_>;?+$+IY?Y=@gq$Ft!6w(Qo z3ZmP8L($u}f3YGt(6`e|vd|PboSzhWm`7!NeTgcKAl<`90nn%1>Ryywx@r0|Qd7{4 z%=cr|u9i#9>u3l2#rJAZ8igQSaJ#94zxWew=-|iLOXMm0s2KF|E=NC(f{1kj6jap>%H8VZMN~8hoc!r zWNXfz@HiJ6*HZubJo~HvtMBdu(?Zt$QT>~+6xX-is&F~&ipE3kIRgj83x#-*G1boA z6=Y6n>v*_l*krUQVUp`oMo(~?<)wYv_s7p9ezPg%8$NBwwvEyST6&`H`mqcCFQ0SY zd`y12u7b`Mi}E;M#FgAT!A<1s&rkc}9_j!98e&y|5YXTSe1Re`r4o&p4`9d!P@8n@ z1bzSEiY5V5;a8m1-f?)cf64Rp{kKW5qf|oTO!@OzKUoZ?Qo$xXc!5stf!DHgJPTi& z_fG1*vKAJ;f8(ito)1?Xc^aj^_Vek4YaE){=La7C5RCqb9j5C>DZT4=UHSk1=|RFj zTX~2w5mZqC00RI7j8fw5?;8|*`+Q1U_0a2o$e{hB|Jz~(C*I(W`kZ0AhG{8l`-iX? zvxG%g3^l_Te)&+mxnKYQ0{{tA##}Fn+nho{WvNLnf9niP_r7DVW3DlMKcB`5PY9fk z{(SE~ZsA}iUAkUBj6XPpe*{?Uf{e{l{0nir9s&M~x{uw7|KgXkVzk|?Jz!jaW(;61&S{|y%v-b0HjWQbN6r|q zSREk-5*Yj-WV8NwrpJT@VFKQhS8uAhAAllI?VGIZHtZ;5c_3bn^%s#i1cwEXr+Z9W z6mY;#n-c-ZD!Mh@WQPVkGc*{*SqM%@V?2fRc7Iyqii8Tt^WrONn65PAxIJ{gFm#%9dAu&$y1W1X#c|vHxiF3GF5E|^@|(vyc3-q$BEbz! zRm@SQo9jIjeu{ckzpW^&$-^w{b0poI> z+aS9peazJ^$XOA4Cg=v*uPHHjx$Bd=K4s+`#wqJ!^|>4NR;?h7Vdj>49iRbkH=&%5 zBo!VJY9iLJRuFFfRhT=-O~CFLsRL-Nn~ES&#DQ*&N@@2Q zYLaK+$ZLnK#ja#IR!ETIXyz(hS0_kF4ZVVBOl47l^%r7h6N)|FIzI)2TC<40cVqyZ zjs0H#@!3sF>l9*L)ajo5xWU9z(FR*YjmB2qyx&!?{s9ehwD9f3vTyf*`6ehJ;0(FU zdtPVrSe_`5u~BcCHL$*+C9ndUXX;EU3yY0;xSESZDv}r9nj5ts3%2H#=mUG|x^#;!vH>eq~M^-#}7{Je9)_b0hI*YXTdF!spziBa;$q1(MDxLb#kiTGlM4p3?UkvOWq zY)1EDFBn~N;awV=aL{?ZV-mWK*8KcT&L6A`B~PLgu?|LUmOGXR^n{?>aKZu2e~zKD z$KAdO2FKxDa>r#^Tu!t6KluAokdS7#nno-bpdg;ktYXqaS2;%Aq`YA!8!v@yNVG)F z#Ku!uQ;do(6%@$l>LvBoh=)Ij16#}V+j?1|p=;_{-mt|i2J=u`Cx~_<1;6v1Qsgej zi3O7a-5Y%RqXVsuinB_!LcaRT3AE{}H-D-4TKN!_G#!6e?a#qq${jO6vZw860X#-- z=#`uZoU~fE`>}p3wYzFPM~|XR`X`l6oy}xQ@Uy)&%;?XI;_dfr6IFKl(UkqBmF@QJ z>-dz-v-L6OcXpNkcbEU-zfQ~48uJ{;5lb(xlLDNWm>2Csjq}OKBc!Yp=MQ>ecCCCpm_1 zb2K9Wj-{7`I1?O-aU-0ZEj%K$kx3oO;w1R-c*Ur$C*UH0={U3#aN8Mfohez@?~8Hj zxmgkOjN$ic+aL!qhTe&)Av-Q5cU4!1L$hT%md;m_GbaZx+KlXp$_uj&!R-c~H8quzIZRH(TiV*ArXTvvKz52a6M>?id-PbqrYaIPF+zeIYIk*o0 z()jZ@Xmg|2C>mnquJTj3z0?qwZ0i3P1YTta*$cV33AbEw(y$pX=kzDFn$8$3SFjw@+=Z z0g@^MWvO9cd#?Fa?g_fR4wxm!spomk4%f(xdj^z-bD4 zZNX{RXy9eDtg8#lEPT9QTA210fkU1jfxrLqQ%MD43_6$L=L?Xx zHE^Tj8nCw68x5J&_Hv{TOj@w_ME2Z$#tEhYs)j(Fp1~6%@m2yM!fjl4z~fNTU>sWp zMqNB}%Gk|Q7pgtt7zqhFe&{^Q;PuVk@cHc1kp_eEg+S()dR0qs7qFzh(0Bd`5SsIU zERnXoQ=)Z8tbS7TVJn8Cb-5MV4rXT83T>Jn!gqiAsx0~d(9bLTgob-uB5KIR%0KTu zO^BbJ-&4Q;+iA~EQj}82*ZRvlzHWZ;3%FxQ>P{6gmYPsQ#;;kcp!G;YeXkuNaL<77 zDcqkxhJ_bn#yD7#xs4@bYe1y@FdGRkSwN7KEPbwB>i(w&Q#b35_6G?9f|@m%!pC zOE|Lmtl;#||NFjC*i%dR$Dmnx;5U8bLay8ec8NqB{l^VLZq5IX_pE~^dZZY9>JSpN z5WV<*vCp0z>G`(x+ASVPD8MG;ez$B^Uk-2%p=Wid7kTOZyR0rqX_o!oZy&^j&l)9C z^JnP=Vc|_Bxm@d2uVB(m5b=^z@yMhX4PLP^*)U(vUKabcZkP0l;oWsWO6li za_43w8m#46WO%KzMZ5;c6<*tmRR`E(j4Uw}Ou^;CD! z>X^XZJc{?jM4&M`iT+`#xVN|@YSqTXW2=Tgve8ce(Nk`@6!8}~zsKG0HM=}NO77G2 zU48^$TrAY~&?d{Izq(9b;!-qhihi6>R}4fVVl5+K8YzdBlQ;gb+G=jnS|PpYgJ47C zRzZkfiQ&`)zFb|&?JmXZqbQlcD5J7Af>I!vY&Egi5;5_OnjbRaLF1aN`$?MX3Q-k_ zr}u6l#fupSD>uhC*4FsLSb+DP4igy;rdx@E32SUe#73ujZ0e?uKb?uunX#DUXl&Wz z?r&cNx5_NlVDVvt@+N!sglq2lA1V{-l^Ge)N1pfLt04o4T{`&@gxNm;DcIkHeA3>5 zxwLh;S#&K$t4f-|w48yHDJ0_7M1t!7%-#XZLb$Ahf&5omaM1F zo!ymgA4gry|Np(t`&FF8hjfYF;B+hbRQXQ}0#ISewi^#}q&yC0xkze?17RfOi)f<; zdSEbN_oWF>-mJKZMRpka$SLI$3}AV^c~Or(;t3N2R5IT(+qTiU<#I8aVPL@Y|Ea%W z4gR}hmrIYfmAKj^RZB=IRE19O)K;XX_45UYJfMEJ`wmUE`E>t)yBh;#e+HbQUmrJx zC9CP%=1GJB)s~+bZ9{>lghj9B<9Ou93&a;0T{}1m#SwS%rR{{By)e$?QHj{#k1WoQ za05pQ3v_O6SnIdJv5{NJWTli_mU9h~xCJ~qOD^X6^1DQ0se3$71?nN|a8L0*EuT0N z3UdJXX7#z#o`R1w@V9m+75eOs>t!1Z>%&O9WEh3DH6v%OaXckx=^!yG$z2|JW>}|* zt6`@c1EbnMIX1iUG3eAYqosIOc-96CYR>~mC2$*Is;do6<)UAx{+TyZWzK3@Hp7x9 z3(#miEW{6=(f~C`hr0?oQCoR+<>hdc4>aoN3pdT|Zl0;O@i1bR4oQ5uRwp_q#5G8R zpj3Upq_zyIb3Le2U4H$`399NI!e223FTB)6UL)0J49;ke!#c)Hsb)dS6qn;0iFAS1 z1#fSa?C2knHjrc)2ni+jwYMAB^wNUOeGwBSvNK0np+$k;pHcV5x~Uq{Na-AW45{4- z&8Vzyt)(*yKz`oMT-Dbqc=xb^m9~Hk z%XIyGe-Bce73xvOf3@0Ll4mA_XyUB&1pmE!S^0tI{Y3Lb;_D3#i!SM{4RJ_@+cx*~ z(Vs}`wxkr|Ghs2jxV+VtH6b8qTduWT`Ewq9&}oQe##yTerV-KuufLbbxSp>3PF@WF z>OwPGs}?*tiqgicv#|+;^y`tjCZYrCA85vANR}YMVL`Fxh~+ke*0-pyT?=aZ^VIOu zQHse+T@FZJ_+cX&+EQ$CeINUEBq(ka>J(#r;JBeA}daK z0&SbzdVjcF2YKQBMUP7mcaiD3oUv1k{qF2~uwofNP*4ETd=dHiyBbBmD&X5M_t&mi z91PEh33+k5)5{}qw1|BYu5zMY;iAUGRf~xGQ#D53Pu-Cn4AUGvI&)-e zg4>J4x~gYmW*7uP_C6Fag4eNw8WD6pEkIL*_dQ3J-*;pmp7lL{g4VR-LQ=3k=c)QU z3A>F+@=NXl0-3CPE@HP0iw)6nV7$u(-KRavX} zXZhrDPe+=7zsD;+!x(>S8(%<1%sN;)v)zh@xB{8hl~nU~UJU>zD4MMY}Iwd2rJ*LxTeKYEOZraOIBUtZe?=l zGW*N1Y37$1rbZF~>=7sQKuvC*m z*3bUO6WV+d?#Kb>hwDmR=3V(xpI$L3vk^uof^CQ1GYev3%^xyLH zH`&_sL=$B?G;ZC|lUg6V*&HVi*J3ir~$mtML>lDb|$JHH9L9wV{avacSLGoQ4oiD<`1B*%SLv#8g z4j`1f&UGnc+9pG&M#tiTuIa5@o8Ps3_V4-7=PJ~RABfkLL@M))oKAr(Ahq4MztlAk z2(;wv;rWoyTs9)`ITrwT3(2$+oba!w^a@8#K|EZhrXP%A7eoKNQZBe{ElbZ}!p~1R zBGmdVge0URTap!O-G1th0yu7{pY~kd=sU#jwaE80LaZ$O=g+eVEcru6IEKp=@hC~r z(C(R5E*9&%?Xs(Ki26v5RsBg7k0yCCn8VGHf{a-E15xUQGhpan#IVwl{&e2n4dc0G^ZUJ4*~#d zL~UU!4w*abFz(2q|FfC-#oxDfj?|C`m1CUBM;!u6Wx$p9uD0lT3v{I%N&r<+?-CYpf=nFoNwcAX7a}*j?T4$fA-;(>zV} zQVqKx2c>gfpk{-$&iag1Nzt>6b_V?USoFCJMBoDi4$E>Z6YW1o9MF3Y{GXXr#d&|J zAAp9yPaxxm^CJb5i}DwG5(v^>0_IH@)R?fMHPnh#uv#Q(_&*kW{Ix9Wot74_+HOTw zSfPSpq|YD!|71J46>H5owwE1Jn-C;%&sspxnT z2dE4rFCD}ImWGHMHOvGYm)p;{&r(;d_%zG#dIw`CW(dil;4k-4@w)yw_!EepRRq21 z;)|b>k`|aQ|3Vu0xvL4^3IH-1C)on%l2K*`1sXVghl&4(+h70k|NquTkV366t_T3) z?P6;rnc4Bes*c6Rl=edzf26O7T?HauH&OrhzyIP(VlVDouOZ}lsuzF&04&-CC9Boq zDg84mG|%n;%>wS;RKhpNIFBV3Alr;DSKswF@gAJ=I9>NDDp_`HEXTQ!4*9>{7v9Y4 z^w9r+9V!1Gr3n@OqTk&mTwL41qG!4&2W(yUSG z*4UC{Il_DCsB@6AKZn@?VQWnlEuKF(>B z(YbfU3avDNmrF{UXSBiDbNZw1A_5>yhyK2J_R(cO;BZP4sLOde*>{z%MY7NWe71i* zY@UZKAehm)R-qT&VhquqEU#$-W2+hS+SSaaI_ignEexOCFwktliJ;SFL2%lmLjf?x zE-gs3)?S4zzc;74v%)zmPIvQS?;%*kmIi<7ecUu>-*A|kQ#@2_7MUlz#g@qD$E13> zk87KoIuoyXSiaiv|4nmSZU8>MNB=jEWg->pmEE8pKgCnh1cP>k=R0~uAh5Bk-!}1q ze>ne?0NIiZk`?{{sZld(a!Oh^xBsZjM9LttqFJZ&B(H00nlvvsM5Yo7W;_rS)X(@$ z1^X+aDiFe>dbKur8E8xW4!MGz7fM?J178GhzH;%2_%Q8_70#opoj>W_gFdHqdIdSY z$8y{75=NTdT3E^I9W4oy=zFKD5_8TU%&Gax*Cgvnf|tOY+bP$tze8B8HS5bA5*@0C zoXu0?HIEw!X|NBo$iuPsr=Cs*M}0;4?(_2CsMpo*(;oU^j7QRFuzIT63YsW<#V9bi z5NP|$|8TMDgaX+z2B7^I968-p08l|`?Y6d#rQB-_E){XrTeAlwCnHPK&@_;R>5AjX z1_SjJZzyhn6Ld_-DFzq~i+oE zM_A-ke@V_^2Q`1t6J$?7at;>_X?Qm(w^OD$eR{9v28CNs%#ePis-E|PFgr%l*ANVG zk!0cA;I!m@top+m4SzB(pEcRz&`;?EV#fdp3(bb0-ydRP0YliIb}|eI25xx;4Rn-$ z4gB7JS^{}T&W}cl3oSlfucWUqeRW^AxV+clyId*HO?fR_#_*7RjT>bnXUHYhdbd3p z3G9_}l8>jhvd^=bQn7x|7;6AS-~awD&KJ6^W?rr+Tnj0=Mc!R61q!l8*bDB?C^6nR z9<8iMh=S+CkWZfef=%NUW!c1mZq=Qhszs z$`jQ2g*K_@<<+BCQE0dAXP~RpMH9CEO*r557Vh*jzx1#>pa{ti?2vjr204*%cl0Eq$;@~$+fHW zn9@HfhexFXlMLt241}3-#mpB5W3(fw=oP8@C+26{3M!rcVa0aknJjf7mXGzUVZ_Lm z(eDy)^H_T7A}E8q&k1$TgOI{wi}v6o(1xex#l#YE#HyV9^y@ z!Tc#0`HYDRMK2?HX*SSMX@Myea+P7D43Y_{OKsx$OfB1UDR!EOJ30!Y2=?Y>T7A4N z^sKs%_=e>SFqpf3?*<-ph3szqz(rn48bLf)x6LS^Z*euqgWIpHXbzYNnX%`%`vi#{ z%54a&n7A?`bTkF-MhY3g@f#`6DvL5=vjGDFS1?dHvI{|V7454CfyXZCVJI=0$O3ghd`qyIQ9NGZQWM& z7`=?m#O&D)w*5DKwwn{QVdH%!>we;+GEYPg&9I!x;5l(+@ zV)%wT)q8+W{{JN|XXlsfnj4uusWmTyZThr7uDP(1#?KnKGrkOrzoQmTO}jQv7%EA7 ztCo*Y_`Z4edeek`647Zj44Y2hKwdhm%=D>HCS?$3F(0UH&ok>S^hnE^5eG$=mi06w zVRlmXqc&ghoL7$HvQHKd!)HFKt>9fZ5WyqhX#pq~b87CUQcu1!p9ep$P1|(WKSwK^ z7caOEbvE=DAo_3s00RI30{|C%`m52Hxi{rbMNP`1GntSz|BTIW2nxAvY zARf%Z@}Eq3hQS{Em+P~br@1#ICJ@~h2V!|=v2uH-``D}UaE#?hg69%UnjSrp z%tmgkX8UV^{V{RwcJv}ex-T5E$st~eQ28v(yK;yq(4uN=rlM`c5ao@EWOZ#c{%1+P z>6Op%p%SO!MB-7AJTmaT4TzMwF^g#MsMIeL;BeZep#)*gWyjT7$Gq3)SiMNEXzZqa~#WmtE-X|`2s-G`z|j3 zVAyFlB+WL11km&ErK zFOs^fxh@;IT?k}%t@Aqj6!JCm)qq|Q9ruTgQ1&a2v-%FSJ8|ETKRTu7s8c@N240Gx zan{aMpqbA4;`#DPZY93*ObO(cqyK3{oNmPALb+jB>`NC=Vvnyh6e5c zi^q&g@*084ZI6970W_ARky*=SMEU#0?_n9IE%7ce55mm9c`T~+fc(Pz_JiW^ zG)sdCB`vSt(>{4I?Z=L6J%W7&_UCDeG~?KyT|bj3li4&~+lic7582S);7b~T~WlMeyr`aM{NPIo`-km(^ zCcs!Nf-WXc2`PNg&IiJ>kl5aw4ZH@t`?O@H(bVgt+@QA(wZ@Kv$p8SRwNs`cScLB+ zQ0(D;+@H;P8x;llc`gJfPDZF;mFuchnE{RG=j~Kan5V2CVruGX4mH*L5FFRxl&a8- z{mOVOSJgIHRd8>^^qbw=*VkErtq}6JpM9sF>cu#u0X_*~Q_z;AqCD$15#({(Yc<({> zN0iW=;NM3(TEOm>+Ux)RX)7l7_IrIok0eBPUT}0lq2;sZ&a?DVuN1R~kCNqsKQ|<_ zErDpP+wN)iBP@_#z(Y1#@o4+8tB0ANvR?er;T1H7{!jXP_)TDSdAx85g{ly9TDX8Z zzHQtOGwPg@)UPH;+>XnKfV!oZbh+wuK zZ?4Yph+w!L;7CLIS-&)W?bwd#_q4aRRUESwl5`l$4uR_(QWW8Dl;%|u|3y=hFLQSk z*3%$n0zbUUY*q-IC`wo18^lGwbV=HJV?bNSQ;VXceMv{^=q1*7vUE7EZv6 z^QA)0FaHMej7U4r`5H7A2UMz%C!_*Y!PQR%-K|QjR~{(fK_*TxXEqA%0(S7o>cxvl zB@ig&@c+!v#@>x#ogch+GX_2AG@2zFDQ#|Sp34gdNuRM{#Kv|uV88TZ2h3GWPXet- z=7cxCLBzd&C>ec4tgQAqj0#rlxvrnI4|9H>5jo=k@I26-D1CKJ-{R$^afIb z{BhaI?FdHy*8w% zRM#3J!Q%Z!&8WVW(NKh^N4Ta^z`{+K!iG4p>*Tpz}T+H#Yhv?OkXi}^*hp@`ET9eyMLqln^7#O? zlQR~wBJdavfB*lWK%R5Ku5hYL+wL;m2aa(wmgOjFNfwya>C)Jl!C-ZyV(F9M%X-lZ z|Nq<=2zPM@?XMatDpyYi-ezi?s3k9*u(OV1^~}k!&%iMQC8OD0<`Se^nY*dM;!#bj(-c|aaqj)WnYyU^uS!Nk_aHrmcA* z9o-|fG_&+}_1dT^zMuVV;O{n+Rw@Pv@Usvg-$i|CkDZvN+KMp3GI=#omd<}W!K{M7 zXe1X?y{hAd3RD6o6C5jUC%(LigEQRh9l?y+jaq+u^Bg7{^L8HVDfgz$`gl%6`!!T(9w6@kmet0>QYJX2y27RT5O2L zP*t^#^?#$UIptVGt}kpHQIgZ$9eHjg*`~VbSz(ww=N>$TtZFgVn!v=&&K)^xsq3^O=>ASYJ~o4TJNf_-EPHqhJuOI% z;wB_0l{UVyOB4Yk)0VvclRCEeIa#_99f79eWOXbc22U%7jR-xQjO4+>$-fifX?(E| zszmO@i^Mka?oMYn#a-O5QUm}71_LxSJmF6mDSjN}f7*1ToOJf}R_g9!2QncLVT zB!6pf4NW&rcmdgT*-l{$sY{Y>C3p=f_>?Ckj^G?HxANSpQX|Jxb&m-3?OcTSw*qsJ zEOBM-9{+E~SVD+<1f_(gh^Y*XELPs}uA}kU{}?H3@*umW0i(X81lB?SKWb4kn%OMi z0O|**O3n2C%hMfQW|2^%h3gezX6{TZh?__0jb-)1rUly4QNzOa+*f) z9vOxPWSLpS3nj3u)rHt6hv}s+nlRw1xj;v)n9}eGVC2HU0rx9GO)3!A`N=V0}1yZhGsh zRQUT^&9)1yLFyXWsre9$8(!rSp}dOigq_uUHvhgmE~s<w^Td#D1^#1^%^vVgFLc z72$1q{M#%{T|nOhjNu!gN9OawP{R8KMgW}M=pUltBT3~Z)Gxy`1|aSXWR+%@nGBHs z4M>9gf*y*9yr~(%d>uWiZQj2R)_=W^g%NYabP+4yl4Pp;o_ytl!b30qCTFmg{DYP{ zP0o4OBgvaL>OX2zmU6(4Al@XXn0$415#J(nb|a;0&| zkq@?($lnNhC_7xnendz0Q(8Ys!0;hc_8N?+0!GlXHYg?n*^h@x=Xcbw(4L9l?91%T`%T4i_dhE{q51lheBI^ zF^XPubnHV{S)A#)cx?613_;6qjE2qF0Y!93Xa=k zKAn;~7HBtP-pl>{#aZ0+MfCky*N4mf#`;m&I_z+b0ALHja)7OJ-LE?V4ek0sA)3j! zzf`PzJY?~Cc0vuY5mDKOy~N_9rr@sPauWo<+T$h!@7%rpADM%)-q#RzNb@C-17KOj$1noA2D|<(u3a%T(WnDzG0uSh49d8^Q7P=Bv#d{noIA7 zyAnrlrZEG>{T?QEOuP9^Zb~sO)L(adVsiQ+UBX43CtdOrWZ8@&H_qTtZLbfjE9DeFuy2u7ah61C* zA?GZ(Zc)jlU>wB)?_>S8UijtKX`)FO!WHcgf{0{5SMdzPF^_4*3+;FGpPuU`hhAb3hL3nBm+~V}8(78aOM&-90A4n)AAukB z+gu@IO2>1vhn_n#Wv-aS0_Km4j}gR{#G|p+t|gu48^E9ecGN0FvJrS26G%T$4}QQ4 z@#VR6y~);|3dL$q5@IV3AgFuLvRDS7Sl;^KvB+h8fny)ozOT10IAx?f` zbLFQFPQ&vswN7~@R!=pvbNSs6uHF0&I z+HGb%MVF)XRzWmMOiZOZIswu8`s?%mDn>WYQ$T@;N-H}URgCat76{MB>Hq)!w0j>X z`F$?8Q)r+DMAOGsD1Z@qkZ3m(aOZG*4&(j&y$)10JkKQ)GfRU`- z;`n9yUg^fj6!f6Z#4hQk)Q;|iIDPi4Fy)V>36$k68CLxlncAUJE4|rINl^r4kJ9O{ zS6okvNpKtkh2)YE9s_bX;8%Q)= zCgz_Fci@KwxXRLYigA~nb^kpaeGIk+@XHj z6X-@G9-P-3I)prtv>bP$#}D$O`wZFr=IfA$ z-iaovHcGGdVVg{1v-#OyoUb6$;oD`D82CUv)3E@r>%8_x$)sMT==&(`fz!ItGs+V` zZI`tpU#QZoI#;=Y3qvIr#o3OF5Qb~p=3DrT^R*bV%n|rJQ)}0GGTAG4oA~co8_oCs z?ZgsSKK<_mm9fKOsmg~+f{}5w)E|p5!ka!LQwL|=5@RgM?Ux8Z%)(mFAjJ^3OjWiz zB`{mSffk}F{fib40ahb>oG7b)*OH2^N6;f;GP{3%*K(0;UrHFNHmWIFx7fMuwh%o5 zBvtoH6}`H|mpw>5;J6Y+Ti_(z!^^g&mTg90(qkzhWWQFa5k)0v{zO(ygiXmwP&rx{U;N?MYJ#4q50Ci>M7L{crkJQ}%99WOo2o$TN@Z!wZk4X4 z4Du>3JG*{cy8gi%?}bYteF(%s)RD)}^zIb*sV`$C1(_6I`%8bd*On-olY|Wm6V9q@ zUE`lEt$I^yB9aFz+@m?eMrkND%vj*}=x!EHHg(w=16f9D zl~XKi_Eyf?M4k!rK$C}wP*Pm_FC7;^itM&@5Ep5R zft#&}*f|qO%(m7~`XukcMcn$%tt7jlj3Mz)bif+%y^)Xq z{03y2G34>OV<*&=5C4ZkuVgZr$?<3Z*e_b9+*Rhh0g;mg_unq;zClxpHh=-g`Q~?k zl}FAJoa^}&z%#u6$|w}3TUh0rQozdI1w@K`$=Os}To{aeQ`>2)sK!5-M0{{R6 z00Q;Rl#BIzwd+(L>lx?AG}E&C)XQAYRrzxU;d{5fdGk$WHf|I6F`cQfpMg2@3 zXH~?M7+;z7s2bF)-ar0;rdrCWCCT@*SHz%CZNm=M2%DEz@1maJS~~fdF8%6Z!u52B z3E79`8$jPFgifYeXvwiw6_!#Q<~ct97#X{n9f$<$z7=d#5v>OkW+*BHqC7_tWSs9onK7F%iRl^P&HFAp z=(%2Og%{Vz5w>}u93-Ia;NwQ1CB{8RiI`{pnA3=WPv&WT3)X&rXRcXvCqGs(A&V(& z9KM*yK>xY}o)vbkuF`sdylYsCy~g9|LlIk>b9ywJ{R=T$7RSSaYuAOx2!s2@3iBY9 zgsv&BAHO$%8DayM8taZ4j3N(liUhZF>v64(r_@wD`!PW(OVjCUXPC7O_w(X8>I~^w- zv%`*U+qRu_Z1bF#`|fw&`?E*=*fn<59<^9&u30H{?lc~mDn;N5tz;IySp&Qx2B)@W z5f|izC%f{`6|;Bvr-ZNj;>ar(yZCNf=IqgCjgU;Jf#E{S`R~qpsP){)(JvBHDycc^ zQ_`)ZG*MF~!f?N@F>)in8Cm8p9}CvTPl;Qqm!D9{5Vn^*7JRU}bd>e3d$ll(nMz>h zzb5^el#l9x-`#euxa8!rj1k2K#@y)lM3VPtO%mn)bX<|CRrBH?HE^UqlZx;v*vh~V z;%Fg~^H#RP#qAuEI_n8OINiz0pWEmnouwM)G^**8vCO(xxPhMpAY-8YHqc6EIn5r0 z3-0zgkaJcsfF^rlj|r2?xhA!QIwLta#es?c*4AzgC=zbW-?q`q2HVo;2}=}(Wx46F zAICPm!@EF(~Bfgkzk>!BC=w+K$d^EYAK5!G`(Do=U``?^lgHSsnV* z2jR-+`Rui;@kwE#I5h%JW-3&%BazQ@5$~_XRf$m*Oj-YI$eir5sk+t7I<2kVIb8xS zLAU=$MXD$Ja<$T%u3chO`?1-sMuPwlJ`=*|B4FzZ$y ztcEtd0Kt81V&mLrZle$N{>HdHvzmDmq?ETzx z(yAQU#7Yz4_UENAZj>M?_MZf%#ZLwf^QIHb;oGzJLt62q5nX>PmqoemSKoa07O&r8 zYx3c#^}F&37)jkC=vn0PC*vqxbVqphv2B;pTdzm+IQO(ZmgCm*6VAC8$zWzRKiUq- zTp9_Sz8~^8r(+RaEP(uv(Lm94yT*rtYGAttdAqsCp9fPU(%DLueUo#G7sx3|PAELG zHj$qK?X`+;Nz2JAsb17c_(GsP`GG6n9ZR$(HYPDECykXq=_*V%{A#o3#ND3<6s{$` z%{*`oQR8YTn$4qG64I=*D)r+y;eR~r&rmZ-EG934wQUzZ;^qQGr)n&r#)+^QfKZ15 z!Je$d`Z6Woo~k^I$eve6t2$6p+dml;}; z5C>*wA$37yc9MFF-;@_cCuk++dg2u}$^F0W%YCWI&(OwX-fow~@ zY$TA+{`m*-GrPVRzxyjBjnGx3TeStH8-6YbL~-GxbTSqz5D0UScUKj?BdiJ600B)h z>$I}mmtm1bKjb>QfM}(tkJyu!Xn`Sh5m|8f#v@|H!liTAXUHk@#dcqd+dTO1fbbLwx&D#ZzEYvI z0aO+iL#(VsLc(ZCdi&F2_ziM114n!=jg!(hVf;pJ;kf0mQTBCtock?8D@0M9v!-a; ze2nC?B>Ko6inXMPBnb)I84&NrDWSQJpp^wVUsC82xoqyaMHe#=;PBoTvtAar|!J7E>>uV?u-JP}(^>6RHWU1`UH(%S6S!;lIkB>CxT}wl+ChMub?i+lt_$9O!~>9Pb0O6n#6AcM8l_q zPc_$nkL~W>2-v38{I>{2=wTgdge;kCisPbaxw;>T(j2KWmkhy&ILJEW;BTnb zGc0p}4bc5ZPXYKWLy_1$2%mbHa~;t{9^g&sDwZo{CBOqA4{;^fXBX}xywDkKgw>T! z-Fyfs;7kW7(B{T{0>h=Ejh|i-J6BNb9~y+1TJQ3;_pWJ+w7J8vJAf@%_8-BII}D-W zABJ0z39;>YzjP4I>Hlr8cEFm;(!2+)sw-96&{uv)^OIS2!3Q-~AhKWNdO0a_JRUdL zW-M3YG{Dd5A0-61G@Wdp`qqP{fwh{-buBB;6pCOqS$xVC4XfNP`?{+P&bZ%yW5lA0 z?BH-W_x)X<_hVvHi&{oyT?y}4IB+TboFot)`)nQ+sU_MLI#20G?+*$qnW12e6R|o^ zl8ACp^xjW(fieQ%322!2k1o{3$b@3KW#4(qh(fH41UtGtsE%7y<8S&D)>}!X#`u{x zItQNBF#o-B5ZS@U zh#v9xBq`yNUt+iDe$T`q-iOuld~7T0d7ocUAj@wx8>a<&3W;Z0zB%l??OB)AzXe6V zBB#Ad=-)+dM@JhjV|@fDy<4dG?}^Z=*kkl>veKDSo*Z7fZ>D?yNk@^oF?+23sl8$9 zkx_thCK^6pJL=y=NpR%)tcKui%q72xZgUdrXF-~)h{&v|k|{{NoK}=_4p%uR>5hYU z*2!V0Ob)>%9(s@F>&H>TDEtdJD&KI%<6Jjc>gG6%Zk+ejWz&Ej;$^c}`Ld1ZCa;pT zZ++T*5Etyd#!GLm#KLf?Wg_j{%GlOHBt=i!YN17eci4?ndIybnd77Qd1Zx~5>LSyn z!lS|4jI8>zc4^@sTs^D8JeY1qL3==4ID+SOo!PsT6+3;q1@Gg>X07YgtG3*cVGJ?F zIBq+mZxnyaDH+?)8p&Gnj8+80#vM3CXrhUDkC@3?U$ zGzOBGQFX$o&__*(pFe)o`ft4tBUBW@o_BEa<$Dka=K>sP!n(EAmggWTQEJ0FfRl4CjaUQ%nyXiaVZ&?Sa{=OY!ja04Y+GX z!}c(J1)aM(r+kV{df9tOrN&jRQ8Q0ZUk7d{Vh^qhA!PKF1&ucm3dth0!s|l!r~Mne zomc$b3jo07^uqh8Q0im_x<`}nCUOV7t=0lIU)RoaBL!mWS4>FGGi=tuq-9e6{QhI^ zB8NL&AC3#rJMz(AN*}cWLVYijjLUKL?|&ge~a?1f%&&y%8F>jjp-w-&Xskzu>1bE{7#9h z?RSK9$;Vx6o?+tdEoE9X?M8qmDL)(b7G2KIwTZMJO8T@6%8hn|44ohKh!H%ep!$N= z+VI79M`=0$ej)nkWGr0!B|d&ux0`;7rQAYbiK0d6&iqO7w~3PXm3C-l$Ma0y zEwTPaR|olIV&KJ6su!|PlgLvvIO`jQ+dJ6zTZr?SbsKO-O=O(+ zvS{m_J?9V+ZZbIPOeZO^up@G&>_f$4zIc2O|TZ($>^8 zF*b&IgT)q~cn5>1BT=t;(EWsDynCrq16N*m{qJcVW(6NB$ns3~33uUm5L7SUpc{XC z8o884THplF6Ayj+eM4BbwQJdUq=3?f`?O1z%CQ$m!H`tvGI1!(7=q?IIq??2rd;OI zRzDNZ|3xp18_Ma@oULO!nnN@j?tM00HqG+(B6&j9Ba`nRl&78~`}kpfEIfsO z5}#^zfNS*wmk5l*uF$YWgdAld}|apEULA>(_!p8L%03U+S%sboNf(^7qyTh zihNq#DF}yt^|aC7EjIVYjKfH16xksqQ4D=YGq_>OLNPjdMOkn_eJv~z^)*+5(Pnnx zU%5K8Gt`$~e9)b$^apqjR}zx}7vs2?kkwj*{GFZ2S&b!QU9QA7BYm>7=Lp?6(1I*H z6BN*|=;NZyim-{PPlN~9Q<0C1U>lhA2TDb42rdhmFjY@o#rX&}F!a*u+ z5A!EC%oo=WaKywQxpgL*x`4#!jbJ6%0&o~?K$#CO!%T=yelw%6INdbvIDWM3!G?i$ z!HFgmSx!6%1i8wq3q#hMgHbqfF%GlACRMl;pmS_2JIZRz+s~Yr+|j>giL<~B^ZR%J zYaT$Vd*L~C{A0Bz5w0yU$P!+6)ZJ)5J_FGW-)DAmw0oVsRxvKszOLuGuiIru8oDgic-iSnd1iwXbqe2nuFVrUH)B@T2Bslr zhx?;b4yy27&XpbzXv1|MQ^@ILi4gYO*9U%n*mjJS{N8a)8!Gn@&pE;>*Ee;;Ik?bW zBhVyWTr1f70_n{UlDgH=%zD1!Dt_$%*jIK>u*tSvGtJTLFRkL7YQdh`mwWAbQ{s); zH3;4>I(Y?I&9MO7wZ)6|i^3+xf)Galk+;+nmh`gzV}9(%jcVaedvHI|$S^zC%c^U(>A$^jS&!+=rLOW?$)4ehu%y zRZP`A^KJQpix3PL<+&Src~1n2p5#p>SX>vG-HwS(hRqkl#9KeqG}V$6{fd4S+rw$2 z&%bK~VfLS7TjuBqUrC5;Ngn8TU^kvdxvK?VaB-Xnq96&7QRZq6ziBb-zUDvb0M?%8O0}tn zk6fzVk2q-Ik!RF1Zn zCTUW?V_cr{%?P`Vqv9UqGSu_1V4V{LzF^FFj9~xCW2z#Eaf=X^vfrS_$5A56m%g{} z{F37&yBy72Hs&eG;?6SrjOmzk;~b^VNDPAx+dZeq+wE2;$y4OI>Rr#d$C6g>G3BXN z`mQsJfFp$X37~2Sv9e(bGz1U4`gJ<3giM&e5_FjF5G*4|{a%ZM2)U&S%SD~$vdx;O z^$)lD5=ttM(B@B8E~PezowurM&N`Y{nK_B`gqt22*J|T_Vzj9{XQ*h}2HtOs0oBMM>ghsI>0fd&znmc8HInS*AhXKUrqu(vh~QXo$%%C@t)ff3 zg_bq*i@^#6yDs6n=5;-Izng&i!J)G8>=(@Eh>TgO2zS%9&5_|^hMWPVrP>u8l0E-k zYdk#X;~2}FmDXRenw?;A+*lg#ceS}{2%*6nDg)q;?^jR{9^&$lbsSozc);-}4WA7_ z63P>Hf_%i9i#e)MQ#k+JmOa$Gs^o|)D_}v03-VUnrN;qM@75k|C5=bH@Kl@#X=y|~ zP=`|<%5Df;w)-7{p;#JOi!A{Rh?seGvNXEL@>i*Gy=?!5)x0!%?6tO;I;l=hFgri^cS0aj2okpuNMqb_n zoZ2-5)4?-&=b{m^MHWaeV}nGyije|6rDw8RM$t)dM);jNGq*O!1!Vdg1u$~T)VtIO zMHByGAm|kQfm|i6#yk5V?DCxY4j&eoJXc|DyZJ}Q5!!lDA08=X7Xuv{SS7+W41e0f zt)Uma*dIpw+#rg^&FhDlH)$oaX2`Q@^F5p%w>>lF`kIW)sBv-&8Lb39pz0@^9ga+- zroo6>Mtb~s=pGQsumJ|+&uY}ZoWxAihfgZv_9X4BYfH&b45j9pF;lJ;u-A}<=nu@{ zEsiLMjzSU>)y6>URtnI#lf~v_ep`W~DLlr0g1Hym6R zY;&!;5KR+!dm1q~+o9Cn&^rxyY9s0831NutLiAltiv41e>D*Wy_YfD)jic;FhOKZ+ zJR%wVHkPOgTOrynFDAdGdiwTGzIhqYh5Yhk)t<2BNScWj#y)n@nSt>M&li*XqmA~4 zqJqpCem7OJ(~Y)>IlR*AB7-VmXT z>T$2J7r3$FSWmp8o#P?gUue8*Ho;tGWihVxO1Lkdcg!!E^x)3Af*8d^ipu{0C0dl$ z)n8nGW{cT3s;#YzZV4e*gR7~c>qK@f668E}SrYw>fj`H`(b0`EMe;<8zh42E#W{uRMSaKSOp?Tx&IQxd7 zqj0B`09Pr*!2Pn@C8j$tgSHPUN+#3NlQ=$~?^#1^>5HnB&vE}Wl!TPvi;50P1Dh)J zFFfmKa3CREC8B)cX&&>s8?L!#54K%vt&p$+Y3t6qh!z*4>_ZY~PI+kKpn|yW)W6XodFz+CY_i*g!t0I zqj+K1)DS=zJ}&n%!m9sqB|N@|_X(m7NOs8wUphu{wtSt9fwOsniccSER`6~O%`Z#s zV^+RwAQ(!%E8`-g;A@1{9-H$?7$v9N7KyF~| z*$zm(hf6ICUKPpzsrY~=c~LpvW^@7GQPs7@SSQe53}-0sV0^|IvyRv9fN!E9#wc_M zF8x(782{fzrD``NZeN%kz3AZSzH{X|1pmBWjjHg11M-dL%0QA$+jdi3{8yUw*W5Yw zruvW!K{Z^ zbxP)B9UTC`nGgAk(67>=;+laI6wqO}yo@*=6^N`90Cpdx0RFvNK8^r65TFk9zWNu_ z_@KMx@O%eSv3d;&X$S!T%#XC=P2LzSU8jY??B60`+oJ&AG-}^Ps8@xwHO@@*j+u8# zdDkm~2?I?`Y&0D-F5g3PKd}P==swmxuIINpaJWVQH$iT*l2dKK(8yTW#zyP0V%Gs( ziOJ2JES1^4fTtb+ur)<);uO_;Wv+}Di!z7l&C>b-!}ShzH`Nt`*bw6fP9wBh)+p<* z6slj7%HwpXHW%Oe@?Bq0Q-~n2{9IVrapMjB#~^=Dd73(5l?-NBrz#Tp&LG4OKHw@h z#Y1XWkV-w9B938zJU2ES<(Jv}-6sCLK*eNtv*)#`K;PG<`&oQG>t78UoK z%%0tXDqZ+JGr#DrcchmuBQ#BLDr|r?b!=9!ya58ed2K=5&IVmm-!T83dYt@i3%f8U zg0*}A1d2pj^{SK3FM_zWo9avd?VFU7&BkJR{gepFn_1e{h?Zd;$hNJz4il4K%1Cej*OP!N!BJEQ5PRGCGj=dq+#{o67 zdlo8|54e&<+}Xl8#RXAsL!ktZCLyg|(yZLcSP|mf5$zmqoc%(r%gN4Gw9&IUhE%RV z!Q!MhyI209lVyC^T|Q zcxyCg4O+{!7_6wvz7YWOXqCsMIHk{rzUSzX=k@x|gnrv*v26Ro%}AV*ar|&L{P$^_ zAf=dlzzU~!zYAl)@ymg8depYHF3~CwVv3l-|5MG@;FkLIxW56 zoe?@5(DCty6p~%!Qk#vGrCX7k3=-O2rRDs7yyZS8G)bf?6>plZm@GOLWu&u5$S`Rc zy!OU7BZ*s3J-{LXd+i4=x3Ii5CQBQS^wuo>Qok?}Wc3oFfpaB4veKB3pBhc%FFvjM>)?_pE zJjMvC=0qsr=T{K80s=khwwWNSel=s(h$p<(J^$~85jgHkBB05HwJC9$G{-BqN4%5; z0FjFlQHf+k#EoTXU|R2@P0LVNCH}3J3w(JvjrT(4fQg)78%E(<=(z(W?`!IsPA^m?0R5=4MCBWYoSvxK7C(!w?%-{;`C1Y(#c zvGE2H$Lnt(xC+ntS$oAqpsVmp*rN+>V-NX82bICG&}Fjf6uvgpX#JA0P9qZ;M=N_O z6)FU!bn(GjUWmHNv!(-x0e@%S8pj{~R#j?1a9aQ8A;OZ@ri5isz$Yw*gd$)Dq( zQQ-g(aHNq`Qc41>sj?#XX4^QxyH|<|nrDuxl(aPgPHFj*;##{!-*8x_4G_n9B6kA5 zOtMR__dqy>P?ld8gNSYl+rKf7=$bflD=!sW)~ z)#hb-dIQ}j{D91OvzN^OR!`>^d2aVyEr5BZK#^y&{2-7fdFJ*+F(uQsqe5StV0unHjg>s z>_Y5o5fEk&I=n3=+6;@sdB!}O3i>%txbJ2!96xw>+n4C?>A;3;KYRz8m$L1}3p&SS zwzU0RQ>0WolYkB6rIDf=7vmw@1M{THEnmr7qTkPU**~HVY`pXbRARBlBw;B6h^m(2 zZHC=GAb!*!Vtffo)L$h_;K4p6Iys1kzrEw6c%oVddR1 zIVl=qD(&CZYJ=dn88G+N!yHn5F57)0QFuLSKp0>2C-1TLp8&>-3D*se`)ty}8LlcX z%+M?8CCk;=vPOw85NLrFnn9=s3ZIpOE0E^q-hy}C@fs97SOfMH-JW;ybJ`uuzfW>l zds`;y*5B$mAYrjQ0hzXbs> zsyE^G{@Q#?iY)e%WBHk9d7u9gL<~-&zQ3$E-`fnbF=e>1jEED-!xC)A?e~z7ISZ%% zl(wBK9PuWc#7vy?y`iIS{wN99j=Y{BffwBp6A_1450ig&u#Po;frV(IYffnvQQ(be zXe0la{vx%rY-@OSoO^SP$s4;jEsh-%#y(U=hb)jbEjzDsp=fD(I zAyV^1-~+>P`ph#xt+bfRjx+h{hDESg#WHLB?ytLqw?e&)3OK5skK4bZjcEF2rf7C2*{ovr*J( zVqS3`@7(wr$^E<6q_u9b5IDC@>e5y-!i)CRUDRfDMMw|cQ#_K4YUOZ)AxtZYGHcrE zVaPmv%7;N#Z4z}=A$>v+_6Hz+)NXfE>0)g*i!3(|mfu9Q8msn_}xh-3C+V9eg0kh-Lhs)$)f z981XEY~$f~iPeO@Duw4e@|U^~i(D~wfmc0*$QY-8CJ6Tl&tCCSs8TZ3csg1&rET{| zOo$Fds`pz(UP;O(lbqh@=ZJFZ`(ZYTJYX)37!B}TFrpo!rDzw3A$gn}W)avON%i|E zaOQkMkpkVeYM~@5G{l7H7wUhXsld93wdN5HNygyuE{J%Re_bO6E9a^A=Vlv0qxvX> zqNS!4K@I@^+~&aAPpXPjChcWeQ6{7U1lmF{NsL_JL0qW=%&dxlG&Su>v1&3w5;xa_1H=^@gJH zCRXwK*N`9f0@#J(xtYB~yL4KQ#=I0M@&|jrbeqiYU4B5xQN1*%=9MGTO$B!mKBM2Ji&cS+5-SBem4P)5U4yjr<*MR_zM%?3m|y0=vnk~ zi*2+H1V8^!^i}xy`%G=(z=OMs0qG9_91jSd70$#spMC-$O<#*3Hxg26Wu7pnz1jPS z1HTjm0SQj=@GsXMtG@B;33F-Ti%`NpmU<`A)i3Gj0xZHWi+{f|O`;I*Zh02skn_fK zF%ReVu9KN$UK9(;I#CIWC*_BxI36-q*R)5dGM_-h#H%)#Baps{A*gl0k}yJ|#oSDZ3?%}Cp-*Q%=>hYY6DqD5yf=f#bb==r$$OqF4HQrI>{ zLcuq_?@>|pZ6ZnT-|bJC?}*Smj3<NxYau3!fMmqKbbNHlgU@Jwb#Gp|=LCuNI)4%sxRM=gv8&oT?hHrg&s|0) zy_js9ke1*UrS{1qmm(1E9+**il7+hSNToQi?0MLQxqY6L!BoMmr@GrIWeP}qfo8I0 zY_QO>dtm%l09$~ z(#SKbmhJLyPIY<7r{BvCitjB&BJ?8xJCKiT^o)#Jy??Y&`(TND2CQb%|-G09I3rttY zJV0(|cxwMwsl;iVPG*3fb;ET0xV}8AfnyLTIsgQ^X#wpExf3r30M9|)0Uro28e}1H zTlGG3Jz4`J?t}mU|9|od5R7<0k|W3r0C--8ELjO4vHn}f_b8m}WVJV_SK*%2tD-Dw z&;{cZ2nap57C{q7QS*ioet6dyG0IEw->3lqq58>*=TA^0MXUHURPB6jTi@r5@*jk-H&v^$D+<7|)Mh%@8fU2g?o@2I2ePT{c0h|hcjFrQ3o*pc`UecG>xag@ z)hT@jdyKFMT&+yQSNC+YKG$s=0H(hAI9hWR%Q@H&YOh%ij zdO6|6Xu>c#m!ZR=y+DfIU*e$gcOcQ@j=GJ4oq7u*K{}0(99Hz=Wyv2#p#ud7Sg6^# z$sr=?lfWv&F(XVjO;mfm`LYh8bzTXv=WKJ9E}ChLTNvGz!kLX|kOtzAuqLm;s7lRi zdvX*PVb_hk`q=w)QMDhOstZEtp_Z~v3OBcA>%R%1KqX9zwkxXepHJcM81X+Lq53cX z>}-l8MvcEY6!yFnN#&s{)yrTj1T@r5mU|m*0I8pn3_%ol2}brSp|x4%qZaB{__mxi9ZqzZ#=5Xl;76guN@8+i4{x?wmSQNTr zqm}p#NH)@k!&>fkhD&=z(e>EB>`H%lKg92&Fao8WC#{m<%n_qxY~E~kn^rx}L#VYl}8{UuJ?GrNs(C#W23=xa!q7Z1PMZ!X9;#i4Mv_O;*R13f2&9z>&{i97I=W3kRa!klju?9}3?`Y1K&2T#T1Iy09~@@7femgj zr=^rQA*5#o#BY>1Iz-yr_(?G9($TC3HoDzY`=VZ5hfRlidFRCmFme0MJmFkSgq?@; zPoM0hu^lcPL%S0s1Hd(bMrisl*D&M@u;dJvm_^5ty#P478sf{5za^z(Q6GFd7+FTL zabHXY?g+yO;yli~tw1Q~ud-iqaGt65>X1ViGa04|eO-ZYWACTBI)F1e4OV6t(@L*m zQyCSDt)AKreNK6kK&0rBQp8@`tKor!h&c7E%II*8drt#^>Kh5e<=mPy>Hu$i0Xh~v z$qPyyfKCm*Z0}I8k6bS1>^sOv$KBOH*MZR+bFMdOX4s_oUsxz8dg=%~9xw(AyL0kWl{!mGz9|5%3f z$%yJ-f*u!J4-bXl_mURUzQro+0MI8P=z_`+^eYT>@4<1H)L*D>n_*O{SR@>G7fJZ* zkv1ZR2qOcaLY__aD~8h;QISWj=rF>V2*d=hf3;P1#AzZ zArE?GuM*IzUo}ig13kQ%UMY2^&~vT%#mT3AHyYmw7sup7@r7tyv|Y#s6}P);IEU(^ zaWj?W6oKD(Q5uK3RnO2+|EXH0g0Zu{pLy}|Oc+xm{wvF@ou!&&lmu{SY;2N21ubk4pA-@5gYX*E|56 z;cFnX@9RyV5nnGIf_4`>kFdB7|$X5lr6i&R0as?@H|W(~CkN(OQ|R z(A^-72J!FcEuthWy)2(>iGgu$UXX;0ZJL%;yUoZ9lO%p&=MBv&M`=xu2ak(wX|2Mt zQ@4jO;XIBfGrZ4QJ#-$%z>7<_KBngB(#Os9D}zpt2NjIkWk@T}FGL2lw-m@OzNDu_ zy6U6g4Ke;iRo|Uvu$o>$AqC`GQF3=B1*YS9W#W$Uaa-ucVrqf&f3j{;GVq6jOGX4* z2|L;)!zlS(HQ*{h3PvEL1_Y=uR6^SxE9~j=k1>7^_78q!yJgFQ30$c1k@f;4Qu>`M z$z$kY`yhzpj_P-mzmHrjqyAhOfXNKsIYrl~=#N##RAsaq+ihu%FBbbOZNj=^@C?%P zKqAHzgUhC@46-xS?lPkjXr#{BP7I7$7%Sw+!I?3NM!2_N0UE6(sG*lFiE&$DgAi^{ z861!kqWqDV-bRDxuS{`RTcx5N4%}U<_ZNcPB54f&R#K_HQ2CGf;~_tRc;y|c#o;Sg)|ud({bC&`Kf;`R%>6YjilpZlu`4&9=kyOewGjgT6I?|;ED@1!nd9^VDnLp5M_$$kHE7Yn%?%48YyWXU zaqJ(7>bBApPXOe^|485sf0Wbaoe*a1nGq3xiQrytuJY~W@?0qZzUNiIOOlzHfnF=c zZsRoX_T?-0f&}pvpK>)>@}IcwE&*mI{G0IBP|1HL|3`lJ3g4(bChZE909XNcKH~a+ z>_xLpM14YvLq>ML;!XBk@oU03bD=yyOh9s=X1n}cm_Uis)Y=Tj*S*JvLaJ6xnp>ka z0K5jM==f!eJ{A%#6n6jjVU9=U%dL$6TQz|okvo@qEB?>nbn^e~2`}T!@VtGU0|2H8 zqV7N$P?~L{PXzvdi>99A+cW*&Trz?2zrsbd=|>m;wNNEu44Uu%o7=V1q*{)s)!)|g ze-1mI@|h9b%c*?n;pg^^3y@Rn(0H`-uJF_AqE+`S()ngYbd9N+@~t&A{k^^%n8#-r z-SCwL0)b?Rx1Uu%3_(Dy7EE_?8NMkmms^XmkJj(r$Zn1-D_X5To6z35|Ic&$FaGZ9 ziBEOyR&_1B2m4WPbQo~m>uTqDqPlT-5d{K`2N0yXb5Eh$32!p8qJzUsJzz-ALcV}~ zX5L&?H0hC~3FdT7CVjwPQtf|=s^4MjZ5|#-yynnF1Q#?wY0(J@b2Z9e2(S(uv0}iZ zSG!}Q-Nt%p+#3Mskspu;F50AG`*5z|vo1O8I#z?fuGc9j-t6 zh`6rjQQsJ4$V!-@X`q%4^uEEZzDHAKz>$A$^N9UyT@)1fC$3S3F!H?V=eK74Y^{#P z0v(E^aWRZf-7te#w__t0Ng zo!Q@`hzI&3K1#e#sOjn7$vmsb*M%1)OG{BHe%%rV2G#oy599pX7RBwOerw*dWX(_! zOch>AQrV&VWL~ID# zYDT!ART53tfq%cm4aD5dY+|g>=?nij`q!!N8332BlNkoEuw zUQ3Q=j6owJ(94sg?tH^*V&gh++0d&xqTQTJFR)ARtcO^kg1*ph3q|twWv11MU>y)l=YaE$k%neK&=xC%2_Sq^JBgjP>oQbQ?H|1 zxTQC?SwpLKU*9@6lesz7qXzLQHB(2Ns~dL0Mzuh4AQWbV!{}9e!FppS-W=x(TdI2w zt4`m{pGg&}%`Y7ZfGQ!~1qYCbfq*f!U|Z8BxR>?=r z0nCQ>7sdRCh6MUG%hJ=c(}TfiuOVlXka=*Hm;ht&9~i<<=)XsWqwh+Wq^Y&+D+$^+ z3Tn^`x|fak3OZhga*f$Yl%p|83$k~l5=yW0)Ed_+R2IICZDhHyEo@-fsoQBavUvcT zx9wnIuLMuX`0{ROpADzpR_gdH!4U)=FZnVjjvlzENab=Y;@P+@qz0uNWMH{@KhA)n zO0?%xIU31A&Tn=tPl<-n@I72Bo-An`44R9>v(O0`?4M56h@U*aY-Uks1%YdJTPrjl zJl@8^_dcHq_3>j643VA0_TY8s?cU(E7!l;K#dOz*Q;{0?ePB4YZ{mGsgbebZE61~( zOW?;4?#TBhUx-4FF0dqU=HJ@3QXXSj18oXA2zbGg)oWUJZ{&u6g$I)k11%!HC6={2 zcZ-f6aQEt&jHi@U|A9Mv zp{}`m`H50Xyl}0l#Dg`a7kihcAg?t&aF4ruA)gG@iQ-HJQC>fG&JX?2<~1S^)Me_` zhPbi`wU}{?;*bcE>__izQeKyEpv%J}wkGCwm=E>n5R^Oh#mS`7dW?Hna~K)m^xNQ1 zVXZ&cM6c)kEm%pvRmrl@bh?2ZcWQ|d^++8X=>fU zQJvsp%FpRrjTGle1G6FizO=>{qg3h!XGIv{Gx|{?l8W*hDE`B-j4 zJsxtVyb!5SdY8}(hlE>QiGTZ5ZRUeEH-&hDg1bBNgn)oNA@BB7=ltgqD*d$(^&=+U zC$itFd#0^5-`2=?OV6HcB0v6y=inWT(;p*AL3H|NngpY z-@!810499d_p2i4E@2YInk&-FXBz_ywqR!3RDtmpoEVMTK#tI@?gzFzY8NJ4ZW zGO|rwx2!6Np!~O6jV_C&g~}{DR*&Tb@=;w;B}*@SY0CgXsH4T=697K*&wN%4y#NNL z9xZsDFPX4v@yL-sl26v7X{$082!t_h4G?5DSiUyERZ;71lS3tBri+7+YqUj%L z%8*|@Tls-&p4X~vyicx9OSzIrSHv~AKY4*!z7-S8%Cc&jI&8g|rhl@He==UJSCmx# zd^MK!5Dh{B008q~rC({0WQ{}gwMc4bolX{ARQC4r$cZwUn-54H_*-0>T4(& z&>fwpz>Gvun}zbbJ?Ll=X1VXu)U12ZhrAMGHETRak^jM?1%N2C5>yY`gAG*7?MEPra0O$dgS@!MrS9axsFL0Vz*ghr$AHtp4K?kqwdE{e z9KCEkA=`qdGyRfS_JH`6^dSrDj?MvD$kaKB#k7EYN|LOO>OHcg60oY=Hgjpe(X8{{GdoiGCE@c!Xwbp^s z13Tp~T$8~4S$ha4o)iS82$HZT0TB9?+n>ICxOQnW{>^L9Z5f(4@ zPia*^C;pJ-SVgZ~i`9F&{ex%%=g#eULW0%j&e+bvjKOPaq;a6V9SSih4&tUH_k>Zp z3%z=Q*j{qItkF*rbjc>^@Wf}wO>kWEF6Tmlv1TwU!=8gpSmWy8^!rQc5o2?uM0rR( z=SJ&mX5i%>&5sYCkAA|c2#+Ml>g?uwucEGxHK|`nF;;LMi>NQ`+?nZLHGixC2&3?R z2KYwr&l!y!PPZn*vjM<%HS0Ad5 zHTs#@+sV4)ij2A{q*1*!y6|Xc_8Q!ab;z!Icv1T|IO41?>P}JFkCl;}%Pt4UnyYjq z_1oSlR+jb~REuT&FaVD|FBu{G5X&aUQV{VsjnH+(>N|y$TqRoUu%^;w0qOVhXjy_XNn4d-gw1rFf9VCu`rac@CYW&up>a-ak{tfV$m;b7C9wkL z@vDK96dl1-Ar-NK+HaVPb!s$6Q5Hq0Sg;{=#&r4HIzBoMHt%Ap)t;PS0pMCLbtZmg zh2g}^nkAx_7&08g+M*`hV2(eM4&;2xUPAAxnIS?faEp+t2o#fX4kG9h-UCCadR#1r zSW(Fuc5-cJjLGsUG`OdOB%p=Hh`YnyJF~r_S@;fGPjJ0ojQ5? zfbZ}dO!yR(Shj#Qe`RPYf5O9x%;N8_M!#3FN={Gp&#)uMQ%eu7WrJGvu-ul683^0e7 zjWzb=^43vAi;_)@p0WO?b*{FWaQRij&SfHU&f=vyEf&wtuNat?6cfc3QKI)KN3q!2 z@4K9SZfvwtg#!s;BI~9|(H@24%UQ)kI25)oCYwanEJMD?wZK&LVDA>@Dyy}P%fw5q zjzDBXT)HI}!Q3STR0qdY8ZOWM6`wsLA7e?7n`V~dooVJ>ML&ohsk%DW((83ZdS7cQ(C7Z z<7)8Na`erO*FQo>8=MOw;RszdKD9pq{fRqPq7VAYpu0r&LjM+>;+)+hthrB}eBao~ zAD16*uEQCZm{3n{s_hwl&jr&k86zQc6gE{vGhkWnumCZiEOUj(7nyAE%?`;9Q+B2O z$WbS8`Z(0l;j4|zDbxo%kbCxakRV{0@7?vxr~gCk*vr1qgt2O3u?=>Tq|ezEk80UT z4oA?bIzA~!{s)}BkDcg|EqJWB}tP6HgInd#5m%_j( zty{x(PQkW=$1@cKQ_0gicoana4P-m6j*K?@+*E(PG3rU1D0{hA2gw>o;)i+Rm(X!j z>-mdGa~5xO(Zgg_5-bkP_#qik^>0XAG;6>=w{2C-y>f~3sfuq0LLK$gg8`w|VEBe# zC-D<@p!X@AFP+i^rq(lj@bfei9u(2rusINV2&+^$P2z!DJ;~O2zN*%jd*j4PI8IOB zy%OT706$DSmJhN3&TJRIk+p|ibfKrqfyq=im+&YXk|(@oAU1U-0NYgoV`woAG#O{Q zJ!je<)!Hlq?WOM0ZZfG30}@Y-u~oeD+LdlTA7MWPTo*@vcHx14C4AzNm)^h-*!$IF zu~!0hYvVqsHA(GjGg^beLvBML*GEyxZlA1R#a1)JuNdAaHd!Xz$gSZJpn$2pTs|s= zk(X!!N{Z{Zt`Z$k7z9@pm4v8wV%F)-bO1pi~}^# ze}s4i4YL9@-1=Q;D2TXsw}am7bh6!Y1(CH$q3qYZbvRRt*)ywl=&$?NJCvB@tHwA! z6$qr4grqP7?q0qH+8=w4hf&V3X8u!wYCjdo7yf^(K<${f0I(jyg^&n3ns5(y3*WyK zWOd$G+B{FN9y<+|k*K%Ym}u(B5#~`q5{#mu32VHn4-9+(n-j4;ZV)f%&KF<+N+elU z0zh0NE_XQa&phm$Q|WR@MYaS0jPlHlE&z~>&(`BM|CQ4G&wBIuHyqUGh|NW`2?5X- z>U?jc_J#e`5x^7qoeyt_qfOVH(}}8`7guM@7QH4L3y5K**_NzQINpWhR4B-_vC%=< zb#xDN6i%{&F9EkfFtbANY@z>cU>gF&@_LQJCsZ}(hc!qSbi2Sg`z?Tz7nL!aY4L%K z5%PW|UgZ2B>Kl=u$P)h9{xFEWPP+(Gv*1L*3V6*WGr$*(4vt%VVkE56@hb+`E;A{B zl)Huxtn0qF7I;pp<&FcuaaJ?JyH}O!1^bhwJ1t05uSgzl*OY3bxa!%mi7T-7`~6^z z_32!veG%CEF+iot7TV2%0~vm9 z>xF_T8j=Qa2dIp!K`hYoV{)Bl&%pGiINtPPqPJ|t-9zeer84J!$0wuS9kmH=JbVMK zZNxxC`=PpV|MC8Yki%!Ang_D}@tLKY=h>%VUW`%_)gbP$h{qgNSjIP|8Fv%?NPYKf zogf~#YjB$zjXf_IUqiW@E`0hF_$=+d{uBlngMf7h$+O_HiK>QpB*34Y2dr;309LWCoPsYLL5t6BZR(IEX+-;?uk zL1@d?ht1d-XA!EPV#B5|wp}>GL?~R<_uGqmx36+BXr9t77g-R%bF8Gb*tLKGO zRNA>qwN`(@||QT-vrH4z;wkLM{@46@f$s_EQJWCktpeIoJ>!%EE_aU?^@ z8n<>dU2uTHdjI0U`*CSFa@CS>LC6m9DnNDs(XB+6DXr5O?qk3zUDJco+v*bcacIeZ zlT~#E9L~g93)ni)K$F4E8>xdCA3dTeBuKKx_Er4fagalH%!(2R%K)uGHy@w=DmFfDv8estUqs+)jq4Z zyBv|{P~>5ze`LORdA3|_zrJ18qFKeyO`$+qd789uazUXdlxM|y*P|Okyq(e7dNcsW zr=Q1`M~D~bWjGmKTSyhqvH-7PxzAqL{%UE~-M$B^rii*=E5FKjY|?R>;ZESp0x216 zoVgz%y9^6xeCYdwV_WK$BKpufW1OjB1lUbv>DM6-Vre!DN>D242(<{Gfh8aSbSRpSXAQu|%BFRz zI`GYx z?l%F*R7`};N_)X_>6$lk;0{s=NHq)$u2ra>{qJ7o(E{aQQERP_L0aKQv6GNpa^Xkq ziDye}ubP32xjT=0aDQr9J;AsjH67Y04DsZ~LmI$&4NdoafocffPdO}91VMceSXI)Z z{S=|*27LOJV>H4|$~e;I*t_xB{qnpyV}mu{wDE7C%PI*8NZl+Q^{Hi(*=q;u^bEpL zJ4()x$E>>H$c8MsbpS{@-9~XCPO9Q&RDlM#*s(4Uig>=UpyF7rAToU{LiTWr=0*j? zL?%B;!^r2=cFw8eC~{(5QkGJ&p`ctpCw&2;O(=lxKYj$8IUl;>DtQ>NO@l zqnFr3w(;y+P>B&novh3!a7;Y@?r%(@9!5i3>AT=BMjvvtuq~^CU2?i6Nbx4AIX7~TXQv{qp<8koP@*Pw5{e0f7z+?ZqEAt63r zB8np`RBU7_khjoZDIhObzdvbKiC7TXD&rJ_V&BPGkuQ+<+bVRq5_pYm9#zt9+iE;*bjnXKTYYca6ETkgi(eay&7APTqC^%(BjsUw+H{MP z?Z$OrxR38=x?1oFgIA$Z4Cxd5ThH2!^3?7~6k3C~9g2Pw!xZKB#txmtBM4x776l;BsbwIBd=%_qFe%3~Mfmi_Vh{OGFD zer#SU3`)(dN)kAnq|*d4c*V9!CrvG_aNna=Iku`06pPu*`NO3u0a;mPB0DMVTwxHx+#Wyr#)&kBgCj2^ z|1)rKrnL|^%eO#SXpPY#lu&hhLz8Ec>>eZ=4Da;!9(u4^($3FTd~i3Db_!t zl^Z>|742||lsM5vyD=sT2Ca~CP|y&3;oA=$Io-4)vo&(ae&jh_0p9X{r>57f{n|RI zIA8hZEAD~bf`JPf*v7RIBrjS2j|+Fvwn)fF?g67+G6qbFOhG0rgzqB_^|_1@Db0EDISdo`se^L?@{7GGEV@`}q50?l4!O60mX1M4+NHeb_~Z({$b1vpo!b4jRJzQBfim1GBs zwnwDR7;LA?fSt$gUq8u{d=?Kd<;TT>)j?YDl{qyDeL^>f`eJG>ft-4iKtH?Tc-3Cg zHI@2<{bSo(ocb@AkUC{ZgeVaM^EqlzW6^pasiq-_;9$hBYHcNJo+ickcBs1k?kq_$ zFvT*KRT?~V<*B~eKgj`J)T1b^BAzSAhtX-xKAw(|Z+0M+qNYr$Dhg-4Ws5GR$H0>wBdmjs!^9&7hwvJe@zTIBjJ3>3 zB##jbd*0@2&IQS7{U91>iTwEsj14lk`P*GVgpa|AU#5oX`sQIzh{`X;dIZS3@MxS$ zxq9}q91@WG^ZYe494^++wsOoeUu(Q$wm|=MKD`kvF73S0n6u8B#_Fvh zg#q9gtNFp|A{R}}Yh|Q;nP^dFKTh-lM)}j`f%QpHn}8-bvuuge*mF(*n&~S$+WRyj zi;lA#oV^rQs1%|uJ@1Rn0$$WcyRuH2`T4?YWlyFpOt>UYR}2}$R^qR9V#v&M46s}~ z-#?Iq`>_KbIb2t*COuR;)e_EZk-#!T8qoMNe`%JAgFo{j2ft3;Cbj# zY2itee+C+D3|wOHDh4KT593HG(OljW@e69h)&^Tt~WD;aJn_Hn{jT? zk_|0i%DoY7<`J~af5*(cIc);`= zY%CHHj;$ux3BG}=EuviRf@Bs%6lY2qc)G1qRrkt_PoWm(s;d@Hd6>1hJwg91@2 zRw0h4o2ak;giXr!WkSc0tr5yLHJU_=aHNXFx+waY;zNqNyv%jUWZk=1J>))}FS_8_ zn^D!glnFx|oZ$*00L@M+NQr0dy8Nd&P~gWzqsUw2b5m&&fYj3gX1*+8?9&EEKW)$# z4~pUAH4xyRdl~T1I-|-WJvJ7Bj5+pY4<9#-bB*-K^|4(b9M*6p=nBfuwZAme3!{Qt=`qP+}>M`@Zd15w|kC1e*Nas zgjk%mo7pM;FllpQEK!*k;F(_fLmM_D>0lyH?hr$H4Awr zqFw$WKtt%QHU4q{bIO5JxVtk3^Uk9A+~04(wvPCMYRi5@)Vf5 z?t%(%4>o6$W#|GC|QO;_XS!pfs8bR z$AC1!w@V1`(h}yr7noU#oVS4S2T$%uAGC-jjEjAkIargc@05_oI`t(3Z3_!s3tsh{xLXVULEEpvs z4jCdrSz$H@+~I4yK_iLzXJAa-MUeUji>vP{^4H5U5o?rS!hhB|zyL&>Fo2x@Y=pSq z=UWbYaSb$I!{4sNAr)%WWtH$3uQ^ShAh5GPf`8$y+7RlKSMykMJO)Wal26eBr+409 z1psi9P`|7H)<9@`_P;dnd;$syoA3e))!2`-K4B|mC1>5$+J7;pAB@8Ia_Nl3T$by; zh&LRiX;2jKMPEH#IM8d0b#RRY5wh49Qn4wCYWtl`t7lHgmzEF(ag{!7mQpz9AvWz* zku<&})*M(q*t>v{0tfs9P~1tp0>66oEr9X+BaAn|=YC7Pwg$oq{iwvl#O4O+x!1fVB+j}<$I-iY;x0BNdEdjEw-?B;i{`bPEK>D=${)i*!Bus{ zG4$uU?E3FPxKSv)gx5 zkCvffKDWqu@{2Y%GSv=`qJP*0zj0cQI_%j!$JDGoPkVmp)yM@@2V%O%@sY=qAqmHm zw4;K(cxzz@%)x*x13=(-DOE7Na{q)XoC54AA43fn!G)(to04|&!#7fL!)Jr+wykje zKZ`M3_&qcAZK<2#U(hy*)$!L492jIXEhWKuExtyPSJ>t+%)h%A5I%fC_@2oV!ISR^ z-@ILqT@fHikq06~#X&sZ`|9yH9ks&0wCUV;_BQ5>)IAQ}7TBqd803>dRi0?w(tZB1{bPC(+)V@WzUeZm{J3kkdFkWWMa=moZwl+zHg9If*@`< zL?SUU%W$jJ!-2Wup+!D>nPG73&u&|yMMAB8%I=sT<4=;@0@G`W1Y8mVg4t{>?~l4D6Bay_xJYZ}+@yCGz2gTPTKP*YN6{&$>Z% zs=9;3ea7hA`C0EBJ$-_jBs)`AU+G$Bu;j0RvDUbVw9z)t_`W)PkC|c4l|iJxF$70c zpsRNU`Q{qHR(k}EH_gjbh8-0)XO(AC&&R-M4!WsD!0gXpy9t1`bE@FFbO*I!Yvh66 zk_g!&dTzpP-(yo?)0|pB(s3m$jsd5Ex_}h}s;_}O_C(f4i$*~*x1s7j)9#1SsY&el zxQ@Kx>3Vb$$$frcJ;8^&DtOed0geU$vS}zJDG2YkMFDxq>ra*dw-Wa3Ddr&%A3!gRldY71bCeh_CMjs&^_i+q z5^cf(y8dT;AM+FZLI166Sz7yA}J-?VmMDZw^6C2qQ44Rl2GE$u6S zg_jcO^LKbnlei_tdX(^$^{?=nYNF^fytbz3Woi~G?OFk^b+Uw#AECc8>3CFWO-xF2f4iMRpnf>xm-0O}_W z&VL2%(Z>E_tlZT+sGRP#e}Ohc12e>I-fd-QCzMn0Y%U^&aS>nSYR(#+%Xi=a3Bt?m z5_~oNmz)Nq7jBT!;w$R>c24WmLnCOsw3mJVgnVwz+zUN^1|i!0-y*I?5O8(PdAG+< z;Fdw9KZ)YXMkb3eq0pbAc)_MD5Q9rXlRkv7aS2aduu*3tddS1-K#qF9YR95@%vwwG zOLJ-SWA{UWd*Xx6mL3$OoX1dvF;~rv{XMO#Qo@=8pcs#6{7V)xnGNs!U7j>NMVYML zi2G3xlh-%;1qdPKwUyC(!zzA2&4jq_dcew09Gm%5>d1A4>3Dc#j4#& z)pkVdX+Isu1gz?C)j6Kio@HLLVLyPm*TDm_LZQJ5R{gXg4{r0t3X27n0A?1J;@Pv4 z0)$wxd*ZR^O)eG2O{+);+9`K(Z9lu^Jni?^Yt-$lrQ|^)2W-T1S_r;Jn@Bu%B@e(w z_J>a?CrHOgXWzL>hHF_A_A3E zN#*y5{|U(wNQ?6X3^=W>{gAL<2xZa6j~&J;%v#P(Im~=-O_E@lzJc)N2P0Lvuv2;m z0GbBFd)A9{*z2_wEAY`g+ez8RAoNQ4S}!;02&-#Xn6s|f5L2r@03j6ddHjl6C=)#GV1cGjmjK zBr)zqIwGu%Q8smOc2q}|SYIg^K0%1i#WYe4d?i$A80*~+e&&wsrJgTT@RJoIa<`+< zc?E==n*ac$8qp>KVDtZ441a!!UQUg|ignmuc#q``)FDIc=ZX1^W7mAJ;2c=98Nm+6 zAGwC8tDk00lyK=)AThH>|9b{|;>R?PFB$t*Tn7mapQ+i39nB)a%)zQ)i;$@$X3H`n z(cIv=Lg!2qz$+osz5BCr3N4(H89B;QC1lEqpsf%=u>&&i1opE8n1 zL{u_cWuY_F7-XeC6mexdrBkY|TO`X_wvNFoY-A{3+OEQ>v!r8q4!oOU@oKVtXKRK?fxtj;I-sr>+8 z4X7&O&32Bq{^Iuz^aYBKAp|+ti+!e6CF9jZCIWxNF{re)T8av&9E-ESGE+9olcgcW zHZwz6xdZ?&b}bE3DeN4tq)1jp-VIn>_F2$hC1glYCmAA|Uw^&u?EWI{6;LI+ zSG{y?fP_5Q%tPvcOSBJPO;x#QiS*$w3^fvZVr|OHBz15id*?y@vm2+x;;BfM70+O7 zQRi*co}!oO`2nc`5zq|KV++AMDKUwDArm|uF)`FfW$&@K+Bv4j3R}6hO3MIK{+X8Y z)f&#j@zLTkX%_zka5zLqLZ2V{{G2&|NZpKh(mTI2AjQ}!>lWGg7NJ@f}^-$&qI_2rc3#e-;gT%LoAk$+iMiTe7uno9svLxBmXwxo`vQf zA{9#lJ7%0Fbwft>!VRNv2O9UNZRu$ScJ#!)3j%CKF)zvM z1iW4&MT&gcO9(8rCrCa6$vOpBBKmo4M0Z!=>aIdP$VAx-DJpA)RjWa>wWP=7xW>Z= ze8vg>c9;g81V{Xw(91ub26O7vW|v|)@cW_5>$O|+soS^9Sw~Fvogy+RZX2~T`!av# zymG?T$8(cnS6-@CSa2CmlqVBdd83MtdREi zi_gO8rhG^SQ9>Vzav7nXfK9hFYOU`vt~oax4N@iOqk|+5JunaSJdQ9$ljgP;`XLXsm)dfj_0nv;xDxPfmfbPlUw?b z4hvj5s1<&0k-RVZkVw>G5HE}(4JtcO5DX&XmP`~VYwhvk?W|*c$WE0ja%~BoYf{h- zS=M%+SGhCp)~fvoHsQDhM{#}HmU)lB^7#uFvei4%NXJ|o4Z;zJt0s)JVzL0|j7;rJ z?S91J%vFtAZ_HP~d|d7U_I?>HA?zOxZZuSD?ejy2X$eJt_foUr6ze$Qwey}K*NG9O zkkg8<@iV>U&PyN~PG9eE@O@0Tj3E|Q!e}#5sUL`wRbBy>pXVR8jEHSuT(HfFSPip3 zgIp5QLSdk7zj45sKsl8u!T)OM3ZMMz#_U6yK@+|hmB(u`>$LHo zGPG%@Oq$$`Ce>S=JzDun-c%`6aa308`cD&LVL|;56AEM*HF^)+sYWtw;v=!7zpMU- z3Dx(0a2>e?2oiwcP(8FzegFX4M*Rl1DpNR`l_g&hVfeJKNfk0QywV6lEhrSM=d0HE z8yfO*CN3Kk(arQ8BJ#o->q|DBE6trQ@+QnZeP^;B4m_(z7K(pepdInuAWGbn9e!`b z5$ve}&_j@-H95Hg#Obx$r2}LAR|t;9ooD$^d_@kk-nkiFBv4>IWS{*8mwwXg`s_tM9-_4)3>tD_2ZrWLYS76nW<)IT%elyl}cxa=0X zk@grJM)VJ(>`1ySuSSRP8C$^EjJ5wfMq_&I29XdkL}<8!M+u=4(M*#Q2o++w(Wtya z+wpnH3Mc*J3wqXXn=jTCbXt@=E}OnU$m% zDe4OVmvs?*Vfd7!V>(He=w^O#|B`dK(u)UDiHvAwkcX$VZYtNVCXoU^eZ|J)C<%A2 zD+yZ1$@L59E9#1GSeGr9(M{S+%V8pm1uX0S$hhL_xVJC2Bypce;jSd^uh{7}ubm^P z3Aj{D!A~{f!xmNJY?X${V`$PK8I)dBmh`OmwR5OY zshU4dF?^IM^VJJFGJeXby46W@rsDF5O@Qfyvo2tfhBg;%B3yc`*xG>E4mx%g9E5HgxgMC(PMcz8-x5^SHay zOVqNs)whl$x;staf-1rpeTZMH^Byh;Xo6u50wQigXu>)%4KfnbmXn>q%DT*1dF<#E zV38#3Z(1J}u_SvJ76r`5n3r94VxrgIBjt3BK-s2kF*NNc-~rn<4#oewfPF zet40UOv+g7m-hH|e-g6AUuE6I>~0gVlP&I%vh#f-|F++lp`MR7mz8`Cijoa7+(Sis zm&_TA<=6;0faU5X69eucpfC@8{8w#uuCEa|7j1jH#OSczL2(31| zwlf(LaX4lU@M5krFNH$j{A6+^(IyIz@V}Y-uS{MhlM@W%h`LJmELzql?!O0U#g1Aa z6`-feRvS@hr0nS-TxW@zf!(2WIlQPBb5mMGhT%m|^NN~g zMHZ)j1cz7*k7u$B#Z8-#uTfA_Vrd-EZxH%_O|6Kp8CKxMpUWP*8T~JM6g5#V(wdAR zliEg~byM=j+fzKzgb)SX)AOQH;h>%#)eLuA>(60T!$BQHgUo(zQwQ-{s z!nQtN{LOtRNd*#p${#40VPbJzXYfKO0vm7DAd{C8>RD*g#yA;b6uG{%8wmmVZ*>1t zFLS`_AH7VjAS*R#(@!OC0+xUS#Qx2+t&blaFvJ1nB}lBTABKI#x~~}lv!FhoynP4Dq!@#F)915dX(wf}IGx;E@J53G$*#Md8(;7YqH$#l{LBYgRQ{O{2C^0_1Dk#R z!-^jmvH#8o>-*sUKUQ36U>oqa6>BKK@aYj5E9qTJaL!4fKDuV*9_W*r;h+;%_S^|A!S{=y~;fYjLPtEwq3^ zlpROaS$klSc!=p=<_c^N^Y=T6dxhtxnL64Z`A%P zY8^DDNPe4cP&K7M)q0gsyGYPkj{()6L%iX7f*0HP@%DJ5T4t#`3yuC2wCP$Tt0jTt z-{51zO$>8`XK{pve>9X~6tRXxy-607nRKau-yhq%A9}Kh+LU6AVufEAjZD?fB*TG? z$9$2;uDg1|85J|}DVy>h7g{K4ZbOg_#;B6lFYKhx)d3I+!o8(8~5l?M?f-sRrXZ z(E5pk>V9?t-Fz)j84y=V0$i0mQDG|VG4*2KE9T(G77jrR{AoqGbt(NuO$s6bLs<@1 zXu4=(5yCdP+yT9Rs;{S`cCvIlxaJyU!4O=#MSZYPa=;`P$E~Z0^;@9uM^kUTJlBe+ zWs5e#H8kHO^M2~aJ^x^1Q`#S<-286WW0!a}QD9NUEQM?<*M+zF(6-Ku?gxRPqc3jV zfe?kQSh1D#P83B{%I=Hc=dmCRme%o!TA}|nYSoj!beK}5-MxuXI*90NgIH&AlBEV% ze()ar`e<+ zppldr;QP(%5r-bvhFK~~|7x|$_obximpX)1&Mdx%ckJ)hYKL<0PPk2t6by;TPf!3J0Vza8ygz+&ha?TjFl0a**uW(J&!UH_PtN+v{hK*k zN?+TF_1+8|why?7yRN?$P+N-iCZzEVx!j?mZ^EX2E@0ig2K|1ra98*YBEkXZb?WK*fEM2=`4$4SQR z@9rE#KiJuqRWu)80A2TX%|YoQe8v3i31kofl@$Ds*yN)Jci`a7pg)WoK)C|(mbV5( z*;gjchCSQ6>=4f7j~Tz9)GEB_OPwkXr~R!OlzQ~|rdRc6>OhTdBs2@aQG1~+T1^Ge zXwmKC*a-KSzCP0b%~u%KOs?=dAVz5dCK42_&Kz!74+h@c8S2?MlEkmT7n9KO&>u7F zS?xnx+Jw#x(3#NnjNdVQBQKoN(*0ARo2XhkcLVTaK=n>#uW4clQ;X7M@_Mq7btiW> zM`MByW=$ZTO^p92BjMV8@-?4m69cIK-+cXl`N|_tylCU0W&Vfq4O#&0!HSSJi33#Z zt{xvo_vR!{arZT|N>_NL_-$r~yWec41iz=ho+I2suN(8;d!2=}G#XFc^XJW2Uv<*o z3cEFJW)M3%5k|(pCeQHgQ(>dPJ-F)WEsYSlF*q3i_%8iJVGVHHplWLv;8;A@CANpa zJ@K+18>J1EQ;4Wurl*@!{@Q)N82r^#hnob;3FoA^2XNZgz*fg^^bf%?>N%QFMc_ct z&|4iXa%-?4X)-`H^;< zz&Vqt8jzr4>blnu+{uaU}5`mgqd^sd;bB}yeo-7SzUP5 z?LQ0~Fcd(y%7?sX{MVG?gjq`!GU+CfB^0G{DM2i0)%G$e^4Bj=G?|f`+1yt% zqS_L4l~QK{`LJj^OJ*>X|2~2JTyR4G)c)OIje?UORavsN5~zAXnmBk#uI{|G;YQ}$ z>8~}&Ud)6*>*cZ-wpc-uu`6Eg3|Q#M9Bgid`Fd#u^%)YFVnY5$NC1_cmer)MSn^kC z^lFX~3`I@k+u1aeSq`+N{EV*wE_L&^eU@j9*&3(JR#8@Yt2vGsgYB?>!VuP;Q9ljf7d#vVoA6{c`LKOzE&PPB;$^!;zN{u8aj+NtM0 z)=4u2(|Hw-_c&DmDr5HrkEJf}5nSL8Y21(a#z|86HlHEimj;k`9jFp?bS_Z{+F{Be>$sUg()8Er?aMg) zyv9azb>(}Yh>HwC#$x86Xc>v5a(9+1OJs`uv*Hn9BoIjsdgJ0 zuxz(6x3S~R0f*S_VRlmGXN4OE@5HZ&>eDe05SeSOcprm*wTL|ayl&~?X1Izn5qx+| zN{~g-9cSlu&cfo+CR*h{4ilOFeEM|^RhBY0Fv`CU0T9rl^!|{qH)^!=*1lf24~3Fy zP3omKNIBo09f4+KQcd-*DD|#wQr2wWf^9CD+b;Bcw}ax4$z_61_70PUgc7C1BkN?e z!vngO>Y@gaBKdyT45&l?R<{#mkL8ERlrx3V?H8Q4C&wOX`+6X8S)4N~34~wew9RAE znJ_8R?^!MMg=NX>vQUE3cC8o4dk5`juWSB*m{iFr@{v!13;C_|K_OgAYm^vfD^y~~ z&3jTchbs}{L8cS09$mt_()eN@ahZNT=V%yyd5ESld zeTPgw2Ep#)#2S6T;;S*W%O!zIqlO69NEM!?)o$HdrS*+u#Q!ctg+NUjhCPC_T*hxzV%!qF9i zM9~O#K!4XL57|-L3kOBVmNz_$;_1s4s%4D6<{t+PH8Om`U@-R7EPdnSq5sgS?9bXI zD|Ef6GaAfFJwQVz{mB4(_UrCTkSRkS9yjFml?GAdlc}67y(aj#RdK_F2>9_haEWa%NjU_k^!5yF=b5v;!#Aaz}}>DZC^rhP%_^lny7Zh0i^o+@)W|( zPi*b@>z;Mt*u!1EZz#lm>UyhAA-F6y83Oc3+V!>fJXe&HX95}p4!7O$WDknxluPCc zPoCC7dmu_o#A~=6`Vu2!kJznYXRG-`gEWW@tJ{XJ%qPB&%esSa%G}C7;UZ;Bw|V5g z&I=X4u}nlq2_`v|CHRxpxY5|G#7gQXAI5XKz{wQMs6pVbYA#HHBi5?J&jEJ@D|In3 zQgAzUcMF~;%WIlMjiL?P3aV5jOcV6C2oD6_zbECr^o@yTv^lK{(h8NuN_HH5v-K7V+MTKoz zhB&T)i!C^UPrD2zkDcHjG%%Jd(A`3I^$Er5_wx~=8xSbkM!{*Ba);0Iwg_pmpU62w2OsJ zQSp$1E)q&JGYi<%_ByTkmIad*Xsi^_EA^baW2CQ-i-2r7C7vI|MIJM1WNl0(GM}fJ zAMYsI(8Qp+a*wGzEW6^|lu#978Q!r(>1-OL)A_%%Vu;l^bzEvt6?}32c{P3a`GVhH z=P(%KQ~ct`ON}cU=K8C{deu^b!IT1~Eo@%|p8{w&AAne3Is@fA8q}Ao;MZfI&?B&8vDnXZhTys*Pzp{>)Epzqno(|_2E=hK&e+6-(0n2XjrWDlRu?Q{&00g@vfDzu<6QF2doxWRym+Zg3bFW3&* zKU5}A%~gvML^((%p^43$JX_QIY)N1iDzsF z0CwXGZMkbJfJVQ3A1515tkqk*=NzN&dE;%#ijS!)nBf&=inmsF4uDqPWzuBr3o9gc zPLt~kg3q)4CYjJ}u%_Fy<`y1=<)Ly^#VdS<578F&@@mvn45}x{)kI}rSMr^h<~FQ< zU&7~0sJy*uP$pguh?Oj}1zE5+lRY$881eTe+J2~))I>$-O7?V;6%70Hz?md)GNHMHD>an0%XDj* z5%M2*E@RL`?=xq7nIY6PfD$}FbwE`%Mk%kfvLg^M#ydaa)kz0SV8u=Sxs6NR-b%mv zp`ZCKn;ZGlB>k}!7z}$3Z6)g9ifh8(kr_~E#CVjSnK`=vrr2T@oo-}t-*a_4f?>HS z1yxEJ@3Hwf>}Vn&3g=O}(&#wQ{`BplMks;0fMLk`}ZmsH7A4)enUu{ocC@2{dIo*!l zC^(LW)1))hDAZCe2Q`(b#BgtFfKN{BG9T)|XOd>NQEZ93o$b$hV3h_KvC>^(BGR4Ch0z^mFM*?Gzn= z7PMqoT+@SYJAcY7Ymh!yi#^MjK<=3j^P8PQIA-C!ujGNlnH>)SUX#F^qTGe-eo!&Z zBlt*j9pnkYwLWTtxgx1VtB^Xfe6=`VmV{DYEfo5oU1 zpKbB~RvPl|(m?@?e;54aZq#1v%%S^#q@?E~<^K)7g^FID;L8_(9}P0=6my`-O>;TI zYDtGP|F_W~G%G5SyZ0gKCW4h-qC-szRNo;H#vlU9ep-cJiWPIQ@(U zDBL5_RBog?y(mt#0txx@1;}I1Q)>kTZ3W-)_I=$k9!U2ey!|V@t$3Je`%g>BoBr(o z0x4O!_G;il(bO%yOhlQ^4}mOorwO|Qj)x)!SxjcLF??oj5(3eklvm{9{all zb9vJ8qOKW5WO%%Q;Npj_Z6uKd?Py3L+P!1|+&F*Padv&k;~Oc#d3@vcN)Ml0AIO^C z)g&Y_`JJqs!QhJ_%ulCCXyvrWTc;!~%CG;ysq5yj;*2Iw$L$7eGG4&8qwRYrHwq(D$ z4C$KKquN7|yI5uJ?0ZHaOxCit5-10QPNHOGUMmbKgD?$H5{2f2bpdpv!np;vA>y%8 z_dm)iPt!c!q}Mtid)`I7B#F10^uL01yqD=Si8l#AHva(YUjb`Po6CQi$YS38R}fip z!T%FP_GtGnh^#fj--#?O_J2K*g}nPu5ZO>5P(c84r-@PZ1D0^KAp_5;if@0NaxHXU z49F{&<48HYUbs(%JheKwiJ%6zQ40kgkLxGu0DJ479;u=q=#v#nuk36DAp1~EA}2l3dXUw>Gyz4+FGZ4GVU#RB zm-lSgwzu8Ko-(peaTnD~55Ce1Wll2nOUB3fWu78tuScSzEK6lsm8GncXq!>l@&1w| zC+e>;GRbVcqZ2mGFbVQ6WX%}eLC{$5;xxi(cxU5ZjzYdtP7fUIcb8StN z8v&&eKtkw5c~#+ak3Y$-azHKi#(f6VIc5%t8+~HDk^Cg4# z#Sw6U&v;CQGaaqOcKNylDPHzu#vAY{IjD{FDVsd3_q#tPR#*MWSGHY62IW{<+y+x1 zU^bj=AAEXMKtIGS!xvRpvD=Q2PIhc2<7Wla!BRi3>tvm8k}33fOW?RU-WX8~PR?+} zVu-;OeJ#I1vvX1Qm%=-ZY3)FIy{p4e@fqWp!E(OxVH=NF=oP79_~pABjMx~=883v! zB3%aE{8P$w*&q2tLXwfF31{uyDgxFiiNrY@O>CgEY}^=*`XdTH&C~7Ngkj9UAWUiD zYxQ)zWjg-jK!GvpHfjsI4smfzK z=;P@!B(pWHDkt7-Z!ZjyvV=E1{;ne?n3zO;2o3hovC)eWDOkKCrTXgD8j^@9D9a4` zBZe>(j7(2fs0g9kh75yf7z%nl&h647Lw60tE|j%iQRVRZC*QD%1#<)Uwx_)alLv1bkIiS&K|5Nvlg`_ zNFQn!N$rKxo>XoMW~Ja3_(3)ocp&}H!~)-gSGE-vvX(g+^9ZLPratPxPfM)`x-dHv z|AdHfs8=1NuQcj|oIw6>5HZlcUcU?K{t+?%QxOAJM7&7?O7sV3{|aaSxbeTS8y`wn z7Z#M4c!X!VbUsNcRlD~J8BZOTO8TCEJ`L20n%VtK zBsl7O0g@3C#QwZo|FToMq{kCMz;&*~87v$W`6K#a0Il^12f3K-`uK>hS?=yXI`1}1 z_J4EUeL=c)*D)N~s~yUOqSEicf^|qO3#bR{CeRhWZ+$VNek1o=!SN^i=N19JJMS=npx*^o|5e%Sf2Z?aK)gu?D)a&;7J9hLe*>Muw8CO$}H;u&{4E zWf_{}&s(CKjBK4Zx*{9#=)ck;rHuYz6@P;y*@piXgkx<6lz3^=wMDf^ePcG)@e6Y; zR#xqQ^#-VS+a1O?@^?YjKaBN%%2**Yh&L%f_5PshU!m$B+x_1$*5A!`Z=EtSF1riC zBm`a;8oR72pPtO%B*#5wB?cIc_Uu+ULYmtPMPsMA5J`!UZz#Hr&hOP!x5IT$z4%0; z`wyp@fpaO6`M|oEYnSZLBq$i7QM^aK^SAhZ9iv zR*yl1&NH~tv)1CAn2~F#kn;ss)R+_Dz%_~mBo~5ELfwm6aT6Oo%FVtX`3HPQd&(}E zQQ)eJixhOhW_SQi8hy{1&2Zr83I41L&F6JYye8m>($}xQlzoP?kFn@!jP1;}+Kfa7 z*<#i64GCybk~g*=JC44jSkCupLAi^6uA51A`ux?9^pTbl*?e~w*)fWdkwfU0n*zkL zpf)>6d^L=|FBbj?j_^TP6Q15AH<9|26;z{&{IjdIZXgE6AV1Q!KUugbq-g_$hV1gpokBjGwiIhLHie>}khYxm6^F>IB z5fj!O;$g_}bFU8m=}b-S2Yt6kyUzIjVl^Iv&E---w8u>1!=}q%YLu;@H8!d5)_X0A z1{OL3NNM5E1l^+5+4_q0<)5%e5_@|o!ZGegl0995L5^0&xzI-2>}*cQ*xROyPB;kn zoe?_BL?@ZB7d6L}G*YL8Z!0vF1wmZXfveMuRj+~m2ato!wT^|>)-$G{gtcOgI-#3> zUzBYUczm>+(Ot9Zbe(&PA;3U6dltF$8XHH7ZBm=mm%1#t0?Y_FF_SvLa#MDbFQS!& zo37gyl4Sj~&=qK|if=8a9l}}O#&KL(sK^;iSjW0=v962OPL*aL5Y^BEp!A?QCduy$ zmPk^tSsyW1mTQDH1CF8cLP^&8wzSQcTx?sT{PH>zv(ZF~T^#SRqqY+XcBs!9aYiDj z&h|HIGLwYy_TiNUH}g{u1G3mQWx%)OF*GsWa!GyD+jsqWsWjg@6UR>bbd9=cJnx;O z-Uz6Cbm^oz55X7+Hdm!DLGTpT`ytQ{Bo+!EzBmP|uRIb#4tRiRy#mW z)`Qd;VbD@QL6hig+kqWJtm220q+V#sc#|4Vt+o9vb9l2+UrXMrrg)ts^LeqDdf>I= z{2|SvL4xn}O&CoQgCe^ccOaX2y<3(aVD&%R;<_t}jGyDiBR91;>~n)K5UNx3U|1h> z4=OoWLItlf4sh37@ryL0a^JW64#>hB_k0fCWJD1RbCdLU{@Zrn%aIYSWT+TZ=+rmh znH#2$KX?0Oo-)zeHZ>nSh{;OpaJ;$Ky#g_8?J=*)Y#qRxL?VrX01lmk5$$05rGo5%(L_KSVDDS@u1MvEART98l~(!LxjH4JCXQ*3QdEgXzT|<+Qu)Fu*61K*0}^z=jU(hC5{z z7%bx#dX4Um32dgFJz7sb^GZZhWHXu1skqzV#Yr!pZ6vteTw>YR99kZx+GYvbGH| z;`i_)Xnbms!U=1-Bn%3d`x7D?YV*&li)BeUPqmlJTd?K3I`|-+E}3lquRz#$;O~2r zP&()ln0A zUl>BX-iES5)^}vCd`D*A%-;o>|5bI~`n;sfFi#z?eKoXpETdYx z0P#bIg~~V_llaas%1kqV`~t7=N2puUDy*#TjrV66eKa3vh>JPG)uk5Uwro2EU$DRr z)4e~ix-fQf(xF8viG5Jk&Q)P%+ApA$;aO5doorqj3@4GeTv6CWBi3LxL*D3c=McQ9 zGT;6q#?J8N{S9M5UjT|SUHjHfTSK>W=BLKTVltL0z82kv*5m)BTRh+Zg})2N{;RUz z|HhO8^1UBG2ipAyWd90e|D+WEz;%DOl!5~$d@TEoDJ#U}0g836EoWb!xJhv#oj`)LSMGOum|i|*v={Xscz1cTmh z6SJe*7{kwC7L`I1ytt1es!{}csa3l!4W-rlWL^!v9I!eCRy9%^57M*d)lQ*^^ke)~ zsqgC`4qBir$LK-_JE9p>n)c+Lu>%M;QP>STOe|+!8<&|Ny^x15$__tbbv(si+5Ui- z`Gki@T8NI}orfjq5&k$uDW@8=6)4$!-$gDRQ7r*}PTX+9ylpeZZ8K5W6pl4+TtF0c z3aSx*l*&4%1zh_nw@AK|S2r3wDR?;(ukcBt=N0qBqGt{ogW4w7oe-N^q3ZJ;=iYFW zsXQuXaC(s;e8sjVx_V*;l4Km~Q43PXklTTq;=JoN$1L1(2?u=Vlso<$Jp(2H>Vs>3 zvDjIk;D#sRso-?zfbiig{Ip#fr`$5Vpr@K^JFKsfRy_6E`-&$7_A)SrKy{ERdd!h1 z8)#g66@^in>95_5)IC4vNP^DS#9Z((r(6;iun-FvDW7-LF=ryoy@f4VB7H&D^~VnE zRm?di{l}Q(xJjOaISGM5kXsm`qnUvaJQclx2sx~q01R*5hD)w-Y5kHH9jwf zMDuusvU9+yxz7j?x%?*8o{XRGH zAUonHfSTTSEu^h91N2PwPg%YUsq^P9`2fDl7YK;WGjzJv`%of~7WS*Q8+!sgY;S~M-B;?&!k3sN_UP#@vp8vn@rdWqV~SiTWKZ5NhftP-WdC(2KQDm z%RnpV&@UToM77$2H~0Pd<_(7@{Z6L*D1!lP|3uiuza|_%*^eUPe$~n-a(x>{+L>DC zR@#?S@NjpVi1(p9UeNde>1J+mtSEzN-3JIfU`awb1XQKVvp~B7+Dci$B`HSBcX*mvEx+P1m#2S2+0)ux9T?w z4w*Yo$vqd>F^ml*{#2xrH7041_MQea3Jo=$1_K4DCZK~vPOmIAcp(Au6j zDc02pk&^IFJa>c1h!V3YYq23o!(SY%T$Ip%JAMc@PrS(hy7`A{{1w&s6W#qgJ@>ms zcg-?t2Gqjrwmf|*>g24PuQzIrcN;7->Z5c|zARi)@~GOBQ6W=AYx;5!tynuLD72M! zv*aO4FE3~}KUQ`K`t1^X;R!@sO}htn1jbC{x+J&cUPsgo6;b8vg`jtR2bG7|ezC5Bd0?cQ8);-j!o0bG`kJ5IuSaAU%LyNERb zfioX_9f|ZK5;W)$FDL%l8(QzPY4CuC-vyZesJ{PYD;yl1c#{bX@CSVJ3__Bl6YsstQIvUyo9h_inzsoy1xjo@K=*lDePa38h#OPKsG;2^o zT(IHHUUU-Mk$$Km5Og?UNFE+n?C8nWrpx9SMNe4dRp|?J$k*WlD*bH{PH>c)hk{0y zP51da6(U6e6(m_n?U$+~J5?hIorb#*G)-0?J4lr>w{poQ*%TIEQSZR(O(SEP3Ko8I zx?C^hR>^Ef^p=G!Iunyb5RDf<3gbmoUqdpX<}oL`d5KycWpuk3>rDXPw_Y#kep9xn zQkmJWD;T1)nZ&iOjwhX(j*g@1kYX&d9iaiA^lv6pQehGOPqD!#)g77I?5Ring0DlK z+*{gzRYpJU&dzdm?Y{TsxcNX)ysQmIKd@72;Xq{QU8$r!f5oa*tcLi<;}W0-xC*uJ zYj{2T+4)$&Kk|q>7rmhJJ~&4mgQ6%y5-VCSkf!m{QD4^PWRrA(6`5MBUTsfYd-8HtHU;omco_TG-NLXr23^B>!C~_OtnG zu{kgJ@0DN{3u>z=VE#4ccz1{?-vrwXUds#jsZj~4UwL!zL1Kpizu>3nl{!b??cY8s8$v?ffzCqH$(s&5~-*jr8@3$(U zA1d2g9n%u7qj>Xy*Y2(IWX+GyFe8OuBDK5TJ{qnrFlBC>cHNV_M2KKadPmIDhIj;~ zTa?{kvI9q*NWRNXIwV;#n6V^12L`2qSIJtojAyD>Zs62)zhBOC;kdkO&J;i2JuNA7 z$>oJ!%`#YiJ4idbdtij-sdBh4!vXF`k#CzxmH6aO2F$Zh89u%#J2Ino>`0ijaJ<0% z8o%(M_I~82Kc}pk7Qag%iw(zANLRx`q-p&awFBEFaokwxp=&7-vyEQ1Zqh7i&PQd7 z-o&hwaDCBx5}~Wl7#}3U75Xrm*_(a-)6@9g8zN0D7c^}xKVZ@IFv-;&#Q8(;nm3q* z8FY3c2Yaue=i>7s!s<2T%!Ym-;V%s<<*QlK%J?9@8^)5e8@J?CL|4>+;M`aE*=_(N zDD9bglROer9Z6*N7$Ansz%(4IwJcyp67fQ|BHF-=L9(nuS1#n2As*Eo_l#>qst5P`^gU#T+YSLb(<%Ie^=uVLk6K!}=T!7J_gbDwR-a^Jp-eMV zRX%T>7Wp7KSW6YLW}S_s&u$=IXqut49rtU)B2@bVgwUn0b^$e;a-Yx>UjNuQR< z;Tj_PP2-T1!J9$yTD#3qXg}7Dp5>(_CAzu-d4ch}Ln~(W5tPb(b6Ga(bGZ4B+rz82 zb&XKCJiVs1QWX~}QPoiU57sBcLis}2oKVu8*-)R zP6*Yll)srE%ek4isXealMa+xSJ2>NvwJ?*2m3c&^zLud?g#NUZKS5^b zCyI6~lxt8YZ}LSg0VwMt8JN&=$=zX&pVa6SO@bb0=DhiH zN9YgjVhZ`?eBMT`T65<-RUy6*Abwp3jG4HxhWYrd6+l?DWyVLWkBYmUK6`>} z<1)xJ?~23l)M9DSnnhgC?JxSxLn|IEN-}+KGlF)17VAQkpQYVC1?AYh*^UXemwJ-r z4F&q1b%LW)|3s-2u^x#qI-Os4HlwU*9q0xCP(z<(NVLOQ_slt7q)dHa`&?K}g@ySG zk=kl*Rh^0RKh-`x7~+*CzQ_WpA*R}Gb=g_VV%`ta!WwVR`DQq`ie@L_Mr<7eNJjG9 z9spQy%HM!amZ=zr1*eY-WzyLoH$-Vkd3G@{%7)FC9;q+ejG18D{vbv>&dnoX zk*MTjmi6b(@4@n!UkCzG;VGREU`|F?Qy0pGR^)PYzp&ju3%8LqF$(kp#Zv5J;it4` z1%&9>(Krf!N^|w*t)Ldisl@##M+W5R+^aMXA-UC$KFp8!ATG2d1n1b=$smR7z}Z0` z*U1Z3w$vywKq23+e5Zm*BO;{ibnfwtVzwkp z2p2YJKM}syKP6>iaw@z>)%4xuQ7OFfM3Xg?<)tI#=~lIUA*DV}`T22R|H*)@+JoKN zf$t1oTUkB!nra1(wZW??Pg1(eyTwC?IU4RpI)-fl$Dm`ZTAM#Zfx^to2#h0MLNwW( z5$lI|#R?lrM3C_~P{@*`H&RN7eUVn&#htm;oMBCuhkKsc-He zt`tnGRG&1s0N%u_gmB%_cV|=t%!g?|8r*9AdX`I&7%oayu@PZj^I$J-gSAvw@7pTg z5iXuW*^f@C#Y$Ed!#~DS<=q_{G(MTIVa}6C`&QTO?$GH2f%uC)N#_2CVDM9jXBaC%!Ul&tt}~ zq5cA)=i0(OA6vSNs<2D93%5X>r~o`2hFhOw0Kt|iir-VN1UrWw(JqXYPTlljyDO48 zj1Wdy1;&b%>GrG*WSi<6Ttd)MFN0(=>%f%A8_v(jXC6OflZ1<5!&Y?YE{A|Q%E_@muPa|iZA4E!(f>P?kisV+%F1GqK{a@kNuk_}Td8&k*jjRqK_gyuo+0jCaBwac`mqp%_!Y@v zQ(#0qu+cMW$diQcz7^sU<|PFC;OpuMJ$r(Dqa~CLF;bogliv*L?lst@v8;oj0+wS1Kr*8~iq~Lku zxZlEBb7U7o3BY5(jj}P*QhS-nF8iUtPfsjve&j{rP!nWz-&3#yoO|SYplmDOIK!yv zlD#phvWN2%*#;|pv?9TEFSt6{$*~+FK$cA9Y(ZzNO)Qyf(7o#Ysvbk424eQ?$f5*? z2xR^WJB`DOSngSPSS5FAgJ0PSG<4kv+P`tUri#_xjKVoLEJr%Sj&7X;`g62!wxs+5 zTOg5`fKc>MJna3^D4*dndH%H{Z}ox9+ax5GKiWh&kX(P=#=DzZ_QGb$LJzsWfycd8 zb&k_AfiNki-bTVTXve)>AoYYv*xLyd`vjD%Td&dp#H&84TWK1lUo!MakPE}q8twr5 zB9sLD+cZDOp}94ru7yRY6?6wo3xkoiqx==&xM)*W0@(LKu&}BGrQ*_L2a885;`Cft za0k8v6%O1~L<)8MZVj3bR~$h)dmPBcyu5I>07jG}(M~_2LsIuMeh*%gC(NSMzhbG+!@%KR>3Na{f^9 z^PqF*083e!hRNGaxGzv8uYajN?}IJ`AA(VWVIC--U8Nz#9dm%G)^@85>v|BY-qbu3 zxphL~uNOqNOf~)fIMzuNtcP~5Nq5cJ84q>>TJ~wk=G|xKW%`d>A@!v;b{wf$ti{_~ zz&x&b(uRF<<0oE|f!d|0btQ+mSUu0g%*BbX135CZKk1&k7+S0p2$n;MU+G$w}9KX^%oX0Oo>7Nq(4AK-jXQAfwBw2{}RSsIc9OCXxqd&#mlHlF^lIP zV!5xF8P*ASMDKQFk$8Tk=GuC$vRkSTrnFhQwwo*wA?Nk^wbrR=VE9#@6PD{MEiRAFmHjO>%1sOMV#6M=u6<0T; z5SIi-y=wQFdWdKs3+m)n+wUggD=jV{!xn6K*a;Mp3&^Xl z9^%A=wg#O?gH8-opd?m_wyP3<&@fh#*@Lx&U5jvjeU#< zvl3xh>z`HIcM7nEWO#vbE>!`Ld9k1`#G&uL=a-ZqB?y2Yzl%Bc8^s)L&QhuEa2AXl z_Yb9N8?HFe9vpVru^xYQU_3vyiZ+1bS6>;=uC!y#K`tM^ zDJO zXa9Id$~lgZI;w5N)LP!7WS7n^mn$^__Tq0$z)zvDDrApAv5LRG-t50FCCq8TSKIIO zJh>3gl~zz9d}@u3o1GEQ3YC$XPLvHtEej#vOIxB3yX_#P))zR}zpwS+JV{>3r!V$G z`3xz1GJZC%2QdXCJI_fPdp`|!S}52{54+pnzS*jR3wl?gQvbdU;{qJqj_D>U#@&i) z8lPXDVpWM2@{!Q4rT_t70aQy5H=%Afh&a_K5-%T;im#8nfNMBaF$vc`23=N0H32FR z06-!p-uwtA_{UiMD`WA`RN+75OaJs#;Wt6oOHhU{QlxODVd0(bEN55G5~4NfpHwlL z8U+?wx~o}`yMeByH2xc_(d#+)WAJ24sIh*6NKpmSoR>*wg)0?our#{NMf~@k^V5Ze zE{j_YhPn89rO&nyRb35IUoXq2xfMS7%;988<#<)ye^T&zn!w*MaQ<=XRyU@K&eXqh z+GRx1f>gqQ(>yr~NSlSF`8B=%Y$2c5fq7>U9+%WW+;K39i0AR+WUTM0U=u+G=SFx7xCSlzWh_#qS#U&ivE44rC z`Kvt~TG6JcPAKQg{9X9RD%+&MwVV2Ofx%onJUC6IBKpfuwA&@FQLtw{(&5E1;vF`^ zi{32t;0$b_Mb<;#yRZf*m;^Vm;%5exblpi$?}oPXD`{!6iH_Bcm{(ihv;p3(C{G2a z8+Q46>De+@)i2q{-ictkxf#CpY)T*QVcv+{P!bcd4UvrTY94jWBKMHxNwpw}s2aWM zV2qu#z6!sTd#7}H!DmrNCTMOqvSgw@&R2edQ|(gD^8HHH`;{l5h=%6TQCP%|STvyC zi{!=uX5|)U34ieyc+2V|E}v37{AIViluM_+`Eu~gLS+qh1V+Xff-0{LVVj>GTIy&E zNlfwdrF&W1<~R1G$u9LCiN)qhDK(wAV3?EAuS->?D7ma_!-z*3R6n!a#tX>e27P1; zpCxy$QDQ&UJCSgHX_6&1T|08bcyh}8z@t07p?A=CB^Kkbq5Vj35iDSeb7+_*;Cc&% zAIVmnhiOS4YR0KaQ#4P3{j+1DK@ekLpLe^rhtONDmpsZ9jX_i&Nf()%FvTOK+VK6O7CDS*IoPMeFGy6&aL-1HocUk-2$mJD4e84#`K(;STbv&fSx<{8!$Q|4;rT@QgHpi17L<__*G;q zr4i|ieKb-R@SxaZ&)KL;D-IUPXZ3(P-59)$1h#ZIJj;_y(1~oY0h=6bM??i4L33{7 zIr_up7WNO8KGPLqeu18*Q7QHX&^fYUvO@XB@pWA)TzmluvdR|(#EG4mOt&{jo}Yij z$~6F4j;i`~ZAw>F_Q4zl#atGD$yv+BBN)cWQD(7IUI_FWD5JGG(-hiy?TcSb!GFh< zsN%?=7{F~k^~pfZsyaX67G4I)B0<%WP5NYo?Y_^w5qFAiLkoJ7iZg~!h&D)GYXaNz z%zrSFrH2t%FZ6A*2%9sgU4TKP&$Pe?i(-xQThrG}^4V*j0HrC2sdy42!756JVTvu9 zDpk7t%d6Edj%tjiZUw${9?O$(hJujB0tx0LrzXMt$eDWZ&dz9|3>62$9B+p{pGG+J zkv6+Tc!s|i^cm+%C{iPPMC%{Z$DA5`c#XqrF^>toUof?UlPur_Mq_Pt{!s45_ejgA zyhFn3Ph{D#wNQ9SC8fm;iCSp#2G5VLNIG%QDT< z9@X+CmIMy{*p?0Zb{2nR1E83gbEF}&YA`Rw>@_)2%tYwlt&rGwG)|sw!(Lg+v&(aj zq|VeY=R~GO6}XsluSS3v2$^;-I+wf=uW`TRLwkricc)&ZWL~2nVCsTa3 zLEE-&%|~2L5~W-Q7sQS{UW%vldAF@mP`{dcX0QZ+?B5t=jTlDqT;{E5y4?=tHP?7m zhiQMh6+NBnLeat-)b;55Zkw)(02*~LWZ9$?P2wEQq8^9nUJ%0BS(sE)ycpZ0*zQ@U zQ>w$J*wk8=e{rPL3i*SYTd2?nac`O_V)TJ*Vsm$LX1n4ZuR1 zzW%-qMi%@TOzXR6YSc-tW`Utoq`Qn@884`fHFIRnMnT5Ijif%xFhf*phoxoYabQ|X z+=5RwAv^l`UTSPx4_G8pI=%{mCbF~*oD4BSu}sn5l0)5{gyzdE0!+?? zbi4215-`v-nbF8+)28#ai(@q>b)$W%$L^5XYF~1(2k@mzPc2~jEFmltQAi&eaj?m8 zc`w*B@OEEp>xP?u0H^EQG%x2yA(a3Va9Q6iKqD`OIUsw=?%rdsaVNy|EGoD%BY~QE zUDc5EAsjp7bgd#A2ccnk0ijgZ^Bj*A!Vjpdt3I+${ir{d!Bi#P zO|5PYy)e|U8tq$6XEQHzfaKD_{va>@HE~HT9}g}iIo)n3b~m<0^Jl0=(hQ8h7Z84q zoaflSWMOQ+Gvx)xeUP9Yl?E^NW8hx&J!!$yATB!Ax5|iS5k+`IW6U5>uw#V`G`Hk( zn@Rqz%!jczx~(qTtFeyhr~z7s;*uX7okjJNZ4VTIz0Zk<4P}*}z|mH9jw*n(^HDbh zvTi!#(EBOuxqJ(0GAC?6wrAh~J_|1~tRX6wf1?Ijzi2SX`boBN(`+DXkl8zLaEjM` z92{z=0DWt@?W8deDXoA5TQJbjM&+q4HSP?;C=}Xj*H-F5JL^S$6oiQnfA%p^wxuqC zP~;pL8QX^r>GGG$gy>iZzHaA1cWQZnr$f+v<4ef5i^12Pst3FiR`4PxXJA4j^r@uk z_G|`0XR@_3dcVIQoKXtDQl?jhW5FyuD};r$H+3y6Uq_Kl2|)B)RenIH$2dBzBg7OD zBL6gP*|yJq!hAEK4PjjBhse0B18M8P#!m&HHMS!O&H&A2@8;x)Akt_b^nremEmyx= zBo_PA?nl2PmG4KP$&`{=H=ZS-u9$S#5eqStOiKjTWOi{$j@rxU`GPRNW|zrTYR@R( ze|Q;40S7?7tOOTic7PhUNhvBfrVVMHviKYqJ2jm1PZhffN;XpnDw)lyDt-)bQFiq% zl26ibK(qp7#|%bZzWC-pcx;?(CzEwJDVK#E)V65XP3QwD4FqP#?DQWvh-hgB=RU!& z=0GN4tXoZ;eIJHOV`U4p>A5)g_yIp}7x{a-9#DAJ6zs!KWJG$S7s{~oePGW;i7NxD zztNK^G;#9qg@v@bbhx=7_Oogm(b$&*NAY%AgElPT$=s01R*g1-C(IQmN?QSRke08v z`+Vg5-U=L7#}SabZ>v0Hz|-IywTceg7>~T9DclWTNDsY^GUJkc>3P2x=ji%QfsrE) zA;O;~Jr{l90M};2RAF3PCwW2DmhQG+zhJrOIy1t7z@_bGzA9`S$jOEUGVziKX^Htc zsNqxj@*8wzznw1lgYP&m@rr^hAdmDp1-Kvl$*lH-4p4z-lOWvoGO9Y?L`CGO)N^Os z`M~Wti1^KY*+oS0$@hqCV%v@?KeIh5R`Uw7)n%ou$i^mV#?Q!DU~jh+*2@};8m2_Q zip)QuaWKT{wRcn{5AF%IrhKQE1b`FV1A9)xN61|Pgeq~MdBYknR^|9Bliex8r@9{| zC8<(_6eo@Zd$*Sjahl_Ct}~#HL|`m`0{BW3lX$=1uX8(RW?kH=PEBs)>!`8Y0f7xE zecPaqLTvt7ARDd2qh0AWCk9f;-H&<#ERv-?`BjPFJ~N$3mqVTg6R~?AJG^|+ia}tG zY(>hSbi3HlPLz>8dBt#;kFKW_eF@7qsjgG~>L5hWj`@j+k{X>8E>j(($LhshyFFFu zq3H0(7o!$e{=7|wv9OWb1Szj9Z`HVR<5;iWSE%99GUxMK4q3({8eF&vluo@g|1;3z zYe4C6D17rsoOmn0XDsuh8+l(HY<2@15q`I!NG#iu^PQ4Seigp6A9bMFXrpp}+FS*Ss zuQVUyh>2J>B;hIX35%=2mU0`SFX!*FDH2YZJVjih{xUM?Xp%t1XU)Uml;HR&`ZX^3X3n;Lu4wMcc(z5mir z{GlOHYZSk#s1K$JAKy(}bevxXT@SNMhI5kF{VO)WiW$ctD%VT?2X;try$CJ)}g84X%#*AdAxIOQ+Qbg{~4AC__;j8;utTu`NLj#l~iGr2@H)quIu+}g@i!Q1g1ua?ek*=Tf!QM<>J?p2| zVG##=)1%+_Im9v>Q35B+zCpI+*~f+$u;;eIT!OIn$(&^6!iBP$XmAj80SA*E5{G>| zxxh>V08qS&cFl;f17OEucf=7r7E3uBxOEjS5JMWeVc1ko8+KOv@b6you0QyQ-e`1=ZsUb}=QPef1GBTm6Nu z@%9c&!QwVmO;EDt#W2UY2k%)9Qc)0ZR2RxR^fv;Iu^-mW7*};7zYqoC2~p=DpuBt* zh!Ol{Q=yE)76&``UYee@XSr%+DiXMB7t{3_<%m5+TGfUKkh%f{zSFd2}TbOB`R9zEIRR$xP7LO3%_j1 zgMLb1P8{;xBPob(+)+xT*HUgQ2ba8WhVqumxao*=YbFy+DOK1nObTW-eB%)*5HC<| ztxNe7b*iEvQ}ClPP%vP%4%WGn8nPgrb=ods4vk<$KuoyC;#(!gk1Ofn%1)m)`wu;) zR+NBl8;YL9>a40eJN9Yc2h~7YXi+Aj>$6iA74&a1O@+px1xo~9!yNwb*Ppv-7ndOZCT5GMcQj z$dx*0^v&C7GH%p@?i13at$^TX|4q>MQ$Fm=o;DuK(yw=wGGyYK<2lnZ-v>CosbC}C z$RH5?xdq25HH5@IZ81flGM_}6Ruz$)dHbV?>Z{`An7DRy+<0lO|EdT|(o^%hU|lQT zSs}1~-Uzy*<-Z06Cq-ioBcT;W!r3>3bR@v%y+5Mq%)O0wwgY`Q@zz{C9rCId$hLv*Xs_IJYuu2;G6ZRBsVI*R z?mTSEkM5+@nL16&vI_W$rkAv|cdlgFX|X&fk~%}I(OYT=iuOanfh$7~0e7|vBi}+Q z6u*s!T_yn&-EqrEE^}jQWETdGDSPRQRX~p?Y((N%``a<1p&oaaD+ZVhV2pb?R2&@9 z<>Z%SG5SzzlYIJy@3R$gODtHZG(hhyDY6%LaUN%XXb--j!z^IE<@>kN#^!F$V*hR4 zSbD_yV_{;6pc<%)cqSjzq~^fvRk1tat1!bi3dVqW!47a0J*c+^~MlRzqf&c`p7T@Roem+GTK$ z_#6SFIHGev{)K#Kfomj2{N`+4)lHhp4au1Xb6eKh%uvz>b!Y>LsBvyKBjQEv$cj(~2lARs_Aumu3G5S3&Td5{gb?~g0D_CTZV?H$J`fUY@j@5;T6U=P&3Wp|6Dnc1VZTd#RmUhA ze^RKG4dTgeR(Ik>cBXQN+5He-VqHi*kI@fiq#i9tX&8P#W=i7F-kFCC!&yOn^D58a zNKJCqPvvZ^51aN(;^w4v|8%2h7oT?@qILqnA8&pNv*{pKa!$4h{?(SWt3}7W)>@d6 zPFjgqG9y7RZia`C$=HWA4x*jd zxAhNU77O zgw-pY-Kn+HI}tud^B})alZ|rth4e_|qe$vI+o!b_=q?6eWsB--YSYaHbF(_==~p7m zk0(!*T}3!JR?V(@y)jTe=;MrBca}OAC!3vI+7sDkq?@x6biF|v4gi**s{KSe_P8pR zWOtTOY8X>p&!e&90gV|mL~TB;=w;(OG?4H_p~kww604QhBaRAO(%DYXhpqsejThYr zj_8f)wMp$n$6IxezJ_&d}J| z(Ue3P%mj^l>Cy%9_#93*RxZLh|6+B#22#s=+Ocq2T%>O80FdO45#u9`Lg6Z;me(kk z6!SQa167<*#Vx8XU;tV6GRlpOubiD;2&h0bD1Cxg@ll&GD?;u^AL{jh`dS!420L!- z^&kr2bx5F6U5`2Kxk9q$#^JNEZtn-Vycd_?DECAPt*B2bOMvDON=@{&p-G}>GNw{A zV`ICMQx#^xcsC8e`W?V)f?PBQR_(@-LE{b-Q!W^`$%iqWxN8lWnALV_H2#X@ewrfl zd%Wnm*f>iR&Qd`}N~=-=$^MS@dQxJu@Ld@t{08}>en)%)@5xL#cs(Kicvi#%R4dsR zy(SxhJdJ|dx(EoQ%))4nuRt%ww9qiDs4`NHQ~@eNgIz*8e7M=wlr@JTeeJkNuPrHe zA_TlzIu#qFvJ~LU5Ts`Mm9d-(>8+altsR*@;hPaUhD(%}Ew<7pFfG$8 z$48$t8>e`(k=0El5c{i@(`Rtb^aq_ePhUW0?|?Gs@PuihiiDz za>;}&sokHjrf+2r%jfC*S#kg0o92uJ|E)z8G09mW#`7-h6F^E30rS6$u>Y+FMWi_k z+kmJDa_1;nr7xA0an1AaAeoW=wz~GQgXlYLLQZk05m3@wEwg$bo};57Us4;&F4C+M z+OD`wZA{j3`H_ocHr{X~zkiQab~d~2MuJfDLYd`ki|G_)hYrXrqp8LMGc)9*5>a>^Sv~5<4DT{YLs?dlI13ASXLP31AdL|dzYnZc5 zd{^gW?60B&u!o6Cy~~(^Ed<{xRq;zVuEU~dQE5+pk|Z51XM1j)e#Z^GvS}fxY#qp| zS8h2Bo&yK)Ib zdjgb7IS42m%7%2-VA&4_H7+u2R$QKzEsDKTHC1WJJj8S`L#^Ge1pQ);N zvj+=`V*Ywc@-@H86Qs;P1fWg4_Zu|ee-OZbhXDSk_51&%GXB3?ztIATt>5X{DIAR5 zk(CSzY&}y|(^ae7E%apU{J+QFL*`q5Nga{jq9kCtCeKAZDq@F38H-PMi5@XBmX;@q z%7^~GZEg!o{i21CWXT*(AYFU3g3`8zBPXrex!^KC+Dp2!vW7K{i-TD0`~-Wd+>NvQa#}C zv@@8=or&t=iuZK)oSyr=bVU(ys{Uj7MFLgM@I1}1*DoAdP}+ufp4bCSeg-y3YmaHRunZdS%`dudQ|wewkNJd;IKvCd^uUgXhwpTG6oaPVl@NS5r1>@aVJ~jV z>-r+8#yubzQ9+?5WIX@I5@Lsv^D)OeVPD2yDYJ&NtmKV;x6O(UAyR~Ys0Ukch_+xg zj(W124BqDsTIx4-I~I;g}P#&FiKW4-W9?iKBPX2CdR!N{B&X zYql@PqDr@Ce(tg?_s03hC{$!oV5Z%P0an!Mf0AFKXEey4_<64X_F`{0X!{t`-YNFg ze2OMd(2`^A%1Mg|xCuj{-9q#K?Z$PC$4GD|{deS8E3qMmsv$70NkIidx({`5-!*c3 zSHA%yq1=&|m|-Gx!MN!S{ek>^THQ2cada zCU}L9USUT}PSt*2=V!dNlQjg8*a3~kQfWFN3A)X8-Aj^;G@qps@hS8HUuSgKuLxe- z{-7t=v!JsC+=O$s=ZX@y_87_T5Z-;_C^Ik5Y9^uV8Gj&n`48I>>%*gSKp9X<*Ea{m zt7zFiI4D{|j#ndZj!&LZKyqwR8hf1=_CHfZULqs!~-x>CKj1L8vx&=%LhQRjj1-dM!;8m@qz zb${As0&t}!gV=#jTr0&w)7z38MkVc?LdQ2O_k50CE=di(lm5zi-|4rO?1b_iBB!5! zHrgqQKdY^OzvH8*lEW$!W1rzWlGmD896;kw#o3@>>40tsJHru0V01Y4fYtb*Vtk2F zod})b5M>zjNZ+tp1kzT>$)2u6g-@_YbA`ySgpud1!lqV^qpiH#@8z6%bK6U9lj{K5 z0-SSn=ctYA+^D-B-gYv*cK5gpo$1Ohh?Xx#XT@QVRsn!_FYk?((T#VQ2+oOBaL;R2 zZKv1uGQ}4XpKpFTjhh{HFr{f5FGmd@Wi=>ZcsjNB$ZAt=qQ`EC4FQWiT614S1}a2) ze~`p}_v@9+NZeJW;u?S})zBj$qGkoC%l0(xE zpzc(w>_w558ly=XP(;5mm#(r3V&60SP%JMnOb`jT(n{DVlq?3F(=WkWkIFYgSa$L_ znk(FSG2&08tj?%xh@zy=1eF>%nEy8VTLWG2@@=N@C(veObLY@z{J{x7khgChZ}?W)Pw0Zn zw7a*y`$S9}bai*57CV=k=s zRu2s1!0Mi9^22Q3D2AfVQq#>7rFekanG*(^?bE<5cLUU>X~4m3 zke1u4Zc99p6CzEL2=F8q(A^e~IvZ8)$d8hhM&p8e&?f8yr;I?ubra>xuH>$ldej zVb{Ja*S4mFTAO_aO@e&bMFyI<%iWT~wrSHixq1+7whu4u41?ms|0zc?7eZw)p&&la z)Mj@63>X%;@-5W#*leB#r5_^B2>Qjvmy5$Y-cRSvKt5 zyWU0PZtm=G=`EUPpa&}a`|x^dEY#u7T=|LIjVv-i7beEXKunGu?N!DN&)rP!=)-yy zvfJ_*j3E$&oT1i}{gO^`=|0vpsdtZ>;h5Fu?5HWvRMrDQFI&GB0FR+wMFTDI3(UTPF*WB%3btVd8h(jWK52V~%I+8!yCm@A#$tnF$WNmR0PvP6V}j;&1UnU{im( zic@8m5$;IoO#oFH;Q|X@elw7`w){S>akWcxFk?tbo0~K^{`*l_||PVw%qHWV9)Se6qND04ac?N&2;t!W&S(;!|*E!D081X9>Y-i zLMo-aolkZvK?=kx<)X{5uA@o`H;#=igFNEIDIe6VpU*&oOjW3|(1=dG7@iuwYwI{6 zx&&}F)+1yeW^|I~4RE^ObcoCen^h=#F81$ZK@4aFI$jj|ZjdT8S;d2*yWEnwX{l^9 zHk;>6rv*;)?BSO~))W+5z5~G5;mpv!&qG|do6~|kug%UcqD_Y+g}?n~pmAC6EiN$h zgD`A@(=amNZSr6%ds|3Mgdh#m(YDla=a+c?c=WG*E}xB2eu^Wrd@rfa{yflnU~Pe? z>N+cm?6g=xF)>6=v>m_q+%hI~u2uK#zVvpXvr5T|&l9(>)19#ifIL>j1M0;zWpj00l?PIZ#9QZS2utGNnpwGhE4Mokff9A{k z!!kMXuG>+9Id>0h^H+3ndS0#}5ro~b=JR~v`w&JD`@e?|qwDCCw_<+keUL2$u$so^ z@~&ZWYa@J=*d8*yBkh#4bV{tgm^NI8i4Q1|1pnjx`d_B}4rS*$x?I6a@aq>WE#A7g zC}j@^zM}jf{d(u9BpXIY&@1IFUNgP>vEAUcNbFc7MK)xL!QAt5)+z8R{CnwENwlm_ zK|j)21wUIAg>#t}4a?eB#D(0B?}&iYgfp|W@lTJ~VG*<38OI`{idbo4*Z9Q*reu#` zLAA6(KpoXfP32_7#Ymt=6dKGkuP%-k#Z?|+-?QCI5StL*v8#Wk`FpijX!~qXxz+v| zi;xVzI803{Y1%*#xWwEBngo79@vsFEFg!G)B54Tq{Rvj2S~4|H>ck(kxlgaExZ*B< zuyv3K;YED{1|zDlbx83K?WW@QBv4?$Y^(4$6G&QR8W5Qu3(r9#+SR|Y|DOg6Az=GI zW$gdY+2^Z!RU~$f$VwDrU8PW^q*)zJ+Kq(0RR=Ng#N+W;G;25sPSbUK8{}|2yd5PbqZ1O& zeE=K*lK=|ZYg-~`hu)~f&I)BT0#0+4J1=P8J4)_wV~Jt76qKAZqz1k$eX7TTH*=_tuNB`k;+xVNCtLcw{EqR%&+MebM}NEr|i z(gyJ!7ihu%0D=Dw2>g%#<^ReA{Qvr2{$&CXUd4p;Tfx_T*YQE0lgEWS0px003BWyE zK96O&kKDEV%C#{q)J}pn07iTfYW8UE<-j0|dZXQYiVK_K=tj*(%sMQ2!}oLsj5mN) zr|X5LAzw{G*Ik8|`;GWg$9u>%OSUBfXh3heaWe|&ss=WL|0j`Y%3qQT#8v(E4K$Hs z;+V{@TIoftb2Se*Tr5aR1{FvehM_j}7y*j9WKr6Wf7kPI)F9m(j@@H^LsoIFgzq=u z5v8q=$M$8Qq>0-vEv?z%P+WM%ZVI3FV!_# zmDa@>XNb@r)i_TvISzQF;=sNts3&)?gQKSYTt=wPdeb}m)M=s}_FU5RmM`nd%OCY} zFdmrNPksm88$4Ap;(vO8Q(dmVF1&zuH2Kl|u3TP`{*F;Hnh;BXuItVk0M$V2Dvaxj z`Q<-DMaU3|M4LsOcecVOYSib&qPmPM-$N_f-klJha`Ksf_yp*(pd{-#Xt}sg@!t?V zRKAbM4I7@=eCs*~WtCVRL5uezUJLj4hH7jJV5fMUOS`nko7E9%vQ$8LhxPUIV1^Bk z#?vELP7cAeOebTG4mybD13-95e^-`k-2F^nNOaSf?wa%^&!YkiNly%93W>M~!{T)On zxNVm(H^3ht-C#f%?8*K)6j!?Ew8}dRIlcDTFBIHh2mr*{FUcDi2k|OIgrEEhmb7t3 zDj;AxN*QLz;Q%=4U311s;Dy4T5E+tpRtltm(HJu%fS&|{6w5u2-1zLKdhMUcc<0_S zj$4@{3)OI;D1E!E@C3zg*_n7dIPx0u=qMRU!_kNN)-34q4)O_p{a zw!>lN_1_yGkj6QQ1##(4j@hR#Y{>92XryD0J!p7=DVMn(d;>bnSV}_8-DBtjw|e9l ze;=Q-g$SDRt7V(#iQE-bzPvFiZ>^HnpV5T&W27~+_(DvIRTY*t$7>S#`Sn%@ri5y| zQoPiO;T*BAJ9p)R@Z|#$pMMnKvImN_Otklszi*(;uU<6nvrtSMNa}O^Dlyt! z9(Vc}(HG{fT6fB*MGLR8Y0VifOD~LtL5efPZIt9Rj=|jI+<}3E8;wD8nF{HI@+;hx zXlR~BT?v3>9$eqC+w)BABoh~U7;#V99(FWxEs^v-p)`WO*vP#NV1PonfoMDSOWISc zu~5L`_9xar!3y`z{6eSWY2PQSx~UDguNl%9i=8hv)t;zBN~PA=Vf;(ZMq$VG)}D(? z-nQ9)(|N@fl*UBt8uVe@t+5kkGW{nd=kU+5%`$1sr8>t0h>_Eq6_8i<6~sBs-Wfdi z8qY5K_GB%PhLrS8*L~HJMwA46^#VA&HDB3yV2&Yw)S~ZS*{8GiEm?Jl7%5DI5eRxl z=E_?t1n9kQ69MMJXUQ9>FVbzwo;5uurc_$U_zaF@Yi65;=F3FEp{V<&WroeX&Dd9? zKUyCJV~nQ4LM8uRO^jK%u$EXN)k%-m`&@t*ZJwi=-fYbWS~48M<5fqI9eb6S)4<)zF+ZADI_aqE)U!G z@kf%Di#9Pw%5R*tjoE0!EnX~l!3nFhs9bmRMc6c@-vn*p|@I*D!b7Bq~>*Bk%V zw~s;I)fA3-*>IPlB8=W2CEt6dSsJcBq~1%VXbXTS36~YCJR*F}EuK(85+rJL?h zaj`=$W1+XTNMCQgX}o&cW66Eg*-7JGAQU?SOed{Ub8=d6Anu>kG1Q=-w$^zkKWY-LltbNd{Wl&%sz*r+a9B02?!vvLNMVAf@~1v>lT zawFF~iFjY7CXKz|QqA+NedSeFQ3=K}5skDR%l@@CrirW}O3xRmf zn`FiQa%`$PP69Cgb#wn|zB3B|-0pee1OrylI^*F&JvU{VjIAkERSY^7kU-O>Ki0(j z=|ua|^BQ&b{Qkc9CuSIrI_UR3GIseN>XR57TG}O3>)Bfu5K)3T2rrLc=-1wz`o@D_ zu4b2KGZi}KF2p;~S2V|~&+%wR7h%V3*ri;7R%{I#W+~3d=GDcvSSqF!9c1exuBFqg zz86s3)Z$9aVYV>yX&k=Gia*!U9N$T}d})F%0_jEk(^=&T`c4S^sYVzqfJVAkcZw*v z)<&9b`Z8k54bp5??HyGTYsFd#s2$v%XL<>EZvU>w&V{#gkjF#{#?|1ja|hUrT}i8m zsfaAfcX;-_2bW#;=k3=W_*9OF(>TkNA}!DnkPPcKYKB)9=K#uGOumXiP#Rj&|h&97}@I)B-z-&gj0iTxfY% z9T?LJx>?xe>g6rqOzPAGEO@6oq5fD#y2YQXyw(Y@c8>Fq^f^3uDbbRW@=`WoIF-1MyY~e0@B01Tt_K-HgxnBH*knZ4 zdJ~nUq9s_BoJKVh+?OKy6kTh|6c!QiQ+vF;3gsnn@gTJ-yvJ30UA{JbEM{vmDTD1< zUHc5*j&d4kI#c4?&UE>V4lE_i3o+T#x9ZvWasHt) zLggW8g~~RYT_|r|S@m^GZW}6&)Vbc3K$^FgElaTc`cOqY_WiKs0-_f^CQfT7)4Rd_7^zxP?DhGCO`%&{g}uNLMk>roCR@%8knEE-3$wm-$C{uocd%hSp zvuDLY>xVXmW8Y5$#;YW^+FIRs|G+Rb* zFnA2Q(*trUg$AA3Br3RMxh9WQ=5mBw8MuC6UiCCLjX6J_YaQlq%v8;o+a|NU8TMVz zjrF5qEpE)mO^J#w2R0|9RIAGhjgyINgxE4WYioLhPjtlz5{^=A2!SCA_a3vkUHH?VXEXfN`>20FuM}DAfJf@c@|TF#4 zhOSjcCYa{ZI;=6_l!-JJS(WB~#Sy(>`4xAhMNNMPg#*(Bg{?5_^)pt@L+JsI>QMEn zUtILX9EQerpyidbzod@0?ecKaqJULD^!p#Vcu9@w(AQW6$D zo{G}C+--E-0>}{;&E{FwzS_7aw0Jc;AOl?s!OnteYD;>YX*#inoQxnBR5!}{k4Lab zy`5jJ&FLcCi2qyI@`K_1w<7jyQYQN66L7VroxM_W8GAUYY+F8n zEiVkH*-r@}{;Azm{E-X-6p(8b{xNWDt4s$Z@n!lnB1^sYkH={PS0Dl%|EKV{|D+gB zVw*NLHVa5RKrdoujf)g2o5Dl}zve0YmA7 z7kUmx6X0~1awkEi-UeuZ(d=mb-1w*qO_Y=Z!xsQY9vb?R37Q6WrtupxpA> zx7e?4KW9SYo{Uqp35p&A9rj{3I*#R|ZEy5Exe;tAqRR7pE_P`25@K=|0dM-=W2R=1KaYkS0+12M7C&Vxh!{mddFtYBU6a zQV%~Uqdj1Uqx$b7UU_A^WKYLI3BogR59Y*!zZDawuz;z3+OUD(VuZFp6aw}ei|{^< zf_8~uWqC>&XBp*7LVK76)cTpz8JAaoJhKWWMF(OJ=0uf{x4y9wF#@kWV4>R{gU|ptBj2i(;%(gsViw9ka_5}7 z<*4^%FbvrKJVD=4(&*k-7v@2hV0mnAx_N7LpaK+r(!X|knf zm|#wSo_hifL0$gjEgb>HfkYvzmeJzBxr4)Z#}Quf<0TNeu4UwA%#eOtu%d<(=H=iRR}rDnMx9sYHw zejiBl&_>gs&o3ag1xj#xJ*~AzNi51@%OaOrT(a{>$=Sk@>hB&lii?hEkus?yHIIAh zkS}v{?5vL>I+&dI7?Lf(T=YM&^s3AJ{iJ%a8n$eo6G@8Ke(n32dzOnZq$zJl!0-Ws zf;Iz>{JsXa@6c`Mu_J&k03peK?2n)~;t4%MzK2Fo6N;>pjZB6j1k5=jR%+%fHKOS= zV+BpD19-{|Yao&z3Ce8x;?1{foY<<)WQs2WXI1}}zr7_GYt7Tcq7K26zYoUu+u1bg z!=Nl_aE&2znrHj%Ya2J=$t!YQQ-&pRfdOP5Q28#@ijWwMg&ao}vN@?fsSU<|gkGq? z#{H2pV0gi7!@-epRxA_SwkZh~oUhQEak3r|P@yG|y_JW2U#t6C3=2K_&K2RYFax&- zTQ!Ck15BD8z>i`N-BGA1`3O#U-Lch?MJz|NU#6=L9u=JLvcwKu4LydAkEjhz^`=Cb z3i!jTYS$kw{{lDc$fPGym{%%3oEl<3(+)uY`SzE(Ba^?wIx?}lBcR3xcURbfC3Vpb)!*%G#_QGB;K^yeF<%=yNq96Zu;*r%KN? zS;tyTf2`;I?T~)t*fKP*9az$qEQASrI zGtg8yAKq2TAPeQYjl_et84v4e0U*Lb@wbTBWhdTCDNXo-oG+noLCWMykWbRP z@jy{td)`|Dg^@xIeI)SV1U`RkF4J+O(H;8Q=UZ_Y7j9toQkpbLD|r45<_WC1G6p-U zESmi|>Br_lhmk9$>ByWu`gOQ5`m)@vmw?cB>=tU7dg?w+B#$5zLx1>c`8vV%H^`t* z+?Wr{FaLjJ_DB29xp@d0^tmEy<6K;zHL*35RW`pKYv=1d@y+Egbvi#K+`rX33N^g> zL2mN)W7qz_R2B?fnBO!BXp=P;k>fyiu*i-c8mXqpT@1#DSz6W2`qjjA4m%gi^Rr%7 zYAkbbu`Y6ZhqK1ANuRuY6)Zu~k|_zl^$|O=5eZ=|MWQWyr;mNv7c~vNd2$Q1>5vs= z&FhVY-C)X8Uj~>Kbla_m7c4Z|!>+it$bZAaiYqIh8~VCB+X9&Z9< zh9HRG>j(|6*n;K%(EjCkzwR3YMbaDHTL>UxX_;&bso6RvFjiUNU# zBk;Dc92!*Uh}p!U=ROB;IFoLC%CKeUEU#JwY)(E8pD@i~swsab7<9$C%~`)joHdjV zyDf$Mwp%gaG!tj~+(GF6Mf^YI1Q-W{vGlfm-tl)Pk%i#}?)>x5V}L0GT9)?4r{wN= z>0IrbE0lVGl=H(K54stuLBbMnyCjz!ab>j1%JdldpaQpsueXNia-MZT>UE)JRwtv` zRMX*a=c+;x;U7VzO9B^oSDdot0<>@X1z2mkODStQV$51vZjWceS#K+&@~YOoX^zc9 z(@5&=6Aak&ah#;65=**ie4`vnQ*+1*mi!E$w5u*V3ThLc3};kS(f3Tb=`YAj6Kbpi z)CFv?MQ9O2T#Ic0?20{)=>P--ga!eQ)Op>>s7oyE80<)gRE*X|9RLKJjYHl61Vr5c z1ho4hkHG69>;yImYl}`@{2E~Ib5n3UyFd$RcGh-@ zrF(OIUXX{{`Xw#(kY=ZjxRYLAy+5H6eXmJ4bTSh zhq+Aix;UT@#V`r>mXG+&DLR04vvrCqDi1?%k(ha2gf7B;nF68~zJ{;$LptYB$e`bx`>ItR=#}ZwOWK9wN+#EdIxxn@d^Z+AA6k5%t537r)1zN$lS%0-*7u zzErS}`+H>^tE152Z%>mb#hY_jVtygb0`ND5KQ1f|B3CAyfe8{lI@;bPN9N%aQ&jY*=jkY1X{@T$8OgICUFd3Y3kjty}3tSvq2cn8MvDrSt{`e*DMVIyb1# zb#i>*r7}=aN~ud0JvlgOXkusjNu;<(;08_A?2OX90j^n|II8vaN~ZHZIA2nzv0B4k z>=jDL(Gw&&W*DbG=GgiwnmxDF{QPhK0*=Ce4X;cmKaCD5E5iR{-yO30KNoj_ z36#&ECB_>HN;XF1lIovxUDX_(@`rlxFuoy=p_4n7f4P7EIMJs-xHT9S^Qu6#UxbWQ zwD1T@ECn8J^=D04p{VKhXJ34Be6#)0c|aBwdczk#2w$_Nx~s%vc6kH(EBT7eOhc8m zT{|ZTcs%6rW!zz+;-&75@())}3Hn2l3oXO#j@cUpEe2HvNyU|Sc=dTn7c(q1($j2a z9#iwTqO&Tr18GMUB{HSj(1zcE%~1B{PdzE(YjmB@O3&Y^%o^d_OQQp^V>!^ZNwo~_ zMVo7txgTQPte7%vL3E0-TB9D0F_4H|Chsh<({upFMJh>vdG*-6bMuSc-6mm!&lLs~ z#eJN0Y9pDn*^06`a~^9O*-ku0T`i|1W_;vv>GhfU0t_$Q3xbG4 z!6jOJXQR92j%}?=*@h8qgSwkD(apmPDkTV;1oq5Z#qy`+)#xv}+1oH!xk-w! zT-fiX=m+G9=XudpOAvZ3HON_y z2dN--?B&U~W#)V1+TcKY={xHunn{BHS?-)=S0c7}!QEK>%BlD{Yh#^1r?FEhjk?icQ;-Y;T{}r#O zZh2*F19q@XDyXvy-22S|j9Hm?QJ`IN@rnSVjaJ88y|2fwrd4G`OoY~PU*Fk$8^Q`1 zzkEKd{%H+L*Tkw25rd+aP^4J@7%V@Z={Upev)kNMJ1PctRIh>@9GFw{^Ld8A|(SYerU9_MX%bK?CruheRyFP zwf?Ks@t7jmqE<%%2E*Fb>tnWZ=+dJK`&>eV-!js@pQ~xq&venRs$WF?(4GEl+SS%9 z&RbpYx_Isg1X52}F>+p_U)Vj1N7j$`#yN`gP55j|wWt!ZrafKvroPbA^&(L*USU*Y zxBO_Tc0XH*k7YO*!0;Lo1dyQ%njJA7+`cX_Q-4J(ji79LfRZjNhdkjY?D+IMu{hho zFl@7gme|;INOlTg45+q3XamsCd@0T@){;Ga9)OAp(h(sp(;#vST#md2#}RJR_^xx)p+h(o8a5UBC`mvHjGO%78R+_I zrpZ^yKZ~6O2%JGyRCaAIF`cHV>q~QT5zExN#C#+7euqTQ;I}rs^%wbowUk(q8fMbb>4yU8brZwpKDa0)^=(j$jCrt(bs?_}uZ-emJ&%NRyMksMBc)eH*(cA`-uT4yJ$p|$Upw?j2kco-U(lRq9_p|)qj1a5O z{rb-H{6KJvDkt=SIr(T1Gxx!u8S}gVMLr^dY_GAaqK3b?j}CH4CchT<`=1sZ2nf8F z6u{tHhpaZ3=9cJFwqTwW?O!GlZ^T5V{NY#`pS!E*zwYSEXvr50*pImy|L|n}04-kd zvyY6{p;A;nDw$O*i7*)G=^>#_)Cx>JMe_#qx5K6Jr~YM^YJWb&!8mrOq#*J?`MH4lj}m?2G+&3~IA7yw5odVvoGhya`6rMrnz+4tCmiGM)&xZ@l(+~R5DxLpy-46dyu!+=UyZ(Yo%1F= zFnx&p5#u-4h@$ziU6j4Du1(7z^Z|fnj=Ni^8QRoP9Yfz3W+I4_`{ul zW!VP{Sc~s;{>-1)436_g3P_(_hp@e4JwhcD*&-%L0N~_V&?~y%1R(qt@x$m<_}~-} z7jZKQ82Ml%=tdFE(I5eUc|<%|!wr%e14Vuf0l+^b)hx_57M4Ixpkg@<)JZG!bKi(& z=zr`Z$6xVcKl)`TJ;p9HPb!_uvk`xkYCE>9-N*Xg!@rGcONdQM{hR ziQbB_QNNTc&gSr*Hy{Aws+bb(u+78}_7KQa!rhZno-%~?teM-H0K)}`4{*oV3ufG` zHoA%5C_-g_x$S5C6{oD%L&((N>2?+org+W9+DIbA}{1iT)Mp3}QerN>GIM>(v# zkg8J-s_A~l>$+Wu$U}tY87PCQJs&gJZ~HzbUKj$XMH+K|8BrU4rRrsnjFRjBw!!ko zG|6Gdl2I#Dtk;#3yo#~_bV}%9IV;Lfn2|r95lbQ)5p*6KLKEiBm;y3NCsSMY2@6@F zV?}3$7F*F&b0V(LQU18~m|xv--^z{dd5`m_Ph{YQ1u5J}r8+F@focQYaT5egfK??OC`{1QMOpAv}h?y?Dyp;il9Tvk9t0WrXwx;+R( z`|BKD$U#w6tVTlX^7iK?Q>(Y~+h6?ZF(>iwC{Q|)2hAfaG+aEIsX7mT zOF2A%WY7y^*I*iIPEdd{OYEOD2$TPX7W~m#~^9CZDIMNNpvW-&D)cKjz z*5A*BO|POWLF=We3UQR`7c*g~p=Y^*Tt2m6*aPQ@6PlVf1KBu+@EX2Aa|9-CCJNhM zgFTfa(L4-ej(_=8-=?Ddl@VhKu&Qm|lC1U}OT<31yN||*_8X`IiG1MrKrCu>;i&xR z!f>!bo%~%%gvtA85bC*!;ZQL3q{PYZVxC zqmTOUUNC>$nXjjdYqs+cN608Yu-Vu9OG?`ek0&Ft*lTAK$c_kYAt;Vu|CS^26dhg^uSCjNwC|n!G zZSCLM7?7?Ke)F`KLb#z$V}umTZbDTbL7shdLd(p##h%e^)${zOhuqnpNv43fzs!Dh zWT^wC)OtcM99A96j@xX2I22HyW~%+He^8XC!9C;)vrL^%hL+T5(qUTkH}&CLS#~cJ z`o!IJT1pR1>tO7N4jm7^erH_p{BFOzgIR*owJx3k&_EP|n?`bIECy0T zq)>+Fdl)V|xKHZ`K9U}+?Mq4mQ0F07A4dStz4vcKJD=^1vF^N+MrRB}M9Q1^vFmNeA`WD&Z5lyK0$^g-(Zg=0VVa zG&8s2(zc@-8(+()F>UTd7hNQXW`-QWKDBrTQo(eSJH@^3ODfzd zUwapMOXDUV*%b6(3rC%tSa6=PD&*d!0L2PJ{P@!-#2Oej@maW_B*y`#u{B}(+x7|* zR#TC(5U%zL=@(dt{HSOw)@q2j4}3|lu!EKI?DEL*1UKbyj>rMg@1YW0HW@KA6nYxm z4V1JF9-_CvqA=&`R!RSRJir4#ptkQVDn#uUq=rS+Z?~MU;^<}Q*gI#6RjemDu9Pzd z3{u4A)tCYfa}UwiY}vCGX&2GNm?LX{h0wlL8PGWBdo%E!z@Y^dD?K8z`jvAWGDA5I zKY;QxY-vSp3&Q*i8|kImC$8?M9Jq?4LJoQYgRLmg#Q6??m-W3Kqd}mZ94jL@Q^bf& zN*QkjK6+J&FY+Xa&Bp1^jtiU>ycAy_04wwZXx3Kujw?s)#XPJ3N%*TcoE<+ZJ#C>Rd) zb`me`4!nx%nIcZ6VeO@sF;vf>SO4mL5q3UFNLhe;W^GhOLBh6DnmyzMIW`}N1?gKb z!e1S`{D21|WAc<=3e$q6&TP%Hby-*pHdi6u?b;MrBXAlT#X0~U!=wbG7OVQX8*XKj zulc2_)C6?V@lZVKI_9mZ!Ia2>+I0 z^_*76{3ZG=+MVNJ7e2tmBujX*m14pHuk%88LYl%t)sCcvcYAWBuG)pr&z%85!njQ zhSfNYEh+u5XLyw3t*`E^en^ySc8PlSum}C4;Vakfo)M%BGk8I!#llo-bv-RA#>rdarj3z_Il4 ze_fm}cagK;RLonwjFnsu1KG54i8Vs0Fgsdowc1=v?8upxfu*JBan)?Vvdamo@E$k& z_j7W0^O{&;E!~UsSYt&W%%OHb0ssE-1xZHJR}q|(a(dXj+4B6YVQ0S3M&j#agmXC& zTen`e8$d&zAJ4qP6g#~??jq5{I&-~#Iu)m~I@v!8__K7!RsnhJZ#9uOm!gp Fzh zrf?_u%?|*a{hP&z`2kUY?`y!K{Cn=F_w$`-JjY7reCw#>W(ME8wZ-h>gkns!6^XdA4l7z62z^3A)K34cp zD^Dqt&p^1In(WaI>B}s3gg&INF5>B!9(qi`L%q5ij&r?Rl=L z%dh@z@n3EDJ4cT}CbQZ#LA(3}=H)=Y4x}XDm^EyTgot|GEi`uYB`R9M<0dB=(U;7# zg2?6cO8Z4)E>-hp(vTgsedknOPXDQK*-1I2)N;KinF*(2LFngiM_H(b2VW?SYIrp-x_%45=qMtMQJ@U zlfOMMS0zyTTDD35zD5T_LSpz6_3^VR_Zo^*h(bLK+jG_;_`d)^K)=6;hibK;B|lES z>$NUXd^>NtqnoAfHsa)rR8>mvhAO=F-(~(14_W;2ICPL(`27C5 zy-*MI@B2I( z;!>1bAm!}>&|3KM9Pu~iw{_fv}Ea8z%!e-tTY1`Cr$|gh?a(H{w+RSE<8wv%0N1tkPO-RVcGy< zr|Ll$?6e!67Jxo$1I79(2Ub9pm?*IQ1H)LWKoJ~Ll|*)NbT&j0D{0d4%z1O^H!c61 zP5*MetP(6k3nJc-$z18knXQ03#h(ZMo!F(DB0xjdwkxVOFzv2{d!DVh^fo<2apqxc z*n`=Gvfuu!xWPuZCu|agaT~?hspqXA!)Hk`Oek~ZwSj4e4XoF*P1^r0PGrHuUO zGjkc{)e>2VpQpdcl=>>@J|7A(gP<9S@kQTMKvC~!o1X`gJ;W#22&N_qA23S_PII7( z+a=GEzDy1Ar|ZL@94T@6aE8XW?s&2-w+K z{{(FHVf4}Z>f__|@sfwSCy9cSXtm~BwxVvSse95B7*fsVPfOrZ12rBe2P(g;LRRjl zIHffd{zcBNicy(*i3i*5QOT6{A6ZQMoFEgyg%bQp9Wyj|1kcQ>VB3&tU~>x8_l=F^UD_#wp(G> zLl&-sA2I5`T8k93yz1W+Bi6SdtfW8*&7#O`dR&6LDE&Ziv!ml>HnjqA_p3F8AEy%y z`-U1iE6(n+lB5w&q zYDUKC804t13>NV~hbeeW{%{+DXS7PUgs)EP&~6SjkpC-3j|@wVs$#i7q$iPsXK{(Q z2C1m8c!0rOkWMH9gR_-TV_4L2d2ccXE*3|?L&}h)x_Xt|@! z53Qm*=xx0)Nh=BKiQ#VOZ{+0c2v<5UWFoM!lOnDjd%>Sbzry0NQEc^hi zQ&EUBgOJ(QB(z6io}8G}tP(noX9~Nga3>u!fpcM3tdL0+*m zgpC_1;I*j}0oK_9vHmLY5WmGMpXN%=gy0#&=T(@#YL8PV-%+jR7o!nZ-2_4?ja0 zizjAL?V7j*X9tImGY9CZ>kl2Hwtpk{Y<1gYidNj?K5LyL#mC!F%gXGBj|97@L>`FjBCKS-N|Zp;O|SP; zZTf)`L{+~{NYBTpMG{0KLL-XYD=y`=O(!#|@YLa2MH4Y>W)PbUZKg!zfiLqi{k+&Fx|{R;aDWyW79)t|@TghF z;xPZk%?58Oud_G%w+XG?(tdm;?6}l&PLVxbwBeKFhx{i70rd;ms$SRyAcbmzgf?Kg z{C&u6;MnqPXQLCx5?G%o;Oyq>MnXR5PwjEheO&GWHww(4hA;S~(cpK=tP;eioxMN* zItVV!Ob&G3bNR&j!f%m&OV>opJCoHXW1-QFGh|n0=#gX_?^W1X2w?Ad+VA4;E`_eI zI%#G>qta#Z9pF4XqbmZ#U-`t-mA`7`87bt_A$&Q%T;1{7Iq(F|xVK(`A`Q#B6M9`* zEbCtfx2mB~DINcYPJ;x738XD6{B_Y&c?*z1NDip+Hxvc=RbsxM6)jU_z5m_ZweQAz zHG~K>DoRL?-6h{k2`7!aKQ1VT-TD4;H*6F1edv$eK`g`vTvg@%za9T6CvzeaZOJ|*Sm==Pk;{-n(m874 z+DAzk6*<@#Muzy8p|(kYF#{8Y9tbtT&q9Yh{= z3MjV`Gkm!Sz|6$Unr0 zOszoF>o*|`bJndhh-Dmm0uiz{r_niL!S5+)5GsQa^BbX0fa4}Ksw+F$TorH628j16 ziGGe${mCa>nWj^pxG`G{oI^)Pq_YQ%WR>@rcK_=PG-i}hFgfnGW2wpA=@ljL^J-U! ztME{?r+u*MJ4Nz_v`@G&JeQOofMi$M0zHdJ?rR%0a;+I{*UlaBO223BU|w}+*GuWz-@(^6a}19tALKLcraF}Tdd9jxjFAItroy}cAFinMK-Ih=T!7C_ zd)Q&pS&~ujs~L+n16C3MNlo1E0)?4wdM@|R0Mwc}!|J%SMiQof3t&l~FUKzYy@)6T zvc2Y&2zj?UZ3$k5|HG8JSe-B`bM;C(|Mi1@D&qF4MJg}R3yg#9iahchM-4+geOL8( zlv!{8`DFk9|HD>hPfnL%SYS-lF zlKUc|@_8uhRFa)x^_UHe89n67cA@7&lQ!QtD=4MWp~nS7n<7fHsB4TeAd3)i+KFJN z%7VIq$k}BIMPE!@?+YN%0+LvcW`?xN=Z7~3*wP=cq|OPxpZzSFMuHtIra3OBIiRQ) zRaf1g{@3H*&`C*waf+aB_eim^w7#4Ml&FSM)GfF9QrVV($3e6o~T z3qe}6MQ06nFRu>J-w6X%2n0BMTe+3d5MBrLGu$(jF{L_t2E=!QRktBqRm($v$ZApI zdPp5c6Rl`|MKdD4f$9V;9B$|f=G3b2Sk`k*Odj{aL_<57^u0z6;pkC9Fhj#End_AT zsEWi6)Fzx9rKLoAH^&5u;2W4u*|}OyIKV9In9LC({6QoBvSW{2N&-I;pm^_>hd5za zdAm;!I3U7T=Kgo#8P+|Z=2UG5@BBRtchVDWATg|y!iiIT=;T&$@1!^j7u^IDts{@# z|2_L{+$VW}*oF)`L4KGu+5Axk$q@eIKn337_3_B&hv^+1#iLMyY9(d ziZIvXW+C1TZ7_QxDNePP*E-O$ujDmSm871sIwdqj^d$?O${`L9Y_QLnn&;ce!~rk_ z=?&>5FpspLGAc($BfWKtowG$w?rhoL-+l<5NgdeY`V`@ZQOg5vfCb+}^(DG@4#+9c zB~gQgK|gVr)~!M{oTK@xBse=vGi$eejUhYLI$g{r-~gazOUagWm1Ule7wU(+uc!n5A9mQ?_R~|~fwl3AU?h?P zRglsC?L!+j9SZknHlk}#DbZf1XKw8YcIb*-g@!4`2HZ|)3j@>qW@t2#5&v%MXCuurjtJe)rA>fggFlb6r< z{l-Jl&{d)(w}?iJoq3?haPVVBUh9E^wr zUBWJdWS#FrgnT4VXshtdzr&wq@)fP27{$I>b+xYO)vTcSvGkkRUdPKvUJRs70~Rps z&S3KxhHUzpNS}n9k=9Te*%04}<1*;+wHtPQSj=IhP8GTVPW)=(00rw8^HOuO!qgfMuIK zTyln~yhEV_3d&`x-2=UN6hlGNDqF9#)*!Y!K_-PmLB|ZdpTLP8vcoz=H)x$b(_?BA zm}Mwd)tk1%pmVRn^_@4dF5Y6M!QQ+7PjMzu?i(v?v0spB=DOVwha`UJd}W9rpLfSL zoAQX?zl3;IT}GRywCucuOWzq-iDzNzjL(v6n;!L8+G5H3JfnTT|MfXA9KEBcm4zDX zyq0IA<32&qY z?g35FeCJ{G)MaTy>=1W0`U?J*+i764)00O~w5cCqmyO&D8Yi^Ms$Ogeou^S)QhKiAY4}i2L zG)Soh#zb{xj!C?;aRqpP#P`te9LWc-A9nTRRXb+Pt1A;82@gR^;XI$JnOo=EYWj2S z8yW_z5c4LVJ9-9Smt$t>OsvyeAnn>RfwmYP+uSv2sT>SQNy~v=_m*v({-0_`?au7* zWsEXQS-AP(6lXXR!=sn-hR*z29jySRe(z4syD`wC%N1BnbhK93SQy0ta|-a8iBPm+ zpgIdThPn2S0yU#BUQWHQ0CFLWn7KRXEj=a_zSXJ@sdRVjIgbF#WYZucHio3?u|UHu z*QSvyHMhf0aW9%!73reovu@@BWHNWMfOhEKMkj{Y{a&|sOJ2& zP8}f<2h)83V}_rV<<~r35^u-^R1RI9`ZBCPNTE%v7r3tFA0os44)yqlGJ5a*OJw0f zIkgvHZxUc-+iUr+edkGVUfzPjkdi?8WxU|D_TD|u-j%`I$`DeNe`rE<>J-Sn*Q(V$ zzAyx=FWJOLSuQAqh-|-bT+>iVSoyZhED>@V&d6wk<=?nioPtCAOuU9Wq)f8+_cqgZ z3lb0ln;i#JwU#6qqDwD#<{la0je69dnVWh6P{jd_SllK2-=G;N20-BB8`zs~E9I@) zI^l?TzrOm;Ym})PCXu})*61G&z!x5SNijwmKRn~CK1Or`7h2m4ex3o?vv!+mb#a#~ zpAI&~hm52dQ!s%*WdsskRdrT++@=BRiC>k#L+dyep;r}JIrIfPhJkOU1GnCubdGXP z_KpJ~AZa419I$E@`{HhWiq?MFa(?U@HluWGV+R}|#>kXjr>$!y z=|@9zn-boa>E!Va?AehlWoQXTz%~PA>*@5>(@zS*Gx32v#$Hx)>5;F#e#R^HS-Um# z+^vxZ8prM*4rI(k8!^k8sA;7T!jRKDvkG<^F^=1gU3;tHeObvMU6xKPG?LHqdn&`c zQKFTKXRf=(5^$=W5q;Lc(I+kJNRCuFiz1~!bl8jcR_g+k0Qnnkuf7bEad@k#BSRB) zEi(h?x~065%QMiF?$=nu%#1%0!bc4gOEBgUCx7e?uw#Ao1bmBQR$X-Us*t7D@0sAT zZs(l++r(Ph+KRU2L1c;NN93=1(^Th-q33+#GQ{!4uC`IQ6kaN|F#+c0mFhq-{A1Qv zbUR32zSu_ASDO#-t7KqT(|x!!!ZH!pacw>AaCKkwOd8ZTj)Km%mywr@&2CQA?kfLB zsB8+yTQ>p&B}`^t`CsykAV6k7JA!p>qx9|JL}+ag<5M^8IZ1jD+5t97tNJmskG^a6RbBseYEO#q$xq`(&t%9@2Eduw|AVuG#p@JADB1PS$bH(xA~uHa39`g(pNJI4qI0B<;Y$=$k`emdRgOWef6==??Fy;bwgpsElbhqca`0F%MU{*Lej2?(QQ_@ICyLX-+U1%%Y#7Kn1KBB>!7kTfH$dbm z11O?LMAR5D4oO7RGMGZ2IpY)2cb5_QGo93B9N_4$P7KH&`Xwm0u337i+zJ_Ggg+|g zxV+p5PN%~bd$<4q0{~%WvaW^Fdj>piuD+uevntsKd&h95fBlo969_?5!pQMJ^x~a! zgP3vu{4cEk&+GLlCEWg&U3t51=yNyuLl$YQ_KlEW~5LJBhcy z{nrCTHd4h zPQ*qn;WfBR19CL{wAbV-B_5u;l9QUbChmB&hhMU-I}E)Dp{F5t9V%M!Ji|U~Hnu2G zC|>lMt0B7{OxL9nMmH$fsBa`{Be|r$l#xe(jvSZAVS|rPm<4L3ltDsdjXbIK-U(xG z&h=@F$(@wbJ8P$mO;=$`T^w`L<2ID?Kt-2hy&_gtFzya(R?N*f{KcP)U{%mTd99W< zR8J-jlS-nF#1{7TPU+=IzD}4w?>XB^$G2d(3!po?eQVmG+spbzwWV(U*P}Z1JnDAi zzWRML4K4%xG!}6t@gr`qvel=sb}=7|)EU6JVCX;)7ju-o(=KO!630J7?Uz+?9%ULU z@LUfs8i~U$XaABWDeQ2nfHF-gQ2QW3m!aZlN&?Hmt#+ky+ksI<=u%(PfKqkXCU*2Z zQc4&4IMee9y~dO>XojTS31@Wnhb2QZIVtVLlGm@GuIVk05W%!EO6KYup(6itq@+d7DgzF> z6WApu2!Ig4RwLSkl^TlX*zSb}6-V4|vve%7w!LAq%utgGDMv-9?yHIe&BzI)~npWqDCFdSmNoxg}k zq7t6N>ohV_xRU=mzGY9jGZ-o&EXEfu75Ymc#EoLgQfv!-2Q#h(YTm5>rEY~xE2LYd z5ibu15x5Z~Cdb37=NV>1jL`FQ3bVO|;ba2MIS|Th8G6=&!94$v_E9&@Px_9V^}LbR z!Gvwvh?H^z`gfrs{DWA@Gc!|L%{o40!y3O{2kVHUzG}wvB#4-v4$-or{9|*VJT9Og zm7ZsSTZd9Qc(qRU}3`ud*O zk0Wg96-(NZK)n4UV)hUt#$IKP+47`)MY=K z;RedjauN+$!RXn&Y;xUoc-f1IM$L{QzIafQ^%mbZH@t^yfF4ffdvtYt*! zNLZn#PB0dN!6+%@mQWG+^oK|RF4HI6t1G-OKYmGnOBzS6{cW(39_zp9*lMesDjMk^ zNg>2q*bUo`Uz+<0h@#iQow0swvOX_1|1S!UtpqUPWN=>x@Mywoyz=t1wm!$8n;H&t zx*?j}0Uzlz>*_B~dkmsZ;+oE3Q1V!(MCr|z)O{2{d`oYdxuibp5XIPLlf}7K*-QVq zNogD75<#ZAuJrKYSpTcwARagkjTW7-hRq(hu&{cHeh!ND(m-vy8H=A8y5Fjn+7or7 zGiU-m*NAc2uE51n>)YU(n<};$XXcIN^3lC&)R$pDTQSPsV#qdz(7LPM04o;xft;*o zKgDCZVqbN~>u^tD_h%rX`C}>+o)=$o2A7=vv6`l*4$neh(q5gj6LJcs!PMav+PF0d zmK-Fr3ynecF9Rco15_!ePu8<+Dpdo#FUrngj4KytouCwANn21h=x$IWT{=|zEFMZP z_%Ul?LuW)|S$aAe`BW#ze~3JMKNc8{sAX$s=BdB$emBy=wvvkA7Stli9WI2i!XzMR zcR1^3<}df#-|l1$&H>KUKn2{^@UWfOY=X2j z-W_r%JBS>v$(TUoRsnje()@w(r?(>u)UasVimRwHpXWIF9*d8-iTISG)%RCk*B?De zl1?Pra<9N!mV6+z(v?I-_}1@jsWsU5vNP4ARvyq)m3i_zX!!7ek)!)VEn-p0XqTs| ze8TCt^s7Cpq(`m)^Pm0ZKb()9y(}4Y zhns}FB4g*WR)U7Ke(SL+t6<2?HVII^vIEy$#1DyZ74L_ zSWbvh-n%j1UA%1I1dpQO=)I`_wlld?yGypxD{zV-$G`vjrELi*jMdehaFQpKw^YM? ziPFD|dhamMsMGyz!XlDrlq8RS1uU*D&D;cosw|D%)veP%*m=+{fA}R^(&5%+Yd(zf zmuGNv1CS{!Xno*JbX#Iqp9xe;azC9GT5s+-(N637!M{GqkInN$sraNt-MYRw3Q$k0RJ;#3cSUOq{GKa(+UT>^mD4h2Io5 zNX)5~2|&AhpBl|NJfe+w&#?RgvdGX;2Vc@&x%M8@nEq{bGI^ii5@dBJZ-EpH*LsjcHbZnGb-$Nx zc7xb@AdD<&<0t=u!p87ARj31*@ovG|%*)@MK80*h2~Np;xV>-Yb;6OC@yHBSVP$SXCu0`xuk9k@*vidquh zoXZpipGno=f~-@UT70L*rwo5I6GoJITk?EseIJ)X?_#oTNdhY^t`TwZxdwtIc7F!l zNL4IM&Kr+JNbeJe$!dZ>!*7dny%_)Q_m}p_^MrB*CJwinLU<`LI8$Q!uQ`vP= zT0e_kQ>P|%E0jH2WQn}}7mpw=9)4$PBP@a*jg0#r)%|f1*9ZRFZtvh?POVz0SaVzp z?9*dAzkw!9x;=ha7!r}vWuVer5H$;N-e*p6Sb&?9_wzp#88b}95T@fjGLb5=)+4s! zwCRsMIL>kY_w<4R4xA3@Mo&Oo`Jmn@5uVm;(cW}Lnlf8S-Lf#Q4keK0Bq!NN+jUtc z_M;k#zF8xKwe-1~7-93=lhr0b9wbeDc}O&#>VHO5_dek;Ihk8RM?yJz_3If`m#@fzvo({3<{nlE9(#~6)&P)Zk^s;P=yM+j0~0Bv?3gSDN?vMVHe3|Pz-R4?bYO!ai2)_* z-?vCEbfx>yKq1775~9kV!%yFU3|nJ0vE{hB4L~|ALEZ#Xn8qMa7&>6k9~m;|z}EHy z_DofLRyDm!67xNJNqAgTx;nZsrc#Qk>HS8)IXioU&2Bn)591f{(`E)?Z%WoAdEc9oDAxdC8?*bdueag3bSS%FfuvWoQ5d!-cFN-v268HSX3hcHs%j-40;0gV zKxT9(D9UbiG}j6bZSBpX%SK^Xe^_1Mgd}m#b2`3ICx#O`-56U`>-`D<0Te1_w?1GY zJOm_Cd|j_r2CMt)!6yKE3apWjuRs0J~o5{ zs2Aeldn&S0zN8W6om#qCn^9G%+a{Z-)<4#H#)gFI2=<-1x$qg7P;PdcFf5 zKtdujhD5#?ZJjdNIMbK|A;W9BiwTjEwi7qgNC?`t$_rykqL_ixAxe*N8_ceJhD>hW zYk-ELkbk=*k-?VVur&G?8|lmsg__s4-HA%mhrd~DaUaU}&p3W~h-&l&?6b2}F{FNz{`WRx?#@tx=FG8c)cOBfn1~<&qaNV(X zcUWus+PnXVTbjamL6hgAtzAA;lQoYv2oy_TS#?RJB_{vzY|g(ZnxW_tuo6(b9BU1v zr>l+7d6)YGo62BGk$rAouMaQyqbLPYVEXAso^~Gq6m&D0OS^2E09JY`4K4}slg_4f0QBy^e@axtMnM5t&T0`xq? z?cX$2D+L9RG>60MsaHWgystt53I&rzVx&dSNrLrliJ|M*)(7XUQCj6t;<|p~e|z5o zXxsYZq~T|)vI}3siQ0eQ+!PKvGd zkRaXv{BX4zCER+kevDV04G5g2-hTwzo)0IVm(oTYIZr%-;c+^mI=U+B9cp6V^CN!_ ze)#pj`C;&lqBD_TwUb%BZky(xG4LW$@kf2|KjT8uo8#80h4qp!GyoZP!LIEXaZO2j z>$j|Tk4iic<=OxM0{{RNX|7T4?-K_Q&)WfP9?}jb{A4TtuZ0S)HHZ25QofpTntnm) zzn5kGuRD0~bDpq;t|5P0Ts-8(PRlKaI>Mr~mA4z5|7b*;&Gf(FSlA!`{nP1}hz1!V z4w_Je0ZR>3Hq0{?^kHZK`HnRnA`M9ku-L;%v>0_cIn`-cB0w4$GY+23U&KG*LxXb$ z%7P`u?cv9-Lg9#K9lYq3`ZiA&NCtQaz6{>>fC7RXvl!q9^O&T9p^D0L(x6xc!$+|l z_@&IZ9X(RE)!~XKz+~Bh)dGNqqPy@kYlaFATt(A_MX^)e!=n_oAh3 zG9Lu;#rdhr6IzXOc#Z3?`Vxhlm6|Y%VQqCd-{~N`-}eYcm9VJ^KmY&_cN=@eTR!6x z*bKLL!!Nu66&1}`9#P%yd8%`46xd z#7YRp_Su7MU1)HeDz-jK3LAZ2!IDHY1QrUl^*nbD7W<6e;|fV}skra|baYkKjEXab zMw*2t*%s9V;fc}zAGO>Jq3l>2tv{h+xkhAAGpGw&85yF4&1RV`pFUFop0CeYkbuyR z^LdCYSmDO=LQ`n%cub1pSXGC z^NvVZvhOrJ48{TGU;qFE005zWuiL6niF+hv=kR2J2N8R(|Kj_HVYVr8DxmEO#yo6^ zGFluBoS9T9wXy7G8TyYZ3MaDCklm5q26ZjXKS2KU&%wtqL8*A@7|=>sh|lE%@|1kBu;lmPiTEvsapLe$5{koV zaZ@(rM|X0DtNU+80OHDj%{Jf^tgu=!!2qk`3iiuWHx(+S9~_?E!UEeo9dewR0-#&r zTmBmy!AeMKwh&^%6KjE)NP`{zCX2U!Uct3N&7=~+0*(5@S z;IW@k<7`p|ad{dN9c88mb-NjN5H4!}bS*vGdcKo^2UC@TeK*#Z5*F_9_UoV|`X9ij zlR=#In6Cllp)`>>@0K4GF?E*x?OXD zbnZr#AT9{BG`3*Y_6e$gOLz4=$M?XgqF%sBDzlQ|b$NI7;&cp+vI>&mju*kaYkqxD z10Okghss&a3j9TRE;!F2^AURs*Ml?+D=10=;wp>$^+W`X{-Z2;?B3oNW5gns0$!;k z=4!y~4iC*%AFYw|vW_&IE{rQ()w5X5bmqz-n0@g#UydSQecXNR#D5x+y2xhg(9B1=PsbO4h*XZ&*HnQ^wUA zF=MR^q4Ej+A*UG&zH#vVK3`@PCFBW@4Q!S`>EWroQ$2^sj(Rr&!FWrj2D8W;C!pU8 zC4byWtHA=G*I@}G-5>x4c5VLrl4Y4Onj+LrTU0Oek@6V?9G%ST?0yzSdd-+~@I!I? zIP~y&hTG}gwmNWEm^rOB@WV714TII3N>s)`3fep8bQU`r6n44qq^zE{*;tz>^LT#t zZoNE`r+~Q#vulLVt6r1XM681xr^mz<GHgj!8 zykhe^Pfuo}RHKlCAaAd;MQ@s+{)~Sh&*aMw!sY>;h8IoW8N}rgU}l(|R~N{~+aHG& z9T@aWj|Nvz^{Ie|pZI~Bg->B`BrfBH(?2LMYN;n?u&7mlrQxu6cqoWaQKVzsn;VcH zSy?xk-g~kPmcGqIo6yse=%$(&tnOC}l${LZ2#$Gkz#KaumPC=caz}@_lP~}SBbZ8R ztaBQLjQ{L#F9f6qw=7_~E}R*r)&WGaNr1#oj%Jas>HwD8CeXuqE5+NsQ&!c96jg~? z13?6y#=P79s>1|Y!b`@U1?uO5c%q!Ou#I4F+ryEt)FtR%jOJ~;nJ3Kda+eLwKSu&s zG6$C4q_K?(hD~YuMn;9z*1Ylg7saE?sVsg-%7$8#480<#7Np4PQ3)34BhWiBCcHwb=++U1<%)5<1*+qP8Uo zg2y=x7o&N8m78xNjEw>?y1G*OAA}9*J_UgPDYfs(B%p)WWRa93L7w&@tP@?*BRFl>;LNUu2 zMX0`d5?>=e0q;ZQgUnRkUsKdA;j?x11!J83CR0$Pop9vw41HkOmKl~M;G3J0XRVq4 zGz^OK$=AxVuat70(~RA&LF-d2l|P7)*-dbKTnv9!knivFHLk+21ZBZSQONb6X4Vk> zzdbEF3pNmJWo_{A>>5qCXt~WR3%7)Ds=1HUg`M+nT-oQ|!OcE*MqSQ(R&RSnRj@Vx zBGbHk;u|PhqlLo5!=BfRv+-J{Nys=ud%ve+8nPT&`X!nKSnNVkRX`lGYo$z{a2%jF zcr#S>@kC8873O%Q~GkWUR%2iH@ZLCgiZ@kO|>y4^s6S~_kIdL%#;{_Fqo+~v^ zOeC}mt}^)snwQ{g=`9MCkPGJJx|OQcK*yJDj~0s#KuE}bRvL%tcF% z({J+0>zV6(nopv$E$9uqF-EW^dApqatv)7vHh*qA{D{b|T5bPIie`pw_2^X3ZdL1z zJ~)JQF=jOZ1%MXv`;fMCRou7S6(Thw&+d_d#sxztYG(Z1y=_Q0NPSBGqcgpOFORY( z+#3zbS9c`x*##(zXu3{G3R}**XsTS?zQdVLw$2ukEzXmdLdF>@Ef4FjrW-`W{2Up7 z@zU04|t-Q`bo5~-kGvau@eTug=+7EZ=}Jv2S7Mvzx%!QYebaI}h`Z=MPz z^W983yLC4)MP$0?2Gjq_`Hf0s>i=0{p8K!m+6Ne;irYU$9i_QbUUGUWIH~QC1t%K$ zbRzvA5iR?`47ofGZ_Uzt$!Y)q0|1S15kSUN%5o+F^xYWO#Pvh)bPCg zKMyb9G1{K;KEMC{4?f7x4Oaii>pN8g%}H>(r=m3pl4#f`nM-eF847E|Y#_4Oi1N+( z90VKsbIPkWkRlqln8f;zV%6W-9R`?PULX>D$q_#I=vRRp8L7Z>VmgVpvG2v!3x~hM zta%|hqcV7wOy7W|`!0X>9>4!<_I?Z- zx`bB~#h_)X;cYsm>#jYRWKhL$Zg7uusei}l0J<;lr;PK2;c@x;t-FfBgdFZUXRJdk z!*iacNOw-Nq7T>hc6t(98%PSl(cxv*$uCp+JThfq&*iGgAKcVY7icAO_zHQ--7^4q zvn+SC2(UBQrs3HZ_>cawKhyU?=`;n?kd;Zo1JSVG1s?6oJx7h-la5|w;l)xLd!_~) z4iIrQp3_d_%LcFXqhPo!xiRJZFXIeJMLz7$*dSiv3x{%lF<~rCPcGqZ8Fl>VF&!POLr-EEfS{zS*s8$wE6icQ*R}n zR|Opi7p9e5g+4v>!ut5Tmv@UY-8-}HHPl{cEm}y!O*(ea0T{N!aRmRJQI9vu{{=AwW&488 zOcr2q^J~5PXu=DE`C@;cqKW&2f2Z4H@*j$a;y7eT&rG&muSRHltqt`?} zbGL|O(Z_kf4F7m@8JrGrI|34n=@>mnU)T_6te9rm{gvAoJI#c^Jnz5 zUs8F2VaPxz`FxD68!H|dRbVh9Ne0(J1eE1WbXY`24_IhqRrCG<6|IwFuYdiC6_vha z*q>bo3Dlvy3KQPl5OMP`$w{jHXx){c*%odojw>Wk*cK8>+R{@BYy}^J)Tw>`BIXl4SP-p(9!CdH51ie0+ptclRA=SA${WsU4 zaA^gp-u$h!&&n51Zfe|DECt^ppQ3OOY`G#mkF?6|s;>+)@c1`m_e~g3r9~pv%rv(_ zy?{V^xV?A$c33ju0@&CUTmt&_KV(i1<6bS-rSaqPRP_JveRnyeT>Q_e%Q}6o`Tpvt zF;e3M`-}5rLmrof)|gk4R>%K-oSB=iBKUyO*a2AWaEjHQ21Gvx!q9v~o?)_sI3)ER!-);f8cV6IJZUJO|7wPw z;Fdo_eGL7hgCm00w!j2BWSM|OFp@p6-mdP#cE|s+tGg)dcu6iw!fl|a1i=LdpWadY zg0io6@)krQHZrQWLBik<$gFzLkSPXr!X%6BDoJUyUq~t3!|<*b2rMtQLg~g0bwnjd z>Mysv^z^Gqk^TKKC%~y$d6yad&4l5?lMHK%I~J&wqp!8DFtmRm>=-?)r7dU?zLKW; zmopOe*uUzoMOokSi+}(C28p(TP&we?zVJa+Vu#hu<8Uz4LIn@Iy6!hD$N)M51&39F zi8?W^gE)K!qJby3?j8@mK)m%jEY>p`v86=nK*R$>3RSo6{%|kyNmvWv%!%-j~Icu!Tb&EWq{nc&_DAimenOamn@~vpx&E;XE+q$L9J2e<$I$63Pv~gGPWg z_MUZb!zhGKWn$>WQKr4#0p;c23y(pRt`(Qi&o54>5FV;FIdsSafdSYJ;P8bN}Gl_7(EN zhh)+zKW_uBQ9Z0sJca2J(2(w#br@P9Wzt^XbTUK6Ysf~4BLtlr-c9Hx>{c*yDw8~3WG>C#UZbR_JEl^!;$m!3Zmz|z0vZ{hsSmO zlZM4txY2ak&tRle+kRs}2azO?r29?XRTB|u$paBq-O$lPzil>={{>AirAQeAMwdQM zZw?wQeqk?+i=UkMLIoKn!C_NTiQAtVt$G-;OraF#CuaQL%O2hqw_F7l;^c>t%ysF@ zfny>i+AdsO*jeixPNH0l$YS!%$2jkSX0N7`8eC&7$VT-pMPlRrH_f zY|^Q$W5H49D@9OH!{T_<{2S^%$z?zEaA%0 zc{C9dFd#k>?XbZ+{PFt*t#ZR82<)htv8>JMJKosT_j)#Ua~^1woa?3^U2(eYJl3Fd z)!hVO(-XbsQCkE)9#N*lY}!LefnE6$<(VamO>b&mf&CYN1G@-X{~Ai&R_yJV3+05(RxcGG|pu)4_H(R!9~PStW3|+kf!=yjb4T-daFL(HB|47!(oB z`02dqdmrfe|NdZE#K*K*sPniv6fpnBWAVB&bcnjHt4b zbarm#!aFl1{>r*oHR>`(?zAHE38Mk4O>uI8P%jXiHvGSEP%TD@cc)R7tdzjOZZHq_ zb16==_1O69H0jIZ+ElvvXknw>k#(YlG0<^P=f5_;r;n~wPD`&)a5rfKXPLxh`HZ>) zL@g8ToNq^ZW^w3%)9SXPK)7<{1D=DS4rA|}X6RQE$fx$F(~IG6J&4!w3RF2OOV?hD zqB#u#1T7*zJQ0OO&x(O(zfB=HlmGq9t-Wq2HH-6rix+D$emxxU50jKu%tDy(NWJwTacMIcqKSS@u+ko>qM!drhpKLs zx{VsxHKM$e7MSJC?7Qp(%(H5D{?oo6g}e+JiB0|>rX$1&TFoxxWM}_p+EkXkkw=Ev z{AbAqW&hUtI`83tp{aquhSOekv%+4dRBJG#^5B&LOzg3|%%Tsqb~99RSbVib(8s~& zgb7c|YQszdOO1xMf&y{RR%ojvEe4|OZ_lzsEE5U>_BmvCZ{{6E?QT(!1n!5aC?HOi zB~&o5mzMl*Cwj>0b{&!lBF*?IQS|^r92dzusMbaygN4Qu4fHneu`=eCu3F!aVi7UG z(d}}s_rN(K1T{grmO(1Q+Am`Q1_IfT!a^EmxJsQl_S_*7J!Yq7p%zHamB}35o+gu> zdxaNpMg}{ED`&-`x$-8ug(eHu&VMh^ir_vO@VaG4{TQaT~x(qAE7+lKeT_S^oji0GlnhT1scKuP^i3J5UVI9e(zNtr4LUOB{e#5Q^&q! z`eB|`Rpqr0EnQ8h+f0aO?d&8sk#)7SjD&~=!1JHrG532bb5I7d*+L?_Hc!=>kTx75 zLgNV1X2!oDS#&RZ-5k~AQ>lpyrPuJXD6|O55f}zQUjUNjOjMY|>$^8lz#n#5`Y@#) zq2nQQPYJ6DX{O}bQYZ%|M!2%Ynpc%Gr3^J7VM%nV@_H8-jUGj2NZP@zBG_!hmk)ph?+ zC>{^-v+AWjcEpsuQIrIZCVJ6*fpCFoj$@=zTc`*KsHgIcv0L@zlkBXnSw{sIRd~U4 z4zBNIWk4*g0lx{5zOfEeC~}bPvmv7fR9~}LuW|ahpTc&J;&JN;G!FLQlyC+*6pf!E zUJT5|Cc8e-%x-JGo0 zG6QDs6w--}P{b?HS3*&8kyWaj|Ncb3{YrGPzwQwJ@z__&#xH524q?_U=Su#5n$+QI z`H-USiS7uS5FLoEtPOcywYVl%^r_e+zLPJ(o+Q#syiV#ci1**u5Na2ItxFE>W ze?t9UzkSzU3c`_{#>#s>RobeW(>;@o=8HGMq=1;Hr=_u;4%EdL5PC=K77x)lz0YlQ zD(xdtNm^p-N)oxOV^7RB{TA_gcGRJZU}8_|x~CIaio5b`L{@X_8ll~*c+MIAn(1ed zNoA0|ZCiJZOL{0fT_W_|VQs;?25GA)gX64`S5{QH)q`>Epkh8+1Pr!GNI^-3rS@}za1A?lCtw+>E zV;9kwUoU*s9TK6IAZr$ZLk-rpNaQIqxi01Rl*h^{qpc@^600^lEx(oj!~iG7pFwnx zaXCqOQ?ygP8}WEt?0j6}sz8y(yr4&JX@ya|)>KU41DFgs@C~ziip5LLb0t4y9dB!r zW4Qhcc-fnpclO5%SC}n~o{f&ZWqb^420goOU<%71y6Qb30)u7Ft)G{qEByt*2V^BN zvh?vQZ%YHBYG(2M(9yG?6s1$RmyT9EUT5D8(<9mVRD)Y9+a zNK3J}8dKpE+0|W|2{?!Ap7}rxZTt4quQ+wP2WmmWspC>hRl5Mrdpu5FmWt_-cCNge63+=MdL^+t7D^R%En^M{|vEH0UQ~X9@v=Gu64K1 zX{QNqax?fXYkx)|8-`WkbnwIXs`FVS&9quCan3F1U$UTVd!ylXP7S7|bomOug-y4f z5yi$N5XZ#mGEC=NtmM5h=FLnh(cz{?~-A`O1kfBs>&CaVJ~xcTn_WR^(!4Q_O* z#3)v5+)swQH|h&wOCU_BIKA7s|oQ%my}z1a7^hxL~5?<V~totLNo{82vRi5)~mmb(8M+oJ{CRN=}UMdZ0L5~ z|LtNF4TCSqhCtSV5tPsW>gl-7$ z*|>5X-j;Tvbp|LJz+H1|-P+aD{&jQ!1sZ~rQ1UXhu=^e+t)5Gg0r zSc7^^l)~4%3#!4ce>h;x;a|cp0^kgqG-ju_b4u47l)aqxg*cQA{t&fbWgb-m?BW^w zT~@|#CfSw24SMNZJx%o`fH+C-s9tKwqE?A%nvF&0Ww?I}^JFl{0n~ZF_`@(!YGGPs zUYP)^d>D`FjUE^HL*;&$Z33U~)Ta4@(N_Y<@*i+-Wm$GG;aiqEiVWY78LWY_RHh^a zH6h@}_vOa3I#;9%V+#`@wFI4jqOcWv-W7&eMD?*5Yp)PTBKaPgOr8o5&2kVbB`Dt1 zy;9Gn<-_*vw;$Tm|FDm!>Jp?q_Ux=9$p8UTZws{_6uo@?uKce9 zb9ZvU8b>N|y*>UKCim*c$6Z|umzhX#=ZhA%XMUl|F1ToysMCExa|gHb z1~4$gOL|4Us_=%V{}%{dvuH;Ou4?{DkJYTZC%lm6I46L)~s|7Mmk=@tTu+b{|A*zEr%0xyR)i`2~W?S zj2X5w_48bVwKPi9SauMXFI&R8NtW*IPyJq)W4txfbro;-Fq2}-AHkX3J(Kt8>vcPu zX`;4PQ|DC}d{{hc*qqDAB;)%140GD&n?vUZVIW8(D(P>jRRi{H?X7lh4;DFVHFv=b zkTx1%V;JyJ)2i3-B0!o%Wjt=g?NOi;mm-T+Zx?Yr_V3gz>Z19+mSA?> zPTZFc!rC3#Ss+VHGQOap)ptz%ruU1eJvl^y&$%Q*ZwethUc%sU$+a=-GE=2!8&!MT zD~KAtMADUTWB?kR&O~2&XY+DdeV{Q!9XN%)S$7=Rf`q;uxOfx_`oXV&8BEKXvm<^r zw;r+Y%+~v-NO|PmLuBFR-U5WTXJf*n7R) zNr>nm47O{H4^+UTOER-$ZFn~@58DqmM$P7Tyz&f;K@oXiS5?0U}yL=G^LIQMa1;BFqNP@gLp$&o+(SKT;;JnC9QW8g1&}5 zf@mmnB`P?dmpzPPJ-~v7d2)MAKB8-Vg9z^Y7)4V%`YE`;%DW*~m7A*#vt-MPe)7W;YhqGKx$kPL_w)ymK!4 zOK|*}jFV0*2~1%FFPVh@(l3br=_C7e9TF-rlrEhpxE>Nnv4>zY3aoxOJcY8i>fi0O zox8EdCpq45U7M&U)9}@bxX(rigi?ZMjr+xG(!47jjXBMeH67X|lBq~gLJJOS5$93b z!zew*NRSSBxgxxsAbCC6Ku?yI;%nALu?P84mMx5|REC1uaJer;)n)6eJm`Hgf)9o01@S`WI|sOe+I}b^~H=kFcq(wl)iWti9fJMpI!VbZ{YgK)7sj zd;A@X`u6fGVS88Dp#;9)>RBz{*S56gVwcI?vMR`CseJwe8w&8rpjOa5*eqowO&kam zACe5#xC^=q9t2H-KQb+w@i2~pFM3t~mTLsIRJ>@4Q3@r(M8|LfT3-A6r*Qz2(Q`@g9vWir#av-2&ENlP)o>rH>yjJ;B&^* z&MJD@>OcSg@%wZ8BgRN&O<37EW{Y))G$gOEX8B}wxtE5|Rd+^ZB%02zvCS*QyPjv^ z0490uYJg5%S}_G}g5|ZkfQH3_i@wba#b~hgUy5nb({dh(nal@ps*dPm+Ryl%X_ws` zyY}Zb3hP1OC+AxdQUqlen(z4?um0wbUG9?tFr~$YeL<4;3ba_p+@Hr)$AxaR%4Cg50U8tStO!;z>*kU?w#k^tk6@*Q7$^tU z`}S8nrN8BO*y%zlA!?0c%g}QQQrIWKo;uWaz&Iq7fEKiq(YHerr028prJ~w6Jq~pShd)BJoRbJft$w-M#eg4d znOpf^eC1R86u5ic{J!szw{?qUHS6-7;agyt2LBS~?WSrBxi#$-e~mCBDv^`1Y46YjKzJhH?m&n!W!!n$)l zmJ;7(1nn$kYKphggxdZ8?1?SQ&n98`}&U!145!TYC`J zgHfSI^TXy!VKy-L$)S&{=!JFZd?L!xZ%jf`Wvis3lqSV+!V9;cWcxpa>0v{sT`=j_ z&uIFo&g!O=Li}vu3JKVdm8Z+oKfpt&=bq>5^>tYPS(B2Y$j@q& zL^si)^L0aV=zr5TR&;$4#FoF-mzwZFFsAsZX-t4;uQ)asjAT296DlMTMT2Zi(f8eM z6MzHua1>R+fQC0nukxPF_rDDwfw_t;N(A0S>2x%9!pOpUO$+Lg^J#PN$zX%=#ZlL+ z!vs1H3H2~xmt{8otcr2w-qU^g7lDpDL~70$-V0`iG={&$iP*Lz`1AmjR`mbb!fx!I zphsD+1Wrg;ALW^EA20hG!z6cD2yX0n(kZs_Q{;I*)G(n8_=KeP*%cKV)g%OP3x!1O zljqJ5gvUYN*M1LIZqYGQC<^GPR=@&U((3sQ7hgjBRjx7B-U=5VpPs*f6wm-eyO3eo zOQeXqV%CRXAkuP$t`#iwJ17FFKvPNLDq56fNyEtJcUKgg1Ic+IE#lbM*1Izkc)39+ zg;6u%Uv~$?Bvw9o0+_!Z3U_y zC*gA9J=!uZ>Q$8TeTjTl_+4Dv`XZ~)a_-rw*=E<_a)DS+$|cEvY%DxFy*1n6kz~a1^>4|zW z?}K?;blN9Ch?Q6s2JN6eWg$xnj3wO|4pSi?|I8!F46pY=GDBN8$2GOOIm99jf^EP> zf%hK&iaj}q$k3E&F6z~IG`%O?e`&aL!z<_>Wt;$jZgMMPOdZdW!C)`};i%{^C&=&s z0Ij#d?5(%}SI24&JpojL)pabK$NoRQP!A4O*g>9TG3zkH&u5A@F*gvv7n6WLr3B7F zH`u8(fee(K|03!7lWe!$g%v>g@mGUFif{<=6FeZ6vu>hWWG%*e!pHo*)!?4;1R=sQ zH z+@5}Mk?;Tj0{||kaKIi&OC#U^9ZI)t>5%RJnE@F~0Q~;-hM0RN_(Q1XGRi81b+u!M z`i~l*`Yg6E_>fuqaUTTSoqYEYRY7hclu~BY7w`Eu%HcMUuL$xF^L6DG_kcLh3IcrY zb+C>d5vQPsJM1Ro|2LI%Vry^|EQf+F+7(`|q{ZE{(F0V6-rCB`7vDd#Tu2Fu zWYWOmDR&$paF`9+(2HdvH`uFOZ54mEqPkKtD59{fL&0v%Q!V9;u*o(4aC>wNBi6#i z4B@68^ZB9Tf63rS_X;QRkTXz-!vomzg=sNTHw~#y1+Pdpd&kOfu~KF~o-BoWhbOF+ zl68{fq3+O>jEI2VSu29Vcnz(_ci-1hn_XeT!p;?o^P!e!0uEb1SBl;Z5XWm9jtl;9 zB-o3A434mFedYz@??B13XSJyTWx1ZAD`6PrGrxPz*g^2L?Ulg&ZQL6!eE)Xv>lOit z6}W13h*YV1gfqQju)GQzb;yB4M-(8-oAD24yt4@d1J`C zcZfpo?hg5r>yYk1VS>?nQx**hA`-2c|NUa$_*Z|rH|>wcR}bJVA9??G)@Y{jt49A= z9-ms`$*W86HXZ8OT*?ZPow_G?X?~oc6dek(5PrF|3zxMk2AYRa`?|5Av*zVMw z*VN@vLXrVs13(Bw-pDE|FP@_egr1k6t*>6%13r$9RW_?ZtwVoz6dh%~W`yU-leMpN zaVAYlfS8t1h?=G8BC{~hPm03Jt`MOG$5PgkeI5+U6(|XP*D^B|`iP}%n9<-NQ4U)1_dFCY7TAI@ol-{bHm@yTVr76*0oE2AFSTYHh*{z-4M z@caUj>v!S_|FT}(xq0NScsD>A{`P1Yny-69^T?9bGb`I+n$o2D0FD_~ z;whDkK@({QfuQ!AlD{NDrGnt}W@wzn=K@7i=_@Uhfn;9>&!P3LEs&rb%y$67@wWzs z|DJ)cxD29&(FI&0i!{|Po^ORJD||3k{Uf%CvDb^-YopQ4)sjUHQBmZw1o~ zQoCtK+`zJ3ad^w=OT^3TdPw@<(E2Lc!X=4fp)`4>f?sMzs*phZ6eMo%7wMpGMI46= z6Fw!jZ}+xrQhWBBBYVf|L~l(e9*x|(v)(RjLwgZaI-WbLoBR}9UoOt%dVFLoU@yEA zCg785Ev%I=J^;Jt3^9$|gvIk;D1IVP7jKZu=qBHI&vE~VwuEW-vG=j5atkOvtos(L zG<{QfcmBU}y=t3ekqzsN@OKk_ys)9_m zEjH{w+}AnT?qYgO=h+4>CKGQd-Q5hOR#s+(;?KdJtw}j)ys90~$0f!l=WImQv(I_; zjtU=>dj{5Z7jR_dkuq#ngDw)BejuN;$&g>poMV_{-J)*77Pp%BOFBo7p;h^w z>eQubBk4o;VfgpW5a-5-5*|E0%G>xMA)Kqt+yO7f>T!5d*jz($r;ZHUppa+M_J$p4 zjB+`;jM9z%1u^LTOE9I64on=G6#GYdy;JOVMWo*o-klc%PK3t86vu5xD1VEirNf^%+j`?BeP2|npwI4@>DsAw0?B<3l<4$RTtz-`n+c4FB3`+K?6Co_OrKPNc zQj8(8X`itStWGDAi`VlaMB^aI2H zx-=35RL_l_YCk=0BokrCa(4#g$ri4hpNm~)1BPbvWmBv*vfFZ*u^d0oNU=Hn*ra3Q z70bUyO!K<4GiFW^_Ors1ik|GbVTC@dr|702x~^fEUB0owDM*Q?6airUw(erlW*-xq zs9{Uv;@ZxQlm*Xi?Xd;sYsDtI@rQ-CfAy)e1Y zNXtu?*;JpAQh)k+^WVk=5w12DHA2`0)n20AlrAkVkWT%N_{?GA2Fl>{q3`dwd{|fs zTmrlg(6Und(Nf|>(S>+_T)k%$v5krvRK*xu{w8xQG;l{d!4JLr;z7a`)yAL(XQyrt zOX;~VdVZ@MMQT@#V}`Bk(hwCdaC2Pun)h65vW;OO{McQ^&*m>FwyygB$evYb9c#aar>pkW4f2JE9r8tRc>M z$^ZKbwj8Xp+*gRZ(K@}V$Ra8wIl`CpOV_=v&UAk_-VWFA)9C7{Z3enEQeeHliu(`f zpb>GmI#`tFg@iD-3O(~8>~p$aQ;8%!cF_oZCehDoQqf$jiTcWFP4VipXFZvG=uP(| z9NJMl4GW~2jJvt;4jS)XBX#rN?NJLTLb74b**9_?*RXJbvDhXkq=H?!J09%NLezD+ zjrWbbI|-jjA+ZWf$k`4gD{m5>?txGeIz=-0Er&8)P8)dTfQG>$LCa~2Bn1q_C#k@d z{cu3c`@-a{KLmwyaiCiJox!Ir3ffx|nZI{OW>5h6PscJwUD0aD1wIy|8})-76bPJs zwMN;6j2)XhSnnL^bPJx@eR)$zfBA)auRtypjn9qFzdpre$j)#erS|7nI5S5W30BE(NDBpEJgKdV!*_<| z<4iulX;Z5EbgjZorN{kNk!|yHPfZpW(*{h?oLxyAB5R6ul)By=Peb#TeOtBAl|3JUn)+UL2C3gli-fS)rg9pC%B> zLE~r}-aZ>1X_U6>yjKKv5Vx*i98+6Zk4@dEKZGv`67luSguv?|lV45OJsQ-=?bXlN zjdS9{>5JGHNgdGI024vnh7BgKE7;9-ysgDe%R%_NDBqhVVp9k;_wO>m&VQM5s8sRZ zsrTzF=By-Bhvu>HZP8&intZ!a@EcJ}xf@FMbgKOo>^|tcH@Zc@sRi}EldLM95K;mh zjC_l>!mhQZ5Ak+O=!fgJh!T z3_Mw~O!hA{xY~-Yo*YP`T~0$fsSU9$9649giwv)WwlX#$#?dqaZjOHN=I{~>mgnis zfp+CGrG;Ca95?a)?*oCpGpu|$4i4K!086h#bVkAuYKu1v*qVJKB`3(x_sz504m%?L z>GdrD5*+qO&*N*?UDe)Nid+;miRZhr_;6=Ua2~;0?GcP$LVFl>eoRi+x)ZSiN%8$E zFl(efL%1JK(wlS>orjPJv(>mD-_X+eGLD$$;){RJ46tn{Z;-+{dN0a)4h))f)g#f; z`LYbwW7clAx_iZ5F;4Dp=r|mY4j8aCXtEWYksa%4xOTPP(Kr0~S6Kx3n*F!w=JPEn zBz;IKSVSNai@us7+t~<*gYN{5dCgS!E9HNNPRSp|+8GxD=B&8OmrK~t3l3sTTg(;^ z;&sB{07%`}q@j-l?W+|hOhqEn1{`7X<3kEPH8Z67NfcL%`Y;1)-LrB;T#(bm@hc+0 zn4BJ0kP}`GQ)+z96luDmjPiTBYq_zuM;<;@;eJ^V8E`ao44(|qmW4Vl+DiwQ!Ndv+ z)!%TOTS%ElasQwU{0jAW&so?vxU^J_=g?ldlRB6DvR)Wvy$?u;y2(ZTZ+o2dDk#O; z%>_ROBi_fA)q_y=qhDd5hFM`^#5xG}u4ciSe6l~RC{^Vz;g^xXe_@dxwJXvAJiWr< zk33s&b}uj+5a`IvbH<9X5^~y&aZ+3u$j{ZF3B@;rZ1CX1R7%Tl=8yg&5rnoX0avRGqpM+oFja;O58dyO9E=Uy=mQfI%rd zO7pz`|4HB7krAouBKSxWpk=!GYm+Ua&?(4IxgC&MvE%6rk$@8&Ni#k;2u|LeWx8^{ zTpvqNFQ7rN7@cqhBP%MH-_Jagn`edvH<^6CyM7to_dnT5XneCJh4~YF4liC@LFP}q z-Bo5RtYf!FOmv5)m@%?~2}Z$>vF?mFNXs%@fKrM@0MA>N`Lj(dZq zOR3cN+ry`W>sCoSQky>082a=R=QJ^T`Hjwr9Q~ zh_dr!kmseY{Q6;|Sl|0@E4@GvcC+o zR9HP^v@nK>A3Z6!^y~25Iy6`QMa%X*aU+?6??)wK7Vm6a5wCU}829Sk$T)-M65pu# z{HRc3q=A+PoeMl1djO9_R^6R%kpB3yjA6-Hn|qQBs;y1T1+xq}RNS7vzW@sM#Wv}Q zSI<=pF^$Tqs^cK80h0cBvF|?-P(+LemBF`lA9>TiFZdpkKh^_XY%?!-QBEIJfi-XZ zk+IPC1pJdtsH!rmvG22>m-sSAUE8dOSGCD>78W6Y$Y#WmFPIKjWeG7HhtwRw%Z1tp zYo%N>lkoJ<*V#~0X^>zPwR}Q%n|FWIeaU8zU-+?o1$8 z?uwd{X`7+-Z(m&pL&aX~l(0IObGgsruHk^SQ_kyQ^HMkEjJo?|p=5m#YN|SYtY6r# z@hb(n+tv9bHsgRq;6MLE}+hMC43I{AIatb*Y?LGhKV-l@l^cap( zoUH|tRJBzoyIjw5H?(Mh+pIG5aNF?qKsIwC6C(hMowl&?idk2IR-lhne@CyL(W=E@ zZ0kiWN7<6vP_dBEogfHtfO0=&P4 z#q8p|$tS5OUt{vkP0gW>cV?FK>_{0rLeg&xM6!Sl;xWziu$(wTGW2AV)@su^%lZC; zWocT6b}m;2YEScWg?#o|og|#$z`=sv5LghLcG4(YU(==d1-wLc8` zWitY+Oi4N3k*&Mx-aaU^>2Uxxypmk8)~E@`pd2UJxjk7qtC4umtJY zCG_F1>;7-7SDPTiAUgf=INe|Rso>^-q3dc<2PgE86i}XLom`KvVPcjx%p=R07nHc|3@K07iW#h^AWS6lZ9D?kU1 zoCy*0xjG7X;sTJf_1bY<)+8aC@gFO^ToRNuL^ELRv$U`=&PFd@q|R7PHY`24S$Utkjq*Z#wzm3mq2WqMXHE5IuF8C zaiWm^oswZ9y4lq9eq1xcY!&${@#kP;^vGmCnk&GL#c~tJ70^WTxdK7+vcjNo-(HO3 z<%Kl0=1*+l{6_!6iB@8R%c3{TZ_BChzXKY)(6$0}O>%r+N?dL}ZWYB6$!xp}+5Aa6 zin4(bD+_{gQzt?M^|kUfyn77lYO08lw5;L!_bv*xzHLaJXbKnPjwj~An-5M`+vxm8 zRJ};!WY!$pFIYxR=5&`3rB{PRD)MrILwbg~07n5#GBN;Px64s$#%PWA0bWP0L&@6e z)<OHU~>1gw4sr$kYVw!kJi_#WGlUEXIH9bRX*fxAX4Yg!48%rsr{5|W*x@bvx|J2M9rbt zbR}qHmIN|a`oDx3`+_MKi_; zUC`bWioI|UiNSJ@cKHAQ>T`))AhsAXu1K=&Gz5D3JVg)sfL&niG)|V3%I0~NU)Rla*YX2vY)m$zQ&>d#${M*|N3%vZN1z6 zHL~+f{b7p`krEi9#1>@QGeOoiVFfF@G?g-;DNM5s*_xGgir;eMQ6XpWoQZ}WpQk3g za4^BTG3K_2rpDlzitcOa*7&Un&6r6Ub*hjQNdY9w8O(2r_&;*(S@x{LolF+|j(GhW zaNP>h6svq;J-oVEXrh&7TGo?Nz|rT26(!ZC6Qr~iZs`Dj`EE*&Gj6tNG!=&LN30G} zYR$ize%O~o?i&&AZ&ATTto`6lsRVJ;0A#H&w<`;C`z$v=?I)FxfEkXMNKRy91{;zX zDkJctWCYBjbdMrBrzhpjfec_hPpl@0L~U(87u|z?ZMS|$XGnWN;ua#`@p!4~AZ-!k zCfCWhNs}qC>iOI^TnOy zydw9?`-dlD;BT0V-`x@Yxc|~B|D0sI6>n za^DJDykjtho*2yMrpjxeCifWuXRnYN&lIPRS+be<;LXHo940e%Jy8AdR(yGHU;WPi zho!v_7^ozCh|UMK{=7)Dp-xy~fmF?eql5=Z}l$?6W5R2I-pa!BPm5?MdnznUc@ z76DR;^jHI>HP3f44*!cop%;ps@^6R^(nJ=o;QQhsVXYkwU(##E0^_)xg#$LXh1esRepo`bKBvBny3(UawRS zq^2QvKFJAaoUqw`Qk(eAg^h&|ZlyVgjH z$m3fD`n>SiRWmN4poHMOOaPr>tA*Tnygvo<1d$ETFf+S}AYqM?ZA+6x&~=5CT+XUm zHy$}e+aJB|(#=D9ftGCL3RT7iP1ytX+DYX^a7XaUjpbI|^IR;o4MTr@DcU!>!Z%75F5EkyD%gfnKZWi{fzLjpcWrXPm&_yk%u97^+ReR`cB02 zpj?F%N(Um>@6-{^(y|*3Aqt4AX?kz1rDXOZh~RA=1P}YAJyY-crq^Xqn5$`+`W{27 zHbYFgp?OA?vn>1@)y}*#Nyngpi)oz8Sh4~nJ(z5S1iA!6*;g-*QZnaNbacCEeGr$4 z6bTpXz%F(RQgwx)>#=a<6eS0LKZy5284+Jv#hLdH)&2rv4@t?!)t69f@V0^VkVkRkQEa!8U3p63?aLHfXu$#;)uF*+H zH0IseSPP+6XMv;JkVX{iV+A#}-A= zFYT8?&3!LqQZxN27rtRT=5u4tpwye3u%7{x+RWsCiEQnKzHQ4{(gBm7pxr8$F^$+5 zLwyyxJ>hj9>nJ;W{q~59-<^0(r3kS0+r{5?&FrE6W+1%PH5gexL_n-QDdqJv9z}x- zyrVma^N`)Y=|X`oxbvDP+1yjhfMs~9=1gYq^I!kX2qv8!+g10X=O6aTc#$8TVT#Q4 zj;2prS-@Sm!0sT>7rCXMB$L{&m+1e8h)-Df>Fp}rC7VN<(bd2Z@{FjYA7hh$TXWwba50RotMtRD_nD*lAkF&!o z(kTLvB-h9E ziTn%@MrXH)CBTln*kljH)TaUVMnI&W;sR_f3HQJ;OX{ErCa>ENnUx!BPO1??V$#Z; zqzO6W9qydaHu#9BYL=mLr?Z1w7FD$_ht-t}{=pJi>d%o0)1eIR2XMa@5j835se5l) z+!j`kEqu{HQ!J7mIkkNI9T>2Kq|YDZafP3rLW?*bALa$(@@}UF`_~y=@oS0{XEJqB zr9kTUQM4>h=c)RAu2(`Z*c;0|;%dLAtrBXO=~)?!Y@L~>BvDUn^YQEy2cmcLlhr*E z=5s88RwW!t%MAJ;*6;}33WkrGAAqEa>^7em%?UPneu#qa)$CPYw0Tz!o>z|2y)mut z+lH^OUdW9AhGdlxmP9-jXC$#r;tb!9yVq}M7J?6A?B1%dY-GhmLh@Z!MPR|A zkuCk1ric=|SaURFCIKH-E$R^DJ-){v%f7^cBGA(EwFbT^RsbSmXv%EHhclij@=jb! zqi_fPFmE^-Wdo=Qy!-)636zLV3DqcI!A_goHXUXI<};{X8qN+ zXqW>RT;O-}v7WsQAqMb(#fhIRc!qKb$=O3>X#s)}>G=t4O0znVUWq`#mqvz_W!@D{ zQeuR&A3G)06tMYx;~lB4-~=!A|Nj-7!U@DeU)1%!E|mU^`}(&|L#!h4-R`D(3@nO4 z_qJq(~Y#z*01;{?@Z??vNIyGR(Dfk z^=Ey8HiWZ)s?6rfV~PG4C#Lb@iz_t_TijQz0y4&~&oqS}ptP36(#bS$*#F0kUa9M0 zxWQVgRoSiq?}CwE|NTfvp3(oy+cPjMw`LI_cer3^UPYLg8Lo;oh1Yd!sS8c`Q29ae zb^$z8sPU?|`NCJJ*YJ+-gKU9Mn%Fn9W%JQ#B6q*{jYg~KgNi=y^BDMC<2R#SWj~Rp zwKp6*Ew)}8Q}QHI%)dDAv6Xj$oVHnueI<<0iAVE%VHWb$0z=c{Nez1P9kGAekk`@GuEX6{j*LN8W2+djKHgfDaW|{oLU3H!J`{B~7Bov|4I5&=%|syWHUX zXJ~3;q$Od5JXF077D)>b1WhXJG>@j(0Czx$zuv;p9sw^rvU*qPZ8c!WXOF7^7fbQb zu_0m;y2Ci_$u@Zx@VRE zCi)$<*JnoB+wGBB=+^uC#V&yk2hgUCYOM!M%y&{TeZThD?QgYzummZ>YPBoH7HoWcDy#^O~jhirB0b(1`WfLY#35{Z59wkHpfto!F z;M+z(HSW858w1P{Rm3w(pk{o|M-LZOEhXsiRzh3#m_?(n&a?QFg%Cd65}1!O*md<_ z^2u|F`RpV%~r@?^v%LNBKV3zjuxzPyN_|BED<0kls^$;o+c@f8ty%)pOf~ z;GoE3(RqA6b23Fh9C*aaPKBl`NNaz)(sm8SqhlT?o5@uSbFig)-wn;!(8rTi3zmE0 zPNLFgR$Vixt+v0+gBCjY7<<*_HzVlU$(`J;5aiA~H$7f6>)8E-xR9KxGJXU`Z<21M zbs~B@Z;{Np_1VwSK&rN7=|=7@^rm#>&7XKW17hKM%ArjiMf(nmo&(4j_18wIdvM2+ zPL%i29YJ;M562vcPp6sc5Kh2>ui$rQ@SWcZPIPW(BW|pA&!<0-O6)+{A$ly&(sd}% za+^;Bj%nLOOlfsVnDxOyKw#2w!c5AFKG!Jk^WEi!2SDr*l&<8Gc1K4!&8;eWa|dv|{>%hN_+p?qPyFM(DaGl2SMi1=Ab>`bD<0i5WB>o}zus9}Wa!_y ze>kWpwAX6Klg*=SLhINdhoOfd|R zNB^T%bx98E#((ddf!33d`>uyDilwy zr$u-JJlTdlyJSO7P?iQ$+5=6TozOOD-;^FMsY7cu_{>XVY1AM;L3 z+cZ9nbfrEuKCx&XJLL2L0E1^|LcFWHJ+nEA5CAH>8|2i>7nU;pF(N1i)&l1%OaNg7 z9qZ?J-U~<%|85!%m;(I&Q+f&lKE@S^b=hnU>Sr`#eT!X2KLE`bj0;oKh$B}{=VlHf=j8FI-cE8HT8hQhL4^>j1|9HoOgz<=SrU7WKs&2EC#&C zSdmQi(`i2K*`5_1B5WZq{lHv3DMQ&^UfiRadXy1`*!~fM{FRz$>Cd&1b6L+#JV3VP z2_)GN`6WrA!{2jiBv&h< zE@JqYw!%|x^~{E*!|r+~NwLip8$BdeSvCQnLpxIKNm=gy7KA?E`n0&wj?62$#GQD- zM~3OT&^vIS@&t1A|Ew09?Ur_loB!Jrrmiw0g)-G9#A!Qku395l&u^Ldd%gyqGuNHP z5U#kIyRoCRo$BMA0@buBLnzZOmlTQcxd%;r3-W17SDJS?YQWZ*#iVnvWPnrskYNz0 zLZuvfSOpGn0NbL{obZxgz7)5gDs&KP8p7f!ZVa$vRgsI`?p_ahd#;ix{J}gtDDXiU zrhZo=zTNM833LB$ePV9W4>zsf$M65^n0p-mf3^bQVkLV4+J_J@6E5JC*G&N^WM2lG2i02H zX_^ad?K!lP`nHW=g&|w3-a`Rhi#>se>a{PI!Q@b766THd23;jqz=p3gfj_6Cka^WEwit z@klXNP5rY%nm7k-5HEykTjsxNO|&RY7Mk|Iru3Kv#5br0XnIB-P+b`GtP2G6IuCTR zYc?N}GbFJP@ExCO3OL|TUO8^hgy++{19y~|LsyqoYqE&M#Jc1%n_twq|Nb_!XYAjN z+4(!{M3%hU5rWqB3TDb$w|msd?wu{YC5uRp-wB$?5)|+;(Zy%WujB%avCrCIdhv$x zp${lm$&+6l2fGs#GPzD^rh5jpORe%3QrM;iIcq6uM5Y1;c6C-~@+0fj}Oc7J#DZ?Y?!$i6~XxK?^%7D@t91YZ9?sqD3T z5SCwr{!lpNkZd3vn=L-xb;;w`SDJkM8}6>A84Znoz3Ik#wi`oATv`^D=|dkJ!I`tk zu9NIb-ZEGGiknQKTJ(+yosNx9v{S-l;aLZK>u2~Yu>1c4(p+ns<9)W3R~dpHS{^fW z)bS9FSQ_Io zyC;$8x8e)KH2eqZcajs5AA2E~l#yZ%gDYMrIG6Wgw_@Y{f&~2h zT@fOol4J`>Hlm-XIAM^&rtgN4=%+GzA`Shq=WU@CiMp(<C+ zj|Mfq>)=6GL5<+)8cwe;J3nbX7Uwjfmz;llg9qv-m8Kd~}2j%)5BX2zQ2o zlwsqNDF>P&^S-qJ@G)RQUBoQC4xWx>Y*eMWK>|3mzjM>brK;RP5XWV@L?I{jg~+^n z!7|m*wabZ8l6A*I}no;-Iif+y&HsVX08Zz0)%6%OaZ+uK%dqzAP291wGHY zCjrMAepU3Gz!zT6UUwYl%D>K4NR{gA%7W>#Lo=O5>L3_qDx``eCqhE%FkM9Y87P<-G;*OZ*MCe|o)78A zbjx)MDHbO){j?O;+|fEv=NYi`1iwB8!57kocK|q(7r{T2W1n6z=nPMkXDC1`vJrIX zpQ;?jjs}8I%AV7CDPuMVkx+x&5neFIT_zBgm37w_T7(Y}j&g*juSG zI9wqscFV?twC!TS$}`l0SteZ}!4LB1q;;K5#JcW&YJAaP$6diOF>fP& z;q~B40U(gHVz?@TYboblC!rU!+62KRx<(ZPMBq7v$yoE>6B4*?7pw|`ttU&^P7-O4 z{UiN=TLa5dt>CY4ezXnc`D!$6`IOIHGGX}j+E8*vbd3f{yv?c>06%JZNMC4rTIO@* zWS9maPMg=3k_dmkn)$nGfOv}~xQOh)byi_vaF4zAdYKj&Jm7Jj(%}tN-n{{M1GmU(0 z5>54|h%1m&EB$}~53JEsYsX=NKIGv+oS7(F6q;Nc-cEQOPTCAJ-nZU@;hQ5yQrfxC zQJk}BG!(Ge75{du;5YQ`YXWfG%|Q|~`n2q4z%-oF7|{I&>o{~-=xA-1GK`77{zk9X zg|lY!gMYTu2|*+Tu%Q|{=vBf{Wdz!`7&WcV^n>p~Rvh@Q-dS`#18e+Q9 zB!Z<#?#TCw{F&_1q9n7j?lqd6vA#dk$W2Z;wkLM*c$I|Bj9?0s4-xxl`!`VmkMn#e zF03NC>4es-7McCuL{*}M~`S}0;#wQdpV6zoelH1b-7M^N*OZIcNyW-U_ zp#m=AB{>RmmfHBVBohIBAyrDii*YV7?76#zuuYMH$kN-#!R1TyVG`UOqDNRHgpG!l zfHCW_qMqmd*^GbOy&fAlM&E$4Or+<#-vfT51ImLqovaIQ=y=>-E<$w*=JF-hd4d74 z=4h5hCqF|LrF@+zTu_n!VL$qa)nk%nw3vklo6QMcK*JOO00RI3G}--ugUzqX-lw0f ze~VB+E~UI=A%yG#2pA-uJ27({001AJ;{jGJf&cubS$c*_n^yI&qe)Bt~6Fw+;CBffK>^fw>$a>)8xHAxA zRMXoB!(s#fQLWN!8Ka=2o}Zd0k_m26rlz|R?Rve)#M&dpE7*N38lYIKXIp!}dWCOX z1S!WaQ=?A}>db*(GCX-GK+Na9G{r~FNIJnV_t?(*`;%ofslhTb0mf(&&wYNm@gD#4 z(1xOZWN&Ufj(Nz;l6uZ_U5m{BgxzvFm|l`+K)w#LEwpM)+Be#4{9BjH+{sV-}MMsiK~l+3T-W&3;X4TDCGXzcq0%)!uc*)TXQ3##!f zAs5ASeZSr16xmC4t8bRib~<=vR4Y6*ctzmfUJU?*58S&?P|NWub+Hs1vlq+?56Qb; zhc$5@(o0f)iW8drS%UZP|NsC0vX|uED=l<*kX_68kT74OEyQpF9Zg!A9L%t7$wnko z4BRajvex2wD_)EAuGJPvv_hztjMZJ^56Di2g?e!FwPyRlkml4eztW$NVa7@=x3Lo9 z*WhuGIdy5<1K>96wALOwQk!!jVp-|B{ieEL>D`92bhpHtg|mgno)9rG`b-BCH3>gl z?_U}4)h}^8^W*Ny4IJgw2WimEnvVubl;SfA7B^9j!oGBzD`D0j7@KExu9}GYN<-}G z$}sx3hT*I1Iw~rPAr>FjQ_$u7ckmMs#y_(StxAK$m%w{1zBL1czT)e$W4F zX2(Ssdewzbn{@;yCUcMXu7QlNvre`4o|Pyh@$AQZc?iz-j>GwdW%*6H)2Pc?`~S}^BFci8jw`VXAbTL` z?n!p+@GlGj=jl!LtDh=+BdSZ20|~QCGvkgXnWCE6$WsFrc4r3hMrU57=&vrH=2vPX z94k?aaxd2KQ%@wGjn+a-5n_&+jJkpAm>G(%^ZlbtU?uv_Se`AgO}xIA8CF1~G|x8f zj#e<4LXnE$;6@Rdy||yH$i;QY=vk-Dz>&Qh`+T**E>*6?-bnU1aoK??GCH7NZtmd?8=|<)8k{&B%ohPNiS^u0QP@MWW`bBrQ3>`Q0#=CfN}M zSyr<#!~rN+7SilbomKFXgLC%O?sP?g-z7)`+Yy^T4D@vo`ISfC!YGe&!>syfuR4sGhPdsMOv>f+B{q>6e05} zO-oj{9rMQnL1g}Jf_pyoxvfZN>uJqX4E_4&|Ns6!|M(lruw4=5+fPzG7k5uE0009302$K_>~6&`?(O2-9(mCZ2`6m7s(0G-7GW_~9~Gbx8f?Q0 z_HmJAV{v;A3*1pqt*O8~=v?#`3RnRWd4NoFFvLXmM9pQHPj1b;g+G84P9Cqn&L+AL_Eull=w)w-VJib-QJ?dJPM95x+BH zmxKD}*Z*1cc3y8w%WA5Sc;Dw99Y6Ik8MGn!OPVstjRI~+3+s}fP~GN#FY5#Zes_Np z5#gG~{`J{?%TJilnc}1a-UTd-j(drumvVk?mD5L0xUz(%h}95Tmquw==Oy)TM|}#m zBo%5*I1B;aII-2;xjXhZ7>={@a(Z1!Ch4oh$ImP}n8*J%`;5uwAEmUARerUhP5d>b zqvKy~|7cffba=>5%6r7E_7=A{ZZGgR_RaR2y4=O7;i}yLrPo~Ia;?Fx@vBHSZ^e zDhx2=2zu`7lowXB2)6l{K@z<}lV<6c3iS~`US%Lc_(Vld={V7vK=BdR5Zy>xGMWkI z9ivn0Nqrh{nbH^@xs z1ujhp`K6%$+e951;<(T^lx4r1HE2{vdBbEAEpCXl4s+nnJug-mD-J=0{yI6bhQP@} zwc*C`7?1;@vW`#8=+rB58AeOrQL(It4vwq?yN@K)wJ=D_ZR^f&U`F?tiOp)ojHFlm z>s+hv9^V>P#V>P`4xEt(?Jb21T=P;BCa4>Y=ad5l`PobI~N zhru?|glk~$Rm-2qI!l>L=wD~c*}s_}8>aWmiBf;AW!D&?!8gm!z7C{V!~ShF1xg#Y z>R}{{+&m*X_)g9`M)d$-*Z88aYLAj6ny=*ZR2)6pTQQjCzDjy}7eE%YGu9W~@P`t} zptjRCw7n2ELyLVGDe%TOAlFI8d`8s}=WXI+FpM}H1BX;9qE~F$+kh$#!!mPlNHkg% z83R)R&?FnS*N!J%q+&-&w6tM}+sR?Ct2UJ=fc_Y+3#>K34mieMD$pGEdKJeK1Q09L zeXHK3XN^D&hoiXqzwyzHE6PnpUc$7nct$Z9DGYMLflZJ((iUw=I&j*D34PqqD2+`K zWRrc|M{u=gF;M^VOWt5~huT>`c!DNR^3(@8S9>q~Uk;!xCVSDU=cMBxdI**3*jK4p z#(4l$yEW$jd3H0Jhl?k5>___BMb>TZ|E5NgJ}BC{q@XjnS7IkCSEPc%dU~o)@vopP zp0U+{0+)&S^q$n`#v`FCQA1%jl}xVsj7t|n<${&zG7DY}P27}SGu%7HfaHk86P{7PQw$%yOJn~^h^pq4 zxL+SD1yrZH3CV7f?_FM;eu>&=aVH32l6f_k?e{C~v~3Eeonh1p26)4MFT%g1Fv@T3 zkJML8_^Arb?inM`f_K441%_vWjlj3xwS1s3LpURq67_k~5OlT&z0DaPN&TZ@MFEz6<2Zm8P zIQrnbsumj+pIF?R2fbUFpaGEW$r5sZ`G2hQW$c5CXy`U1ve$0p9eEjYJc!({()m{r3tz=eGo?9cYTBopPb)UDpRBZBY*d{54r!=k2HaR z0T|AtXy^~mv(PIbJ6ZYWIo)>Ogu%;r`Y~9H#$f;Z(f9*!62; zsb~xS(B>a?dw;`M?tmAR8oaYSKAU+R?<7{}yZN(R`l{YW7MRpobw_8{jr(SUf}&Xu zMm!7dE#u4F)y?`DDG-$uLSogs;%|`XvO%#!t+=>+;_DtttVEeE^?>iXi%;AQ2~%j? zJTEmcG6cjDmNrDR^xpwqdIr3C&m)#ZP(KRw`+UlpZIn+IN+Ah}o$iU1yPGaK&Hj#zdlaCLS zU^=p%UBLCU*tt7J9HTi@_$aA?_rQnO+TGp)ZNYt4f{8Kj%sSNKkIXVuG#c2cP>iJQ zJ`%Owb#Uqt`MgbdP$q9-_b|S!KR&9!)=Sw zBbVrNvtM6~{X+Qt;w`&`%6oa^V0zBVqZqYVxFrl0=P~-YH7bVt@if#k2jHz6roF>w z;i__m)a>N_&<#X=r?6O=j-1||F$t22rB6(02^ac8 z;5!6@aI5Qk8G@>*O+lJD478>`duGC}*81In>+D#g;)LhVp?KbhXkFMx!Eu)(#B~Z{ z)3ZjI#`E2Q=WCW!3F`^l9yy+UvT19-#a{{`o|<0f#&7q znz3tRa;q;Mt$6Z0aZ(3-4Z$Lr&9u0;$b2&K*G)4ZExfv=z@6d&uS;(xSKFM~hJbY! z#bcXf?acN32TCD_O#Fr7jW?|-%>r5%#B~JNPN-P%a}7Fh8vXSS44*_5V`|CH!R&xm z=)&IuM=ix-H&_0W;IKh~_fFgHKk z#Vfso9Ad|lt&yj@3cO;1?Bi5%JpBCKz@5ei&?Y;gWP~9D?v60IoF!Mza(JdYXk^Qi zDfbTwTOVrIZl&EG&W+e_FCkTx+Wl&8-GikiwS6BkKz)@g0iJ=^X=}GTMD3d*@r~5;C7=Ir?7s*w||n?|ACCs3<(xRx}w}_3hjL z?|n6nJ+iXtQQYcHW*BW(k+v}~QkZgL?^oRk%@uF_7I83p-!8sQRn-Eba-Xq6*$Bd6 zQ;G5qAa2+QIJU}Be=4qTLoN(Kz9)xvQxm`#?!AqPrkyAABK*`|9PC!Mx;(+AEk9sX zaRq5U3NDVKLp0zkW>dX<|9rX_G|Wl(nuIHi9;smc-Lb1ygzE6?~MRDVbo@IKs5FpV|I%kzQ(X_ zKxkOMbL!{>Co=qN;=7{7 z#0B|k8QPMAwyZ0lccWGl!5DbAR<-a|GW0V)tseKyT++cPX3i=(39nf@&|z28mc^~n z-vSq0mM}fp3DlfW!-g@aN+ZY8^(K|)AXJjsi!g}vex^0Vh)IArru4dsGvF&-X$?## zd??3+xUI4yX^BD;fG}(E)GXC&X2v$kB4-?mhQ{RoKO+fYtkeUJ4^9Xbz2_t!P zbkr3Z^jt4_wrIYfwNYTBxT#VIgU|W+!PFPFm;!tQR6=$_TsbGwiIR~eO^x>jA^z!gNWEjztu2P6sx?+0*tS(G(ZiXjkD1F!DQILA*Ej&CR6 zwiBCa=>rcbLR{uU57`IXIpY5cP{fzMX`TTVNidQ}$j_QEv^3WWSj~s=D3*?30F>(^ zaC)TXMs9jpg;+oT|N8BaUB9>KhMRl>a_{>+1$F>-BmdQ$2S7C*8PIDS0Jt4Q( z+#+5UT$a6t%cU>$+{Ee|#3nxHZ_Dn44ZLX>)KtQ4vF%Eyag0IfqlK*+vVi0DX;9d< zjQiQHP|;<*7RCoum{W`00fe;K8?#fGP4l}kNK-~UG>Oj;+72ra0009301wopgyFY5 z0b3breiWtlV*mG7cV8WYi4t)jW%OpJCnuAu!$Xa-T>%t7RDK5%FOSh2H`;4&R6C6x zj0p+g>dRe;m;t$^9;Hlpjk&-5nb-YJDwZwVRZ7uV%FG;p;(?hlrC`1)(GyB&oq7-e zle;<(=_o?YT~00RM^IB)DsMwgBE0Okm4b;S7Y~}i!9%5Ar@iN8P4=^)o8m#`W*5{G zT+o(hcv6tWC1OAdSJul#S%MBHDO{@Nvvo-8wPJ!1dYe~qH44Zs9zJ@Tq^PE>c14;dF zhR4=R*N-oz{DkYhL-IG0>>iNoO_prjs{%YkXbK~$k?%dMd4SWpwDipOPz52$P$iI# z?_Yt&Q5l2boVqCKvw(*Yp#0@KEVaddt@D zI9%fJ`o02)PL!lBFYjpu0G`<%AwlB|tp%zL7vxmK|J(L{Tk3lUXCHSY0c5B-%(m_F z94-hREZ#Iwe(I20;3Z+G_8_Y+d@NHxZ&7eDbwcXwDHh(i!gn; zf1+uXD$TyOh=3b&nUuav7q!b(4RNI1iEvw~=NI?~W|WRpKZKy%=HLH+w(a!SmAjIL zoioI(Bo5Wz!zcphm$=x{pQN$DVkHjTN`#UEy4_*=^30v;1!?X<#|vv@q3yNp}( zwf~?T3|bRh=fvX@wkS%;PntYf4?!bWWnoe&9CjeVy7Vvt!Qlgv$AaB@8Wq4R%Ui|> zopTCr=|2OluKn_kZ!oVuOyw!`w~{M1EC&dnvUd<|8W4dklExAqD9gpLKt^<9?qL{6?dI2mUwiLO>eYP)yGR00094E6{&R+H~IF zR1qf;6o3UFyuYu-+Z(?PJfI12Y1K@(mODVzoeuJ^w(_d)Y;V&ErAb#+iROnM-Pe_- z(!Mf9w=n)Ar8wOSz;uQb&C?=sVbc^B*$}DG)I*5t?O^x9uH*NjK%H2UO#SR5Z~Qld z<~rJIyjxgG{;%6r$KV_Zv8GJG^w%{a#>H77>1UqLkJK#?qP}t;#xeY2#9{xk(?|Z2 zXjOC->)%!ei)yd@u>yTzftNis1i$&_5FcfGx$If`e@9MQPP;`@8g!Q7{E9OkL^CPl_;@7&_d6eEfWMh5({E!by&W00&$Jl8)GlntR2sq^#$MFKhB9OC8)6&RU=_M~zR}G*eAf)0og+I}M#oxe$w6_Ck0j1-31cgDYo;uy6gLGad%_u^pxbIv9(teF@L{tfAYSt{)m8Q1e0=N8|T9pQT8wY zxZ>GMT)9KVLR4F@%2+JRQ;G;ITJ~Faq_Cp&yTfp|g^YXq_}Y`sDz+Bk^>5xO+iG2z zhkmTY1oiA$E1;#oVh($I61Q*S9Jte>PlPIbOt}0f0^vbr_KuzYupQN#E>n>pwDK0W zHr%Tg7rC+|9jv4kMQPARj9=PO4@O-Z%Xu71q++{el<&UU1Bz$JxIJEcU0_4#tU<7S zDFO*ASk|Jo;O)h^fAGqMw*exOv4wC~H6siC#EY}*_?$>@QY08-M}l&Hw%NadO3k!B zx}$6M8cC6rnvp5&@^nkx{BpVZx=j!mT}>%6f>C7+%?$K2QPXUI_+dHGGbg~q@WA^k^WvIm)t-$E>h3C zh^rZQ-S#<}WIzIc^A~T~lwcxI2PLj>0~Ab4B)$LxPkZQrEDqCCXK!Pqx<39Gg}~k` ztO`8n<+?Bhuj@%7Z5ul0P(9C%VVcWdlAY_m>*hTBPP9!CKk=qOpk(#z{JRx8+!P@+ z=1vAOq?Bs%P~)(i)qjZYAYYVP3cQ||g`w zF!J}vq1t`NqSfXdRWwM2#G!7xWP#V|@kp-#E;=@>I!Y+&Dc2lH7=&1l#46mXM@Y^^ zP=L<_jP@2g9+9U}l`krotH}m4_7+97FKDxXZrXB(qDRrJgRRNwfw&Wr>vjU9UVg>x z|9>IGj-X$KnX3ZE=sDLHRfn11HYXSr;*E+uu+LVATP_iWm@nEBzRR+`wo)zUItUIbPq!0OT{Jd|M`@shf@$SPN68y?m2G=;|@7`x77f#n5i zCVK}*8VMT9mtzS%AMKH;Iy^4K_S+@Hp4 z4>p#1=-B9jzR*(Wl@4uo>y~Rq{*I4nA^S!rStEiI&iR@{K9C2EujsjMXVq-A^Gg1U zn|!OT1oW@^$Umtk+9%k*io`E*`N*YLYJ-AQ;?LQ=uF>pIh@XE7qu&=b7ewgb@S?4p zE5`mbyfy`f|MN4(VNz?8k0Vr#`SIS%leE2d#o}*~ORjuif-AA<){=lJ@}9^*+oJN9 z^J*qNYzgkae*XV5Y|MXxE_*0M#n2SDrCIFq2KKkNLi^A#ohH{*konuBBI2*|y?L{7 zilQ$aizw(ht(*y?dv|1;mzq{5q{)^S)8@Y;rR2Wy4xPnoSn4Phf?N1p=~_T+aG#*q zCP>)n)_@lp*QmMNW8ReKU(H*w8xBTj1-A8# z%UAt3@j4kbf&578I;uc`V)*$JEG*GF@z^q2-g3T6K=c{>1`cvEWS_A3D8 z{LA%TBhdr?$B>UyfKI4}aDk-v$pOGtxyiY)C)G$T?>i*{mXSmCGGHR!bdq`MjpYx| zCM8$S`f?`=q^e5P^CCTMgk)skRT-kwK625!ON!`mLE;)@po-0C0%t0_leo!W_Q^ z3rwC-KzM7Z&Y73aNDy=fl#RP;>Acd$#Hj->pG3a!y7qTrjP|7#Ow8hw&L>tJN%jAE z+iQh1lQ)XistPkbdStQ$F6}O~Hbp9G`4aDT24O(gzHRI(d4A0fj|Qw&hfZtoHq8=4 zq-_TRxtReZ>JP+h5acr6DB*FsE)*AO0ZTyw)M~MJ!b_zYJKP|2ACWcpUi?d5 z*P7TjS@{*O?t*&j_tihSmAPWcI!lvp!={PTu3nMhyF-9xbfb6G3Tl-kJ@|i~zEO;9 z7$;g{Z|l_IrI7!Bn+?ZRw}L>Wi{XDN?e-3O8a)QZ1uKH5H1LW$m1BrvRb;FkKP)CF zd#Q;9s9;SpVw;SI=may=q28W?J(b3=pDS_q<=F7T#9WU`f1Vb&kv0P` zeX#Z%{^)IZT;lIufgyAh9kOq<#4Y_ukf{fWmMD>yxFenxQEvz(gHf;*k>4!$^gkwL z`e$(Zm#DmeZdU%`u0i4Z9VQ6krV;>Sj~PsTOa& zw!4p(DjV=o9GKtK9KN8ClKDL+7j{yNHPr)62CJuJ*_HG?jSm0y9bWmaX+|i;tWInGr3d; zUeZNF9#>uxO+zAVWOfuE63k7m)PuigEy?iYR5_M4>xj9UpZI;KLf$BWJ5`@FM`s*r z{DABU>l_q3ZAI2;pav!7Q+^1i2?G_x^$&IYwCsjL3&4kXJ%(0yq|2Xw2yY7PK|Y_aT_axyl+ z(g>!u;uO?S8#=>*pS4MJIo(r>Ji=}G#2uBY@tJ{d`gcpVt=r(DlT@5e0lQH+Wop0@ znZ~n5_pCM1P%eKCHmwVGJH?p`p4*)xPuWiP^fnlC2QX?g%m#c^4S&Ei7G!VM!qzp9 z?>?Yq?X|ruj{RkH42XxNqJa#@kd7LfXoD}ng9Pr_TBns8`xcGD-zSuaa#V~ER-qB5 zC&B#Bzm{~zi$a$m+;!&tkk+f8mTnEgf?B}u(V$?QYX^qE|4RG7M10*pnE1s;Qap*- zn^|CX|Nbp2;Ek`bTk{A!*xYx*Vke)Y^j+^p=&AJBN4AX!BYG*HCWT|UA?A*@a(u?m z|LuF*c5Y*Xvf^?1k?u?f?H*s-vH$=B00093d+_UF_{r4e9tFYfoahpeN?U&3^ zqB}UazpAR13-^98G%afsMkA!gNEXp+8$fprZ)W|5@i13KpQML1g=51uMcjC?*h0ew zX7FNQ`R`g1LgiPUDVJz7?_qi!1S~alyt+2&Z-KgA^}vFYGS}YM!##yHD$#P#l3v{e z-$x7r82WKiWGk<0=Yl59C18K|ke$Q(K!QSKNKXY-5Ub@E6O42oBVelxkP`wu-cK|V1AcX5=twUosL6J6dcY^;3C$fPjy7Nj+;6hmpQxfjU9Ii zQ`x7Gc8}vms8nQhB=MzZDJ&#ofkD45YiahQp&YxGea?T6I7A9_Qibn=d}fW%;nB zLoi~xdx*UHH?cT6pmkexi-~2SM*pmtqwpUKBbCVv4O&+2;gp!G(_;aE;H2{lf6{v7 zFS_|px+dtt_Upf(6X1Gj%!4)J(FoeaCODOzGNgK6LYk% zcD)NJ&3F~}xu^{Y_40BXLQ|}0{Ww2lpv}+vYSsNOZD2W&da$#*pn~^KaI@F$#lgC@ zZ#DvkV>)Jt%W`+lWsq8b;aZ`PjeFfoElnrw;Y>5d<>6tKhxR{7kIfRqI0#KF?>Zet zi$)K%DA|w`|2bU(9FJza)de{?T>xV_15fnRgs71z4)xKm1MTI=ahEju*gR@K8~!s$ zh*b^hc>SkjNQaa7UDew2Y^_m~UmVgCDpqSx%iFdueHTGj=AXGI$#sxu_X3Mpt1Tog zdiv=d&>TnLG22;2DA~`b4{(T`|NDG@^^AeyUMwi;XnuQ-5Hsh{gr>BK4f|vk0AE0$ zzrm`0(6AGl;pc}qj=$w0XNmZ4*h{V|dVH+ihxn)rn{j2PR^9&r`HXTh_QJ?qi{UiD z%fTH7bZl=kaflv2Ll4b#9S1~0sHytGQq@ED?N3&!^;7UFPx@`Wd!(HKEKe89YSu(3 zr)-v8X&7#e)UMo%OgacP;Hvy@Era|78GYJ)0PVao6P!8%26zl&eU->X=G?^&*gFBe zF5^>qer@2y9Jb%$aN1N9RUOhyhhDSuS}yTw)C6YAhfi0J0jw4VHh3;un$dbR@OAsP z6{!(ty}A`1FKSGN^B)^iW!{O5TtSei9{?Vbl5Yal=y&BZ^4_*U=#^J^w{l`@%s}ZK zPb*I{Sj5MUbWcun;MY-k`d1=Ubo3uCz^=>SD|mNtD^4DvhHDp!<;n61>xPx9yP0@E zR3%1%%+ zw&i0ff!`reJBK8dV2L74)hT;Mkq8$Z&~1myK8hSQGRD)9B0{ovq=)1dTg{WJH>AccPQ{)t{MVPGSjSHh8ZbQl;ID4g}~=n4jlV zrutYqdfKTknc0^gWOTDAC!`-PghC{V!%J+(lw8TodRXZ>LNb)a?nk%M=eblHQ618q zNo(|vM*xdi+L|^aKdK+tO8txguH$&>I_UP)-T;g%We0qB!idOvf&A^lP?!^$q1VEG zP1yFP{FdNho1cemtrax*29aMXjIqVdoYc2E=N&-Bl+{5#?uG^L9XhZ$1WT>*ADY3t&JFJr5`sMWMb&BD7-Q5>zQogML7?3XN z6uJz~GRB;b-O7vI>kiy2N$@ij1U*U07rk_NYzZ!O%8KdS@{@Q*q)!Ip(B<25^pYH>WF?~Q-^^V)6K zbN0|gnng^4Y;Xc+{T`?N#y38{XMhmX!%Kb&AS!Tfks0JHTgDPPJ;nJ6M7BlxbFilM zL5m=v^K)z02V8Ej_k!gr0|V3jx7}k__Ikmu7DRTT->IhrxD2WStuVTga6FVlP~83b znbYsZBX27u<9{Hfhe-E3cmem(s27iqQdy+t1j9f5#F!7_Fq2aMgfb4esB8+7F&35L z%pM`27-VZ`{l}k}P4P7>?qH(430_v0$Qv3T|L66A@T*xsAWC+2jtl88qg=#^6h0O% zh$0@CrQ8SFeVRQTpwWgwi9Y4=_FWm{wY)*}kpMj?t+e`?$w-?HJg^ybmZ{U7%j*-s zM?NTec1SJu2ViiA^3!Ou#g>EvwAyg_YZ?~DqNY`Hb>@{^YN0{hieW`f9QqEb{B z;I2dZ%m4l;K9qQFi%Lsli&)YNs=!#Ti|DI=`t|?0Z$vW-Rw3%{immIkDM)J20##)+ z8w4PR`Uk2TVAZ4MlY-==%vKnHp=7*Pv+WPqfm5%bVOfQUh=$^KfpjPmbDz>oCiDTd zHZcoF?6RZ>pG|Wpx~Smw8JL2DaJ(b>Y$Dtp-1BftQ>0X-*7M#YurfePt87_jAC>+< zf-JGt;a|N6l3((1W^g-WqS??iCX{@u&r*dO#MSV@j11_#@rfM}kdWSNtpE2YJ7XW% zDs*FkKNlO0EGZ+|3EPIw*EFL&+JLcOJ=?|-R(ZA<{Sdy3y~Y)cNyd-E$UJU-A0wKr znnB%Dlwq=SIZfcB`Y)rRQ(n-mwpw&p+el4?lzGqWbi31%u;S?kO1(Bhk(J<=8WN(W z_OCYIV5P^%q~uhSBclR z%WrM?HLgcqfe3qX_OOS`qL5Tj1ZIE~vF&zgSzPJAH{M2%dsbk|L~ps8H~qHw)x)%0 zLE5))sV4)Uc;?-7^pJ8J|F4h9Dc!l;yVe(QQCm_z)O2G_o>s|DM(%yTM}p^GD1RXf zCO8Q5gN?S~?H>B;$7O6T1pfB*M`jSoJd_^H#mc?#!>nu9g03%{onr&Y(e-l@3)6PD z+9^a~M?xUbmQ;n^iQ5FOdGl#=Ho3@<}mWd-rhg_GK{H9lXYwX?&`)QulZdLT7V*0O4k>&CEuIZ9p)$sH8K{Q@AYtDRMXge_Q``P@uT;G^UhC$G()Xv`DsW`}MkfHr$s6=Pd0==w{(SMS8np#FI{(b@;>?(;LAIcf*8 zrTHp)6Ev2?FMkqwJ}n_kz9L=-%WhGJ<8}KWAB%X zV3lFyzy@X?ZOalwx!+zxzc9d_Wgm z3r8=FyGPReN>|DGv(QErX#>#3!gYU6oisC_W=Jnb4w+>FD7pH%M@j2T`-LeH`8HKc zv{LU~gxL<&T+6kN)>}QsLpB*>_VGR$in1vsDyrYF#ocvbZa&-Tkaoea#wHiPuEc)9 zQCp09Z6heR$`fY=fW-zav4-q5@Xo-m%HHQu>cE}YN+rMP|LTzNwWyUVINQx*LJj|? z|EKv!P@@?O&ZHV6^vL=`L3OvgefoL^Eo$Y6*k14;Mu`8)mXOZ@!bczC>vtr6ONhJ* zEuefWNUGN_vg^Id|kHgGj ze5uO$7x?Is^DbN^w|ei)PB?#>cW@nacvAx0+9s+%dYsP5K8L|*H(Q`qD8mth^1p0( z^W=t`dYuSd+_v$IX2h+KEZbB>>SOd;2i{8Gw)z;bsbl*AsUsj-M&T?v1f;3Pk*%`l zBkGcdhCT5QI2&ucgB_D=$2}%UrWt*fltJJ+o9$GTwGRSb-;gN#+ZDHVjhkY->{*M1 z|5;jPSoGBX89jV)|jIvjQf$K;(8?%x*uRT7!4r75>f zZh-AqY%9`EOxJD#sH+iu6nDLaw)*Neq%2-KTu*=PKS|yOWXDkS#HL9JO?JH-j^7Yt zJ&(W9o7Wn0BW?LiAY9RwniFnZw#nGCx*BAeT@fm-8h&|11isXbwO1hKXoANX@lXa8 zNQ1K^bnt>@r=7GeLMN$&YaGC|U^8OV2^fCX!pCPPzYgVc=*vFs;sc1buMo8Vxg$qV z+I+Pxmf?hYbl7zBe8@({YLfJ-baFk+Ld@4wGDa6LkpNRc+G@P*BnSS;O5iG2?VSEG zy#bJ;%;Q)I^c#`45j9=b0fr^`1M5IfjFJ9yg`!*iv-I2`V$iwNA`sHw5LT~@Dz8s_CSam9Ou1QQCu>!^zB8gBPtka_JKl!TA72HQ!GQR7tj<*jK{F9wz)?0geC0Lgvpe8AY`q=)TBT&?+4>2Gs)~!(qiW8qC+{5yqQ54 zOdzq>>@La5PnB$h=e~Jl0tiqIC{(zR{}}6;EaxYo1OBhXQRtp>?2lurZN?&tzpd^a zc?{b@Y*~8wkNDNlgTc2Em@t?+YVZvTf2@X!=Wx^GgzPOy(v3;>27gb*c2m97wHUcM zwwl~2C5Gg_hQ3$b#W^Lwcq;D=P*U)zJIvNJmc8mfEI`SqJ_p}*i+bSu`aV0&auE`O z%IPW4>=J;8)ny0wQ8;#9xIzUq*4dJK4=60OE}FWi-vAvPpKnU~jDE$|C*=B*a%U>( zgi;~KM?(c2$UgN)XFNfoOGFc2Zz?fGOKusF+1yo7T^R@}%%Cy7TIs*&y^-<+RkmTh z%}=~sw3^>wv6|NkZB>wb-u}`JDn7$>al?MY8af@q9y+4)mD&EL`j|{8X=7nlD01g}IV_scB2wMn8i~<|OwfLnrXqWY+znctPPRXFKR1A)s-K>4ld;j~4 zS+gENbSpvZ-i+h0JOhO+gw;o97?AtjDMN360bglJh5qrpnKvo{H-PIftm(%BrW|{& z&B55=mm-(2TCtVQb$zDU;kyBH{$z=XO;fVx^a7|xf*Bfcz>IAPVdj0iwSCjt;ztJg z5KNK-3B>myS|?0~VQFXBbizV1?Xz3Tc0$=s<~U|~DGYTm=!quWqB9WpwdO23D`YpE znSOAy+_oHI9yQNOW?;e`i~63?de)U8=lVjh=n951P`@rhPPx`0XT>c5^dxg1#-{D$ zp%1cygao3X^#m3hcN~yzk&t;djYry7Kx68nWMP{ zFnt&ECqIH@Nnr&kUGHxndU>tJQEbG%_IrN#w(plhzEi0@geG_8{<65w4Df)dHS8m_ zg9hR8SDt6p=KACNTp#bdSMkfU_4bn}Z#BE$AR$u1YtLRS$w?Sl_UoVZG-tFt1D!O;my`oB1;5d<@N}r!Ue$+Cq zS<4k+;PJhqzx#|HsjSKze)y2@*qoXiv1Jws_IBYN^lT#y)gk~uK1>PQE8yY2;(AaG z$1(D*>t$&p277S$D*ky6;ddoY+*Pb9t8vZpG!s5GEI?x!0u+aC zQBAkr3jCjZX$9f`oJbP5=NvokOPAth@m$%%>#&;TayO5#W^3HHF_NyOoukV_!mxMj%=i}=pU^V@@4;g4Fid4mG z5#?kPUjB-%mdAORNmh5GL$e=KnEOi2bc_jr!mRdI^LrfG`F!eWUy`YMABacrlx_I> ze|rhP?*2yg!5s40f>eIk@$UEVfqq3S|NsB$RWTIk1mv+bW1f&ClXIEV#|Sv6hwzu-UOdp8qeY~2wDx~Z_CcR2mAdI5~>HiO> zmW-rUhy{yeQdd}w&##>QHW3H(lPHb`JL+7{Es+Y;;6D9rKujKn~vcu7j{4Nj?2-N^bBhD*hr_tg}bRaUSDvCxH&BpD{vi zFT|Rpe;L;j2{{n^{2$_wHHX-Fk%A!X`Z~y7Z=p;Paa5;}7b^mTK-JhmB#9)2G zsDTZ+Lo39OanFEocKA2ATz!!0lfS5bgtasbn|K60T!q=~JOyZH@-24^U4+J3KhZp+ zBz=71gjq21tjZ-rs9xbf@SWUs?AhUpwq8&nUzaWocl_Io$98#Vt2Q8kwMS!YciHpc|?ItDY7sI&yM57bE zTbWZwyCT}0sA%r+Iy7o#vUqXKXh-puuo7pGR{dv1*c`{gh@Ahyq)Iha_8=5Y=@aV? zs-s{I(IoTSfQi6P?q)g*txuAy7!%$U3+68p_~m`^{UxZsC6S!qZZGRUF8*yG==Wq< z87%gr2K$}=U8k8(zJy5Pep0IaT?XxNM(J^{alBVW{)&20iGh{ag_h&#(7ni^Er_I^ zqYnWEldM?Q+AU}-GG?de|7i-=(^w;of}ecAvVPB{8!6XEpKEh8DkP=T-j^&P?g-(& z!;DPj3G5=#X!R2tK~yn~@~1XM?_gmj6WKn^M8(;OAY9@j+D>-O-k<=8C1=ND1{vN! zU}H{oqgXI#MuR68n14qlvB~}W03{sin4I|2&lSjvcUZ^}GXNm75SmrHPyh3h2@2Q* zR_Q#bBB`k>Ahu*Z^uEDdk3v0g4G5P}XKX5~SCUzJRH#j|KoTJ6qS}#Y_zxFi`#d~| zbah`UNI~zcOX94HMKw0VlrmnG*T2JM&KXAjj{`c%^?6xYXnNIGBoLOjk~dk^AP~EU z)0S+qp;8#Jvv^Zs9WDZ|B^&?xKZ*R;UO5}vZMJ}eDzZr^A0v9}LV&MRH<{ZvV0cW8 zL%)G=pWcOD{s$wTKe`k%H>2UO8Cm*!Q&xqao&$F6eFh#1QHP;zBD|I9FEhLs-|dHu z&P@AFT=`rgGiPXHM$MoJCjDnwwW{7^DMb++d4vK0-p7*rY;zVyS%Cq}?9i5UAI=Ut z8y-r=@ru8DYKxopQVO-pEgJC`%8<5bi{1puny?!GITPKn*qn#CeX=}sCsV;rc4hZQ zO%CYQm^8x{ehG-YfqQQdAlHLafa*>ytdz0kS$F^XAJzay^MkHi5joG*YaR^bt}(x| zmaLchitzJx7-`=S?`jMaE{wgc_Tw+iw~OZ?&Ax!$i-wjHmEUbz^f?N2z+d z=iBLX;KIvMVw zU+(l2zyvL3hA+AmGpmEi`l~MUw`G1!kIlBZiy`JyuA2KywNkJf>ar z(8?)aPFQ5;&*1bqRO_P{-#-gZit6>B0xi$mH7*1(z|)E9KN+pUdkAfLxA@fvEo$gK zIoc6FS+eH8re8OCrLWErxJsK+Gxz3T=*jDVRm}vrVZV&fZ2JZT3~cdczLS5+o;NQW zKcL6uQ3@%-(l6$qrapOCuK@;rd~B;-2sbHTiT~<)Pdd2p^*GWdBUVQ0~RzLSO7P_5ZTTJ+obj0)IwA6GhWdJm2uhd;W5(j zC~JaH24Yl8LpZ&7;>XAx6uvVmc;7k0vbE1K;QRd20dMA)Zy98IrMo!a^-GDbi>e6U z)uhj@!LnDnukbKKBZ);~a}OLRv+Stn`fwv->|+t|}AR_`a81n*;>_*$PjcmVq1X=D?G0*_2VNz$q-3Npfvq$+&&ZX0D41 zg`C}Y>)g}2d z4=?yk~ARUdG{R&DX=`qQ&0Lz#iv`;-)VCUjxtWq)6(ui{ zHTJv8Xj#-nSULR za*V!9qndtUkQCm1?10CI0>8onrzI%yAHqz$9ogb{4UOvj3nDCzz14Q$(5+c~^nO_u z%m}ZlJc-kj*yS0TA=YgvvCR$7zh#4IFet;I!p>8?yxg9y0OH>K-+e!9t)Nk`M8&YH zYiX$F!=UZ*2I4Dw>4r?q{A!d+;uYd8ni4jxE|OMo@+dXp?(xhY<~>QqY8)&N$5)?5 zCP_8{gu=8C75xv@_z&M6kXvT1qXZQnp_=u*w2Ajp1vls(kOS46H2}y9!#3ycA<49d zTkJ_+x*wyqy#b?3pNAYAV6=DF@MuIg^s-`S&R}S6zY$~CDE+1;e1HG{=hOfH|NcZ$ zv4_pj%L|myp)>n`lZs^JH8T$ba@!ls=0^<|Fz6+(yC(v6dD^d}y0YR!DlFP^&hlcx zf-DNi#Ci-NCknVNCJoj^nJ4AKRRl)K(w(dv6UxIXiP9?J$635kN`uFwCAOtALD{zj z`4Tj0un#^(DzSUuo$d9Jta64yHqO8Q|MkcJ|M;T+ z|Ip9>%452p>`!{a!#(i$k|fK~3gFsRDTuLEw~xbzkW|N(HwS-@3h8_Q{@?M1`lKk5 zlxyvi#0T#errAYrPb3i}vy&NTOK7@s*X~eiS)SzV%o{Bp+yezvJgi;b`DYq6N*not zVjKf(w)kdPc)coYfKX$WHiKR@&nB$4Z!GcV2s%^v;|Q>gx#@`+*FT#1m5=-2 zV|pfx5hn(F7gUe8EwDk#LrS>S?5#!xwf#;5EAnN0{Z~+%=eT87jzBIcbD3XmKNrMM zzt)Na!n^S^G4GtGgWlsTzQ~Z7Uw==yINdBlF#uud-V7aZBVMJt(b(rs&jB*C;nvP; z{;IvgAf7<8f{(EzNSD17e^bdI@%{B4MW4K_hqPG#t0_aD$Sm@&R zWTA3T6iS=94n)dMN(N!sNI|7vRCVy!t;Cp2F!N@>sHd}`bZm0qE)W5_^1n3pBQJ29 z;6eF%2&2TE;41QTLtAr%pZzhr|E*gujr>MT82`K8T2j7HeX43o(_*uNM_KKUkum}vC=R$YOGpCYR;6C)|A=;o~B_%N% zYKUzTuh%cLo8AzEO8X$j@wgMTb6?TN z=3_@E-cFIStNfVLFpX1uMqLTsBlG0`_S@9ZVWJ@u0nVqS>56yBBp;Cyk z3?a@xUPt}yHOV<5u2;-4*aO`&;}lLhQJ!$!AXI1Y3K^a!puDCX+=tFVylcuhXtb7= z=x%6Xo`?;-JHw~V02JlkLwN<5Wg!pQ49DN7@1k43^S|17emC5P4)Fbd)$yde2i)&@ zOTJXqC9q;Q3sG@Yz`evCPy@*zIC;gO$~I9_ij$;y(7m$vs~We`p*TUg60&so2r-EH zDy9^4&ry~B4@MoHYBDi;?QoSpn+{Mn5E)g0!xeLv{-=ls+~;DNB5?<8i@Wg>CNXQb zd(Kn5Xn%4LL%Vc$MGB1JHf$Jl9vYe1sEJmj0lP5y7tIYlwQZAdL>ysDRK4!`qQ>O9XtvDe=XBIGP-`FN z)jFB%;xxQ3HJHnrW@s2127mwk^7lolf#WNXP>N=KPl?YY<*@F{8+v6SvbKo4!e@2CGk`P8g13xZ~I=6uwb>)BFz}@k2`z$_}ZgDU6SDN8zr$ zN(lPz|M4FG`FHRC*C{Y;CtP(#f4m^89s+r*OKvkhqp4Q{xx>zTl$r6i(s8#r ziP{8pGwtI1*cApv{$9NQMShweprCea>I1&c-%YvUaFsyc5@Io=4loi?(<0Ot`y=lr z()YX-Bl{(i#CRgLxA(#`M4S)zJeHCRT&Yhd*d`0$=@v-=BYt}bM+S2=U4|pchZcJ#x5nir`Mpee@2wb^G7?RNw%f-2m%=qr0t~zuHr?lB_hT%uRD8DwC?(2j&O9SW{&4S z0*#xnm|lt;{s^2wEhA+G4T8$?%ZqE0h-X134Prd;ztz`}H3CrnFwCH+$OOa-+u;nW zn41>5D8#OH87mB!s|j7njTPBF9e#z7hyDv21Jy@BH3RfqA?xm25Q|>Z1Fn*90knGd z@&oz93xWpuuruRkOKzAMB!s;ii%#(x&<#FF5VNbI}b^AC@{!E04pVZ`w?#ZajkPD-|SKg2EfpiU0rq z|ML3|^6Zcw`y2pF{6;+bEU(r~uu>@`{L@^@c#$|b@TiYU*vE@;dKTv5<9q`#f7{JT zQFGFhv`dN?3>+GjRdiO^K?U-^?yAMp^$<*p%B1oxTLW6JHXc!|6U8I8!=BXOz?Sc+ z1|62sU@o1nMcm$!^#zn>A9S*HxYjO_!G!xSoFj>5m?yRj0S0hwK` zupEUR-b?gM&LZ#B3LVl+z#Wu?a%eJg5Opz<7~1O%+W6>N2zI)X-tk)m!;dwRreJ3M zkKj_u#U;fP$ilsZJ+fwSL`iJp|i5-epG=s?F$o3vlArVr1F9Dzu|6aWAJ|D*r^{(dJh z1oghU`ORF9v=*BN=_Cz*PxDzJMADL*_$(N%V3U*eJ<>qxwO9J%Eu3I;JYkXZA=4zE z2yVf~;z&Y-AFX#}SYMe2W~g#4y9V{?a$n@Af9fx!; zLN7I8;Crd{sGs-JM>|m9zSnu-VXsy@dUVWG<<3I{GbuOO5~e7=*U%Y zeGk-V2Y}aoz5I^`kY!!xH+blMror`s1hCYoGS3R(=R4xy4O}K`xZf(O_wvx(Eul-P z{tCVCSA2-1mx~@!jzF#3z?BWIWSZ62oSjhNtQU4UFzvi4dGl3V{6Z z9B^vBhkd)>C!w;RLQXBbixc>DEhMHL_HeORvcd+1f0;mi*MgNN@lq8!MQ4+LUv#?I zb})i|Pwhz(gokS3?tQB_icMajp2M`hvmvi4oVId6FL&R zAhg7wUu{m{XGi`c`=U=svehS31;Sjnz1UR$VLGYHe=MmSRK)4j;~cdAv**p`5GiK_ zI$)Wx0?n|E)s zgkXKa=b(w=Q~}OOy`1uwZ)8-TSMLEdyE2~VJzKF=XQn-utRv#`#o%%|ScYSizU1yi z?$n4E<(Bz&+=|&wN*4g0*(jc4v(>bah>*K6ZS%X(yP)dH{lFcGs$)xO7G8i3qJ+tWBu_mFk4={2?HDS`yRf3L z2U-&RpVi$SB3E2{;6CLmhSJ~q{s8UYTlLFt2}^Z}E|f>3IX=4~5UJJ7ZHV#D?_4(_ zib|g!D6GT3Yb@XCsWGUA0N~f*o|7HbEMvdAJ^;EIfXARO^6X}Vn1?kME*{E1{h}rc zA>Rwog!M@?Jy)dk1ZcNKZe{jDpH7lR*?j!gYd$2BJw8!6$(G0Lxz@p=nqkbML%jU$ zK7}-?oL9>CrtqN>H2?>b4gS7R&|XGLb+Tjoon^Bv5?$BCv^9N;UIko$bZ9$D%F zO+H6%BveKoN{HVW;Rg2>u1KbVD5QphmalGpj5Mm>LCTGVS=y#Y(lI7v)7E&T7#WR$S`> zre5aCj8e1i3#yP2%$r~T_3_UWvAyL7cNy7Ie>nOXQoc$1Bl5GZsamFMLdzn>vjKF> z2Khv|C^;w=4oy?zo3an)_7)qUw2tuGK+kg4zf!~?u*rMM?He_Jpoi;LR`KA4Qn{Xf z5+>W$Y1fNMB|DXDVjL~%|LpguXagb7Wr2zR|M%H{|HkY3ocaGeXZFYf6nXNz@ccE@ z80NC;o;FsP|Fv#(99M&t}H$J}$;P7TORJ)kRP@G>uU;pu` zFhGW(BIlew#@ie}=Ph86*y`0WUoKT=*&2E_j^dv5Lc8}JEp7|Qt*|6ccRd`;@eJ*P z5h;Mbx%qqF_O9T)SB)`_ee(~$wIMsHvld}S7zM*=qKbTtUU-(xESJ74y%^-iFt?sT zDw!^qB-RD`?X?-iwN=+#P|4|%vDAuiVGEbFe%qCkpY1`4?*Ao^Vqu)&&HTN81z!&S z@ND*84m!RGBK#B zl5;lRXJqu*HDB?t1mXXN=l|xj|L4!vl5%*p(|G%yK$sj9?plvvdklx4b<_0#0kefK zTg^UyD`r*AL$T51tb5fo-W>7SR_MS9)IjxxNg?U}5m1G_1zv{BbGB=3<|jDp33C$?mpS-f|^`GJ9bHK%~fSY-pq(C* zL=5kZuBwRKCsaDFt4K)()`n5cu@Y|wn1;C>wAYyZpW2Nn6JayQ6x!~zQ#U?9u9W1`ObGDwP6f)us$ zU{V-v-F!;g;`t~%f-eb0Kh=|WjA7)D3^mw2?rz@ITU$iuzyJSfa5w$;N=Cb!ux)DI zd53TT1B_|*s0PFT_&@*eb`KstfuoH!;rS zXY$KlFu{sx{YuKXmWNejooO z@tTbPB4Z;D6`_KVb}J?#q0&{QZBbGcb8dNkhuj z)|DWm@6=p#3~cT8I?ctEC6}1Aq~!UlO-IAba7uX}_`>oWNxZrLJgxvE3MXP<_Z3>> z$#39hE!;otM6V<(3aJhOO9d7!p&>Wp^@9Hzw4Bb%%RA3()w~+9W(?{({!~ znQ_70?so1)Mb+sIQWd?PTS7_H(eZ^KkQrtAcZ!t1r?)i#j!keso#A^y(5j{;ex3Vs0)>QmC3^<_W0-$cZnt%WQ_jil?JDUCR z=gbVP(0K3v{w4bng}v{K;o&mmCIozBCNMB~!g5=JLIbbR^|KrqDtbZY78PMJeAjmm zL*#u|8Ofot%CM9~D>^9>Djf@KkyZSOw>xA}MO^x3SPbpexy&wXqRy`8;53>3vkBIr z@OBPZfJr{?k$4s}^85{lyGw?3Z58&MDrBRru z{(o&V5P7Y9$V@(_y@n7z{0406>#5M;8QA82dl$l;fLR%*Ff^Eqrf+Zz#1ri)7C{+C zhvBIougQ;k)x6lfAQUE|L9l5aWbPN=A7Fi$MW_l8qOIUpU&_cdUo>)CJy>l0A{=Yz zSakG(y>Zr|0Aq7}OA@_Vsf{X7OdPvJ0u4^H^o!scHVf}L6Y*02Dm=eFd8S-52s!X= zZwIsy8VzI=6Wp^C$l)vAdS99^e6CCd3F2XOnVnasOZXPHT{wjOWl&|gdIh#Bt7V2i z;QNMt1ButF>PtF^F-8-4i*SJQXq(s!P$6P0X^iVBikmm#TP|G=`!X6^`L70 zs8WGQ27T}Ly(=q|Kw4>eZSkJecA>*Qc@eFbBsgY?i~DC+tX*GGde8sN#QPL>3~QuGtikPriCJ=orlfkNvW_LaX(z-czO4{Ha5^#@Cl0aKE~~`>uQPUz<}G^ z#LxMj)J|bZebSxC88nd~OSX|ig5Z)>Jdx*3xY&97UD9q8vXRsBW>kckx|L`tQDT*= zwu$wjEguP|v` z>-N2?-l*B;#@j^oC`;(I#V_9(C+?`oOc;+HoQB@;k#trrMmy3gL197^%`PqCo=1di zk1D+G=YxH_h-C>i{gH9iBjfgEc7)kZZkTye-gUHW8NXxzJqjCzY)79MFza3}n0F_$ z)ylx*WoC%V83+q-_Utr1_Edcvh#X~Vy2)e@iUdPV1y&bp#??IHN53=>`&~jwk?Zr4 z<#(VQ$lQ~M4j44QcNiJPuh&Tu5X*q~{^N_5xf+bdG>fV1u%%$t7@3}oNE~x}$p%T% zHyH%z@rwPWCN-gSRWOQJ2nR=t-CZAy-C*hmo+iQ+_@j|t0{Ro>7q;14RXeI z&|1@+R%3o$yAfEH{@M@iZHsK3B7;5M=hwR|sfZS&{?88@re`ake*09A!LguaC+!~L zo8xEpN1v2&DA<=59|Cui&xPp`P&C!qc*!cKN1?`mb}9x7JYNDfRot1#CD2yoYh-m> zR8XhEA<1bJvV+s-ib+sxLMr+?Zo2E{B+*HE)Oi>2v!5cqV`ES$)Tz4`6I1s=KpLH2^Di00FYI7&^qvDZO|AokZfXVmb{V5Z~^lILOce|1ydqlzh2umEFuBD36CQ~3(b5pAbi^f@X!K5w4v>-MqtPs*DC2~$0AoO$ zzgY?D|K}UA5L`i5lVm94b5GSD_!wN6wrF7gY&YBfUCFTyaWm+Jw~YOI2L-)f8nXn7 zyLqFg@_v8o#~V+t`r+Vs%Cg1As1EM`=F}M;1oz3z$KO_>aIU+Qd4tQID4}@&5KMxk zH9i!e(w*0kV}imygdLqUC1*BK6wBKU)x1H|#`ztopJv=)uYc#{i8Yg_E@@0+RB0000932{plPs^gtf!M)?|+ER);(bJ1dUK8vZ_k8_7WIAh|FDlB+Y}d zpzeOf> zO`%l?!iJt_L=sP2ciz=|Ll-b-#X`Wf@9&KQyy=bno4=6$zn&+vzm=hD!P1B>z}tvvFBra9RUj$O7ViFKrsoK^kT-s`!ghHKz;aVSmp{{ z_%NdEe8yraG4!ARtE3tJ>x}#K!JKwrIR5TMfI#0$Kn;bD$3KisWjwYIx_+Q6mLBh# zs5&x*_27d9(`q)w5NE2LTuG%5_55l_Az|AuyYaOzv9lpbzBKa+Y+At11aW% z3papAD-OQ$Yx6XAlh!n*tI(aWoReRF!tG8`eOhIkBEA_vFINRI>mmk0>bG-_Pgo#G zZwetrQb^v_?F||P=T>?V&Aj?00RMD z&JMvNW4c2o+JYr=Nwy-NZatZnN`JwS-a8bJwR za?+t`T{)>DRM9~mGI$*vgIG~vdq`D8XkGr(6Jdp?TBuF8tt>|ApNMi;Vl(7;VUj?y zxEI(uf~X(N^V(O><{=gdFg|e``%F(h;;gCXx2HJb#i6#{U-)_eSB1k^6t-8uf=Bry zW5;5?MuDedG9q9Mg$XtyakIKm8$QPbZ7_N?>0RV2BpSTJ%C`lFM|3k+)35{!3a9?D z2gUIAj?2&AcSCxp}_YB$XzFPe40c z?VgJp-^T3Qq`R7Rp7lWq%3xeE%M>WieT#-_`2H7|&;EoI?H&$X;ZbK#6StotK^ zP3`qK&azvhd02h1L}G~CuEz*G0wS@)H;ey1v&GMNrVeYJDY%5j7BSoW8z>!BM?3%4 zX_6|_m4zGIH|)|jOYgM7uNdYeUWQ=D5m{N=X~dJ&Gi>)*FwvrKM^8`*uR9{f-i(LogYd5m%8E{(ueh}MXBqmt4Q-Qv{@Fcxe9fV)7k}rr{2u>v5T)CfBy1rz^#ci zta~s8(uJS8zgc(l@@{+#jBGM*7RZ{Kh=3hv|8VMj7U$=HsQUbPKf=7$WB0-F(5Hv| zY7_#Rv6(#+3Lp_Up7Jf!(X3ZzyN8CXDJxiB3h5Zh$~+E!3=yPSo}pOdKCr67meM2|9?UAi{oBG%%b;)_Fo6lFaL?BHZl*rMP*b7&j4Om zol_^AYXy=?x)#6&B+mp0N)Y*_RnB6?cS>?TW)5ElskJkt1_j)NA9-xHUqLT{y!!}e zB3WKQgD~?)AU7aEL8sUyrC-n>`7S8RWL}vjSQRD6l&F_U@sp&@u889{1ME-QT#Ki2 zY3Cm%*w8Jz@}@E#WtE7KY=Bi~! zX;7Ob;+!%i-7z1&AHuQ^o~xC$V!XY;hR(o|7B1A~(^a9Jr3R2t<{OJqhCE?9FEcO%_QxpSBb4nmR$%N*C{KwOMF9uTL|&57a?sJO(C;Mh=0 zbr^Px(ffip6WV#Iu$d}kg;tzcBG3O)@e=P1xly;35{;ENU1~$PoMt5P;(ZEj&kW7j zoh8M;D5S^!rA#LVyZ$s860V@=Hb5j}aG1YXNsy^PhJ+kd@#k%6B0^fWk2K``%DO5d z`*Xq-vCM>01oF82XCe+cR_m5+UM5J55|iKWUzY00n=^FI2IW>Hvj+spDB+)-Wu`#QW*J9tE0P2HtdqEnekZ|4Jp44`GFW#)u7KZ|vEDVr_Py zEB3f~LKo}d2E+)?#I_w1&VD~Pzq>jYCePVp=-*!e$nRRZ9mAGfVhsheEX3TB01uEr zocYRpsevv}9ZQkLuI{Ts8`udnB|hjszy(^R&lQ<*G@M~J;;V)eGdmSPgD?8pdiJG@ z__oC+J-|eL`RTfO{;f@{9_H&>g`KYI60x?X)Y;!$lsWj7e{4%Z(2F zpS(AzBfdTJ#mo(dq6X3#JW2{~xAA7qaP0& z&Jv8{Su@kWcG-A-x8SFMPD^Fe(enABbq^RmI{HcOA5gH-P!EhyOzKX}e zqEgo^*)=9U#X38aLM-nx_F8C6DQ^4zGrjGMW*%8z!3~C(FP+OP#Y^zCjT(kHex@_# zUBK@;=TuJmegpx9b2WBQ&)(_8&jd4s4u6(V&DiqmRGpts*EtZE8ri za(n?f`5Ycm07VbL8Fgr5vNjm>_0s$m!oQT)*9y#?pEUZJ3*8wd=^2u9pSYLgwSTV5 zAEx)+nTI?2di;rFqVAVi1Oviz`4v;hFUht%YE8(Xg!%6Ng*!4%JZP+Hw)i^WnXY@= z$za~AB?)>zCKrL*hyl#c8^tT_kU-S*o6*GP`!GCrUU$3Bl951!q)rvE&lmp*wotiL zGfW=RLq(%Kd#Fj$;^vM6fL@x&y_AE=>Dg&Izc{-OQ+q=cn5A=>()o!6|Ji+Rcn`b| zD~sokko!{ai~D{F2N;@ME{l=e0EUY)vUkCG`Qb!*Zz1-xWDhQri+ehHiyDUUV>2jJ z(HR@rXL_LoUOXFP3iY+YO#x}Ir7r6NWfs~4IwiDOg^6`2z+v~%0?RocN7lGVaxQ~X zkYr#M1w~o=B>d32*`K4VNL)S7&Vljg!Rqsqr!po#@9fghCz%lU488TqAjDY&I-5Xm zE(2JEP~}9L-)BiQct85c=ZoK(CU*55xRa(T=#W?p{na)rGw{AUj#TAOR|B1Mt+N>DdihJZOFEb|z?k+|UqKaDw7~8PDJh5z zb5lDEH>}@E`yKV{4iCfCCOR>qrK|Kh?u;35k^&i3D>%1F}R1e&8EdOeUcY5HNHn zI`T0ICBLH_;80bCdHk(d7u!RvzMj_A-6Sgl)s?MSia?5vDFm<)A=gIN5w*lwxZE(Q zU2RGK|J;NB{00B`RwuD~D7#l;58O1z1xv65jQRuy@_A=|=`|hN9p8wRJQ42y)6VYB zE|0+8Tt%O7V@Dwc>9O?K#m+HdC$ImH0r0Nknr?FqQ69zM0009301^R9i$V|(0CsVc z{?&nPj{hR@-CzGrQSiS++!yMl#%@2;r^9X|0AouNJIp21br7hq@SU`Hx}Dho02{b~ z9m&4aKQSO?6SEl_;;GF9akgU4yZ@eO*`4CDJrF!9BKGg@7Tku5UEC&PV-CyZ4868K z)+*1_rw|vj45ps=z%v9T<@eQ4Q-ku8Qci94_ZeoW#AON2!vLGl4Ygi`m7V$yke+dy zFIG`b;fAEz7oK5I^@5XZEFWTet8WoABS>3N;Kz2l8;)Y$A)R z`7F%Z+TyPznSmTxhn-a~Cz&q5001Y8ATxJleM~p0P8&sh#v4_P<)kWu|L!N;-4^>N z9Kj9nrbB1z64?`W<$7e1dug~#00G)V)A&63$3Z|LWrYWoSt=Xwm`jukf`S^J;_Q>l z>1Zc?Nia={D~Z=l;)n~qL8%UdLKzzrutf51v@27e(MI3qC+42&XJ<5PE(szEWhtfN zP@IUyc?;_A?E+coLg#ZJOHd6>b(!twxlW(!r6a%@e3;Vd{5q^C0HEKvbIb=LVk4Z4 z^n8f{=3oEs^{00?V5n5RGRum?S>9<3sD8WAxQ>bTgPZ8lV6iu^9k%AIMLePcVj_=# zpWIODdO9)m!E9sOh!qp|#Nj@=e~a;ddG`1lz(VW44elT2GMVU@f-jVT(L#JOSuaDI zMiV7bhYa#lN)Ip>VTrs2#YSeCu`+KCZ7K12k==MMf0i%bfok<(2Jhurf~kIMlnrTj zlTC?=A&rV!qG5wdDQT)o@|VXQ3s}ckYw+qif7TA*MvJA7PVq^9rZa92Rl5BJ^|8YQ zS~!!FVIp7kb%lG%(8HLTk9FfP&dND?3Mt$$R&YGCVfuS#b}BBuL2{z&9g6jQ$X(jN zVB0z}+jI9OL6%`N3lyA3nsbYlfCIN{rO&v8eWF>9oIOhDT_4YIaTm3J9O42zPqY^% zp_hkE-LLYCs|p@MI7(^VOYGBKMIbYx4=6ft>>TobE>@;YHU;O5p1O%iLny9wC3&41 zKyR8p=j!H&C$2~MC9-cAmQDWfA0)*D8>U_6uTmdGfg49Xa6Xm3O>8fyNo)Y7+4?!9 z9|CMyim8GA0yzM$k0W-{TlnD=S-Z~t`EhO$oHRmty}1>3PBr#J33WVfIpo!k8rWd| z7Xl=>s(L_nbc`HnY{3r%)C3!_j6Fe=OqR5!7r|~L^=FG8s1@Z zvnOp83tv*s^@b^6H<`uqsNeiWa!R?V5VLydyNC3vB-`iJ7#&`3)tXhR75COyO{Yt_ zyZukX*T{sapzHd-ZPT=!I&NLj@QG(wn?)e&qE>Jsa?xtv?#1}9-r0=t9zKaP=$=(M zmGx#B#g45UZQpPR7DZjKVP^z9LX1o8X%beZH0ld+z9sc<6q@XxfLk+1hB%6M>W z;yr!RFiS`WwNZJJ+DDq&>+UA{wR)oaPHrY4DJ$m#x^#0k`HS|YwX+W7O;KOU>rHL{ zy-I3WSsHO88WcMQ%9bp*NZJTkC*Vi@6$tfQtH=4qaQn4wkOP>*Z$#BFotF~3s;k4H z*|KF)!qFO=QMFvxCgxB&`Rv2F99WG8T?tW%BwB4rG{=`Gw0P1-DT&xyWp``r`hlzf za?wWua4K;o`ryVhaLxRtr+)vW#w^-s+z04eziHzQ;gzZ~$)2I$s2w{fZ{dArr|}s%tU|L71ST#*f_gy$rXz92I~Yz0C)8B)!&4 zEc^g8kQSL5cLFL%42^c_?fJ8^ML=w|EG!SMS8de>u6M%NOOAMX_C2Dk|NiVB$j(jO;VK2d<*=0+CspPLcG7WoIq`@o>korU_ReMS4V#x+ zop*b;{SVVUg?4;%l*X{ZUz)F~Y99_pdGbBs70hzjrF2zn?p`EpV#CuT_8f!wM2%u; z18xJt!#cBfiiA?SI;y1vO034$2mEG3dSG(vW3y1iPygVnRtwM#N4zabni`_dCQ?mG z^oHP_8i0A>PFv`<9@-C^eCwI;u$*o;_0n*a(~|56v%B$+6Xqpe8i!0IS+uYO9)w~B zWqB~_!;`pOLBtUkU_heZ7s^G!>;#H--4Oc7nMsuK2EM@kHBI6$A$W5Hsois5K%$U! zs@s;#_+Ov>C`a)&J!h?Wy|Pp02@k04VX>w&zT-<={5lMIPY?f4!}a{SQA-qm>hS75 zu=S8~Xw3dub-J0L)E+=S!6akbzIh!@EWey#q;sR~qD3)U;EthXtvYAeWqTQ{*3%Uk zyZfJ`$Kme=a5FLIoWTn;v^X_wCV2@XG0$dThGV!d_bhgHlcDc?03Ig-Bd_*jrv=6Y zhvk*&o#%S?fJP+FY^&Hv#2L1*?}&y#{;C&)aOlC&O}y2c_{>%xKd6RJNRkPkhcx)H zYaRuOE9-XC^Wu1P|KL6ln<^T96&*H%E5=M6 z=%*hM0M0jmr}_zO&M)N2unP)C2-@xtOP@KA`6O(z104C($$IuC&6Q*Q`L{^JT|)+h zs~cyBJAKC;B5N}~zv_bz7qM2^#MNPLLImZWw;K`?5| z{iTy#l%Kq<$I$dtR1Bz68&msh*10z1xmjZKKXEkUlsOERv^b}$qm21L5&kSOUFHF7C(W~?y2=vRVWmoU2nk$4r zmhh*M0!GnTjRDl>c~+44FF`H>%N@64qqW!pByc1a)C4v86GflEUgAT{nLEaT)ve2<1;1$mu&BHaD{tt@`m@XWkqCCNXBz%@aP~+}1PA#8_NR z&GqA`6Bu^!C7r6yg9Xh79DqR*N?fDfRS9a&jrrYjD)qdc@)UHC6NL1}mjqZtu!;4{+B5m_6 zpG6I_-_u>V;#k!5lbGP+5XA)hv|KG^@qS(Y#F zOBuzNAbd8${TPj@0EV3Op!ZFp|Ukr5T`k&*2g&8;fp zVcKvk3`Rb4Yg05%oMP!PhgKbxlr#lU2^t1k>o_&y;d@Ny4Pn1L`jNit+BE`9s}js> z0bc8V%_1pn_9KOkdxEOW8JyV%%romn)GSHqg!ZXw1IacNLN*GO+sNW8OrWZ}TLyeH ziLr5cJ&fp=e$ZqAgXf4UH(zr~%4C1!d%*RNrdU2TJ^@w(ZYIAuv90}HNK`4?57uvn z5El%sy4ic{OO3*CBhdV(XNk!cq-aia@fQ$hK<#9Wlz0SS4;Mp=lm}u2`&Zjq^saFz zu7+RT{iVIQBuhoxJc+bS)CkNC zeN=0$;g`?V2=0EaSR$#HT2G+60c?3q}K&8;%_$cz4d69Z@Zg}+|*HGATDv~`^kn)E(o#Cs78?>LY;*b%;$_l?@; zvh&$2sr{IiN06o52Q|MT)^B_fR~9p)`>0nQ?CB<1&P5lHRauK3pRBpspi#w_x2dqY zsyK~0E@I7JzNdA~Cy{)-Y#pMW^ck{`KQJso0UloI z_uub-44{$hM(53ptfPeN#d)RX;}hA7F;AOod;}T{17n!wzhgNy^p6J~dE4%d-g)GJ zf8=z(>b6}X#_n$PbJgu%cPO^l%giU^v%b&bQ{A$IAjvD0%&zx8T*iX-X6|zFRUm*M zeHp@WOF^?ZOYhQI@2ROARcV94b~&K#87q3>QQ#@OK$J-^3?bPHe_R-xTI;LZEMBPt z-LddFbjlBNqYSKrhcPHPtbc~s1Q}&V>8!O5Trz#;n9UiYXZSBMV>2X65MZ#N*rdTZ zO`!Fy>MPem+Pv0B7E}ayd#q)TRt^)x{R@yPo__%PDMxEt(UZFoyVV)?hS|#dwX1mS zhV4<`liq<3ILbLiNdC`p&fb}r?}^p!FMgZx1!mtPi>Be(r0X=n?M3hI?|c-0w&DY=tx*P+Z}DeI=C&?5LuPZWLNg81`nl zkH%>lW()S*GT$4(m9=Z>!-z`oC_em^q8 zgfbW3pm?t_RzF9KjzZ=73MFa@MuDn2 zHMX;ynD6LYNm5z??lsX2%#XUK!D}!5BS+vEQvAI(o?8Sof`y3y6?04geUDj&T^hxg zjaD5RI^emYI`0s?tC(ctHi<<0>&VOk0D0m1(wBLceoqJ2j7oUnbjLz~Lg&Qa0KX)F zKu`S0?$}YyU8(s;_WZ7?SnVE@ad|Xu-O-a%k)PQycLz7`P=(`&RO>Q2Cw*l-g;PVZ z-V9Jn*VXDM{?jF(Z658GAchxEskGM2y8w}fFBc=EK})PtBYPiIbuS_#>I)2H1;5nR zj+#ik|5e~wCgx2Gm8mn>W%_9ZlJ&RK72?!#O}4o_cTJREbLQH zvk5HuLq|A<%L9c>4wX20WIlT)%e(Eet8$3?L01r32Ol`1Qi8%gK#PxxSo;G}>V-35 zNMFRT(yNkO6kmw{6?rS*^v`A7&NieaQ~0rotb>ae+!Q2s=o$^CbB#k60J?)aDkatA z%(>o$!&amA3fYQ=%5WPNRJ2M{2TAx>;V1hOm!w)k`)t7z>4NqbovZPfcqRNFeYlPw zNFdG|DONa829H{ijO`=#vnRDF0$wKRF#|>xj~tcu>t#^^O#ahjxpDsn}uNkwgDyGxLkTZtWeZAH`Vr-RzDq`lBqI1wS-E zQ`0<_zy(f5p`rp+=jl`nRl?ydBrD^AC!OC2)q}TeM0EK(Y}$RW;Sk(|b*pH|mLeH0 zhTy(&47aXUBVqH-6-0*omrNL)8spbX8!YHezf$$&t!p>zOxuyP>n-C3>!ohr+?R>1 zuOEXY-?TAtrMy3kt2~8SJUWISXAK$+kx5FBg(vY3vP+Dd)}p zgO0*Bc9j_eKi#}XE^YhR^L%rDGAFKh+dZEM_F;X?Jyuy zJx$nM-S5bvl1kG&P4!X@yC4URb6%ikgSF23j8#d|y`ddG!&b5K4Dp2E0|XAsPGbw& zg^oF*dTGa^5~+&v|585z4S=3O$D=4ErWhCGF7zZ3q`U>pnlGt52}NtE6susgNYn6s zEcy9rS=T!(Enl?Uimb6i1j9+5JOBR3cXBGfQ(ElZj88g?&Pjvkpc!69*iCGPp;l@# zf&f=FlD<#SQvuPF-8?uOef~9u(Q+*f5H@R=2dOW&pK+d~u6yudv6Q+Ucl0rejJpPF z@s=R{`YQN58m}cr-u#I+lo9hLRsWXYKlO%*Q*OB1qMKgH z-g!|+zyJU{ceo%&(&;bz6zXh5C;$Kh0%M%CnCc)JLJ0Cayjm&|Klk2%Xa&w@g!zS^ z^{@ZD`}XCTc|Bk?Bjdt3Q~Y#H8zx8;EHbqJPK${6uv5h1J=tF7mAf|r84-M;x(b1! z1D^UmKDoc5;Q69;XrkjHv1QVce%Rn!@4gUWzy7puVkYJN@m3)e=BM5|4N6KWL7ecU zwp-;Xf4l3nZ+fq8p5bt(d*V&z1MRm&0u2F48YhIbUA8xGJ0c1R48N1Ziaw!pLP{&) zEBGrc0)V}x^szAPMvrMuf~o&6^(KCLSw=hCtX;DPCWB3x1;c8M3uF-=6QHDgo*6yb(GkzdHNvBxm+Wk9+B$iJ+7dJ=uW-m zV*6<){+c~#`irVv2md#cX**T!m))QrKgCnh1cP>k=R0~HgqQ$aQgjoDPI3Pz0kb3- zBrE(oN}^`ejOBl@$Cz(OEr1%SUpv31x*?ro_LJ+iY)V$|F~H7 zLIG@<15swY4jk^PfG8le_S;)WQ^VDJ7ry*Cq^Yse6H;UKYbZN;plO8|CgC zOWhMPGJqxkySvBms=GEbdq$=|S$L8F&zMj7MF-M7^-`r|k7!CU>wHj@4>ma!AJTJ} zLCs(E1lkkO9D{|!T3!vxt+ZGUca(eifp|L9rWuh?cv$r>VPMg;wZsCuY)iOzI4wDC z7`TCr2EUmX&zjhjKfuM^SJf0Rkj;HH>6WJ=|B{_Kg zvro}B$SAk4ZoNO`|Nr{F%~5qf${HH)Ff69!7kPBN6e`IZU@yWrpvQRSdbY76A`71m zK|Xu>2{(*YmuD4)zFxeyDm6Xr$vn)!WUvtx4(8S|nZJR**kq#;{ZBLJE_5=%kIdtY!l!hPVIX1O^lNv|mFzEE4 zQem9=;gFLqSh<4W%yxuzJp#2qMEuPAVMSBF%s8&xvn7tCGSU9Ej5wJR+CAb<9%~O> zL`4vHdEqX(&~g||aemwcngKTmFt~zFIM$g?To*h8Tz94PfQ4ozEE*!Kct3?BA2E?3 zXr<(DEhgFu4KO7lj#8{NVUj^LDQ&!8DTTXkWiHcE2WLT4K_1-9t53IuzLl3rj}Y9U zh7%WW-QdH{kiCuHxCpDsLr5oz_W7k04elnn5PNm?jRDgE6E-~eA7GIqxlN%JlNSa= zPKJQJ$iYK69wTKr;uTZ37N#IAXO=1IiQfKh z;lGZlZxFvxumbfLxmuQCJ9~tka65oEu(K)rdRYe|X4LQl%6b9u4Y{H{39PPd#oggC zm}HcX9jC)-1_HownLI*W3>L$WWZR;aq|aKfz)MUxFz6Iy#~#1O4ZEt|qZhH6xSh23 z$nO+c!TsnC?45GlS6YS)h4CzZNFBB_188MSlQ!O26w@cm-J%E$+u?7;{{1Cb#l?_9~aL) z&suPgqFOB`p^^#P=nKbHnVyv@1k9og<|FkDx#oRkzKI!gLLlg}^4_L|j4sMv)Mm^6 zGm7!tc1hyF_-yCZRlEzP;us`+4Im`~?rmMv%1QUebKvLo>AP;4=ji2gg5~!DmDe9z z6$btQ00RI30{{R~{Vkhxa0&PtXb<$#c_Pa>f&WYs_tlyqb4{(eq90fy5{e!#@BKtr z;~cebQdh;EhOF;r+c(an8Gz1~+04;pmp(&v_o+AJWSFZl0xRa#E2=yY6V?27ruAf7 z($1RkAjpXp=)7{vB!zkS^x%lm}v_BN{SaHU}YzPL3xz@JHiClEklyiCz z60J5#vDsbY;j$%zVsGX+Hwu1#KKyl;nDi?*z6yG2mP0duIyFOp*FxRMZGz3HN)+xCx|n zDJJjM)X$|B^Vzsmm|KYoODG|PJ&W}7XovuE_+x9<(b_oBumAt-0j(MVK!1QJ_q=|Z zqGW!|yFdL@k;;Whk!Xe<$qfB4j*pG>?C3+0YI!I9%9L=tcq0q@!0*NHGQvOAXIX>v ztTu+UAR5l*`McQZ#dLx*HCR1JU`lIAo#a)YMjP`BbJ`7{^3yI19+a*RE_^T1j`dqk zblDe;-oEe`8jPpo>R6+{1}O4RD!Hfip#8Q73q9}z&A^16jB zk*oiEPslGCIu>swaQB=i1t4frgEeY_zIIz*67$$RZXhngiJh>`CnJ44kEMR5DWS=Q zOIsuxYp|7|9R9GnSz43Re_Sg95u}5!?nXHWdV;NL8!F*#)tEz~%r*Z=+}&np4H%G> z$kqPq0|jM4rlJh7GX@H4Lbt8fG1^fBItbJ_FHD(DT7)T~!Q&OXWMdH@D7||vxD(mc zB)Bi&A$;0?7~?CR@lF5zB9(csXJ^Cqb(ZCl$3?~un%U5WB}Z}k?Y2=uaBkq>X7Y_) zRIaWt>hGnuOJr0KXP*>riGmaIpPwr1$NLMl@P6X-CNZ;+p1?a%Ef>*L98x*iZbBzt zQcOCW9F9|Zv9}`i(&#Y%mbaSFYSBZOMt}47s9@_A<9q+QLYm&;RMW)$OSmjQPtRd1 zjM4aYhBVjXk(yxJ;-opwFKsfTG3`MjrXi4Lo9;i?`O;ry6gooFj?wd;u47`5BnR)xWE`?Yk@6(;h9&e<5y;%DAGi?YY0Zx@YB5b9zG*pKP((HHqxk={6iQ>|VAhM7rFUGXMt!ue~AQzO4)#_9Y6Qhx+7EFudgc6_5LbUDIa= zM|ma$YD{bft0X|Jmx3IuTb)N3E}pLQk37x}0wn?2r?|hxZ332S6Iuc%e&5VdD#|}d z=cY=!u!+Y79f%fy@CN9WYeI3jQG68QX<84=1)5)8@^1}f?+RUyNUl*G{6fIKg1wFW zX$E-?Lm56)UHMZ!6BgE>sO=1CWlsUqHfC#9HmR%k znjGyEy<-2v_7ee!KdTcj*C5!JnpM*_XgfYYgFM{o58|`g_0qjFby)1?Y@#=gTks3? zoMjd7XrPw>(r^woV+y>un@EQibh?KS3qVul;!FG<(ltk9AQ;sVDiHO<7y{7oD6NNJZ=RHLpeDbc)o@ zjGOxeJ7C*~<7*6dgifrF!8nthA$j4rX#wBiY}}JYx??fXGJJ?yptOMSlJn0Yt?=6eRL?w}#2M15CB4DF%bx3?@Y zJiP*506JRa4#lE*63ij(YZB_CYZz^CBf#;4Dv=14C5@iqExT@$*g`4(0ByV24Gb)z zWVC5>6Aik#gh{kc;lodv&Z**2w8s>IdkwH|E$BU8gLw1jJU-LsWzl5ksAxZ;9IjGo zKxz4G_!7c)^drt!Eo*ktsxFQ#_^Km(=nzB}9Qw-tkfK2^~qyP90ThTm*JV!Gn zSQW1uF;$iVqnbe^kG?^2`SA|MnFDGa7^WZ_8V2O7(z!AUL_^(uv^p4+c$Stsyh9Ly zEeoBQS$IMj{;9PJSPK|smkNKOt?i{gST#;R?yPu|^k(&4Pz2wLx}#r~NXVViEM#Cq z|MHif(96mVa6+%;y0PegN2iRC&JSCVj)zC)V_)F1oG}q zXE()N-4d!oZJ~#+J0M|}*c>{2b3gwKPXEz(%aVCcd9xk`bmKF(ut-S$*4`SLZk+I= zvfQzp!WmMRB-~2y8dLDt6I8g^9Mw79v{&-qH+TI-@Ng|YXV=1QC9Wo(CA5ixSq@q% zAf(cU5}G2UGBmMUd&au5$7lRtrL)L_?wAIS`j8VEZ~w+^tHy!X7<)!BGa%<&b(b&p zj~JtA{ATLtYltiqKiIZh&M(w0!GHh&0{{R6007#0Py6&~#|Z}!A)PH9hZ?W@(J{2Y zUqt1J60X^zKYzE&QST}>^M;Yv?-8*j9WTXGm%(S-7RWZri-+($wvnH8(4)I&z}DKg z64!~o#N6~rs#eWf2UkhhPveuV3s%faTMqx8j9n`sZPIy>I^6iPsu4)xtqO_GQ%K$e z!!o3y3ioRj->v!}8)`zXw#^x0^W{`twhO|mLf^X5o!)=R$UoisEVezj zO%@M)>4fwDW(vQL+alaF1RI1s%srFqgZ|m(Y?!?`vB*1E)Rw@DBwY+#o8z?Q^3UNI zWO5Bs%OYgm6Q;Dw3j4H0KMhYN-i6bG+lP1yk#%7_FF^JFXMf5c;xEVX4i$}#PadMK zOQ;**ZakHf5B#xx!}5j>ZFuu3M|6_YUb|t$kzvCy9tK7663{@nr8Y1Wp+rG_G6V@R zmCgHQjg)#ah?XxZx3o~{g$g1~&H&;*9a?@ij7 zqj!uOr`5&IoT~gZ!9~u-abB zRqL2qGQlWZ1x~4>A8_wnAEA4zDI*0-?8piBjBcmu)Rb zekP8ft#N)L1;60xvrn~Ou*%8r;rM^a1{bwOCFMRt7Q!OFM7YRS=~MN?KkP<%;M+y+ zurHCJZK#`6Me|-?SdK2VZG6ca?Sx_UI67bhIalFmf1*G{l|q;?+AAgSTpf1e2KU8= zZ8+!5mC(QbLDU+E@zi(GZRx>j(o`17rItT)04a?ldXz4@>hm8(sO!x`1tejR3eB zT$T0EV3;I3Jg0V^8-@9kSN-o~uxX;mK_qK5E2KA-Q|{>exku;i_M9)g(?I%(JNr0= z7n9q{qI;hEnZVbSV2JmVD2`U^D+A6#qC&_E!-1a{F?lfO7)<-yxmEX5_dw;%4c zjn?JTTlKn5!*At10_v&_Zm`{Nv16n$0HNi1yuIzCH`k~5L%^bRiH_8h!qNxn(C@9o zzDS6;&|g zl#@IW%dNYvDsoESwFxHmv73hg`JkXoouX!Hm4S#<(M?^$SCcQVA}1ccFFlY~k7GRr zs3T^24#V@{etwRO_$7JJ)nva2e$wKIW0B?I^ak?63%eV+WHQc_tJ+Q>sNC#yG z!v<;`^7qkSmRuM0wT{84lTKmUoO&EHIjuN$K36Y(}BxBH-b{JyBk z4zVBa;nP$EH#7y_k6Gu4O449Tk`;pY`D)c#lw2iG4W`@!z}*N*(1y1F)Hmd*Ery+( ztX9ZAvmwsx%>0f)(_Gn6??dt2eN|raoyPO~KPSAD?(kg{oDxK|iNrwjR~K3hrpYtZ zS$aQJWD`WB4oY&Vr=kbbnn>^S%|Gt$RRu!)8mU_eT8cMVBR$Mu|NreK0kIXfrPk_g z6adJYb?}PN;L)^<_}?ss>vzqtR4{p16MelbD@GEW%0z%gPl*oZMfc)VFZXw$(hW5H z?izUt?ZW<}Q$yUw?%P=9#NsZ(n+I@0mXk@sFa>8yVkvb{p8lAF_g^?@P!+o3+VIgF zlEgPq@s#dAB!nL-Xw_Jk zRJ~(xX2H5P{KU3xOq@(GNhZd`wv&l%+qP}nwrx9^*!J^gpM6e!^;NB(tE;-#>gpSP zVUAaSL&iQ!L`IGk`n1k28Xp+#`7qAi*?VY-ocInBmN3~wSWpYIcGKjuo`CyT`$@i81YWE9n4TIj57z1w=pQcIao&pa@o2|IZ1Vc zG^4m%8VuI+Ye(YA$XTlF=IZwM6s)$x9WabGr=~5c;NP~iGeR!zlQZkb(aY0musW-f zufK0KrdCkw1ha}LZrf@g;mMRGhXb=jc*)mEKtU~D+w@5maE!2- zv^Wi;VSFPs6+*-!31tn0fZi*(>J*P?W+NovwG!@Vjg9JpE zJs{h<3RajPna8ZbYnO3uayOu(%UgrVj^utCw8xwk_GaM_rBQVayk|-vD!qibSvatBG7yi7S{)#o zr!g5ZurLjXG-tgCKU%;wc^P7#573LL-xS58?aBXXh^zK)XcSguNp_^D#V&-N!RC`z zWS?jVpiYHl(JeSrsH>%fsYIf$vG8(*N0;0tu~WA+zyBIuLeX=^VvS8yt75(3FNV>Q zSAL5~>$5YuKBK`z5fTl$sEv_)3-CV^vMNXiuFAu+zxNnX#$tj>hG{I^DcZUAHf^dL z4$y-K4U9!JJ3u&)QNgf?ojKs5F@K-xy*iGcZt{}a+@k|`eQQB^@`zfj&Q ze~hh2K5waCb+|cbv$V`=m}8;(7{Sgv>Dr}MO3Ez4eNe)oqWBvKN!#_#$R#whXxB&@aueOpyL@JgCf@=T6-_xQ*8!hx z{(IujK_SZdSOau+TsHnr{Xus`GGcoE+bbyh3@ce+B0(nsUMY-SjQqYa&L{nSsITmi znHSu$w~tA+y0c>m;_HIKc=1(t>L@?39V{RDWm4h73A)pwIac$}$b2wq3;PrFO|if- zpI8&NkscBMCuS&Lr(6vSjGAQI2CB`96eP>*2<|KH07_hM-e$#l%04v>+zrM< zx*fi&TIo~@vAr7l%i)|%}Qd5!K<7!ovw{CiD1DqZ5g$6xp*dK6P&Ap zYw{EcB?!Kpmh--FbOKgD%hp!6!-*B2C@XHYxDe#uzxS?$iA4*O6YIn&Wwl?xUZ%8U zL-kd4B~obNy`~KG*ANW)T?h4pL8C#b+N)&YHFbjh+g{3|4jv^LXRsf!&s#us8)s0YTMO#>?`Lc*Ar6&M=a)jB)_>A-%q0EGEzT?gV?lpq zO(ta0_OgkdQx}P87iHaeK6{;!B|Fm3ofUg7vEh&UcQOtF>va}aI76D+AC%EcJM4j! z0Fsl!d0vs(tW3

mhzP-*CUg?jScxaqKPkAX~#k7a7HslH9 zxCPcysmX7DE9v z|7hk$A}Eciue`Mpu6#h5+bkV&LlxW}s4>o3&Va(`sz=fyqkEY&23S{$*e4e1Qc5O;h~U$t|-kj#FW6|%ZtrXEB;5A0z_V4t>L=IkZJP_ z=QV_2N`k0mcyAQeB_u$H$RIT&ykv4)w8MMN-sLR)^Oe?yeDTF)kHd?Nnpp1o7n5u# zo(6};bcuA)59ycRk@(=+!5bB%PFCy3Oe|uEUoT~mDnRt%r2CVFBRv8?h|wH^2V*Ii zSR~JIDod2@&)N?Ri(ag<|Ij5mOhdnfx&%SDgme=J==&48e}k@=e#&-Q;+(U+--aII@i3YD{~n^RrI?p`t-sKU?g(jHi)rOb}Uco8N~6{~~uUz#N6^ zACxVOM?<^mph0r?xM-kM87)4e;pIiLP7up-jrtOoj!RzzAbe3}7=xsM-Zc`>8dF~9 zgH6KHL5 z@L*=z8Im6{_cPiW*y}%t#dj| z0zzjaX^d0`6iX8QVC%t)Q)pM^mnh~~3AGw4HC{>4>3{A2;#GrTz1!?wBVQI1s4%IW ztyN43==XWLODZ3tu4!5ihX-m65sW zNUjQag2i@e>FtD_4LK5G62W+K&a|z8or=W$R2fomSY2(S80rbos<2$6_zIe8nXCw| zoJO}=r)Zo~4}SMo!GpjY39eB`c|9Q{kLhHDLSY2az#5pa53r`*f!Rp+yHR6xh z!vzxK6k8Gz)dj=BHc%qwA3aP8H`RqteBHYI`P%=X8JAWNZ+&0=vAi{h!P<#iM>rF% zfL5{pX6BSme`)dA1bIvzV^z3@50(xXPGiDX`dZ#WNzCb>;H}HKi0{eE-Cu$0b%*^o z;KIjqdO>kIl7U)IQsssN#P8Ed>B*GAlf}i;xWBZV6W|!Ao<5+KGn&*G#hDQuR>X`n zsW&Rrcu?JaoaUhqVw>_Wv<=jB)1v`X3zCm-ony(AJtMAa>LEbyfHS-+MoguBT z;x|YQLP}FJffcl5iY3E-WaWjB#38%|dkj>ag+^gW?w?}KwayIDp346c79Fr(Z?RJ= zILAeOfOr6k(K$&s@qpPsQTuzSt?qno?S^EC(mVC!L0%E}Ws()o`tiPH$FE8Gp&~cq zNM`-~gXfgfFY2}zoyiBE&T_jcB|S!Z;*E()*sp!&yWu_xb9K>kg>O?F5O|<7L*#)| z@lBn)DZw1wZ?;xhp#QR8ISxDgJa;0P@rjNeP)rD@3aHG&DiM%Va|Qy&1r|rWyBOh# zZTRRwl|0$``>0Klzc)UJHV0Qb-hILEK{i8nb{vr8_4yO`Q=8-4a@rO}#$pw7BrhB*@O7 zxHVj(X&|Ka&V*)R%;CZ$Nt+xdCA~_dLPZW3{PJ+YtQ)Cp`gS7WjN6{R<3G?(@tlxRM7-F^xfL=`ZsZXa zF}NQ<-~^*WNblTBsL`mW)DBq5a$XC6lBM@_D`fNnE)*X7sV~D^o%yJ_m7GA)rXGE% z;LtXtSW|1ZDCa9{RU?N0dx%@oHubpG9!i;*+i)4VpB+F&CVe+QZOQYT*+Jbuy1=+$ zWHzst7-U90%o10oABpW##V;woHL`YIa380vl&Xu7Y86Rd*yyNvu@pDt$rA$~ZObre z6n@);x^+ROthu5G7${bOWsZhXIp^QF%Q$PV|6&(3!AYAID_*&cSK*_>`aKOt`hyZZ z%uJ|pK%b#)BZ0_>T#BF9n9tH`V0~+xsM!@SWv(LR;d??PBR>vhyS}Uo zuo7WYM%ygV#{zQw-8Pn0RQIX^FK)2b2U0eNgG|`f-e9izU2`zsrVN*? zWy{oP%Mh{YKwv?c7GNK|MVXJkoN#DBi$qdZvLe1?@_n9?fw6; z_rSXTBfJNt$o~!Rak%q4-op;@SMNcO`_Fj~#4Ts2f7W}P@cl#HBX+XEmnUJX;{?Jx zr5kz=(;LGy7caU03pTm&*PdoydL%>6@=wBh5D|2xQyIYwLVUsmAkC{XE=a0QBW1(g z7dE2LIK>ey28C8z*+ZtBI$tQ4VEgGmgY^Qh0ICdsZohud8CbDkyZD{NaNZSr0=X0( zZ;1d{6I856w7~~h5yGn=EVv$%Pq)l5av{mGy&?F<@-Zlj2)<(omjjC3g+8AF=ROcF z?pqRtqAmSu9ynkVcQXH5nb`p>h5@+zSz!Bbr+8g#Wje71i<;D>sKi`Cw zf5gNKn))+FYlTGR2ifC*v+%@%?{#zUMJ*VbmZP7?jgHiZ&bVKrJ&kJ(o2ODO!1`ER z`Ob*3XAF36WwI4_HAKHJz3blp=3v>AY_AAqG5SHMMxTWH#rekBCI3fZt2gZ5l53u98=0K{Kb%-&sms>-0L-iHU zG}7qNx*9usa=R7=OX$F7C~mJ73*jaTMtUW%-K#`Q0j^p3K_lCVSijl&V1YKh4z-4= zQ-)XUXykpO1!gprUiTZfJ=-+?5<*{`tk|OS=*CM@b8IdmhSOZW*c)C);bNCefM^X$ zTV|&&@3YxCEiT^{>umFD*E_PqC4jsD5~X8rTgx{Cl)+3y)GwYe?*);S?Wdo0wy99K zBE0D^?`GS|%nAg3tV&f(ReRq>XaD`^;{R94RHg%-`8d==DY&OF~3o zD4gUUJESd^z4i5L|Elnv^6AMcNhf##QorpKL3jiwxU8eY#bX~Wq`oa7+9y@cTAWKd z*q%4ViA6-c+{nAHNFW12ENg4XLdL?_2d;^x9wtuI{j=17ae)wD*#i6ehnf&s71G|9 zm*o^3nGDf2qvx+N5^GC(+N*bunZ~q*6KA5TsFTK#TrPZ|{jz*3C@rnk5S zwiM^mI%Y9sjjtPgi$_`Y4!PK;?}9><8Q#EyGFOzGg!wC5R!&*+p@;^;ui@5b(oHfj zlAq81?>+lJE1rMJiYKkks;xX3A(|$1MF5+*L8DUu<%_C*MPQ}iHGv?ibJ)<>eJJBo zy5kQBnS*1_JFQKsm#zfy;am~h`3&~v5%!YNoUfNII6lK{upzTpuCh!EE>fHOkIz2F znPg(P78*Td-=W_H42-H$!kySDmMMQHC#Q8zlHO>-w*71*TI3h{cTEIax=|8k8h&@* zL-@tQhcx{r@^PJp`$gQ=D=K(ryx{FT!6Pr{?$}-&^XbfTOgDS5a}1cIz+`IGS`1!f zgz|zB2X`okkgU_^JW`8W^0Fy7N;bqvvbgDPthb}0GtY_Nil5DVyL~PyR9*~)DoV|L zVTlQP8%hhjooN|LcA6Zy95&bqJtS` zC#2m~kq}zrmTQHk?!8lJnWQ?tJqi$oSZfhv&uAFHEHNr8mJlullctp9?a|B+=9W4A+@`u;=?}UTLPSGC( zIO7Kd{~~yPH`|43hfth^}uYsHr4aHDZBo{UFalg;hMd*gKm> z9+e5F)~NoZB8OWzGh6Rp~Y8f9JYRulr*hR`hJXCoBQ8KEoI$QBtz zY?}MK=Wwb{RII_K{Wy65I_J86dLI{Mo=%g4Ev*}%g8)Sr1c?&ve~bq33`iy=6^QW7 z8J01j#F7X9%gE^!p@3lz;cGWl+GzWC7?~ddbsyA_qAr{M^VhulyTAOJce{sKp-Gzz zLNKU?fc1^|vmp52N-_WOBT!INq?=S=MnCEMd-VNTL;M$g{I63(RJ|00`(=N4*!5Pc zzxS0ff2#*5%QtxB3C8^bVez9DM&alQ>n&bM0ZTqrw^r%kn_Jl*slv=ih#MF@6z;RF zUq8nc21kf&SC4#}eVK0_M~*}kirQtnx!-)V#PKDJM$&rPrOE!(9U$QQ*o=q7VRW&} zqGE&|^%)wR5T%(1yulC6UOLO|{6oL>JG=?}{U|$45#?hW=8z=-9EW$QWxPEJc8h9%CLe|*#_axR|xZCz+uR#Phb+oO|pyRd4!czHV`({<5N1F5jB9IwSU zpev>f*55v77t?|3S3?1OTZR>RO%dtx-95^yqO^uWosK zU3I&6JDVvCa^QqfZsv#y=UuzBA~dw9wSqym^C^ISkIY!Ev;HwhvTRk3xAO7|!^ff5 z?&e(8v@Fhy-hK}G9qaXUWZmmq+Vf_$~0xzsN z7J93h0_(184j};wszvzga@zWJQ9tfD*2*#7B{F+Ev-LUO4&`hlv2C_ucNMs@zVUvy z?R8><3(rRO(6!QhbkWexBaTM7#s>`Wc(whpmuH2tXm{czum-?Lw%cSXZRu!Gc_a7hOaDR-UV$G>d}E?{F2sZ6&xfOwnjlEtH)Cr zIKunc(KZJu|6OA*tnHM8g^9Mam+Pz38g>Xs_Q|^SKu*6SZ(OI-VHiP~o zhrJU9jixPp(o&ktwRmfOvhg6MVmF8=KrubAeSIc@N-q?S04^ z^4T2v=qSEi2jVT8L*FR(0cKu(+PNO`PdZKJ0UeE1@*2k!@;)o@vb>_Oe>BSjjab0> zX8c*W{qJQYAJ@wb1ak3sc7wK~iCApg z8G-~uCnik{G&YfVj}dHA3kTl_L>wYuDd@MMh>;$bFx`$}#Jx{=MU1%FHlpBDcyB3j z0_*@`x|MX34lMg8rhgC9Kf9Ly;wAre)@c%l$CXaJWRJ7l!6zxRqji@1Em-_$2^}z^ zwMWt7IO^23dZ#E}r$vJY5)6rljsl(2L}ndcm^bi}TjSxQJb}=WerrZ+k-d`lh0Di| zU-#<*&s!AG2S!&q?-(2-9PdBd-(lXr2IxD|H~99+ZoFOFya+$KUgDqnmqXNI3HNuA@% zun`}S_r$oO`Zxmgec9K`dG7Sq*BAq!3GoKmXv)3$OM3$ETk&V1?!TAl{lgc?!K+9& znZP!GBKP-@`?EdyFN*hHrac+ruTJa&w|@*bjWoMI0iaDy+UzkolG7f3i#d)a8K(9} zF1h>BLoEWIE<7zS>5!+`{A6faey;?&kd!gxBI-+O$*dX7A49HT(-Dg6fmZ5Be4(8B zto55k4$ltT@8}C2!Mt^3vhqR z+<$nH1B!H$1sw2`xxdHUpJDKCWbVIC7`*f{ovZtHI4)DVeJjQ}1*bF!lF+C>J9xmM zWU*ewEA&Egvs>dvC_oaR>+n=n8H-0U)yevZ9`H#KftfZn(mFAZi108y7A`3S9?=65 z!vN2sOt{v`2KgmrnCWG6%Xu9@fr`l3I>u4>%&GbS-f zJB$sc(vLiPN}|^cuWBctC#KZoxU%$3L!0LGfqs6lxbAdvQj zpqdX))20nVm_Ov6F8U#8$F=`B+1~0HMvCGqxJD8MWU+W&hd;uI%uq6nyosy^doNn| zdct!R_*JP?X3qy%&84orx%U-7z;EM&{%&iYMi3_W?JK}d@W2Fc$DO>0lnz~lt89p^ zA&VC=stVsd)tGflP%J~g8n_e^gB3ThqsD%_TajOysOB3*+vlF~+BbgJxdGIz5g275 zjI}6tBy&~9N@mF{^E&E1ZNj7X%(FXnt3cciFb}-JaQv-I;qQ;>JeYxG^*F{s+%5Pku5_p3LL-&WJl9l6at-z0}9c;LT;+ z{Nt~E8-Pu_DB)M5%3P@T`<5fD8X1o-@EfcM2MWaZl|RW2dP<5#7S(iU?9`w{lU|uI z^UWM34SdqK4wemc;IDHqO1#SgO7zd0{vW;R|2PN#Mo0bEaSoDaPRsn#n48y~t#SA- z^4wv<1-Op_l*B4MM}Txi(s=TKtW;Ww*(9TMq>4%o;I)MakY0~eUy=YXMGHUHfP zz6T(_=*h_#OeX-BD*nC1kjzPSMyZakbF0MRn8zut?vm5sV#)q#xGv7S23_6{|Npj< zfLOIs|4SuGQEk(BRzgE&tf<1^>7ypgKwffYXKJCzeVr<#gcI+~@9>)~d z{H}ojMHdN<6c=`j0^>xRBJ*{DS*c2$`oA3o_`vD^ECBr9iWUDK$YTf+ z?{a_|{)4{%5&Hh)DEu2H{9ndVnD46P#693tuKGf_I;s)+*%;_ssKE(Pp3hVm9ni|I z?8~{aC^xdA1U?m}7_zjK7I1HK(V``4{Ci1?%IOnhtuf_!J=izXukV{}LtmxAv%S)gHY;8E!H(-74(X=ZS zc>5jAZk5Eq@qFYSN~W?0evKeiX0$RS40OFxf!CmCy~Q6@=VYb(kbLEY5}^XM{B!o!Y9UHNmmS zVq%b^)jI0Cevjzb;{N(uQ=(3vez++r>oi5^`OK}#4J2ZQgZEs)B(wJWECPtRdY3q7 z8daUnLby5XY<%w2R32Qgo-;A(02$G2+3WX+a|@K>$^7b&kEWvdr3kG231=3-y7DO8 zjhTSueAZh*bYifdU(zFayejY(KQd&apMKE_5Q6Qmtrq+`hb5C&H{lXnQ071Jje(FC zeeG&n`}zB>OCnxzzX?Q+i}yoRP5miqj4tf+WfpX{Z^b4~QsI@lh`af6T7If!%b8aY!ug7!zCMih^0Xt#mEnEMV5XKKC~ z9Zkb9h{ZnVu7{BXq+^B+Q>t=&(Tj{PI+y5WGE_u1Ja!PAG~$odu}LHesr6t?;RRW% zg3i!evFD>0KXVRg+5uN8gm8bSo&wMw_;C{aA+wL>bJ?rQw|`uR5^0?#;otnjeSHk2 zf){IBt)s$MY(wQrRx~jziwyCNYjiLwHCnN25N8~3@xOom`;`sH_z9qk73G_Uo2>^VQ1op@aau0Q}<{?9@H{@W?ANWy$W z2Gf}W4{gOdcphLHaw+Fu1qW~SfsIb}*SesXe{=GU%7em9W!tjIG3U>QQ(4fGu?9Q% zJHYkb*tAo7+OakZWV(VHG6@*ebFsobkyRv?Anj}XLB8WTLXFxes``q z=To{qzuFQ)IpX~}aCI4bLz0|9G6fjRPgd!C$46``1t}EJ;1bj8BqbO}Bd)sS$9Z^P@szjz(E^`8Z=|62(*3&f~`HX53&%TplPP>p`Ax_f3H zY*HU3*(W@8uR?evUb1~IH+C(iJab1d_yxtQejSuP=sbQO9x7U~15`M9C9|+ZtSR6> z=475nqbnlD7FkYI(bwK)egaK6WL}F{nJfuYFVj$<%74+hgLsz*wBR3f{*Tc49}nZ- zD7XJI9>#o5BbhVrV4&ZO*eB;SajnGP8WW|bFZ$f)9!172Uxn~b%jKVPF6cRN5v|!M zvU_^E?Eo4F?$WyvH-W?MwaNw|FK@oDI zp0N<3qYD@rWl{qgH#FRjqH#m_@Pa79zdcg_ODoyrf9#R^4P1c;bo8GEga6xcW;a^} zhBF~>^Xs}*-J_4c2yAyiJIR~g<-bnVWGy>!xz0Me(Nlt~!(99Kvf>CTUled-&N1u= z)z6lq`vf+dU07G4%`gU1EwX3>4E2)VN3WyJ0RsejVHxb9*=3+^2S|z|gD$BxZ%DIiC;ILURNH zS{>-#(VgC)#lPoB`k|1CL<+|if z#y|-oGI953B|^TGk|wc$seN0qf#70AHbE2v_kI=Oy&nee5W&jvl`_pRDU^iuun4L5 zvt%$Wt$urD6^zR(e)Q7>s{7OHLyAY*Pt87pnFl>t1QSyRXT~K$g2hr0^+K0T!v47( zo1@tivQ>wOgPBhU0wI+g0JH&Kj_=%ekZvmM?!I;8#wREWHJ+k)waR2sFsbv8(sTA4 zzLX8V4TYM&*e{Hc$)JQtuHqt1A_97xnGnVi9K18 zR6}3;MoYvAymx^`Zh8#E0^yAPs#c1(^dgB_DTByea_W|%-4GtoI9U-f{Z|2JM$I~fnxJV z4%;0E#*A1EzD!XdM_9G;rRIk-x|1xG%6U!{yh2pSgmn3YoXJ1_u-=Gi*rSEor?ouN zN5x4mg`DpGaRcixIuv3A4klG&%l`&$H<{HPvq3oHi{AGs6V)G&_@Wc|qCNAYu6i}($(U^Xb& zT)w{LXXfl<0~$fXiJW63NAe%Xm{f|rTLh68Rm>N(GS45uW(NwJTq+swdL5MKyoFFL zLzX1tzbu8msjy!+x)Vec2J%`Jr*9jKBx<(&fG$SSD<#eryat*R#&>N`C7_(5y5)Q0 zLR_{2{-lg;oj@}Od@~tv9c^S2cH!P+n5T{t)nxucuunR4*9YZN`)Z2LE8g77WP)LQ ziAQ8{iCmhtcM(}%1IS+rnYi}XQI6UkMQuUuchwKzq3r{yMVn-^WU^>tZhYE>UAf}f zhl8(QZmYGgP3_`qcxk>4eC4hJH;jQK3fvJ5HelMlPZZ#si=gia$I^>zEKC7VFzx6! z(a}B;UiyJ#G3Dt6{YL1!onhmy2<0x?;#v7ffo5aIw3Nc#xGtHmf8Rs3T6{VgcANMA z@&dc{ZLTXMheE%(LGrZOR>B!2;>;;Ya_s7nAdJ1SzDU6Mf*p)b`cPfvV808Qb_$9I ze0h#bOqFPoe_x?v`}VCIx4aE8AbB`6r`$DuPyuQN9{2WX0s&v^eJdQst6c#J4`{?? zt%l|1ch8>w6V@MVl~O6_4us@?>n-e{4Dq*Q`iNFVX(LIGvT^(D9HA=8#gZF+)5mmp zxC8evgsvR;^{nCXQ-SP(g0abg6Rk<3LMj8JSW%;vw9W*N>>6(4+l7$LQ@dCSOlArp z?`qwA3ucy`WAx;Q%#*8KZX28(Cwcz<=a@=9uh$rW#T(^k zIpN1>&tZZgAm$dN!8b_pqfeu9Nz)!|I~+K=mNDi!To$}~&axtyGCKo36& zeeQ}*r{`#)O)fgFadfY4PxA^;yPuQhlBEVf@kK&sc$EXoZ02Z=WCFax%^i}8WB5{I zk@9uo%+Vrh*Z>`n0GNw(@AG~7FbvZWAB9LRZn583*PAD}VhS+yw$6zzo=REcX8wws1zo9DaLuDLHn|eKN`w+nD?5btK!&WSU`gF4P+_O?T#ugt4f)i zD~4NA9djxL_SC17?{U!Ks$+COXrrs=O;_eJ*mNzv5)S)>EJS=>+lJzO_O*BO3{Fkc zEWf|j5|nT5;ePAlUhedHn`n)m#JS+=5^Mk9*fWBvcncL3K$htA;N?+~yz-8LLqvUd z=g04HU>5iA0tQVO@uPx$*xN1RTpfXqczv8eDgHByCGH>EBm{q5`0dK-_~X))J19}I zM_0$Em7U|U33Pf3I{W`iLE{BuO8e4?7mSV7d*z0nbFsHBQ}zw<6`Q)t1c+qAXqULQK)_ z)KYrG0)N4yE!}I>r#g87@KRZ*Xyvp;%bpyZbTsi(gJe?NLvX{!Y7QnD{y?`ZFC4Y{ zdS$aYUz|^A)Hv-SZ;lFOwb#frbHiC$i-??JHQ9E;~A&~r!;StE9A@#oEF-tL$8!j zj;9JO~ z3*&w9BYDuZ3H6`63$|CPv){yeS+QlSn}9f$+i

T0>AFcYGV zO0P~W=3)5Zo)LaH7F?hubo}zL+P158E!!}rZP0LcA-cYQMx_K{m&Bfatyuc7x;(j3 zY9X$HtoDP80lez>V2U<{4sAxJ`187#DZ1An-Nj4vu&wAJpxGo()_NEuuLxQC_2p+o z%2qG)VdtU=$^RXrznM~L?nzt{tDYIJl5t(#hx}bPCCvxCQa*_dh%cDF?+_A-O%GJ0 z1RDT812|eS*my~buv|HAC*|{@h$>I|2hXkEo)E6I7fgLJ52*6ge`GgTAmAWvn(x#m zz;J4Jn>vwW+ zdf?WG$up7HPX{*w+0PQ36C|qtUO0HvE2>qKE?5}R?Ym&lRi~sVQn%F*@t{rOic|h1 z=ifBFaQb!rfq_bBhQm~bz~Ufio&ir_*ypsv7hu1dWH-%9cA6=RLMd1j3lrezxy%Cb zj{Av!PT9&j;y6cu=@+}keeFKtbv5qwQ@ER$n@nW43;N>{4QT<%2anf)AZwl4ao8;AtOXnT8M_|myW ztY=YbH{yary5J?hm|l5hTmyE9Y#OMGE8N@lK8$&pPf?J4O7V&iqOErOY`vc+L*uFn zA|^u1n4jNFzAa&etbe`$R{xYHrCU-}=nuo9=P;zWfLJVl->G<`?9-dvGL5t8-Vf4UT z@aO?J=P;At?J-|22(vqk*XiLX=Is7Qsw^%j*=r43DCbt@Qb_*rOW=I-YiV2BvKPlh z8DJ?xdHd$k!6@K^@VR|RMxgwW{JZp_)*3s1Cz=`$;&W6m;ZU2Wd8Kt%DvGB0^Nai8 zab0y^x#-wZSyH&C(o*QDSxNDAFQ(`TXI_K%Xg%zto=V0Z;n3#c&Ll^Pz7d~YxfWGY&a9{F z&dd*bs{TiGtamuo=#3znn*H}?(nA>z1~9y4BmrdDyjFXxC$FC?%;d6Ir7@Ik4^Z+& z<)9b*xV?Zu2Nri57=~Sz$RaztF3ENwj3L!#C~YA6so%f~`|a%;{s};^@=0ky$CZ$( z7&8E%9yeHX?(xZ3UIDa#9q?53BW{0(v-flw`HM{=lWk3mIMX z)gdW+Ob^CSFKD7G+?qPZ-XG z^FE`Y4C*o{l1}_n{`ahJJJn@pfe(#0gUd}`q}!P_6*(4{^=cLYNXic?{~SKMjYl~> zY@eA=15?9>8CxLkD~>)+wC3!ovp`f-koHIk*@hoCz~#uBaGVjgzut7O+jR*i!@?)S z9;66JfpJsby@K3c%(Vn61!u6c0728pN-Az`C1z7Jb$#j1uHu>67nrZ)K5uX;jjSfl zhxqe(4?Jj>TPy69teDV7uIWnjeA9NbqCYg+gf9;55x^}DhMNi|F)k?QzY6UD1sjB^ zmO_^)X^RUr{c)1(wLq8Yyeg<-=jW#b9Qed1k??&{<=PVq;^0Z<6EosJR%s`~;315? z1-gVfSLYoB#0Lo$zd-!a(@b0WJu;qcayeg32eg4wNJMA^m8RG=W38XxH?q2wdd!;j z%8tc=l=6D;on0X6!@HlL=awSEBjH#hV)X;bC?_cFV%#X6H=(LCWB;y~w6{mg9X8`*xBoC@+vk#@v z&A+!PeCM$I)=fTCf0!RUYV?|QI_1AtUBN5p8gzEjZr2bZkl~?8d7ff5`kmKE- zuQWK-+7YE7clJBQ-|K=4bhKL!000i?0RZ8Li;JKD@!Icq2{6u`Nok1u4?!NF{=+2S zc&(SAcKEhB9hbZbPfTB;0K|kpYeX@E*sdzxSyyId5C#Ci66fs=)HH2cn68mutjVwG zWEbA6wd(dePxymvi|?v?OIXXV48hFrxSyP7zbGJmcO1iakMs$ZP34N1ApwBnCt>fH zep7(xYvebRcj3KrV0`5D1Yr1`iJ%)rEJu?B0OlEaZv!_#Y62AXIS2rMmr}Ph-hXFonMxGzrwF3gVrlegtV6|p#xjy zRwlq`-tisW>E)aSH>;IyoC`&yY?;?#IzVaCW=-t39dX9}<7^QhGu`;c)vWNqihKU$ zpGS8d>Oh~w&G(Ajvg~QPjf}kWMvK-CMn&~cF;;NDwWO?*KfOf*kwC)2yC?z_$&sIp zPC=I@p&bV{bbH!I{=V763dz0uY(6sC(0Cd4nsIj&n||~7S7vqiG>2`1?P=VuVdg^K z_r^~d-6t}mrNSee*4{|fsr%J*-(z*%ZbamvB6EzC!PQ<5KRIst-p8LA1F3)f%4IO7 zHu_A{|4A}JZop-W<%4OO!+|BMUZzy9CogpwZ3*a*)W>pBQW!TUe>x?WLN+GoI5L7J z%$+s^{4AYFYu+O)WP^?qn-N)PK~u|#yhKOobnmgayyd--AKCR86U-R@i5DKMcrBgg zxTFuN19Zzv5ICM6LU`)WNuXOLuu~J3lHsY9=rdQSqWZN1aX-u;ggiDW6zS7t8!Ah! z9=@=oh=>AWh&g$)AC9){5>d!WQB|x?LhJh4`JAcU+jEi5@Ya3U&HTEIUp?w9@f8h9 z_v2pc5DN_#k7lyYGr&q74VpW9%O7*k3DAeGSd_k^&dI;>k%lI)(O{<|? zJYz(SK#&CjGcPlR9m7CR(Y0sPk}T4m5=1t*^_vx24HpX%nsm)tVt=2qzfH4#he2_p^PS z=UChC=UWKx+B@w66JGR@fSq%e_gjng3<<3^KH^AOm3wxF`T!{z+o7=(L{mN;`;}o7aHWl(kDLQH5ISA%k&}+pP$iOf~D#ET9Ql z&Eei#`H$6P{bmZcUlMi>udR$omx)|_ZKV+Is8blB#d3e3st+Mg-#egXXWipY={D>6 zxac9b_oh=QAnq=*Uz}L$Kq<8!(F=#vMziDpG(a2(X-qNKe$?M9DbU~^2!vauO{G9f zX*TLIF9ewR3al)76pDXIJ)i44(;@*bNJ<+p5M1fr$((6kK14eQeJ;Tv?shs^EtD>#}bDqrd0 z83O%|MsU|m35&x(YKRi~DfSkQ%K`4&@{W(B4{P_Fnh4Z!0M^GD2y|yL#Oz8U3d90E zU=+YGm@L@)VdnsljuL33jSz~OJcm@E_?;^> zBc@@apO0A%^uaz=1vNqDkR8oETsB~HdUN#04@@z(Uwo_5x@I`^GkB|i3=}nxVu|z= zyUOKTMmahqFixa< znC`Y(wtc?CagJpGG%(#9Zc;r=B3dhFxL? zE;!lgxAW+lDE&=ag(;iakFrpnwhEbNScv@S7%aAGi1>GWDev(8mGbQJsIf$Ml?cwL z-(p{bCAjRe;%F%JG`Jfm>Fs<(uR%rOF4Zkk0e5(SdqF^L-)nTJIs>GpWfhlu&S!DV z5_H_H3&kqdqdZUQDI*3cV$*7D0jGth*h{wDX|s&0SW@hvO@Lxp->NKVJoKG8cu&ya zysEW65n27p84j6|Jf}ZEe+52zh+>;8Z4u5WxY!PP zUX1Q#8W#;K%f5FjTv74>Ik>Y;mAd$7Azx5{J&5j~F{zmrU&g@^X78)50=;ZKBfn%< zvmUIVI+Qk`Z(mNBVWvsYViOHGT1;>BUR{s;dW)fUHkuJD0`I8!Z>dj3Q{@z*IGmZX z-d*@C7~Z?B1Abj9e+zfcX+y77GBt?C4eQO;9^WOzbF0+Pz2zabY$U~V8eI>(06pj3 zuGg!fVz%4{X-Dud#baH$J>lU!XE7NhNDs85>?1=cW}re?7& zfX^s7(YV>Ve)gJI#q@J-u_`SQU2H52kGjsgRLoI{j3jml!n)4IY_h75yTsb$gE3sT zc3O(3d{JAATB21~t6MXFFGQ+f9$E@o0&_YmZaSJt*4UHRKbIEU#A}0mD9^`7m5&=? zXa9+4Y~y-pTI>8_eDiB^ah@fSA~AsXPtov>_JorD4kti0VoNnzdy*-@pU7Y8?sw04#gnd8R-k)0fZD0a*Y`T2&|Biu zs=f|Gw-*B5eBgHVP?H$aN&nq{etN5JEP3 z?{nle5e^ZTSb!y+l}>p3`DVm67^KkxlXu+vqRECnqM?8y6#%PZM4si0Rr()naQ$J2 zt74bI;`6K+(RgWiI|FQP1Dakz4AMxzP66$$=3&>d#eXLTZDvKOIVlSsagaS#bx zZ=T9GhKXU{82~%vJt<|n$n4m$EvqK8OH7_~$&LD$$6v1YJZrhX`dzyWSKqSM(Kry< z;j&E=r70CsE#U-+>_lh6Yn(?HmA^TDdY0p@uWqltOO|VON%$aE9yU$e;d{E0oNz`q zeWQ^iZJx~X{GoBpssF@EU>2tl#(23G`e-%y;Q2LSkof_Y0=nK#mYy*pmr=@alCD}k zSITms!f`J0R__#uW91w0vM^WfDsRcHl(%{jC$%09^2gdW&KRY_{BWVg`p-gAd(M+|=Hft7H$`^ws*wWW4I?ME?k&bMcnF z0`e%pdOUA7Rr99^Tjj30;;qz|AOLXsSBnt~0-^z5SAYeDx7-h(r(3ZE&Xvr$+TRK1 z+k2qgnHCu}bR4tj+g9oYiZp`M%LyK?j(Y8-m}x)FXneq|D>hf_PVKAvEhiU-9l1%$ znpFVlNu&nv*x!5aVHxZ3rgUH(Js;pAylhr56GT5RZNpf$akc><&L)SHu7p4~xy6$O zpOL$Du;2!-+lcV_bkq8X&tN{@WNiypJp4o{OeyA_{g%pa`YKxGppSab;^%np7#yvKuQ9S*uvLHh^W`y z!{SDsqhl03uX9om{m8s3h+I!Db)Ge6)3mN9j5tu+woeq~4IY0jIjf|WTFtsNK-Tvi z=um3V!57Z}!}M~8#Yt|U>=Nz2UY&P`?jR)U06cr=-{jMY)wVSgY-Nx~sXR}hc zXRmlm@9Qbq+6G)SDr|0xEW)UOV)my5?czgAj`1?Cmx$XGdW1Yuc^{M$h@}GOPNE9# ztF}?(0MhiTW4v~|uvpSQ&Wt^_7C{`60S*2dhmxBIzL86m60EKhAq=t8ahJB~Zl=r# z>kEbSo4=oUex&~tLuolQSGd`?P$N+OT(Zshx+rMnTm2 zyyJ3B)Or2RB+lVEjunF> zi=hZfhkx_Ihr6$wszY>i1u_Rs_rlw~d&i}**+b1{XcMSy3sYXNV)bJp87c-*J(^S> z#MEmS%t%cyGo4?%12~#e_zI>XnQi$@t|g6(GWrJMjXP+*^rWYicZc*+8rabS6F|up zmp7lj!$LV`bOQbt{Cu4LvctJcyJqloARy?XPcP2Sk!83fZpU_x^WjBFXBb0S`fAX| zz;~&wphAAU`<`Qj`p#$MRM}njV-7|?j*}pe;oP<&w)z5&r?Q_343fV?rbXT*^*tmB zLIM89!iH3zb13oG{tyxN$}z8x+RdhC+WoBAZ8dD5n3VF+z>(?UHsACDx(s}h;S)kU zIf-!VZ$=wH#^vY2n3v7Cc^H8LHlV}rG?3~-X+NnNzCZ^xtA&v9l+%8=JGpZFK&G`? zxSR5FIpd@UdumYVL}5v`6UTMW#xiRId57~MzjN10vq^+RS6XSSIGC>LLVfaT z+aEdje>fc**{+4Ghc@nf*R=l@Z=Aih!?KZTm^6 zD*af9uUi`XdCKa7eY}jK6`5b&H=g=Vb1Fax!yHn89d#$Rqbj6yW09Q?nan>#xdv56 z0Yk_n10(NJ5c7w8Hn~?8{;vFDumF$R>CG|jDx9x^PNPlxwMCunotsD2%iY2iOt{+( zbhJ4%=AtrOuSSZR3O_|BF!qZ5$CYYh|AswM<>7UnHjs2oXHiJ*X5qe`g=C`1q?|u#kCRRsixmb&@r8Rx z5OLl`vBSoz@AE`nmEe-i=LNfzn4c)QW}U8)iFcBN2J%oW?A3BpfzFR!Y9D{@@U-%N zAdgL6^rOzH8I4K)_1YWE7n3iR5i=(P&dz|hKqj!sb-~F#?e8orPU5Nna0Q{BXj|R5 zFoMhD-F)SeaeVobu9px?UT{t{QLRA!Q)+WL?>lbaEfKiu}*7|ePyN30xFjB^s$1>t}-Y) z0VO0&UyX?RbvailJKDF{OkK26rgs$NpDU&D)aS#Wzpv@Y%BSSXg|2#tHKJ=~Dey6U zs73RygAt#Abz=Y85SXieScJ7}aUZA3LCLeSGiW47M9!Ch2eLXJ(v2WA{C zAWkpU?4g9^sPG@*I6Sm7*Nw>~$O?xsgUmab5l53TZLQ$*2HY!Te+&WlouGdFDSD-E zdv~GKQg?Fg>y_5xBWGBL6%BA0cR~@=p0eMLxWN|9(ruyj@)vXV2<(XfT8RWWnYb$B z4xtjtq!0_Is5Xeoih9q$-+GDiR3ITuX^JMAOHN)6ED#LB>RtS~q1)`q^h*Ju8ik;5 zWV-w3dkw_8U#1EDa}!hB0LmSn zg>_0wGSHC%Oe!o(3fECW8yS4q#(<8pIO2Z5DkFvK~_ zxj%~P(hI-99a}MQ11~0 z5T)|Wz;Nw4%$Gsew1$GSTD5e?@EN3SUQ2Dvp@+txD7_IO2TVUyWha!O!4$c`TOb$2 zYAEl{7Fu=`Pb1bA@t)fCFiFuuUqtQMpB@T?kRf+iGSGP@HI4A3ww5wDX$6b`q`#r| zp>n4cvP6{P>tT)ycFQlZykx^yTwF~81{w5aj^JcHD!$Xc9GW56n3;kXRAs%e@23F8 zB<0wB*L0siwJJ)HtRac(D`d?QMtM0umugUW;w@mh$`92>e9z0Q}i*pCaj9P`l1HTfJ z;5re&%Q3;v^7x3qB;N_B6e4)EPSv6EEeE%Z7u+4gk;*^lmBj(m zg=7x1BOwZkV#iRLD_v!^gIPdEB(NfU*l$zA#p1c4uqP|QXBU`zxPet3ok|ISS~+3C zmey=IL^2NT(Yb_Fi1o|Ff7JEb2o5%;+r6PXMTW39uDwT%Sc%*}zf0T=cn~!4goe9Fvlk>CW7Std@?hVl+iy#iLnL2Rte(XZ(hQIOQJkE(j7R|Ms`x<=c}Y@Z z+AEzZv?y2qqGIgPBw<#+foMEVmkoij$b(|n* zH!Sq!{R7}zyKjn2|6`kYdcLRRQFu_Wm_nq&r|KXJtDklFe!Fg`?AJo9j<7yj7ipN$ z^E06cNY52JIeOOmL!(OyS8USy-jQ{w0`4pbVl3B+-wyKwcfZhU0#oMK4&Xdq3|YT$ ze7sMw2{$Hlus6cTUx1uU-!gy0vnx2#Xymo9xB~2}g!-&Ac5A`km;ADQ$yq*$U$1#D-qxZRbreN2pKAB=_(EJn;8fwtY2Huw8iW&Osvw;4wRC>h zW1<)jIkFS^(WYFMkXfdtN`Uso)aDmvDyH9uPZiD+4Y^J?U zKZpc=vJ=%?Pn+(-0J5#BP>~uR5H24A77krPPy6XMui^!pC@hIkamR@U{-$Q!n~zSf zV%h`P+HAQQ@nH{zVxy6kOxPmdk%6X+>k?$3ir9MlcH*=}ee^p`*c7H4g49(z`tHLA zP*b{)pd3_BOYcBWeMZcxDpmy?lz@0HQhz34W{L^wYiY{4 z35G*xAE^AYAYm~5ab8kLWRHs3bra* z-gRAchgpco7n&&lc-60QO5MydmHc*Q9k?7(35k*>$XL^~m!Ix{3ph6OR3#?v>o$|h z@vSp-^4kY%jmYX-#pZIqhI3xA`|xIkb|$`zRKh@0jdc+I7|ClJTz2PLY`fJN{5v^4 zdyKBL??BM=o5eG`Rc1qdH;Yx7vyGkKtDG)y2~>oKtk-2csh{2>or1ARpf+U#-9UtO z6^}y8-6Xn!vvNLbMhjZWN;lQmF&v=kC_qwjn>Qd~nfBfcFS9^PS=@u??aksSWdX2; zQu&Od44*xbRA7xg$7xVrZ9I0+`eA^<)K1M@CK{I~X&%5+h(FE#bCnnk<2-C^$W=7o zJ)Q)-D8HY^lV_@y!{0TGzvOpN-CRLF!|0GF8xGRTT7wZ7(BL49N2&01()D}n>v%$~ zdG8jgbisP{@Fe+zr10L0>OwU+*XZddd@MHq;iP-viAV~^4i_y|>3rcRxM((sbW?>* zEDKQ#lH*2{VfjRGXVBQX8H|{LtnLjg(Huy!X1sZL^TbI6C*;}!VMECbbZ`C_U6yz- zK3y3%LpgUr1*V$DR{rQ~dsamkY+Rb7X@E(ly2y;8oplVQHT)sLTY4b?>kdLgJtf|bUJU$RZ9>HpD z#5!t|q5)&pO8efD_~NLwmi}U_B)viBVDxzQr?AIMRkxZeE^@L2FTa0?@@78vh{Nxl zDv2lf)eiFJlONt=0o9I(xh7>GO2zN=P~GXK zgbNmP3k+ z5G@bx@O!80dR#A>Y4yOIcpJ`+$%lkmz9oH?XRfjSkX<>gB(IT&obAUWIc)9(F#@7( z!))eXk86Agmu-W0_yP=UG3c)Dwv zSzdkJ(T_!b$WpAFxvFS|LbA|A&zrE4|n-&~>>9gbL-sPP< zc2cPOg(~AU^l$)Rk7&jQ)(dGNusVe6(Yq=4SPB2KVnMkXF#{dEQ_ij?Rwx;IKfC*9 z2$=Wh-h#rYSAx6b7=6-MqH%bB>P;puKW@aO*djNRO@LNugS$R0J9z!s4g#1sF{?zE&Ixmx$umn zrZTwF5pO3kj;Cq9_vwdOJYG-ph*VWK582DbKX8pWVv3AlM$b=PheDa8P-~2D9zE`L zX5v#<94A9tWW*Y#(qJh-{M6>Dum^lZLTb6NPJsth5V?WzkB?%WM|9U$fPNFYuWdaq zs_X`}+{GA@C4;D?l#dtBLL-@fPD@m$ZkL0Cgyj>{&76y3dTk=DlqU9B3kRl5+J=6v zg5>s6~w00`k8u$ip+(%yp7J zX)I^>0LGu>=T0hQF~EggtyuDD6ed1+_lW zf>?(J9x3Pfh&n2r>qpi5pLCmt7KhwwOGAHSIN>{7!`a6(=ESq1~IlQu4v=9_#!mN4=w8s-oRCtj_r@ncGsFhckB1}|x6s|kJKZ>An zkmm=dWiJ1si8bm^Gb;7v?AE~om->OHT+Uw%+s0+Tx4QreP83SlxU{yv3=*x5JGYP` z$ox-z%_52NJw`dQ?<05mLOs>=#IwtrFS|o!cCa<0ER4=$XOnHS37#}JjK@Ftiv9Wk zPuxs+J;fDiVK^5(x~;TQLsU36*pvQ@lM`>EznQ?EADr|aDclDyB0W)T7rw82vs(iv7`cBtW5&Vs?ne9Bz(vG_GQ@eMw4+FJww-g=Q>tpw8v%TRTl}9r3m7rs*rcHk(dm-T;#x)i#H6aBPaa(957rtcB zVG9_11pHuj4JzeEooVMQ8-0&-K+lO1hx)k>lfK?9~f71{T=hmszl3I9MO7pFCiVoQsXJ*VY9To)%BpV-6r6rvVyGVx7?p&ygLM~Yb-N09HJMnK#Z1XKGD zoPQqhT9bRWwVP80Z9W3Wa71hgwhB{_kQo??o|>Dw_huRJMU+8Wzvu-QMxh3}Huobq zZ+MVH8ED&fo@>0b{Bt}gF_9HX6<&ii#>c+BU-XLqy0iZ!4o9)8tqED7RN~()Tj|(T zw3jmbAW^%KsQscS{KfYG6ZX-?l0IOY$rmB#bk*7U#_t58TF9btE!H?6=}E<)WIFYE zQrzS&iWD0G^*wpe^x3{usw=1x^(mF2HMuju_ek&YnQ^X!SpnEA;8EpH@D@WHphGei zaB+1WH!_y0UtViNaV8<^l8v&RadvozaJimDXJ!d4-p>JQc5(K&yr=*(zpw#Kq}9d#xLKP7i8Fdlh+sPP1DAO+tHP=jX&`Ztw+Y4_hdKUFyq-_>o}bn@ zkzTqy9b5A3y${V`w^C7Bv_)Ol2#RA>F0$WB|2!rArDVJ+cMM6Xkn38^i~0pfD$pCQ zeSI%nij!w`C8;Q?8$B!NX=iD7@+9kA>h-GT;8d(2%76qsstnUHGG)LeLW7Cl6PRy| ziMpQaQ&nQ=%1!2Oqy0(F*PkKnjg9EmBVp616N$rm??u&<*uoRv1D2t?;ks6(b~JsO z7G~h%FRgpri5Nkv3L4jdKtT4;lOOGk^!z`x=0>grsY61^m(H+osRsckN8po>b%rvl<2y{j>db$@-rfTr9I;b~1lt}K3UAX&` z6?d=v77?`o{-xhnV8Mu#j7fdbE7x+oBH+E)NR??3#+@M7p^lY|j$11(7KGrp{=V3U z2Du?QG%~MkdXmmbfuo-vZTTHcaho5BHd^FT62B*drkafWzNHo~TpKXoC3po>xz-A< zs*;j@(Bpio$t0E*XZ)1D5`m7OL<)Y^jI!8d^n8G?N;Tb?=;v`wEub(T;H*Lej2?(QQ_@ICyLX- z+U1%%Y#7Kn1KBB>!7kTfH$dbm11O?LMAR5D4oO7RGMGZ2IpY)2cb5_QGo93B9N_4$ zP7KH&`Xwm0u337i+zJ_Ggg+|gxV+p5PN%~bd$<4q0{~%WvaW^Fdj>piuD+uevntsK zd&h95fBlo969_?5!pQMJ^x~a!gP3vu{4cEk&+GLlCEWg&U3t51=yNyuLl$YQ_KlEW~5LJBhcy{nrCTHd4hPQ*qn;WfBR19CL{wAbV-B_5u;l9QUbChmB&hhMU- zI}E)Dp{F5t9V%M!Ji|U~Hnu2GC|>lMt0B7{OxL9nMmH$fsBa`{Be|r$l#xe(jvSZA zVS|rPm<4L3ltDsdjXbIK-U(xG&h=@F$(@wbJ8P$mO;=$`T^w`L<2ID?Kt-2hy&_gt zFzya(R?N*f{KcP)U{%mTd99WXB^$G2d(3!po? zeQVmG+spbzwWV(U*P}Z1JnDAizWRML4K4%xG!}6t@gr`qvel=sb}=7|)EU6JVCX;) z7ju-o(=KO!630J7?Uz+?9%ULU@LUfs8i~U$XaABWDeQ2nfHF-gQ2QW3m!aZlN&?Hm zt#+ky+ksI<=u%(PfKqkXCU*2ZQc4&4IMee9y~dO>XojTS31@Wnhb2QZIVtVLlGm@GuIVk0 z5W%!EO6KYup(6itq@+d7DgzF>6WApu2!Ig4RwLSkl^TlX*zSb}6-V4|vve%7w!LAq z%utgGDMv-9?y zHIe&BzI)~npWqDCFdSmNoxg}kq7t6N>ohV_xRU=mzGY9jGZ-o&EXEfu75Ymc#EoLg zQfv!-2Q#h(YTm5>rEY~xE2LYd5ibu15x5Z~Cdb37=NV>1jL`FQ3bVO|;ba2MIS|Th z8G6=&!94$v_E9&@Px_9V^}LbR!Gvwvh?H^z`gfrs{DWA@Gc!|L%{o40!y3O{2kVHU zzG}wvB#4-v4$-or{9|*VJT9Ogm7ZsSTZd9Qc(qRU}3`ud*Ok0Wg96-(NZK)n4UV)hUt#$IKP+47`)MY=K;RedjauN+$!RXn&Y;xUoc-f1IM$L{QzIafQ^%mbZ zH@t^yfF4ffdvtYt*!NLZn#PB0dN!6+%@mQWG+^oK|RF4HI6t1G-OKYmGn zOBzS6{cW(39_zp9*lMesDjMk^Ng>2q*bUo`Uz+<0h@#iQow0swvOX_1|1S!UtpqUP zWN=>x@Mywoyz=t1wm!$8n;H&tx*?j}0Uzlz>*_B~dkmsZ;+oE3Q1V!(MCr|z)O{2{ zd`oYdxuibp5XIPLlf}7K*-QVqNogD75<#ZAuJrKYSpTcwARagkjTW7-hRq(hu&{cH zeh!ND(m-vy8H=A8y5Fjn+7or7GiU-m*NAc2uE51n>)YU(n<};$XXcIN^3lC&)R$pD zTQSPsV#qdz(7LPM04o;xft;*oKgDCZVqbN~>u^tD_h%rX`C}>+o)=$o2A7=vv6`l* z4$neh(q5gj6LJcs!PMav+PF0dmK-Fr3ynecF9Rco15_!ePu8<+Dpdo#FUrngj4Kyt zouCwANn21h=x$IWT{=|zEFMZP_%Ul?LuW)|S$aAe`BW#ze~3JMKNc8{sAX$s=BdB$ zemBy=wvvkA7Stli9WI2i!XzMRcR1^3<}df#-|l1$&H>KUKn2{^@UWfOY=X2j-W_r%JBS>v$(TUoRsnje()@w(r?(>u)UasVimRwH zpXWIF9*d8-iTISG)%RCk*B?Del1?Pra<9N!mV6+z(v?I-_}1@jsWsU5vNP4ARvyq) zm3i_zX!!7ek)!)VEn-p0XqTs|e8TCt^s7Cpq(`m)^Pm0ZKb()9y(}4Yhns}FB4g*WR)U7Ke(SL+t6<2?HVII^vIEy$#1DyZ z74L_SWbvh-n%j1UA%1I1dpQO=)I`_wlld?yGypxD{zV- z$G`vjrELi*jMdehaFQpKw^YM?iPFD|dhamMsMGyz!XlDrlq8RS1uU*D&D;cosw|D% z)veP%*m=+{fA}R^(&5%+Yd(zfmuGNv1CS{!Xno*JbX#Iqp9xe;azC9GT5s+-(N637 z!M{GqkInN$sraNt-MYRw3Q$k0RJ; z#3cSUOq{GKa(+UT>^mD4h2Io5NX)5~2|&AhpBl|NJfe+w&#?RgvdGX;2Vc@&x%M8@nEq{bGI^ii z5@dBJZ-EpH*LsjcHbZnGb-$Nxc7xb@AdD<&<0t=u!p87ARj31*@ovG|%*)@MK80*h z2~Np;xV>-Yb;6OC@y zHBSVP$SXCu0`xuk9k@*vidquhoXZpipGno=f~-@UT70L*rwo5I6GoJITk?EseIJ)X z?_#oTNdhY^t`TwZxdwtIc7F!lNL4IM&Kr+JNbeJe$!dZ>!*7dny%_)Q_m}p_^ zMrB*CJwinLU<`LI8$Q!uQ`vP=T0e_kQ>P|%E0jH2WQn}}7mpw=9)4$PBP@a*jg0#r z)%|f1*9ZRFZtvh?POVz0SaVzp?9*dAzkw!9x;=ha7!r}vWuVer5H$;N-e*p6Sb&?9 z_wzp#88b}95T@fjGLb5=)+4s!wCRsMIL>kY_w<4R4xA3@Mo&Oo`Jmn@5uVm;(cW}L znlf8S-Lf#Q4keK0Bq!NN+jUtc_M;k#zF8xKwe-1~7-93=lhr0b9wbeDc}O&#>VHO5 z_dek;Ihk8RM?yJz_3If`m#@fzvo({3<{nlE9(#~6)&P)Zk^s;P=yM+j0~0Bv?3gSD zN?vMVHe3|Pz-R4?bYO!ai2)_*-?vCEbfx>yKq1775~9kV!%yFU3|nJ0vE{hB4L~|A zLEZ#Xn8qMa7&>6k9~m;|z}EHy_DofLRyDm!67xNJNqAgTx;nZsrc#Qk>HS8)IXio< zxtU~i-tWiGdi|npFsyl7soFZ_Bg;c|I!pTD)&f_Te=&D???Gi!XrcTa$>U&2Bn)59 z1f{(`E)?Z%WoAdEc9oDAxdC8?*bdueag3bSS%FfuvWoQ5d!- zcFN-v268HSX3hcHs%j-40;0gVKxT9(D9UbiG}j6bZSBpX%SK^Xe^_1Mgd}m#b2`3I zCx#O`-56U`>-`D<0Te1_w?1GYJOm_Cd|j_r2CMt)!6yKE3apWjuRs0J~o5{s2Aeldn&S0zN8W6om#qCn^9G%+a{Z-)<4 z#H#)gFI2=<-1x$qg7P;PdcFf5KtdujhD5#?ZJjdNIMbK|A;W9BiwTjEwi7qgNC?`t z$_rykqL_ixAxe*N8_ceJhD>hWYk-ELkbk=*k-?VVur&G?8|lmsg__s4-HA%mhrd~D zaUaU}&p3W~h-&l&?6b2}F{FNz{`WRx? z#@tx=FG8c)cOBfn1~<&qaNV(XcUWus+PnXVTbjamL6hgAtzAA;lQoYv2oy_TS#?RJ zB_{vzY|g(ZnxW_tuo6(b9BU1vr>l+7d6)YGo62BGk$rAouMaQyqbLPYVEXAso^~Gq z6m&D0OS^2E09JY`4K4}slg z_4f0QBy^e@axtMnM5t&T0`xq??cX$2D+L9RG>60MsaHWgystt53I&rzVx&dSNrLrl ziJ|M*)(7XUQCj6t;<|p~e|z5oXxsYZq~T|)vI}3siQ0eQ+!PKvGdkRaXv{BX4zCER+kevDV04G5g2-hTwzo)0IVm(oTY zIZr%-;c+^mI=U+B9cp6V^CN!_e)#pj`C;&lqBD_TwUb%BZky(xG4LW$@kf2|KjT8u zo8#80h4qp!GyoZP!LIEXaZO2j>$j|Tk4iic<=OxM0{{RNX|7T4?-K_Q&)WfP9?}jb z{A4TtuZ0S)HHZ25QofpTntnm)zn5kGuRD0~bDpq;t|5P0Ts-8(PRlKaI>Mr~mA4z5 z|7b*;&Gf(FSlA!`{nP1}hz1!V4w_Je0ZR>3Hq0{?^kHZK`HnRnA`M9ku-L;%v>0_c zIn`-cB0w4$GY+23U&KG*LxXb$%7P`u?cv9-Lg9#K9lYq3`ZiA&NCtQaz6{>>fC7RX zvl!q9^O&T9p^D0L(x6xc!$+|l_@&IZ9X(RE)!~XKz+~Bh)dGNqqPy z@kYlaFATt(A_MX^)e!=n_oAh3G9Lu;#rdhr6IzXOc#Z3?`Vxhlm6|Y%VQqCd-{~N` z-}eYcm9VJ^KmY&_cN=@eTR!6x*bKLL!!Nu66&1}`9#P%yd8%`4 z6xd#7YRp_Su7MU1)HeDz-jK3LAZ2!IDHY1QrUl^*nbD z7W<6e;|fV}skra|baYkKjEXabMw*2t*%s9V;fc}zAGO>Jq3l>2tv{h+xkhAAGpGw& z85yF4&1RV`pFUFop0CeYkbuyR^LdCYSmDO=LQ`n%cub1pSXGC^NvVZvhOrJ48{TGU;qFE005zWuiL6niF+hv=kR2J z2N8R(|Kj_HVYVr8DxmEO#yo6^GFluBoS9T9wXy7G8TyYZ3MaDCklm5q26ZjXKS2KU z&%wtqL8*A@7|=>sh|lE% z@|1kBu;lmPiTEvsapLe$5{koVaZ@(rM|X0DtNU+80OHDj%{Jf^tgu=!!2qk`3iiuW zHx(+S9~_?E!UEeo9dewR0-#&rTmBmy!AeMKwh&^%6KjE)N zP`{zCX2U!Uct3N&7=~+0*(5@S;IW@k<7`p|ad{dN9c88mb-NjN5H4!}bS*vGdcKo^ z2UC@TeK*#Z5*F_9_UoV|`X9ijlR=#In6Cllp)`>>@0K4GF?E*x?OXDbnZr#AT9{BG`3*Y_6e$gOLz4=$M?XgqF%sBDzlQ| zb$NI7;&cp+vI>&mju*kaYkqxD10Okghss&a3j9TRE;!F2^AURs*Ml?+D=10=;wp>$ z^+W`X{-Z2;?B3oNW5gns0$!;k=4!y~4iC*%AFYw|vW_&IE{rQ()w5X5bmqz-n0@g#UydSQecXNR#D5x+y2x zhg(9B1=PsbO4h*XZ&*HnQ^wUAF=MR^q4Ej+A*UG&zH#vVK3`@PCFBW@4Q!S`>EWro zQ$2^sj(Rr&!FWrj2D8W;C!pU8C4byWtHA=G*I@}G-5>x4c5VLrl4Y4Onj+LrTU0Oe zk@6V?9G%ST?0yzSdd-+~@I!I?IP~y&hTG}gwmNWEm^rOB@WV714TII3N>s)`3fep8 zbQU`r6n44qq^zE{*;tz>^LT#tZoNE`r+~Q#vulLVt6r1XM681xr^mz<GHgj!8ykhe^Pfuo}RHKlCAaAd;MQ@s+{)~Sh&*aMw!sY>; zh8IoW8N}rgU}l(|R~N{~+aHG&9T@aWj|Nvz^{Ie|pZI~Bg->B`BrfBH(?2LMYN;n? zu&7mlrQxu6cqoWaQKVzsn;VcHSy?xk-g~kPmcGqIo6yse=%$(&tnOC}l${LZ2#$Gk zz#KaumPC=caz}@_lP~}SBbZ8RtaBQLjQ{L#F9f6qw=7_~E}R*r)&WGaNr1#oj%Jas z>HwD8CeXuqE5+NsQ&!c96jg~?13?6y#=P79s>1|Y!b`@U1?uO5c%q!Ou#I4F+ryEt z)FtR%jOJ~;nJ3Kda+eLwKSu&sG6$C4q_K?(hD~YuMn;9z*1Ylg7saE?sVsg-%7$8#480<#7Np4PQ3)34BhW ziBCcHwb=++U1<%)5<1*+qP8Uog2y=x7o&N8m78xNjEw>?y1G*OAA}9*J_UgPDYfs< zn}t%7+ADqZ9m0WHJ@#YhjktARIM(C{V4IOKs?5w8(B%p)WW zRa93L7w&@tP@?*BRFl>;LNUu2MX0`d5?>=e0q;ZQgUnRkUsKdA;j?x11!J83CR0$P zop9vw41HkOmKl~M;G3J0XRVq4Gz^OK$=AxVuat70(~RA&LF-d2l|P7)*-dbKTnv9! zknivFHLk+21ZBZSQONb6X4Vk>zdbEF3pNmJWo_{A>>5qCXt~WR3%7)Ds=1HUg`M+n zT-oQ|!OcE*MqSQ(R&RSnRj@VxBGbHk;u|PhqlLo5!=BfRv+-J{Nys=ud%ve+8nPT& z`X!nKSnNVkRX`lGYo$z{a2%jFcr#S>@kC8873O%Q~GkWUR%2iH@ZLCgiZ@kO| z>y4^s6S~_kIdL%#;{_Fqo+~v^OeC}mt}^)snwQ{g=`9MCkPGJJx|OQcK*yJDj~0s# zKuE}bRvL%tcF%({J+0>zV6(nopv$E$9uqF-EW^dApqatv)7vHh*qA z{D{b|T5bPIie`pw_2^X3ZdL1zJ~)JQF=jOZ1%MXv`;fMCRou7S6(Thw&+d_d#sxzt zYG(Z1y=_Q0NPSBGqcgpOFORY(+#3zbS9c`x*##(zXu3{G3R}**XsTS?zQdVLw$2uk zEzXmdLdF>@Ef4FjrW-`W{2Up7@zU04|t-Q`bo5~-kGvau@eTug=+7EZ=} zJv2S7Mvzx%!QYebaI}h`Z=MPz^W983yLC4)MP$0?2Gjq_`Hf0s>i=0{p8K!m+6Ne; zirYU$9i_QbUUGUWIH~QC1t%K$bRzvA5iR?`47ofGZ_Uzt$!Y)q0|1S15kSUN%5o+F^xYWO#Pvh)bPCgKMyb9G1{K;KEMC{4?f7x4Oaii>pN8g%}H>(r=m3p zl4#f`nM-eF847E|Y#_4Oi1N+(90VKsbIPkWkRlqln8f;zV%6W-9R`?PULX>D$q_#I z=vRRp8L7Z>VmgVpvG2v!3x~hMta%|hqcV7wOy7W|`!0X>9>4!<_I?Z-x`bB~#h_)X;cYsm>#jYRWKhL$Zg7uusei}l0J<;l zr;PK2;c@x;t-FfBgdFZUXRJdk!*iacNOw-Nq7T>hc6t(98%PSl(cxv*$uCp+JThfq z&*iGgAKcVY7icAO_zHQ--7^4qvn+SC2(UBQrs3HZ_>cawKhyU?=`;n?kd;Zo1JSVG z1s?6oJx7h-la5|w;l)xLd!_~)4iIrQp3_d_%LcFXqhPo!xiRJZFXIeJMLz7$*dSiv z3x{%lF<~rCPcGqZ8Fl>VF&!POLr-EEfS{zS*s8$wE6icQ*R}nR|Opi7p9e5g+4v>!ut5Tmv@UY-8-}HHPl{cEm}y!O*(ea z0T{N!aRmRJQI9vu{{=AwW&488Ocr2q^J~5PXu=DE`C@;cqKW&2f2Z4H@ z*j$a;y7eT&rG&muSRHltqt`?}bGL|O(Z_kf4F7m@8JrGrI|34n=@>mnU)T_6te9rm z{gvAoJI#c^Jnz5Us8F2VaPxz`FxD68!H|dRbVh9Ne0(J1eE1WbXY`2 z4_IhqRrCG<6|IwFuYdiC6_vha*q>bo3Dlvy3KQPl5OMP`$w{jHXx){c*%odojw>W< zXq(OYL3=%!J=j=nj{8XT_xOg23U;lY?3>k*cK8>+R{@BYy}^J)Tw>`BIXl4SP-p(9 z!CdH51ie0+ptclRA=SA${WsU4aA^gp-u$h!&&n51Zfe|DECt^ppQ3OOY`G#mkF?6| zs;>+)@c1`m_e~g3r9~pv%rv(_y?{V^xV?A$c33ju0@&CUTmt&_KV(i1<6bS-rSaqP zRP_JveRnyeT>Q_e%Q}6o`TpvtF;e3M`-}5rLmrof)|gk4R>%K-oSB=iBKUyO*a2AW zaEjHQ21Gvx!q9v~o?)_s zI3)ER!-);f8cV6IJZUJO|7wPw;Fdo_eGL7hgCm00w!j2BWSM|OFp@p6-mdP#cE|s+ ztGg)dcu6iw!fl|a1i=LdpWadYg0io6@)krQHZrQWLBik<$gFzLkSPXr!X%6BDoJUy zUq~t3!|<*b2rMtQLg~g0bwnjd>Mysv^z^Gqk^TKKC%~y$d6yad&4l5?lMHK%I~J&w zqp!8DFtmRm>=-?)r7dU?zLKW;mopOe*uUzoMOokSi+}(C28p(TP&we?zVJa+Vu#hu z<8Uz4LIn@Iy6!hD$N)M51&39Fi8?W^gE)K!qJby3?j8@mK)m%jEY>p`v86=nK*R$> z3RSo6{%|kyNmvWv%!%-j~Icu!Tb&EWq{nc&_DAimenOamn@~vpx&E z;XE+q$L9J2e<$I$63Pv~gGPWg_MUZb!zhGKWn$>WQKr4#0p;c23y(pRt`(Qi&o54>5FV;FIdsSafdS zYJ;P8bN}Gl_7(ENhh)+zKW_uBQ9Z0sJca2J(2(w#br@P9Wzt^XbTUK6 zYsf~4BLtlr-c9Hx>{c*yDw8~3WG>C#UZbR z_JEl^!;$m!3Zmz|z0vZ{hsSmOlZM4txY2ak&tRle+kRs}2azO?r29?XRTB|u$paBq z-O$lPzil>={{>AirAQeAMwdQMZw?wQeqk?+i=UkMLIoKn!C_NTiQAtVt$G-;OraF# zCuaQL%O2hqw_F7l;^c>t%ysF@fny>i+AdsO*jeixPNH0l$YS!%$2jkSX0N7`8eC&7 z$VT-pMPlRrH_fY|^Q$W5H49D@9OH!{T_<{2S^%$z?zEaA%0c{C9dFd#k>?XbZ+{PFt*t#ZR82<)htv8>JMJKosT z_j)#Ua~^1woa?3^U2(eYJl3Fd)!hVO(-XbsQCkE)9#N*lY}!LefnE6 z$<(VamO>b&mf&CYN1G@-X{~Ai&R_^1${g+XH`kl!FD%RNEQ!SC2+XgfAIah zSl-j#T0ln87g@m=6cNq%>AdNCAL#l2{%s2uM-JnRqMMEaYbl5oij2u^a84OO#_&0c z{is)%-~^#0s7=9)sIroDc5dauJ2NHz%DPxJ>M};|v?B5eqXDZ;adLrBFA$tI{J(He zEk=oVr%{%yl)%7lFc0=~DNeNY*!b%->C5BVRJ!?SVWZuVb)tna&~Z@bzc#<8kFHcs zORrFHH)#WBnZ#xJjJg9vEfejWZ%2A&ap-{4>b9dmxN_wKo`azdWAB`1=vNZRr}n4Q zi{WoQh}ZE7R5>e4*ItXFISl~>Eh0ZW5rsw1ih*apO(8gw|NYFZy>2Kqi}Qes7u2o_ z?te*SXFsqw?cSN$(_LYVMKz4ak+X)_q2 ziGEG6(jKXzpZ`dQs&19KjT+cBqP&w9nB~muyX*tZvubz#)4m^tybKzNP5vOJBg6?> z%`W6*Xa8r~RF=JwM~2z_XUPU-|JM3C@8N)Z;$HC`>2~Wyu!%PB8jfS>@0&&k)XsaYG2BPe5&$2`;6AA+MIb?Tl z<{d@tZc&f~?uV%;AWoGfR4}lYmi%ugddTW_9g+zm&G;!%^#DU07s)%Q)p*-9_w124diTv3!hArR)8o~iksJvYet0*OY z?^Pb94^I>&H9Bxp$G&9xVV+f0<+TqjT}`OlOo(Ug>?Ajlb+xpNgop;f^Pk``_j@aI zPzJKuLL$31Pt}@`HXI^C;|S7b#=jt0bT50|9M$Agsfi1v*YL6^vCHi*l}uqGRNNh3-g8r3 zq3tue*)S~%g}iru_h>2zL``g8m4nimYw#>PSB%_Ex>Rs)P*5%io%5M^o}r)fV@Y+) z3}F>DH`(oH5Zr25G0EF1zmbGKV<4WcvevI+o2t!dl}ZLw*#FV{Jlmw0@deMD>aDi!#W28}As0awCr}B-l zTlM6V?5wU?M+FyEc)@fIuJ2`KKrF2RzX_1Ou?|!ya**w_A)^LVU$a=Rar(KR!gi11 zaq9>)4))-ba0WUQjh`Z349vwQyFSx%aAlF;UZA&qYl_KQMKvkTFyhb&&?Wd+E{q3g z53q@#a`PP6#V;z-6AL>xGNc2Pt95zDgXms_*(f`#!uCbFM1eORpdy-ciD$}V8zt8C zI+<`YJ5i((58d+m@ZF}BmUOf!DwF0+-imurzI@9_Ge3pUl5h+<>IDc2aY~FKKkpyp zV;v}Nd<*fUk*xyVoUGU~17`0O(us{w#4FHOLQ!&&RjQl+{zSk1N_4Tm?hyX**jLKN zFKMCzQB}kDCf3q#zZ}JJJ zGk!!I)@hD`J~IQjAjs2yLj7L9eb-(J!jYZE%6mRl+Nzq*i#NfffS9PKrLmq4 z)WsJNdPnRQ579Wi&uw%n?ITf1T4L);61l8nPs}#`7V&v@)S-)DVo&P2rxRI1U8hWstpZmq`xrzD+8cpj-|7geOC*ZU#BrS#h>%yZ&f3WB(}L zm9N!A+1)@bsOvljRIrSTF$dkE4rRdRC><4%nFn7HWuD*4C?6w>D zdw*@9{*_Ipc8aplc@xrqv=3Xizl*r*T<;$cCAU3h<=^iTh=e7iz~_*Vv%;iLz;};2 z$I2?BttWsI zt2R3=zm@;Q04K$tL3EIDIZ1g_v{Sts@pxS9d|cwHK#|70phs?Lg;BiLR7~Lmm<&1a z4YPWR#Y@g}B|l^xZ)=icxc&=x*_)bo_QwlXm@SN+jgGx#d<<&_J-cpT3dOCL= zgJsUGpO>U7{RP1XWF;}O^zkciO9P^6X7T;d(X*fwrBk?mR2 zR@!qE4R+T8zGi}b#LyTfIBl< zo&pps-FMBUw=N-|nnsbsiQjC7uv$bK5(%$5V%=8ZKOsQnwf5$TqFSQak!CvT@Y_vB zXlyQe z46#!I92u1!*qGI>b+^xHrwMOzGx#lQe?}o2hE?Ho@Wc12^I0U#v|2B5&MoL)vY>2x zqv3T<4W^}Z`3k>Sk)sbDs==;*IAG1;U&1c};0&5HW~aAvO4l5ey`1)i zIFt?k5Vc@s9#sPD;u-s0R>p58*_FW!dg)v}P4y*!I7#oQUTVmqR*7kvjYa2WxPJ@t zWH879)Oo-7!!S{5VOnKgnEDFS#~ht zTb4SC4BwC$tbwvrrX&S5A>hXM<;Jr*SELJL3lkx=1f77QuoZjW6^2+u^|2XiuMkHf z`5u}~o(d4nau6ydDBje)QqQL4!}jgBAKKIZu#c$f5~Mx$?5rcn00B~O3$-5{sMoviNH%gVjCPueajdsKHW zbX6#>2CT+@N`mlLh%XgHv2N)B9{a*ie1R{qR(|$Q8w(=h*dw$S17(W=;1VrUD%?z9 zA>-TL4D`A@4eRCHk5!y=cXGfQM=Ei>J^mUd_v**TU0oc(v?gX#cO_WRf|J-VNz0Io zyQ$Rs@NN?{;N`Q7H%?==Wh|eZ$-63-!cy43Vn~W^dPVX@k(I^YY80jlA{59Y1L72G{%MZ61 zU#OB;M$29y@})Q@V-UX`>-0g+EP>>1Gntxi8?~hv+5%jn8w-Ej^`Vr7YCR8$yYKf4 zHllVF*;P%b(|tj62ezIXc5`w{PUD1;hR6EDktaJ}XI$p!9Hios-2 zlVZys!I|AXllSTCbvv7BqPA93=T#VdSUhUjoXf~02Il3 z1NLm~t#)n?7CCD*cfkyhHX2}K81PZks@L!$K$=8lK3k2;1~6=Fj+gB1QJ@o-B8ygU z7jZrI@6;^nqWQj-V0PV3+?Ni*+8xADdReRejh#I~`(v@&z02-XmL|=Mm^Kw~zpfN-pIEB7hcO2M)guWfP zcoYiy!LNWBOv{?HBYriv9m7qL>ctcp8 zDNCzd<*_{_t#=cGzJ@)5Xee_fDmb5)J&a;Kz=DQ(a(hiaqHBGF2=4slTI!DWNXWBw zMNb>TTgzQw7DI#$C2qe|=sqDh-BL6I_g+sg;{K(#PUnn|OVxq1FI?@f1UXLP-)oF> zgLVLAaQv~%wStePTNY%zbhu?4bhl$AI=Dra{%gN*?x+?k2TUtkZ8xVck&piQz}mtZ z=&tw_w*x4@Dz49ns$GGoZe?jqtIk-iw?Og{YojH4UBC}{%cZ5{=;FMPx8Slq64kj}wE>YvI>}+T z?|UlNdL>VNVi6>`d@!ti>*SBl&s@JFgFVDh_2A|2))a>E*bXyrPx`*CjJlN6`|_B) z;jawVjq2Wh&$Pd`E@&eO&n8S1BpInTa{ghPk|22c7i?loD+7ae17dEEu&J)LHVb{M zz20<2Q(+`@a3Og>xNLHJ{2hz>_VO!Xdso<@1is(uSuNk!wzTGAm&x6-D#&K3eEtI) z3h>FGR?t1zEM+B490(L2k_^_k3%Uy)1WkfJGA*0&Fph#RdR719l}s7={abaWz5q)( ztl1KH;l?>;&P>BMM}-b8>DBvJzq}64K{c&D2#@Z1n{ohcM~{k)Iy!~<3Whk~v=Yyb zDB~e&Vdx3|8YBwe^VM4GALZ{k0EplXW+g|_Mc>GPp>28;qi1snui6lU2yWb`Ip8n| zr4?*YOUQdSs!NdIbH>!pDtg)KKmY&n`*Zsv#zp|cr=UWm|1Z5YR@A)0C{^pNe?vnyArNymH@Dt=- zSASj0OS|k~)haD3JOUWQ|Ax8WZiT2v#!d z=8`=|Uyc&~pk>*eAiBI@ET+I3$#S7POPm zw?h-8=d<#qqS`n;4Kw_}g}JsO6^SjI8G~f7&S5$`8hR_havm(w6I$xjd`QaW>G`LJ zKSH#elL$twe!1GkfFEp`Tlrsn++r9TVR<6{}SfyrfNz? zd~u@%h(*J{7Rg313RWoBp&Q4^$n8zae(WsJd)2M^`vcuy=K%)${vfruBD>pr{_{7x z3j^zwF|4fNe5a+dnD4j9pK!))nQL$Tq#J6rk-~rZHZq62_muej-{VMt&(k)YB{>!p3`Ztqsf!d4D7kSdSOnw17x9AZ6EQ{TnK+6?;MR ze#dw{*4xMKHFCv_pUd>aXzC29>gBIRJ{cf%OD7XOl?|bKCTH@^WLhSQQci@$Kw(0e z`14G#ij^P$$%M~Cbi$%PEIH42`L{hL&j?#s34zvu{+l|}Hq-dVWJEfZ%8yC)o~tCBFfQkOhQs+tE8foCdF{V z3%8(T`#*%~VMC`~FzMINX!@zn>ZX)J{A}S03D}U8r_0knz(c9$p6BcJby)vd(B{VN z%{ap^3bs`#>)Ca58ws#Z@^Y1J+>OL?FE*&;rMQ=Yuy-q}6s)Y(lj0+|HtRr+b5Esr zi678cvl$fY&+j3~&uWxJH_@TcX>;(&V1x0+QP-@)1Ue51^)O+VWj6k-igD)N(|!3DfsQ*wYR(wm3ucBihQGy$ z*tR72^Z=Ar^#9qyZtR|*M_I1~PDofE<(Y3EFZ&zABzIT{ZtQr{DYo%b=gts>$3foLeh*h}(J@mf3h1a-zyey*>iG>9Uqbvs>)`wsq(sG5a6)f~SC<3WKQ%T|~T9jo;!^r1%R}`EB z$$23y;@H>LyE7Abxj`s}Q8VFRcM6krX8)pO%>85nvOID*E|-~|lN&YIB3uMp9E1|h zYk`IA;d0_V+A=QcRh065iF{W0U0mDxBCF7H?%Ao?X4m0zfmlz< zCCPtmEIc~BHQV8lW0k&ksM30QFz}iuGRBoUqG7ytP}95xX z|Iwla|F=NC|BGS}@@(7hgLzwY+9yDWl~@%9?VvtoAxjF3CEXYfQz0M!%p=JRulGSR zLt8h;HMP1q#3BuXZNNo=_a6U>JvoTT(3EK|>eYBOy(is&X}EL4E9f3&oB)7saw}p? z9nX=$U@!sUsOT^!$nXFFt+&DKt+)VJ$7&8e0aSw3bu666{y)A@4-Qq>L7rqW>oCL5 zXNop4HxR%VlYl>^1kOP>*r_yu43wPzBI){*Y`5Ko6+rp%SA#-|a0u}eJRp{{ZlYUc zEyjAn$Nat3;GXgXA;L1`H>zI4+iL&Zx-^Zqd4Bzq{#coN0hCdph?;7uUAOd(9Gr23 z`_=DLcF?JWvjG>Gk8t1=1+ZOW_tyAvBYQTOFZaEPb)5drCG@}m00RJC?^ABdHG^{G zKT1;nlr%d5vQPsJM1Ro|2LI%Vry^|EQf+F+7(`| zq{ZE{(F0V6-rCB`7vDd#Tu2FuWYWOmDR&$paF`9+(2HdvH`uFOZ54mEqPkKtD59{f zL&0v%Q!V9;u*o(4aC>wNBi6#i4B@68^ZB9Tf63rS_X;QRkTXz-!vomzg=sNTHw~#y z1+Pdpd&kOfu~KF~o-BoWhbOF+l68{fq3+O>jEI2VSu29Vcnz(_ci-1hn_XeT!p;?o z^P!e!0uEb1SBl;Z5XWm9jtl;9B-o3A434mFedYz@??B13XSJyTWx1ZAD`6PrGrxPz z*g^2L?Ulg&ZQL6!eE)Xv>lOit6}W13h*YV1gfqQju)GQ zzb;yB4M-(8-oAD24yt4@d1J`CcZfpo?hg5r>yYk1VS>?nQx**hA`-2c|NUa$_*Z|r zH|>wcR}bJVA9??G)@Y{jt49A=9-ms`$*W86HXZ8OT*?ZPow_G?X?~oc6dek(5PrF|3zxMk2AYRa`?|5Av*zVMw*VN@vLXrVs13(Bw-pDE|FP@_egr1k6t*>6%13r$9 zRW_?ZtwVoz6dh%~W`yU-leMpNaVAYlfS8t1h?=G8BC{~hPm03Jt`MOG$5PgkeI5+U z6(|XP*D^B|`iP}%n9<-NQ4U)1_dFCY7TAI@ol-{bHm z@yTVr76*0oE2AFSTYHh*{z-4M@caUj>v!S_|FT}(xq0NScsD>A{`P1Y zny-69^T?9bGb`I+n$o2D0FD_~;whDkK@({QfuQ!AlD{NDrGnt}W@wzn=K@7i=_@Uh zfn;9>&!P3LEs&rb%y$67@wWzs|DJ)cxD29&(FI&0i!{|Po^ORJD||3k{Uf z%CvDb^-YopQ4)sjUHQBmZw1o~QoCtK+`zJ3ad^w=OT^3TdPw@<(E2Lc!X=4fp)`4> zf?sMzs*phZ6eMo%7wMpGMI46=6Fw!jZ}+xrQhWBBBYVf|L~l(e9*x|(v)(RjLwgZa zI-WbLoBR}9UoOt%dVFLoU@yEACg785Ev%I=J^;Jt3^9$|gvIk;D1IVP7jKZu=qBHI z&vE~VwuEW-vG=j5atkOvtos(LG<{QfcmBU}y=t3ekqzsN@OKk_ys)9_mEjH{w+}AnT?qYgO=h+4>CKGQd-Q5hOR#s+(;?KdJ ztw}j)ys90~$0f!l=WImQv(I_;jtU=>dj{5Z7jR_dkuq#ngDw)BejuN;$&g>p zoMV_{-J)*77Pp%BOFBo7p;h^w>eQubBk4o;VfgpW5a-5-5*|E0%G>xMA)Kqt+yO7f z>T!5d*jz($r;ZHUppa+M_J$p4jB+`;jM9z%1u^LTOE9I64on=G6#GYdy;JOVMWo*o z-klc%PK3t86vu5xD1VEirNf^%+j`?BeP2|npwI4@>DsAw0?B<3l<4$RT ztz-`n+c4FB3`+K?6Co_OrKPNcQj8(8X`itStWGDAi`VlaMB^aI2Hx-=35RL_l_YCk=0BokrCa(4#g$ri4hpNm~)1BPbv zWmBv*vfFZ*u^d0oNU=Hn*ra3Q70bUyO!K<4GiFW^_Ors1ik|GbVTC@dr|702x~^fE zUB0owDM*Q?6airUw(erlW*-xqs9{Uv;@ZxQlm*Xi?Xd;sYsD ztI@rQ-CfAy)e1YNXtu?*;JpAQh)k+^WVk=5w12DHA2`0)n20AlrAkV zkWT%N_{?GA2Fl>{q3`dwd{|fsTmrlg(6Und(Nf|>(S>+_T)k%$v5krvRK*xu{w8xQ zG;l{d!4JLr;z7a`)yAL(XQyrtOX;~VdVZ@MMQT@#V}`Bk(hwCdaC2Pun)h65vW;OO z{McQ^&*m>FwyygB$evYb9c#aar>pkW4f2JE9r8tRc>M$^ZKbwj8Xp+*gRZ(K@}V$Ra8wIl`CpOV_=v&UAk_ z-VWFA)9C7{Z3enEQeeHliu(`fpb>GmI#`tFg@iD-3O(~8>~p$aQ;8%!cF_oZCehDo zQqf$jiTcWFP4VipXFZvG=uP(|9NJMl4GW~2jJvt;4jS)XBX#rN?NJLTLb74b**9_? z*RXJbvDhXkq=H?!J09%NLezD+jrWbbI|-jjA+ZWf$k`4gD{m5>?txGeIz=-0Er&8) zP8)dTfQG>$LCa~2Bn1q_C#k@d{cu3c`@-a{KLmwyaiCiJox!Ir3ffx|nZI{OW>5h6 zPscJwUD0aD1wIy|8})-76bPJswMN;6j2)XhSnnL^bPJx@eR)$zfBA)auRtypjn9qFzdpre$j)#erS|7n zI5S5W30BE(NDBpEJgKdV!*_<|<4iulX;Z5EbgjZorN{kNk!|yHPfZpW(*{h?oLxyAB5R6ul)By=Peb#TeOtBAl z|3JUn)+UL2C3gli-fS)rg9pC%B>LE~r}-aZ>1X_U6>yjKKv5Vx*i98+6Zk4@dEKZGv` z67luSguv?|lV45OJsQ-=?bXlNjdS9{>5JGHNgdGI024vnh7BgKE7;9-ysgDe%R%_N zDBqhVVp9k;_wO>m&VQM5s8sRZsrTzF=By-Bhvu>HZP8&intZ!a@EcJ}xf@FMbgKOo z>^|tcH@Zc@sRi}EldLM95K;mhjC_l>!mhQZ5Ak+O=!fgJh!T3_Mw~O!hA{xY~-Yo*YP`T~0$fsSU9$9649giwv)W zwlX#$#?dqaZjOHN=I{~>mgnisfp+CGrG;Ca95?a)?*oCpGpu|$4i4K!086h#bVkAu zYKu1v*qVJKB`3(x_sz504m%?L>GdrD5*+qO&*N*?UDe)Nid+;miRZhr_;6=Ua2~;0 z?GcP$LVFl>eoRi+x)ZSiN%8$EFl(efL%1JK(wlS>orjPJv(>mD-_X+eGLD$$;){RJ z46tn{Z;-+{dN0a)4h))f)g#f;`LYbwW7clAx_iZ5F;4Dp=r|mY4j8aCXtEWYksa%4 zxOTPP(Kr0~S6Kx3n*F!w=JPEnBz;IKSVSNai@us7+t~<*gYN{5dCgS!E9HNNPRSp| z+8GxD=B&8OmrK~t3l3sTTg(;^;&sB{07%`}q@j-l?W+|hOhqEn1{`7X<3kEPH8Z67 zNfcL%`Y;1)-LrB;T#(bm@hc+0n4BJ0kP}`GQ)+z96luDmjPiTBYq_zuM;<;@;eJ^V z8E`ao44(|qmW4Vl+DiwQ!Ndv+)!%TOTS%ElasQwU{0jAW&so?vxU^J_=g?ldlRB6D zvR)Wvy$?u;y2(ZTZ+o2dDk#O;%>_ROBi_fA)q_y=qhDd5hFM`^#5xG}u4ciSe6l~R zC{^Vz;g^xXe_@dxwJXvAJiWr0avRGqpM z+oFja;O58dyO9E=Uy=mQfI%rdO7pz`|4HB7krAouBKSxWpk=!GYm+Ua&?(4IxgC&M zvE%6rk$@8&Ni#k;2u|LeWx8^{TpvqNFQ7rN7@cqhBP%MH-_Jagn`edvH<^6CyM7to z_dnT5XneCJh4~YF4liC@LFP}q-Bo5RtYf!FOmv5)m@%?~2}Z$>vF z?mFNXs%@fKrM@0MA>N`Lj(dZqOR3cN+ry`W>sCoSQky>082a=R=QJ^T`Hjwr9Q~h_dr!kmseY{Q6;|Sl|0@E4@GvcC+oR9HP^v@nK>A3Z6!^y~25Iy6`QMa%X*aU+?6??)wK z7Vm6a5wCU}829Sk$T)-M65pu#{HRc3q=A+PoeMl1djO9_R^6R%kpB3yjA6-Hn|qQB zs;y1T1+xq}RNS7vzW@sM#Wv}QSI<=pF^$Tqs^cK80h0cBvF|?-P(+LemBF`lA9>Ti zFZdpkKh^_XY%?!-QBEIJfi-XZk+IPC1pJdtsH!rmvG22>m-sSAUE8dOSGCD>78W6Y z$Y#WmFPIKjWeG7HhtwRw%Z1tpYo%N>lkoJ<*V#~0X^>zPwR}Q%n|FWIeaU8zU-+?o1$8?uwd{X`7+-Z(m&pL&aX~l(0IObGgsruHk^SQ_kyQ z^HMkEjJo?|p=5m#YN|SYtY6r#@hb(n+tv9bHsgRq;6MLE}+h zMC43I{AIatb*Y?LGhKV-l@l^cap(oUH|tRJBzoyIjw5H?(Mh+pIG5aNF?qKsIwC6C(hM zowl&?idk2IR-lhne@CyL(W=E@Z0kiWN7<6vP_dBEogfHtfO0=&P4#q8p|$tS5OUt{vkP0gW>cV?FK>_{0rLeg&xM6!Sl z;xWziu$(wTGW2AV)@su^%lZC;WocT6b}m;2YEScWg?#o|og|#$z`=sv5LghLcG4(Y zU(==d1-wLc8`WitY+Oi4N3k*&Mx-aaU^>2Uxxypm zk8)~E@`pd2UJxjk7qtC4umtJYCG_F1>;7-7SDPTiAUgf=INe|Rso>^-q3dc<2PgE8 z6i}XLom`KvVPcjx%p=R07n zHc|3@K07iW#h^AWS6lZ9D?kU1oCy*0xjG7X;sTJf_1bY<)+8aC@gFO^ToRNuL^EL< zLJYsZ)BXrH`!NoF);<4aWNA$p7uJxi*-GDncsDb1d1dVO)YPf@q(d=W3>Rv$U`=&P zFd@q|R7PHY`24S$Ut zkjq*Z#wzm3mq2WqMXHE5IuF8CaiWm^oswZ9y4lq9eq1xcY!&${@#kP;^vGmCnk&GL z#c~tJ70^WTxdK7+vcjNo-(HO3<%Kl0=1*+l{6_!6iB@8R%c3{TZ_BChzXKY)(6$0} zO>%r+N?dL}ZWYB6$!xp}+5Aa6in4(bD+_{gQzt?M^|kUfyn77lYO08lw5;L!_bv*x zzHLaJXbKnPjwj~An-5M`+vxm8RJ};!WY!$pFIYxR=5&`3rB{PRD)MrILwbg~07n5# zGBN;Px64s$#%PWA0bWP0L&@6e)<OHU~>1gw4sr$kYVw!kJi_#WGlUEXIH9bRX*fxAX4Yg z!48%rsr{5|W*x@bvx|J2M9rbtbR}qHmIN|a`oDx3`+_MKi_;UC`bWioI|UiNSJ@cKHAQ>T`))AhsAXu1K=&Gz5D< zF668KtyRrhxbkX@o9jSIjn^R_9ddPW`lc->3JVg)sfL&niG)|V3%I0~NU)Rla*YX2 zvY)m$zQ&>d#${M*|N3%vZN1z6HL~+f{b7p`krEi9#1>@QGeOoiVFfF@G?g-;DNM5s z*_xGgir;eMQ6XpWoQZ}WpQk3ga4^BTG3K_2rpDlzitcOa*7&Un&6r6Ub*hjQNdY9w z8O(2r_&;*(S@x{LolF+|j(GhWaNP>h6svq;J-oVEXrh&7TGo?Nz|rT26(!ZC6Qr~i zZs`Dj`EE*&Gj6tNG!=&LN30G}YR$ize%O~o?i&&AZ&ATTto`6lsRVJ;0A#H&w<`;C z`z$v=?I)FxfEkXMNKRy91{;zXDkJctWCYBjbdMrBrzhpjfec_hPpl@0L~U(87u|z? zZMS|$XGnWN;ua#`@p!4~AZ-!kCfCWhNs}qC>iOI^TnOyydw9?`-dlD;BT0V-`x@Yxc|~B|D0sI6>na^DJDykjtho*2yMrpjxeCifWuXRnYN&lIPRS+be< z;LXHo940e%Jy8AdR(yGHU;WPiho!v_7^ozCh|UMK{=7)Dp-xy~fmF?eql5=Z}l z$?6W5R2I-pa!BPm5?MdnznUc@76DR;^jHI>HP3f44*!cop%;ps@^6R^(nJ=o;QQhsVXYkwU(##E0^_)xg#$ zLXh1esRepo`bKBvBny3(UawRSq^2QvKFJAaoUqw`Qk(eAg^h&|ZlyVgjH$m3fD`n>SiRWmN4poHMOOaPr>tA*Tnygvo<1d$ET zFf+S}AYqM?ZA+6x&~=5CT+XUmHy$}e+aJB|(#=D9ftGCL3RT7iP1ytX+DYX^a7XaU zjpbI|^IR;o4MTr@DcU!>!Z%75F5EkyD%gfnKZWi{fzLj zpcWrXPm&_yk%u97^+ReR`cB02pj?F%N(Um>@6-{^(y|*3Aqt4AX?kz1rDXOZh~RA= z1P}YAJyY-crq^Xqn5$`+`W{27HbYFgp?OA?vn>1@)y}*#Nyngpi)oz8Sh4~nJ(z5S z1iA!6*;g-*QZnaNbacCEeGr$46bTpXz%F(RQgwx)>#=a<6eS0LKZy5284+Jv#hLdH z)&2rv4@t?!)t69f@V0^VkVkRkQ zEa!8U3p63?aLHfXu$#;)uF*+HH0IseSPP+6XMv;JkVX{iV+A#}-A=FYT8?&3!LqQZxN27rtRT=5u4tpwye3u%7{x+RWsC ziEQnKzHQ4{(gBm7pxr8$F^$+5LwyyxJ>hj9>nJ;W{q~59-<^0(r3kS0+r{5?&FrE6 zW+1%PH5gexL_n-QDdqJv9z}x-yrVma^N`)Y=|X`oxbvDP+1yjhfMs~9=1gYq^I!kX z2qv8!+g10X=O6aTc#$8TVT#Q4j;2prS-@Sm!0sT>7rCXMB$L{&m+1e8h)-Df>Fp}rC7VN<(bd2Z@{FjYA7hh$T zXWwba50RotMtRD_nD*lAkF&!o(kTLvB-h9EiTn%@MrXH)CBTln*kljH)TaUVMnI&W;sR_f3HQJ; zOX{ErCa>ENnUx!BPO1??V$#Z;qzO6W9qydaHu#9BYL=mLr?Z1w7FD$_ht-t}{=pJi z>d%o0)1eIR2XMa@5j835se5l)+!j`kEqu{HQ!J7mIkkNI9T>2Kq|YDZafP3rLW?*b zALa$(@@}UF`_~y=@oS0{XEJqBr9kTUQM4>h=c)RAu2(`Z*c;0|;%dLAtrBXO=~)?! zY@L~>BvDUn^YQEy2cmcLlhr*E=5s88RwW!t%MAJ;*6;}33WkrGAAqEa>^7em%?UPn zeu#qa)$CPYw0Tz!o>z|2y)mut+lH^OUdW9AhGdlxmP9-jXC$#r;tb!9yVq}M7J?6A z?B1%dY-GhmLh@Z!MPR|AkuCk1ric=|SaURFCIKH-E$R^DJ-){v%f7^cBGA(E zwFbT^RsbSmXv%EHhclij@=jb!qi z_fPFmE^-Wdo=Qy!-)636zLV3Dqc zI!A_goHXUXI<};{X8qN+XqW>RT;O-}v7WsQAqMb(#fhIRc!qKb$=O3>X#s)} z>G=t4O0znVUWq`#mqvz_W!@D{QeuR&A3G)06tMYx;~lB4-~=!A|Nj-7!U@DeU)1%! zE|mU^`}(&|L#!h4-R`D(3@nO4_qJq z(~Y#z*01;{?@Z??vNIyGR(Dfk^=Ey8HiWZ)s?6rfV~PG4C#Lb@iz_t_TijQz0y4&~ z&oqS}ptP36(#bS$*#F0kUa9M0xWQVgRoSiq?}CwE|NTfvp3(oy+cPjMw`LI_cer3^ zUPYLg8Lo;oh1Yd!sS8c`Q29aeb^$z8sPU?|`NCJJ*YJ+-gKU9Mn%Fn9W%JQ#B6q*{ zjYg~KgNi=y^BDMC<2R#SWj~RpwKp6*Ew)}8Q}QHI%)dDAv6Xj$oVHnueI<<0iAVE% zVHWb$0z=c{Nez1P9kGAekk`@GuEX6{j*LN8W2+djKHgfDaW|{oLU3 zH!J`{B~7Bov|4I5&=%|syWHUXXJ~3;q$Od5JXF077D)>b1WhXJG>@j(-onuy0WUnV zdROUfHDJeQkE;O}OYzXK?b(|OE$xoeS)YKW*p%B*iBqy=@8+OuywWh?F>>w7r26wp zwFRv*FaKtijrl)5eq0@YFJis9Ty&l>`9X0hqFXAxGKKSPpyxHF7q%m61my`ZFNOSt zbxJ_uH_h(&D)bAwXO;ja`W>~`XGYrF?U7pO*8BR!E`bgQ(58)Qtp|Uq=8rNTZ`dt@ zr=Zvf#kUq9BGQ;}RB+!FS^xc-96G1e@2J~8sFshussuO(aApvd%pPwUOkuN#ZirL} z_U+EL*SLlE7=J+@gswcCjVM$tH<6vc@fUc@tblq2#15DOA2x*Gu*1I2o#{EHtD^0$ zHvvY;1Exuh-H6*Ws5(0|>z}AH&6-iYB8q5j`lmcna^UBe9-?$kHIha)yzSP#1{Zma zn=o7fVjIzA6DCUujc*MYC3;m{5AMx0QNmUMT$PBPv<`*2^wlG@$Jl5q))S&!IpVP< zHriMa%p_SJB}4&%nmr5P+eSb&?z?&$1I!Us#4}5vW_->^4;NJ}CFt;0LR?Ahj8H~rYA+K`pSg##N`99dcca9=Y{n&vbzH76P z-cxX$;#@7&bK8XApvYsS-k<7aF+0W5Hs_FKedMwY3hX?01M^}#_vVA65IOv;Kr*C_Av-Q|V{K=UoP%es z%EHE*CP~X!4heM8>ro64ZV@sTq+TZ6Trld5lisnX@^Q$MNAQFuTDIWAK)>CPQD_xr z=a`t;Xi=9q-8SV+F$|GM|FOhP;V0dqt(eS`8LvPKJnlB5^-jTF^-apjeduZs(?L;# z@bliRv4UuNqb64#6zi@LuOxG>ql}$&KHF8Qo@Iqrp%_j8lQ<;}QEN!nB%gxIp6yyK z*sgg3rG+DZW<1l0{s6|dI|zQ#ubTm*=!B!XEbAdi(N)P z0L?t1x3DAMP8T{GZIqz*z4P6}Rak}RB0$ash9}c6*61Mu&z3=%R)#X&`{T?lB+sz( zz=_w-!3sVE(;wyZD~PT?m6~3|{@|X*v@o(F?XYoRgZ!+hYK_1D|Ns87fC{KOf;8K!C`v#Kf8v)#_*w9zL7F&m8HzLXqP1^nQS8_t}dOcsX{etvG*<(*h@z??F?JMNun6p_X&S zZ2p~hku#Mk^s1lVpl*}T7Pd~8>!>&w|CXxXqWPGvyiAN0V%D1CB^A02_n-nqEOHy+ zKRKNyXr0~I{z6Rr-k@eEq)v6zgCb;~xTVaf?7j_4Rx9j}333}p4vBZ?as3nv!_IpT zIA*^2B}t*f-*ajtS1Y0}V)&T0!c%Vb%!a1J?s_LlvCS15JtS6HHUXeRJ5udQS?>Q9 zgg)Q;w7AiZ%qzLXop`}VhUvP{J8+-!1akHNtQMQ?mUfAo|JxI$t}-KqGSw!;X*+MO zS|eD`Z<+Xez6PE%*PX=>uDF`Jv7@w|>f@aP)wC%?DAO*N6p8S;2Tgnn@@Yy}ns+#A zz}A?>q;s%jfK&aDVGyW7r5t)#1rBfk+oIB(@RDD?6t|x$bP#G9!s01z46tKWk&E5# zUJrSDu97MI!8|-D@Ie`-epe&D-S2w|bN_CAVs6n7H?7~t@BizVdmR6NwgTZ|C3^wd zhY&CmF5r~oi8(F&UE-L`k&EJ`zVM+cJ$>Up9Y6q>jf8t-!Jod-Yglsm#te5kNFpr` zxOxv5BW-znI8CDn8abUk%b)E4p79xmMo|)D4tIORFS7WaDc}BYKm-46Sc|V=^Qaty z`3YEsU{gh?xtQ$4^@2I(Vu?$h%DSUNP8rEQ`?PM;`2DIT@*rhzT~GtN0EIS15-nhf++ncsY= zgCkbuAwEtpaFZ->w)OwD#+wU456TqkM>VqW?`aWQ;%J$A2csDvgvGmIQ zT+9+BxNF9E42WYQ*VNV`fjjS8M)Ne<%S^Ail%$n{@v2d)@;!$z3-)SGLR zaZd_^ zdPW{lT^RJN3k38!4|K9?HXo8RB(V_i9iM6nIN(oSId0E{=hM3bca)ezSC>_5vWUdQ zy5usOU(~t({x-8`?B9*q`8(`Hmb}{$g4Xp4X3AQ(d(_G9oh`j3i%5^(37W_f6!0<8 z#b?W}mnLEjTJr1{}hL{wruzfB!|Ly`Q;wBerf3&1W_f zBY#5K(A>*R5mW6eTw?c2Ak}-tKNUI{ZOMsX5wyJK?kn22jP!i}mn?vjP-q;W^HvNH z`I}E+TJ$i?)Jvs-lN~~yy+{bqfkLv3BP-9f&xh$DW{9fh+=z7C@g~A=vMZa&zCu^H zR(fIY~ontc2l?yja84UK-i>Bf7u z8$(K5S{9Y*LmwQ$nX}2Rlk7|0GFSYHn@piv^o|Lgj*U;WQ^I87SqFUUXZS0y`~L#c zTx*--eYTZX8G;^K9y4^*@es#T)dIR2t(^+amOp%2S>#TftvI-#ifnOp*ZCkCSYGW( zd`g?=BNx}!6KuFx8sjm$Cz0s4;tRtx|E6dH+a|;20dwrvDm=f_zWaXP=GNLdRdaa) z_`85un$=_?{xKUm$%SOl;fw{8rFPwk`t02dm)&Vkzx*m zD_$r#m-k|~V&naS1pNG65h9_IWD7|)qMxWZVUWV6?}m}+r!smX4gIm_ZJ`y3x~#3_ ziKFr?zYrjy=z4BE`s2_%86LTDBN^7eC9@`(F+Wxm;V~>ff>=cIA5m<=h5CNB>*h9( zn?qu3lqNF`ggi?8n>g8=>8qtUZ>(~(cs3)aFM!U{Wx%CGpSCRdyLv0VZE>#UN{4a{ zORLXK;4U8rHqIv;Jet3LX=)CCN&_%bxy|>1a`Ndv zc?3kqhJ6H6_<2Pu*&`m01~tCx;6YbGjo|4TPOmUKKWRM{=QP2US7mpFCUXJ`Xk1*U8niMpz}ekO90OKh3jl_B>pt&;ByI+`EHG~ z_$-iobc7AeyLie7cZPwKVdIi12bv=DzO?}GFk$7Q-iAt&{P$h>>OGS$$v%ZXBwb;o&ot8WMD48wQgps-5Z1=N3GsZhtg(=zPK zBAXJf|ES!)EETf_J^)!S$z-R#1lDL9ity}!1S)QYv^lBpvTXg2 zK&8mrecOE#kfvp_Dn^8CkDdlTVr%b%5~n!ptDV0}~w&6PT`~~`sXAckdcks@%$=1&f|sdS)rwPF{6G!WE)Pj zQo4BT1vUHEe@t1P59!Br%XJGW7AG_Pv=r9d(K=A)8L;yNzdi=R7t)4z063Eu!9SE^ zpI$NO3{RA2C_pQ+5p?LEsvO3S27*w^p3`|NB$m`tuY?@eJ3-?`n+ycG{i|;;SHJcn z$dWU+U64p@*m82%Td6WQTp=rV%f^GW?P9^oGt`1vCS4)Jnl+vvdu}!9g0JMHb)8Mb zy6%2ze9>UXUBNLiZzF!;_25eZAds|TxGI8cDd$}$p%=5-1i>Y`Mim1@;5miKSo7Z# z61Z*`tO|myCrj8)5^0b9BmIC|1Itpa;ID9gv<>C?YBX*6l+Rrc#9>ti0r_1R$*aqkG=MKnHCs4 z;BlVP-|{aoi8tJ@OVvpvWV*Uih`G(BXG*mNXtqmHc4u@cx6#Qqq`7IU|LwQ@)J7Oz z(|oF44Yjij2#Jg*ig1V$P4%aUE09ww{eS=utkF|z$6^(6tLM9|8}h4H}vgm0&v{TK@v0iwCrcVG@Q~H(ESGM zICNR)Xl<7=jETPfMz7X|vu5*yf40*JK_mpQp&Bx1BJ_UPCKa%%`1b#dm52@hBBwoh-JJkgqt}K{% z#%{iqL|}b4SY7!?7GP<`vqX$-3~F^EcU}eNlm;m>@_%Sy>N{VTlYn%4n#I-5icV3R zIq<5o^#ewFXMdj>V!F{Jf~83A$oGo;ne5V{B(t*aHJY5UzCY8*O-?zsCwB07m4wZV zU<#BE5&LNSH&FqP^L!}d^VspH55nOswiK1Rog1&QTta*3W^SnS1Ag+u#UU-in7>4l zmy{S9tnTk{qon(a(hu=rMzSzgzN$c7$lxMF>@RM03V*?0ah)6|NN#|dWK4y zR|n!g8I?OKB#<>c!G9oKL2OnB^&9Q`D8;4__dD2gI1WN*K_yUjobTdf;8~rl#FDqf zrI_Q;xSVJ(F)ic*8kqkl9+PnqQK(HJFv06$VCVLA{_y4~s*}QXKqrb4kh9x6H|S1n zgG`DPI0DaS8UqfZU$%z9ja*v|U8a!vS@%&*{O`+M#UgGP>M z?E3`F!O(HpFgPs>s_`r#7sYdZzun~&*-Le+Z+`CUu z%ke68u@oD#7t9I|$-7>MHE|!(OHzJ{6Po;4g7@$L|NsB8m*n0nEp&L0UCa28FkhlA z#Bc%~Ou@d6f;Bk;Sb!poJ;5O^D)*d@jn{y#zS?Rj{rn+G1-G;Mtx5S%; zvxUc=5HT?NOa~J+2|rx#Um5V#FL6Bcdnuz*JL+t9xF#5NK;j8RADk_R079ZAA(B=Gh@DmWmv;Y5>=g71HgPGO!V%MutCR*FAyy8bi zGy@y@-*Sn_`XI`b~uP&eFS85|1D^ZJbFV^r=Pb8j=)#vMWb|F{L0W|tqZVL%Az%OHpZ?6v$b}D1rC<84KkXbv zqUNh4EjhsX-7uFX*%1X19{b=MIAkZ>Y_F@(;!M(<8Yv=#} z^FDw7*jxYe$z}Bb00RIP@k-vs^|-WHZhJ{pxgW@mAQS<&7rKm0%H{JVIM4t3n*XJk z1P66P3L|8YjR?g1|Nr`5{)m2Wk9T>i*a-EIf1$*Dp6+jP+9cqG0 z$*V8PwA3mngmNqtA@eFtOIEiX^Tz{0Wd3e~dp`BKtw?9E{aL)Oz4AbR?%SBwXJJmhr9Kpw(BljS zW#H$wHM{oRQdR3C?LDTywQ6w&08~J$zq}eSf(Sz75%R-x;qSoQC7R~$rf>L+AL_Eu zll=w)w-VJib-QJ?dJPM95x+BHmxKD}*Z*1cc3y8w%WA5Sc;Dw99Y6Ik8MGn!OPVst zjRI~+3+s}fP~GN#FY5#Zes_Np5#gG~{`J{?%TJilnc}1a-UTd-j(drumvVk?mD5L0 zxUz(%h}95Tmquw==Oy)TM|}#mBo%5*I1B;aII-2;xjXhZ7>={@a(Z1!Ch4oh$ImP} zn8*J%`;5uwAEmUARerUhP5d>bqvKy~|7cffba=>5%6r7E_7=A{ZZGgR_RaR2y4=O7 z;i}yLrPo~Ia;?Fx@vBHSZ^eDhx2=2zu`7lowXB2)6l{K@z<}lV<6c3iS~`US%Lc z_(Vld={V7vK=BdR5Zy>xGMWkI9ivn0Nqrh{nbH^@xs1ujhp`K6%$+e951;<(T^lx4r1HE2{vdBbEAEpCXl z4s+nnJug-mD-J=0{yI6bhQP@}wc*C`7?1;@vW`#8=+rB58AeOrQL(It4vwq?yN@K) zwJ=D_ZR^f&U`F?tiOp)ojHFlm>s+hv9^V>P#V>P`4xEt(?J zb21T=P;BCa4>Y=ad5l`PobI~Nhru?|glk~$Rm-2qI!l>L=wD~c*}s_}8>aWmiBf;A zW!D&?!8gm!z7C{V!~ShF1xg#Y>R}{{+&m*X_)g9`M)d$-*Z88aYLAj6ny=*ZR2)6p zTQQjCzDjy}7eE%YGu9W~@P`t}ptjRCw7n2ELyLVGDe%TOAlFI8d`8s}=WXI+FpM}H z1BX;9qE~F$+kh$#!!mPlNHkg%83R)R&?FnS*N!J%q+&-&w6tM}+sR?Ct2UJ=fc_Y+ z3#>K34mieMD$pGEdKJeK1Q09LeXHK3XN^D&hoiXqzwyzHE6PnpUc$7nct$Z9DGYML zflZJ((iUw=I&j*D34PqqD2+`KWRrc|M{u=gF;M^VOWt5~huT>`c!DNR^3(@8S9>q~ zUk;!xCVSDU=cMBxdI**3*jK4p#(4l$yEW$jd3H0Jhl?k5>___BMb>TZ|E5NgJ}BC{ zq@XjnS7IkCSEPc%dU~o)@vopPp0U+{0+)&S^q$n`#v`FCQA1%jl}xVsj7t|n<${&zG7DY}P27}SGu%7H zfaHk86P{7PQw$%yOJn~^h^pq4xL+SD1yrZH3CV7f?_FM;eu>&=aVH32l6f_k?e{C~ zv~3Eeonh1p26)4MFT%g1Fv@T3kJML8_^Arb?inM`f_K441%_vWjlj3xwS1s3LpURq67_k~5 zOlT&z0DaPN&TZ@MFEz6<2Zm8PIQrnbsumj+pIF?R2fbUFpaGEW$r5sZ`G2hQW$c5C zXy`U1ve$0p9eEjYJc!({()m{r3tz=eGo?9cYTBo zpPb)UDpRBZBY*d{54r!=k2HaR0T|AtXy^~mv(PIbJ6ZYWIo) z>Ogu%;r`Y~9H#$f;Z(f9*!62;sb~xS(B>a?dw;`M?tmAR8oaYSKAU+R?<7{}yZN(R z`l{YW7MRpobw_8{jr(SUf}&XuMm!7dE#u4F)y?`DDG-$uLSogs;%|`XvO%#!t+=>+ z;_DtttVEeE^?>iXi%;AQ2~%j?JTEmcG6cjDmNrDR^xpwqdIr3C&m)#ZP(KRw`+Ulp zZIn+IN+Ah}o$iU1yPGaK&Hj#zdlaCLSU^=p%UBLCU*tt7J9HTi@_$aA?_rQnO+TGp)ZNYt4 zf{8Kj%sSNKkIXVuG#c2cP>iJQJ`%Owb#Uqt`MgbdP$q9-_b|S!KR&9!)=SwBbVrNvtM6~{X+Qt;w`&`%6oa^V0zBVqZqYVxFrl0 z=P~-YH7bVt@if#k2jHz6roF>w;i__m)a>N_&<#X= zr?6O=j-1||F$t22rB6(02^ac8;5!6@aI5Qk8G@>*O+lJD478>`duGC}*81In>+D#g z;)LhVp?KbhXkFMx!Eu)(#B~Z{)3ZjI#`E2Q=WCW!3F`^l9yy+UvT19-#a{{`o|<0f#&7qnz3tRa;q;Mt$6Z0aZ(3-4Z$Lr&9u0;$b2&K*G)4Z zExfv=z@6d&uS;(xSKFM~hJbY!#bcXf?acN32TCD_O#Fr7jW?|-%>r5%#B~JNPN-P% za}7Fh8vXSS44*_5V`|CH!R&xm=)&IuM=ix-H&_0W;IKh~_fFgHKk#Vfso9Ad|lt&yj@3cO;1?Bi5%JpBCKz@5ei&?Y;g zWP~9D?v60IoF!Mza(JdYXk^QiDfbTwTOVrIZl&EG&W+e_FCkTx+Wl&8-GikiwS6Bk zKz)@g0iJ=^X=}GTMD3d*@r~5;C7=Ir?7s z*w||n?|ACCs3<(xRx}w}_3hjL?|n6nJ+iXtQQYcHW*BW(k+v}~QkZgL?^oRk%@uF_ z7I83p-!8sQRn-Eba-Xq6*$Bd6Q;G5qAa2+QIJU}Be=4qTLoN(Kz9)xvQxm`#?!AqP zrkyAABK*`|9PC!Mx;(+AEk9sXaRq5U3NDVKLp0zkW>dX<|9rX_G|Wl(nuIHi9;smc-Lb1ygzE6 z?~MRDVbo@IKs5FpV|I%kzQ(X_KxkOMbL!{>Co=qN;=7{7#0B|k8QPMAwyZ0lccWGl!5DbAR<-a|GW0V)tseKy zT++cPX3i=(39nf@&|z28mc^~n-vSq0mM}fp3DlfW!-g@aN+ZY8^(K|)AXJjsi!g}v zex^0Vh)IArru4dsGvF&-X$?##d??3+xUI4yX^BD;fG}(E)GXC&X2v$kB4-?mhQ{Ro zKO+fYtkeUJ4^9Xbz2_t!Pbkr3Z^jt4_wrIYfwNYTBxT#VIgU|W+!PFPFm;!tQ zR6=$_TsbGwiIR~eO^x>jA^z!gNWEjztu2P6sx?+0*t zS(G(ZiXjkD1F!DQILA*Ej&CR6wiBCa=>rcbLR{uU57`IXIpY5cP{fzMX`TTVNidQ} z$j_QEv^3WWSj~s=D3*?30F>(^aC)TXMs9jpg;+oT|N8BaUB9>KhMRl>a_{>+1$F>- zBmdQ$2S7C*8PIDS0Jt4Q(+#+5UT$a6t%cU>$+{Ee|#3nxHZ_Dn44ZLX>)KtQ4 zvF%Eyag0IfqlK*+vVi0DX;9dOj;+72ra0009301wopgyFY50b3breiWtlV*mG7cV8WYi4t)jW%OpJCnuAu!$Xa- zT>%t7RDK5%FOSh2H`;4&R6C6xj0p+g>dRe;m;t$^9;Hlpjk&-5nb-YJDwZwVRZ7uV z%FG;p;(?hlrC`1)(GyB&oq7-ele;<(=_o?YT~00RM^IB)DsMwgBE0Okm4b;S7Y~}i z!9%5Ar@iN8P4=^)o8m#`W*5{GT+o(hcv6tWC1OAdSJul#S%MBHDO{@Nvvo-8wPJ!1 zdYe~qH44Zs9zJ@Tq^PE>c14;dFhR4=R*N-oz{DkYhL-IG0>>iNoO_prjs{%YkXbK~$ zk?%dMd4SWpwDipOPz52$P$iI#?_Yt&Q5l2boVqCKvw(*Yp#0@KEVaddt@DI9%fJ`o02)PL!lBFYjpu0G`<%AwlB|tp%zL7vxmK z|J(L{Tk3lUXCHSY0c5B-%(m_F94-hREZ#Iwe(I20;3Z+G_8_Y+d@NHxZ&7eDbwcXwDHh(i!gn;f1+uXD$TyOh=3b&nUuav7q!b(4RNI1iEvw~=NI?~ zW|WRpKZKy%=HLH+w(a!SmAjILoioI(Bo5Wz!zcphm$=x{pQN$DVkHjTN`#UEy4 z_*=^30v;1!?X<#|vv@q3yNp}(wf~?T3|bRh=fvX@wkS%;PntYf4?!bWWnoe&9CjeV zy7Vvt!Qlgv$AaB@8Wq4R%Ui|>opTCr=|2OluKn_kZ!oVuOyw!`w~{M1EC&dnvUd<| z8W4dklExAqD9gpLKt^<9?qL{6?dI2mUwi zLO>eYP)yGR00094E6{&R+H~IFR1qf;6o3UFyuYu-+Z(?PJfI12Y1K@(mODVzoeuJ^ zw(_d)Y;V&ErAb#+iROnM-Pe_-(!Mf9w=n)Ar8wOSz;uQb&C?=sVbc^B*$}DG)I*5t z?O^x9uH*NjK%H2UO#SR5Z~Qld<~rJIyjxgG{;%6r$KV_Zv8GJG^w%{a#>H77>1UqL zkJK#?qP}t;#xeY2#9{xk(?|Z2XjOC->)%!ei)yd@u>yTzftNis1i$&_5FcfGx$If` ze@9MQPP;`@8g!Q7{E9OkL^CPl_;@7&_d6eEfWMh5({E!by&W00&$ zJl8)GlntR2sq^#$MFKhB9OC8)6&RU=_M~zR}G* zeAf)0og+I}M#oxe$w6_Ck0j1-31cgDYo;uy6gLGad%_u^pxbIv9(teF@L{t zfAYSt{)m8Q1e0=N8|T9pQT8wYxZ>GMT)9KVLR4F@%2+JRQ;G;ITJ~Faq_Cp&yTfp| zg^YXq_}Y`sDz+Bk^>5xO+iG2zhkmTY1oiA$E1;#oVh($I61Q*S9Jte>PlPIbOt}0f z0^vbr_KuzYupQN#E>n>pwDK0WHr%Tg7rC+|9jv4kMQPARj9=PO4@O-Z%Xu71q++{e zl<&UU1Bz$JxIJEcU0_4#tU<7SDFO*ASk|Jo;O)h^fAGqMw*exOv4wC~H6siC#EY}* z_?$>@QY08-M}l&Hw%NadO3k!Bx}$6M8cC6rnvp5&@^nkx z{BpVZx=j!mT}>%6f>C7+%?$K2QPXUI_+dH zGGbg~q@WA^k^WvIm)t-$E>h3Ch^rZQ-S#<}WIzIc^A~T~lwcxI2PLj>0~Ab4B)$Lx zPkZQrEDqCCXK!Pqx<39Gg}~k`tO`8n<+?Bhuj@%7Z5ul0P(9C%VVcWdlAY_m>*hTB zPP9!CKk=qOpk(#z{JRx8+!P@+=1vAOq?Bs%P~)(i)qjZYAYYVP3cQ||g`wF!J}vq1t`NqSfXdRWwM2#G!7xWP#V|@kp-#E;=@> zI!Y+&Dc2lH7=&1l#46mXM@Y^^P=L<_jP@2g9+9U}l`krotH}m4_7+97FKDxXZrXB( zqDRrJgRRNwfw&Wr>vjU9UVg>x|9>IGj-X$KnX3ZE=sDLHRfn11HYXSr;*E+uu+LVA zTP_iWm@nEBzRR+`wo)zUItUIbPq!0OT{Jd|M`@shf@ z$SPN68y?m2G=;|@7`x77f#n5iCVK}*8VMT9mtzS%AMKH;Iy^4K_S+@Hp44>p#1=-B9jzR*(Wl@4uo>y~Rq{*I4nA^S!rStEiI z&iR@{K9C2EujsjMXVq-A^Gg1Un|!OT1oW@^$Umtk+9%k*io`E*`N*YLYJ-AQ;?LQ= zuF>pIh@XE7qu&=b7ewgb@S?4pE5`mbyfy`f|MN4(VNz?8k0Vr#`SIS%leE2d#o}*~ zORjuif-AA<){=lJ@}9^*+oJN9^J*qNYzgkae*XV5Y|MXxE_*0M#n2SDrCIFq2KKkN zLi^A#ohH{*konuBBI2*|y?L{7ilQ$aizw(ht(*y?dv|1;mzq{5q{)^S)8@Y;rR2Wy z4xPnoSn4Phf?N1p=~_T+aG#*qCP>)n)_@lp z*QmMNW8ReKU(H*w8xBTj1-A8#%UAt3@j4kbf&578I;uc`V)*$JEG*GF@z z^q2-g3T6K=c{>1`cvEWS_A3D8{LA%TBhdr?$B>UyfKI4}aDk-v$pOGtxyiY)C)G$T z?>i*{mXSmCGGHR!bdq`MjpYx|CM8$S`f?`=q^e5P^CCTMgk)skRT-kwK625!ON!`m zLE;)@po-0C0%t0_leo!W_Q^3rwC-KzM7Z&Y73aNDy=fl#RP;>Acd$#Hj->pG3a! zy7qTrjP|7#Ow8hw&L>tJN%jAE+iQh1lQ)XistPkbdStQ$F6}O~Hbp9G`4aDT24O(g zzHRI(d4A0fj|Qw&hfZtoHq8=4q-_TRxtReZ>JP+h5acr6DB*FsE)*AO0ZTyw)M~MJ z!b_zYJKP|2ACWcpUi?d5*P7TjS@{*O?t*&j_tihSmAPWcI!lvp!={PTu3nMh zyF-9xbfb6G3Tl-kJ@|i~zEO;97$;g{Z|l_IrI7!Bn+?ZRw}L>Wi{XDN?e-3O8a)QZ z1uKH5H1LW$m1BrvRb;FkKP)CFd#Q;9s9;SpVw;SI=may=q28W?J(b3= zpDS_q<=F7T#9WU`f1Vb&kv0P`eX#Z%{^)IZT;lIufgyAh9kOq<#4Y_ukf{fWmMD>y zxFenxQEvz(gHf;*k>4!$^gkwL`e$(Zm#DmeZdU z%`u0i4Z9VQ6krV;>Sj~PsTOa&w!4p(DjV=o9GKtK9KN8ClKDL+7j{yNHPr)62CJuJ z*_HG?jSm0y9bWmaX+|i;tWInGr3d;UeZNF9#>uxO+zAVWOfuE63k7m)PuigEy?iYR5_M4 z>xj9UpZI;KLf$BWJ5`@FM`s*r{DABU>l_q3ZAI2;pav!7Q+^1i2?G_x^$&IYwCsjL z3&4kXJ%(0yq|2Xw2yY7PK|Y_aT_axyl+(g>!u;uO?S8#=>*pS4MJIo(r>Ji=}G#2uBY@tJ{d z`gcpVt=r(DlT@5e0lQH+Wop0@nZ~n5_pCM1P%eKCHmwVGJH?p`p4*)xPuWiP^fnlC z2QX?g%m#c^4S&Ei7G!VM!qzp9?>?Yq?X|ruj{RkH42XxNqJa#@kd7LfXoD}ng9Pr_ zTBns8`xcGD-zSuaa#V~ER-qB5C&B#Bzm{~zi$a$m+;!&tkk+f8mTnEgf?B}u(V$?Q zYX^qE|4RG7M10*pnE1s;Qap*-n^|CX|Nbp2;Ek`bTk{A!*xYx*Vke)Y^j+^p=&AJB zN4AX!BYG*HCWT|UA?A*@a(u?m|LuF*c5Y*Xvf^?1k?u?f?H*s-vH$=B00093d+_UF z_{r4e9tFYfoahpeN?U&3^qB}UazpAR13-^98G%afsMkA!gNEXp+8$fprZ)W|5 z@i13KpQML1g=51uMcjC?*h0ewX7FNQ`R`g1LgiPUDVJz7?_qi!1S~alyt+2&Z-KgA z^}vFYGS}YM!##yHD$#P#l3v{e-$x7r82WKiWGk<0=Yl59C18K|ke$Q(K!QSKNKXY- z5Ub@E6O42oBVelxkP`wu-cK|V1AcX5=twUosL6J6dcY^ z;3C$fPjy7Nj+;6hmpQxfjU9IiQ`x7Gc8}vms8nQhB=MzZDJ&#ofkD45YiahQp&Yx< zFstJHz9seGGl8;y_HI~0IUB!N2_GXol70M8klzS#S~sI6Sk~IWpXdK2@Lw$p68XZa zGea?T6I7A9_Qibn=d}fW%;nBLoi~xdx*UHH?cT6pmkexi-~2SM*pmtqwpUKBbCVv z4O&+2;gp!G(_;aE;H2{lf6{v7FS_|px+dtt_Upf(6X1Gj%!4)J(FoeaCODOzGNgK6LYk%cD)NJ&3F~}xu^{Y_40BXLQ|}0{Ww2lpv}+vYSsNO zZD2W&da$#*pn~^KaI@F$#lgC@Z#DvkV>)Jt%W`+lWsq8b;aZ`PjeFfoElnrw;Y>5d z<>6tKhxR{7kIfRqI0#KF?>Zeti$)K%DA|w`|2bU(9FJza)de{?T>xV_15fnRgs71z z4)xKm1MTI=ahEju*gR@K8~!s$h*b^hc>SkjNQaa7UDew2Y^_m~UmVgCDpqSx%iFdu zeHTGj=AXGI$#sxu_X3Mpt1Togdiv=d&>TnLG22;2DA~`b4{(T`|NDG@^^AeyUMwi; zXnuQ-5Hsh{gr>BK4f|vk!K!}HuoIf$=Z83szvUrkiTH2WORg$1f z-TwjkjB+ye!pK~U;WWU@!5s&5Y;QAhh#o&f56yHP2Sh@ssrtfF)kF5}Pgbh+Q}8NJ z`fa^?q@4jQPZ!H-)Zr+{F&qI|02e<5PKlZQ#Tlw%_7#+Ef%(9nwsPUbFLBF7ayA1ZK*IPgjot ztQH0~crII-(RwuSb^EpzsS#(rx)mNTYD|Xn9~)C;-ieG{L6E2)03MQ(ZvxfmcjYqj z-nKyKl~;JTa$;-DK;$?^&7hLx+knRq}{B}ReF?KYzGG&0?BP6yBb?{EM9GrlqTZyhkRxx(w?z^wg; ziZx0FOaZ6}F!nfLfk_*-Xpsvp=&{fq#v<9O;i==Rj(v+FCyFYi)S zAVa57i$x%p0klHyY#Wp@1QLSxS5F|l=@I;z<#+)ok=#kZ4qeLsBzvpg0E{bT2Yh$J zh{$?@{O!U}m=l?y*TQ~H*!HIUmf&HVpNDO&6*Tw;kzXo|vBk}t)VDh49YDpD)j>Y) zh6V2(IxhN2`+TXis{_s zDzz?vxLWrKsa|K+BbMp^_}Uai&HysYcFCV`8fCq*r#W6mu__M+T%>{k2*BLmW3_j zH9LuFaXg{#jeq;|+HKc!_RvI{MNEQhZ~|xj9;f}rH$J~-fDqHeOMVIs$Df!@@ii>&V4}PUURIaL8yX+~=kl467J}7#2NG(`d8BmV^Ve+Hm=68WzT)rd4uv=9OG( zsXO}u`_)utg2-s1QdAe-!^sNnS(n1X|Fyd(N-BHSI^^KeU3q*SHW z^WGz{GC)hKY*}U>mHt42EV0(%U%dyCU-EHga64n7+0Zm5lzgktQiU7D)$qZL4CuY_ zi5(D-klt*p|Mw_6V;|TmbYp=(7aNW&DI?hl+lJ29G^0J*fU#gb+r|=BdA1n+5Wb7O z#ubc7#*f3uJZ^p;Bbu$6LETf7VX|{MP2i*YFQcMUUeK+!T69?3NKJ*5dC%;0yVH`e z;^_uTy*5ITmEe~e5~8N|uQuOcrN_vmro04I+;NyOD+Z2?Tl`_VuTy@!%~bQ0~YB_)`E z%sK*`5M8j1iB-edHkT+!#W8w?gk`3^LQP|hL#2s|fFSik!Po!)*eoGVwjr@9A?tQ;Ug6Cc+e<2GdI0*BDjke+K9{TIYWo#}4{`U1pW)R6dlpf5*%DwQztZUbT zt}mONV*|+1^>Y#n({{JoDMVpMLLktVRE6D%+XSw8^J#N7xyX>?umYv@V@L9CIUwgD zam8Q!9K6x7EZzFk*N)fVtXl*i6ugn_Y5XbP-aq^@jHyeLb!-9d>c%9m`CSfLfFf8* z*B7%T-<#JR<|qm^G85#d<>8$|{;{aN)XQMC%H0K*;iKf{oALBN{~^wAM7|FVFC*}I zDMm6AsaO1Q8fOO9Ca2>%$r{-pVc!o$tx~j8+x~Q~RJ}J|>*k5l_ov+|aAf{QCjiIE z8}vVX3EgA_P?^L-X&mvR+|2D(M)T%y^6h>kskU6*;P=bd(*dXr1(96n`b)l7@5Ilb z{&_gj+6V0J^D~|~Y6r5V`6_x7G?v3Je-e2!7iN1#KS2Gw6Zk^)qTH7E|P4m0{$-24){^%MwJn-?7l=nLFru6`3D3Lu0?c`$Y(RKo@nP zfR$UR3Z#EE=ory~QikY*PMRoanii901?_y(bFrM?JMSRbBPh4Z6K4g0#Re_0hU_))&cLtA-se&3z@6AiCBNza z>X7iYsFf=?+s$J_4gaVAr};-vqZtd%q#7gi$ofJ-b+@~H`g#T}YUPO7Uhp7Bi2ur# zkk0|aM<3$rcO-sGh`b6dpnNMxs^_O=P~O=D8%I)3)23HOz~Cf6wiqX;?1dOBZ4)C~ z09u+cZ8>3uin@o7!^~oQsml2m_~?@JE?gzIdhg6mIDeXVa2<4bQv%%DCaOSsoX*KU zhrwt!TcB1b!x4k>zifH)XL?rJ@F4X8*99S9g}OvJtjz|8GV+NLEt)@?NpSt4+37_ zkSP1x6}NVcn_|1{S&M}KSz2XS^wjGf8(pm-&NU4Tqz{ZMtWgGWKDxYn zvYL%C`VFHg)_5#dJQJPm&OegD(-iKC+?6~Y=gLF4Bi7+PB7)F9ymK^+a(dzLKS&GY zPdmEg*hHnSL1If0gxT;!DCC{M(zdkCLzpY=+DTVwNqi`v?B-&;^+}O%`SO7am17ps z2EBWW40qa@CsqzC-0qdLdy{G{Y%vN(q8zp_Q>2$-rW?GZS!q@?U@x1EEo@sl9CioC z-b@PcKhowP1OC#i&M9Kf_-Gh)*T7=G5m$7d(M4&`#_ z%RcSm1BkY-5VZffBS%o$e6=o?;e>j0*mU!J$VSC#lJu%{ay`sK%-2&gMi(%V08>HQ zYP{_v2mZ)P;3`+`oc=Mr0g$82<5&sw8p)M8k^XdrqFep5^xPm~ z(7Dti5YpceRq7!Zd>COG=H)eU#e0PW6AHoWsEX?vZueo3dF>pO zgpacZ+ewe){}F ze@GA-dj#hYqF9To`d1je$+iHj^9U+G=pRfvagX&PQEMsN9~gUIhjG_97D*z-k8Vi) zGbvliGBc;=&0ytlsYs84%NG_o9j&A{_T&f`&=g6G$FQ!pxkmGZCG69L$&`8^WUa!~ zq(C$82jeF*$?RWcR_ZX@8K=TbjcfsGXvMZyh!3vrlfuhqIqO5he4G4^!C_^L<{O7b znV)IWV&?0jLphMVnL!s!AhFl%F3HMIm28CPzIkK<2v7|uRJf4;80(oV=O>{9{;$MQ z=$>-yk7KHB#v+Tqt?nIp4BJ6$S$g@8_|?#Z!M72ZFqk@O@C^!otcHu{aMR<2>@7&r zjY;+fe^14BQ@zx+7`ZvNn%pTRhUC76zE|DFIVHe&D(?+YQt+ue%+@rPz3M+KK*^{+ z2j6vzdf@x|K0D2F5fXyR=_%0c5`c)+We4|BICfsRLIpI|*^+w?C@i!tn!2dp0395k zZ%X=%e#O=&A&c`k@5spwqd=^PrO{Tn%`itn%4?#Rgiq%{?ZL9KErfz!+ygWIvv6uI->KH z+7dxaC*xYy62i@MX|(y;n3sB6VFu-X#Lz0Ayn!a0pdB)q4W2SD-EJi;T!QO6pAy2bjTJxikTc0vp4%_@y>zm-VH;n+#k| z$)K=Q433=LtbNgY|ND$tvmQZoD?#kujN`C81BEPv)kkL-ko(;!LvMcpUuj8&{_(t- zH!1-)fa@@<>Bj=59DAF=6$=hebd_FM+W&2Op*f$#P=auCrpN6X=m7U!a_3bvs=n`LfKB{IA(b%40SN* zi6-2lGZ6Q+<}5lZWH+3desHtgwj5#}HP1?BV8R@W`kv8x)|DaW`a-bi3WhRJzb-;f zxz-_P#Vr8zBy%6ertRdR53+-V1frnz1Qr{29FT62ka;$ZN7|W47NX6rZlDEm-^NIZ z(9b?V)HorCo_P`Ec}~sJ!CVk%p~wI7PmkGDWfx!HV6NuH_i;0|kt_D5F)J=@#e`8; zVXE$|3Y>rp_3mSVO1Aem4D)9G2yfUm-DA-{A~Hb9_|P8jX<$CBbJg7o&&J4YsMD2tjrz1P_(59&YI<}1B+3X~B)uF$K3=}Kc})}*_-oV9>aB|1zWb|5w z56t6I_-VlE9Li?J zCU@ojvbfI-@PMf`>?5>;2I28no@dqO`s4dtAMd+Y@z!$e*4yu{4c!}dNo%o_yFt@d z0w`uuhf57WmuGiY+-eZW?G%mV-E`SPB{b*_uOdeRmBGsc%O)|w3PWu$jz%xac(-Zp z>fbpGx(cMVXvhEmR>9Crk`0symu+_ z1d^k)cYLUssB7vhRfbrFaUk||oSGc5WflqccHtfLY$FZT zA^<=>ObOd7;NiaFdQc6=G4ihKWoaV@dvN$F{&`VamD~cZ0bo@xHXefEcO_2TRjewj zan15H6FxO8Kw}vK6o+n6O}E|({GWVjUYMF%w%wL#R!7#O$i%^tes<3WYJNeA#m|Z* zJ?Md8qchbce>19lkXc!MHvJUC7fRlzSw$#1f&Bx#VtPMJh2Q{+Og$a`&hQ9H`_dRn zy20MAG})Z+(eE4&e|Y{Ff`#Szz|TZw&gl2YhIjE1xB6941kb#-=~Xu-lLmjG^zMHF zUh$d800Sq6iTuCPhBdZH%7t%&gmeE+002OpL#EfPya6lBrzHO286K$-;FQrdh2JN; zm6e=hUqXvUAX%fEm?1B_6P75Fr;NMi0vE90frTH zSol&j(a-GnruZe^D;n|b_i|-BL#v&B$Kut`|6nD#aU3aPA&Qk$)kmqyRc{^*M7))`bqWoaHimSF-;hCy*WI z)^5x~^O5k{vI{2so&R@R#9UJkZ^* z71#e3y-HUgjH3kU{|~2@jHFhG1&d@-S6GeDubllh5gKC+#9vItzC1c^6`4?4P{X_Q zPKhflZN7I~o5YqMwKNQycmzFMh1u;q z1!!mTEq4rEgvMGw(LAFheSG4CSupaf$|XanUg1FULtdspFZ?PD$eE4C-CdIc((R*d zN+CRcZHbhu4xO*PRZkoCdcrW52NYcI*OKUx@m0DSY!?^uKqZ7SbnNvr*BHEm&XzuVjG-_tDcyY{VNAZ@h5@(QB{bxnk9LK_l zod3b3N;OsXAQVjL6YCDDqhJovB=g*WiNH?oW;zS4Pm-({6W$aH<}VWX<$dw}C8)n8 zk(}UeFY7-p{%s)W_heZaEcT-Y`2a@dyjMm3ih5Cr zftA>WmgDKry~v?0h@_sQ4*>;}tXS6CEodwX$scUSR;*spM1cwe$S;FDc47z zYjZRzB&E~dmn>|-<^%EOGR56Y6r#40JU|}W`**?ug#o37IQocPnv708QsSjZ4F z03fpvnpL|`|MQXw3fKfz={%?+si`X2UO8Cm*!Q&xqao&$F6 zeFh#1QHP;zBD|I9FEhLs-|dHu&P@AFT=`rgGiPXHM$MoJCjDnwwW{7^DMb++d4vK0 z-p7*rY;zVyS%Cq}?9i5UAI=Ut8y-r=@ru8DYKxopQVO-pEgJC`%8<5bi{1puny?!G zITPKn*qn#CeX=}sCsV;rc4hZQO%CYQm^8x{ehG-YfqQQdAlHLafa*>ytdz0kS$F^X zAJzay^MkHi5joG*YaR^bt}(x|maLchitzJx7-`=S?`jMaE{wgc_Tw+iw~OZ?&Ax!$i-wjHmEUbz^f?N2z+d=iBLX;KIvMVwU+(l2zyvL3hA+AmGpmEi`l~MUw`G z1!kIlBZiy`JyuA2KywNkJf>ar(8?)aPFQ5;&*1bqRO_P{-#-gZit6>B0xi$mH7*1( zz|)E9KN+pUdkAfLxA@fvEo$gKIoc6FS+eH8re8OCrLWErxJsK+Gxz3T=*jDVRm}vr zVZV&fZ2JZT3~cdczLS5+o;NQWKcL6uQ3@%-(l6$qrapOCuK@;rd~B;-2sbHTiT~<)Pdd2p^*GWdBUVQ0~RzLSO7P_5ZTTJ z+obj0)IwA6GhWdJm2uhd;W5(jC~JaH24Yl8LpZ&7;>XAx6uvVmc;7k0vbE1K;QRd2 z0dMA)Zy98IrMo!a^-GDbi>e6U)uhj@!LnDnukbKKBZ);~a}OLRv+Stn`fwv->|+t|}AR_`a81n*;>_*$PjcmVq1X=D?G0 z*_2VNz$q-3Npfvq$+&&ZX0D41g`C}Y>)g}2d4=?yk~ARUdG{R&DX=`qQ z&0Lz#iv`;-)VCUjxtWq)6(ui{HTJv8Xj#-nSULRa*V!9qndtUkQCm1?10CI0>8onrzI%yAHqz$9ogb{ z4UOvj3nDCzz14Q$(5+c~^nO_u%m}ZlJc-kj*yS0TA=YgvvCR$7zh#4IFet;I!p>8? zyxg9y0OH>K-+e!9t)Nk`M8&YHYiX$F!=UZ*2I4Dw>4r?q{A!d+;uYd8ni4jxE|OMo z@+dXp?(xhY<~>QqY8)&N$5)?5CP_8{gu=8C75xv@_z&M6kXvT1qXZQnp_=u*w2Ajp z1vls(kOS46H2}y9!#3ycA<49dTkJ_+x*wyqy#b?3pNAYAV6=DF@MuIg^s-`S&R}S6 zzY$~CDE+1;e1HG{=hOfH|NcZ$v4_pj%L|myp)>n`lZs^JH8T$ba@!ls=0^<|Fz6+( zyC(v6dD^d}y0YR!DlFP^&hlcxf-DNi#Ci-NCknVNCJoj^nJ4AKRRl)K(w(dv6UxIX ziP9?J$635kN`uFwCAOtALD{zj`4Tj0un#^(DzSUuo$d9Jta64yHqO8Q|MkcJ|M;T+|Ip9>%452p>`!{a!#(i$k|fK~3gFsRDTuLEw~xbz zkW|N(HwS-@3h8_Q{@?M1`lKk5lxyvi#0T#errAYrPb3i}vy&NTOK7@s*X~eiS)SzV z%o{Bp+yezvJgi;b`DYq6N*notVjKf(w)kdPc)coYfKX$WHiKR@&nB$4Z!GcV2s%^v z;|Q>gx#@`+*FT#1m5=-2V|pfx5hn(F7gUe8EwDk#LrS>S?5#!xwf#;5EAnN0 z{Z~+%=eT87jzBIcbD3XmKNrMMzt)Na!n^S^G4GtGgWlsTzQ~Z7Uw==yINdBlF#uud z-V7aZBVMJt(b(rs&jB*C;nvP;{;IvgAf7<8f{(EzNSD17e^bdI@ z%{B4MW4K_hqPG#t0_aD$Sm@&RWTA3T6iS=94n)dMN(N!sNI|7vRCVy!t;Cp2F!N@> zsHd}`bZm0qE)W5_^1n3pBQJ29;6eF%2&2TE;41QTLtAr%pZzhr|E*gujr>MT82`K8T2j7HeX43o(_*uNM_KKUkum}vC z=R$YOGpCYR;6C)|A=;o~B_%N%YKUzTuh%cLo8AzEO8X$j@wgMTb6?TN=3_@E-cFIStNfVLFpX1uMqLTsBlG0`_ zS@9ZVWJ@u0nVqS>56yBBp;Cyk3?a@xUPt}yHOV<5u2;-4*aO`&;}lLhQJ!$!AXI1Y z3K^a!puDCX+=tFVylcuhXtb7==x%6Xo`?;-JHw~V02JlkLwN<5Wg!pQ49DN7@1k43 z^S|17emC5P4)Fbd)$yde2i)&@OTJXqC9q;Q3sG@Yz`evCPy@*zIC;gO$~I9_ij$;y z(7m$vs~We`p*TUg60&so2r-EHDy9^4&ry~B4@MoHYBDi;?QoSpn+{Mn5E)g0!xeLv z{-=ls+~;DNB5?<8i@Wg>CNXQbd(Kn5Xn%4LL%Vc$MGB1JHf$Jl9vYe1sEJmj0lP5y z7tIYlwQZAdL>ysDRK4!`qQ>O9XtvDe=XBIGP-`FN)jFB%;xxQ3HJHnrW@s2127mwk^7lolf#WNXP>N=K zPl?YY<*@F{8+v6SvbKo4!e@2CGk`P8g13xZ~I=6uwb> z)BFz}@k2`z$_}ZgDU6SDN8zr$N(lPz|M4FG`FHRC*C{Y;CtP(#f4m^89s+r*OKvkh zqp4Q{xx>zTl$r6i(s8#riP{8pGwtI1*cApv{$9NQMShweprCea>I1&c-%YvU zaFsyc5@Io=4loi?(<0Ot`y=lr()YX-Bl{(i#CRgLxA(#`M4S)zJeHCRT&Yhd*d`0$=@v-=BYt}b zM+S2=U4|pchZcJ#x5nir`Mpee@2wb^G7?RNw%f-2m%=qr0t~zuHr?l zB_hT%uRD8DwC?(2j&O9SW{&4S0*#xnm|lt;{s^2wEhA+G4T8$?%ZqE0h-X134Prd; zztz`}H3CrnFwCH+$OOa-+u;nWn41>5D8#OH87mB!s|j7njTPBF9e#z7hyDv21Jy@B zH3RfqA?xm25Q|>Z1Fn*90knGd@&oz93xWpuuruRkOKzAMB!s;ii%#(x&<#FF5VNbI}b^AC@{!E04pV zZ`w?#ZajkPD-|SKg2EfpiU0rq|ML3|^6Zcw`y2pF{6;+bEU(r~uu>@`{L@^@c#$|b z@TiYU*vE@;dKTv5<9q`#f7{JTQFGFhv`dN?3>+GjRdiO^K?U-^?yAMp^$<*p%B1ox zTLW6JHXc!|6U8I8!=BXOz?Sc+1|62sU@o1nMcm$!^#zn>A9S*HxYjO_!G!xSoFj>5m?yRj0S0hwK`upEUR-b?gM&LZ#B3LVl+z#Wu?a%eJg5Opz<7~1O% z+W6>N2zI)X-tk)m!;dwRreJ3MkKj_u#U;fP$ilsZJ+fwSL`iJp|i5-epG=s?F$o3vlA zrVr1F9Dzu|6aWAJ|D*r^{(dJh1oghU`ORF9v=*BN=_Cz*PxDzJMADL*_$(N%V3U*e zJ<>qxwO9J%Eu3I;JYkXZA=4zE2yVf~;z&Y-AFX#}SYMe2W~g#4y9V{?a$n@Af9fx!;LN7I8;Crd{sGs-JM>|m9zSnu-VXsy z@dUVWG<<3I{GbuOO5~e7=*U%YeGk-V2Y}aoz5I^`kY!!xH+blMror`s1hCYoGS3R( z=R4xy4O}K`xZf(O_wvx(Eul-P{tCVCSA2-1mx~@!jzF#3z?BWIWSZ z62oSjhNtQU4UFzvi4dGl3V{6Z9B^vBhkd)>C!w;RLQXBbixc>DEhMHL_HeORvcd+1 zf0;mi*MgNN@lq8!MQ4+LUv#?Ib})i|Pwhz(gokS3?tQB_icMajp2M`hvmvi4oVId6 zFL&RAhg7wUu{m{XGi`c`=U=svehS31;Sjnz1UR$VLGYH ze=MmSRK)4j;~cdAv**p`5GiK_I$)Wx0?n|E)sgkXKa=b(w=Q~}OOy`1uwZ)8-TSMLEdyE2~VJzKF= zXQn-utRv#`#o%%|ScYSizU1yi?$n4E<(Bz&+=|&wN*4g0*(jc4v(>bah>*K6ZS%X( zyP)dH{lFcGs$)xO7G8i3 zqJ+tWBu_mFk4={2?HDS`yRf3L2U-&RpVi$SB3E2{;6CLmhSJ~q{s8UYTlLFt2}^Z} zE|f>3IX=4~5UJJ7ZHV#D?_4(_ib|g!D6GT3Yb@XCsWGUA0N~f*o|7HbEMvdAJ^;EI zfXARO^6X}Vn1?kME*{E1{h}rcA>Rwog!M@?Jy)dk1ZcNKZe{jDpH7lR*?j!gYd$2B zJw8!6$(G0Lxz@p=nqkbML%jU$K7}-?oL9>CrtqN>H2?>b4gS7R&|XGLb+Tjoon z^Bv5?$BCv^9N;UIko$bZ9$D%FO+H6%BveKoN{HVW;Rg2>u1KbVD5QphmalGpj5Mm> zLCTGVS=y#Y(lI7v)7E&T7#WR$S`>re5aCj8e1i3#yP2%$r~T_3_UWvAyL7cNy7Ie>nOX zQoc$1Bl5GZsamFMLdzn>vjKF>2Khv|C^;w=4oy?zo3an)_7)qUw2tuGK+kg4zf!~? zu*rMM?He_Jpoi;LR`KA4Qn{Xf5+>W$Y1fNMB|DXDVjL~%|LpguXagb7Wr2zR|M%H{ z|HkY3ocaGeXZFYf6nXNz@ccE@80NC;o;FsP|Fv#(99M&t} zH$J}$;P7TORJ)kRP@G>uU;pu`FhGW(BIlew#@ie}=Ph86*y`0WUoKT=*&2E_j^dv5 zLc8}JEp7|Qt*|6ccRd`;@eJ*P5h;Mbx%qqF_O9T)SB)`_ee(~$wIMsHvld}S7zM*= zqKbTtUU-(xESJ74y%^-iFt?sTDw!^qB-RD`?X?-iwN=+#P|4|%vDAuiVGEbFe%qCk zpY1`4?*Ao^Vqu)&&HTN81z!&S@ND*84m!RGBK#Bl5;lRXJqu*HDB?t1mXXN=l|xj|L4!vl5%*p(|G%y zK$sj9?plvvdklx4b<_0#0kefKTg^UyD`r*AL$T51tb5fo-W>7SR_MS9)IjxxNg?U} z5m1G_1zv{BbGB=3<|jDp33C$?mpS-f|^`GJ9bHK%~fSY-pq(C*L=5kZuBwRKCsaDFt4K)()`n5cu@Y|wn1;C>wAYyZpW2Nn6JayQ6x z!~zQ#U?9u9W1`ObGDwP6f)us$U{V-v-F!;g;`t~%f-eb0Kh=|WjA7)D3^mw2?rz@I zTU$iuzyJSfa5w$;N=Cb!ux)DId53TT1B_|*s0PFT_&@*eb`KstfuoH!;rSXY$KlFu{sx{YuKXmWNejooO@tTbPB4Z;D6`_ zKVb}J?#q0&{QZBbGcb8dNkhuj)|DWm@6=p#3~cT8I?ctEC6}1Aq~!UlO-IAba7uX} z_`>oWNxZrLJgxvE3MXP<_Z3>>$#39hE!;otM6V<(3aJhOO9d7!p&>Wp^@9 zHzw4Bb%%RA3()w~+9W(?{({!~nQ_70?so1)Mb+sIQWd?PTS7_H(eZ^KkQrtAcZ!t< zx>1r?)i#j!keso#A^y(5j{;ex3Vs0)>QmC z3^<_W0-$cZnt%WQ_jil?JDUCR=gbVP(0K3v{w4bng}v{K;o&mmCIozBCNMB~!g5=J zLIbbR^|KrqDtbZY78PMJeAjmmL*#u|8Ofot%CM9~D>^9>Djf@KkyZSOw>xA}MO^x3 zSPbpexy&wXqRy`8;53>3vkBIr@OBPZfJr{?k$4s}^85{lyGw?3Z58&MDrBRru{(o&V5P7Y9$V@(_y@n7z{0406>#5M;8QA82dl$l; zfLR%*Ff^Eqrf+Zz#1ri)7C{+ChvBIougQ;k)x6lfAQUE|L9l5aWbPN=A7Fi$MW_l8 zqOIUpU&_cdUo>)CJy>l0A{=YzSakG(y>Zr|0Aq7}OA@_Vsf{X7OdPvJ0u4^H^o!sc zHVf}L6Y*02Dm=eFd8S-52s!X=ZwIsy8VzI=6Wp^C$l)vAdS99^e6CCd3F2XOnVnas zOZXPHT{wjOWl&|gdIh#Bt7V2i;QNMt1ButF>PtF^F-8-4i*SJQXq(s!P$6P z0X^iVBikmm#TP|G=`!X6^`L70s8WGQ27T}Ly(=q|Kw4>eZSkJecA>*Qc@eFbBsgY? zi~DC+tX*GGde8sN#QPL>3~QuGtikPriCJ=orlfkNvW_LaX(z-czO4{ zHa5^#@Cl0aKE~~`>uQPUz<}G^#LxMj)J|bZebSxC88nd~OSX|ig5Z)>Jdx*3xY&97 zUD9q8vXRsBW>kckx|L`tQDT*=wu$wjEguP|v`>-N2?-l*B;#@j^oC`;(I#V_9(C+?`oOc;+HoQB@; zk#trrMmy3gL197^%`PqCo=1dik1D+G=YxH_h-C>i{gH9iBjfgEc7)kZZkTye-gUHW z8NXxzJqjCzY)79MFza3}n0F_$)ylx*WoC%V83+q-_Utr1_Edcvh#X~Vy2)e@iUdPV z1y&bp#??IHN53=>`&~jwk?Zr4<#(VQ$lQ~M4j44QcNiJPuh&Tu5X*q~{^N_5xf+bd zG>fV1u%%$t7@3}oNE~x}$p%T%HyH%z@rwPWCN-gSRWOQJ2nR=t-CZAy-C*h zmo+iQ+_@j|t0{Ro>7q;14RXeI&|1@+R%3o$yAfEH{@M@iZHsK3B7;5M=hwR|sfZS& z{?88@re`ake*09A!LguaC+!~Lo8xEpN1v2&DA<=59|Cui&xPp`P&C!qc*!cKN1?`m zb}9x7JYNDfRot1#CD2yoYh-m>R8XhEA<1bJvV+s-ib+sxLMr+?Zo2E{B+*HE)Oi>2v!5cqV`ES$)Tz4`6I1s=KpLH2^Di00FYI7&^qvDZO|AokZfX zVmb{V5Z~^lILOce|1ydqlzh2umEFuBD36CQ~3(b5pAbi^f@ zX!K5w4v>-MqtPs*DC2~$SqbX@=NqvQTtQcpWGLfvPt_mz7+jdPXkhTf|GleH-VlJa-}00RICHNkGGl8ZK(B^>zjZh}C zs!Fx?5*R*+%w2pW&4aO^?taDW4Q~2)Z)9qJeJBe1xWCNjhf@G>~ zk^{ryvBip_I485}b8tL{fpOA^l`mswLWqS9-lov1gkeKZ3Eu^eDW9egPJYeu06`zN zDe{U9?swD~Eu{o$pHl)k$4vk!Jrw=U$S;yz<94r9sPD5d0LUvI;tAmGfAq+;(njHE zx8_aQtdgEn!Ljq()=o-ZbR1XF;CxgoQXsOcD7}0nkN^Aa6*~3T_PD~G-S$-j^e@Z2 zMuPv=D9xmWlgBDbOt^lUeLikTt%gJCnpP`c=L<@JW2mVjc%B(?GaC$TK_hIvs%Qvw z4Tc>ljgJ4JA~^n9YPc0L+$NT!9P5+Y>L;LlwZ^l+jCdU z=bXkLkf0gU3V~=AUtn4j^X<{^#3C8$sy)K0#tB))ZK+To#4&SzFPByhVmw#;S=d4_ z@j_VrQn+qL?_bmo*>1vF6@@%xa&V6=_VwR#G8}o)W6~I9`Nu01FZ`HQvW7i!w6BE5;hfNOvo3=E4cQ^Wncw`G5?pS2l z^d`}g5)yIuujsntcMQN|NGfEb+ubyPxwkX++3KlBK7PIN;3L(XXJpwP)}2Gx*KW+K z%{6#AgA?G(8HEQf*%+mdASp|6?j=~OA00093YH#3uqe$+M$+ns~ZapLSFj<@V zzYMot?7dE9VP;Lk2AsitwEp&IPyf&{@fTFP09Bgx20~;pAOGyX#tL5AT=59rc?25y zPh>j?a@d`gH(42+s3)yRp}E7^8QF2|zaE#YfTZdBLvYH`;~bb<>*Qw0h6W_k9`nn8 z`N4uaBI_iXgw=bA!EjDav(Mx~OW10UD_^xl&13k?2RUR32AY-|xQ0Cn3#k5txK}Dd zSQgoY<2Risp2o|Fb3C%cslZxcu5l+aLxK^kyivx+$A5PFDVt)w%=6k;&*mW(2{1ly zS7%I5KH{vY=eMUg;>Dr1+@JV*09S>>SY*k>(sXrygl-Wnv(x%s460++hlwOVb{j3E zthoR|j1TTs;gFS5i6EHQ^TJz#!=t?7`ha)>1%*@pScBrBtLReDw^x7r$e+80ZRZLDr-Y=xAaNey zWvTb@R+%5r9HDqoXMo-D;&)e`I5SiU*Ia#}nJT$pe`Q4*u#?NLhmY`lwS#04HI_Jh z9DLr%?K;(y=yV}AdtD%3rx5StDJ}q*j+v3YxC>xXLSx9ru}=(4O4!H?T1gfN4GUmA zF^BzoPS%u$9P7c1ZMwB3;eRbHijX9Q6-H%^zm|iM@iSHK7xdWi6#S5%^Zmw`|B}X$ zYzBQi-m_b>MA&NcR31HCAXZ&lUipX!EHsI85moPK5~K^94bqX5)>K#9Of&0jJFZ(@ zwd~?nn}}U<&*A+~1;G7rtqdmYpv-4fau{l*#(z__Q5em+GTdfG;@7Iq_HyS{=}*Lp zpUSApy_d@G+E!^HTKEasHq2zdZ9lgo_lRX#(((?JZ5f+%5YHo@STRV#XNov#UGEmEL3#|+cK;2i(1jGTQUF-n*VqeKR0o~^4<1P~O8mV$>aNYNzOJSB~4jkyy4s$nd|y}Gj$^ugGz zxFbjhfC-f9m*BETA0^!&kb0OP(x4FPr{1nd>Zw+B7m-8r&7na*IX|49lO_Q;V7J{2 ze>>B0S;*$e_db{ClGi-#ko*AUIDdmdOtH5N zYZt%kUt$)_sumINh2d?p@o9_5iycVbiq2ZWXLp#HKu{s9p_qRqE4bx?ce*1HPZhl5 zC;>qBT|tL0+5o4sX~N1Z_XhnNEN|nKyD3i6c#<3&3JGrWSjmg*X-D>CT~~PsU;@?l=|-u!Imzz%wAxRq@Z(W7U-eEB)~VWqq78 zhy*QC5+?QICluW8wZ+6bEx4-E@LTS0`*&&ClbtYFU+XK9VApL=L=bzlGa6ut&k0jNyv`Q*Cw?1Z|$ z@i(Uec{jV7-_GTTXP~{`Uq6VFu+Rs(a>JP{kaSUU7dbdLyUT_USP^5k`o{@MpXd0t zgbP2sgC&a@X>HAXvyV#-CBy`W3?DYcyF*b!IrP;bWIg$urYi)mLRTyNYI&?-+DH6i zDK*Nnp(g028qfY+M%FSa(zvT(?~s?z$oxOzAWqb5A3Yce_W+YRu-pxu#|YJ=Z01yJ zLDo?PuBv?RC+fW>DiB}#kWfgN?M?BGCPCtrnx3_)m(ujy1~Ynk3CLqQQhZOabydoS zaWX}i_7_o{$Z*pNfB0ua(gIEhNq0)`dpSwB$C-?j@gm?#ta@7WSkJ~k@FHMjjunD{ zVYWf8s)+BSysh)h?Q3!L92v9i=@el`FQlrHp2xGH(m+3jK!!pZy0^wh!w8=YfL%i> z&&$GbURnT1m6`aB{ExC6V@%NF)SOd1z$pm9haq&n`TEhPo~DnZIy9M}o5`VM7 zO88@-KI9iT(Rp^w4aS+zg1{VBbil1yF!eM|(%X($HLc#CYamwiWSV?oq)OTWo$d^IhhTmOXeQQ+`}dALt6-$rhQZZ8*YQpgXQL54d9C|Uki=Pv7Gl+w6Ehzd^a z583SG_yTo^m=K}>iXVV7>isi?uw&ELOYm0;{!?FHBGPtz)9Pd|bYz#LW=9;lB2o~J zZo4dgo8NYB&{+9B+R=b6>2-%xNUXRIz;CA8wb2G;AO8fu#H9aQuaXG%s4_#Y|H5!l zVpR;&2egpUXwP2aTL>(?;eF@?<>=p^{Q|${rEss#F2mH`(8VSxT;_DPvdDk-Ut5OW zck`)kUh(oDYTzw@Z^0nr6HA5Bayx(#QD#<7_%A;^D349#KH?OC<F$1X505?%SDc+VaWVbhw3dN9$cMOP@3AOI&=Mp_ zliO4@MQ)06}3*)%uPE>`zo|t(n zD8P*;kf{k*aM_$|zuYUqSna+-JESCO3>4A{mkOfWe?!sRw|}uBIncM$OR~@uIGmpp zdYDILe0_;3jUe5_M*+~M-0EJGT)JucGg4E~jm-CB)UK9G&Fg3f`^EQaP#T3GTyVRo zgTMF_Zs_30*h}Oo`=}n$-ZI+!`O|;!%P;ff{!Q{h*f)!uP!&KU;Z-G7(f!000931dLMR?e7~Dd;5G! zTlLWEf5@QyqyO7t1t;F%j{2NoyM}2gYx{?=7_)>$R}3}77=HOsyt!Zi0pN%}1fShv zdqk8+x)uPIO&m*^O~A!z|F1dkQmUcYQSkL-%B|!mV&-oSB@J0W@`(caD)~vpM%vSP zr(l^MfELTDsb2vv2I?AcSJir`>AiP8a{l5CIx<*Cx}(KJ%hrKNGGaD`hn(h^8ve3) zKT_nad`{fr5(_O#Npt^LVrRYc9eW*di|PFSFh!NewnZt^-6uUAMw^r$U=i&HnYrUO z8isGH*+v=^%|ARP2{TQA1e?f#2p9kWM@Bz88Xw0}<*-7#zIVIJNa>wwQPy$6Kt z&RSASn*Ihq3NEoJCpI6*1QsP~*D?+D#=|Bb%dsa_tF5cCpw>8sCGfkJ2dAUd%Wco@ zSq578>SqrO9s)N51#V}qA(D%TN7^Nr`NPz%h0%Kx@e1~@168FPMxIkGCkUbtQ~#qDI{-Z(eVz z*Z%;9v)Xue;#oKQz7q2lu;fo8~EqiqB|s_SpHL-%C*ouf01;<0YemO(N~vsLQyIyk}vTu$R5q7 zPaZFS&aA7|N+kb;%8xbjLOC)#$ROFkftgIW*0*-Ezj-0U#pOGEu}P+n>D-VwmjLFSgO=3`f~u>emA}u#%;EaLvQ+vZ zI}tCY*<-n2k4Q=lw+^73*ZAriEPdPHkb^#48Er2*NoV&z&HskW&Eyktc)$$a-3n0M zr*);9&W#@2E~j-W8>=tENcg^zy4 zs?E?g)MC7x)qLB!G0Y73B9}qDIX8W;Yr&SC+vmDAC2rE3{|gWsW|ha|t|QmoBLuX7 zomCf^Eu?v^uD;@Lt5>C(oaPz5%+QPiI+k7#;4ojcEv=Y$B5I2MS6Xa6NRz=pX4g*? zMez`KN;OK$bdB2mi2KK1zAeMJe4IhfGl$))Y=9ib8+sGg2ozm11YNehJ|2s8h0)dRtaR4Pzg#nMB^StII zYhTcx-%QoJ$$moMq!@f1D2lB&O377UCcZUsCeAR*s3gLo5@vF~^JiO%SowIqwK421 z0*5?51AqVIrjiQ87vAi!9L&wG6x%dEgzo?K zR9W-^p`KUw2@LkQMAeatlz-lQn-M=dzNdfxwyU0;r6{G5ul1I9eBAxw7jVXr)SN0~ zEi|Bqjb5`?LF$l(`(8Rk;hzEEQ@K8Y4GJ#DjBv3fa~ev<)`3a*U^Wt7vVkEeSo>VN z)%{Kkrf=6B><$tI1v80Wv)+M*_jU%8BrXB=roj)ljbZ@vs0?x@O_{s*FM-5NmT_hCS;6U_|M!05u%?&sk3h2Xz;64{bQdzJJa)R>$F-tkWqk5#{F*CtiBxJ z9YW6QP%iV+`*&Dekkc*uyxu>F37#}crRLAl3&?mm?+rsP4H1|M5>_|2B;WeovjsNV zIyozvC~dCwsRB7nfB*avr!yx|!L4>dM*#tz$56WeDcMl*WeieKY<(oDs!vulib9Uq zA_JPtN~VNGb;+nX&Qq-O_Hy#CjzsG$K;OoLN{#LE*VO}68c5IaL=cjA7b_Rh-GN7- zmd&cZQR;mfS!C(gc<&L8aVg0gCSNNHtl?v&YeRxaKvIw8ejW4^Yk91r-n% zZnPA?lgj0FF%&S>6-^4QIOQVN1bL%5(kXW(LCJ(jAiUQQvX7#l@P)6N|3v2Z1B^rC_8!9=VGKb)}i3QP;ac84IZ5Q(gkwx z$C|>@bF5JWTF_}DO2%?!4x^a>gPV|5f&89%T~&+|8**Kcczc=VSNwQkBI>M`+`Kjn zPVJg7-Ds_~^*8M^-5!=7{@wI#hpX@AN0#PdvMN{!r z`{=Z#(6T!O?Uo~opr1or{hE{Ef*}VRfy}ukN!+c`!RS)S)fxGpVqmnbHgX5naRWT^ z+j%AL2nq$~!Y+tHUHFGg0UhBvrcXZ@z2G!oN zH8Xv;&y`+Sd5@%TFBmW93d%PPJjM-vkGuz|7B?3|FSZfO?|B zqCcN%PY5%jmztM=<^{~^g^~O-m)g`=Htyfzmt@9hSi;-Vi}|f#Sl zYwONJ93ZQ9w5H;~-qSaD6b-d+KIHe|4Tu$289B%uS7XaqFqW?cYzhjfy&7SSA`udQ z>4(50lgIw_C_k-Awa!N8TjniB2bk}R6Ym2P36zu23=5K^Cw%oJ(XvX$kG)}ihZrpy zRMctUy1RzM7=YISI0?N6=Bh@$fH%H5!Jx&OW_EXO2t6vFQpWhmH_U(ZeVtbZ{QQuI z<5D(YXs+-Y9#ZDclS$a=zx{)~n~W+)^9&c#s2KAFCVG=0cj;Wg3%~#W&du;>Fe$#~ zj2qkzg~KK=%(`s9PII!TV(qCEm*w`|sZ#VQFtkBnJD&V;4R_Uo?!I;g~ z&+)()>Fk*LctFS$r69_N@89w=5&Vl(8X$C=%mkM8NTXDUA zO(-na(GfD3Cn70#ntb^6y2jqBFAQ!4fH5|hHJ#I*(u&8lgInbu8z%(A>DP_GYE=n$ zOlg_m`Z1c9fBB$ZLYxh)496OYd6xE40KA#luY+f50;#4m&D4b*Dh~7GuyrKYkJmO; z#3ufS7bp&M$oa|rcQMW4TVs5bFq?r$mn}DcA^w-!Y?wyC=(y+Xc3rXQH)psZX%ltF zZ_goVor~#_)ojdinr?L;TlXLh7HH>VV8=B8k;IDtn~hu)A>SZQEe#^m9fA9q+y0;b zOxxmgYJC+YMP3VQ_(vjRwQ!<2GfNZ_iM6I)yzbc z3jar6ai_r7GC!^t=?|AEtd%OCg6^^jlNRklj^y^a@$O#65=!K^vWM^kpIyo-wYt|^v^Zs z9XBEyUzA_iI3N7&d^AOzTCrX6ncv6%2_@PI!9H!|b z4|BzCBh&zTfEwO(3s$#*QqWy|zxw~uIb!VqJt*|7R3F4*yw)>?V>_cGxWm@?2$5&0 z$%{(;6O;Z_cEEY(Z@M>m=aL0~Z2$ap6;xl0}ytus8mNg+D zXj`teUHNk!eb8x$WyCgqhTVzl+_Oxw_qGoS$ixzcQ~fh3kMP?6i&<{^y)8qR44-+X zGem+Q-l6u4W@L$C3>Fj{AZU(LXgzCsiuKU8ufIRD4K*07l(o?0h5kOsuB$o-#r0u| zQQFq@WbVXn^)x=bB<~yX5puu6edjDXaLRbZb#fxK=YS^Jy~n5fgWMG!AVSJnnob27>Ni2GADM&3`|ksS=v96dU7<6;K@ri&fd91&-Mp+b0@0?&h)3on4In-@4I z69zOQ<@~=aE?i98GUCTE4s!y@IYce*8~{<)FmNUU^(bdvmM8U)LcRvq=ugyqb%B1s zEr`$^Ra26gT^^R)D72a}?9Fq??=z$;Op)n8NP>+-wyO?vxliP-k8v{}RX%3Hx!(AzDam#}^O_JX(mVGQMrO`TSxC zX$K1R@wA(|hM6`ap;U|~X0CQN9cr+C$#6dzY48%Vlt0qK0$v|dtrPWzSdithJ>_*{ zQiZ2=#oC+&hK-u8xPb%P_6U^Nszr{1t;uT3yiLwNT^ycpj5^6wmf=l1X&{4SNtD+} z3ySj7p4To*JimkolXnijTy_Bfu?;FoP3N=me`DR-H7 z<}WpP#HWrIOmrlKE__Y!3-U+=1pmyBMrMzJP2ZaTtDus#G)G>WDbb^L?u?tLd<|qp zxRbwngfARIt=03M;Rv2t1l(eBv}t_?mRxSedvun8Dq`*J!& z6uQMSH?j3cRGlj77#xQ*8PI%}J!ebsumIxHdyw4vpyP-oF7usASoVpK>JhQ{pliBo zS0?xEUp>42bUDhkB1hsi{oRMmM7Qzxz5v|DzwQj$4M*$o+ zRuB8k;4j^Vkt`8p%Awhdzw2x(ZQx^+;-S*j4xkP;=?;?Jr zipP^YnM`5k$fZUseSxU;LYc61FXC8fRmm<2FT{V0Qtv?eXR_{R8&s01{8+@+LB)&i z5kJb54F=OW#-fXV%nJ~El;9I(2KJ+(poF;+;-v9GP6YV2P(YGk^-U`ZM_70#_E^(z zw#*SewtR9PX1^JT{{Cd8bO`770u14@m1BnhX!WSrj?zDCGJ8^xCE{-0MRb!yg)O;$ zw`jYew9f&YjnDSyyu4S(wo08`yi8A>aT-&OjR%1MHKI1Km4{57_850$Q2*J?{NnH1 zyGLqA@A(3(R}sgqzR#0@{S6Ql^v_aX7lZN)U?zl@z^L_AR&hLg~LEE+@ zI((fa@@oTvBmP0U)wE#mUJfHse1BP zO&j(mZOGbnmhppi(zkE!OU%kP8}4&NQ7GcLIZ#A9q=sSSIX1~M>q1w`7n@-zL1Lcd zImhvU;cXyqb0NCA8}yuRPxhzi(1VWTxeD50iq%z{61jbh{&a4nB+goA=P&OZYP{Xf zLf1!cZIQYQ#pIY8djn%idGsH!WRmIsB~=p{UF@o>oc{IZah%_biR+#=&u79tm}Ju- zP)?accX@7*^qT7lr%WKbOb8UuQ+5}3d-5oxlC;kgeN=;P$N}kG*Qgnw?Q_1P6;gC^ zPC-R!L3W!=r8Boo+=H_rslxW2BaUb~hyG8@s$#sq)Q`YJU?-4q!}*bd$;J5#y$J+q zF9CBVi|R-uBKqn@D%dR&H2fcnK7Lx3bTfECSTu@nFld~|a>5EBmcsAnzH+=1T9Ag6HTfbs{FSqHAcz%aMF9rdQz000SY`yZI~c#3~a%FQ$Tj3>b5UD6vifg#RW z(wpL!BgsXGHscG|vHeZ_baH$aNKAtgEW0(|PwvO_d;jrhKY^9T!n)C?N`J@cLQH?Z z`}l{q7xwR@wB{0lsF2G5qzQJqT$IRr(aa~$J_yvRl+JsaRrP`D8h-f0fVKlvaWFER zy`5S}tfBuKHpU%to#aMpfCdVeZ5bI`e{Z-u~r!-TC zHkdmue^h8@*SzzAqa|K{l|q(Z%NyR-x6_^Nt9kZ#bt=Wj@)795bi=H4(b=O6Nb8!|zXLchQj zDkg1CNlQld|MeM&nM4*<%QXIEmF;bFMuqAKl-n{KMX|h|jCETihh=m{LKswaR;JG* zEeU_2*DzC}=}TZBYv7Id&R#J;7Ix1eFKIUOgES*im5Ct!0dOR0&@fZnk*2qnmNI&W zOG0G&9_i}Dob!kCDt$vVR%6GGYK zVc7oD&nE*T`cTXXtp}Rk^w&|y-h!B85%iiY9;&v2rivdiOpGoB8b0#>+$?&b0Jcnl zs6R#r4tG^R6cAc_ZLOoJcN)a0JzRBG?7`FBV%kEQ$r2E~F9d?ZCj^ql4pb65QV zHbnFXAmMPME%{xeeB-Q8jpeK}k==5r2 zf>LwZ`bzT$*H!y_i_Lx;wZfeA*OJw|ZwUw3)0R>;e1ct9t8>wip2=4!DEfPAEc-c? zD;MnXhOh)Z|Nr9b;e5i@W$Oy9z_Oc^UFFj7P^%e|GJh%S6N1o`ji zB;GMrU7Sc3`Fir)sMPnkjP#QMlEGz!gJn*YmNCkISPv+*C+9?Lp*>HSQ)-@mU0OAD z7K?t?dJ4TnQ9Ezs(~`eIZtp`o|4Re90F03S$p@p*W0@*P3taFeV~2Gljbt2isXfKrUky7x^HSqLadS;n_9m~jU)1ybb3%JFwT7N z$VrzhT)}W=J3>01fm)xUerA2JqN(5J99M2xlE+dRX#ZNq988IA9`Pp+HHWUEB8WS@ z@RwZZISeK^zit9e2`YYUTtO!sYfPsu3!VY4JJR|J6u8%n8x5T6zR!zAnr-24rDfEg#5X8mgvHzU zcrf#%FJpJ^0xI%Q(h1_dzG+1Rdx@?@9^HLoKy<)F&5u3D*d$2qQ)oqG#levip`b5v zFi_41h}lkgR9TZ1mk&-?(mq*GD=5| z)8Vv(0bn@Ho*^!V3t`8yZP80oXRTM@C8iu0bP6(Kk6+`4-PLbVi`dNEPTG6qcZw|F z{`3cTlI)uWO@1jxovm7G4icEgG?#rG-MOV<0IO!rwW*vBB39XCV>zfHIZ1JmuJK)I6`Y~kW+p}cxf~1$axoGtdi|3zbtvE-~ zEf$kd$;pi`dE=_g&q|d7W>E%n5&DMQ^FFfQM2xwi5Oi62Z&N}>7iBMMGiCo7#dz*J zB=KPUHgoE#-UZWf3=%#DkP?A+Hm>SrB>Uqz@N@d~-M3A1^m4hua{GYydkp_=QPY3` z00RI30|3XD$Y#&ODX!$M`$!c&-z#2ddOj4&Y46r-jV)ij?O!6hiDwPVrRTN0K8 z&`3)qJsLMk!?y855(TtLJyihC@Ae;ACZGKDYV6}ApPJ*a?3}W=Q6I(^(OFFgI=0TV z$*!zqg{x9&KDzLn_OmoJVpWQ-lb!&B3oMStot;7cjamQp!cdf8j1X6kI8@fU)^4EQ zm#9v;LL@kl<1FlUrgB1mAV?a2WyRn8k);oS0n}vc!XRO74qSU5(;rTr&H?#dOCB2+ zIv?xD>WKYPa`G3YB%fTW^?w(VS=U^)&ABGskjgKzQ8$c9`1gOgWsit#5!jaVO+ZQ{ ztu8u$_b|5&?D-1=V16b)5?60!!OR}bH4Z%;mws%oOW(vot!#`mNS?jJK6soNeB(&w z7XGiD9b;x5V9O5u;fVueP;?EvHbqy&*?doNQu#At%aY-{mC%Mqdfzjzu}>pkJy-?d z0pZ|y)emC0`#+%TL$@9I1M{k0dWAFL@SmRj>NHb24xa1%*tNfo@gDWB-! zdt~8NAh@qlX+#JpvM=8jj@$R;mBz_S)2QOthyVY@`)D)*fc`*H?|A(+M9BS_c7OV* zBb5r1BGC*y0^dC_j*pG>?C3+0YI!I9%9L=tcq0q@!0*NHGM_)yXIX>vtTu+UAR5l* z`McQZ#dLx*HCR1JU^mJ&wsM)>w1&TN7355rn0*}Y43wTfe@yx0$G09iu=WY`7u%ht zDASQLfpq>%qEBSecWx$eXg`LJ*q6QlhK#xsdj}1M+K+RpW;5s*fN{f#Djkcw{NeQ< zH|O|!ho!?SG+c|h57ya~N^JzQVIlDM<9c-SsG9+hcrbXGJS3&_LpUD_%0pv%a5r!o z^X}1-n@3ZwlX8OGI@cOH4)?-E)XivF=fGMt~giGbGE;|3Aeq6&~c(-Pa%p~@hKd_)TUXIfIXQ0N)64`h5 z#NYq1N2#rs{Okg0#Rz*?b5jyD0y)>{EH}e9k5$eg74z)Xpz40i2wE5fja=tI%&G@} z+I|E&Qb9RR#wmQ`%peg0VF0lmcL43eV7rU0PNz)YP2mZ3Cv4aY1R;BHy%I79s%|5Y z8yXt`6V0qy1MFyw?$f_>KLhI)M^p2u$)Y_GZyHQvXA%`T*tR000hd~>?9kIlc@_N+ z=`}dcN)OH5=Ho?ap=L;{fgly!T%i&)tl#Mm%h1|4{-15YnHI&LpTN@8rT_o%8i(w* zQ9^KT;NXRGqw&+y`T^D7OOP=G9j3ro#WN~mlwDU`n|!hOt#R?jKv<^o+@MG2N`;(X z{te|AkawTNSUCJz_H1{380FbF-7$ z5RMpjE=APzFzRriT*==dZ}4<q#cvO3N9^SpTuSZ3tRx#`phpg*Cmxsi%vP ztngTVpPs^38Kdy)3~5iq6I-Oa6-aZOUfN|wWsZ2dg1c2}3z=FG>5}ee|5qsMF&$v> zexq$}LP!Ln>ZHAnw$!Ds$bGy9oqg=&gI~*-??PHb+n*KuF9hGsI z?eBAccXZfo#HMK;MK%GBHyyv9G2j6+T6|-*)6+u{k1%0O%LTSX%N!abW%*FgSrcV0 z4<|f0Rxf0AtoIO|w@?4)k4doMpJMf~N+s6{~K#4M95F{O8_}wEJ!+%yC+d3sO_g^gkBPMwvyuIHg zrb;FaKY=s7;Sn|K$i%4JYmum)qJh0=`>}~EPMto2In4^?vN2CP zrLMn(7n>TOE*oS zjE&O4u$c9D24M+Xl>8}=FgIsFmy+Wode8*AhX8frilzW;*aIc~n)tlQhf|JhNXbit zNmhl+6c;0Fopg;pov}af+J{RQKHm>dnzj>al*pAk!iKx~``9JQvJCn-3(E#Zg1O}z z?$m67{bD*4mjruAij(1Aev3kBfyd2#debT5Js8J0YHD%b{>kP&px{4DRcAsg zA32m6Jax_t{cr=1O7T1YSLjz>7{)LM$Q=%9Z5v@PLP**`Olzb{8ZP^?9K-EBN=ZA{ zjM*zz45ge{)8#7fm-GPk>=)r!#_h+{loNk62!bo_J(sAlA>c~D-xhcl{dxJ@VgQWH z0*-;>9HcEEw1)3ZByFXS?y-t-%!mK@7o4DJy?s#%TT;2*z!1F2U>4{ zE~iNbZeh6q2wmAw1Mk#$l*>K3>2Pw2d=O_wd>Qjze@UHNd>pLYv|fRx;$(F!AO=q> zhK&d_q!W0AcNh`7Xgz}tEmVoxpu&bM?wIJ#Z;HFPj-&_x3=9TnXnDe(FjD+9H+YOr z|Iv8Ml6g*fvli88;+fmnBqV=pZw*a1PIzJ2ao5#{WHkq>_Y%AYl>AfY9%E$4?R>`@qy4uR+vM83c7MhSTRey^ z>40eOsR1?ff2>MeOy;&rH~>0<>JqN7Mn{Z-Vwxj2i10V9YaHAeg|N$+YybcQ00093 z0M2;-IO09$XjLGx_!>+54S%T66&7SbuKF3#UWn}8X3B7tZ zgJGFsCGk|IVR3hXa7;KsAn}6t9W$S>?w7O&tA_-A*h==0$r5D0iwVP??wibH^RJ&vz&6pv8sLA!v7V_3qfHMpB)d~!ZhhBW& zFa7G!*n9uwpPORz9)^p~Tf40ONPqex?f@nKSQXej5Ye zWU94ltd@5kgP2$JDUBS*Puktu3p~B!{d{!0TFk5w4q&dC=BTk0H)`$rH~K%Fm9=Y0 z|F-OX+IzXtSGj%|%okcx*PG-ao!r}k2O7D}D;-+F#U@m$3TLOB{T~W#7003L{LcTB zKe(S|_`%(DPWvD$h3~-M1990hZnB;doD=L75PSGd^$NO+*}E59{W2N3>mX5vy&Vrn z&6$_^DOhj10s`!a!+!sSt8Se7Db3pc@?SFBq$o{K z_$1;*G>+zEyeXKD@%1Q3yT~nfAOuqWpDD)7ySksL8gL4Ze}ZNq480aTR*uOG9@G5P z1U}WsNLSeChKMjpO>E9zSHF`sUV-iUr$YDj%lDIND(#H<2Gvwhz8k#dYkUoRbKDkV zaLZ$=3{AL!l-Co(#! zoDmP5coYWcoMR&AWz4^$<9)6&S(-$P^lGmae;wB)qPNR}dKa_LCUZ7vCI$Ir-&GB& z?a_kTiBZQrUTAYmGszbFpCl$k6Wv_q& z8H4w4uPFEu#LzyXPX560MTyz8f9q#0z^(ze)^W%v>803F7dH%zDW0G$%>TK+i@fHh z4m@Ln_3DX+dCNMPeD?!n(ZpS*4nypk?lVm273J#nLB8Sbf~C|38N~Q z0~CSP28bdFG&~K7q#svbOCw~47*QaMqloPs)PpG2&pCih-8hZ5^tY?~%6wj7j&w+U zv5DXFP{qEP5neY%)FD!^fw`Sg@<@~h=Y=%;DV#@~cRL4F@F-3*FM1)3`v-K2n* zS^iWn_YP#IW$IRYe!Ka?QJJEV05d@9R4FI}-OY<+at@m2%8z;vcAY0Ax)%OIBl3^{x`CclJYdyXM#zt6q@= zR5L;O8zE8G(ki@pA>7E8By!+L+4Z69k-af+1an?+x*at%J4-k68TE&98&l_$5{uLJA-acrM$`3u>dH7jR?=9&jY#_u8<-mOhjwQ;(8-9wy;|GlGVPZoMUm?Af|Yr*@(QGp|BFutJLh zQSqXH@)V@nm#q#i-Zr23hh3yuG7PHc2q)A*BpUMzxJgiB5@^LIDY+TJPA}dGV)IWp zY?N_D%5x&c_{HvW0=$Q{Def7XrNTcW38U(`U0M~PbNS@lT90qf$LsUrJ7Fu+B-&zM zqEWI{f3pnQXT@24E3TUt&Y52kJg4guJO6QXc3I)P?*Xf?w=Oz9$~$0zN?eMd#hXZj zxI6@zbKKxrPUhU;hwCaWcC`jE{DXa0rQ7dYQHw0WA9M_`ZQCfCsAJ*WNM*`*j>2Or>Mq?V%jG0aGT zdAvvR(FV}PBDH@Nlq jeI+h}iCR_20^B8#dP|NvhPfufN^=W@=;-XURz0T6>wsD-)nn0g0t-ZRk6{X4YDqA`z6+>dTE9XC$NP+*!-L0Icbbz_$wXS}hh(5C2 z6km&!pGh*-j?V_Mst^UgAwGGML8;gLZO@ucPdnB_Jexs(`LeWUbrKNp&BA5$-SD@i z#>-)19E_Jc6;BgHOBfz;{2?ULx<3DZHJ!%P1bWd5H4kc=efZhy`BYLGLiY2?08)9; zNr2w`d2-U5@#^EIyD*l|Nnf;q5v--%@Eu^ z8pHiqQZ!A7k*Ug%I9`NET_xiw1pw+GJd~7@WAewo`+=_$0iXZ$gwOqvn&`XdA5v5& z7mJk)I#hi))DH79`uFzq%i*CRTC{(&=);oX=|v4~X+??qnr7(z8bsAkNi(hW(No}ctWMy()7Q(sBAmk_kKStTCOGM5_Nvx%yZXkb?d5C z^dFxLe|d_z`2TI0$oSL{aI5yufOD=$lU8JQcwhbwf6KzPwX?*MzbkG-OQ)iPQ4H`o zzLPjY>2SaTb!XtHD3W3S@Ds}Z7$#iDJcCyWv9DgylBJR-lO+7nTcnq+scYox)rN~i zQ(9>RopW<9EcP55ujKL&3h>U=bW4Dc++zG3t0k^|I%6StZBZPYl)$Oo@3ptg$19RM z0$f#sLn#b{2i3b!*kUCf;B^$!F5Kqe#-K_H7@<0e9_46@B^wl9p6Ay1{Zod`&P&BifX;o}{_72;6w%=Koa=FE5iu;q zEew(X98BIbZ(x_i>KK&tA8TDguu<1RlB`JUamtDISY$SvcLP6Pef)U?37x@J>D|3j z(;H>iBYSwv6)-=C1Ek2^PqxaJCwrTdQq4Z8#0`lPJ}4Mo4R9BZVeO<5=0fc8& zmjO9TQBfABhApo{L5sYvw@}ei%k#j!MmnAv4%Kd;T@T^u;T30=CJZ`fG6N6U&wOc) zN=v}RWg3x?sS~~AEdaem13nN?ot`LIiG!}XVD)#m+I}5RHqjd-AcGlRPSY=Z`qr7^ zDYq0~>{|`R^j&&&s=%WX7tkSPlne`vEssB?3838Qokq08*Z1tD$o5}GlkMtVe*IrL zkK*`WOF^o{)XnGgcXCH>8iQ1<{nYFgnDsbX5PB(k%xbMU{0F^@on=x3BbU$Lqi+4w zV}37jrdDHX@r5}`V_RJP$Els!hSJ{)RfOi&qp7M9(7-y4GfVNEbc1gS z62zo&s1&0K=7UkNoSroQ|2LmzQDNFQN$>boQE+Ds`!5z&S<7K8+ViKMbfwKW0Tc}u z2Q!f#b;muSLT_6N5q_3r=RSI)H^OW}|x5aNK31u{}UOkZlMS17GN|CEGSGcd8%>rh~5(hWz)XI8AbpFXZS zu3ybj!e!JU?ks_9_ev*6SBf9Z-sy97+Z_;QO$jKvYo+{R`4=f;9dBH^)2iTJOKQ)k zo#$%1c|$e^7G-zU`U?@a^1e2f3b^krH;1G=&p9mp>gnAqiJz=XyefYB-Xj`ngP59C z!u(mgPzGX;Za=4_3$;H>4Owk^1u?vOuDJ?PB=OeYnq2i0FTP(WO)cJJ==M`#rL4FU zWCY~zkVGEQlWyPGAe$~pFgk=SCY6&p5uJ-sD5C^J6}N48vn2poE77ib2%PN?8@%}s zEv5v=yEOmbxx|0s?06V?50wy4Ls2WVJ>veeND^lh8ZdJ-bvpy4WZXl}QriN5Pj0Le z{-pJ#HRYa3uT-y+%sZA^=h++0<)=cKuVn$Hz9I>+z7c*z|p@GXu)Y~r$& z1HcU8Cecz%bQG+zgi(W?+q#4%h#B)cAeLJ-!St1XszZOY0_6`27JlOL9>F{qkFKRt zi~Cnza&G8IU7PTEN=%z;RUdCKM`Xo8gfQhhl+yUdN}h`+bB=Qj4Lu4Inyp`aIsXZ!eOFt41im zSt-K)NewZg6VhhhJg>jr+h3eor?SyATh-%MZn=@}|G*w_uQ`78(vj%?Q8Fc;E{lWI z=M+_L3T@e%1TXxvwUkj1T7zlZ8f$ja-3d^krHYjpeT)Gjj51XukB_a4WYSJmhT_O! z2+iA2rh3x6U4j4abQf&DR+g5z7=^OkzIb#p?KLPkp!Y~!*w@c>|8Lm>84g`ry%#%3 z(0O%s3}K1DM!Qk;+z7Quz$k%iZJ6aUmfjNV-v`gBE&DPBkCEgMpJRfy{pT_$h}-mB zblyC3?Ss2%Y-&yuh&=kBl~zIInNyZImBccU2LJ#A00094S@Ii*8R31Tjsk6PVffL= zO72Gg>04P)htN#6?fj@dj-fIDvY zMj!VyT|+!}`2;9G?um7-XC-wTpa1_P?0Zn?$&EdL2jigft&874R|&HN1|ZOJ*Ve(A zXd4_i%E1P#X-{1Yzo3$55!v)fqU8EHL0~XJcI3fdHcfjxGl(cX^8MsZQc?b{-ZnLC zBY{@wvRsf3fipgoo=)ir9W90!m^B}~_mLVE_~V|!EnP7Wl28E-c~LH^AUq{WQvdJZ z?aaGfk()lG~-+t)URdfvZ?X8_A~VY8rfk>PG}E~xhowp*ly5vlD_xY z%q0rRMb#j!2$w#Ae5DiQ851Y~AFCj)35#IH-*=)p`abvnjVDnH^(WJWKz%SICCny? zw6x(1f|QV8VN1p`=aive=z&Q_?FeFWSQYA(1aYO^GYsW*b`>a za7eu=mJ&yi$473Xt8i0uFLhNr{Gb^xxX9|)HpB81$Z<)zzm_7G+2nvtxRgxi?P5~5 zO7sAS{$dxq0`Q!aBf>zIE&gg#lQYkyN9C{3a?AdnUr+IWz zwaC|W2&Asu>l-T*a*nwxkt2KvKm8SE07#>_LwVg9XkuhJ!_H?T&H(UpZ z?DQ5a$6R^hMMxzJcBndGXJnt0gd;w;`6X2lbN_P6iWF|OJTO(FWbJ5G{YNEJfCTnq zuH*NN{?5RwndaH`B}4N%EM;_ap}xvqf>bgX2nCmLCYse>0>w2VyG#o3Cfb>3o&K{1 z!shmW8!*L*7QYMqT$<6liyn6ZwU|<9*Qvz*^61Hu?>Pf!l&0%xEQgbI zx}b+z3}q|j+cCQcWlJdgf!I}0tZOT*{7F0_XuS%7w5tp>?4NmYPc`-Dvuv5xtQfNj z&|T(`e{;3y-sya@|IYrfS5dLI*Y_k(0k4}oQD?K*ICJ7#*er4xGm#UG5JBG-59jX`_3C8xNS2I!WwdgD>aQ=Q z?r%Zg6?|>v?F~#vq^br5BB=+X4Bnt?t0;S}&uczNj7m!G?|fTt4QS%Jin7r z86)i$w_7us7$4#YSa|ihslWTu(@r9xxMa#H{&+t`nrQlO-}>Qdxw85^o8lrb;kYoV zna_fDuW^!IKd61PsP@NuR_hz$oc{E8n8|uNJ6*Q}9;c=Q(mWYGYnhgI*xlx6gZhx6 zw5&28tw~2Yojuh8-k43(cLbXHBVSp_XVb$A)zqesiS?!FC3?bZG*R7#2D+~eSJX(r z&Cww|#9tpxY0FR{|FRQo`i@+zb1EHNF@%_CJ+E5q#GgJ|_-j5lgB?>;r1+Y;Z@A;2 zp0-Yk*;EV*J60HyUoH!7ZpV@e$ZjOzNst_+(w#!QhP(aeAd7+Er3mi=7w&XXg{Ark zP6#6%e4#c*DcVoKOa$%Q@zB9<9pZYcTDGAznhj0nZGM3oXhcpSt+Vc7T;(@6fH6NfH+gz!Dxn@KJx#;WwsEuG`CQP>|@AQ?S% zaQ+S*yzg7o$?J#?2@_H7)C>HHs58r@B5QmM{I=E#6 zSS@HGcLbB;+D3__4s-V2G%8=;)108ihEAKK8D1malvT4PRCx+;GdaQIH5%lvy=E`Uls)Bj~fabXRq_TZ9K z0C_ZH3}udXWClJAzwN5Ui7HAq7=3{z=7Olt2MAt6KGYM=O2m}q!!}c71RoXNrWBR<>&QpUV7#D$V}E_r;21+Zc-nVEl2=1Mg#cQ#q^=Z!@> z<1mKKcGHVZnG>Vh5YJs%)$Sgpl{v-+BZPi}YxJrY=o$rCG{0ZQu5=91zKHo|PBE60 zVUgeymz({ZCKl>+r7a-r$Zgz#m{_ZeE5`hjGRx-XYYhu*3ESmne}zasVoDN~ywEoM zC0Trl8+N}o65L?X5=qE9c%sZ6Z1I>?6Zpld3Q4e^<<)^y6%!^}02zm9QobrCw zHv_xHGQKgU{^VT8{>-6?KuYC-)62`rNxMpXo7X}1ynGbB4zRo7fMeqWoU%Y~ku0Pl z^zex(Z(-gsY}lVt&>gW$E;R~EkheWKpnBhH+^0)V@NVm*TUj?T$~;14mv&!gQBQ|Y zz#z#e6wRXIix>GQy|^U+iXb3yU<#MBqRjX;svBa|1VXIgoT0e1zCE?&nl6QKQYqN~ z|L{$JC9rZV3DG({zRaL~vm*CTU1y1ndaykT6RaZo2}`^!mVu2kfO#H#FE_C>DUFyoY8EDEW}bQMbJe%!}=#O9c4oX6qaN{2S*z^pFC>Dn4S3sLdR# zLB)SMb)qwh^^{$zFJUWYk=sz)*hsk3c2d6)4Fs#H2Vwxn+Edfk#4Kdpd=H$n&pVN#VM)6`FB8 z<$Ya&5m*uzq-&Fx?FIE1QNHKDMa7jyt`seuOrJ=}{FvI@5Y`aHlMwg1oEBHvmemFS zj%rs$7?K>5NEEj7U$o8YFRV3Agp#>%D~ccR#6r{3i?SLdEv5>FwS789s*hh;8G6WM zJ~4jQwu<|0wmS#*MgR@#%pxmj5$So=iKXk^3Z##eCi|TUj;tmoHf7kZP5yk{CZy2Z z2HN-k|NCy7LWk}vz7Wz_7m+Hov6~`HNc`L~szGP@2AsMY7uO}W+@Pr4m7o}=Ar>H> zy90ioK?&|0B-*s9`=j=F|FCL&$2SbOtMiR*pORFZrJ2nouxI<;JSpCVFL3~{kh431 zD~)vjxElteUt)!aR}?1ItW&$byPo!f+gNc=3yt(Uvst>$*<*Zk@7mEQX(Z;aK~(yw z0|(Q5y>oOV(YrR<9ox2TV`67wOf>PtwvCA<&cqYjwr$(C&AvImbIy0a`_Emg*6Qk7 zwO3bF*M45?_j%qw5hq4CF=0nx)Dm5A^=@po6pBf`Jx zF9`9yIzOD3VDml6ka}G)3h~I~!gMikYY{%~qyF*Ic*M4Cd*B|SDmV8q_|(Rh<% zQ#uR&$l6WOMgN0d7DhN+%wPO&)nv4o$*M3Ks~dXQ0o}7xlrLU)`n>fWGJ}`{RRwWA zpj-N`V^d?4y$L}#1f+N~HOcwc>TecUH0uGmtAxkgv&h?7p3-g51I>6na>X{c8d7jk zWRT$kJda39)a5+__H*U80)>+*XEC^q29{_S)!eoS788tJK|$t>ZxeEwi@>x`-kcUf ziDD0W;g|P?f2Yvay64mc4aNw|w=&+X?8Lgd$xQ90TwJ=!ljzlsef4);pqagB+^)UiN|yM+Z@S8et@c}?$A2y9{arXh zl4fBq;sj8QgBRAdwPAloeoEAVg=k4OAc+*D{CQjYAYEIMC%sM0x3X;Nyn8>s5OPRT znV_#sef1~kad`0?wKqPczs>G8BbDvAgQO`@Dk}v{SEb}YcAa)wLFM%3RE+rjBDl{aG*GIvV{o}9jORq1++g~66d z3*FyJC~%<*ijrmjlARxtl~x(GX;U)1)0XUV6D&r zU;-EU4nLc7=~#X)oQAIoRmOQod@O|4aB@fj9j2LO-XV>N``@t$)@nVJg^xIWpwF&0 zC5QxD+$K7RhhL|9+)YGm`acGCrK&)afA?Db-XnWA}{0H`#I2qLKQ+bW9q92p=zYsRzno<8eW{m!%hV|))3 za|L>1_2y6gNVvOeBVEqi8BUsV(!Ej!PpbFdzV=8_NP#3#p|r#7$$~VCreZz^A1INY z9((2Ix53rC($2K}rnAQ+KdBuT4fb)+*_&g6$YHsf&Q1L{1DMu;EgEFv4$&XbRi-3= z6WD4qiJ46Hz>*{Db3PrcfRrUh!;YuYs4?k^H@*`wXj_=a|27tg~9Z7TZqNe z!7ngnt+16w+b+uJQOM_eVZGE!9P$YkfNcH{Cjde+O=vxvEL3{I(UGu`KRU!x6UxT% zl5kWLX^QDkvCp*yd7$ppMoG=Xh;w|Oe~0bCSurO-8Lb-wF2t)kzB-^RPB71$f?B>= zVfk%8;Qr4J*`unI!a5o5+c#q3YtDX^3R%`T>Fd$%hL+%;-;Gl^tSNs^^9V+B$T9+B zb!;v@Z4xfHbD|ufH68;^mxN2RL^UFZxKJrA^0N0fm8>eG)TV0ULlg>`2uRa1ty$%p zpC`x>6mBSE+C1~;-2iU79jSr0Q^+Z}|3s;-?w!OffV?)LwH`O-VC$DwTH9Cl^E4I- zV`M@iry_$an_Bg6PrZC!59A4Yr%Zmef>1}R-cJ4$pG}k`M0h^xwaA0_o5l6%MM6X4 z_Z=6C&33L7;x*4pEU~vU_R3=%HS2E(sU{DM3@_h_$=hY>368>4e4_{XcH*Qc$e{oE z7puiTHLES?$_J+K!qd}{$pb80bN~g3=|VQlupJf~gij_|$`3h-I3dw73`aFf?+I?G zkmWQLEMFphU<@H$G;uJ_Lwuh$Kh}J#v!hc(72F{osU$)_$P@skckvtpy{DKM<8?B_ zLi*>fy}o-o&X3*Agh{$FU@>+m>;~csi=tr{pKt{QvkPZj-Yeg8l7})5e)N6`Jgi6} z6D{p$Eg-+7Jg!y)5qrIMX1yiYt38%d?laaZh;pqDikYfnmNbV4?_?Eec6p?_j0#Uo zah~Ka?8+nH)O`tmzm+L4DDdQ*68|y&i!hr#fO%hWDSEZ#zB;DH|^i(Ca_E; zL)zwTyU8j84ri#a9WNqa?y6o&Fp&!X7S%Eam?InwR+PO{*PfCq6rs!Pm+7)&8lcP& zt48p>?q3q_2%s!5;$TR}Bremtq_a|WKOGOG)VwgenzAYkpPrX!9G#ty%QpeIx61L) zOf0&$PfxN{U4{c=3DgDo3O0rDi~I_rImcZHQHShIo!kpm@giLQ-K>|6LZ1TF5;I&- zuo|p7Vz9LK0RFaNHHrZeMD^Ho_ZEhAC|Kn}bp?r9TD!cRQpe60#qCB5ali@{R1;AMO}o_v#C~x&wXn4b^A!Ujw?j z_2K+<;Q0*W%U;AWJ_eegN1~lO?G5I{Yf?YbU`^fUJyx?^oIBS+7`O56GJ%6ju)@8^XxVp)p_D@4ady1>uXb2MR_MJ<4Vm{OWM&It5JDkRmDGiiF zPPS#r(=UEvO6@;&s(ta_uBlzbs74faE92^leo|XktRCd#GsxF=$hN*;l(vNu`3F-# zx=}l0iUqO#2%dZ9e0bf0Uw}9}v9x>S$Ib$tct~eQ0z=+2_WQq=vkR}lTz~od@fym>AoH_L*@dj4Loayh67_r|A;O?_L`Kkhv)Rn5!Bvr!e^DX&4ZyhRY}3U?Fr|XpYM)fWfeeRpWU$xKFTdrsjix91C0vSjT}de9||JQ z)tkZA+^qIvoE7hgXtK(1|2b^ej#r@a3JDXEp~~hu*Vxb5YyZAzPk=p2tAoHC*F!Eb zbaxm+^wd)EefqH?TuEz|Y#xQI<$|uy&pL&jKlPc^4y=<3xn26!-B9?uY6m6 zOQ`=Q3y^nIeGN_t!FW*?AGa3*xbebXq3CKStgUq5wRD=IuZY(V7~L#@8H|F(NK-9H zz@k2}If*%A_DKCBWL6x0ZHy%dwPO1^D--3h{sA?K96Y+)@knS62lH%f7+|l6DDQ;IOsh|h zh7v~!^q?zEH9PQTwQd^Ue@!309|I*Bft(DUICtvcQ>wi+Zc(HezgsaNllVp`;T~&) z@V$!HuSla}P@O99+yuco%$sx%2F_<91!n$;Y4%*)2%F#>XLW0P{|#nAO=6+4mXgOR zqF@6AndFmAe7q1?S%~buA(jPt(DAnMhoXmD;vB5-;I1;F27&5d2TrEUskplV625&f zaPs-^1g3l>z6R+iLPjF51^{S5(vNbptlPQ=(8Q_J-PV4;#BwQ z+)0ZdrI@SV5|>u56QkeJ^PXc$fHQUr{b3{h9^reIBu8ddG?c04Bb((LJ(*WF=ih~P za}PL2_%=HPI5`UEnH))rQ=I!%SQ#it8 znKboYx?>s<#m%UmULkcf*SrIdod2YyE3K>5_aCs7WGz2OD3P10p{34r#+IB@9@R?|>b)rXVf^0GxKkbo4GkFJr>!>vJ39 zjZm}bL#!HO!Gs@QweM~q(4$U^FOuq)bo7rH!YiG#|3(-v+^1PU^Hxp0$|Px~M^=}3 zF$(}Z3puPDQHh8L(_GKE)=7(&A+JIlyP6wpaWI+hTy~F%oM01L0Xz82j*{=??}|`L zARpaLy(+rU>?yX>Oh$juV`=8^sFp+_y>IkC*GnXb04oME!g{B%`8UOREuZ`!{i6~H zA@0P6YlxgLai3r+yl1DaWn=!%!p|WOPPp}5_80oTeFrpzGye9(tU!Hx~BW^3!3W^=Jn0(x{Og4WDI|E z89>a%=lSZS+9Y}jp3J%*l=JA^Q#+wAbJhhL7beMycCd&sORZX0WtThZs(#YePUe<< zF*pIvmlV2B0|s6k%M75ZmR;3y)A)6}(^l`iQSdTs!>|--av_eI-{V2w^uSi&lvNWy zMnS{EexT2xdQvHA31CBcS=RNYp`T~BG!+!@3{^2{b1baV;s?c*R+Fy&plk~un(J8Z z7;KSboBroL;RJk1PE8a7nla3mpcsO4{M3!COrP~y%j=K$Z*pdMG3U6aykEjY51LNg zE=(RR9>yov5Op0v?%$c{6HRHW@28#B(kL#gmmrCR*@B+Aaht!%$wHV*?LzWsXUl;qoPU7)|C0}fcfd-pXiWY~)5 zwvWheX!$rNNvqzGf7X!~hl{SAj|Oe_&5|lNfj}UlxF?$o$%s8G58XbMKbRv@Fcf}7 z6$>#|gD&sjziTbZlNn~h@wkb+cqO0o2qgsT-$u=_%yI#dHj$BIZ8z?pv{xX_j3ap% zc~=ZBin^$B+c&l90Ju#Cj9v8*yT4u+t={3td~Q`B^siLo%zpgC438lgg1OpRPSfb!1aq)YwI76>vz5Bvh#MPzy+;~eZG zFea+5J&AhveO?O6tWFESFPEk>*hKx2k=R4{Tt!Q08VqzTUd zR(y@+3dXYYCfrV{IhD>!Ft7#sL_$vH}#l4)Pd3JvS{OPHW8_uzGvXZknsaK32r5fRtg1(U$rx4A zuG>s?Z9jLXjvZF2EZ9zZEv`^|))sejVm&t%*J>YQvqJV}jmKcxTb?5EGb>_@She|T zan41|R2(on!gG1MpuAJG|u@>07LWDlEd)cV|8X!6%I9atVnAdrw~W=r^Et zl8CGF>->%iqtxaLYv`PtQ^8-yPe~Z8fynDR<%$N#&LHm8_RrKv@KAY zHTMYyA8^)Y02leAJk(dC$b@`8ALa13gD`(Y3=W4&Vc?CLyZ8)5o^WZ15KlJ($zvuA zIU}<)Y$#A*PZ+J!{z6|nu6wihlRfA!(n$5vn=6m|`)IEYn%ayDIH_7YXPR*L;Vx$e~`Zf=p z8@E}KTE?!gD|tm>{<9PJF!Yu{2dRC~d8EVi{?c&)I|vU|{|P&Y>PdIm(ErO#J{MR_ zFAd!wM3u7RWVICA?FNu?%?dvd@gCVR9|OpVTS&6|v>-Xc)w zzbrbBFsnQw(uwa}P}0`l(fEKB82)e5Ei>4=J(~{ zo-D4Pq;iPg$`s}{V3L;1s1FaaTqe$Kst%JRy}fr)Za5-Oe75#?fgD1o`B5Tmzq%52 z%-ypsfCn12-1nm1qw#)P?>Lh%b=S`M&v`ksh$CxG**5g?U!RH!Tus@`7i#@U@n4}E z&3GXWI{jDlkW7_2wmY6^ier|1PfObjPvL~m^~q^-6Q48=`U{^Fw9RtCBv&^4L6}`(VNV0z!=@uGtiFQ|N%54YR;S_YT z$*kK~nG&@9{%gkw#;3egQjz+C+O68(6M~H~C{QoU zdNzeGjDtrH&B@W7f3<)IW?)E%em+mE1MxMdYhgg zeWi96!GIz{P82^pWOta<*C~28>R>^>2-#esE@liUTe)cXqCYB{5SHJyqVS!AHzc*E zs(ad2bV5z6icsc>QmE{c*m-;X4-)faFKns~Z9YT%4_*btk0pj$%?p=zy8d8`<*lJp zUk|kRiz%?nFb1X(Dq->W3=Yd(OTe5v#?fsW_Fk^RoxRPdAZw#HFr2UEaCk;)x^M9$ zF4B?n`Xaqm0XK5bWZ_1_Xo%g)MDyDT?r!^=mrO+vqzIu$_D~6#o$zoA4wq3Y{!DpL z04;PgYP$i*F&9YU>G9Pc{5ZVe z8im9inJ-pbx4c3{2tH<2yB0ueZt>qAO_wcY7wejxbnrCQLoQUZzoeGz)0 z*jZh=PQoEZwS_Db@o2x2?>OP@?C~>JunF+>ee)X+7np`&->?EY3<46PeIj@Bup`dn zNxV<5R*}0YES-}$=8hmx>Tvwks=PdI!E)nYo7$)V7FepU_Y*mksQ~c3x4K}j)E`O5 zupMmIwf_N?8-j|te0I=f6I}i4R}=_B&H{Zhetq_Cfxzz%~7c#6pSH8MIS>zMq7k9GeqIQty} zHzG>=ZED1#K3mbOyT-iPF1cpNnRz)->QmHIvw;ehd~9cKeT2khA(8LGnc|m=8N266 zHjmY^9TY_EfXTTMu(D!|=uf}n>($yHc01%Z-HZ}lw>0Pfjk_RF`7t%q`USLtsPV|W!x zSEk~jU$P%>zIhJkr3W_*wj!j{F8y!Tx>-w+NrgUH}vyY-leiQTg z%FP#7ftHnun=X`2$Fk`ux>97l5%VQIy&XeLTJK=~c>+@o9PHfn+{+nWEF?_W){mdN z2#Jcxb3TNi0Wt|dd`P@ft}8`%=Ciiih1K5|!qN+I%YK2f|=kjd&m0g0|kQaoa1+ zLge<$;fP;d{?B+uY@E52+l}|DT%wndEJrTkkWT6I1F53HPUxW@EIG3*!MJXT!$##VIS0zCO6A}F?dHwoOg^>%;c(*6cj;F>Wcri&C+ne` z^?o)0t?LdDaV+G{OOzslYi3?R{Y?P?_-^A4vK3$ykd)KdS)I;U1N-Tg zawt}<$D&O-mJB&`O~W#-e1n5JX|v!=Ou|p5?4o_Ta?TFF)bJ+^JT^|ae4f^|6U?VV zhBe4&xA5iXg?h=kELLf-6hhZ12#*eqR50+bB*$69M+%Uo1!!g)Jt`fFJMV)MTcQQs z?Gpx6$yQfHCVhm(`(>t_^#(Rqm-{7>Z8cpO4e`&H9g~}Zf%;vqY7Oeq;N)3DRstIr zf(noOF|l{(rsiSV3!X~@e%zyBW5Ni*H9(`+9KC>=^I=u@t3$6nWrwcL#2X|spE7bC zkeeZJrzPoSg!Cp;palu3z`PCwI=%uKvVq>eF@w@uswnPamqq1Q6me@WPQg<3Fb^w2 zfIL!QaXRp~_r1IeR5VBI7_wiY)j4+VXx)+y_2Zq5Bxl)co3Jp?G~?)lvupOa;8X;w zpM95z!mz~RsHu*_lvk6r;0}Ru{5d!D_8n>o5&P<4DC@H5w2T;MS84D{-TMtak?c6U z$3^af1UqPi9)Y~V)kEalgKZ59zm>*6zrMBpP}%GcIxWxg0MT9AzWrlbIEvIwR{q?N zT(z^hjWm>@T&P~>mmeTcD-)H?9|ReU593wzk;NTreR2dhW?SR7*2p9V+@jf#?ZtV!&-n@8=Y))fB7FAR6_ zwIVUG?~2TjBZUQHI?8!h1USI|T@D9($@c>t(_&30XAhHbPs9E=iq3y-_`^fu|c`k57Df1_8XG1oe)m6eST;G)=vC!EF>3M=mI46GX zeT%ROlT?@ykBGL`sxIFh!UqH#o$9aFUWqw9K@Ufs4Z@=U$({-cpSPB=bQ6g{*SbG< zt$@qez8-hg&52k}z(3-?%-iGKE`_S2-+m)T3vVqfd_~rTJ>xuvMn&_*lqc(1^>ONM z99XNk`|;_AAJvGyz?)Zlmq1kf+CT?4!T7L`%^#`;Tm`JWSNe21rJ_n2q>p8Q-Tu(m z2|*Sg#0z({F4KAV(n{ zE_P=aVu1~}Wgq5}mQb;q_F<@BV}}u5`D*%yJ=V2hF+rxcG9_9+GggN$Vt6n{kbeSh ztV^G4%GXD*l|mlALkqLm9ENPC{PX9Rc2=PBm7&a5oJTzo9V}*I9z11IH3GZG?dw$< zdJ8kUqB1TQPTq#$1NcB~r1yWDB@r_Up?oQx0$1GX-v1zzPJifulSCl1J51tUl=Y&` z-_wO=ECH*AzXrzKi-f8hxp(G&5p95`^?cl^)~9pNS9RwztLO&I*_=O9oVxLUM@yHO zCuLsZieg%oHf=AJ*N4B>Sl^#ha(g#-G#BnwdLD?8u+~8_`4Bq2mW1We{yJ2b%DfGO-nZ4 zlWY2JLwV}-v)(|ki7q&N7_VfpkqH;HkNOwc*$&h1`r=9=G`e-)RQN<0Jew#7-FglH z>VimQg}odAKe-~V@Oy`KJ^_HEe#OG#8=^CsK>(!wdlokPm{t8B4 z1eSgALPJJ=CO`h~MOz4lZ^0A%&sZSpr8*rXsoW5^*?(IoK3t=&jsG2c`B9pwWHg95 z(V6z&f$D6GDnM~a)<%l@@+m0mrk0o-N#ZDp_-x9gcT4Siaws3xh>HXBLO;dOMv}$@ zaP?g`>nlS6dR6*-YR%dOfo?jQ^J?&vH?799A_Wx>deWzz$^t@L2l_aRV^+HV*LD0) z$=;W!+X}Z=g`FofjMPB_G&#r@JkM%K^xqcsFAdPA>hpeG&7gULCDe{ZSS*U5U3QwF zKXo_q`OB47TnmUXjQSbheyZuy!;@%Y z*02<%B&X`?m?*2!rnGCIrdw$gaz3tYQay;i9PWj3o zOj$>AsAD9GEU|^@2q}LyA3^q|RtK1@EBv1u7(v>Rs2U;K3*ddFcyJS3{7%YR4ALNt z6Admq>;JYSg&vmj|K2El*BJQq75Me*nBvlilOKtGMjJq(>p@&l*8jgw(nE$LuiA3D zoK{cNXZiR8Dm{borI!VoR1yYgfHqfpt6(K8Zz_;=^oyI?)F}`k?p<<~&J}gbSUPIY zcLz2L&}OEBPWQt0xps6itm-L+^O8SX%Ch=4(L%|v_)+H=vPGOg3Ws+-))!WKfx9Mq zi;VQSi^0*tW_XwUs{u>Z!Tmj{=mQo+vrxGL62bu#LSg3+hzXBeEJIAUD3h>43r+AM zQKND9wNT})x%#5=(r)GISQ@|JXmfQ4H*3NX?v^C6%gGFu=T|AzEfvB6^Rx;c0s^x1 znXdT>4AU=MV$S49S4?KlNz&lCCJ^?(t-hke=!fcKtUE2V>JUQhe#J9_-XYfd=3R+( z$yIQpcCnN{29GXbs9EOYfFg*65}U+}y?4BUF3?8JpNKq12?yt%+$007n<>@$1 zDP)AKeS^l4wG-j6gP85h-YR2m;tJn**(%;zJv2jUoP?;x{k!>?On}wf*4N($v-EO! z^ea7=j|b{j&bbR>6#yt(aJKqBGWMxU*x{hY4W#7F_~KT!fk16f&q&-ok>0_rd^F_t z0Ngo|s^)*>fG5yUE#GER)_79k(qrx0gtNpPZR5=;LtBaN{zU{H6P|VSsVZlRB zHvoZQW(4+=8pwS8dw*XnCG+=>F?I2X?8;zF`|tL8G7jyaStawZ@CRneuIEyoSVGN= z3(zuY5z@_OxLD}B!H@ZJP!^j8=4jA(BbZ}fo?;-2{wIbL;~!cZVi2SeBeie z2j;VjP1jLo_D&)p&Gb0Y({h(qgJgJJ)}8W->q9pj&hr5@`C`6OE(=%-1>1|^O+ATq z^(PUFNZyY|aa>1V7zuzNA>9T8kcfdkqpE=$lSa4~wtXk%>%ZLF%beT$Ue=W(ma^KO zmnZy~^=;1!zwPT2=vFPtOioYs2co_NosL6f!zZSISi8ut(O?o!I8qFm2RrH0#;i zJ{vb}U|=oqo+MaWA>EBy%!o%nwdO#iDb3I8-8h@cy=%Mwu4;T(Q|$ zqIu`_Gz`4+`iQNK83AVqZzr||t3hk^1gl05BZn!ZyF!=<|8ds?#Ib%A@A*Z@Apfy+ zG|jaDb_DK- zR&HI*+9YA`)YBMMt&NQ{NOq{Z`k41Wj7%HkVIZfJ1kkC&`mRb>8Xzh{8``gwvcuC# z0}Im!xSdj4?zwem-_YQ$jYMY`UDh=yEf1@%j_@xd-^X|t`hWaYpj8ZB&ibBTiMV_K zW+yd?#?$?c=x>n+t|gUt;E&1q?u7}6D-Ac?qYiI~M}2joXk$U-m-nr+eIL}>A7Sw7 zvbAah+!=(L%s2+ohy)3?!?)K-FAF$OrJ-RPV>4UK`#_l?s)|P!rGzqPb!pw zDKaQJ#>=Oad+YYPUc~Crjr`6l|9?}?zgFL8A|G@;qJ-scsjp=O+7zIOnD}gB`_5N7 zjy6Eyc@_;wN=Y3;LrDH&BLh_j_`;I+jI85%F*N|ZJ($$^Qfuj*e`6dUcz1PDQE$3X z1KEP$AEtUV1*P;AxCU^nQ%11wQWGEQbBpXT)0h(dJrw`|U>H~o1VF;*f58-(Sd$Vy z0~68y`%|n;RMd_(!QpJN3|@9$CsVVxzLZ~QWVQk`B1LsNa$IY`;XL$W&xP@?&VDcQ za*)Ne;S5F2JFg}Hyu?CKv40%p>b++hR;gN1)l`HHTIMexnG_brUooo}o+!*2$VLZo zeuqol&Wm0lvkic$#L0;Qqk|o2*j}j~1|WzoF)xY@bNl}na)P5O?N4+AvjG6R|9t;C zH1>ZG_5a#|8V3NNtw^^a0Ky_!pYN*DZt!q1wUI;UI0){Q%z~e~sI+Kc1b3_Xuc4F)MWi!`A(I5!IV$II zJzJll8Q}I4l;3kWrKYyF60{g~z7j`?Lf2|?0FCDe3O{suXoPLI*lSyyvWA89p=q*C z>?wf`zzck{eJT^NkO?0o0d3SbRD*vvk+QIsf355%)DBQ0xd70~cJdp1;D8N|2k0e| zSr*{vuV+1)#$rZ6QcG>fpTHAN{S^sZ)9QU#@q_@NB1poP1VHFb*4W==fX+fAKMyl1 z2s?8N-U|PT9>Kc#^OwxumMs4qhzn~UxdHlbonRwe$DA@X!={27rj3n~GO53R@3|g7 zkQ6NsOlz0JCOOJ+uVYqh#Oc4>&mfy1c=CClk>mDzvUISsVSO_-);!YL4TBnz1oKdq zf59r*hh4uy?kK)p)f^xXx#pC1dJ(YaBR;MEly{@X+Ay5|&XtWvQtj^K(vDqn!qQYB zRrb4%XRGBsGx+*|-Vx*n8X&2R^!f{3mDTjUP^u`w;CE} zuG;x`!0th*qGZ6ZN+QG25Hjwvc$5+(kwu29C>CfMsppK_e-16ZPP*J_L#xLMX4kL> zE_P@F?S$jv&DY4-g{ha(yaHpAwl2d0pXt8%)(7^_x>u-FIO7;f^ODXaIpTwb!{-@B zY7N4xt)7Ac6UkID6}g@+V1$=rdMsN>4o##;xIT5xbX9kg2ooRg+j6SafxK`&;8s3$ zE@5qr`OM6QJ+hAsIs(haqB_EGK`@FD>~hCJO8=&bIZ`5chlI8e9EW8AD&!i`3ro3b zLL!??N!bQ|YIPN@=0X99^LJO4Ps5#ZhxzvvSmg)Khg-r85*&T{Ljkw$P>RZJ#0Ej> zmWcp=0A@K55}3-|C5l-MaXfJ6b*m(zzVrl~pe`ZZkbF&VZR#$ede zzDl~FDW`Jx_rBckTo*yYea;8K!p-ekg3hYmv9B75ZIw=0dm(zV%t3SA=a2TfQQtXW zHW?>J+}riNvzRswrvwvA-5;AA9d*&No5a2AB-HHXYYhfm{=K$XxaJfSrDk!`&uC|f zxEkwyo&XO{2AP7v#Bi}qQg=Tv%L@542}17p8m(qMN@?5BG@SW#W}GWfl`(g@B5!j2d5 zkljNZ)xS}lOAT=wT4a79xA|eLUV=@Z{sxEa)V2OM>}%X#)(8og=Qhh3u6Ns{ZV#cn z$wadmZ;%C|k`0Y%)0kpH zoBk$?vYF8?``hgijG7+YC+_Y@qK3QJYd%(q5X&ur8{ta)w9xv}SdNxvrzadgoXx-a z?qI|8Vfz~8x&ZKJgC_kAq3&2|!2}}Xv&@T_YH>n5+3%d3B8Xlc1L3eM>Q*|K$E@*3 z9%*{pB};L0D)afai1CZS50~SgP$do3ZVDzYmjyv)uzu%ZmB*ih)1TL2Q4z7|__oOG zI>P3)u?70Dk@nd$rsD=UV`@g7a_m>4r*EBg$_{cjx~lyhENs(FvXPl@`}J(Yb}6DfjYe9grxXI$GeU7^@{+r;Zw2A=xhpcHq0q$mCY&Dga(``gM~V# zPU~-1vh|bpS0#V$>C#53OQ%gpN`q)B-EeKc5 z)mQd)Oa)@x#W!jgl}y%Vom{#u{G8V|&vwlrS?(e(e<+B$j10iPZnp^DiTaZ@N~7$x zzBfCtE7USZasvK0 zdGX~W{C_qUlCNOsiF6wZU?9@<*+AzH-_{w#A7w2-ILzIu=gH$j+wqOy=eQkabrvoV z%Sx*?S+!uI8{efsn00HblcxLR5$+^{e2qv7VT*Wfjri5VKzDE#3e56$gW4}lE!)us ztQ)pN=#uLm!1E2AC5v_WiIN5SaVq~KhQ(U4Xn z@3Bk9o|IcAG^G9NA$3gs3}~4o8+@quSQv}D%%9jmdzdYG1}l2iP-ny}O*H09cel79 z^Jg#Y?Yuj}8^pQZz!MZ!&Vm`}mwxItuq34NRfzc1uj%_MQ(@etL1Gg6@~@0G5)KFz zffTO#)#*pwstsS0Lbt9r8+1it$Jvj^(iLwJrl@MmsW`q{Fvm(FTG`+3!#7*3oidAC z#h!g%I2!K1i1ly$PFN&g5HD?>5I2rItWmSal(S2+;YP-bg6JpCclmGc@$%$$nVu)e zH%^qH7jYNMfPn2zH`{3zZ^4>RdoZfqRlN*qK0k5 zWDwglsr~+;lZaso>$3mwzLJSfyA+P@(@pQ*OQpO&uS`OqBC=Bnv*o|D(%%wG?^j$#axT9}d0Rj;4_#b()#?FHLr^Ojz zoxhpx?o6>1Iq^(WG!bXZ43?pxd{lxWpop#5fd{3pF z&B;V%)`mPJrRp@Q(CU>$F_NzK=)ll}1SoC}EDwI3mVEV7SP{+ty$8Grk{d+!DAr?5 z>-vQN8njB+@}lvzx+ZuYUJ2ah5M5#m(e6s=-k&w^1y9g0y=L=?Jwq%5i&LX;m+bY4 zeCB5l>sOYX1mVLLO)NZ4wHZF!hZK&4VEj@pfgps%cv^*f{wow7SdY|u4s1U(b7T`- ztR~Okc|lEqS#Q^+nx7xRu!SVbMIk237XG7XFFiD3_V#H>cR-B@~^xfQRN(u%>i#T=yEvrsx%UT$D zWQ4^Q_B(p7`&hxRg%7j0Va3ysZjrUjd=dYX+Px3>FsDPsoq zcN?=Kf}0}73iV(@X)>eAM(k_lT~h`mCjbsnR15w7dM8Pe=QcW#)g1gF_vBZ_$)WOL z8m^v5A|8*$LH=|pCB6(=XppN0lJ8UAHImE-oxNWgmz1f80|3A-U@;f~6NVo2stEwC zZQHbH@ZGSLG{G9bDJK3*kJ@8Bb5C>2x%y3cswDAkuy|~f@tNK_x5nlnA92Q=#*kYe z-dspuFhsP<(lHxoxe8NMp5o6>A|LePUQ3bD#e-nrnz^(L^{ICH3=1!VwXhpX z(=CNK&qV8(!SFT|H>m-j#-0lyos@K%iya{AUV<=p&lZ>dWJz-YCLpjJ3&3w$X>gHp z)kYv5w*jcMtRzj!2ch!mT6gl0PBMuo)y&N9mFV6BpFU+VLS+!q8!gWv+7TylQ_$V= z5hoo<7b~3aTEWXXd(Q_5Gc_FE5WLV@POa2Ngz^)=>mk1xnI8B9)sd{vxh+(M!Tpdp zRMTPtlwcMH{RUKGH6u()xziT7dWg6Ja(#K?LbbX>$3G3qMkbZ*Yf+0~79@;3pWTQK ze=ltz;gDAw#zF*2yZ6XPk&5GBN9*y=rhJI0AqUH`8h))N?#5xWG>2Mqu+E~Q)DFgr zCs@(lJYmY9PfNFrTaW*NfcORgK=qJr!vOsM+j_xY@qWRB;9fX!kMza8MO&B^J8bj|yj*V;u$Eko}1gykP63rV>pWXiwL$(AVV5evO1F zCYffE3{Y^-T?2HDFO@Fkr(D90-72sL{^Q4ih`0cfuM#q{O*#FKMEo#rsAhara$(_0 zg@-Z&<1d%`Me&B*SsDxT)dcTg4mQbwgHGl?hl6_K+AyH^Wk1U1Mm;BtUkn>3K2P85GlUu7dyjdsd%rO&tc_d|;~J8IB;?+s_bA zS&te?Zy8viUPdu<2S+U)Cx#-&lQt~e$E1UdrN0Q_*2WG53Yo@xC@vC96wIlHvBui~ z%qlV?K4BbdEx1LEARla+5xpH9=4*d~K329+$sTgz zDg~ueY7Dr{pwTci8MJXyHkx)2L`*2{Lbk?kUhb%Auw)A31=om&b2-QU5_RU?XJAj2 z6?TCJ(wonug#`M)yH|d@7SAKo09`K+n(NsdLBI1Lf~`lFSWK&Cd85t5I2tr(Rk|1w zSk3||>$e?7)+?$4~XK;XtHTdlVWfJvrfm$*HO(BEEr^-%sk&9j8D z{9dQ=#4Ert$fC3emJ)2C(Q8?9rTYDW&cINA0&JzWm;IjcKH`9ScOkei8B_1-&~ z4xeAP-UZ1={atnFe%)TeNWbmr)<2|z#TsoKLKvHme{9pO zIXdIsrj5ck#C`5Xt=VbgT>`LOf!oMe5cS2hahI@=q5404e+~CK0@h45w7Q*t-3c#I zRF#S_%v9p~DyxKs#wuSHLWC~?JI8(y|ATi3fg=v=wsH(cPv#a6c&;@T_`|m~e2j{C zioO@Wz)@m1u6IJPVj)9;&#n-|{R;p={U--+9u=GTQB%f4a_(PunGpspJMlUk-6jOD zKkHH=(lmAl%djjhA^CG#Kh(Ns{R~@$^K~Kqe51zLhU6t;G1&*M;Q$U6+P8!` z#HsRiMM<`-8%JLGro}SBYP#ZdP3q5bKlm+&JY0;>)$k`_wh}NA+lDzve7Qh1D+ihO z@8^U5&pajt3NE$E!Uh9=$m8KjzrGXp{6W<}L&&fX#>qM2^*DLE6Uxp``AxBLHL?<~La%)2c8 z;O_43?(R--0wF+fCs-i3ySux)ySpdBEw}}Dcjif|`|YltTGQRLR`t}orv8Qd!*%by z&pzj;u!hn^19P2Y9>;r2Eq~CSegSBp8E#gnlW(V(Ws>2T_NL@$WEm5xCPA6$l}HDS ztnTTK#axh2$S<0~hyqCq4Z3Ba){67d)c+w!Wc7x(g?d08(hJlf-UQH0uTTB} z-<&hQ+m`9KY_ea!hM{0jeWb4UT~}3zQ&5=-ds)r(5Wb$3BtCb6Bk?Rl$!rXdUfKwQ!_Cf%BIasu0b8AnyyS{9o>7Q@`QOzLbO;trlZI5i>_rEX_* zN#2fI9~wzj16^(su-gM$?O-@$rWQH;P4y)pbv&Yn<@QbfA`d;bY_?xe|fIG}~ z(Co0KI{@esWf@$YTnDx+7)TcXk@oxs100tFfe}lsD~+TfQH>BB?houtl;^$*w{f@5JrqzmS#aG2$U;$0(1T2EJ;MnB;K!lctA6PZ7(33N z`r~8_8X1@P6bH@7hr2F*BY7!%)!E8-A$tIv%INI-F`1bh&rKnJC~D)7H~>rUU7D!B z#|Hb*3KXQJoPT+JUCWt) zsu+zI)>?aN%tt_%|1h*eL?igVK zv+AH&t7>fr&%UwinB=4#H&6aP5T)tT4gAql6H{mw7IYB+ z3eQiiitUjz8LW5&u%o^UHdufVogi;a+{z1GOU?xVmf4B$r_!4Z&}&9!XhllQ%#2;+ju8ro_i*VTnUZWGqCl_qf;vA5_wu)Wgz% z4x;e_x|`WPu7zTXp#Y--et**3F_fgz3u;c6;W^zg82YgV^ zYqpBy@yD?pvBpPKhfbYT6|OzZFUNgf{nDkB=$oRyfjrB+36EbSEVaQv`r=2NFu6ZL zSOVskPdY}lowq>{h{XH-rl!cU^ui|JTp>Ws59jf0x?eSbqeQJz~2LCYU>t^qvjV&6^Qm_X0;|(?!9r>ECOco z>OdR^sxk;2Jnwc1P>Kyon3<0Oh+=(oG@rByMbb%4A72|mHea9*E_*}d{Op7Cub3gy zE}|X03fgFeQiz#}o(|s%EsU30r09W44KY_(l*n}hv0VpJ38a?Uj)Ue;n6pjd5QM9@)`>N0kdl>qRumF>JTkaZo0Ov!nsx-xGaFV(y)NM z);h=hvOIEwoo)u~i0G{i!;|Fe=$=D8JNt3e0Pm1a@w1fTMuyB<<{H-tFfp5ft!omo z`ZC$91K?~wm-C#tf?0Aj@WE_I1^pm-XvFXM!J)|UeqtV3+nKm18iEe`6ix!<-3sVk zZ+Kmlcq9~SE1J#&{Z0sjn$!<3=h0^Z9k(tL`M9;ScrV_{z%M@a@N@vsbpw$%PFUXH z20MI3(Jt5|HLtn9pbaJjP(f;Al)4r#xY@wyCedHf*b_&NPeLBf_vm-*X-k++5u8R zw248DpC()l6Bczv{{&#;rv~x*6>8EYY{;tiO2y#uyzI+puPksaRfJ@6uU-LSzm7@XyyX~;9LwcnMete^$g}gr$CI_ zC*o?;^z#Bu?$nyjC|#}lgJ{2HZJt_(6Z+$fGY;HaaMxM{KxQxuc>c1F7S!%l zoB(072TxrJob%(xISPRtL<7>q`za-+s&Ao#$_h#N%qM2P=y}2u5>mvrqRfLiIL2@c9ss+G|%@2 znmrkXC;fzfAbNmOV0+$#b*-NyABJ)Q(qmvDdVWP~WPJb%`BoDG-Nz6n1E8nD(`YjQ zM?853k7(Iusd=}(HOt7)*+WME1KLl@p}+L2-Pi1rEC01R#o*H?VIJ79kC;d~p2Fg( z2xp&MTG5jEpG|CEnW_2Jzvx=MRVTzlAc^m36S*SS%)u#NLu8_`ddGht0+akEv<*B& z(Cz*`ty(SNaBPI8EMQcn5VSEC3D*&N6>|SnoC21lQ8o9Q5_VCwZqMhWnh2|J4_ytI z1q7X_-h79!^ccPaNN2jF324l50jQk4Nu(s@I3S5Q`=Mz*a<5<1lq~p~&g7%1{RJq_ zH*ZLTt^QN^mILAI&G09~w=R||;14u&*2xJk3Jcel!)q^>-izWbiXvU1B&|DnJ08l5 zrc{dkvUJ=wP`q2sL87G;LASUFC^mn3yn7J8qpF%$DZBY#HZ8)K5uAd|#hm25jF*-~ zDYmIgNN+)Ka@A8?Wne?NaVWHRwJ4jjPD`nr5Z%3loZ~B`Zi#?`5He(&!^70%sOL|q z3?mE2f3vsfnOc@@wDCgD=2$a9?);=!wmth{Jv{{V9)|AH~B-1y5E?D|tDksy9p2 z?AP9d1CGs5cID*e%{(vKGM8<`W2!}p@BE3d+G79+w?6FB!~&Z}apHp`m5#=qLI&OW zE`3=0tWj6PFrm5GT-m^&?v!L55wQOMEp_Y2Q{>gCEZIkVMSrk8gW0D`L>!u3I&{wk z3eSQ!nG$VrP0H6to=2E|riM?e1dX0C{Lhi=P8i+v?Yoh8`9*-p$g!G@#6HlU&%&wV ziczQ~WXUlj(_P{_!(>kpAt<9Ty!f(ni!7Y5QW8acgsL((Tn#o=!g{ICm zd3fk0pn~ic7R0HLF_2N$37My}9;GgljW!8F9G@0Vr}qrOnL)}a@@5Bxt&=eYU?L^x z+w95&>phB6iL=kgDia}cb?zJd!b%~GBugwK61DHUPVB~LIth2=yC&@PM9j13DQ4?n zanUp#6Gcla>*k2h28B%~@g_zxb&EU(^J>$470Im$>bRmVg2ph~$#@XlbQXDPQ{g^# zVnA+GRxvCWjCAuz5Jz>z=*+;+U$Fu-RJg`}%$u2!(v52~AlmE>5{hG`p#qq!?M34p zczRQX-;_&6VeAdS-z|U-%nMZDF;qqg43#(H6ZXh6(4|5?uG80}N zOFxn47*Ay*l-r9i!omuGLDOWzBSc<*v-QHm z1b(mlxn?omX|4MfO|u<@J{Z|NmJj9R2d;t=+SZv6NeG@#R)WlZ+;NPrp@eO*4-)-q z4~2dYr&7J^2t=DM*cTsQBkAgf9-5ZY-k&87{l1?v-#lA~19K z+|6fXBXN?=Q@iT#l5+iSOZ3inm|Rtk<(at~;Dh9xFd_&aVunU621MP_%RGZ#DaXy` ztkb&0O^+<+#_45}zgb`fkHxf;(2V4G*D?|1UAUB6vF_0P%9?K^gq4>>-MdCd2l<#EE!UIljs3mWG+p zzj9~yCPg`W#xcVl8)l_d4_EnSXz5+X*F@rrOvZR;*EI1E~X zbHv#75_Ot!(!?pHpOIdEb;+Jt>ZLRoE1JVD zSHAqb2jP!wTHR@IFZiV?1(D!HJQb$hyliuwnkE!32l{iOxG~K~dnjP0_xhAlUvnCs zvb0Dt{VH?z%p(oU4v`XF9^fOmrO6b|mdzExesjLsEiVZ8_z!ysu7daOr#&=od|*k| zm9I$#b(cCT5O5YBArMh{zdnc9N>Hd7nFDo4G$;>q(DN>Eoe4!a#97AoGaiXp^x5dB zb`n&yDRj!q>#;MYmoIPoS*|Ma@+OS{Jc!9tJ^|6b^=Q{+reU?1|a7A zE1hPkDl^a@c7qgy133O{iSoy>-ajPDx~&R%QWLsNUscwZiYLm(3X$^t(i-P~=o2nO4;&sOgv(KlwV`lE& z)0wxs?p34nMQx|(`vR9pQkSKB9~E4G|n4z(J{xba8T-+@nu9_wb@1u!@*xo_Sx0a!8@8Recu;YmB0m zhDV=5q2|m3$=_grfph@P;uOg`G6>-RPuU_`^{nDpCznjls46tU#nZ2`+8D(pmk5sz zF|8ANdF{@##d$AZ-z^b#1gNVahrUks7wzf)Zl8l`DJP? z?-HaS`NYxgb42kMQR9j4=sW7P*j6HA_(^oKITnV}&Zje>vW42vJolMq(Ck5dZzT_6 z(rc0{@7gQi2zYF}<-UVBY?Lt(#kAL}YiJeYv}Pd~_=9%BCp|e9Vofi(={^;?XgNAQ z)zf=a7nhv@AWbc$CCJep0r>0-5c4BPWSvuqawL~?3p;1rBNZNeP|6e}(?fiGCAAYd zw$%w#glS9G#`}r*v)zd>+Mk`Vz@E^SyhFNea11X~rYlpJW@gP0O>R2)JSgaq(oL|x& z8dx$4!ip!+pB4$4?S0$xiV!B}-(fDzrM=9e^ciD;Jj8vX{4^IzNr(#7jFcP{RSH_Y zNvXfk?MnU@cDQVbKp6Dx|TnsoXJ_hqv+s4%{8OV|%fU zCo;=1oUK96(V>(4lc|(z(Rq;I%L_(qT_9~kvQA&-eN6Aj%EnZAL{V zUlNasUyQuFy)G-1UJV5+N{zi?i12$GN(9jE@C!dvFf|AKJPGy7U;u>mJTKw*B(e+W6rHM zK$+$o?n2?laMLHf*m%W)K9S7-u$K9!k8Hsy@S;)NK3mN*O(((X0sR-W4iGdgq-nq_re9_*6CB;`+!)MMs zQ7W@vQ-{oe`j?zqny=+=nHT-ic^K6bL}v!0&(})O z6Xcqa?JxN!kbj1D5wm1GhAbb>T{JOyKW%uY{0i-KgveaX%B!1{*gpRj+Tk$W9m_El zHLgQFMM6(Vq;kPLL+bsskVsGImJmh2iHhyC9+oaub>yS$d*+~VEkj@hkh0V4pY)1u-dx*r9U=vv4>wI(&U3#vcG_WIvfNp&E1G=dj`x)gy>Z`#*qV&NU4L z$|Z#l)VDeOuzlKlU|@JU15;fC#Zs6JsvXbd=^P5I6*LNqRW-WYEs5}cJ~@nICfqwH zcypYF&BT=Lk%;9-UBNxkiV!p8dw13fUJL%by`5cJD*)fv0!Xs2&Bn~Y*L6_PXZIkUF(h+qZFBWx?1v#vygvc9JX+QktacYQowhGwSYz| z)o#S^9l9K%0I^8-EvspzI-EGKk8>!vT<&*V5p4LkagdVA+s%ApO5#zsuOGn%o=|3Y z15i^ScTr^a^x(LD5bwRdaeV8=Dy%1TKUeHklche(+6^8RsjoS!lH&c_bOZt*@h3C3 zF7C^q0Uj7XQ9@1K2;2kCP4y_aIqk{#)x)43CWRz3)mPYOJpoI$4ssUrqwyc}p6HOE zS+!TQ-{#!|=$twHfdL(x>OTTHfA%63kS4Ex6~MR5xW59rx_*TJO#oNu+xYzwz#59M z0=gtd%6jh!O5X-MQ|%xBUH}g?hc)dt)Jw11V|4!}fKR(nuy(_%MrU_{0{FYYCCq;m zz;-_cuwmn-)Gq-{`I`Vf)%CdcJ>fG)$b9@t+6+$5SGG(5!})2vtrWhk?5v4uf5@JX z^D?YjOcN^U9r|Otkjsbda(I!jVk+s>-o=OsqiP^uk0E@?V_0Q!4UOjcSi6X7^i=pa z!md)J9*n>Tl$G!%fH|Ev$vQfS@ZWs>JzwoLCdk@N)@T}&p=&&fX`Q4PtiFQ0dkFG` z?+sjN6(snC}yV;^3hw34$qYGJzd5w9T& zeGh@AiuqBegeFs)FQP+Bu%TT5fQe(hzlw-ZHAtVl_XqdPUcO@*qh2Bbt4LrlmpVUP z{TWq-fZx8ZHH`rl3l2ubZoi{(M<+%9n>LJI!q7V(TcI9-X6SUt^F$$@3ckn?RnF)- ziI3&82w&&-!18_R#d&q8eZCmyhXaN)?Jd!D&?Uk|t#f$&`X;L`rXsg8wcU7T>*c@^ zoqNQ+a8R?sr5CZy_c^}sgiAit&xp{Ow;R8~SA%~fpmnMwos~Rk7K;>FgMuqt3wVl@>dy8+> zUH5{~r(VK?V@`S)cu22>&L#G+1P5Iu+Htk{NL>>u_+}Vrir1mpXUU_Tc+^n|^H%9n zh$KP2sgq)BgE(lX+8K7@OO|;snm|b@DKj;i?+KS-^7>>r6b1p0NM63K2@`B>X}1D6 z46i+Wr3#Lm;(X5c2?wC3(y{pMzKmSdpnNj&OdZ_-eUQBG8`Q6x1@)vV za5lfmGDOEgh3`!)R~MBP!Ho-;Wf%0J-czq`5XgFD4+`dXD@ZLUqe*>JdQ6d7T32+q zvF!l4D+H#l5Rxdb{yo{>_StzBPJ%x}(Z|i!j2u?MKIC1OCXJ1n` z&Win<=pw(;4)K0t<##RM4L%D2J`HB+*kX% z_C$wTTpeQ9kmQWs^FadkpaJf#hl{gpTNs4$lGWUS*_)T>`*Xzzuw-pKO1zs_P>YpX zw^r&UTrOaAv#B6n2+<_Am6ufg(Lw!Ft;@)H`;S$S>6zFl#CC3PBPDxV+2;BRwW(nd z25n!3Ps;E;3WI^s*)5Yg+4?zKQ@w`v+^!Hb20)$k?LM|HUpj==TL(=s`>%zXDk;Ak z?E%zCdR^!jRv`^-@^A~TmPn!txqBgtY8Fxq7HEzfS3uRGHs7VY2*>~D_G|$v?7wTz z+ChpTyygF7=}^L0(}nZWDROnAl`eFckpMS*uXD)tjJp*6;W*%95jG84@cyV2-26nr z+za}Xia39zn}UUF zC2~^P;<;Rh=~wMN*+@QcGmp#YUfuwPp3Umrl0Ag-xtT+#03sS0gikR^`?szjLzhFo zur2_Va-=K%YETvLH?h{7S)QeP@J^Gag2FP(2;z^mZ}GV8uGFC4MSWZMr~+nYv>1jW zGXOlbNBY9$6abwj!w#OcXs^lB9pf*_0Ly9ktkzy_S=k;_G4%b8Em)Uv{Ob=+ZwTcx z{*tgCFyh#-d#+_C%bbGSa9%8!&w5zc?l(IuD(lQ&`yMs=y`Vy|#ki!&PkJ=^$x!2E zV;qJx0p*+sdP*w9NWnoAm<%Wl7~xl=>JgNQT1JUNWO{6|w%)5i=?6AKvW^L&_qT@l zHx0q3K)PVs3eonJWfqDs{SlgJnH`}*u#&5 zXNPiA-2k}ls^O~Q)&_>*nROkEX~OUz=@>2d7kD+;5OaZ3J$YLRxIpI;#hWa5CL*~U zlS=Srq%HA7dYh&BxmQV&wjWVrAA#OX4JDsOZ(IOpOpg1R+96sJJeaco^g$<64nQuR zIwFz@UDXYef`4U>@^)x$Vk${{n+3Ec^A^zBq;T!q7U3$^Yz2tfuq}e_r}Y|59xx&kCF|QFIu^n8Aw(=?#?g;B?QIQxvc+flni{#=tjZ)-1(mOy z;l|scdMC`@s$VxQT(o5D>U`8IU^&B800jTVmRp+$;+(ud;0gn9wRsFd+-@@ST98*y zMjxJaPf;DVoeKo$B9HApCRKG^S@WU@Yz@@tXDwtvqWAHbkC-nZzp*V^?DCuM%ou8FfmJ`Vga#&L zCfHE_nvg+frDitjDHZ?hBcIPQgQKd6eK?+CF^%5)mxcwy!oMVB84aO56ZLWwAi;sU zumXl<0HU;Too`6}>~TLn#cuUL@Ox7Qh&~W%K*(G^Zyx7bVYkGpaFmx;T)qE>6pd@Y zddTL-cCdWw33j(chw0RC{Q)6<1~)Lh8?q(H-4;?o7UTejyhn(j&u)G>Ol;FU8$Rv{5v;QPxU``<%Tmrzmdv@*>(8j9=ds$s zxE1aZBwvQQ3HL%kkG;hVAh&7ka7W0MFHx}Xw%Us0`;6ECa8X`-pz^1B%80dZqHGCkWaGsuW=3II zDw4Nhm#c0m?W(dbP?x(zgQKb3$2+FL5B@$mp7ht!EdD3v5uCRZ?y7uj-#{Rvfpy~z zwjT_qktPNR%s9=C;UK?Rw@c7ZLiLY|ruw6y-Lz0Z>vmW)P^yR;pV9F8Dp4nZX|_yt zg+t4!B@7U{tkR7^ltb$piD!u^uk*qpX72ImVKDn?-HL$L&7s_cfE{SvQh_~V`18w; zR)PyUf+?av>t;hV=rX6V)>KvT;xFd(hA4d@V@SM|Oj@NU)0r(i+3rDUpEw)@SsrHX z;$$d%&ou0tQT8}E5cppsUD<<64F&clCmbO75OSALmq8a-_~u|wIQ9`YnkizVan0$= zZ?wmA8wM8`3Mp{;MIQYYCD1LdlBQ#dN)sGq_-L=J(cUseekPN*i)SyqxN?2AnJnA)Z ztq5{DU8R*QfXr(9Dgt}PD^E!D?2;=~636GJ%yk0dD9c_TNv1BlSm`q3i^iOU;Ru83 zetS{-@0UL0Agss<*^f}#5vEszWzoex7O}fl?keha`R<+SSS+Pods#5Z^0`w0oaWFq z=paIg);lF=DfOvf$*lqy#lmOW&i|25Mh zLq~D*0#1gbN%WB&7|>vZjYyJuqeAruRb9SPKlXudQTzr~e>G=KYEYGcH}Q=eP8|vM zW?rsyla^1G=b`o!UPEnn4|FuyQ+F+^^Ro_|=wlDK_5j?5NBT17766@I*$!S7yhMwq zWbX-P|HInzcU<-#y3{FSo)c!sjo3dEG5jGa-720>wf6W@6jyde#cdpP3Cv>eA?q2@ zP)M0@CrD^T9Nf8lPbpYl()M%E z>LIUy3pGz9>$o77hMPu~Bqcz)VN=c8A`etIF6!vTGYd73SZmcSDE_XD}4vq`l7bWu_k8kSa zNeO1}HrZHYhWc%L<15VY%k;58Mi4C>pqKzq}%L$J#PP=OX34}X=u@tv=#y1x1%(1#k5#|~w9|jWOQDP_nh1Z{lWx=(H5DWSt_SUFrtn&D zOWqACE>j+lvmW{cz=;_LHiG3mS|X@EkMSY%r<~ftSvs6*&^6EJ^98Oa$_kt3*VcWv z7Yv=p(`!tQH#>(qK{7{IE}PO-kjyMq`%ZpTHrXt%)X6gw!7(U9%J99O5LzcIPwj`E zNI()cN}4UBVPGsBw{cgnVX%dKHvIEjvd-%9a>zKVBE&Gff1Ue={K4F}>UGVlYHfvI zU?UNcC*mx4J@LLG2mjN|0Z!)t%ghn_0zRAw9Qu}CA3;3XRPy(C!&2rmC;k&+*Y#w1 zl5tW^q1V{i_`EI-h(aSArlgYhJe=LJ|3$HMO+~2hjeS`uR)#`ucI^gVHtSF5|Rr+Hoxh&EsGx6T6=n1 zI@Dj}HrJL|RSl^+`Mr-uCdLu*wg!DE_Ej+CW1EFL(i z!Hn4=kG2+4{L}rb6544#vo{eOg~H=2rF<+BTFRQ?B7vn|r7JChL&HW zlN(y>+QBd?N%ROUX3xi#&PC(=W*vy>#ox&t<2)k{s1BrrmIhq-)k$1Tqi6>pv-oR# z#;pWX{qn=7-jR%tFz|%V=l)!+XCx=*l(9;Csk1pvIrFWztlPo|<;2mF2WBh9EiDuI zhVB@hK4-DA;MN_gchAsZvz~~aV%}NF9(;Lkk6ZGus%@?=J=|5=T&-EwVBQ)W`iNxu z1iWkeApnEd%|u{8dLrp~DsJCWbm(mT3^`!;@g%!-S>+FSqhj%y?&L3iySH&>HKyNJgFZ>l@yuymRrul z-5FgG=}DurfE#fz_I`o z!1%B7r{-<^FyEO?|8Mrk{hsO{zv%*H4|nkIr@snZW}OnBXme5>_pw{j;LLw3aG`yq zCcOa`%$o=odx`fnDN((L#h3yJsru>k(j?*Tg6@edJGgD%S!Zc#Dl0<$v_Fbk&s)eU z-|kxCR^DBfy}Hhg%hhJ;F`9S!7;&_mJdK|>zNbI6JZJ@yodbc#8^Ip&ZaqBR8)HJo zRMpo=Pju*8=+B?^IxtM?3Pkc9sR84DrB%|>t3IhRNy8yu;;}A2 zv5`CMiU{PHHg+esYlYflPSdS+JJUz@kE3t4nZ;NZVj-3IOvv4$hdixc9x5qeAQUfM z0MW^{IhaMGtX#bKB|Z*n$2!na;ny$=tc_$HAEf*5U-uvVy36mT+WyN{=&C>KPq0E2 z^Z!q*kOTZ5SRo7LUsfnX>wm-w6$brRtk7}Ki=_5h|H!MZ3-UqpbdTJ%C$UVqdHjz} zwq$YB`xFe*sK|BqwNWWsq~zK&gq4g}d$c4f!?AB4pw1#C`_MQkts1PIW>{!4FF~NX zLiT2TKC}=&TC}I_bFDQuD{h$#Epsy_lnqYH+Gm~xMms_+x{CgOF z9AqsGX@v99m|p$O|-QgdS)P?&Qk?3>Z-|D>XIB1>@~w8=n?1IN|hcU zeYb;Ap+*BdNDfj4B(JyCUxmE?#2%^CrUwxkc_P+(Na1v01aAd3M~mp)@P~?x!TaG4 zc&aq3Uk}#gkn@!j731UjU;&h|H|UwgExGKWvJBE=`K$nI$52Nhma{0mJW70)$stVt zr_su&z_SnAg+kLF?4*vr#r`=Y>x3Zdf7AAlXj|Rp_+K_km^XihQKAt3e_@pNxBtK> zSt0x~N_05?BSxw7=)Yi;vaEDBae~oG>l=FVZBvbToWpmJ_fU{=(Adk}#qp}wvbE;A z47-6(Rkpx!vM%V@iWa&}2(O;^HsrK)j*7dqz!xGTFGN7JX{<9>GLV=PNux9KY5iAo zCtM#(lApQLK1v(vpPf4anFKdYJznZFd!%T8QW<*0+4RlI>iJh+A8)iEu! z?*qN3!!=3>W>-V+XpTHXoYNPN&Uql0*dlMf;?TUu6-$cp7MMhZSONt0BMhr-a>PpK z?U1sZ4=08{%l_|7h0-HgCk6%l&D1|)>fd4hUp&m87OQz^i${>j#{Cql{PgM*0CUpw z5VF_Hp!MuWHLbD7`T0#oGOS)ZOl}V7Ii$ctYL{?O061sw6YIxseWR1v2{~#*8_-oa z);|Vd4Kc5aFtp}x)HYg#*Yrjz5wP}SngFT55~Gk)Sz30gDQX`!fOCZEjN;jpN|o30bc}+BO-4wjkqSR<`b{uhs{-&+4Vz0 zIQ$n(g~A}V`fhQ0GdaJI&+hZVh^Cn{Zcojjvz36dtV~3^&cq`=V^XGFSgD~muPtVd zvuDH~3+`cI)mg8K;RJqcJJ*q+Jya@gd+xmZBvFN1sBn3xO`X{4f58Ir?e!|)gAQzZ z(u{PIGmn7!^>Q#Fdi~IsIy_H1>&Vlw?Pz0c=3qx3`_&7lo^O%_Tj=5p*2?rUw|Xp{ zCU`oGC@GS#WAZ2&WS@OfDnfPdEWkyQI@YQr?!Vu0YQp*eGFm|TSi_VQ0Y$k(yu>n*dauKU zY9fsKwsTE!7x<^t)3nI%!V+L&Q zmIusKOdeD8XuRv9njTbh{e@O?A33tzftS3oaGFzC<2e47KL?Su_|*o-lCE(jNijuU zh-?_c4yEyf)&i0-*sJMw>U-n(Ss@0m?kFWmfj5IOV$S4h@)K`-b@piZz=rBet}JP=_8}xTtus3U2!dVgKygCB>Dg9YOpMcZv|LHg z;+5|NNZzF}O&hkE&+%9;`&_POtc%rIDTby|WPCM~&hrh4|HO&OkuwkfpuV(w2~INi zUiGPqY?pK#nDBkWHs`b*$>_*Ul(tuBDc%pR{RVQ_=CWFMxx0C=5lNN7x9n7nrs$1F zD$8L`4MroI^c-LKZM)9U8C!l)?n6B(bs~ON7%x;&jcZ8&Ju640-FjV!JyY?1wY^XD zuu4`rCbgIEJ$iA9e>!zcBYF!8g5EHE^|;*IWmwaf_nXmuHbt4}vPO965>z?f^lR~c zdCv^rm7hjHykB=Ub6y5LwBCLJpbGK?SgOgI0Bt6)ZU*h`@mG;V|C~0{!%Le`n)kh{ zz#v_RcJK$E8bLPq*=*-?UkG6D0XE1%XHa^z|7-oHTlu(J82ulrA1=e>h-hd#V&y=? z{TZ8kA_x7IL?}?W*&YLQk)_$4+xkjS03fCx$-LJBY>8VSr3p0*YO$hE!*qfIEj0Tr z1p3wlz&HUjKkH_VBOMpFs2b3u>f#M0Q1b z5$l#KgD%O2z8MdyM=r;SUwVIpHlu1;8~y3sG8jO>UxmE?tY$Qnti6?mlqb?;f^<&G zr!H5=>BuPJI5Xxuc2W#K*V$2A@W#xnQLjr%H!>HGKZ2wX(+j2Zb?88V6Wkyrc6#m? zIAWG$u!cRkDJY~T|Ne3IO=XPbtI-D!6L#s#LKaqIqLkBAWXOCVYBNdJ$w7txM(rP= z_V0np@9gMbZ=f2k?J+cF4n-#-99ZR@UW*ALQtE@3ooq@j#Fxq5pLDwq z`m)QBH%7DrIzy3~F_MEPc-~*b)>MEf=>Jh2O%$Y$;A@53ZoFhe9duToo@LQDAvy}# zMzQax%4IUbII?fM)r*Du6ngNw7n3i=_-WJhTD&S=`fuPIM*Yjxz0FtensfE+_CXP$ zTH*vgRcn&W!1XJU8eb0`jUHfJ?arMtw&bzQ^yZ;afd330p54f zKuJAl)#lyDf`Pn_HHbZjKQxvk0?6I%VdqNYfp5Km03V-$@s9YbAoZV9%({tD7HmRS zZ8;}h%QDR~!!16C$8^-qvddv#PzAma#MvSx#U zF${=2Vym%%?ggy5qOtq*y^^r7edCUoa1vnc%z7Vz%D*2jmm;;}w&M>{0_14|$vP#d z-rqd^BcA>}GWmDX^{+QFiC33xXbUkgA@EX`821@l&&25tC&{39l)LKY76HCY_z|i4 zksTaJQHZ*>qI{4R02(|;1R9^K%4|LHg|OYyw;}Im&B%SHOmK>8LCO0e#RJd(a3KV@ zdYM1*qYXgnlJP8%9esamoP0fQq4S}1>gKR<=U#9z^dPbhiW^HifflyMAn1-MhCd`& z#@7c=L?8xv4t~2v#y{tqQlZy+X)y=E(jDb6x+r1n-MJfzIOp(xc9OjWq!<>E@K?d; zKdUnRH73a*oKR1;&#qng)zCe8sjTABz#7q*CNCGsEiO3jck*_ugC!3@SMdclbcgbk z-~D$Rx?o8p>(rp$e^d02DEjx1b75t>Adx>f41! z1I8?Y38F1y3+>x~In(Qch8zb0%IWL&^GxrEK^%-&YL47%&;P}lUf`Motarv=g`@wR za`fk#14U`{Pl*1@n#1B6;~%d%P@ex(LaLd-zn<9lcImU zHHXvJ!#9mK^9(*|Yp~3RXi0|XtoY{%kWN)DRIH7H=M2aelj6K#djTa_#-Fij*A!5Z z^}-(^Atu+%k>6cQX;XQ<=pRsOefQe-Q6;kwd-a^;xl^R0*6z%$`#dC6$jW7Ma$Fn_ zNadtVnU7_8%a6;nU6UR6xWMd8KdjcB%=%Dv$R4^P5t9}KHvB&I&U)9UR=B4b}W)tr8oKnzn zfwIy?>~(Wem93MK7A%k{d$vd=9mRtsKJK++7Q+lDOT!sI$hyPQz7p&QMDC#F%6o%8 z%-7Cznp;>}i?I0&<7N;};Z?qX+BLcpF=;RrpP@F%k0Nay+^g1I9qTFtOQcsV=~$mQ z-2;yfvWm$=x!Udvie4d0&LIOQkuGYiiYT|@Zb-62M#13GyY#ecdHd+7O!SJ6TSW~# z3$xoY6O1^NPbx;W+++#3`wc$b*!tX~#%)+pco$|PSsLAzEcq3URh!Z6)Me;y1k}wl zSA1ce?Hb39h#~WO=_NlFQy6`BjRPHjzuDvonY|$aCxN6q&W=JJsq*qn@@cQf&2KxW zVzh#bWcP*S+32Rf>ro6suFP0K^3ARp`p{ZqBMLVH7Dtz9ccURD!$5Z8v!fR=ul7e4 z@^jiH7TzB@w%RqFj~+s1$7MYdNECNkWRh+SU#uZk-V6!tDa}MG=x8|Ef}jx>uDo)7 z`bv*dMc;j)?k;+dLiXg*-y}Ti=`ZDwy2$&~N>-J# z*qi(C#!P;9Td54DXO~yUg(UmP$iW1mz&U2j2#_s<@|=QDPe(qaNq%S8xMVctY9bMy z>7`YkcaOFfs|e;%hn9H0Hme4!SL5?UR>)zr$=&*W6x4{vb_bjav7O&NmE1Lc6ri{w z?f%t?-?u1LJPt{Q^=r3+*aFoAQvKp=c@ADgKPuD#vaYi;Vj%_~Vs}P-g?wGMdx(@r+RSxtf21Of$=RnaSEDTMy%&-^_3TZ~f{SV%XW8*nwV{U! zT6*xVyby$|dY!RLHf$t_81f%q%V_h;9;UEY4g%7io&>gWAA6ec2EGiGGLy!L)+Khk1L&7|CmcmnPvF%0 zn<-U7#@znBQ|TJ7EwWr+-VIX>jb?WqXUI!LE@>5thK8MEo80iRZ&IKNzMdB;1%N_9 zbQ_J^Qp}6Mc@ygFJ(?b=i+Aku0Bon{j~T_jP=;(oV7VP^gJhi^wEJ(p^+$T^?@`L{ zOzU57l(G`sxWfM!$h!G(#)*Oi<<#^k?@0~vV?221D-99OduULK4h;Z3-g<6d@R)YT zdS$Zn53yv>dDIhgmOTth48kUQHiE@w*mKFJk4bP78$@$iaMrpLIg1cUE=@XSAa{d8 zdwakY!sOO%j*x&h>lRgk{UYskr}~G6_t=Vo7p68IA~y9eJ0>57FjHe|F(Ckb-a0H} z!mD-)tLTNlzcb9EXZh>SaO&bt;LT^wPHT=?(}ct?>EPb4=MYVNdj!n-RJip->mJDo zSbP5Kn9iYKS41KJm~G$_VWMJYY@fO)QG+;1fm{C0`OHiE|Gguaz~d=!-W7ipQ2%q< zUq!76!YPXk_aT~4fM@Xmc{WzYBMzBcqWbhI-ka23VinL&x>C%tA@&M9O5hmX`qHc@ z;H2l#1hRG@)h)e2Fe=o+t@!}}n+}*%;SJ!fZOTr%ENNS2imqb$U}3>*hU*8mc`rjvAqXqv9c+5igfw!II_z5Q*H2t z2xEj79|nPM)-Bk?k()6lr0?=i7=6XtfDn+4|NWU^SQ>@9pJ#^IPL{AoODPu^Q7;uM zFXwzYHpN$4;i(z+WhFy->xtL>|BOc%frNzzH2hTv`%f!{L8L-zDi#Ec;4&lU!OW1` zf368GCuZd>EWS-d0sUX>z4Mdh|JLPsQkAyt%u3s~%}U#@v~AnAtxDUrZQI$^JrNVn zGjU@k=Kj!eJL3B{oH+Zl*IKW=-m%E>Zyf&0Qt9?%z68}EQ2KBXWL|84L6KPIdh$&*1CxFVTx>paJ*PB3?r9w1!O@X|d-6-jhI$>JUU3&WSC za(zGF#_DLt;&zFbu0@(@{Qr(?CjYm@H88%N|0&b-|IB^$e@k2gze>2n2tx4B82wjc z^q;uqzbvZ%Zd|h_?wC1bGrqR^V5q&Wu8!%o*p9^y`ThOE5pog&OUgE}TeRCF+X(_T zJ2!V`5y@oMH2pn!@g5282mZ|mH;od1Sj;q>AfQC|(IUv`t`RNM@L8n$3XRpt!fX-r zEW2fMe+Q16?jT1u7ldw-n8i9F3?=jwti;V$wP*>^`ZGsBdlThJ-2RD4KN7 zOtRFcU^-xtwKak6yI|>i+U-MKYieBXdRDYH}C)LA1?v+l7GMsMGht0Y)!o{#ao zfOA!MmiSSg2fEVB2iKG|So5tx@T=E~RsaB@sspz+99xH*Sp=Ie6*!xSIs2!H zr|e#rv<_wa^O)C*hpviLJ%7AcxaJ6ZNhs2$5j_Nrr=H;(h84H5y z=N&y7!jg5qK4vk8X}k^LF@8$=QK+h)@&``3eta_^*RuBF&6F9TMU%UW&wMsYv~R!M zF!S9(T2xZ3ABc}tvRRg#GC`CM=;fQ2wOK;&&C-QJT|%ViI%D*(^eqAUZAQQRps%*L z>@EPM!X2=TZxaZ#e{PbdqxcSf7hJmDCueZLAMkg7G|Y%^r}NS`j@<+s z@R8dIsdvqeoy;1wN8}7)P33&nfP0bc7QrG)y)5=O8JN9f2SZtF{hmEju!fhy@HkW{ zCYZVU@&4^pj0eJ8j2m&oYceb6|0~r0gk0n8_KUb);B}YM&6t_u#{~^3ebQw%mQAEM zGy*hLBHcqtTnDYR82tTb*dV$Sh#rR#8dioy;5iZVoz^Kj2Tv8I;>`E-+@R)DW>&W| z$f8PSCxWM%8fe3nH_vcR_AnXPtCFj+3SZl25~Pq@qODD>u13XvUrlT z-4T?I`7i1_%N+z{4=&A4!v%e)0r_R{;!qdO?!kWR+zaf@3Izp|&y*JsIo$|V33^j; z2ufxSa%VMjPv~c^O~Y}`cR17S$1mcO_^5Mr1`*73Qw0ULk8ldMLUBX$_|~6WsZZj^ zwH+r|lt*?04Mfho^!!Jerz_GakH*&59MOZ@0M}r=t<~1G_#%b=Ze)|&K#$Sy>$aEN zs3jE!yTL0of6+$5Dt|+>dLOpb!uUgm#w_rV=>lBrPEsEriX_(lv@l#nkMoM)QNub| z;Mf0olLb8Jq&il!#hWQciJTy3?wT$NEUh~^EHn2u?)*zeMdF$s9Qr#ZUUs&atnWM( z^))S?Q@^UlDhwU6+RV2Yu~(Z=ZZ5@%Vyka3NlXawUi z^AyG*KNO5jq$_OZytbDYDs;*nrJ@PO@9=$N@Vq5IVNE}eJl|PXlPy-X}16X%CL~&zKbw~VXxOZT(Uq2=+f$Oj2 zKc7)lmwfuxry}651E@&gKC?!jCoVA;glQ~w-Pn7dz(Z0XTLs(V*sEK8A)Y(Tmqtb4 zFgq#X&6{>0LWp^=%E;WMP9amxeoSBrrLduzcZAv;Dm(?61BZ!40)n|zv^H$0PF19? zcsIm=DrfiVJstnTft)lq`+cZuG1E-2qStGJDsof!SjMh~jgTYqD~MmBE{psqobKl> z$F6sL9KTpqnjA?_0&1<<)3JxF0|zt9;>9LME8uKj>AN)!vc1Wf-cc-*p?8#F%g1+0 zx0IV@Yo&1C)N;0IDSnRpZ>07y@y}=91)@(@fB_6``m?n6o zyKZ6ZSUb1WpISRz9f#EjGrFzRxITM_oc)~sG+}d*d+ppQ3Y{3(c8_NN$xCCR6;s34 zlS_Fl`WcN!jAanPYYr)59CIMYiCZkglqD4nQlqnAG0ILdPP8$-JaYp>`Gcg4V~1aF zq&jtO;csEvBZ7Zi%V_U6?@C9b&PS6Wh(zhF`M7ppjK4D}NK3Kv&!Ms;H#oFKx5Dfp z(oW_|*h|_ukt3X_2MJrIT zCpTh>sNuw%cEZCUa_b*@?1N0?EsyZjWxN*T7KdQ>GuEl=BPw2klYsF^SJyYEK?kz!sEClNle__3}Hck!x<6( zt}L|9eP(l*FE%Mx5w^44Mg_-yWvw29y&uUcd?tgt;|PjE_30l@a{6>OhEKL{cgFH( z^^9NaG*S?fPmSIh;bW$W6Kq6ae`9xT5vxrxb&$ULp|Nv16UBH4n75!&4O-cpl1$Fu zT}CFII5yzxCJmo;1vu7TN<%o{KA%h*{5=?@gukzU5|YKyZtZS`7vyM$#7X&hM+^Uk z>h)d6d}I>@|B3|cC=6Wl?4lnlQfL zsv{D=YRqKwGkIYkTWuhPhC4Y`;Aow96xJPoet6Lqqhr>hz*SwJ=*+72D#=y z2J$+eYxb5y>FPG{Xb^FKWoWpJ1nVMQ|Q6=#H z(Cgu_5NXS6N@5;=GV&{%Wdf{Y?|e#q#CQQjd)B#gvdq-WToZn}9P+x=+JyIEtasI_ zH$s$w*aa%EsuVRB)t&7dbN`~`MQA1dh#5j4mI5%Lqm1S*viV*Y`M#tALJkN6Ag$=%44Wu7Y}Luqe1npZ@@*rEvt_8 zfc*==YKO<;7u;;G$#gWSdkE_1@)_hHBQIiEQ8Epg*& z8rqnZ&oB)`?ffR>8W!XtY?L6)lUWw-ExKojihMonX(n$WJ$DizRTPYFttlOlVKwE> zUt2zMYK$+DmCm{4>5AJF#&wV6_B1Yo<5G|*s@R;bJAZDYK{5pMom@o$Z%Q-TJc_P* z>88V9P;d&{qnv%YdZ`OdcW2u1Z$X^gsKIsIIbucY<71sOK{JGkt)7r!G>!}$c4r|wE!_ARacE(eG4Lqgc2w8D zdv*y!!<5>1c`S1x9)n<8%w_uPc|dQ~Xtp+EhYEo)k(>*q(u#-tUJvH6k+v}Y7u2yY zmQ;#P0B7l)fUOVy{mo)yAq7Lr11`j8L#2z&1G*3w^8`Up)BBJIFP)3Kdz;Tu{bzJX zaVTE!s8FqFiZx^1Vg8)RPTIxvYwDPl0mSJSClkW`KH1O}DE}A)fcwE|1U5!|&^{&< zIb+`{mOzt;5tiOCfCmF&5;9fCD3n1lj@0i43z*2K`-8e7R(A}U0}_X(T86r1uRpxP z>c2MN$0WWVDD&VrGQI`jzuUuK5sQ1tnuK+BWWSkkYS zzJ3}uo5AyXP{EM|LREB1r$v6y(h3-5Rumhsg3D(+uZXa{ql}~SmHB>njODlJ2zI%N z8s=R7xx9#-eE}BB=5RDvv(=jbe+E(oCMBv^9Uau&XXxImdCSCpg$Sj-(Q#z5-ADkIcz8NDcF(j7i=*+FcAer8co4$oM(Zs%$b>3pAKf))4>tVgN438LB9Uxl4m`z1( z)#;>gFKCyA#}7pMCO(QBKS~x!($uNVH5XUP=k^G74%Z6c3`mO*e+-qaR~nGXAtJ~a zd)|rrf!4&ZVVMk88CMC@N9jFnKN1C`#VZsD>17qy#0L_XQF)>gW6Nsu2!85qC)wL% z7i?z=i>KeYRAsl;aSH z^rsd-fw4RH4{wLn;)}#?au2HV_jl4hhr7Om6k|YgFX@fkyH)z2`@N)R7Lu1(Mjd3$ z#hmEjsOE0q_Ba1E(Y}&_dSv&EE)Pbmanb6=I#Xm-6)RIj%zui6COe6M4N3SnLM_yl1 z{F@p3DS)-284k7!%%v|1O{ivf_ELm80_ieU;D-*-Qu*24(z!oo1@mp7|Cpk?*Owu4 zg&_+Jnn|r~+{N9%CWoRx`hat%&76dBz?S+Cz?RaLT#h)hfDw(;!Hc*V36f4|si+}o zV{6$`1Auz|+q+QzbReM#hl0l zm%SMqKxldh#s8q?sIi`-((~_NB(z6RGT&fdJdNxXR8dh54D(WTFzdtig@RffKHY}J zIi6;nc}K%=cE3sp=oUwDQr!X^PM8n((0hLYm>Q>xc54PeA5D|?e74@Rf(%$G*r`rc zYZuxfxc~e)-m?w9`?;68D*C&kY8}&_6;(yqiiuhaMWDG^4zv>|NhSE0y_QgmNK!!Co+Wa^{^Bo`jG1CpnNIHwsVQ4dpbOX zy+@d?DQf%p97Ep#w%7dBiXZYKefGs50hLlKTRe^1pPj)bF*2xfcQG_0iQV<3XS!Z4MN~zexsA@xlVDg-BkjBfAj9Oya zdA)un=I;$lGe92~eMd(b^sDB#insXEjgQEsNs|Gla@!cB#pHQ{G0GD_6%S7fE&C&&R5Ec{4<9$2#Fdy4WlIIx|3iD zPKLCQu9zZ0_m<%t1h5;vH|B=|m|L~J{ANMfN zfpL$#;a0YKwSibVGAki^)2pl~hq=xhF*0g%Lb{A#qNCHD9e_2Z|y zud`uAN5|?oRe8{wu&{=bm@}>#c6OfsFPwRn>x3Epj_-MNcIK)*x{e)i3xH`Am~R#E z?zaj$+ih=1Vg}X8A&(F;$XXFv(R;u;olD}4tFSx%)Gyiyn|e8ym4^pMWE#}H`-b;T zAsRs|NjjPU2@bl%#W7P4Vy~}FD@WCLDDUEj^6>gaf>eo(lTIv5I^TmEdojo=b{sDH z@pWeuRMhciALzFO=t|(_3E}}A{(F8?VWvycNChcdl=Q6CbY3#j)gC5P?GSpOW2|vU z%?G0}`_BFxm#b|K2KNWXYDBv@!;=p=7sMODIHu1bX$Ve;hh?AXrO_Jg#b1|Xf?ytr zUDwhGpF~KzM%0I?);+uQYbXbVXr}6`d4m{@)xfF8NORwplv~J#6*JBX^9EGdvJGr+ zU&G8nsGI2meUej6k)vHaK&e8|S{Ndl6e1c6yA1|TOB5CUA?&hJw@%>`pJwU_k0p7@uHT{8?8n3Ro7Fg`>yqe&K!T?N|w8Pf) zm^EIzvm(SBzY-6ZgXAg7byCjwmlU@2Tmn|>|C|k42kH3LRf7o69(um!ptm(snA7JB zU_7&hUm_xIXHrESI+lx?4WBgB12rv9!_+cXjdZ}fvQ*OF8W~Xiz%FlyhKZKUQWveM z^osbSABkD?sKtOv=_0~F$xvei@7>YW+|R-mq>~d`Jz5=0Ml|ojh60KB$;2_2VINMIgKo822{odE4*$k!e+5SW zKt3OnQq4uo8hTS%+$iP!k#wa7HL#J26-aF^j5oDX!sm844By+q$Zv4AFXv`2K(dl~ zn>PI`_Sx77w<7p4{bC`<9mWgs;`wZ2aIv9Zcs7Hm$(NDvC>^gSg284sD(_5lr|*m( zO-NmaIiEIV`L?xq|23TBAQFt%mgfvuoUCr^kL8r=q3BapaHa+M_ywJu267Na!O`l~ z*v}LrJW%4zH~cc-A+>Q+($9h{W9mZH3>LsS6ZiCR|HfKy#S8W3x8LthMtgZ+A4g-QLTluwnNIxWxsoXv!Ej+nkM69&YyTY+`cfZGRuWzB@9kTmW{wyOQ zvH~^XT2`!(g9k%0FsQt9@I$rxQlL+*1Y9&k5HQbPHkZwPFTxbpm8)n`$4LBg&07ct zw0!9TttZL+F2imzu{@G_mI&6^BCZT0l2z{^ZQjBDENEUo0KoHO2ucNr!m12w{dY`jXFZ6jWP7Pk4{mmoN z7)fo$l$j;2M$Uj@o^0%HIj;Ao83xISKK0=<99qe<58?cdN*pigyaFNg_bzblAZk8V zD2%z@dXITa=hkMB3W)~i5SiM(15zN0hSjo7{l*1F-*!zEQ35(ArruwW z;&_@l3#x@=-OOZws=110*r=y)1n~Q%FJu$!-CgPzwu{c&US7ZUvEnVr5oo)+aV)pq zxv^67_!3BBqu)8+De_S!NXi6=J;xMUB5)J?-!azucXh|I%UvU!A&aNZ34!0FED(`1V{DGPZ2dD)59+Or- zWZYhy(Hq2LP7j7*5PklN>#f36sCCk0aL>;=6S-;U3zM`RJwOZJGci|>=le^i_@WP` zN@jucoou{tGqNsxwq`a|$f#wNrv7fW>C*{(!^g|__a@c;LTc7Uji*g`&0>52hST0+$ApQOJq~czi=M^%x$`M-m#J9m zT;qjE1lm(UNm*vWMUu^8#;Mw+6e560T^?wei5H?uhy8UiZ(MR)=Pr)Hr2CC(+Y>jI z^J&izC+;Dkxb<8T@(dc0SDU*ffZ%Vatw6UD+|gGk(Tqvn$GxVb<@EjaM!reI?2U|f zn6NSz*gl`GfkACCv^fY2D1VX~_XKb5lwkO@a;h#2BC`u*grrjvJ_xqS!iJIxP$m5P zljDG~eI;K8=UI9)vN5G-$g_45)QMOh{H+-NNJjWLRjHpkGeJW*R++Lm6Bjy?ZQ1(< zWQxM)Whg16=V-`bm!{FDD@dy{tq_fZ`x3;+OZ{MY#No%~NR z{{B<=t9NZkc(c}pFGI#SFPHK20X@Ig*QcvM5dNCK%(sNmRYA|X>W`3Si7%-6Ol)=eD9QntAvL#Tk>jpRW-;-M~6SlKJLhO zw+zHp3ZRL+@ok-M=qmvLH(pqi@S{Zjs7`t39`CZ#M^9fJM=GE8>|&%h6$|zJg$|#< z?AdZisp}uw)Ht7ensczjJlwOui!}>|mYl5Ra!1S9$Pt*B`6mH6fg!A13)|iAmN~Tg z;zNzsOpx29@nc#q#2Gi*0&bE6LB0nNF3J`WV0FCB3#5ckyax|S!`ztUYgYtxh9tI@ zgccnzd)|CMJ!C6!OFSqxHBpk_z-@(%kXn0a4*>wcJP_`%g6RF@lKd-|mK)@`H48pchm>O*|4M3uM3J=^E`Ij6p;(uepm814vGBDnNGlJ9=l zdSQl-YgYx_@#N+R>)L?94bIX75z^E2dfXcBB&!aX%a02{bVa?4TM9j!qbzb&G-c$U zhrvd$0PY~q1{W^%(f~CWd034T*c6jsGXGxEtunJkmL_LL;U#?1S2wv88N?~G-FiQW zvX5z(+b!lLVgHhKEGhl14`C^ZWrJ~~5sgW-mrWu%gM2+2L@9}5MdmuHKB17Q!O=@4 zyWn^J)~qv17XOq2+8!yFd90O=WKj&br!e&kUq+Q`sPkREF3#hZhf9h@C~Jssi|(Hf z@>()tQ*pO4&K~Cr*fk@2IKg7jORf*{8Q&6E#Vx|MuH*&=dai+^!If^K*6xmCdOEDJ zcEfxwhmrW-X~sLG4thK?il;k0K+`D0NXU%0hhR(@zqbR>W{%zz=jC%Gn}1Ck7T-OZ z>Y0d{y?OBEWk9P|_JK6*i9t*;a(E+OWo+(VF4^CzfEV_l;I{9%#!3xmO9sL?$VbA} zs~wfHivhmISBF%gR22V=wzdV~<36it3l%rc2R_Q*|Bc;}lmxTIbVIK}MPjgz44OBf z&WA$HVoXou!)Z{mB`-P1PK9;XCw->bmn7y$&>Gw7-YeF!HM%JEZi?kcGW~~8WoF_X zCQnb_f0Q+&Hv-gshBig}PB1&4C`+m;_R{X=Avz{5p=sGX;LzqX?>&8Ut7geXNuq$C z`JZG6`Kzk*Vsz_`PD)_X31Z4Ri(x(=io~z zmXUl`ORupbef{{oMZgnGr|$+UmXH;u%Inc97VvXpeyoyEU6?R%c!Z7hdaHm)hlh$< zgs|s+KRc#_rY2K_KNyDu*-X4BPy)UnIwcgtZyDMA{cIIw4L9qA&Tebm+~v^1YPSDb z_hNux@I)T(tJi1k61l&NX}Eh@<}Jyh+Jx)yXHa=fk4_HI-Hdnp!s%eQuxwpXr`erw zK38y6jq4U6W8oB?h1}~*j|05X_Fe;9QCEb9&j}w-$0v{uv@hgW9rwDWbI$(f_EWS^ zTD1ISRSg}m$F_?v7A4b5ED9&YDF}0xF&HX#U?08sa5YPIdul|}8-xgAkg|hc+Sb$a z?4zZ}SUuV=KMnAXX@{H`Gq;v&Z}gSQ_X!AuNa-n(&?*RS%d|+$30KGa?ZT?Jkfo}{ zuB#HOT=yr_>3;8&4xOGB+G# zJ#Jl_uhoV#uF~ubQ!RJPyde)=$C)bYC&pD+!Q;pU`r35PyDJ1}soBLxppK!+*4(O) zv#YU#cYg2Fag1DNHvHxku`Az8So!L?uZxM|dtOi6OYG37rMLa6(ky=AZlgv2kRLJ> zhDV8-TCIj>|dQv+>W_^#1U!E&j(W3IvQ{9e}Gp){wx@?4p=w7Yfjytu!ArdN-` zVnW;;qKWQV-X+Rmic*1MzTr8W<)#0$i{GehI31Ws3@%{84Kg2__ zl6>7LLt$>7ksG9{B!!w#eU{rl+SbEn6nZbM~QHr8?*%PzrDBn!AQ>_mZz zC)>jGM<#71(uP_uy#3Agi*S1P=^40dIx=qn{1x=QY`$57X7(02p(ukeG>lBdmMI!5 z8PO;;z3`QwS)!;BrS^#U*tJ}>Ju&i={y2fhM3!1~Lv}PV9Mb^L90Z*mdw^AH#xM^9 zK7M2-eh|9}p)$7yBlkN%97dhgRTBuL(LeW)BnT;>nAD_y1@==GOcaSrZzOR6i25~^ zA5fsye@OZf&=iTvPqPi7jBc&o{_ae$y31o(f0rdD?MYO6{T9df>Uyr*Qj$QR^njoC z(RysKJLKsHS#y=&q$k_1Hh_PG0>q@+qXQ?=|1(6eucdrLXnyOkWR9tckLLua{xUR% zkDSRWlmOL>5Z`iyOEzfk*NjVC5O>yZe&g{@?~_<_a{y@6j&U}%&k|TQYsPN}nDaLI z^a~wfYdG~2;cz&HyTf11$ch2<-nPvc^e@z39(3;@PrYtYZNs z{AsTT?S?xt5~<@ebhx8-Zo34eC`i%G#{2Y}^jUh7cDFTaa7)v}pIc5-n~+O-UIdl8 z2`Ts+oFY;4%YLx5&$5%z$8jm_y`QH)E_eXT9(|g`JprYFC4ELW;H`l)>|Z~wwY7i4 zdDGv}@L^zDmOM74{(g)vQ18Co8xAiFNGBdZ^%QP-fQVYDN_Xft#JZ&$DKqL3Ru zmF~gwqF$fq-yYT}n`Dr*%pjT*J@LcFE0TPR!8%0#%(4xb?ed7FHPwtUVl{iqbyA&x z<}YptlvTais54G0mE}AG$Z$3d4a*oB+H-Kb@{==(Mb2}Pv0_auy^+f^x)4C;WFAKT zNu${NQ6#!T6ZTl&I0@Z7>}ckT=j^hY=3^O{4+G|Ps>-^b$>?99jHoUrN2UzbLP4zs zw{wynj$?qjHxQ4@9wBTgh)fgZtM4?O z3C>;1eSGTc^a)w`cf~jJ7lNlGuf`GjjUEAMkK#I<6yIcH@D*`p=#<3>kEpj_mTnFWfR8paT z6t>e5_TmtKha;NQF$5Dt(A>^C7YoCO*`_B?GN?0)M3M!H?BYAu55|_k{bci2uInuC zEQu1Eus_WUrZXm^=?B$W97xTzE%T14R+fpuPITeSpP1b|W4F}YsbUDmdieMF?V-Yan zUF!sbe_?;%ddMXro_E$k*xEjD=np101hyT2sFNQOtw7Med5dFPuGA({U!#Ynn$NV< zYO16KM_9ez(Z=@~^_hpUI9kOAVI&Z>q(ZVY91G-DFO<$CaP`FP+GeL-wd-59(J|AV z@TgOliieW~Smgm9R{VqpFW#BxwO=IK;QhrR91QqM{DB?&T6pc#smqpM-`Pw|ip)O! zL};SB0fAqj%JhhN+ zg7lte^j(yZE*J$EL&!!qxy#7SM5mI0Rj5**`3eOrCKmKmdj6EXdFn>QDtyXJ#@JAU zCP@e`SPr>^Ye`uC!eaLqbJ))S4Mqn%#cuRN5P?!HBui(|CV;eioX<(zLk-)reSZ7chjx33+{>U{ zo#s9?$cD$9!o@WEzD>7SHAo7*Q*-JMg5W5^Zu2+g*FyD0XJP}%sc(&WAZ@+V zmx9Dr4b!)x#`%D3n6M=6_JmSWWQpHg^2_JDxM1jM;SEw(WKr)ajt6JvdJhhB$@KWd zH}ZIH^P}mIoJw%!AtzjW^$;Z<>M*d1Op5PMv^mM4%Hso^wEYP+Zy4MtbK@(r+j$*+ zkv^dAW>0y^kS%b`?I`(`ezi4%9&Oe;bXx(#fAu+?J@ZhzM2~Uu$p_!lNzRd+#jp_g z+EF(TZ}FAYDL`ODGYFtofs!Z@0L3eA<`G@|;qe27V*S}U7rvQ8j4NnccNwau{&%qb zf&s0wlkw)}MXHE}?p}iGaF2G2$Neno6!Y_}j(p;-ar8%6V55V7G(+gvX-oxK2j&9pWs#n``#8&QrEt(2 ziVbYJhj)aNDU9NuBXhPXW^B(WM`l`cqFPfSZg&w#MTcYw?nBM?Iw=*KU%9iFT`#e# zn`7weE;oI^A8Aj?O$U^i%ys%Vpw|LiYBdopFwTJd+gU7e7RlqF_zx-N5SB&H(qkt3 z!^M1?-2v!qS@VsTm;k0I^H$Te-2mdfJ(73>EMq1yU8wJxU)xY>TQxY;l~kwhh=(+% z=@Ap?pqwsH)3oqnHu@~O^E~3h)qu7H;u$e?c*;8Ufa7k6-=G7bg{jr*+layT@Gfs~ zQft}AzC0sJQc>TpYmt)5htzgM*wn#tx3yOEqski@j>sO-K~XE|Oc-(OGaQf+uiT-9 z=sj&IA1|mk&qwC;Iu|G(;Lpy^-mAQNEH5u~D)5N4m8jJ=KEeZhr}Mzycjy+1WYg2j zz~1bNL}g5a*J!4{+-=_(legZwCQi+z>&xe?h4?1N36_O&ADCl2HF;FBJiHFDTIDC? z#)w%gnB)~qIY5M61B)07x*x(`squ7{p!Mo4z-8RX3>@*E_o=sjwR9fI@Jv3v<*?y0 zxm^|9tkdI+0wXvw2#T011Cf%SXl4Ff82rt_< zP>sDjJHBNd9P>>|+9VDAyAN^4=Ldy!RtPSNq1EDmNyJCwCM2zr2!s6UR2@Y)ss7ZV z;jZm+@fqo`-W2KrvSaQ#-MmXQ?d;2cwc@=20Mb>%Dw>N3VuP>;3oL} zN^kj;{UQY9B^UGu-HXd%Rc&qTWY0j&ORjz1gewx?mY-j0$T~Q59N~A7=+kcFv>&n& zBHvo)0|4W-&{_0ETUUv_r1q045acj5NX6RsxFSY^nY|?rpHK+S>rpZv49ruteOs)O zRw@>xt}ScsHJJOHELdUe z@elOrY|W^B_>}RyocuKBPX;VnZjx+13e`sVm~I~!$O66t(?egg(Dgqwv|Uh6rDjn* zZ=Ps4f`YL_9}mhQ11?9DxKz}$Nb$BFMmzL2`Ht`#c=PDtmHs}U#&4DwnOz|xL1}uB z_?S-TGWNR)k!DvdH%54t6WcR44;GcIQRM%lVQTr~EHiBAqho{m_ z0anNkxwq3rXx9#@yM0jB%^Ny_CrUMtnH?pv|xYEyK%W%5C=9!+_OUpKH zy_;+E$5BZ5sXY`0mMQPj;xg^#}^8&V#97e;!*oBORO z6l^IxYp^Y0@uOUH(jpfk<0)r;+Ln$UH)^wdD}P?DOM!ctUc)zSYOUic z3x)M)uGIEhj%|66s-^fqyQ-yMKCd7>ZL4dA&q2Y~6>Ps!SbJnf%9)0^i%C2YdUQ}9 zi$R()q#<I(q0CoYI3{ z>##=3iVFz;$aMvqtXRi1j{3YbEPjDM=nx@iEV(FSa{DXODo2thpKzQzl70vb<+nCJ ze5n~|!|bH|EwS?GV)fc38dJdSOn$t?;$MF~C;z(2;LVOFWrUp~N|@hsHs zt0AFs{pSP1B8bUhya=&!(iF(hT*DfS=g zP5T}yEJCnK8{m=+?7^j_INS?ewLmU74CPMTCW&ZCL#*=Mmuk@|jbjBj zIP;}p{Bt=-68i2s)DQv6a_rcenp4_yE*Ya~3v$g}PHj4Imbmu^p+T9ApxgQxz%cOn zi-yM3K=4n!5^(HB7e4WnL166okJcaoumSuWAV~t#R~`X#+(7I9+k8reBYW>7aG_V^ zptW&Fc98giW?{>~glE2*Kv+sFPDBZ`!}vT8)oEZE!#Ab zmoPbNL#$neX!z;qnH&Gb%NS&D0l5N#Bj4D2tzxHKJd#1Zv)4RLD+Pv&*Qu{Q9Y#lP zZxRg4A$dYj`A}xXAtP2g40UI(2SBU_pN*BH;G)yxnm$;a+|Ei(1@bAH9KYg|Q7vRF z%d~WhCV8!ep=kBdz}alMyFTwK5~o8vxrLuGb?6Fb=5B<2(uEyJV$*M8$?E^LS`uqe zUDVyrR?0Fs?@7D26ZsdC{KyXC=wmt7kzSz-km?nfD~!T(JM82%J(lU6@}Ax%A0}Mx zC!Wh;1}F|&xkr!@kN@K3IZ=Rn8)YQ%Cy+OOsu^mWr?I_=F`qt_EZls3*lHBz=4QO#7%Tqn9h)2_gPe`1ZZB zk*cz`xlz#glnJxyF!GQa(rXQXyTCaBni&{3e1IYeH2F<_ha2iZ@MDJ=k4sAb1wp$R zRrYO&hDO27VNJ$w5_AhJWIUSGi3@8^~i?Id>02Woa zeJo_k;Tzss)Ado4ar7A$-Sb8>54#=4(@UD()PHkre=LyMEPyEw00T#$A3>(^#f0vf zQjZ6Lt2`K(z+>$Djl)d~tVJp%pp62q14ds|&sW`fKD3RETG=j)3_2t-s44Z7Q?mHV z0fxV@vGTOnBcYr~Bidn_>okzu6ju;R;zG+&E3R+%VeJ{e_I?B~oD` zXht2~MwY{Vh^49I@Q*zI>;i&bK%Q z@{ifacbcFw(X6jukEX zV5l)DD9VK1PYhxtF&m}AajzA`dBkd{Cf+G$R;v3)!}sa>HU+=M?QH4IZlv#&nAYM3 z!cP8tO_$lFGp59qT=a~ih(BH9ED`QSBj}dF}Ds|TwzmfaXOFni| z<$Xv5!wapZKjxy}|hJf)O5K8QF@ zEQtm9>Xc}6-#Q)CIqmNA3Uq;bUIJ)ovx>PF8n}Ov4?c<-5&2Xv>qN>!y?u@AYK$A5Ep+IXrI`q?40st@$o-7lp4$$fUa<$-P% zoI#bke;S3m$YX9@?-D!r4c_UTvJ4+iYv_2r0|O!B2;n0^6<66q)TM7HUA-d(73Li~LYMn4D1Q1KnmAN$~0 z=L|v8vK{L)Oc2cy$%u1SvUWKPd>dfEXz=RC1zjfA3}w2O`lX(oU4{`iQxs2f9#eDP z1E$^ENWL`HbP5wnJ^L|@lA~L&wA`=cxKK8N%3cs{_)2x-r+uyca_~fiN$5rdExEdK z?-lfkcFs+b^_CEeYw;EbSk1~X1Mjf9!-e*S0i+&gJxvi$Kv0H*VUqKBNEux45T z_Q3Kqfy~FsoOi<&JF8j}v6?FXRlhD&xCvuz2;Z}o3d}WgA4&Ji)6{{8yE(XKYlKSH zzCBe>qqo{=nGE;w5_tp@6@@VT_TtAeC$uFU#@8tU@MVupdn4#2PGw`3x#*>OH{Ky) zuJ&Mibj*mWdvZw!R5Cv?SQ(|VG5kruGTvNj9qIGR!h6$cs2W1~)-sOcfpQvGz8{P%ngIG`4c?p)FBskyH>^nYy51fwTBc;WsGig{(X-S zolk4D<9E?EMN%S^ex*@^v>D(W>*`96upNGl5wf5zGOr?%ivSef%c2~dhL&8MzUZ%a z*!>P3VYVo21dL{BUvrzQG;JKB;lD+#dgz+!zaWOd^NNt#`yA&hp6=x=o^EU)P5HR> zk>KozHAZCh=o;PPc1q&Bw%2574r2FVxtPWm)?gx1dv^8~swImteG_h!>E1q#cDQ>dicfG#o_c$`m z600|KM>dmvCEb-uR{7vvn}vB*^??U;9m8Wb0-6%A8lShX{WV28OG-fy3P7ZsooG>t zaxJiI1|*xDdZAh6J{6)PqQuo z2e+DuMYbPaXVC$6OwLNXY3BYh58F2JR-oOUh88|KB&WblYUGi=e7NQ@(}SkN;r3Qz2qPg8kNkpagx2?l!Qg)X zX7WQZgVvzLS`)`6YzO&n=J=ZlFBe>@!Qy;_$~GLOWqxGEE7C#U2%K+SjtK?n1_T7v zL%hca+8`YG^Utv(!!TQe+Ouc)j}+w*)$fkE0Qr4*Yr^f*aQl$ju>wQ03Xq%?p5}Zx zR1eJ&2yAtv`#^VohnD!6Bk6}i8b=iz80a^NgOVUxET^)n(GmtqJN%%G@q!(S?!S+G z<(Kc0KOF-lh{(h}n3W9qR!*A40;cwB#Rh_l71;t&3fliug!gguYnKRCp0AW?hDos` ztcOKNqn{;%X=(MxJF8$^LFu!fCP*WI-T+b}(qU@$3Ctq++42`L<*&@RL`bk$3Zh=< zvPsy@yRkW%eIYvyh&Y(}bRZB?sR2M6;PvF*V;AYR!v6k8SAKkgqEPcWidVZ#4h54s z|2REo-|<_;@W)7~`J4UH1et7Fw@hLdsHkV1AC@~(-p=Azj9zKCBec!cR%Bps-U;`s zvJUu*hwXQCJY1iGS5f@wR>>F)L*-xob|{QuO;07zS*Ap0NK2 zX-w~{8_NJ|h$1#G-JGo^(1U%4f^p8fvB))Zv|nowP$>7V|g)4-T9tKqj93gif@cE0rda7K5Mm2x@HsiJp?Dw&WTpO6dr=O*i|xTXVI zs6$%I6Ma;i%u>kN-ljWPhw+gRBPh?nBshD90DpH+9g`JeedxZVD{*@*3&(1@wUeT5 zz7H#g0QXI#l(&?Nz|tm(MfWSh*6*u|<;+TFpUy?px!3K7hB8M>D5z4!7FKB6T{OaP zoe;w$7$~|6QjeUhF(tw7NI!r?e!}#zw;`N&ZG}CmuY{63t>MU;6U z0X`|&J?6s&eYcH-HsXx^ovwz;xIJ(o;s-rw>_vN_1XGDaR@IPWCyp}LYpC-Z&_6$lRk(CX*3&Wm&m! zNP%qz)u}R>xK-$XR@ za6)8>r!^T`yV;IE{FgPWp&r)n#TaYM>37USmEgw8VlD?vA{hM+)p&n}~gB!RWQ zpxU*7MB8a9A9{KbT+}9sS%SR+>k3(dA!Ox)L|89E^l!_`I>&k z(!zCeTUoFYDeM8!vin`BwGJP=*|N__J@)Az`gG8@MQB|UK~%($PtKTWP)z;#HZ;oT z6Rtm-g~Dkg(H-KY<^}=BQY_b3g8$N`*+*L1wAQDlTTH4MI67-X^Y55(v_Qq-XJ*Kc zC;a@4;-(PY>c7|TWqsj5s8j$42OF00(#(trQ3TtV9q4H+554;&C zhL0`{Be|7C4H~cp)K8eNC z^hu193~C@#(d{LL`pqJB9TW_&WphkxZoF??B%ag{`TQGmuCQA$aYh8?z|JX8p#*W5 zf~Tf}tfqTIGzAe+DT4ibPg8f^_xaH(9?8`$xAD!g1Skt5h(epaw#;(1!R6l5*#0ea z(;G@--6yjGe)DERF4TTGfXj7Wy1%s7`6dd>IXC^u(mJn%WX0WwiOgNrHEOtzfl=IbEALcW4 zPs9bUFWq5IGVaZkI!c0}a#RQlvofM$vm4)^dXm>#47zyJJfV!< z&-eorILKg+GXkXuE@H~rIdu~4C@{fr*r-07&{k9bJ+c#|b*W_w#hgG0vDD5*k;@II zH}?+Rj#PFBGUd+n&XwWF0^5?ALf@0gQ7W`LzZ|AZs5p1z7N9b~NG_MP$1}e{Plu9l zoIamK>_*p%?NN$zlc&eW1#?0C^v9Qr@Z;bZS; z3>9OD8`QK|G%OoykVXoUjqA|>ned-ar>~}BjyyB~jA3fIGg=C=8JdNusBR_|+9-+% z`E2riXUSOjT=zSiGR%DugvCc4tW0}Xs&Axv455TG(a@<8iuM{N7y@E$K^lCAlsNt}E|)Uv!M4YN zqiY#suES-)tLH2$f+@2%)K}FNpS)oB%hBhdlR1%=Kegd2(|Y$X(3f= z2ozr=bdFa!u*_zG=0qmIE8N^6r8I^wJr=1@C&3&oqK*yF1qpVgiYu-NLvQDjsCx=#>dLOR7^&rNF+%bn*iZI$U*(E(mRO^}N~2 zTn3w-<#)nSpOB@9?_1kYyzha|UY_BZS(??)_gaF=?E~CjJ>09^J|9!<(bG6rTs>kP zF^+v>sEYScQ2}JhPETGQRjF&A7&t`K4-bC)9!F*gPj6t*gb{x#*vI|7GS1Zz=!mzc z36$c^SuBZw&?X`Ho5CMARwuD5Gw$F-sUAID-;yKC2#U!{1z4mr6KfC^>GhlFij<$A zOs~J$Rg>yP#@`ZCt^^g1>LM0*(m;4*;zZ4a$!kcmq&Y2U+`mvMk0D9=*nHWs*ag#V z`3-p{T5fRaHhh#Q|E#ubWe{cQNfcs=cBhuo8x;fy9&hX2pgz|r2!NN$K}D;iEn4;D z;H0BToEavQ;vRt;HCA&l$?^xeXL;kO*Vn6<&-vke$)LvR4Eb`EH7PdB8WK&|^L`Ir%XULzN) zPwfI9){bYO5}eVzTdj~YH*i|&qz=7NLOGo&wvhYpkkxly+yy66K7*E+ZYZhPnUG6s ze$IAPb9yTt8o{u`Ja{ai_r$Tr%7#H)aLA70k4p%hu2}>;oA8z$$P1>Mn z==Wz|d~$xXcj`SLi;KMBOCCh5*;3tA;<32B0WC|vVzbatWo_5a3IiSwIsKV-n5p=w zd!qyYoe6(+lH@|m@p@wRMng+Ll|fSRs za8LYkWhYxvwPeX-YbD!Bz^JR`mc~qoIxf9Fvz&+FhkHQ~b1Jw*OX&FHX}x1#>sGd5 zLffF};YxJ#@PbMS!Y+k9{Z_H`X?=Bit=vLf16l147Xx@R=)n|i3LV;tObOuiC{yyN zLAsBZ>|tBcM?kYpo~-pWOkNSP^6$&fh?J{d=EKfK6H@p;Yn&OC*1qHwvD&%GDjC=H zLkIxyO_~pQqkI-0kXSJL*d-(spB|`4`DFJfzCg5X)|^K)^xTve>OnfZ^2X%54N|x6SPWET>Lj1m{j5n^S!jdJ;mR zl}La_7l;y*UN0;^pSBVF&IuY;%`pthlg#s>tCk}4S!__S9s8w**uIyi*qWK|i))7i z?PKU_m}DUh-nrDDjVU|Vq7#wwV9?3I>4{q-uE0cIKmDr_$YGY?f*?`j@514eeo?Ku zOu@p4Uf(5qt_CGVk%pb7h$n3lSDeZhIscZ~rSqSQPYhH-a~!5J1Qtg@iwt-IqdwQPrva?J%6iUIOSeQU3uVog958N;O3(8j35vMr{i#r4Z8;~KC-3#{B(f^6dyKqu==O8DBY8)LdA@V zUc!*#0%NfP{HEfKv(IjG(;TQ6IZ%BHa&TZyEzjq0)+H^A0T5TK-Nn_5D4g$h%A9H< zp%R1X@B}8%v$!A)Ok1*&1ua5Th0z1=zeW$iIft19?@st~L6|*Yyw8qCF=r1xQ{`|$ z$=+(%LOHiHmqPM~UxVhG-%8ukmc2P9$^c6lDm%ANj>dtXgfHzwvI6B#KGDRvzI)cz>XA3^H)7jgF@rLlCZW{ept7EZ6uthD-LX5_> ztJlZu<nO?7G#qtgc&K@A`P22m~@uSg{H| z;$PT33rDt(_og|@^o{uJDz&Im^5#8V_vZf4Q}treu|DBcqql-+>JC3!NsnbX7{Ksa zkpz%o^V;pPUcCNpFq6yTl_pSjJwVBqm4n{!;|>Cb9a!9LU>NpUB8%+odL%oAFh*2c zp|nBhXZ`~#?00wX_@@BD%4g*TT{l9iV$48*t~+Lk&$j@Z+XFP^YdGQ6`-m*kjx|)i z>S<9BKdknnD(KPBagz1&`XiSTFJyGlcZZbR2|XA;y`ZU{aBJ$Y>nP;<$OBk>`OZ3T z>47le#Ei*;wSv!@|NWAd$@YxCnVZ&H%*TwT3aIO#NILOvg}<|Y?NnEt1->*s46e6% zk?!X4S*BpJEXwBJE=Rv5bAnlQo zat&g)z~#tWaGVi#f8Od zCFWB!b$#hBZW5U~mzZzlzVC3VjjX0FNBHx3k348s+bisqteDWoZt2SOeAD)`qGFnD z!k0%52;i27!%YQ~7?+gu--Y&of(^n{E1|2Dw8e#*{y3@iTA-_RUR6}_i;J@X4t(O% zNcg^}a-E3<3GgI~i5Us8RoaO#cnA|8fi9uW)p|-f(^WPl`zd0=bb<$c|dOY8vmmk{(-i8Ndb)hb;ue6=^jabW%HI< zF@a@L2`0>Bsvpjk3Aww zybKPMsQvkn1moPDl!3_q6yyQwKT7h8*M1#}=YCC~N&J*}{xa?O?=!(zU978x1;>#t z8hL$t$DQNv)`Z2aRCov*5DxJzeMsOye8S7BUroMtUGpZqF#U)E5fe7oh++h>-Bf+D zuFcCJ3;}>8&bwQvY1*_fJ!Ah^(?8S6uDsW4)$R9Q@P|8=KUEJ_uvXt0f|);Yzd6tU zP(b?aI)(2Y8xX3P$rmyIBdDJ|3;V?Mn*l`MB7c~C3Ljj8;v;V+0K*?l1l=g&Ia(wD zFt5l5TetyIQ=q7?K>+xNw1$<%#{4442~-@nktS({VeT8zH2sfb)YvOt+(*A0rPt_% z_DQ8{c{bvYN^Sd=t>*ATqq)C%e;=$fy$G% zYvOBcv%XN3n=Jo2wLpFDV|gM1UWJ}Pp{vZv`bGV(4OEn7Pnl{CJ@ zS;76+lCn-Wdy57lfrN$kPy{HFBflD*gRe|OI}UB>_H~W}{IZ7?lY0-?d}Xtt@iH8= z;_fN7{O9qn&Fk=Kj@ks<)41KjEQEX>OrA5kPi03-g-1ATe2}VB531>Y#_GD=iO54m z<`^k|ReL}F=D6+q7=K|5q89t}k1$GY{FP?#n`DICkjoCs7t<_<14~Y$Ou1fPLHa7% z3eX{CfaR*JIBr4yd`2vdY(mg+Yz$49J8cg5T{@B0yiZuj1|26pBeKwfrk)ddg^tqc z(PMda$9tb&9(0G0b;aLDDfnJrsZcSK9hL?7t z?_8m(+V?KR!!Uyo^4O$Mq;Hp9s2sIM_`;GBA_|BR=H%@`INGvnL?I_dRj~#Mt=n7Y zOQue5&t*Epd-qW{^V>3h^{9*FcQh!S*n{>F78))d&19WdptS-XK>CC-Gj?RKH?4?& zToXoZiIzZsI;|(;56CmQwsxrp^YaEGyCl*L#gd&$&*b@;%+~T};-*j0m9Xt%RfQx< z^^1il)Znv1L9T#C2<(CD_z6u-tC4&>V?>QWuq6UBFEfQb!$42va10;gsPnR*`rBko zpekZ)0amr$Te8i*bBV-9cK6XJ(S8F}Fp(de0EktMJ{(m5okAwmMYswF8bb2+_f_5d z(&Vs=Dc6Ep&5#L%GmKP+(j5B7`GM|BtliJc9fVKqy-tBCFZxK}?gh)oo#lFlq;?x0 zaipB;1G{5=ptP*r&{zs0tD|lGSHNo9N7+N^xT|}*|8$fHy z+7*?kVlDNM;W)|Nb_7kPy3J@7(1e`UaPOVM=W4P+GllyfNqfh)Rz{?&L@vIzQV0*! zDU8r!`Aw+mBgnIl4rsYqkGM0st$IE#ddQvq=@bfx`^)TCXVyAUN}VV4!Xfq1?D)+F zh(jUGDdyVG`Uho28r(yHaO{C@x6J(Cr(cHsj1GZ)>&y~42hTCuC!92Aszgud?yBY5=R2I{SO!3Y(kD%B|HCh8C?^lziq29V>1^k3*~96kbQxL$d8V} zVylLT|G<~_2|rjV&n}M|OY~5U;Eeh!{ykWN%PuE@hC)w+yMdD4&PVhXTomqF-69=$ zj|X@V1l0DuMTcrIKx$c4ae3r?6~`<=$KAP7tYSSW@T8tGVvr&>t;QB`T6&4UX3L*7 z%esjt#U9xPDuwl}%7Mm1-&=t91P{)u*%%O!)vui6kQpm*1^`r_VM{A&n-S)w*-0-o zK5_Lo6~NV`m2%J%8STY^#?N;IyKL_bn2drQ6xf)+nInhgQp@-&@X`9aE`MZ zOc5A&SGqJ?#$?;LPZXgq=KI3Mcggc&^sdslXjoYed|Kg(k_X7aU2Ll~Bt{GQf&(2u z^ft$&XIlIi2S=EFuD1*Hv-OSrlikdFu!8GQ+JJuiIAMmFCP9l$HQ{J6eb9ULJoD=< zhuYa_Myv^ZqT+v~zm&{WQi$SkX3Bc^;Im+O@3#;6^{4_YJvgV0yjRK8AsRPqwpx4q zmJlzjQ@{3?ht#u?lrCuWJn;hcUG}=(u7`@*%4=IdQ81k99i(2`ocNX3GsRrY!`n)& zW2v4&uU?+hBOUybk+J~yEV`)5!i24*G<(R23haIm^Rl;KgbeMwf`A7TQ}R>>r77W3 zSN10Px-2Y4yQ@&&HeCv=VK^)%*W6-NS|YmmSQs94olmK_ zlQJ1e>=1-aovZm|RUvnYjp-+2xLobDG*9`WjyAPqtDbhZR{nm7biq8dG_)kl)K)>GJ@0;OynB&>_9=BKxV$iU_y&72nJ{6+dL+MVMeHvz!- z1Z#!NyR^uNOXVh%+Hwv`Xk8XJ*6?JSV#$p631mrJAn>2CgJvTx_oTNbmkgI!6+=rn zR+5^;0KNuCM_zP#;sg1zwAa4j>{Jgrfc~8v)1u4CxAhH&!gR4X>j+xn9t18z;kE4{ zOX6ytU!boAN>F}FbULkbU?3r6qt5|HUK8OEafu~Z(s}8GkH23=Y=dDMEiie!}~d4YX{Ku24a{-0(J&yZ?y=! zi7o!OkujGZg_XMu^`1oXdy0cd*nam?xiv}*`^f;a3EvNnqD}h;pMi}GuLFlv9@RR4y zgkk0g~icAi_PXjQhUyn94swGkGpmQmP5|33g0n{f1i`5htK#5Tj^eu*BTr8 zKn}GN3iv;R0!Rv)p_=fljLXC3&6YQpmV@PdD~Z303C`tsT-|!vZV(N5egex1bKKPa zn444&+w}GN>14dx>O}ttpmXt#y#n$$&}KYuHdX7l2wUZzhSHt%w;%v;_HPy=76e2C zzOMlbito9fzR!2!37jjLbG3gHE_U`oxic*@YUns-(RZvh3Y2IBsh1Nx-JJB>OEJ@a zo74D$*;H(;)}1+2_ghUa3_Ed?lr^gY(vwIHKd^uHKf*HBR`bQ-*y68QE2w)W?Y)>g1_p3K)sjQ0UmCA^uV1C=EE6vwy`f#k2aZ_zqhKjMYGYCO+2b_LYGE%1?Ledic3%4Jr& zC+e1;z`Pt7)`64+9kYe6kq}X@dxXV}yhO(+dEMlsAo`PeR}i_KUg^GQ&8BJJOc-;Z zw(XoMDi}WfS#nWLEw!F?ZGf!rJJhArq=PS>0fy=24$Ch#rq`-5NBpc+`H*ZgdAHV4lrd@qxYKJ-x4|WP1m2*{Ha+BeDpi3X0jE61;~GEj7l= zxLzV*Tj&|`MCEf>P9UBNoI8msc%arskpoE6ua5EF>%wA5`#d-C++GB6Oa?RrXdX#z z9r{HsQA)D9O@uJSPRCu@rMsIkBdjkJ(r^8J<`GN(EsoN1WTAL_V5v@^^0j1_@qLXB zhJ?h}8U69Is_+_yQ;0(SPd<6pEF2kO(^5b#sL*@a!l3NO>)2VGU3$ZDa1^ViuFA0y zMe;*ZO#+gC9PB@c=$Rb3^k_$@I<(`R$s%cAz0+=*M~#Z*e2e0>;7s47|7?J;bzrav zNo#Mrv=&S~riJZ$M&GQ)ev9`Ar7Km%)O2??lKXT|KoxV&kyqrTa?+iBucBK^tTIc% zaqs5`#88UmQlT48)BUn*{)2+3{dLdfmZ z#5;HJeCcUVEAKApl?2ob6gBBO1Z!o$k&bTYop+05U1R5XQV}#?8YB60ijw{-A->5K8+^ z)$k2Es8ub5jHi+&=HcwdA%;wAy>LI}?Rw5h56F=Rxb)PZ(22s5>?DrsosVVK2JsH( zL;mEh{ZlXqiLSKLR&g+0*M<7#)wVxz@QXR07~8FdtcN!4{?xSpm1v{1LkV@p9bT(E zttA??lxCKray@PdwvK?WS#A4Gs3!ANh_6=~`*p_ZihZ(-q8*uE-Z!55L31WR2*Vsw zfE{%&zN;prd~2DV51GtAM7ai4Mgc>}BnzY9S`f2IKAYSt2Y+9FIaq*4?fmW(cOA}G zL8sZK^VXul_QA~~=j~zX1}5C?4m#Q#8gp40u3sZfO@*JL8x(uZE_SWf*uUX`RC#oh zEecP6kC!spUYG)EYHbDk{pmCu5NVR-)Y{lF-_O|YZh!JC@~)>#&7AKYcb6Y)Xg9eU zQ!-SxWn|H09sBU5(9uZr9;n*uute9tUT*HN#_mDDkZ5q#O+@hJAR9;~rn4v{cdPI~ z-%={kbW%Qmw8vRDjl~)RqxjMzB$znwveeTHIfhT&qsc*wiP< zQ4@J67WR6%sX$k(m)bXgJ3OttAINiy7yY<%YDROCf4%k=^VRg5WyIXskh3%JJ%|Zx za$Rt;Pvc25PAoq!UOrmsdsf$5JvL=rk}KnfOL@>k?&&M>9)bgNlesMUE@_zjJgm)=8Ha^7__GDi(NF*l{TW9 z5+Ug6qA@!kyS5j^M>3jWSd5ShfYv`{uKSv_x<}&YUz9V_Vr2|iIH=xqlyMNjC-L7YA?ATC){6_ z%`$DF^$M4B4hZat09wfeIN7)=lMbO0%A^oW=cqP_%8GigpuhTw3REB=O=(J|T1(E} zjw}!i!Wv!txuHAk|Loa;p_+xD?__!h7yAvwdf#Rpt*oAzT1~;!ps;aP;lcQEjj@Vv zF1}Jp8UP@=dD6?Lkqc8ZyFkiao`rQvN|kJqPRZh3xzIKyC>qQc1k|CMPjy@kcEZFF zdn`jf&NnHq(vxxvPDg>2WiZ4!tGUf1D*P_R7a2v@WK&#qu+yCFHg}!|NjS17ZlK;X7$8dJm4V^bb(AlQu4MxSXT56Wf#Ewy+q{VR_4iueiFI{!?ri$R5MV zc~<i;rJR#p<>MDBHSph*0)~5$+H+_`?<&hfBTJQi%$@vJUd+hvpusZ@aeEa4Ht{& zj>4X-44++K;pq-md3+`<0BY@w1zTFP;TXv{v`^<6QX$?i8~<6?Yb!X|m~Q`$?i?Ay z-njM=HDWFD@bV#fKj2Bw#1ks6L+PfAU(<3FGtXX-bb?i11<8Ybm+r75T@I0aS+RN^ zOGq<3x~VidaTSpO)>R=!5P3yXW7aE^DzqqH|Eg;L5sWOR-X||LJ6a)*B1S4gIxr;GE|Y{& zx;c~;HM6Ec&HIoM4sZ730_0j}iT6p9iJ}YKHU}G$(pX1Z7EPO4X#+8;Ees)?OaTia z55Lfkiz<#k^cDMl<^~q1<66Gd{>8zPZ=&Lh5xB!p4GsF;%fNbzX!ZB9F4~;bql&Ck zT~2Udx5UmD80|6K5;I2Sn_U&mG{JDl9jGR2H`A~BnQ05IlfhN^!!>^8FTC45>LM;i zpkwE;551IacnP!5k$UR|o<^9O#)tiV*3KUj9Ey~y6E`f^h zi1nt7C-uu`q*E|93DmZ1pc{y=uHs2(xtl~UXja~L&3HjOS^2gaJB9;P0|iK0e(M$_ zEYrb<;dK^hDT{mXqPLWEdauWWzyv z+h{TZ0~#EK@hBCaPrLq(eVBAiTBaUBB9yHUd))2v z^ki_8;2|;kk7URYT>%7RbM-hcnod zrK&rv6<2vVg4e%dqP&?;JreNyXUZZ>qJwmqmuVms(L)GJ6ghaMrD8suqhQf{xW5(F zJ9HGd`suEIPa%_h36uUbnkMMUfC!=#c->}1a2acPcPS!r5e;ab{CMtTukaU~sM$l_ ze(}S5E}+^IG1sIFM5+3p9cehL3fQWPk!*< z>)N#&rem3s{H=7k1}OHiYIH7V9-|e&9sllj-Hhu;Gp!z45bwa*Gx?HGE3~Aq^2{~X zAF->XmE<+@kh6(Bk;CRr5F;SkHOyxIyK#*V0W*P}!=IBeB{UbX&`3&>_PEF7Hi;|T z*sbsG20-OWlGtaB9I~H5yhb+a)nX8IcEF=p}^x926CJbASlA&K2 z0*+>Ox!E!WyKTWSkU2kz?p@x^V<&}rSg0~tLk|Z4_K9X}VZD(Sf~rHfo_v~ePn7Ym zDi&0l5i`)iJLTfdM9{DjZs(u{ABC=pGw9c?*cFF|23{R zm)q}3qK=2+9zY7|s2D_6fezi25utMXgW(i;eTNvX@?w)KrGox)SXqCh;`Q55D~{izn-8o{?%A79sn&_=j#0 z$4rqC%;@>a>rg0@6zYxf&7&v1E=+tHO5iCUE%z}-WXT}vDdpqEv(QKuU(=G+sXOJMAYu8$ zbTb#CnBH4RE2W8jHo`$ElXjtBt01|3<>f#uJ4RJ4qRq_}tQCtpum{&`VB3mWud4pS# zSu6p9kl`P!1z}IWQ%VQXazX7cv|!eufhWp&KBA6Fm-h`jIJGRo_kZ4dz=s zpw|{+4fkrhx73|2*A%?{dCFch7@d?ffGd#)#bCOcF?z%bxBJMF$`8#+T2aDTN7{`# zWI4NU!S(Rhnldg?zysAl4dKT{dO`EVaWTcE7d=x)w%Ii;E0WTes5akKvv&$1@H$Kk z{@RAVuarB>Cw94gQG_^tfZBC`JoZUKD;95WMoXh!#VaKHG z?@kv$(V0T|2A9_Ek71(qN#{0F1X;kDpLrxvzUL@M_Cw@uU#OS5zC?C;^Hq1K>@K!e zl%?@S>};}KHo>#jhROIRU$K85;F+5Vucx>oEez+fN3WGudWZ_g7JD*)adP5a^e+?G z%cHaY6NN`3Bjiyxag$8N(Sks5JJ7gm;nZUiv||bQ4Y2&Y->LD_lDW0$6_O{%2h30U zrnOPiVv3|vb0wj1M%)%G4rTL1m4O{~ZWbXBK^r`EA)Qe*W`{bS)hrl{?3e6iAB%sZ zGvDAdr-Nl6;Jp_K)><%~F@#Q)(sgqp|1JOAH0|i#rmRL2ne83_xIB`XuLK=iEp7Tc z*&7M}D6X++sR`*95x1pwa^Y(R9kzhsXP_9fTW~2i>P$Od+2}{KlccI5Z>*dRc=3ov zn-AA(TpWlRq(_Q;ULOdf3{#79xtc{? zqU#No;8rYx%`JB8N<26z>B(S&*L3@wpL`q1>zS)N^H>&H?e_P5G)pd&!QzaE@R=_i z{92&WfLn!`F6O!7NpvlFw`PqsEv#W+SD3rZD5YkT0v=e-@Q#-R5cXmw1BIS?AQ$4; z-yOVX^!yZPy~|Yym2RF_+zCLFW{X6m9N{Gwe}o3nq2i2P_H_NH#vCYD+p9c9ATj=LrG! zew@!zerC20u+lJaoYofk*KPqe6@<{^TtFW1T9Ze%jk|LOZ9W3Wa71hgwklJwkU1ENzPh`H z&sG`mWt3rBzvv|wMxiFU4)+r{Z+Ng{8ED&1o?E<&!b?0TF_AS%6<&i4#^-^9fAmVg zx=X+n4o9(@ohezNbmBjitxRkx+H09Zu&Dh=)Im`c{^CcVDf{SRNguH70#2LLIL@=8Y!)2b#s<19a z8c1B^ZG!Q@VUFL7*Y~a7_tzdL(oa{QV@sZW@TD2-RxV15wyf(KL2;_eMfP9mpQoh1 zl8RU3jv*-(a$Ade)wl#n1$xJIsPBbKarUaNBo#$n!a~o@AX%y;;>7oQf4h z8IXiWm1R0XrVPA7XfXAE2J?$C)zEkQ4**R-vcL7Jkfqk|nc%W+=bZi9#9G?ginirJ zWQpfTOe94W7b!6J4j!?*hbb@n-A}+ zWMEg*eYiBjG7;BtZ9VO9bzk&M8q_zAg3h*=k(Z3kZcfzhD*s2QYzoI)Hv$7COlDvC zU-FC~KxRNYf^}`9^zGq9Xl)SVQ#bB8NqP|40X9mj`Z2SQzIa9YExs*FZLx*{G}lOf zbjVx~cX?!|04gn>$11vTJ?P1)ewN>D9lJJR3=arBBkrG*=GE%cm}sP{#Z&Vyn6}JK z0G;}zz!wn8nuQ~KYkK`+g01!NM-yrU3H5h3Uo4TX;7x)1nQIqFhqMB2rq5!GRo~9A zHKabeiZ6I}peK}9JTq@ru=Auy-^lBBek7y3*1%L93=GH!X z)3PX;XN5VBO}SPWk`)`RMn!=RecAfczZ3`BNW{j`T4d*zHzpchpNeSyf+p~vh!n@7 zbEJ;pOB7U+5&GR#jzO(|(YrtG3aQw(1yoa$o8!H5@K`WKm5pNcmez+A4pAco>9i8l zvtjn*9aJdIx{!T$?kPS`(SLGX*0ZZ8y+n9mxI;^ImQpp1LIc($rjGWc1}4c#VqRD{ z@dUAe*f)fJ8ofeM;q68ziqpZ`<(fNe7|1yT*(sXAF4ti-8ul z-2RqbdAn}tc)1_lPyNnDMs;v$&LL>LzCGM(#sB^+#ACoaiMPM~*B6I*UFJ87ct7M! zCDq?-r3BZ==mnng<00{C%xyu|7~9cS7(SgL58GC=)E{`@llDHVl45iv*>SXC$MzQd z)p8(DulyPj>2r~TpQ=qs7$K3occvng6$>{Z8B|j=LEB|o-lO~K|*AWJgN2G31e^0^=XUAos`o%Yp0A& zS7AzB9COm+Hk9%}MVDi}B34!~?hb2K%*{Cb#h;8|RnS3st(G=aPbLnNN}`U$7WVZ{ z>E%hjPMAOMIonCcw_vynpgX#KYucgP%lbvNrEdP$qdN6G>UQJ4`h7DEE(82D7I7x= zBW|#=)u*s_F&~T68Nj(<=s*w`bCkW)E@yud$3H{umsN2dWg08+Tn{fAiNh{u|B@yt z>~N}pGEFK_`yfG=q2g#t0?Wd!cBOLLfl)>1QeV@6QgzrScJw?_N*DS#)BX>oGp{|~ zEOxH6js*ZUXCCBC_gdp8&g;@qGs+}G1^ex-9A?a%$v^IHl~MPH=i-?E+f$ytJ|sjV zjbKL<&VPkv{1GX3^}%yvq*CUR_>Uf_em}jhFidS(y>9S#IE^^;-7^Y$JgOTtP_T%Y z1mwu<%8W@U^`85G>C^~4Lp!&0{BhAZ<0%)?l~x^0mEuX~IB9VACY|@a#*{K>hNRsI zXLR<5B||egDec6P*RPO`(DQQ&v$=)gWCG1O5Xx*Bde(x$JpYjPQ8&#``i`6Ryph(ygl*c0lyU?5ccCKu zgILKkGgDj5IzD8>8oyo#>xiPhYR2;NIsO17Oq*t-o<S3_?jXv38KpzDEgs0=9UrTI)4#KJ{lex@B`?Lq29fO2 zRc?I_{_739O_mq5FXbdZbQp^J)BLljk9hH}0vSaO_SpukWklylSfQs*FcyNrC@JKY zP!ag_he!b~(%ZyPYO9Mu@v z45Cirn$BTR@>r)t>CKkZeH1`^OK+OFq(18q#n@((#kp45OaHk^X&d7bL8iK{^zh~->R0{6Lq6AXaYUgh;iDkz{OGP z+u)j;Dz+JC=8fg@(Y}?&q83*UY)ZOatfxw)ZrG|xHSou93-;~jY0M=10#n6 zR4J!V*0XFXRRg>)%FbboD;H>;pcG7H%XGCLJdO8~U zR42!Oh&+5h78s7GWou{VslV@jH`2kjl8WFK)FR0pE`+hdBp_*bIO}KTFZbKu?qm(l z0nXGw1>Dx~u&A8k;5wlwj3IaBB-?b%N^1rV1#}+2U4wUQg0wW=9dal;h#aoTm_X!K z0eY*_{DJYOw<8PGuxQ(gtEe)c=Q#Nui;uX8_>`m7_g7xmA3aHuP9)lLufSWDd?2*a zl|)7O*6(epHQ4vEGu5M39?(>kdGb4G`0#*{qx(ZGVo}Lxm#3#-`UV93li2~fVW1J_-|4~cLXby71@pxx98lgSZuDD47Mq`{R~PKZ(7yD{HgylmhE zkD}q|y{P}TGr3c{OSaN0aEc+vzyJEBZ3!ui)zzJFk|&h6RKt9U(!Yy(?=aA))BSD2 zB9ds7B#(XtEUqoh+ysNFEREdNt{f zChyc_j|rz&oGG-G`4i+b-c*UtFKUH%@y{rK8HXNkfKXF?qu7(@xdL2S0?M_DzP`|X z@%bFJPfbLTT4Q}yA>HbaBG_oeB>px`oUAEwenOP&I~x{--xM}T%&C2u981Nl!3Gy$v(+GqTjJCa??w~u(sf5RXlhO*R1m!2`O|t#LOwUU%>)z2j zM+$Y6!oD|!9?#|#C9B1vnu!0ev6*o?7t<$JA2Az|O^<6kzPxN!c<_=?mBwFB99L_r zfH+X@dNIV!t{!VqTn$HiF_n@(f07TL&u2;%XOfKO53&ho5e8Q%Z_*jCFXz5NkufH+ z$k0&-U(#N=_8!xi{%v(Kd7t1CWOXNRffNkadXPglLv$i_zn5-ygV=f?j4Wy6C;x)N z#_&2-r~{etZo%5j%ioR6{Q{I;~nZZ#lngPpO->Z~wcPBURGgu+d4nqy(7R zF@%61PkCZVb=chN_y4&Qjc(U9PXv(2D>b ze5b~z41Y8eMwEG5@_cK3AD2S!VzO;X0xK=95pnUk27)Dae+J#TkLF-~+=mjYVWNn*{`z|Vi`G`TrO;3lIx{d9kcB8i1(B&_9gp~#*H zUBwmh4zG{KZ{;drzUkPls#Hx ziM;(6k034{erIYUEP@`5jQbze{c#c32mae`@8Duity-yAb6gAT(_=fofhJ74J$_gi z5|Pqnpwe6rH4AaxXHIcgfSZ)}^FI_BGfc%0rsF*_kt(s)BevqS>5n})&T;(nidyp~K z0FY*q0MHBQa~}r-6Dg$Zm@EcLUTR@BTolK^XYGr0V1prv0VV3+w@5B@rTfr8A;gOk zqROAcPv3wHTVpk`<+!>HKsqf!-UL#Z#vo4^I$+Qr88YX<*7gJTOjUeVHN8p_^F4Y= zcwAJvI=V5YQi`hS{YJn!JA1CVnPha{@5j!1{i1C!ta)3h+B)SU%R_ZKOZwr~0#}!R zF?V_IL1j{Cq5K`m<6uc73}4O!rM*5b6yTD7#^Sq*t_27`7*N%HtFUaw>Ud&H>u0Y9${6qQJR8W^^bh%5HTu*9s49 z?aiXgMqyZgSY6?U9VOM=YFN< zikg4!OO)<;#F3u8*6n1RzFN{?|H%&vTfOm5z5fQF)wf4d}+!Is~! zH2N1C>C6v>n%B17iAvLlzgcW?AIkU7IDUADYV-x{v$Iq&s_eBGT{QU9saks8e4*!J zX9CLovUNc&dLCNo>J4xD7-H7O+*tT8LZjJt9o)YLH_X&<-LZCeSZn&)yZ?w=n!UJxYYn8QtBufkm-_>o%3w*6 zeQsZ`4=?zmCwdDHDzu1+hw$oFT{${D%J7*uAJIhN^ti8Xuw_fTWLC2kN<1nhj->(A zFLiTPz}7DE#J2A|Wk=Nyf!${H_VbP;bebA+F`+?3sAwGm^gP4u-!xS#1qF~ahr{cs zS3y0zuR;L|1(QW$q(#q3g7s~Qq3hVz2j{I(TIEpUx_;t+d*1?R+xp|A;b*I|3tz*D z+JE5O8DEs<0bJdZfB3Pj*t5!vfSOl1m9|!7jzxF*U*Ql=immmKAl?7`aJ3pG+BYzHl`1QZ}VepNjGm&7m zlUcoPo93S}@FG$1M}6==<3iG#)9IIp1{op_noxuROAS;u%rh4B zVQ2vPjx`=44M_{I*uzP*7dkB+_uN|}okIiOL_*i()A|k^454e+ z4X{;Nfoj!R5WL`Lmc!)!^HnmQd~B7_o89k;lkOijVj(SJ0nwbqN(jdG*@J9dXmFe= zwmwP<8+~8Fl0-BF77DfXJa-Nj`;6Y>3Q2LPxbOdTbXC=iiZg{qnuR9W7S#mdiP8Tb zwcHG$>{uJEKcQl|Mr2Sks0&*e8KQ*EW|=LYK2rgnug_VKfY6TP?QJqEr04S$@h`(p zX(f&~Cnh&Xayxa-GJo8=jJ&c(Zg&>S{X2+AWPj6}q<*;)K63*ub zd$ZY!*3YsWI}<}Jeql_IhH91UI4Qkq)li4$1|25Lr~u)gxOwFBj!0Ot?=(CN#sTJF z000930HJ=b+p18Bdn9G&@MM4o5qq!y;`@hTwkdHcpzR9AJZyqa4!N)K}319#K0{{R600TmLv%`HsBPjuv#&}0IT8(_RCW@6)L449G>370^2+ta-5k0pj+Wv{u>!2k1AHb)RL7erNuL0$uG?6*) zmLC-{b(a0)B!c>hTJ;*8xEkf#3kQyeD^gkAUus3GKeqDU1`f*R&G95Ucrjk(Lt-1;f65E z$1{Hs&JB6L2y4?FZ_>d+aLC383Sl~zZy)^)# zIL{&T5qk^QgER~)C`tn2DvSK}Lr zaq#^R4?<9@)-mioy_a(eilV~&6soWLvi~!^zeCx+v(l5I&fE* zIjuJE!!#HTgVmf$RK`FG+B@fT7CRagcDe7Qte&>nSeq#Gcz*V7y*!eqfVl{>YlP6N zUX$2Ftb-h<$HW!nI0ZNH4_SyjyFC4`6FIy`t=gR%ZqMWs`jbL!w!;!GmCFov^=54&0C(Q10mkrH7M*>(f2bSKXv5g9bO=PeJyz*$7!(X${2^I^1%iwj~LI$2kobqj`Rnn{OeE zjRG*bx>EWdgbnFF1%Ur4weQcHg;JB+D}D4G!hu>n_G9RcxOHDR*5n9an~^c9%*+|% zhP(dMqa?_v?&O%9&w?DxBP0w}R96%i?t=qRqWW@Flh!msG0PZ5sJ?mr*V1KZudpO>lf%41ZRT@9*<9uEMYcWx+;K$n~IR))4)_JuNy5HV|xOZSe5y z8cnxoxy>sJw}f!2xsTL^o%3&8+2`KD%|3TVUCw(}Z+k^mur>c8)4Y4)8z@?%g~G$b zp4W@B@mi)y$T&lLzo%mwvK(3ZC7J|S>_SmhKpeAcrA(f19H2LNGIPietB-u^tZSZ+kuPBi zJ*T=edg|B8RZfX*tWIukyvzjajjCr8y4x=~aWM|#1r>{)D>Y9{B(w{zGWiCYm*8ya zEee&83+Cmzm8#W1$Cqu77K;u*NXULx8i(n2&{lFaueszP13-w=Z}Q3Ond^L-PolFe z=ncCuMzAJ%yPW*3J|=uNe{MVch{ZU0J&W`=F`=v2>cRqKsDID~XDW;Fo?fEM!m zkhXJG+_&5nA~hq=?va7U1w$xmX8hf~ZAdpreM%J1t^PX zx=u+7Th6;^s$AT@!~#QKD6izjy!qdLNFe%ta?_nNiq~-uLx3Y2v=a z%IFjH{q#pyopY6=nCkpz^w+1uTY?s)pa0)WatxDi$SPdgr72-zwk;izhy5m9SQ!)D zWbvH3ZWV+`D z)Bno(jY?$d|5;+5`>*BN2NxjYVU z&C-0yY5)KO0F7`FMY)pyhsVmzRI`b>l$1f!ca&~2F7^@0US?JC1;;@Zg9wU@Vg%g6 zB1Ub)#P*>Bl;LG%BPoH}eAOVepxo+7@uU$kjXxqx{h^f9@Vxv#4=>;`+Me=0zyJLY zKFH4vR{zNBJ5>YCNpQQTqBRMUXxJy2OK)Wv3Twk`AhOtq^3C}i1RMHu%BwbzA{w`t z#QKk7)!*422AEx5AQF7Z5kC0nSAiTEslak#I*GTj@5R;&hrh$Dc_BHYGI*9vUpqHp z;}F^S`t$fY+|@2x^{VVeXDYNEa3HYjjqm9DE`RnOzyE9YeheGBgjW;Apk=DzZ91mw zu05D!P{nX=aF2AUf5+$mx-ajijPr!yaryeKyNbbt9PT-1tV1lrbDpJ0cTTgS57+i~ zdJ0VJuBgF5zw)ls_di-K(NxZ&%`0cHplj*!&Yd z6xuTckFM!CI{7~(xCp+t%H>D&P|x%H?DpK%b~8RSpFf`2VWPC!V1M)zdHyF0N}Va# z8nTa}=!O28B4T$XiUGAz2wkoZje=$Be;f@?tUeAb7Xf0v+86CVl01?5*n%Y$R#LQP zpM%M$o47E2pBpK#;_c%C>UVvW7RnDw+wc|x9+K+3n^}s@7btkz!kg0`C}Tl3Y>S^F z8$_hiQBuB-@Z739+e^Gp~-o^=b_3=WMF9`S~bQZzY~r1sw<%rj=ZUK0Wm1 z5TQ%H!r|FlNT%fjJCwF`IMZ^ufAlpg!!d1j#ho?({;wt&6mc$8kbCZl;uoxSVTq-SZHKb^Zo%9t&?M~fBlISmA+-zpIrwD)SW1>Yi{qHqvwxgtG}w94(OuM9Kr_%~$tO&Cz6MIzSBG`B&$fIxb{nBZAhp zzyvyEnSewvl0C5AuI|Ei$N#dcyD02BbFpL?uY-FSoq(^s7mc{rxc~ zz^Pezml^!cgyF)I3~P%!7O0h@ueGi)w0|M&7(J||Eoc$GlBW8XGZOXKzv`|N)D zfB*mniMD}IIpE>G@Ih5#htR-ap@Ru_QAu8%6$?cc;%#C^#3jOvkfzWld`nVBnbFN^K^~Ip3D{V$g+m@J z!1efeuH{mStrQ_~$@U_%J`20yJTT?Q=K2GFC*ije$_>ARMu0W;o^@}-D1=UBV(7$C zroG+)<>lWCk3p2K6_?P@Hr#sly+}-?RX^wrF?4F+lj_!3bZ+2kgQIqH|KQs874pL61G(EYXjrKMZKOx>^4r}j=spBb zx94Jx(c-9T-!M3MJWLc{=8;_j&8s4|svj7ej!u6x4~L0gj4g+UWYQ@=Zv(DTJ*-eX zh3OK|knWjv7+N7^(q7+mGDF5|$VQ1H1f3h+P3R`Sq~_D<3u05ephQ3a@~h{?6;%JfWU$)GK~DDr9j1c% z6(T6gkooVsFH>s@gGe^TA+Ln?fSEnRk@NHlqUXK6(eloR$94UahQ(L7(RA6*V5C#q zeq%rfktC0#`%T?d6A@|20})o;(9uJ`Z8nkr1x+udNEri0mp)H#4jL_fVK0n}pPcwY z1sNv6VN+3w+n*Y(dKj`yp%mvQX8hmF9^MwWTm=^5$Qh{{OAs$t$o`^q=W$(y6Rt!BOWcMNm+~ z;&{}IjuD{H1g?umUw|x=IMQn*cN)3}9!wgLRZ2r|Vz5!Yuwpebj=!V_n)Oy1$(W}! zm!Wvv=9o4lf41r6{_`)@q&i_HVxBu{2mjgT86kqqoIgJ-;mXl@G!YXpAU+c9u)#b0 z@%sg>a>FDD?5LTstj*~=-q_UldNy@)9%z-E>!u%Fak}k1)}V9M-2`CM6TRk9UJEyU zD{JJJpJusKy&Xu6tBmG}&8yMk&NxKvWsH@qqB2jOJklfesVW~=tJ)|@9G><{F}fiZ z#HtXkhc~azPKm8Z)p8ZoO}-|M&oSqn7WzY0@S?mZDT#4T!SwGW?8D`_^I0)}FOVQk zB$zzCf1BUa?vF^5gfky~`dc!|)T=L+LKvo&;9vDene}Jhp~jZujRRM#a5s0-IZ=8&9(H(?m|%oX<(z;pGDhyS zBJv5N0jo`Ma)D4U5S%vrzi?13Mu~T)QI@Qfz`$-W5B75@PPFyd`0F(3%j4Qqy7_2f zqur5pqJ=TgaZu;KHovEju2fD-uTXF|X#;1O#AW%6x&uTl6YZRDM|x&)=z!Dewxd9} za^(Y_gP{&%@0@1nR}#pl_NUW};cq>N*YOHeIV(%oUW=kR4FLo#B0oG4g+ zAvlx&{miYsZYVX2^MH#N)UFEde@SF#Kd?CM-kI6cV-_^GC5y>YliSJKTHZTL%Sl?y z8K&<)w)LGRLDhCI-$KCY9wgMmH8zgk_3MR54m4SrY7zBGFGRdgR2^;ufR zYIpwAz8{6W3>t||{vf6!#0gr>F63lq|7Y4%mc5ZjhS~gQ$p&Tr*7`c{;ees3fxw2- zUUjp=UZ+%RFr@O}l>tobvAoQp54CnPRB~8+wMEd!!RLetPs(b;Oae=dhPHwNanDw0 zt0XN3qU>+avP3Ks3Ig^yWOr}o9YyVKQIG`ghp8waPL(B8FtC@F{BI|E$m(_-k_jTs z_$g8K07D!X$vddlMj?ZR#uE+nHt(@A=9aEn-;iPvF~HI7a<2ElIU)o#LAsVfD#F?? zV*&;O*^t6Q8fLgkojLa0Ard`ir)HrRNY0hX9NwNLlbw5o7jQ-fJBBM~#iF_LCc1?t z3)aqmFVKqMJ{j=3Wk~%Prr~tHSF-=(FZ^Vo`7Pf|p`HK5dA40t#b+O(JlsFDf2j0{ z{Mj>xE#L(j!U0gIyj>8hC?$UHRUV}ePZT9JI&f3RzGV7go>f)lwGS;_O{m*Uh-dBW zBsYT>%5;H0AG4gVLF6@GLu5jNDDS zRB&%lP%a3a^O<;_p`Y_(Np;K&VHGtu+3jZ#+-g`c$=fQwk%T^DAfB$W)~{lls?BJX zPDFMBC0R@6Jzq_);Hn#{*VQv_I`L4UKi>Ejy|&eL|4=9%5An0=r9O7Vl)X`u1db+p z(S3n%foYCoq)}U_2neXB@{O@u_2iT6tgcx{1s7F#!E_F;?`35`EUf{*36Q?A4pb;| zknOV}qXtx8vskZj`njLNc8}t5>j*Rs_TZFo209dtpCVoi%*7_VKGSn>Ws%@sptpT% zipg3lxfj1tYBARoFXUbz6CD!yhnQ${ZQKS+N-SYbI-KLe6bhIfdljcm`ihEGLe9K5P zKZVeea11)?1qcdpN{k^t?;qr29Vl*m3-P3ptpeSgtk^OGX73cziH%UiE6`U$QF4)0 zs+<4*M8Ew?bg{qg5dQJlSIWjOX`&8c)-C5s{(hR&;cNMjqV9?A2%8Wch^?#*d0w@+ zCRg;S*d)G_FTtK9(o4Kf>M)4+-`5ao7l5tJ?9mzjg6wYpEm= zvJXur@q;NPNRbVHvn||j@(HIiencGBX^w$DGXuCF$kTs9{a(L)*Io+3k)6iMdp=d# zs+!Y1la1z!H^HQUn5d_vv7Qdp#TO8IN9-04(Kx-&ZFDN_BT-3OV(Us0xvXPP%r^ZN z@p*RCp^IQ*PwKj-6IqJ8@@zy_bL$$R-K%)c8UC8-XOKx{kiBo0Ne=M7O)8q8Tn+q$ zCqt`l207eWakgr^{%AF0|0v#-uhm4^-9E{CNbYJP$ZPlmJ@tDyW&&ZM3!u>pL8@MV zQLG_^=>hn#bELJ|5jH$%fGh!nfW`RG&Re_6&|#7(g21<=l1&Fp$I#$8^&4-@U% z-|rHLge9cF=a7)I!lX~YcaJ*c6{}hKON9f1s)nsc)I?(!(U@N^eAOKip_U+P7J)+z z*0xCGDKoh)<@c1w$||F+Cx8;GHaji9mH)&5C&iyZbdYg5NqJMWQ@tDUcwFp!T;i%g zk;c5BM{a3_QM}evOyL8V3_0)(vwDifOU`p8KV%(mYm#HQ{tI~7o0@m_#|u}OEsUOx zj=g1k3~L5GyKZ0#%OJYyJs<*uWzMaim!vEG1;GboB{8z}@hfjj1EOkX@%_-zv!E2E zQ@EFoR(G{d?9zqsh#uTZR1W`E+H({QcGm*FW`cdh&=@A;$d>IBztGG=XT(>BMP@SH z+a0{6_F4LVa^@J>Xg*d@8L*GvA7yj;S|}`U786vhwGmC zKn-pC_S3I8b-M>@LBgr(1k&7|0u(IWcg>}@E+L?rMv=pb-)x4kT0|NW39mY0-B#g0 zAwcD|_U4JATB6yJW;*Kd+f7DjY%Y4_m)I7Ur!VB#%6eg()^oCO`V>oyPctxaEP>um zKE8adVQEFN`nANUzx6f&(32$;U_$_OHMj;!9RpE5- z!}qH5StQN0S}$?VE$Cmeplo}i;dM?8rloZG3crO-x1JHj#v~BO#ON|i=Uc4gy)ov^ zOe)dgqi0FQ*CIUKkAD$$5P1h0<|z{-E#&d}$|vHHEBZ}2WUwGU-ZEjWem-Wzp6j%y z$lon9*ht8adr!%o zPVtC4FT-Fx6k;D_*4I-@^A^3>_rHhrmhkT@lVRSSD^Ek$68IBX)gw)jUG9{tc;{n{ zSVKZI2j2)%G|Sejzm3quHW5A+J=*C@cqDI>i)`s#GKK%`ap?Bb8Fq& z)zkiUbN~e!f|F44GPSV#DD;T6@0CWc^(BBf zN$;p$YRIBiiD{aRMdxL>e+%Fi~n@T4i3D0IPf$kLryc7x+Wvewb|n zpYPPB`GV0`0?6_oaBpQvmO6?I-;f!sfwEMlBn34g;Kujm#Qm{tnSy#%DuNw+Ab=4RCg|PRVc0otj2yyg78;}FBL?wZs`FY`@&CrfiJOEe)diq z3nJp!BeWI+Ws3pe5-n3I+)Q90*d^!Rh)Boa=;o#DsjC%{u(Ct>c_`j zT^zx*CT3H2C0Njclh`mx%aDw_snq-MZWA=%<+F@8PGh!ZET5doyDFE$QrN#@NQ!QH zMe;?F(7XgRT3!+1vk+7fn-FXb4O76~n)J1sArgx9P`djjJOKUXpTO6oI{iyMT2i*r zC=16J=_@k)HQ(+*n7I?n54Ra#sFGMl%U&V!r8p;J5WgMk^g+%nf#hy8nVN4KwWS!^ z0$idS3xC}8p_GMcJr9Yy@AnHfqIMP8RZXbVeL-^vxAF!sFvClFMZK!s*4Fv&z_7KwlnqfT!XbVO4L|(5SK4o z!n#S8?(I+gUYKLNHPdw!Z}%{hV#^=FncY2;_v!0(JDX{uwpLT;RTz9&JZjjS%g7|- z`uz-Z+UJ`?=LcaRNF*xhZ>d!S_H6B~c5V+AIcqg{!3>Z#8en4>@KMvM*YF}hnnYzj zTaC*GFl=m&m+b9Ppc9uOi&k$JaXt3$)GX?v`M#E5cHK_gmkz?(9obnROH4ApprO@w zO#G(zi>N(0M1jw_BtmZrAv<2e;Bm>dG3zo@rDz*fd)q6B8oor*m2hML8l28VUwUWr za#?+#F+?3Wg}zyL9N2<{z8$!D6bkymuYeg$%bK$zel@oqvG2^*`=>~Gm^4{8e2xFkLeTa?{Nig`?yuih?agU1LxCG_fRO(3f`K|M#g6|Lsu!_{aal z`!^wQ7sSfGqKQ!|NT&G|1gU8G`6dOqHfi)gf=N(jLKoA&IpTYs{?^f-kYko=@mBeE z(|ooJN+cIPWV!Nu65ab*gq^x~r*LktpX77pd3*PNEl3dePIQQG4*k|@jq5-q-pxd@ z%w$4F$ZSV0o?)B=83-QYhQdI(41X0D%}hv}*69kqky#Xpk2jAA{&f`)l= zdrdx~Ykh+V?)>Fi>W=nE$g_1tPaDEp%Uxg=Lxc?_ZogFMJ|Q^WQZxhiUQaLL{-w80 z=Zud_)q%4wT+OeWR=kN)|<+QJ&>uJ{zU11P^LuFr_7U4f`>Wob;S&RDLuK=Ki5qa}J> zzz=!LrKRNP;=I6H4Fteg%V8Y(jcF_;+TlN`yCg2nar8uL64%?q__IklfpRDn*dqYKHE8b=|7S%F}OeId1hu6GwF8WJw{F;oDPAmybVFNFjg#Xen zi2vy$`*a-=DlwEUohY~-5=gO!U^5D=emFdZvbXBr?X;b{vBoDk-f&%;s3+6#)rz>! zMhJvbf@h8U#cR^MD;wTQQE^OJ;q3o4tcpEyqzF(%(L%mn|9U-#Nu z;Gz#@Ml<=R{-R_ryH2g~z>3D$3pY#u!9{gB$nS@0EqlxqOdO(fc zFv=3!3clRLv;~|?3j*=rX(hk&jCEL2@INF5*JLFsyy+fV0Ow7<44Xd?;FCQKA08L2jM{$ZPvAb9#0 zY+_6+1A}%0Vs4MHsjjv*3w^A;-gHJ&VI*{LA$dT!Y;t@29gF(*@+)C`SJn(;~{Ec=n4KBBnsd2)mrNxXZrrCi;4lcK6>LyT$a^=cOOW7m#?;O#dfDnf|Nrs(bNeI4NM%h} z**Rv5b%!)0udrtMWOcchhR;=ZMr9B&-5k62=QRrJLEtCnTM|+PWfz+7 z`5mwR=8s+OlL9cM#jQ>76Xaf3e_hK=q$wn{=Rw&n@8^_7W?M=#l>@3iG)vfva z1KnTe0S5d2Ahoz6yW4yI^EbN-1M8JBtgPXDr=_x(@3+XGaK>$!Yj6Fe8)~(Y!hiWT zGKd2t9{!Tmr!#>Pc`49HCUqn;v77Mec4KsYB3dLyeknlI(<~vv#(Q(E4a^LAeb0F%k;x&>I|vs<*!9P86b2^ClfuD z4WW7_XY$QtS|*B8PK3okVM3Ys^GvXcl^_7ggwI2C!lFMcInQ_bw>>7$2wPYQf!2Zk zn>y1r)A+_@L^_qqk4g2OKZO(Sw1zyg#3#=zL94>Lb3T?5-(>{tEM;nnx6*{#{r~KV zE&6KJ)`8O$x*nUq1Wfrf1d#8~VsJiN*Os06egDd%V}eKehj7rhL3o(TxZ%!vE7U>E z7GXqdLOu2;2Oosp3&zVQL}Gw{qXnKR>KPSkUSL~$5Y~fHp+@t==1O5UF!#x!kE`f~ zb?JN}%F%C3LQ-X`q@t82#c;w4x1ePEKZNOFL#JIZ>DSL_`l-(9rj$bbY~czC*pQW{ z%hNx=L#gMU=j-)#SpQkj=Em*KIKwXrwpA(X*>!Xq39wG`a+Ph|jl^;p+fkPo;N>AJA8`85HZ!?;*&~YLrAb(V_EoLvrYU(>7LgeG$Z# zzt)$U@If%9_^4@2fM>5bHW-X#JBJf0BoRe}Y)sMj-EI?r1NLwfRl$IUH%PDYp3V2a z4IqKJiY-b6-bCqiGXGwlbMVPvgYm^t*Q~Tm)Mjgc8kbfraek)VG_NyrFFcsvjrea^gMOGA`;>l=6Lvd{+2f zT-*90tI%@p*{RuP*Wq%3SWn6&$$xAtJUYEK+u@O8mA-bU(t3F?@R}zw#+5pvVZ3%w z+RgMx)4?eKPC&80@|W#95xX|Iwla|F=NC|BGS}@@(7hgLzwY+9yDWl~@%9 z?VvtoAxjF3CEXYfQz0M!%p=JRulGSRLt8h;HMP1q#3BuXZNNo=_a6U>JvoTT(3EK| z>eYBOy(is&X}EL4E9f3&oB)7saw}p?9nX=$U@!sUsOT^!$nXFFt+&DKt+)VJ$7&8e z0aSw3bu666{y)A@4-Qq>L7rqW>oCL5XNop4HxR%VlYl>^1kOP>*r_yu43wPzBI){* zY`5Ko6+rp%SA#-|a0u}eJRp{{ZlYUcEyjAn$Nat3;GXgXA;L1`H>zI4+iL&Zx-^Zq zd4Bzq{#coN0hCdph?;7uUAOd(9Gr23`_=DLcF?JWvjG>Gk8t1=1+ZOW_tyAvBYQTO zFZaEPb)5drCG@}m00RJC?^ABdHG^{GKT1;nlr%$ZKfH=?Y&? zHf15}6J+RDop-#@clNC}E$(!k;=cN`&bm<`&{ zi)A7=*sEM^6@Rv(x>7PIqOh$)!EVh{E#-``$u<6PdvpvV*22UL;iew*`Jv)}$>2x# z3McW9Gf;@b1K9F~X)#ha4XI8AuShm~$I5WAQf5D%EQNZ9C#;o{b&}(u?$DHsh=AT% zD}us!4Xws^-`7!_U17q)&J~OEp_XR?4qHH1irx(n$7>so3;u8<*o%P-j<9Zh<^|*L zK*_UbwW$GRxt^gbVHo8zzkANuLGZNgmB9UN+#4=@|90@}76FMBxN3EXRH=G|GreN4 z>`#Zzd%Y?vmtc1Qs8p)0d5J?|1y1#?lgz&L(51>K`KWr~ZVDk(?&D^TIe_sxEV8DpEHH9?>@y#fCn7e$ORP6tH*CJNOJ9 z1AZnj;pSwCZIr-aRRa%?S-W1N){8jk0o@V|jiMr<@>u1uO`L2W&txrJ6SXkKWNgJX zVK*(o86JH%!`IGA1E8J|y-5X-$nFTY%BI_(IL?ANzeD&S`?*S|dE~BmH$WQx_GlTJuX{uD$dc7FE8Ah3(xmzTju}_tDV2;t6KMy5p!S=R zza&AWg5dOKXq?680!32kD=m|OWM2l)q4ljTkf0pQcL2iiw+4p)o`JBq45Ee61zaMF zG}SJiLDM~bUI39)wUo094V2N!v~e``O_B&v5{B(v`Mex&1=9>tyJ<(7Z^!9ES`OJ|(tq_qJ?Od-j_n zd&lcUZ%rp2joiAk-Y#rIdl6JRo;$0X{1jYYF3#k7d}J(OFT4{b;FD@Ctd%f60K4Z5 zF^$}W#q(b%ej-p8Z;;FACf|6^asP<6glYG&_pzyR3n)IU`xdJ-eN%aN{=ag)VW5Yp z+e+_{f53b574TAa`rIVlA1Hn<1uq+F5#1tH)QqDC3yOGT){ew%{;tsZIj+P5aW^E4 z^eWhHt*ih4`Z*xEd%EePvXtaI-okl3G{?>-tx{H%lkw=H1=%JiGXKCuv1_aakEZIW zwBh}BD|W9D77(QbW*p8i(Xf8m!Tt|t_NTE!=+*>MGRC;XDcJ)_Uq59xES5C&`W$!H zeXRVcJG9DT8p+BL-eJ*ON)hhUG4`uxjN*_V#C)NfP;r{ZQB_hUk!5YzKZKyT8-l~s zYYgBK)p|&%kjcvUoDHz?yNvTmARfc$LLxS#431+NPYQYiN>zY1#mSN zaAf6?GHh0ZE)tx6AfL3!kYCQ6W0+&zqHe+#x0?4$I!BM8Rr#Lk)TL@8=|lHn`1j2a z=f;Q<9y~tE+xQ_NoU6^;0WZetad=YLTtjlFjttwNkZ02Nh8<~)ayhz;(vAKFG3fnE zFr|+UOdOdM`$u}cQ|xv{q~8UjGQ)=qZ~IY z77GPX9(+xTP?r z@>WtN=sPdksQmmIU%v#GkP>@7OEp+_lqb13eWM7qQjr&V2e|q})KR9jyL;$_YrP6$ zSwpLjhWQKCsznou(u9z3G4_&!U%)RPZ_gw4i(kZRt+L{8Xbv&QYv+h66EIA15Yr@v z27VHB=nY!S?VxBIe$qLh(Sc5(jiYtKu|~=f2!^%hyB8Vy|ISl{tlc_slZ`-M?qbnq9}}CXVOkehbmkl9Mv3$X zr1Vu^b-6#di+71=QP-8?11VFh(Y=Y?UC83q3Om@GBm!rXz7dj0%S)HpRG*PjfBJdz z-^K+It~M7nLf8e>UZUNUE-f#RPW_Mg%wggN%HZ^&@9(&LSXc>M0=y5 zg?N8ly=N4$jfxsn#TZ-uCUYz_a7R1A554>1LBbT(#-Ijgr*02R>A5g^eybcsYFCY8 zhOO(;5EUfX<}WF>uKNGTo>gcaYs$bGlwri6lLC(FlDe(a&m9(Oj&F`pRle@#?c@J(+yyP4^@m+EF|W3#6KiySeZV z8t+~sb@SitQ41(SvSH5IH*y}=uyBE~*d{2Xf?c^g9_-LU)OERy_l>+e37<(Ju?kGc z*$yNtZxWvFflv}UMKbs;hcaDG8+he_hQT61%V~=w1q{R|slb)}a6rua!sM+#1ch^P zpj!K#!KW??+FKHtzjsGwPyqQ)$1+A;(Q3#AJ{F@J^@AN02%LSjM%jgo9h*B??;PoL z3!d41c~eM#`GtC~KrSnCFc8ix*yBxj3#86Q0#Gr&GrSIGq#zXSP92i)UpACY0!x;1(Sy4RUKniNX|lX%6+s}6YGOvfFO zeJ@Il&yCK%KE-6n&Tt^5_UBhPGe;N+R>^Nj3k6_2sjZ8{cZTKTOg_MAQ>y!Pt-?*E z$Ng53ZS!+aO%@o_229PQ@znhNWZ}x<2s41SzNs=s;p!D-)(Jx``Ei92t>k7<0SP*N)^E8?u@86uK)>^E+F69F`CH^c{mTny#0fEgL^}4G`d)Shsp+8r zKaf@tUpE_v#(bRKnp!4bxi>a};&PT(jJA=?aSn(muft|pRy_Q%s_!e%rIQb`^-d;( zka_aOOfNW7;q71@F^kF(L6j1x&kyYa|s}p`aL_CJ@R&<7gY+J{ulsl(y@< zR|Iwtx2|9uQ(IV%P2H$Jgf9pZ@%7Av!0RECUrpCN8q~<`)z8?CbK=73i`W=R9njhU z6G7aD4JNNE*v)mkt;J2tLHN5U-GBzQ`(KG^Xj(+gw@DdD`=jqLXcI7gqgH4e5sY6#dl+?oOitIj6R`qG@%<_=YotCyxF1f^n{*SM zhmZ)f)wm$v(9-!bj+o}+i+|4yux%%Akit27FUooj44QP+Bhk|NvJBQ^)^4`Cd&OQc zPVR5$I2?}-7_c>HvK5?>9qVbhcD3HoH~jclSp@i+{kQ4n^DQYPeMl-;L?9B2zM3N2 z*$9V&?*xr`%~ba*<$s1w$sfhq85aWPthmdUOW4p04q{AO%oY&hb;95PNZr?@p^pUZ zs}(0qMIzD$9AWa~Lkc}LGo<-R6jzM;FavAdvvNdSkkiERD&fFEASr=*Y}- z#)`2La@vh?Qd}6w&()v_#W#d(@ZiE!O3QENkNzSNgtjW=@HxctVU8aGny#6n8&B|x z52V&rKFp3C2kR!Gjo4|)qn*lPW#^zH<(bod`f=Ev;2kpiV(k_66xK`A^+^SuB6N#EU(5vl9r z`lS^a7+SDOGSW#10|N5!k_c?UxrWRm`})Q#1rCx}JjNMw9{sRo***S79Ly!bR+mO1 z_(&3w?L?fmx>H8dAvzP5T%f^ro zR2>~qS2%DMC4PLST%Z0mn7e4k0AD+yC6yj84}{{Gc?~t*wjBAA!P>X})}a-?iRi}o zWJuNnls~$XnjYh>$Tjcly7J2II^Y+oZK7GFz8*dy-l83jdxNG+snqw|!>5DmR!KWk zmRN=s$tHZ4K=w%mbQtNM$5O&4tmxF~Tf%YYLyuVV$p&e*XTBncvh!q+=cTUv`eCD4 z%lP9$BFp?jN$9oYvA$GGa%4S=Wp6YS>XDSXR;}ys7o@ndzYMcfSUqI4FoudBJt?^K z>+sz=G*|vb%l18SBbkElMCWgs8C|0ftClI3p^Zq z0FOjg-JNfc{`j+uVaZvWdy)*Qtxe1YvkW;@+@8L_01EcSHtC61&s7XDjmoO3;~=g9 zlKyzH?>`YxM2rWO!MAlEdDFiy_#To!)&pH^GcR~iP9Ic(HE;ZpvC#Jf{F6F1?INr+P&bYh8qgXfRbH-D+Wm6H)G~m)c zcW;K?F++i}nk3Xn#v64$@$+sCx)9QLB0zOd!D`PNBPxjQOdwb8ikgyXo1yh@UtI@7 z#a`@`usWD?xzFOR;efSM&g)_GQa9y{y8C3IWPK58sycnFU)ZnlD+RgR)%hegJUQj7N!E{yvr7AC1uoX%cdq>27bI zQnA6>+HGc2+gsnTgGrbEM-h$tp$=)wN)s)T+ebh zv}l3btTOa)+wk^4Hgh5qBLIq>wy^PvSyzEpppR95N3WjIs>NVz>qRX`*^=5&v5?T6 zAP8}QazABIdP#o(Ox`C4EypyK;!n(6FZt~W0?^Kc6TAnIlFhxv?Bcx1C#fi3WAe>S z&7qEWW|s8qNEtjr(r*kzvVaZZG0pU_oH#-<^kkFPYSTH(`Tm1tX{L>PxEqx zeD+zLB%I;E!GhipSP-0c(kNSC2&w=~#LeN&Fsgod^vdz%cflY3-7sj1zao*i%Mkpo zX%4cYz6aXq`{!RXkh#PyU0~TjX>N+c7O;!qmdY4}myu2`BGFW&h{(c}7sYczE(Cnj z(a~A=gAO)wiiSq1bd>{JKal%B;M89X(>TbFF}Mg9Hv$BXLIbAHO2s2elvFDH_Z5i zfwfoj@x6XkRpU3Aj&C>N+~=h()_vwEt^wOW&OSP4Ur-^f&8@Y!<_sQjq${%|_F#Q1 zcam+T%)jVwE*;3lpOvcFLq%MSK0sw15RHEyesqe~R$IQcKMeV1J`!G3PU=BZhao#` zTu4Yqu`(A%q$j*!I=*kY!XxF6a%xQShd-TO5Ga=ywEa4;1nJl%^x?1T{%@>Tn;^p= zI{ooD-Cz2t;O2m#>uOO4C-jdLP@ZROsFVM9pdz;{! zNpo;u>r=Z!t7TlO#-`~Fe~lfG%UT!4D)PyfKx~>ts)#o_55iS(qLBWbl3^mc+0^uY zTr$Yej7E5MG$audfD&_wdN0zvb#!k}^AUX0@9g*3J1Pi*1*M*qTz zR$_z8qBqQM%c=0c0~);0wgPlba(rJ(Ty8#Y6~z+CY`hEE{7E~CvVjpR3xaV|Cqe}E zwemH*dkpGos)&)atl|3iE(*22ZAhMI3K!&#C+5PN4^CIx==?@hy-4F^)*Ra}SVm3e zbe9mNSA#_=@^XShdWO0HM*&PSG5}w<%Ta5_XpQ#)UPrD&$=d4HM`K{!R|X?H*U44( zoSv(xR3_!kHJ^!pCG@DGvu6TZThEBP$52<+vu-)jA@(~<&;S4a|6H5nnKGP%{0G0H zE%Pynd#ejza`&{fp^>eT%^XH;qxUS)0TYJ)gj<(lqvgi_`wO`Y3^-xUPriyV(ZNkT!;x zlq{_LLANrXmB*>Mklz-k=MZcFuWThtN)j&dED=^taCEQjT)XX4wfXT{gi8F9md+Ti+r0z&7s(IC1_-p1Tt6pzl0g& zWi-aKdo@d<2)`un{@gC3_n%JVqrWvrXZDHyy^p2YcYJ|GGsX#B(B2b@y>JkT!E%pw z`2YXvbBSCawiq(5NV4rT1baX(p)74*C8Gqa&>U}rY$E53lhhv zhL{tHgjcx>xTKayu#@+4jR{V&pSCx?#-ablWms$f`f_${z1#jZvhz*-VT%xv5*VVy z7G&BpLDn{51uMHWl`^3zOtTHynw52m-*V$oA!qQMiH07ZrzX5`Fu}Sp=C+8Y#^9NX z?rZ7R_^k=em`NFRs*n^(0VK;A%x{YLKXUC^_N>C4Ocwl(c>No2-3rnat9)TSyt-Lv zqLpS^){|1e(dUO1CDo=Aq_h=o=>UKEZc2|cZnkMO6^8FetPW9X&A*y{*q1}@8xihr zQNcy5{oqci1aZ>`-wIp2V=#rD7|iFU z%4?t|_Zb0auaFwg6sM0_vYGhc&BSROCNp+DQ2p>$e0gtQ{m%b~rM(Xrs3d%d&Ih&r zyhyX5PFP`qRLz8=ga>HEE*i|q>JFDw7SK&{NaZ>bSwGvqnk6F^0aA(dSOcXs&v!Bo z|BFMR7mA(a77YHafbz`7MWFm_9dp{nbE~Gs| zsF$|T!j=$2O`(+)Dg|n zvKtK{3W%#|dT*_zWcDJ6;B6iR5BsG(Q}6nw*JV(ct7(|}9z&`&Lrl4$c}A79Ec_eQ z&b%{8$Do0WX`IVgvH~PMm~4aux&%YnS1*rJGUruvbh~MN5SNJ*2^Z|ZE_Mr2b%mkp zv2f)SB?o^$i1$Jn5no!xnfDLX{sLkTNy*05mr!f)zJ)*l>VVBp@Kv`c;cgeQ!3_*3 zb^A3kvjx{W7T5aeV}r6{CMjqv=W~_|G$HG7$zR;Co6IY&(Md-%=H1y?3!-7BWXEf| zphABNeB}Z<5Rd}TWM~mZUCZh@`)mK&2rSg#ym|@!rOxcf7Ddr7?UzE$eJ^BEGyN$S zzF|A&b7Rh+)SH~Jp8=HG%;bNGZ0&`92(b3s#ou+!?4kZGIRrjLjANI+3ksqF6ip=$nrcYa0z+Je&?jXDwbbBwP{3W zh${+UM@4sKC`3I*vhmOmvPDYm>U;F!c)$LH|5rcpW?Vre*T?jU{0tCAXSazZz>d7w zWDmsDrvdgxK%}4I0&Fb__rNhr>YxcGuiFrrl^bhLsu4nB(#oBr2|42(?wrsz_=u=# zmZ5T|vx8d}RkbdM)s+kW!4g^O&yfk!p$zT^aK9E2H7V+;dv99Y7FLffe9=HtERr5M zwS4;>7_ft+&mZJ*g`b{6i#Q)2<^|&NZl?zO*BM>$Yl;+SGIddYB^*l24Ei9} z@Ce-shL4&bfTW7-HlG;H2{w6th=T9c>{Va1c~=geSB}!XF|F_0hOe+*$c+GoWR(z> zL_8K}B(Y864BwBt*KcSRf)8Ts-m0){WW_{6@?BQs7myT1V8No1E&Z9Mh!VS4b2MZo z0UuT^>Ja2TzQ-WTzQlnd(9-g?2EHj)03u>&%527mGoC5(PFzc*d!pa+YQA_U7sR@C zRSBFl`m;JiimFop-wBs!rBUcK`|0J_EfkiitHw8)UlbUV(s4-OM>LA|#KyEzl8m!; zcJC`9g>L=r#oVHSev`6-NR58?Pwh}HatwN&Lh&}N9a|5M0N_6%;aa|jZEx55vaniSZg>s~JT+)LxNaz|Fk7T^c(EreSeuH{0 z3LdC3@hSrs>Uw(-TB3}8@<-%JR3XKmCSN%;SmMXuSOz(Ksg7SI+WCEM^-ytQ&@L6t zVw?ub!S800;_t^UK@DoVl!o7K$$+)x0AZ*g)PekQ@LE8;=%RMG9IrfU%X}=BnyB{H zai2hBf&eD?O)1U1-)5=!-q(38=vwSmuNVJoG<=&+Y$Ur7q6HFjrs=n# zFvy(W#emfs^}#9>IaEY_nQF)^TdV)0QSnBzOXk}zD`vWrv+WNNL6)kXlttP83q=jR_#Sv*k*eF1q!hfUaYz|UGUs}@|o?4{}B4XW7pt=%4y7;GxFdL)|HU2|}4Z{Wv=WnZvB zyw^y7X7c^<(Wq!3`IYI8ips$ zsK%BQ%Fb>bMco#)pU(uwX29#!ZGR=0m(^GOPQ<2HXn4bB{nfT;m;)DF;CJ(}p1lkq z2JnEziJvTZhH?qX*+XP$0fG_f`3Y=FvpSJpi9o@ZMuwGT-W5$!VuZ6FJ0;Z=u=#xB z9jUJ11TXdf{}r6V3B*EQ)b+kDl>UtS`nOI)tRnHgAQU#-v*T*}@wXdH!d7B1@ zLyryOi?egko_53FYT7;>UOgt$jkM9$ulOhLOy?-FGa|B9cT-~ZXMKV;gtLIE%;w5t ziT)TTrt#v7D>V*V+*hpvGRCgYG=(3aw3fuu$uw`+|HqA9sq105!CID3r+Y?`9bk^0X$Tw@v67^!dI!+ z@Q&|;Y=KXj*f+Cf^U-M{cfa?IMyu(Aiazi282DV{H=|u;Kar=kHyk`Iwq6@k@+4Bs zzc}x)m3M)hwpojPC5+ICNArAP7V^~sL(}3(4SMn(uqCz&s6#otw-#mV3$=TY*U{DF zfVe82u*pr8=ZfMUFG>IZ(fj|E7#-%idkC5W%Y+slZ63&qQcvqr%76P{p7Igdbi`v7 zr!po--fLfb03hRl4;5Jb+~DyyEC53#O`^xNT52}X7VHhX+~E9YXli4mC1Hd-RJ{%s zNed7JO)Bg(kEYn(!qFZ9FFdk(SLtmvV8>^Vs{t2F@zAjC*_#S2?T*t~pMa*=l-p5> zQ?h06=Adi5(lFsMa_!2b`twS)1+6kK|7Mnr`9D5>TpfQeV!gRsbe=K!L2)UfTPnRW zh4XEo=QXAmwj*i;xP|u^e?cFFt~{KLC{!&sk)6Ns7kJC8fO-YQ z4wwQTHiY1?!@ka)={cpVqV29X0Y=FKrb&(6h}$!$Iy*G$pQtj;no+$XifC>6r#w<} z;OCbfqI6C*l14VX?bf{p7kQ1FFkAs*8_{JGCQAv8Zw(kFdR1Hx?#(n&!d3xXm583S z4u!e&)g!dW*k~)(6QW!>;;|+++E@_GBv~FML;-=CJqzI5MnE<0yLuY~%n?<@GfSXm ze9lJ?7ga4K=+YYKHL(Rk2BbH^%TrJge+l1ht$YarYd_HqBML-;Q#L7;E zrYlHmf4kCl4aK8l9w(d0RSa{mrF!2D&DhY#lT{0rd*V)_(q>j&GpVh%zs!RcI`|lS z)#W!M=-SDh+^!Jh&O0|fUNh_1{e-xXoT@T@1V(R?Zl!f1dOL5C%)0g2&(T1twq@x? z?k@DEbmh&Tcsc`O;d#oTO&vx14vU@x$Qbq4MyPvm$C6Hz_t70eb?gtv9EeY+nd%Tu zz=5yecW3aO-wIB2Zf7HItai_*Kafi7K-nRBEYH$)DA017PXmr=+eA!hbxD}@!9hS^ z(s9B}%8EYMDDU&#<%S19>=Bf%)-{NlSdkox%S+>mu(yF>7-NaJ>G^1V{K{ zpg2$b3&!7h9w|?Mw2TZ-7{nV|L?!vSzBc2-?@Jzs{tJJd+l5NwNy}Ic33SoxQ4A1n5i%B}UMAdJFzSty-m$0h zambTL@PsB>w&21*zuk~gXccDXn3&mUQI|N~Hswq)43S6wvBXW`C*7j0n9PzHuRset z?lz#h;6By+B#jGc5o+f}NbWrbFu z7)}6_I3*2HYe?24pMuMt?OHA67gBoPLA-oUIF2e5Pp+p$cmq7yhCRDvLrzeZ22c#j5ZMu8(z@r98`Gd1kSU_ddc)Z zXJT}D3u%{-yEup{427djhll%V&$^WDQ$ScT^zK+Xk*C(|$1 z=ph2nmO+_ThBDpzSz%jKAXYM z9O=A5k>d2^lU*ZUL=r>44AC?ThKSynbMEB*^3Z(Id-b8 zIDd}Q0wrdM8P- z%@rFxBvx5A0iZ)WQte4u?*A5qKHvJZxY3TxE4jp-c)>@8>AKK6aG&x7a`peL7Mtys zc8Qz++Y_d)G9!gD)h5JgJ8!O9BUsOGnfQCY2A(t5oy8EYxSG4MqqLps9C}y<4sZb5qSBo3l3%_Q zx1TC>5NaC2;wf$nuwzw`i{0*C4|#j8k}3SbJUl4yK^dlgS0ldN?|TVz|89L^ZqW}n zt>4G*|Ld509RGi|0^wpMdjZ;q5HJ%i;FRNuIW7EM;+V{li{hoe@S!R_ed9kJKmeGH zgnMMcpT5y+SaSKs40kz5A}tQMdJh;QZFzh+O``}JIh{SrpX~si@fn6jQ4(VgcYDMy zviP1U-~Mkv1OIJUi?3nxs2qd&30Q?-Q$?t`nC!&$f;r}5iA$c!x}!r*8Oc8Tv~JV* z{i-JNAZ2e|Py@RFg*HVJFbh}z;}F+P0Vrf&2Ac=fTG?ru7puM|-%m-tDxgDgineih zhRu^NgUV(~zBsg+4D?l*-+ZZqBUa@hK29)jlPqwy_5ZcTn+rh?$`tBHHL~#UX%SlD zXqkEkqZuHC#k*lsl&X{>AdtN5ydK0m<;dsEfaM(Uzo-DS6|mD4t0=Ng;DI0iNXu%Z z+eG5EWV8z1+Wq%&+E@#q|M?KyX?X98n2=q}Xn7#qsUUO#*vJmqqPd0Du|(XVLJl@} zzNkiqQlMW0bSM>J75MYoVcmvY%n~KIYsPpCh+`tx)Yc+_JMUXY^EBGaOs~0=q?Lm4 zs!^-*J&GKHlO_G@xmEVmn`@MDQo(_fT>Na1hn)-x&FCD5kZZU%k}tt0Yp*6nI5unO zEx$$hy-Tj_{P=yWLIvu`kFSmKZJP??wN?`#t-@p)I@9q;F;-3evqG9U2W=29glb#n zziLgiC`}fc_P?g|m<7Z)s0L_yMjlXI81$?Q1oS!&bh2wUACfa9u@LYbpK1y?;7?vT zZqJ10)4KzAl$b+TmsM-Bh{VLY`UGQXnz9(G(=S1RM`nh&G|} zS5aUZ)_ix86Otc$A()hrVh)2VUMM)1_hPqVlgvnH7_KUNgs zF)TlVSVZz4QEbA6`hK?S<~EO;Lt<={CNm9$JWBkVIN6-(tED(^ta7w?HY2AmfX>oo zz@`4PS=4t)0Gk|X!7;0i2QS~4Gh9f$aYCW`BgVB|r}@F4^Fggk z0M7Y^>uhl({xs^~a|x6AZjH0}ERcM3gbmEQc*+QOhJln}Wx7NmC-sHMynDei)zG!eiBghv$9a3JZwKlO z!*}AKuu9wo)PG^AP{+N~GVIGDn-Z@7sNB9R6|)6B&$=f8#~OZB^qjyKUe8{49Ovax z;n5AI3UDYgUL%UnGGp(RhC9uHlm7H&)jnu<5slOkk#aOYH{P1HFM;6fJzwX^WT(Ca z)@U1w@a%vDDsF|eIjQinZ2gZwrO4ZT+kF#|re(4!MucpSo(4W*Ywv>+r#S1Yoxe)s zmgx7jy^s1~uyZZ)5{?}}Dd*+A1{!}zj1tN)(q@{-w-P7pbbxtI;iM}1=OiDHk&WB& z{3<=pBn@-bqgsLCo}!D6xQ6)I#A~s zu=51JJ_f-T(uQ{cIFlE_Ka^viUNPtlPn2gUKr6Blbm*U|9LA0Yf>6qy(|Ic-mef+O zgdEp9LE}Z63-?7($aVPSBOz4m&U78pF>ah}rO@-HxnH{7pF)k!2|y1G(`xy_|#O0@-Owo6fV zXLKpI(aAQXxoNBa?YI2YMi^hye5zgzwX+NeiHs+TaEKC3^{0p{kW(xDfB+Ay(Nk;3 zVS+y7;X$04C|eYoTpQj_cpXmK3^U%h-h$zqBSuo%xzACYvuQLGu-O&=cC6qx^zCZ` zaNNy75;OX=>}S9WSBuaumlJ|xL zemooxso=&WUdH`9)de1|ESPx4ZoZX7V0|}OUHL~AU}?p(M2u|=YIP!aUIpfq1}QS~ ze`sOqJ71TRfOLDB#nsM=PEngV@T#))14ephf1es+y3r(prAY3`_lo?P?9!qnv$F0r znw+t|KhwxfPC2$GcJO$Wgw2d#3X~5K`)K<&Q2~$hd?@4d*zuOY>n8+#RAvSR{mvhL(Ua>#?Gq=l$7?f84zu8#qSa zfU-=a=eyqnexn1*gE*b63vcLn++Hq1bqeP4CDwU@0kP(2mPIE&Ll&icohV#Tk^f;o z`iRwIl4Z1*g$J9>30^?M6aWAN001=E{egqcugc!1pRIq3P(UuFyksGS>;ecFB%V7l za~uEwAD-g@RxN@5{H9rYhDw`P2jV^%l{+dVkTpEPe;{2!Y*q*L8}0ij#ikJVJJ@qL z4nk)^B~W&p@8V?OS)HuJlDEXAnB&m6oMxZ(IZ^$1hW(PYvqKfnPE_c_={4 z=e{(>N6kn&!7%sO&ieb4Wi+Y5GBN?iXcEtTe!1};|MSp>qJCs=Zaj{8$jp*@&U0Oh z%>RVlaypn^l4n4^4zew@YE9ZV+HCw=p(g}F1MQQ)W}px?1g}MPxTIf6gYz>|kg@?` zyS-2P)oL2Dk>U?mD-5D32qqw27UT*Hetkuo(>Sw$(EtXCzskY|3LqM>;lAqvhTN$x zYkfv?P56||ui$0-d+rT`MviFg`vlCv&~e!?I4ujR@hl-1#dCeX-Q^V7OLePnmd|!N zcx6;8JT!Pk;NM;i0E7?RyH8Nd@hWw(6dSV_%nA?5yIzMiaUar4QhtgPn*3RU_wWDz z|NpX=}wi}bG57D=>1 zsF#e@UE>ePPKJegaPzfh`@xXr)G@!(pO0b2N-ejs65`k3agaH6Y1;$fHtV$39y?N- zb0K0`>AL-0H#G8e)g~y%{F);c}2NN|3KV0u$8SvFFaXj6A;F;|Nocg&;QYbKp#Mtd6WDW7(WDuUs-<7|7&K)MHqV3g-@Gx1SckQkN2*D zjIXm!wf3HsC?xUh$9#DR&i0PO`GsZqO}W#k*5c?D((RZudme7Te?>ZmMBx_%W`h*D zllo9Yd`%@iroU+@_0c$z6Tj&~Bd=uG53hMHm52giWUTJUc(&A1b9#Kr@1S`Q&hfd9 zsHx@e=Piz6*Q-$`THCF>;zva^0~`9^a*4>~RL0*kK4yJmGE8gpm0ac|ibnf8ZT;^= zSWpEMJ!_b%3<)E{45L-A|MC0(&n+U#f|!mgu?rx3AnEQ&cI@yk3<2lqP4%mvDtjZU zOOpc$vrIGNjwYF+n%T%x0~U5?2JuE`UZv=-E}!OCY9kygQHydf*6>qLB%Y1dLQ4^1 zj+u;tDg%3`pU;3^;?Hom-=Bp$vIl%edFqbCT5d~RRvoXX0C|DNK>`$Fl@REab z_SEilMSWxE$Q7`$}U~=tBL2oEWj%yCjo5N|Fc(Y9zqV-_D?k2;0c}c5pe)xK%BoxR*Pvl z4^PQlO19{b=MIAkZ>Y_F@(;!M(<8Yv=#}^FDw7*jxYe$z}Bb00RIP@k-vs^|-WHZhJ{p zxgW@mAQS<&7rKm0%H{JVIM4t3n*XJk1P66P3L|8YjR?g1|Nr`5{)m2Wk9T>i*a-EIf1$*Dp6+jP+9cqG0$*V8PwA3mngmNqtA@eFtOIEiX^Tz{0Wd3e~ zdp`BKtw?9E z{aL)Oz4AbR?%SBwXJJmhr9Kpw(BljSW#H$wHM{oRQdR3C?LDTywQ6w&yc#fq2two$ z^22lC@4(z8n&$4NZ}^NK>ax(2{RRTJ64f_#yJfX{4GVS=zcXT&gZk&!|5@~QUT;gw zYO0WU-{&43KlL#gv?2LRnlj0a0&YkP>yn>P-R6HU>jVUTcYhNR;hM(&_1S&PPngh| z;-mxK1uTq?dx@l%a(-@=(??IZvV^9H)eu>iMrl~*CG~GdeG0ZD6>3a43<2IavDMwV zJN7pij8r%Y&n!Ba$Nx6_jLGL8rL>S$ezl=Z{57Sc<6mw6Xjf@;c*sx6 zd&I5w7PmKUFYq_^&GwtR+{LNks@(vk*IeRqt--GGt4L#vi<}3Bv@Q!`Wb3SBZ8(zr zSu}J^J~p8+tc%>pxPYn2Lc|zRJDvnrMVC(itm6m!z9b?OGVq7x6FGx9Tn3gu=mOYh z!Way8hUsdsjsrL(1ypf*-K#@-=u7ASSUH3-C858oiuVQ2<dx#p7plsQ)}xV}xxQ$5T}o~fqjob~{moS>3^3yedhY6!7gnF zRMK~ZG~g>##a$=F7LXgfZH!w!#Uf9} z8}TsrhC#&serJ(=YL>(F8 zxX?G0Wxt#?XjDge!(&|arM)#PB&1%Jrq*wgwT&wRM-x^lrQWgMc z0O%?N{gqOu`I$NDP556enj+J4G7*zdY~q9uG`f3vj9R#y?z+&2!8X!_YhdqH%b&

^zPR=?; z^#EYk_@c0CkCG&sujKPo96j1wF_`AQN_u)1Ko+z!))(FIhZ4x3w$nDWy%07-i+vd> z@WwYF*Ga~FM%57KZQ^4vj5r(vhg2$}S8UnafGQ5dGIMZ9G+GrI15*LeBpbHZjwfEE zVn<1|v|)(b$ziXnHkBxV{ur(ctTn(6IL2No&>Z%96~__;5G&PvtKOw&jX({DqqzFN z@zISd%1uRH!nCk>Mll&F406JOO^`X#7Hvs7aN36necaF}jZG0`lYQJraJ6SKQ2+8v z-e7cx+F3t%f+kP$)CW0NdoTQ74xlY2d(o=rq~joZ2$kyCSE*UXc>q(POo8S)iC&v4X zOBX`rf|cnq3tkOP+>~82+&jg99P43?IEqWB*Ess^*lqUmq(4RHwQL$!?PG zU0$4iiP~pzCkSDZc{P{q_bctRZ3?EHVblr+c*A}#!oQ?2%5UwD)K^USsS3^R8^}DB zf_HF}+1#&Qo{7BXh|F~93?w%wjzjmYfv#kIir>zcZrnsNoicofN)Ei8tJ!6nc7q8; zw~!6TS|D@4>ApvYA%Awexa+&TwfC3_6=xZ9#9swh6$YGFs~D3aIqh|gTj zC{L1;;&h}}E!Sh8%9>Ufu^J&vXePG+ebRBxZR_nXHM21XhEX~=`rx~&78@0xSlpWj zy<3@}0g&y<5^{g}f2{Lm?1PJF=r$y>*nN0FZU-7Y1NDijw~h43{c~`e4UMF2Rn$xm zC>jHEC^}pkP)ldIM=i?zm!ZNO-Ss6=XP0>U-1jm`OMxEBa^Zqos@89AI z@t(%E90L`zJ@uf*sUJ))WOh*%dUu3P6)5L(jxl}%!9}Kf+sK`fk7|is7hPXmEw1M42x2fbY7CPuvX&Q)t{gFEubS1jG`SHbk`a z-vM5F2E2LCBbG!^KMM8xe9D?_lus5)Aqk0{?unJVn=U!c{*kLeWY9h-*ynehg#PVj zpvybiGDk?&hdxU5@IT$sv8@XK{d=7k+VIi19{hEYjg=2p)ovnUEp6nI?dvbUq9W2f z@+DhAfB!f@H>$wBk^1cXt4rt_0lA}C?6yz=zk`-QEIi!F^YPi81fYI@IEi%raCo8rZ2&jHK;861CoSaOx5HyiIse zCU0T)Fuu1{>qeI$N2iEuSY{^;caH?$7xgZ+YW6h2rkz;BZHv+)m*{h|Utf&4Mct9 z8yR%YLAj>mtVa^V75oCV1;UtK!%*^beYr2H6{z4Xgy+wpc;1I-UD!v#ahD^+bqZqBvqqW5^WA~xYnD_A z>j~Q)Ii7v8X=}g5Uk6MVt$@LXS~b@~2UZ!*Ns+r??&IcuD;bz4XJKWRxqrquv3zOL zD#@G~lZy*4s0`ne>1sa!FCWL3MEM3L{3ZFv@`Mul$0Qkn=H=y@v1?;;t1lj{c=9}P zQU`nu!6KQ>w79p(d@}LZO*0@Zyt<{po#FwnOK&Du+nm{kfOQweW1D2{%=P>SN+E|# z{DtC;H?1no0$LZubp+T>s95oH4LWcd{q+tEpF|a7YRS&Q?0{D2!rubqnw{vWGdJJ0 zYES><4n7_SxvDMxM{G!w^IyDEbX+Ej7l^_2(2==6)~vfQH$U9PE4_mpV#kxMk*B)~ zykdgv<5Y1x{QTX(oyG^yCOe{Jgdqd&jxf2LC0EXJc&0mOWXqE&_YVqNA8OZbrQIIR zjo5E5Ayt*y{c3OBgQX?4eIGGEeU&T$o`KhCYsx+XKk*-Z@~ztBSx~#s^3bA38xw`T zv-TmA=)N7x{35U0r8Qg8|1S6-l$q5JZY(#KGSDT(RFJoM)<5|c6!UMWWeyeDHnJEU zjy|?B+I=H?=UeI$GM{ES`d;|h*lQH;c-0Dqc z7;RUPwlOeLm~vw8SKSHC6>t0&aWH$|F1}4w)dHe&pRq#O2*P1giSiF1ZrBJow#rd| zDz0xsE(}4wCx>=Z6Tlemy^V>cohS1m{M23?>{hnAJi(?dKVVdG1!+DCE{>u@G~g>{ zQ@woue8)}NG!1_=Q%MpYugCC7DB6`t-1c4xUJ`9PtHQFngZ-uS=*mQV4p33ZRED1z zR6si^5*eSTCTB1>71aDaRPp4(rcre|>^BO7`D}zW8$fsJXFLuXMQ2F9j(9K?!ql&WRx-l8auUbv^ zYxaQBNEkDTLnh~V*JAj*KWd-vjQ~1f)Mj-+H1-{1c8eaq#;|VXXA zFl+JDEY)jf#x}|#XB>)##^nD$BMD)w*R7uOKjTSSvEd<-s-tTLOM+z&!aHaurLY+D zEIPOuT9%^nn_%%rX%4|LZ26u)d}SD2y`L|BYAUl)D;@^TrYXHXuhDe zQDCFEsZt1o&-wVl)EBmx0(=8hLUux2IVaNPN+0GF5OrC_ujAlIcKJ@nM2(b^4FlGW z(1we8=ChNsOq=%q|HBl@ed2fj_;=Rv&-mMp+$!!>UK}Xqo%n+lJ*`l~7^>zBV!Qsm zuG0;8u=TxIPO!_G)V@)CTIq8w*Ydc_MBu_#G?+WSeSl{Mst4FXky>9kdK&Ln8I_&7 zR$bq~6-2NtJH2NIBnk%a2XJ~>lr>d~ArMgmukOt_$4?ZFZztfk6Ps!20}m-eT;@X$ z*$3M>;{OUz#FxHlo&gp~Fp@{e&zdl_G}j7P&4=+QmX2Tml;& z`t6Wizqjdzn|uOt@B2Lkb^vxG|J9raKs6p2&}&JSRMSB{A-C7uB3>3;mc53{r7!f{ z#OfQwCO+qH%kG2?ylEKJRKjhs?MkO{j6vz6g{>O0faCRPP}sJN``NBg(Ph0B#s^fG zQ;XdJgtXZkvs0K&^Sd!fQ${>AiO&$)4l57<00RI357eZD;kP^iTN!G86s7iJ|MypS zUmb&q5^*49^k%0gCzGqgLyfXs0Te$}eg_gSkI@`A+G}rAJB=QU2?^lp%Uy|>0lB3f zrA&B@xxf9H*Zoc^mMz;=O3_%#%p8B>ftfL-V7@BR6G~{EdJq7UyE+f)C_>F$PA%+5 zP*YhdZ$nKYyzIA?f{7&;51PQiL#1D*z2{|3_Oqdz;z8wR7t|A6(3WR-Qjo+YVn7O4 z*2_g%f(|DsT&m`?bx7;AVuBHRn^$o)3dk-VK6zgrSeAZvw)!pq|CawR$8{eaQRA89 z_gu%gVPgIpb(GOsr}$StUWC4RQnm~ui77Unj83hOEpj@(0i81^hAO&t7QGe+ZQDwc z{@9@zkI?}v3z-w2bM3~k;i%N20)>fi&7T5G6y~R8C%*O*D&MU-HGGU!UrRMFC9skK zG^wBd?F!336&=Ff=NDzE zuj`AYSfuU-*i>_yx2Xv{PtfnA6$f1Lo~G(%SL})NoL4>rN&Rnz$JR^Nk1wYDgzLRS z@;8#~9+2xzmTcUs0z5=$3L~nK?>($}fYZ9P^vw291tG~$C6JEqUxCI^8H3@Rx+v+h zfQJ#F{N+0=wZ)-!-@GO%A%lplM25B%|FtAXo|c`cj{r65&VSQ5T;lNhz5<9&l%y^% z?`Z`9p4lEDLE{Xq1*#1fU#%gA9o}HWT-jJw(as9E(jhh-ZW5t>X2LD zC1I%cAgeBXEK@&kQE+Xia(j^TG2pkrusRMHN=^5kBd&xP*ku`IoDUX9U0XdPXZ7Vm z)BkofYGE{t&c5#Xz}loA{5SpB>csJMlV;2z5hKNK+9xNkK zS62c#igJ_97>nZ`OU(YR_EbM*zH94yC-Ip4VQ6}jk^-rqr=T`R1RX&AzsXfE#m} zl)g+CwaZlvairaea9gS87x)Kel#WzCgrMB!-~WHM?ey1`yOM^TGsLYV4%OeoC<5n~ zxY*L4q_M$bB@Wz5gpxg-?E@ahDSrtWWS~x5EWLNVUs(mgh%>t3FuorYE+LL$O54gw zFnm@9B>pP7uljuZgl#xL`pi-ITgu}C9ur{gw8EFOcs!cBj9c`z|DYTUS`%F7#N!gS zC`!psnmkw!K_gdXVNxj^b|AsJ^e_U!;RBM#g57!=6~HUYTgC{Ta|&a{#u6SV%grKo9H7IXciU>GoAy$wpIGgE!fOe`R;JqO856^zZKysEG8N9L%StDt-B8x;r*i zLNn;QEd5fF&Cu9pzb7;2=?JKn<`5ES)f3(2hRu9&Jm$gQFSY_$5b9ZE+kw+UDNif8 zIJNknb$_|zexDQkMx%fS{x|MIKpNUmOwR-W00RLl(0@wWbl%`p5hoE8fCV7DzpusH z8@~-apb2ql)l9dRJ3!T)4)U+I@~ZD_Z_^2-Nmo^g=7%2L*OjKyzA{C(F#aQ@INb}t zbcPho(;{+V(-ark5UJ7BLx}6`VE4kV#aSWgXP(cG)GZLAzH%SNG5li0VgItzNB)v%Rdf~W-&O{TYOnmU z0)1hDmpwHEzxn16A7y*F>{$NkuvpW3Z@fL5eeL_F^lKoc~FU0hPcrWfk z%0V&@OXD;Kp?>^yzghB9W8?mU+sx-IkjrD{Xv?|2y~HWo1=I(td7Pjq@jG(%r7 z+o`BZ>(|2K=%u*k^xZkgQ5P*FQ^ME5AFzji!;@o~YfjP1yweYC^r0B}hpVS%%8? z-M&}p_6@L^LvO@SE~RwtdTd7Urv1tb+V?1hfgk4)L2jr~NHm zp^aejgeDz?+hNu_9eNIo>4>Ok%y^O3>wo|OsiH9E3@m&4C7#LH8m`TShCx468p0jM zUev^fGGp%>VjI_B6}ox8(ak)3*9@PXBRf|{$69L1L2-|dC+h&2aq?I@vLEC2J)>tA zCowUM6o%P%&0y=J2^`Kt`<}F$AOEu9Qg(ReWERd@^=rM#bo6@B5o*^qT8M`!w)45V z>-%kScVp}Hl;oqawO14|f4^~m^1iVCh=6AVlX7Ak=ff9K_Amdq;@L}FxkJT5R9mph zSS-s^iU=%P_FH$Pu%h(4!*I8SjC=d|+LO*Iwie;_Z{8`}YF(L!eyqd<_3T+IprycK z4tskNw{PMcxYMFfgerVYxcnyq;X!5gj-CFn9o3sIQ;{IF@)ox?+^ZHBxw0f3tfUo1 zY0yTDU)oU*MqL}rc^pclV!LIO@4ngtif72UJzjiWU_Y9jBMbe+i?i$aoJem{Bp72yf^vVh*}s8G&9pwcqigo#$NHAVwKUVf zK)>c>vO-51Ns*PBktyu*bW7d*a=H1sO%NDeO(`;hQDqIy4F&pe7PfTKW+f86itNwq ztFB`H>{(B5WL=2_Ef1JK-A~pVD&3r`KTlo7QtL4Z>t6AS6aRUJQZFU=CmQxIYmz}_pY3OwlLx-bQ=>q#PQ z8#?DuJl zG)RTSp>Dfmf!FErNUs1cIyS62N+{|n*BnV0gjkQnD%`3^NX|u2fX@Vs_7*!Hk*86W zFDjU;$p$m_7Dco#XtRKB+H!}YN71Ze47Ylwlt6lDfFaDpzJ39@X+Rg~uTnyUt{R3?m{{^mcsRQl(Pa@?fb$AZby z#cSM>nvY*W2vrf3;yLigK>S2N79b+9x0>HyX#zizloL^3_3vp9HkNwm*yw`3&{F7? z4sCYpmTN}-j*n>}`$i{OBZ3po`I8w3GTms{{J#; z%zuI|dniQ3&=j|&S?ux#_P4h}`_M3*Cf8Ju`P-x-;;-_(d9!hfqAwkbDCjw@oC%|Q zcVwHFnpP*I$(9$>=D#DQL?Y0Tlie*T0m@YpP<;|sz7__uh$1RFM#1< zfo(l8*1+%d_8i~A(H3KFP~Bg|cR2s8_1QIx`7+b>xb|q&JNG6Y1tL1thx?z%ivD6w zzk8?&`RvBL5AcZYlw0L`WV=*lA~#GD{k6+)NI*9S!^4fh0pnl+zj-@0i&fQVN%H(2 z%is8E*DSesI#@s^NZ9GtfEOCqsJYx@-jwHG&0Db>4n}ANw)Kt6SN%8TA?KIaCngD6 zjPp)XT?K_d2o`*yyJ8cH$Pv^fp(f{is*4c;u>V2ip^*OXDYjsyG4%A&ufc!U(cIQeiG{&v)l1? zH7og5lU~ej>z!FTAYepOwqnyK0IsOT_L^JPyg;i}ffYu=9KQt%OrB9dcx$Q7nU~H; z5OfEWjk{{;ywb+RsRJ*cM85F4_IF{7_N5j~%;J;ICsrIu_5XR>YlSqEH;UG(3Nt-= zWU>Sby6c=d$OF;tEYO#01OQk?e>^xUH+#qxxku~>T{7YWfn%Fm4`4zA3f_m%s z)jzqFxnjvWOOtQIris(8UXkIuLx5&(t?;kpF+1 z4aZftfsfh)sU`;aPoQ{?) zo4b!~t5**g^sQ;}Xt)tQGl{8MmzkW5k|LRk8hmZilHW?CT}d+`B=$jHb5Op$B4-tM z)s_-sn~aC(1T)m3-kyRzmBz52D{=Sb*zm%{T#rhBo))-~HUltyu=X7O=xumh;_qI8 zA#@ZSvTwA+E&WK4sRxOcD3O-9Bc2vfZwMuWQLq(}-z@j^KPF}RXL9%wqqlz0cWOp& z8f=?n4Mlxj;>JYL#1vwd)1MU0F^8oMyA_cXU=1AVW>d+j7H_?_yN{MC8}LyanBUYK zzMznj`8_8Wc2bNr)dNiitEXhymGnK04*&HXUiq%$|Lt`r-=*NShngb%KGW~A^!aB6 zg;J9J*u6BbE*%#aR`Xs_#dun?@5ZL9TE!8Xp|>{gDg5JV38X`?Zp~1D8C-MDFWozw zjr{9O`Gd2H!e^DHD$i&)qS>FKSx>I_he)Y~1^Z=2l{TEPe!Ivv0lKf}YFhpyktuy# zoanCPdUT0n>!_@Ao1Gc z1|{WFeh8-t0~N&e4|V*s?1n-Mz=wD}hE{i^(|n|afn1CzR zXzl3$1s{%rqLp5=(Xaf_@l@Pyh9@rvbgRE=4giE~vFw?0GB&`{2&T5;6x2`~I>UjV zwMle2-BXJ^!fp7(9hIu_nSpQmcT2Xd+u)*;RGdx$yHPl0YQPei#rWN+5O)-{jsKA>gowY@Bk{bh6v zh=--3fegoxjvAV1gD=2?1n$^cr{t$)~lbEZVkeMTEOqopkSP92Zq1@O8dY>eBD2o_{Bz2Jc-$xSzvbm{w*uujjyp= z^9VfH+;_raC!eGAUGGNdsr1-Kwv7lQdMTeKg=4uP=8m>m9$(wC0009300RJf@atjt$<*Z@1;Os*$RkcPo@n!unIk_YjQ-|uS(;D(&7xiX zU{8iO8%agxm#55glWA9dXrG6yo#cXJ~M1Q=n z+L7O2ewS4eN-LI~jzdlq9L`VRBG#l&bws$1n>rkqIlJ+V9d`;-*{6_pkK;zDRAh7{ z@ug=eEF@!rLBB0)Y4)R`9J|jjtK$5=CH3GlfwF)0ZdgJ&8^2fyA0s@Hef&_6-w1J9 zH=`z4*4n_I=l><}Uo8s~`NFE?gwB2R^oEe_Xg(f=AEU@{;l>c1s99y@UjMg@(g9%L zUf=;^yyVSUX>7+Gk}W^E|LLje^+VHIbwBzZ=i%p@FFwj;`LLx!Fk-rUh`jnYu{b)Q zbz5|ciDjWi|E!s#@E;2!mB|bZT2}7il$fj2V*!BRr1J}Z(t6}Cy7^DKCg{TU>%X8A z;CgAygEivO2-?IZIF+6L5SIvqueMh~?p*^m?eIb8xA zk7m5p1vxlf0Ao1=PxRA-sF5iS_0g{b?d8aEmo)m=JZe81{xe93RSoKR{ikF|hm-hS z)!OrHtx=O-9MTgiR%=ho+qN%#7eQC%pSdT=b&zQH0*hFyEhH^^`sp3e97o_W+gU~^ z+0UpCaEP7%`+R@(jDg}_EGX(|etVA)Gw0BRrnHF-`(zfus(#S06Pn@Yhd7SEX-9zR15&2$|H zL_(;k`odDxL-y@YR;u+=@G4LGZM}P>odGOQ7t3naL@1|hmR)HWZjIEg+>1;)2sPlU z{BJFT`~(?&+I;}+yfPDdNlBL`?eLS5of)+6&^2YOosCx8&hT8 ziHux9kfS95ph=(~%-VvWI8aCZ)X%O8-^Bgm7BqZOX=xn%*P;G4D8KLPJjw zz+|)7D}*9ruU zJA`CJnsIlcllax2nPpC531T*QuN+dP-HZ+d=ueoR=TxTpSUP&zsV|w?mmg$wvnVH| zA1;JKB#FaIY{!&b$;^6K={Z6&l*R5xx6np}D?^0DDL#I)TMIe^}v_kG|8sw?K*f~RK|bz=1@9d?us8%ut@0nA9*$w+>(XE3^pd_X3eo@O4K_DI z4CYl+M!D*l;)Oe`lHdB}^y+nr;dD=ThwJw0TTK5U5UT4-Lmg)ca+7v|2067+Vo;;~)WtxGR zWU2&a4r+623yOXUUc=aes=A}yMOF&0Dl>Nv)CP%CbQ!KJfZK6fBW;=ZP#=5&_tR=OoD810%!dmr~Sq^ zKEG#x5Yxj;ehMHeaBh(qG@5Li;D<$K9Af<;$_d9q2 z_tB^qkB?GWq~-*}KmEj*58^PBQvZZ94!Edn3X(AvmEz1EA)pv!YiRw)pO{VYH7xF6 zqPz)SR+q>d8Xy1X^?~rKSwJ94c6N>n=`W*P#EBF>7A}Y)9+;)v2ikp_JsqIYhCzuw zz z(hI7h6lI>$E9IYS02zWi%TEAcpz}svBU{qvn%>cIub^RBg@}lT;&*{`C=zp@(o81w0kt+U3rFm-qz9i(b11r~;Pn}p zf`f3pBl>J2+#THWa7$C9RHfGQ-XpLwKufD^S!N%V{y>5(vDV>Vy$6zC@^NNxJ7c2R z&@?8Le5=n=g&V}x@WG4>=)LiY9T1R^-fXP@_b5AKAJ{5%V}U;x8;&d~BiRYthR)YC zqdnSyv0y#h#u8R}wix{ozKgxa6^u#7kHg43Zhjvlnys2a-BXldvU532;G_C4qoPw@ z(5<#wbXeO+O@)+s&+K%&(~_{_=>|%@HbRk=;FlT_qNet*Hs4^S$H=7QRFfm6;Q^<@ zQ-gs(+)W+rG1Tjme?`SQ})mcONkr9#x@^fiwVo@5R?=on$KqGii(ZTK~=M_z#ldvW%#hs&an zR8RzFfE2Oqc4=8$>AyGLMvr?|V9G>qxtcfqw)oYGKY%T=; z_Vq_*5Xn509?Zqcz3{`VYuAFVFPoiX1IW?!a}o>FcDLFoL}5olAkdanh24qU1g?4W zX>&HY$dKc(0;Tk0NAhktAm<@*#b5j!ywR~N-TKqlj@RIQHSGo`ye6BnmRy{(6E;{S%`q83q2z?w2CsXOmR0dFDj~G_!C<{xym$IjVRxn zNBGq61R&EFW_w2Cm-cr{XiyJlGje0u-_O6O`4hL_!0>2o?3KXRlO8@fJP&(CBZ_nc zA0EIpCf#Xw!um{M>k-wV*mLo!{vG+Rj~W9c^@W-h0~@gV;OoJ900094q)++#Izrk> zt9WuT%3N0mBgUI@gIQJYtnr~YrQGr}=z-<+GioRnQ{-TkVdTIDW*=?K5=6P*vC!w4 zJLq~9nIAPnW52)qMF@OA7j>b4m0PI_q<=N&7}0@JhUkM%nkZzS$@#O;MiprT z(8a=ae@>k=GoNNiFGmiUWdbO<`ng9*>r4BEDG~WLRZFx|?_Gr14%J-CwT{+XJ;p;e z8DsYGJ{gL#DJ3eZ->=2pbzyEk+v$*Y!LY_A7r(B=e!)>&jCyS&D7VTJX9a-81}(9M z>^1Ptz^}^Q=TYjwo!Ckxzv=(#knpvrl`A;g&0|6h|EK?_`A1Nr84J#&8YA?``a(f< zx4V7%dIl|O<%rl`@E}Hr|H_t-&jG?mAL8qGBz{YXyb3L#d@D$*=ci>*-q{2jM^aAH zrdLM5;3Pn{7$>Lfg%~Ss6C+yyTADF!Ibns0x`&U$%wl}0%J~=g=#uj;TqU=9@61j( zf0}o29dvk80^Hgrsz7?2&dEN9!Du&IpjIfu5rgu-Yt6P@kOKa#=I6z+=Ll{_Bj%0sv# z*5N%Og3vy^b2N-{dg1UtNDJgoJG$i9M5V4lVoMQ(+3-Xt0{Ns(~*@_`GLV;0c{y?cucciNdJRt_uN?v=B9lWHw&F$zYa9JVi0q?cl* z8@!}hX;w2}FPn`mY+E`Ub_d7gofGcg7X4KcnXRQMw@q$Ncb-UOHS)f9*d>-UejHQ1ry6NeNAMy&I0-5Mw=$ztNl58ge6T`Ai^O(UzJM zZd|s>*s{7BWSLzNDy|xSc|-)h)Qz=QAm(U-#~JZZ1{Fwyvm|uzf@PVz;Dp&2C{xQ7)kfY4wSPAqSk+%^wUDg4H zCHMpDKu?U3{&a<+Tm7^2+#q7mxzr*M(%%qPuZ-n5vrtS$-KcEqLjp&97-1Ub5Bit8F~_hFEE?HrVZkFy5bNsr|J5rU3g>@A-_dA0%92O&ff{x7*hdzNDvx(1m_T|bS8>M+|Gr@~B)YyoO$#kN<753cT$ z!pmnl>qEkPoBWQ!VP%Zw8;3@jpJ~!!=If$EIgq@WK^IIQvDfS_$;wZaY=q~&d1L|z zPz@+lxRC!C>zOR)C!quWuf$R4o^tGuW2$Y&B8$JR?j3my+d*tudijs|)zE{%w-J~y zm^y0k4GMp(hKuKL)8mBfElARhN%jVRPsMgqz0|cBxjD9)+$kl7OU+%$*4XD-*t<6;QRVMJI!(t5`xOo-!}pZY3;S>@xgRuUncgLP~|Xl6|RZOWQ_2jIP-&^n894R zGy#kP8^g8ur8a1n^`*a?3|vmhps-X7j-1`BebIaW`;1w$9zk>~LG0d)oBb8#{#Atd#=sF*x{EVm#|u~mCbd1rrF`U z0doFiiHS{9vgh;ys78Vr8gRgjZ3$uKeY>@N)7s)k2Kf+7k^>3E_aRy*Oom};XV`SY zLNe{MTgrAq*-qv-W_c+Lbuj3OCfuSk5cjp_EIKP>H=LP%aI@UD9AX|d&q`)s!W@hG zp3!>Nl_BT)La^uxhB8pUE<#SZ)*)xbEdcZ+b05a0?c|{kvV(*KqM-Ez78`dQkZzHX zc{Ytl+L=feqRp;upapT?#z=|K&ptrZI3b9hc@gA!PR-K6To7oX$N%zAkJ(gZ7hm6C zuI9z}aWl1%EB2-_D=uxtgi%*vs_v``oPZ4V?qh*Uw)Zy-^Je}CZ`d{6W6?e$GC;}r z&>rt;U_PyL)!hrv%*~V{WAM}J4QJLw?SvtxBRliZrl|oswv6K3d+>RzhB`lSlr8+q4uUy&OV5UcR__O%R-#v0(ry z*&?@BDaS+)S=x*F9E2%wzxI-_PF3`Mnm5~!0Pe^Au2;ajsK@{QGB8sQd>v#ckhJ+B zQ%Oif9`C2#z{QYoa>wUn^jd}w%;Qq{X~60n&4`(!xdkwN7xO1Sf@Dcy1u0$cZy$Pj zt;SJo#J=`>e)zWUmqNZ%sXT-xcjf-FxX%pmfT=a?Bea7C;qh0VXVvEVS4VpAgzM+ob8NZx*PZv_C ze!SWq+n*PB+MI+o@^a*y?5oSZIAI2UF2zTzyjPchkM1N><=Fk)leUpFe)oGOk(66=C4njEoZ776xt;T`mBBMsFe06;!W3EL~+;lAQ}Pz}d1@~-P;X(I-EaQG_zc~M%G z+ybrvU{xrV;KSzhi*|#x84f;pL}Uvn3`I)-Ii%q zN7kdr#KDq&cFzWCenE=G&x$2I=z(CPGu0%2Gpc-$Sy_EH{S?C&O5UegMJPIf{R6yW zdOu8s-~ftDJstke@CZr!(ilp*!QQSk*_`mv?;H<*c>WlIh2{Cc&qQU;==aBlckvOo z`c+W`&%CzjRW~M+27jUS?tcMZ@tMc~11E-w{J+wMHMU90g>Qm{bN@~N06?8Xrq`^z z0V~X>B>v$U9;p%Fl+iVX-zU43m7HT=LW@QqS)-enAuqcVmMD^^jJxInut<4+a;Pob z8wF+)7PoSlYV&&t{w6U2h81*J_);{{&+PZ6_$A&e8u9J-a%DS1tDSzw;?>XpU?sV6 z94TTUij`E=N2%9xsrhlmP7x{t7^67n30|{kabrXeo+R#cL7eWD{QgimsN&d6-F7ccVkI zA5)n7O3ieP34p?^_Ez(I9NGDN>S-7k9wwoZDkd!%nZMgXtl_pu5g zu3PGo9WTcSIH-s4m*HMK(A}@&|HEpWGOw_x%bfns{{mXa^>&FN>?C^qXg;y52u!lq*jOpi)2z)SdGuGoc%Tt z8ecupvo3{cTEa@GL6+B3Z1nN62v=<8UW|4ym6pLT)d_nxuaj*AfXi5c~We;*d3m z*m;qO3##eAb}(=M>B;CMJlb$Mk0W*eZZO@SraZ)8eZr`L4Y@-r#E)^$fN*yBH@IAV zkm{4asD6aCGz^<~1U+1Z+3h?9XlL>*cMM&G##%qoJfkFieBy*zF!HR*B}1rQ;Xv|3 zUZy}V{3;B{nT^KXU6TUR?W1i#bfRLgcLUF$! zk71P}w0;~?o+<||p1ehXs$hwW$aL){CFmE!xcx+<6TMrRQ%AcZ+MK9p?(hI+K$*Wf zG-_tDcyY{VNAZ@h5@(QB{bxnk9LK_lod3b3N;OsXAQVjL6YCDDqhJovB=g*WiNH?o zW;zS4Pm-({6W$aH<}VWX<$dw}C8)n8k(}UeFY7-p{%s)W_heZaEcT-Y`2a@dyjMm3ih5CrftA>WmgDKry~v?0h@_sQ4*>;}tXS6CEodw< zW~b->X$scUSR;*spM1cwe$S;FDc47zYjZRzB&E~dmn>|-<^%EOG zR56Y6r#40JU|}W`**?ug#o37IQocPnv708QsSjZ4F03fpvnpL|`|MQXw3fKfz={%?+si`XP{`Jl(FSmcmMhy)&NHHgRWZV)<1fs&i{~NDzyJS_y7B(QM9;U3r|?d7V{=tUsd~HT+v#)Q!pl)&o2lfZ ze0J+G$^_Wf{z-=<&)mq38yPVTw7`%rLSX+Cvl*RDnIOD489YGeqa=~9cIN>PQ+m4p z|Npfl@Guz^?tEZsmhoqNH>9Wn?XC`rH)om10`ugxXlF9`F!TRoKMPKZ>h+%jEzjFEE(9^a(~0Uo8Lh&52yJ<{_|*t4YUn;W+7UllvgW_0UpINB zug(#;N}EzM_vT>e$?Jes%>=k%zl_jq`vwFIZ1HBklYhycH!mAMpvUD=3Ms_4;&}6?5OAZa3f>n3`1`XS&-qw@9U7mv`i>3;7F~pfN^_kwh}rAoe36I`sM2$>k1u1<@qYiG#Pw*wHDIZV%$#XPf1| z4|_5xX^BT>zlh6UEJWE4qB%KFWF7?=kR0vZ-WT_yT#FAD3cb$-~DihiG zzL#8^1O))u3QwJufgA1Sz>{y;lu@j}DJ+*sa&2JAxP8rLu8RwWqkhZ4PN#KQ|A+tp z4sh>JZBPds>Bf0nFZ9D@JhpD!1}c;!L$>)mLXBzZ)P)DtCHXQBFPhWBN@^OXqJN1Y z+g(|cVe&H^^{yv!BV5t@fQ)H25p#!sxZIHA2TG=V;A~AlIm$`b=_=nZ=$~XRp$+?9 z-%yA)1X79vL`3Aw20#jWNo1j=5>|RpNVb?C-YPLq_08PM+NC>tti5cn27@cw`qZyJ z)Ln?V^zxULaP^Mlv5cHScWNo$DxE@*HW8UX^oh+3fiL7L&tLxcWIIne1@6E ze@T}Nw-8FkD9(&0{MtKR+lCv$-6t*AUPcW=ummqy$jmj4aE&2ipg6~I6(LB%_}I}) z>MkPXVlXrOn%cB9!ej?&Yi@zfT$;~|1=}#xw;G1InUY==B`=cXB9n$W;D=UHicQT~VF=7_n`Dmt(ZyYMPfT^ss5^{brRK9&JpSe;to}tyz5ZepwdG2(PL=V%?;1LWrJxjD8rz_&QrX++@7ug;@`7m`AEUOt0i#Qw zha4PWw0GC=Xhb*kvSMe>U}$c?5o6aV{iY^-fB*mI)Bpef{zOu-ht1H-3zX2IGy8v& zie%+AGY3jeF-|>a|q$rYrquuq2k)$?jD08wIU|H<@vHCh*4bp~74R@k@xXS%$R~ew~xg;Z+grJ(m znam6&eVEEo2XFL_{ovwN^dbD)86Nn)%qL*|0Q-9YXlga=*;rs~ z;=OG+SSIL3CKQ5T)~ekNnQ!k7GZbM^0* zKiY3D2wIjx`(PvA3ms&9c?aCXljhEYN&gp7Wjs17APXC}2s97w*^n9yqMhJHOIv4UOu3?>4_QFKbrZKkNee0AcCg3>|PIUZuLx*ym2q0W!1U*3N7GvzXtll%40t)1YMF zv{fH}+UMr}dvktQm~j_YN}IV3M9NM| z24UGqL8V_*b@14&#F$Jl^Jc)Pr?a7SY;xc(5COXKzcltEFL0aSLHT+Jqr{!yD)Mwg zTXTe;{V}`$ty?eT&8RIBVvo;Givl*+=yN0b0w|DKQsJ^2KDC(;R z--Kso()~U`u293EbwKTnOcNHw$8VVMOGLjin(veG6Hl`_K-oj_XO^Q&XdHvc9LR(07 z%15qA6OqfG7#v z6y@GSc?FndArILM$KR;$qFcZ7zuI_yH{6B}@cn<)@ua&4-0yiyzEssEuwpk0QE^nj zy~G|+1IZvbdBvd0Hc?WFlcagjy|VYK8n@D+I6=7*vUK7aR+USyYUhxF>AMb&QrW-e{v8*yL5L& z3XI`4Y#4MN8kyOsiB_ZmyD<3|%?&-ZZIf_B9AQgTz4DFHr=?3Hy#J#1udxhX8uFW( ztd@SfA4s9fHz$EmlRRo9)`LN3dOh2s#^kzaw#??|bksCZYaiy-I+^U^G`uf0n9G}H zXc!s>fB*gR_eH6J<13I*ie`OJiO(eEuaIr( z`eSjNy*!)o&Xs3kG*C}-zZRg@@!~OHb6M--l{jO-r{Y!ZI))??8I3&433x6>e- zzDcPDt52j(7>;AOS2;@gD#Ackln# zDKKm&Ty;i&ydbL{0(q-TZZkfksaFEI!_Iq@oF{HL1kfJnDsvZD?KFgfpBwM5`0ESY zd#u>Zyl!w8TvK`1vxre^kHieBGD9xV+skl&P48}k%mZUbM%~-YGW}-c^4&e3Ys?+~ zO#oFU=h9TaT=(~Vlf$p)(?^6~lTB*hX@VAud;63H;Vu`_akn{%+5~ko?c)5{6$VBA zUcCQBewrVkpmuEP1HR7RO}XK4l|bJTVlku+FcMMIBGecABkv~C_q-J&`z4aZcp|m8 z_rfzooDcUrmZn~f_Jjvcw;8*WtfPkQi>sZS@^CJW%{7D)jketQT<26HrBh9k*`7JDYQ#^omYy;p*)QE!m$hAzp3qV~x1 z1@VgZ?*vD|%)N725-+&O=w#M6TwFU<#cij=9J-B`c0`MMY4UL^T_ z$hr75S~he3C-3adJaZ3SrSVi`2WLe)j%QmE-#Ib8qdVVIOYH+5(&g(6WJkq+MwH6) zM?0iRwx#w60vQpc?WF~-;zg|`BE~bXJ9|;I?)qbnaCE3S{tFue)ki=z1N2-W>+V|+i(b;g~Yg zrurZ+IPJl6(G5`_mO4%=kHesE+Dxc!Jc8>h6(m}M!W+_w|NsC0^7{_*?2sS(8~{xG zMm+i~uhvYkQYj?-(_G4UkvKT;sE9m+s#Q)bJCNvONti^92%8X zbXM3w1@gb{s>Rdw5KN28r1CCX16r>(9#O0l#Ur-Ep48yLmhY(s9hT8xE}gGM+}@J) z1(aqVbh350)-I93g!?b#%4?W*6erMwslIrQ!oTIau@amCnO&{09EBd)cDj<@@mmDLk2R8}U}pV~<6PadBO-pQ3lB^M;r*o2F~8K?)!0&?q(YAO8tCEn>^lasX0hp zlVsd*Yb5R->jK_ZY)n7L3ZMa`%J(|9%!$mnSpQ&=RpYy;U`eKaNS!UY15!S&C(Pt8 z^I5EHR=;9Uv?Nzdee@>K8V(bN`1(-USop#oIbCaYKeFx;)07-#4 zxC%_mo`w9svd`|Q9szT<_~VxpqI3@|V00COX2GK@?JCmkt&hCEHKd3YITpqINF*bUC7L;2&Y1SmE^0*t^ahfUeE1a` z#8Amk|LL6Aih|tu2px%06mGkb!mw*int<9PEHG8b^w>QehjcGOFEwG}w4#=^8Xc>2 z9R@jZK>^Kjnl8+d3O%;fre@*irTH}!r`UKg4nqL60YsTN-4l5pVOPj-EJ26v^c9un zOmd^q(L6t4lJ@=HLES9(gIN}0RIZpAE#gOUC{!DlY$InIbVIBg)22B3ow5m6-q4(K z!rZ_90oTMk^kJSJKW}T^4*^Z_1h{cDd};Umpb@@GvI;qQlEU6q+#Oc)I9JK$l=gsC2DQ5)a9_Y@ryCn%BSWq}3 zuAc%E-)}2T(0noGe!@Z6ZQpMHO|6^DaCQbv@LB%U#hw$JcW<+VV12>opo!vC0nSOi zobs1%WK^G5?*TNsGM?u>Td`GVrahOeBjWPK;Bq-whGUezvAdxl=FJNX=X=j7D1#El_ZKw}}d&cc~+qp^&lq{D0qC!;w3~lmo?R z#ZdH#)XQSqu)#YIu2#Bvxv{aboil8SaEc#pv^OB0__ggf0Gy^@aR2vqI8$%iqaUX- zB-&h{Zh4M_+Og=gqF zS<1jRnTV4_ujhZ#3pgIAh4?vL`xgO)22uUjK%)Jh?7P4UDi$@xFS{=vUSfyXjZfdE z;al@ItD^+5K>w>84Qs4vY}%)ygvo>?Pdy2bO_t;B7%IxUu%fUBS`z%9)!iN}G?Qhcy;19?C!cq9zI<-wV)$^+_{5SETd= zXtzafW%fd!PLf60eEimHJ|vPoK2bTzmdEV5*1@8hVa%dKy!`Dxg*2(0SIYOM@Szel z00*}#zt)O-Wat=c41ay*538>ym;h~z^x`2PE4k72OS8cQ#+4jV@@u7<(5%2aY}zVo zGimWz;b?|eV=NYDMP}Vw=1ZgV9n8bWiKbQ@;474n`+US6S?U5!K1XgOR7M_3h~F6D z2KN@ONTz`(q=tf)uWo*fG^*c0%8i9t+NMX+F+44Y$G-NAfhAg{_kLavidYk?2E-_e z`VHteK_+h2jJu6xzkH=B#YHw~a1eU#(~GAUnz2ygY8QD^QIQkh10m04freVq{E>&mQ8hSR4;-2(EyZ0R}ZVSk*up~}*JsiyO4DEsuDS*GZ`Fr2?uHd~_ zjWLdW^AEqZAv>wF7GXvh1;c5gihPY;c$Up9m%c2$805wNnJ$+k)&=_QwHe_| zr;5jDQ92yvAe5>AJea);cEeve&}2CiU$#t|_YUfT5gjOW*Wc1lJU-7U6 z;s1u`|K_v*=g-!Xa(K1Vc>A6}m>d-DT906R42Pd})AaxWvxP5P%|3rCW>w8YvC-tL zd(|}F9P!y!=)eioK=p-5A?g0)1{kC1j|GwS-5y^fmNQ)p3c^0~4A^%W1n0T}3+jsf zo&QGVCwaHIY4U!r!lc#!M>1oCR|DJGeA;Rs_n5aEK31Uy2TmRLl&X*adl=$v-y9w| z)0239!0X5&E)W*o_$e2Nb#la)iQl0v`y@h$YKo&cya)Gl=sT;@l`zSk%H;9xKH2Jm znp{CUc1do{Rb@op%!n=I(hwm#V8FBrr}cTgh!MPauN7+xkeW>McJi>OCvu;Az(iJ8=yr(&eA^3E2_;YWHE$#7SjnxT2n+)dshVW zm09{WsS8~8x0FL|BI%%>9)CChLu80JRCshNvclDTNrpp|1mAZ=4DXGus)*btR64G! zNJ$3Pi3gIJ%9gF3+3Si5z`YZZb0KvjyufCli@9-1W^1L5=tdn_NW;?f1mOoLE)Dg|5&_h6X#bnnQ1AO9usnvDM6E%ilXI@N<)mH*fq)zpYzA@F-*5|8hB9wiYC@ zUd5(6s4}r^5Do36L=vmaey&kJVGL&O%Y3!`{eP-6FnLNzL(0|Gl^~<<)Le56Z0+_s z&Bc`^mzcDqDH}{aSv~N?f$*fpTfS_pLI6$ zN_7UmScQUVRa)8$Lb-lR%n$-7?^e!@42g1Sv_yW<$-N~I+KlnPj)O+Jxr`--fB`h1 z({B`#yM$(~YFfu`2LeXhD7n`Rcp}j|*gG3Mt^gwnCt_gt6BaBs^yRg4X+)alzg0cJ4(*)#(jV z6}_HYLP^xo@r59e8D;u+ij@btQIc5IHjws^oUyg!`gOc`GRrX?^wEmvFx+3+%E6dI zK3?9UT0G)3`8zYCP}JQv4-Zucl=|=lP%H;(&1P1lGJGMnTIE|UO*^HorbF%z#i7~U z5xV>7!9uDLJxw>avMy)VRQx#%IH2VMpl-aHfB*mYcZ>Twn*H(T%nYs2c<=xICHoPD zz3+?R;WFeV1bk#BFfe$+a$ABz1Fz8avm6;JdO_wE6=5-a*LM#?55M4DHpq%r0!A&aUU+G@1Uh3D%+Tb`Ds8Nj~n8cosAA z{0)cX7Yr^^&e}5;3GwtG^4G>94v;=vM1A8XjAGgS-Er@+5 z(#oHLcf{wK-_-=<`0#zny@av9N*%E&ZdG;&)#SZw_w9Bb%Ubo7C}an_*#V{?2< z61`cejVe$~9J@pU4NkN4i{KhI3-37-@lyXPJik79rd%@!Iq+?72ec6y4P+D(+_MwN z;Va&HUz#s`u1p09;$d}}omZzz_!hQZIE4LWP-VG#1-2@yWrjcC`-Xl4iPx&?OFD=# zMiY69aDeh?o8CzTB)=6ok-X#`>a>EA&{GzKC^;gQXsUI5(2WjH!2+@KYa9e6?lI+4FMQl!dy} z+XH6g`;{h@M0=4}2h+S05{6mUwIOX(66V8rHm{lVKZ$oLg))+ydK_k!;mT^2y|XA4 z_BZl2MfkVRLOzv##Ms9Zq2+m|YQEke#DY<%0k|cxvm+`Z#eA(^5HWF`CxE5Hv!SEi z9!Ba!eS(>-ML;e%+a|Te7ezzqGUfyIplbf8Qh`VYeed?YD=U*g zT4{N0@t)Lnp~F6T5v`XbIA)29`)60IU0+dp&;QKjK^VO=GWWr3m?A-0oag8|kMqoK zVRkguvzCuD*uoKfudj51V;jtjA%#y?Q)-BJT4hp9gpzB*^Rj5`tRh^dg*m?V1(ry&8k<;>KRD_wjm1rqZVwJ15iS?l^9|@s0i*H;9A(f|zY(eWK4V=JruFJ25-c>Ca+3d;$RxKtZS~l?yBD_Pwj#sM+Sm+eGy! zOX#)5FW(s_?x@I27>^yChTiazbXG1#JJKsbVL}wmE-m7oM}%yTD!lIJgMGV*WeGL? zk#W@{s~IHcPF#e%E04gW{Aoe2n%rb z>@+_1RDBzW9A#>{$z%_T1Vc>)Ru^l=)jZ-yzcdj0T|!Bb>+_Q3cc2`|+>?h67&O0k z7#YQ{*GUo(%YgU(d6erC`+ zFp5|R2SdAZjPhTGO0XV}4z`5m=V~ z+7In*i)@`DgFW5n*SjpKh!&*&&kq`=XDgq6`&5v@v7luq?H=Kq<7f6qpOkSZ*q0X{ z0(X}1ldH#Goals_;oQ;>7#AzQ#Q^u zZ-@WsbNc~!CV%hb|Ns8j6mr#PHCV6ByVfB~WtnrRQ<-Q1qhl?CMIZF-VMotc7idPX?pI0EC3+TW~Z47;3W9mqpKA zR$dbtp{z_?gc{H*i?XM-H`~V~-S)UTyT(;lzG)R9@F`Y1@~W$G z$C7%(ga0HC?DB+^=ADfRY=7(<^C^C?000n4*%z5A);zTvD^VcE%K!imU~DC-yR%R= z04sI?0kX3gI>gK=y?6kfMB=exIt?HY-|nS2$j|}*GKwOUfEK!Yfx|!?A>#T^0;_iU z7J)8Pa<0MlJ@-w4h3W5z5|6sGA)7OAWIe)Rx)^^KMhP?(mIY_k--N6|XG49sFGL@O z<3tNExy1ex9*FbN(h#b2#3h+%^iGZrkdfu1(JZ4VfSgf}}M*6rj?b*N|g^!ajr@oirt9 zHc=GI+YQycLDRM%x&E`#h=#cqX@ zwJ8FU@^}CM0{{s%!EUPKol?QQ>^E-myfUR(4Sg6*A2|m4jTGfsnL2$LYLT6U& z_ySuJKa|ggX5>P`IF`>RaJE%1mIoE6#?KwH&V>;Q9lcGVRS3d{o@Yc7Ph5B2)q6u1 zFlWU=z_su1jRL&sjr^Oxkp91(C$qnmp=-g?h%Uh0h24U=)x`CeB>>=J#P^f}y{Sl0 z6%v}vce{iZemzPXiSqpss>7-oxN-mLakK*kH9OUN4AbwZ*x3SIaxqU?OeVkt57pZ}|*8UE{x z`}Dz_c3?RE?nQt=-%3CYg^$NSj7?=cwhy{~pe&Xi@0zGOGKKhi-L5^{<9;4}Wtg<5 zc!EM~)n^iOagFvde7dl65#qn%&cStD2}#=$p8o?W=7S42fJZA1zVd7HG*`LqAz!;4rQSA(qoodS zVc!dy-OxE?N%3n-(U^h@M77-S=j4w5_uIGf(9@vIA?xRJKzIoY7;>3!N;$d_m^It8 zE%ZJmZqU?V%PAq^aKfeEOB48(0-mC`e!Ce+e2v31M>5p=n(?sUlR-K^`)A9UOyL zQDJ*XRYYiA{?ij-g{NAmO}DKqM(Ll3a#&(Bze@b-?gD0FS(oZp1x*JGpO zkYQ6YAa8UdhSaFo&w{-3gq!ppe^K29v=?pzpg`1fLS_c-SwcQ#VA*>18rK%tXqYOw z3r^GT0^1-u#+aef8nZ0T>kPAKXX#QBu&v|E!?HL%pg`NZaFMjzJV~>5!wG)>Ct;@X z61C%QDTMl#7z4z!g3i4(u3^o*B(k}AzS<;}CWKEwJ6r9ZiyPm@?AxTfnsuJ_K?%xW zTrtZOD9(M0hHCi!7nslfgcR)_4qV|;XHOHipCUmWXs1#C_AagfBb8hzJDyRZV^&K) z#Bo8VK>v4R;@)qIb%gvsd2AVcW*9wm z?yIfXrcf@DrFnM^o^L0dxX({i%Kd4eGO7Q7-R$K}@Fz{}^*GM5TcdeceX&Ghh}^En z2s{EJvBNiu|30(D&v>Q|Yn>^$gvJ&z+x#0S9aTp=|JG@eD$|vP8{0SR(l$%)w85_! z<|JN*V8;QPo41`GN&c6*;vCY4^{qvz z>#D0r^D?wq7Oc4nb&%8A1%apD%=fX2uOEN@@@~Mbi8QQxFa^?upSr(Uck}XYd<=|i zGH({hnwp4!9cce>>UnHHPL0) zd1;rXUnNrf9;KjCJ(}%o^%R8PBja)wmKuT6e;6b1B)Nr<6%CYoV|<;8=UsXg1;!VR z-GBdoLGz2_UP8>G_lNdh2hlJ8iKjL)54}ZYR0z)iURRw{C!A{ql1aK2zy>7G1PDqH z`K49PV#Rk#az17bUk0hQGo%Iu+=L%_Y_?xPFM+)K2xlT$UO;CPD9U7BnI>2jCCHShmr3!Hq|L5~<2D2APug6Ir*diMA12t)ExYojG9G1>h>&c6 zRcFJQUi7}GI#c3eu;2yX%)aBDvp`E1$kWl6ui&2I`($(*-OryHe;v91x7)>0G(eTYA?Wk9Y ztxc9)2piWaJwPwWqgp^*j5{6>r_s%c;u5I1#E{_FP)l_fc8t;cf;bb}d8)9PDrALL zoLC~y|5EW1?+v+8x0Mo&l{Z~#L%5t~B=O>X3T@8}&DfnK#lI+|$Nr^ECkDIzG#L`E zpy)P0Bx7)xzgS6-sX&H=998k>ZD}GxTDFfgC}ZABcuf z_2Dy}5pd{T<>{bIIt=g8R3A>C)6P^R?Swa%{(LYiRksnFqe`XtoCTS3b!45=89v^< zve=MXz&CU&kY9^;0r={A#DD?QZOk|p896rp|NoybQ%Pxw>t;T|>u}vmXLS++QcWh0 zZMFY;m+m8O!NYqf+8=CA#KE{@+V2ma2WL!LkONQM!AfBWnp+0mbcHQm){5(2+qW|9TU!e zKR3U-Iu|C-*<mRw>D1+y%~+>!tfkU*UI%6zGTE>9gxk;Sg=t3n&t z2{a`>=s&;(TBXkwnQ=6nVK(Bch7&V86+nY8`r3N-rHlBs#U?$#M1A?`x_SPsO{^Z~ z>sp1KuIdu8wx-nC-&~YA_?3TbOF`r*9dj80OtY-wrG@Zt08#R|r6cp$JUJ`;`!AxQ z>q0D&m#8P%ZhBHl?NA5TJ#F_^`6Pns4yV2sPB*bk)8(~f*bmQaGbs9yI8v7t7d$i5 z6>r0Wkc=2|7fZzd)}}tg@BvXe$y<~l6SpmgoCvyD$KId3H>o4OJ@duP4Tquz(iuET z3U0UYX3lW*|H<#W4pFgZhwny8QXrKwYPhcF2;jczN2yIDHerlzthdagnt6Y3&9B6m zM#7Mf;JHvAgsHPWpZX0flolc2LjW z>BP?jGlUL*mQdw940a4S@#qEOpHHKYzv`_bC_im#NVal(0Xg{`9#H^A55O69Xk)TA z81(hh{1w8#l-Jh^%$=V!`k4#e871i%l5?N9m*lm7uFD^$_uZL?JNkP3iDRPfmskV? z!gKi*Q^+sLwmfQ0$e@Jz?*4^4GEO{btZKISI^dbEd)vui-m4`EdOs!?f!l}y%+DLe zEA5a#)byLt#OC`jJa=AqyUvo4K!l`D6|m12{|UBGxl}Vu9@0Zaqdj}5Nz&rxjst*R zn#jGBgURXHX*$0+yAM-)Lll^$bD7fli3R`JeQtOUybddi=Z}#4QtylVehCK{np`f6 zk=y`=i!!oz!Fl=NM0#%__OoOUE|ZIUI(my5hVf%FC{)oI8`)=ip#)w$8)FLfwZTmR zX|JU&>jGsK+5R}y~@%ALDGXr-G90x+5bE$e! za_Oh&%kj@bH#6OjQo30$H=wW|?-$*vKx!0$al-Cq4*%dyyQ702VK0!U?xFijFvlzN z=S~1l6o6J*{S8X>3c|;w$Jls2FlE({02WMd4k6ZPbO-pcfBkP>j!ORLM0vibzg|w$ z!)>>Wv|Sv>TDOWRg+LsNO5rSCBM82S9i}OPO~ZH8$NBwwvFVgyF8z0 z{UKz$QXj90!|P3&y~8kDdrQEW_E%p)6<4&t?g}X>hz)a7I}A5b7GLln00U!dnfQPM z4m9gX2Esqp!*2ZQhRKhvkfZX*C=OA|ZHCDU~fsIc&zw0y@^4i_nB72(1qgDPtNV*mZ{$o=GfZ>Tsa zE<0Jio39m6vw_lowvoen!OS2ayI^$5;^@|4eZd#9eQ{jbaoH%mRV7$jg&A z17QQa8hJIhBGYwBeP9JZ?WaJqSYsdISfc>NAbx@0D=HC8R@a68RlvOaRH-RK)ojFC zq(LYEW{fzXYX{@bY&%6>0mUqk+s>y>W0UOZzaQ z{gI#uIOO|k+*a~Ivvu>m;OB}(&v5a7*;S1*X4=WQMJE$f*mf^*4(({y9X7}ZH>QxY zkRKiZGUquAn*z@}q^VbobBcbur#brF3L?Ag;#&DbB%SEVG{)z9E6}=!Q6($W(nFQ2 zr7fJ&o_bI6BhbiNX`4m@wG;Emksn;Sj#3SG2<0lER@(v zhc)(~A1=zoi9j7$7kWPa(6V$;x=-c<84gl_edFl!ZjJ`18o!#PJDR7P;#4+WyQ#U({zae z=8OOT?U^X{oc0Av(=52GHJ#>>qV-pcU^a>NgPZ8lV6lR!8ElwhDdi9o5oFeQ23T+d zqoW^87RIfb`Rn`Z0okIqod9W`D1S1}Z}_&6;Xv&U9EAWron}+y9&RM-*LpE|4P_L- z+RQ9|@S0G0fV&J$;4VC|(>5ke;mxH!FETr?58u!wsEb;?SV6n_R$>=So9IE{mPw|> z#Sq68{$&l`3c&jQeWwe+k@Y5*4`XthWg+$ z%&$TBQ|jvq_m!cCF*P3R#@t`T6jSf?8P0MD9?h}Y7dbiLr-qpOL^x%ZQHMMfpB+tW;*AH8w8&z1Gks-v<%v89pPb+L9 z+7s~qqup3g@^eg3;=a3YX0XfUXBa88-CxKefHq=lHT&>m*|@|`1bax2GAo@)Qy)f< zQ_UZ9^>aiM*CmTKo*lTBP5$s7B*g?BT}?TUYs~&@6U7o1K9#;rY%i!uYyhU&`-=-a z7`}i&JW93`q=onB!Phpw$Cu`ag}nk8?x9s!%Cd-t$Auoy4Sk6EJdYkMvTDbTY%qTd zff8I*JuUtJ*~V#S6?MvLI7<0RXWF7WB%)aUQ=H1R&}Ki8bi)Bd6l&2|mvur>hG6U^ ztul_R08kRPOa|v%V^}?*|I?foLm43)nI2>iY~Vo5rd(|G>+nfzVcv|`L)O`ksi9*2 zK=G0>IVT3vEMh1BK1Z}Su!;EUl-~wG|HCfBLJ-wXPP@oYn7F8J4N&(yF3_?Xo<38O$>x{jEXKERLJM*CH2;bhd+n|Tg)zs zWbLA%YwB6vu*EC}^Lli;7MDK<0<;UpZWm+3uU;bxo?ZjEqpgugvr4r>zWU1vwCRyI zf2sId`4E*f9e-Eu0^yUVP0PAI5iIKyXry6AZ@*w8cTm2mcVZ=P&#*qlJv^1DX`(v^ zmWx00>BXMxljt$1EB9;}4LUFx_Owzf4ZsO+@9f;e{sF@U+GXICdHu5ZBb=NqJR-D_Oy7=* z=JuAP98eZT2~^4PDp)4rwsii=K)28IR3#O1wx8!2!|v6#Kn`OKy%Sf$c3evCs;>@* zX3KpooUbHiP7YtS8QBw`?`9py;>2h&=t_)9CRgc=raZYlqsEdsOitOZ)lTI}nXR(6 zTcsQcz^u}jlk>iJbxcZv>Z#eP5i!# z!di8rB19Hy;zt%7g#F23XbaS4AS81938xZjK1xeXnj#vCdp?^{7zQ`mj>NB7_H-c4 znO!Pxb&3AIJkpR%ksNdeM_YC#KbyQQ-x45-)RH3b~PsjaCU zE^xlpq)AZWY;LE^zqg@p!!N3hc!9?AU!I9UiBUGR-$rlGVb$6KYxy~Yx@#}?PmUyM z(rOggnM0875;prK22PFcTkPKYh{z&&Ocy3fqiHYt8BKas`xFqIUK+Jg{+7i1d+#>R zRIvLbA;;Px0mCZ@F$VKJ16G3_)M^{({b4RkVwNbTrZk-gT!?+qgmG$4WQ;PLQ+hA^ z+rq$D(7g;tmu*vp$7B_0I-I<_s0&}hu8IaAPmAH24ZG1p9Q2 z^s{l{w~D!RgSurQokitfeTdc>pSdnDdQ7&>g$1e%eJP<-nz1UiB%JUCa>MQh%yf91 zQ1z9rwU^G$*ExaoA~%J7cU7PR<_i%Bm9y8OS--ap5)NVA`k6&ju(aD#OcSarkKw)D zR!-7QeG1Adq{rdsZ2-uuc|6`S+&EwrdPLgFNH+*n*qLT@-bt7BXb70ELy=u;?mt8I z7BOgHf-LU(83}vcwq+;#nc*s=SVqDhPQT~NoSCtN{?y$KK354ez^BYZ2YUlnwf-h& z4c}k}lrbAL9q$j2a7e$|8&?yr9F`~b>8LtS{I_AKq2no_BBarZhsfI=0uI!hS5kpxH z4JZ`4(Hw+0`6d5^9&$4{Kmyuq>z>foZmNCh!Nb~()7f^IA{$8#j6&V}_K&8VCKSX{ z-1VXbQ;JW6ewq__#RSyPkzTwbTt)CR|LxC3YE#}zx*tB+$#X2G@IgRopwgxS0uwMhn6Vf!+l$+z>qY|tvL$9wy zfDJ$S`)m({877(}bW(jSg9*9DWKy|kX`Eku4uI~3<1yGSqHV>&l zBtL7xy_HkA^i-oovL@k6!|Bdy+t+EMi+gDajFT(AgY=Z9%9~Vr0C`wM4{k+OKp{## z$hoGDKTa{eRQOr&qRwh)0ZSZ44*>3o9rK_0K7i{8F;Y8)1@#g9Tnok_fA9DI`#MlY z^{NVGyp&s((tW*l316vo;Cs9SNE(GN5n z=?Gd|YYUdYKgWMHtVKk(bB@pl#dcuqPC%fDJrF6&Ow2^j46N$^DMsQ4FkO*8v4&yI!9@`ccF(0R1r{IX{P0c zIGLVXnh%M6)L?OrktE9z`c`^gHpcUiMw+qZ;@rj}MUE0I2}wz5I2=qDT@}aH1{NGSes<1rP|sd<=2mIg6PiLo+4c|~ z=W_l-pD@au^uj-@G8+5B%S{yWf+TT3%iMfQ*ylr^LXIH7O}&%86a@gcz%x>V&_^fnE7fEaOF==B2&b{{)s7GF z3GRSkI14i>_d!3^7;;Ka-91)HiLZDF0Xb)>R->*x<}7hy7y@7A}Aj!xSQUo zvf*gUm)M@Mnu|unUC6k`g`NR|DUHb3Rqcg8DE_mj*dx zXIV~qmUcje4^_d%v1mlkuG{BHErKVJ-j{qw0B7A3_|SbAYV6Di*HuAfvD z$QRAd_YD>{BCK3Td~c{i+q&QCnWzD72a}?9Fq??=>da1mX;dTi?;)4KSm8JeR+M!cn8Nd`PsNU_jWxh+|DiMi_o4e5)1Nw%`gG>J!Tp{7=@(Hawc81Cs^xJVX#z_Le|gz#}nFoeH8<#NmiC6 zF7qz@_9KeL=XY2mM7<7|CF@;NzF|kZR0x&(*lT`^B6|b&4V&~)fvp%VyxJLV=*guM zs)rlM-g#PUw$X$|@zqD7ZZYiVZrt!KX_kuV>s;4rvQkgjkBfrSO9TpJ;-j6WZlmAUcgGnT!&D8(akAC zT-x#zt5BbkSh>69IC&A5kt6XM@~EZ5ILXB562c2z+kH#4)?O&13AmK9ofA#3m*|>= z>|-A>lyH>gajo&nVn!WdCAv z^Pp=7-Ix_a5lrD3+P@ixVqd^F+lcYXnOrsuW0IX9UAqGlp>&Vh%%0Sw33>c=qyQo% z$-!mdHDVOnWSvekk-Ps>`+T*0dt|BA%f!U_*Ab;btI&8516m_%30QQ>XJLnSMGyU) z&(1FWyR>$se@+rhv|W~J%sTGC5-8CDPfYn5YzbKx14IP2&{C)ttA)Z^S{v_!9(Q~` zrVib)S<~e160h^f-4F5&)~%x=WQb(C8-n@7GTymZjf~qkRT3NWT`*#FYhPU~Y_p*@ z{Y%%9ylvqTGj2xHthbCCu9drga$)01u-|ic1@eeQhTtwyWg1kjwPmeo9d(+c0dmM7QH~t2Wy@6 z7^;(_mzw`%Q`dz5QBV_r3=lgl$)qo7(m3Xcw&l0VOe{6lJPs6HmU+)zlx}xoz#sRE z5}r!j&IEtPuRf&dMIElBQmul~BTvEjv*+chXH4v{wSLobDze246AdPK|Nr|T=7Zta zY^KN!uF`@WG~@aZH^u-PVKuTEg;}V|2mxHyOA$Z;Rtyzd46@rld<@s^j8;XpG;G%} z4$@z5KI1(}U3cK1>M3+O@91L{8FmcU<19h{^i}Y9HC{@Mz4;PtC=uVZ!FT!)*Tv0P zPWVs(kl8-S7etbaFfb_5!|Xgy{65!na(KXB|3g zgVhodTWBX(j@S8Uo%R})do*ZnU{`jj7%(1mi;=neaj79^bzNN5C#E=#AS!ZB`#*y&2C1=~4 zg88<4U)Ke^Ds@6bQ-xWTu(cri27Uf1*2No8HG^dnBJqHAS^LDR2Z^83F`L*F#Ed_8 z%6OIkBv|kT1?C3Xi;xuNjDY)_QRmueSm$4PZ&MF4H#}m&O&Vn0b#`CWe4|2WaTVNu z)Yn;fG=z!l>vfdauX*|)%eh#OpB|Cw<~^>4_&z#PjRp4FPyI8J!~o&Zh7bO6kxE1> z+`GF#K7Wd*qzMM?3(j`;CE66pL;7?Rh)!|;C;_u186+$GCX%9N)Z~=3Z*Tumn2D4` zgLKd%^CYHqf-6XXBqCFD-xD4P3TkKkCW8Hy(G?3v5~5y$W-zoR{@xeFBBDjb=!ng3 z%FfhMXzQ@RE1S{oJQsTVavzHB%Dn=SUCoMn@DfIv_e4x(5^S)*DOS5yhE4Thv*ZhB z4Boryg>A`>lUI_aHOPR0$-KJ9uWC4r%6q4*mEICrz3I09v7G*~Eb#Dv_{jdVzdhc5 zTooGnz1n0{=KRNk_&7{B5S6x(YjCbA7YmC0G^hs)9;iSqlOSps$$`V2)ldZl7M|N{ zX!>h6tFlj59eb8+WT83Xm+`eNs1x;xKJi#4&W)%EUE9_&q_BIElQZt|d@8QZ$mY?h zkJer!fHUR<+tESvk9}0BStHsKiu&IZr2~DAMMw0U<`8pN{Q)%;^ami}aMqWDa;WJ= zDV_*9Dj-hQwE>m{R2~`971PkD($R4M%NC(BuUrm_E9NA5UQm zbCQ;QfcfZ8c1;ymeW~0pk(cqQr#E;R+`p*-*-1>Z+gWGX%&AzvXN)y~A@BeH7i$_# zma{Kc7N!N1+@kL;mx6^^BWwlt#}pXvA8%IHADSW=)SpY_K<+AP#aVYD3|0y~1~#Kp z-rSSUj0Rfi5jgTCa=AT@Q~JPpMX5hJBV|?Ue8QVl^YZG^tEjYR`n6CkhK-5aeC31Rq@)}_A&IrC^qA5=DTha;0+S5q&kTgQa>dLS24l1%spu7{ z`X}aR+XgC~{$a&-<(VvXA(oHztYE~*meKDLaPwGt>LMtEzt0JE&V!J`V~h6SB+wTG zVTstjaG07$kOPA@(%-!=qy#H5F<{XZTfzJ(6#0ya3q>y@d1*G#P-%fF6mpeeV+@iB zsY`9*`AjXCYbkb`h&wt8q6qfpWmN9m;J8teChmB6K7L?nVk3!0{U?&nk;DQnLXA z0#`6lIkX12p?1oGzwv_bpAf38xV13>Ydo<}R8IHvcMbe?OL&F)jer-Zy~@w(+>y@i=i1E6E>%S9#hZ{WA}^H_xJ!EdK0{kpdGGvHK%dhbuq33jLG5>=wP-S zdnVl!wI+Jiegaxy!G}PjCOGx}IBnfl^%%X3&BX1ezDIbX&JXWEcX=+!uvFLLlxf=4 zrl8>|jAKc6(aqbMRuBrdY};Cy!15(-Yy=* z!63i{g7f`|9c$^>@L8c*+Bsl>AR?Up+{N(>cdGXQo&EkwT+h!h*)%sYeNt*)2HW*$ ze_eB7C5@gnaA$lO8GlABoSSxRo-kCB_g5_*q49k4?DeMz`X!>$Y8hyQ>ZqJvJ!Wl< z&Wjh@cxCx2l~vQMx6vamXha$Y&KMkDvs<(l3+(QJ9 zfusbWUCpbynMpqQ&U_sHy*F*sT>Tuba9qCNvK470F^9c40009300RI4NA*?~d08EO zjR#3$n%?Q3FZcrQVQ8EAtodmBMSREB7=r?bi~Ijk7C6T(ThxW|XQ8V*+4jxzsRm#( zrM8e?ablEY)BZ0F``66zY3}+H51QdOgP3~1IjytLn2*y1?0}^_3KT#VMWm~|SWKL8 zi;QAsj9>+(C`P$h==5~hSJwcnzjt#Tun5r?FMW>Zl0GLDOf!Y6Wm)~83#mEyz+lF! z;kOpiKjj45^`2 zD|7b`r$O6;_K@+w`sAw>Uneoyq2mKUS{_--KoSJD^`)pIR6W)S$zo!nl?}{Cs5pUs zq(l=qW+{&87*D8o)Ga^fA@$)@Z_#AyrHGy_!__`Q@^xtwIVhLnKe6!yFbSzwOBTCs ztNb833(}HLu2&QPkTmiUnJC1J*N8_E`HietuJHZTQ*dAE`uyZxE~m8R5)#A4m*`#T${OSpB$&E)0!?`UB9SVg%Q3-W*q5@T>wS__l?!_Kc zVA{2!lGpJ+&N4Dbw4rzj9q$BamXT9GIQEx4O!1=*(0GE--nX=DzKWt(3?en#>1OYc z-a*$)KZApC^T2P?r|ceHdP-*>`;X3Q7aP&fArnA;q+Wc@3HpP1^%BN86=z@O~*SeZPhVqDa?K9VMIoGBQI?pSWxL!7Kgno#(gZL#)j^|LN`vu}HIe-|faa zaa|yc)0dc*;1XP+^LaBOZ5*%MMR^crW*+xD!zD4eg!^ASnC;ugHXhAKsQeSqE;SjG zEJa>y$|UxQmv-KF7K8X`{fT?v5VC%94oS9_?Wp%Tr*l4ahzA@(6FwMV=jQQ<`M*!T z-Gwe05u)abg{-hCqElQfS-by-zZ=u1okZ9XdpK^*@~diHv@>`2&(|t9rvtdil6)jL z&JTKR7;&M>Lm_hY5dJ{JC~U^noK_(l$rL*{Q{Z`cJYD!HPbVvI+aN9Z`&AR^cz0AT zt-}Jp)#nBTIAUNA#UF+3-u#}pCDkgpfdCRj2X?1_`B_L%7g$YHi3EEb+mnpFgK0F` z$+(fg-z7Ei*e;2x-(wc*>`;pJx#M)Np#e@xQK}Qp@lZg96`Miw@HF0ig)doH%t(@v z7G`VxnwFSJhHup*@+v7DRYA0PsUUQ;;E5OWNQa%7A>65bbTigd6eIvLi6o=gT^_&p znDsJGH8TuIi&hiNof%Uxs)%{in83;f`t)*A8iO-%Y_g+QU?EYY!3p%x20|Q&%*JIp z@y-C&>UzA|V9?bfP#9n+>jhml0A+f|o7Y-`2VH<1UU;*m)Xa~vTMe{)D?#Q%q@zQI zxNZWcDfXZQu)d*JmGWy*Sha^KCee8mil|}!K|c(1rz$MR?Yc&3fsFM68j2ed8Kc}m zO6gd)L$4C;96nMg42c~X-Xc%-K6*`mw$?h59nYACT=g`vW^yI>o}4)U zHft05Rt&WkC4*bN+B0`gJTihy|cTLN(-eNjWrl+7HWKK(WrmJ-H`)>~y1F9;cC`VJ%quf&|U|}ZA zamHjDujXNYE@Qn3X%BJe(0_o~0bbsi@osDR3v_l>#@D#vHT~VwVYd>Qq|VAhMC)k=`|#-p9hlgH`m``}*py>Cug1kDIg78lh(5cY4EJH^CqKR~xD1Cd z3go5}Y;f~M03uIEub1khP=;1*D}GtKICY*8mWnJu3thd~?dRKkqBjCq@CQ#v6K5b< zmBup{g5%qWwtbBy96dm`ej9&@b10&=$ST&3H7C<|C@Gzu77+G*x&~wV^x4TlH{0s+ zd=!N8S8%a#^WtVaF9$0{UO`E3nTN39eBWQX$|NSCKHRx|x??g^j_2~aHtKPASdFf) z=&5p-`z_^8|I?XLP4+FBH-@AuU}g(A78uKK>F3F2Dx3ns;i*|t&y+Nr($%~!ro$>M zLd4{;z@x~!k`I=!BiRe*!g$Uh@PX{Oymbp?3UU?Uf6n>2*rs6HW?HwH3H!w6cf;v6 zZGVNZSmMm(7P6@Ztf-%_t%F3M^Y0j>Y0Kz8TIb-nxA?Kx$xsmk$%+Br)#+cho8P|M!xtwSFvLn43SimU&Sy{>?PiVg4WJyD#5dDrghB0Z$% zifA1KtK6kW?a$*hb<0Ai4f)dFZkOgFqXVw|F0h^$-Ree85Y^A4&R4e}l!A}0o~0zf zR_(xf%T19OstUHT-m{x$x#1D}=TFDn7)O1Tc4G5MsR5_uv*1e!+zeo~jYc}tSQwd| zS`(Diytss)22H(iYLB(;K;9%af0kQs|15|4EcsIw2-aT0s-fxvJ<3p~i%C&~Q-EOI zHPtCt9bxn8lv$7<8#gUW;H-4dl2`Xg2K)Y@{IW(w?vZ070!2<23RMU6nbo(!%FWE}fRb(|M^eH7 zWb(LZ(1g=noR~OSH{yIPFP0+8sGX`iPlzX%a&tMpD(>#pQWI?qJ$cy!47R}G)9aY? z{i8>HYsOrY%5%+`89^c`oxOrWNA|Yx)YEk5h8>q6ROS%Ml({D2SAf!=hoDev!FY0A zkyg=P%Y5D6^}8C|Ecu^b3AC2Dns}Enxfoo!7rb|qN*GFLijc_C#cl5z>ng&beTa0*kA{QV3jNPk%TG=e%0O|**N}eeru!FvDT$?5zfPI%edVhDyE*jpI{?q^f z0{{R6004`7X1SWja?pltz}=-qM(I|6wLEWu(fxH<)UQr z;;GBvv+awdTx0fp+sf2*<~vFn9NR@V*Gw5rywI*BZ`i4MY| zi-_K|DWr2vSb*vS;?Af=BZjmpCpk?ccn=K7O!leF<}#CAm4~dX&$zI@d{z}a&(##0N&@f849E@B17Yl1!J4bauN81RO_ux+r{6tlra+7J#I{C z#jRpNsBsk2CE|%-6bgZm;4(fj+kCf&gA^3rgIfj`FDLI6uI1`_b$?UCpu8Hzl8>)C z{S0r^sLHG61(h6Is{bl{P@HdJ0?~i?2`LaCMZC_ZB6zE%(5w6xxR0=)1NYJpv1<^0 zKm2xa0h33w@!!lJ|LVY<#NYp**i{-|^m6uEQCYR<8>AFZ|J5Hta4-8PjWDmdOkh}D z&FVf07+xTK7Dy9^oV}mb^%dK3qe%2Den~nOMARm0Oj5@%$v*=}eH-DU;vH37aDR2~ zdflii-2AC`+3$!1w!EaT*32ramKf-n*8j%O&Z%8{`Lwb$j1)W2IOb731WT$W2}mu? zVdJu_cc_j$5%@m~{5St)Ke7K>38ve?VN&lsO$Zna)Qu`tw^ zC;t(HZQ6E`e+r(_-YK;aW2UjCr3j;&4bUCO-F2K`(pTS0gmOl4N%4%^m9hXTpi07a zu|HhL^;cQkN6Qp&E~}`JA702~uzs9X<%7d6lXP)75EO739a|C5$c$gwBAWkL!zy6G zdHcc+BbRt#Ua~fTVj{FV6@N>}GpIK~H?8bEUwiD4PWc6M{e8fA53bcN%L+83&LuPw zbCBtFUz9lv`#(KL1CMo&M7`+Asx9XrG{#-l1@bg4wKV0F!Mx815UVGzuIeT|u#UrU z$cO-jXbYx786~f{Hb89DL(eb|5888VTJ?XU8i?~^;anmd1 z_aO_}F?%_lFL8MO6)5I3wOzt6Sngj}9g!a9 zi@AUC8ZmAo6JtA-4vm9p*BLnwI|dHc_(V=RPRzs<~^VF=1>47&*4%z z<#9l$n5vGIJ6Bd(aRKuFMe5U3WgTq~Upz_Pv@Rj$CIBIQHyEnewtqFq6fdgsx(X}o zPuXL9KZq;lRSho=!qGp+lHq3{?jE9k? zkEev&!c%wv&9(nR@&Wk5@nKDj+CvVy=+OhgFT^|JAHyizw@ZIQ$$9EzRHSNNoTy@| zxW3Q#bkoOe7n;TZ0T2~Rr);nZQe0s}luSAuH(_$ZHUZkPIjF$N247duhN@_w^2u-= z9d)2Msw8$)V~k+_>z&E&b*B4&nSx=L#=PA_Wx}y^P?b?!myiSJ^jzR8=gO~ z#pnS8PF4%w<*QX{QE-(!Hkj0Bfw~Zrp$%>UsBg(qTHpe2fKYq6v22`!R>J_uJj$rb zYRSE(J6sr8bZKT>bCeKEXkd2ee`?-w6NrK4t}e72O>D~aC6G1gTIW0ZebRENr=kbb znn?6JmbBd=3>m3{D$fM(XK$+bi$3$aEnoltbB`wS*l4{_gZTL8hOb!%rbkJfP*e z%{>k&YE!*vIdNGl_F?Mec+`#&fF)EGx|dZ6@9Bs=n%UV@T+Qk8u|%yc3=Fr!vxdBb zt^XU;MKI1tT~UoNbWgyPjBhrd-E>fB7bw>NY?LL3%~q zz?lP5eRW0L4_yag8{k-MO6}5#MB&uF$CnC)m_?A+q~2KuFH4GfVdsMo{6(sCNPK;R zZC!6b1yl#Rfg5oeH#Q#3^NaTz{1J4*eWr0+>>X2Tq^T7@6Io~6j#xV ziZChtY}j4KF44CsT#Rafeh@AOW;o>*%d{jLZGaX={j=Nu`Nt0`muu3p)zV^9@4u7B zu@Zvh=`6Zn8eDLwjZ+2^K#TbZhms+3Ho|UrnSS8ZyNqmkZQlPruyIAob1@8_u;r0b znzxK=z8O1{LNCXh56SDUHgyPjBWO6`yN3_*qx%fm{pRYMn}BQdN;XQb_FgZ7#40v-1DTQD96kIvjBpPkzdh3-N=HlL>xE#?3HUD#PVxuDq*EkkaxwkkW z`o`Z2a+VZR)2;`%=bt!k%M@J(sI{wi?exZO+|A1&j~%`jsZ zqj(x|`l3MlJ?Aj$;K7Ye?L+d~PpMb%w`nM(a_EcJGdBb{h7}!|6f%EY0ozt|jtW&S zofPiXY2H!?AApe2{7;HwHrA|WHWhbm;Le)hlgCP5U3TT6Aarbl(7g!d5~UV6r51Svn&sa{dM}9@VpV0 zi%6zR#vIy29IV_yXt>L(H4p@F=lgS&DsF2PIaTH3!&G+kK>>rc)#!@^g8dkEh}iTq zMqa`@3RX?c<2B5 z#E2GHyZbOLQYA>yrUIg?L{(I4;~&TCP;YlKy9-sWV6_1=owa%0Iw)3I1bBb zJwH5NuM!CAbjaQzH7K|I=*BF@_)cBf!zM~*PyJ)O&rPpTMi3a2!Hg5*a17p}2&hFZ zWtO;_o#OJ#H>b-KY!284a-!;dp@NiIU+3jU0gC2;%oB!`-;Y-vHQ9#N+}LkC?{u%` z8WH|=9bY8ol`ck*kQ2uBqh?zX$Avxm8~G%Vm$#_-=B~;2l~&Wd1k>SgN@wYo9*Tzk zrDF6qhg^pp8AgJ5Y2v)6R#kf`#_V!Yg3tHWUZnSWb=asfd7sxj+dtP=j3yzoC0Y{$ z3n4A&G9`$rlv;cCUjTU>l;RYVv92fo>7n0+ev5wSrYX|5SjT;b;%+flfevv$T&4in zh$sLll!_Y}A)WwT2&pu0@Bu0a>eL9zJ5*`FqrVu_|NctiDrbS(0*=x!AsXQ1NtsyF z2l#)Kl6L$G4=QN2LUAY8pXkrXaSY5fYjmE_mFMk{sJ*=;txn*qO}`ZJ7fQB<7K@hN(E?&YfT`N zu5OY0SeB1fP(ki}zsr}z=!2nzAX9k|=Ma9Yk%+mM+JSIJku9Gj`&)d>a<+u(r{A=e zD8LU=d`~Qc5v1cxGt^T}q-G7gBDM|+7@+gWNdKN?qw&&F_Un)JTQk>KBb1u`6VqM0 z-)v;r^@^s1aFT54k&GF6EkZaGmt*IK;bn=zs&=l<>=0%vYVOgp!#T4QXw z68MIcEId;n*;EZ!)+0=LI^QyB<(Wy&#h^mBAanV zUVq)xTHHH*$nz1)%8#-PTe+^4w=UG&M$mR3*=~SJMQlL}{ z)*)<`RO#g*3ChfEelVvQOlxbOxb-u;Fxp$;Q!)VerCB4F?x$jB+at?mrRY#BPjarC zA84f*Pc#~hgyi$r|Mg407V2M3#^aeTM!wJ1zhp$mauDPBGu9VA*wO>~>c%ma{?($(SRTO?1DEUn1o!W3A?|PRa{#VA*!B-vSrttKKndce#x@H-fc>ePaFvX*F9FJq9211{t2+fo& zRL(b^^#*^{TTt>@D4PSxX<2hdQT5}hOJ$DdPJ#&p0ZgQz*cXUlGaPMzrhfbqE{fcp z@(6<&B7a6ued$*)({ydmY(=Y2Hju}eOWQ_MR%kt%IcPW)g^PQM+9+)stA@{z^4efn zSAb9b`HQ|@ zsZosqOAb_j|Aj2)(D}a5BWh$^h1JDdUV0f7E3ENTL#%%L_mq*+p90wACeAAui2CYPIKQ=Z z=O*ri$@iae=A_BCwNdu-1aiz&7()(IzD-j_P+s3+qP#BGGBO7C-Q_|H3G+v&6)XOb~=b|p$3j-DD{o_MX(gJsOU);!RYF!kU(Z7JN zeVI+sHN`iG0DDz2k~c4R7Uuypl_T+BPgER*B&7) z6i1L&DP#(8o0DLroIP0wo(5>#_Y8h|tClzjXaE2M000Vikm3^GOF8NB`POg-ynqt{n0M9%;c`4Yybb`pO0!C88N4@0Q__wRk3U63gI?jV8j{@I{Mf% zEeJ?xuv{y$Pm|X}FX$wh$AUW|Xt_R)P*@BZg-X@d$vM5A8Q63l`F`>ysVM(fZxs-6 z!+}=mvRsf3fipgoo!;pQ9W90!m^B}~_mLVE`QA*$#z0}8Fs5g*uMlU^{p}kIR}6!d z;=^pIn+^OdB`kx%&`j{EUeNWoD&@vk2a)3bko!Bejk3a)oX{Q}a#lKHu-%~TC4KL( zm`W9ri>g6d5iWfKR1QkWGA2*}KUP6p6BfaY{_l-1@6|v4G<`##$w1B3qf64Rr!70p zg{KO*PRRxa6ufjw^!(HYJKt*zoW;NU?mvi0!f$wg654evlRPC_5QCK7X+_K10&LnY z2^Xa@!btKs=XZVGN??y9GMlmjLA868^Y*nUEp4ku5{aDstV&kt zUVsVz)_43p3T>&Bx{D}$C>qtEPQ+4K$jyj1HA^Xp=L$;~vgllhdw7kE%ytST0KZQ29E7*yFWJf%bpd&v&+Vjhs5@zEja))lJCD4pz zl5Fb{K%;#{<~DpHxJ}+0m!El@BdiG9=U%{=P!)-Z6-qnvf$s-tMLwZmtEL2#gS&F7 zW}yARzIy-P$FgD}ls8X#}Be)dx&9SX1(lglE?OB&wnfaz0s6LXFm^h6=PyovjMLsN||}0G`Zs z+`X@On@+fywQzt&*b zT;9*)W*D&|*WrJwlUg@%W6t1KvkFZb^*Ep0XYS~V0UqvW9K%qV>mhp@_ltBOX&>45 zfA9@{4%uREaOnm;NYm|{^W_^HS=d`EcSZ`4tz^{1&%`|aw2h}2s`5k7T7ep zWpAa%N|9Q^20HN9dVFqmAGw2w89%n!2sQ)T$Nh6vkCVYU#e(F9T1(kjUb2Ck)m8*m zoWWQC29?;#l45Wd!xdjBa=C|UJA<1u5q_v0eGl@P>xTCp=euw${y>p+Ru_B5|X>S-xk~W|Ndw?V9>dbFXYq) zNc%;t*39OH2l#>(9zAYqZ~pYO(}<{U88V80o)6I`nm(KN{l@;n{`7a4$#}I#z8?b~r=|naJQ+P}nU;3g-R5Y6`jDZt ztTG?1Nk=)IJ=FrmM$C3)jZ&l$@kQ}HHH8__ z)*pR*p*BV-+C=)y1nt}L(7|sV)TSG04JL(mOy^#|o0bllzbh%6%khKcnL{^4uaQTV z{Ukxd2s6H)He3;cPnk?JK*D0QlJZx$ z2mh7uZ?D5~TT&~Zi~<4Y*Z*KddftEk|Lyidyv^C)x#(SqC+d()m-#vK*lPWOSn=6% z{O)mkf_!BV$mNbK%T#cDzZ2pi_-IBBzl`L`5-V}puSyQ0p$wd-P(u8;>eZdu@`w7} z9HoCy^B(@AU)CU;uQ2q4(>ca^W6rLWi?4O!LrGkjt0HeObV)w_Vlqmp`CYg-zyJUP z0%wST_<&1CGz3>@vID6jhySgM01eNbp1Jsw*vl<;A`ZEhy`U77safe6=2tYk9P21y zkUQ*R>ymeV8D#s17!qepp18CQY8zi26XLA+nC^wvxWF(AWJ-15qAjq>W}chwF8``F zI3?Uk7SZMU+oz$Gn(krLT^%nF@q04)70F$6D31m|P=&7MsALCjA$l9cUhVI&xrBdS z0b`t8`|Z^dkrkUj1#%O^A#KvB)@_`*bY%t7lEoWF+(OIGiy+8@o}c?FD~kwiPqze; zpaaRH7-I%`DM>_sfNeXOd-vA%a=h0_FYW2<^&9$K6vFv*|9ba8$}SyqM_Z_PR*sDc zvV;HKnzGL!&vvLj(O^bDM2^2;CVn7&dHYA{=Z61xnyotDR1RKOgXpVzesDK5zWV*9 z;`&We`z2lEW7>A4r@_OsYyR4-SCXWoVTaffZfGiu@Nk9XGwne<IA?okUAG z#1@eLD7=q=?N09lMW-@weaO$Z0Ti*X3~?c3or|7dA^~g|i{@ru)A^E(OP$S@e0k$h zPWa3rvz@f!(`H2I_JlLnR&{%asbx-ahu6YCK{fhS3-k>FteRi1<5xNcXx~J9vnLqK zN-)Uq3Cqp?&JzoDI#QO9c4Rj0K+G&v#g*fJNttEyb2WyAwgm0+vp>S5A2B5fO5SK2 zeiE#{M2)*&n+a|(Xo)1`9XwHH4>owrDvA7J)deKjPx9)(stT^lpyoxfq69qp(N1|k zYa4;x;+bC<(|>XD8?*IfpOINpKQq@k5&C^orNzT#f0k!zJgNk3uT~VOyC|zpA1(>0EKU{ z<2RifV*W@b=1K*iDQ_X!gNi<6G1P7ELo*`#XwtzxI$65L|Gx(L&wV5Su*#2^qiQop zD-dyC&YftC;=N@TYKz!P*`#*VHue%OG~JZ1#CbWjOt|Gt)k-H@Es`0Z4gQYZ|6Ei3 zXgPO68ue`%CqmLx?L7$(f0hy_pw#Iv-?1qU5bjxDBH&Tbm!8g{U@|=G*HUMihh2^JRP;~ zzwymV=%W%tl4$~#-fQ-my+!qgsnC*FE(LKz{uqc_dQo;mM1{1$P}Z-fNYzp6>mx5& z42Q-q+SbuuZMMf?{>Z=qy?KO1Z2~GTku;lhurO0T*pN5{8maYV;LP zs*o^!JK<;u$M_`1CfJ?a0VAHiiNFvqs_(&cv8|&b{pVt+J`ju21b92hn&-^RbYBeA zI7V7t;@dzBkxpv#t7Z+;=YL0y*=2{wE>g>7ZngpMUSIc!DI{3aUhzlf8ti30S#PQG z+(;gva}9!l*?r~fE&&UogEm2*zLAs1B@Z$eN|+u!tJ1#Kz=Dz)21oeQVX!$*P!@3H1vp;eP0{tV6%hff+|6}kT?k*ce~2@ zMt0$gu)pd4Ir+x2!E)2g&XdG^V7RY3e+XZFbZQ<@ey$0Yf%Uuw>VeRj@o;Q9RDEM~ zB~iES$%$>-wr$($xMMpV+w52!yJOqx*fu-v*yrVb_ulc|8>2?mpS^xm?X`E!xz^fi z7Ffctqvmc01%oh0Q!2JNuOdzKTS`%xknW?KwsrIG+1$=c!4Uwy`Tw-}O|ftiBd7P*-^7+E z!k%)zA6L1MwmN2Iz4H}|*I>cg<}+Nus0k>+zHz|hupDXrP$Nz}Bg8%dQgfd&pH86? z(}V;ruWnVRX{n;N(?_-#t5ne}7mRTXx`K z2&;f+FbOliC?WVs`fK1I9MWp{7?)tuVY-XpVcubow0>w$883SAZ8vF7X%w{_l^^eW z?P+TW=^TQbGlsUr4w2MKnnYBML_R!gq>c$Z8D)|5_ec96u3%)+!iK46Y(TH{MsLq? zjzbL`IM%_AwGIQzjbjkx1w~*b32#K#zDMM!Q~ZH0ZIg?1#?Zx zd-r^dV(07yXy?TGbb14mv=fpfBgBtEK01-zVu_Z{^GAJ+jRKK%Lfh@LGAQ#AQ)Z;7 z*mpUaDMKYMLT$6I>a<}LHd5`WiUjUHry_O0A2$F19O5uutWE%=XY^V>efixN2Em5=q58`R0lA_ugcVi$h`>l60<;gRgu1j_SWvwA|V3*OQb zY7C{E8@D&gwvAC9!=Z`=RUo$p?n>IO@`b-7p!sTv+*>mD7Qb}Qfy~@wBM*m-CwZc_ zNUGv+@LH6kzv4^RxGS*)iu>p@3iC%9jGq4P_tyK#cwa$f=W+1;!^& z;Y|LmtOI$u?9;Q*ot)^$+k{`3*dJ4?rDiS%Wkw!wP8+5$s6RKbQQ!eu`Pm1MZW}rD zOp<3NVkvKH1u!{;Lg6YF93^(OITxIngP5^fic+3WNvJG(77h_G3t_^`jksK~loD07 zW|az)(nn%8AR5uNkf^UXnllw2^7^M>Ww@gS#wnlvLL+RszV=~#_IcoY|KH(HI5UT= z(*o-r)|l0g2d1n!Vhai3VjVz?dWIZQH=u6?Rj!$4M3Q`v9=Lpr>dY8#JXe?MDzf{^Ge^?|C2HT={KuHroJL=?81bOt31ES{fgc@I$nwgH>H)?PRmX&`f zP3ZD0S#=X^%j3}kenLRV*upz9yLWC1wHV^41#kRhI3M1%z1lLQdr+mIRGA_21G)kl zXYhx`!u1Z!8JwBpCUJN*w@s6~y~SKNce&j-OfV+68v9x9;o-ls!KxOejg0^EO@N>)+Fz`6jA$H*DtVi%pG348HOIsAgS%k;=aE}5+p_vc>@d7uu~##(@b9B|z_O=h7O>&VHPqRrs7XEo>NjBD z;_MeTfV&==9s+QJT_RIK=-Rq)yE6<1l*EXMwGbzF^|8;r| zQy|cW@dwL7JQS>HmAi6%XTD-PVE|X~q(c>?pVG7yWXpu8^hBll=<38sb4Kc8eH%nK z06s#brAE#+*lGAzPqbB3D;`v_!K9is=k*HKWKoN&Vr|gNt4SrLfbIWfxt8YE-M?5FAThjWjdY)~Po1y%bU4DJ`!H4?3=?c@B)LV$EhBaj>-lkiUrmVpncw6! zHm;-YS@^}r)<|t!j?#F;>6$4{nEja0{ulauX-Wq(sQg4<$N{W&*7xU4%Ni<_ef z)2QSS?T4@WieJcu3s6=^oLfkQ$^dlKkcAbZdHD%yhy3EdUd zyb=#q`+9DS6-qb5hjjN6CfJwU`-c}L$mTAhox}H33ZnT9I67&%K`r=AOl5JxIKBLF zE#CCc4~^_3G{SX@cVEfKq+Ux_O~DW1fUe=g*aQjT{w~4xmmi1VS|!{|89@8!n--H| zzd;J?eNQ#28O={f6kl5RYpizA4|JW)5l#T+qnSeab=2o5<3zcRV~_*1x)!u{_B(o* zn!U>ZBrD-OyBi4IB+(2dt81E6y$rHNEMq#|Ypw9?_qO3)pIz)d`IlQ*zm9<3yb4+w zp1hof5nBKNs+Ci+;D>yxkAjqTZ0Dq`D<;-Up45iTDkOGu#PV{3S@6vmgM<*8;rWNp zbFGYiE@J?Iwh*}+znrz(jR*?MD>&%Ax`FXaUoJ@l0C*Xu#>HJ69p&1W0D$*i1YeXE z(Le7gSpfq&rYxbZh=oZ2;0vhSKG?bKhoc8ZrvPx}t2mN{BsNrwG^syBE6I1ojf$L8 zb$R~z=Vmo99$-;X)dt;qhUjqaK89D}uDZThAfrFbGB5Zp!eQ2X z84@@nYr8J_`-BqCK%N}EjtUfZ1uOkMu#GoN-p6T!(N%r`9EtZ7tWWIk(38T(a-=UY zkc5q2*sy5cu|R;X^vsVgHi@=M)BV9^ia(rd-Ys`%l$S3C)2|VLW7i$UOqAUHdQ6C^ zMGy_iIj($$W{RPHB#F-2_YSssNZlpsZlmmIac^_{lA&ylwtyKkssS5911Ct5t%*S) zy*WOGII9=OOYp%cZ9Z-O2czhHZ~99^{M)vN9HV_N2vn9kD@+JObQ=JC{kHRM9IG!* z5Che~LHPO*CoKn3jgV3KE-YK0F5Zxeu8Fx+ytI+lleWG6cJP}f z)Ach$)g=HV^&8Wj#b@M<00gSsIIsh->S(psaN3S{`=APgKFXGvY0vgxHiKmVK;=jB zp{UMH2v2SlkIPLq-pRwEauxu19?Iu3Tf&R(E9m%v_vQN5lz!`cv10qe-B^N>@z3FG zc+%f?Axd$NfE6y?0awO=ljj4MjNp6hcKYKM`UArEJSmRc+IT1nokupCH+nLke9p9` zE~_7KF7Ta>X!!WUN-3@iX)VU8vTaDshKcPjvI>4uuX#_2&5~&rIvc*hCvI_B*(#eFO+!a46?v=A(JJH?8fckwJ&6?;l*djp z{$e3)aAPy(K9HeLYas}h%)W_CcEPy)UJ1ATFGHUP0eVn*jDqN(C|JewTKe?MV5Si_ zx)L(@K-jCje1GM#PY_5`)FpJgyOnnl&IV006xINUQ69f!_W}T3=aT z9qWTz!yaT*?a7o~27n&7z9^x2*VV{|19=b9uxPn_LQW#ZfA$)bnVv*2iGkH1rGlG! zZCws$Is^dVWN@DzJQO+}QV%=hB4=4np5|N?@&d81xxQq&6Rm9`a+Eu0A#9ItV_d1n zyhZt#BtE*!9%E?cz9Ve&-jbE%qq5B8fXN(XB>`@Qn@&|akV^+m1-qk|R=|elDj*)@ z%$6ihY6!jRF{tSOJs>b8-utzt@^+UHMTpez+lW2$*yGiBdi%_qImVsTvZxC~vyN6Z zTx6UBB4t!4U|h|*?a_*4Nuzsd12h5kbe|PY9NMKZ&oa}PuGkct>_iWPRwn6LZqiepfF(7XCaFynB_SUAUu``cP zu#Q)EFhXL$ABFArPlsrV3tssA$}8m@x40GmwI+||Ht=kC)szYiW@d`P9oOh<)2!dfQ~y-^akY}uV-oc zp+zvYCI8F8Q0LVbjN#gN8*L)`2sheJkb@AD%8&myXTNkJLjEV>hyyY@S`Z%UX#rMm zw&f#7CDG&#teHBJkXD-uf=&N50F3@!RkI_EYYW`nxFl63`gxxy$@1&QAB;Fz%G z_kjx~=CPdC*~EEqrC8n?@k1t|gdEn6g$B_hQ4(C-*M{|cpU`Qy&!LU4|K|!X#i~Y* zN0j{e!Qr=$A$#pEfnc(tIju#k%v{@7uT<`in={&nvTb#qMnMz^eY zhfesc#BA#d>M3)~%{iV@wPN(uvjWcAzW#fL88S&>Odbx z?tRB+%We}Fk1M|`t7P(CXpb-EBWHV^{tOM}My=R+D)hM<117er%&Gz&3)KDf*Nb%g z!QL)#D2pu4F*$zl+`0ne09`Is9|UY1n*M{}#EZK(@!hi=|>x|KK;kZgTo( zLNGq5L6=+=u`&; zq@=?t$Jch58@Z;j@-!&3#dASmJ;&o50S3Oqmj5xdVZ$?rtnNb^pHH!mj?kQsue7&$&i2*5t1nN$q28W=+KUrsu@Yx=FuF5SSSd-a6D z#c`0jM1kmms}S`Sf#r{De|jgzLFe^d`lDC9HsifPajm6^168<#^?)UB06ZpXQ-4X? zuR$~r9X0>EpULRyI6>9nS1vl3a;cJw5$P8^OB@Iuz`$J_l{W0jnCM>3O4p?)T-NvF zx1@%6(aEZTuzFEdc*-w z5!jkgcZj1JxUKZ0^Cs=smOlAF8}t(L*UsHkbL#HcPD=>!EZkW;Djxc3*)ZxA;oT!O zI9_6risW#GIj_%CzZ%gtYui?X;x9wzO0nr5eJ}l0lO6N~o!kGW1Fs#PGqk@+HV@}E z+K=>2{~kC+0Hf_B3&ml$2X0L0X$Piivy?dV=l-JDJ0+N4_KF7DS@i%azG>EwE&(Qs zB*h97rR)R;ER<-W0K&ZFFBnT7b(a-Tdz!H7T#W~R)o8@YrGJeJ59Bb4Oq{7BZz`9? zl>ePBJ-kuDQ_A>S%DOJJ(q$g0GV~B;G1E!f0DoJ;M$QzLlITZKRj+1RubeA;uV{QloX`g#c(xo|^r+3n(KH6gfkNHlpqlvP@HJ}BNgksF>Hsi`r88&WI;Rg6 z3S30K21JYSt$U;jM+p)RJ^qhx zjoKQR2`Sh|$1Hmx(3<6R#M`}<&q5JZ;HPzYwWN%Vo2CnEEPn~dQ_5{5r9X&y-1A$= zT|iAeGicMK32BIIqoLOP+U*0OS!6e(#*Zb`4ChJ-&Ec;PID7tw7Mrr%p84Pj?mdw`|x2_AEve|`A8M@xyovY^p z?+WU7|KpW(xAiQ!>D~M48MESaUP|&TjLV}FOl(V+lsx_>yLCZA6oe3CyqjLO=06Ur z@Tf?=%7iXU4Y57+D4D0J&ryn0h=_z8nzQ)}>9Ily$od0s>kdquA&x_8R(Vd64aZ97 zFv^#S_Dm|sF7Qv4JYZ^|0iEP!wiX`(${H3xqPSB`R6qZOG^;xydN}z{)}EUS&%Haa zgVFhCwibmt0{4p@9#i_L;&PP+myE*v-(Qg+I$9YA1%lvXjY! z{~lGl=k{wWB%op`Tzc~_a{i6lK*35NV7NFD{*QC`45E5?2N$M%J!UL)abqdFz{V)cgWUEBv;`>a> zR^&gx5;7-sf0zCIxZx(_gf-2j9Z0Tz^b5?&)raGvH}Yx#G?rBh;?lXi zK~|9O4w|-vbO%ZJC?4}cke~~rG>dM`+%xk)^ms!LNFIZGVuWb;HA4If{7hGkqBmb& zp}-yeT+Umn+UdVPo+R<^Ig8BO=zTPmCQ=ZEW>Tdjp7y(a{SpfLxSKlbMx$1o+W7$9e9jsde zofRxSm`^QFLHvuPa=uXt{7Wy|FUkOr;8$VSu00W%b)*WkaFX4?2VoLiVwuSQ#w#qJ z{9VdcIxes7N=wQ&O?N@AUH^ChV2sT_V)qWqd;1JP6Vg<&ib$9VI2vd%Zp^E}(w|}$ zI?YtD z-DZ5)FTQU4+px@D;GZ=J&k09_DLmeS=2lq((&kehP*m9#;&Pm-xcWFZPeyWgf79r-&VmluKL03|8Zfn3tlD;Y9c)vhyzNfudMcNlVIWO55WQH@KhQnO zr27sGEE1e?=3wV;;$F@1VIg6{wtM{CM@Z4qUhpFX4Uk3>jW<_cfZF*d z+>`}+Az2Io_voSw-BQJ|IKW5`4$#%M$>eJdq0_VF%ln-&MUu%6nQ2x&+L@PYmf%w% zU>ZZCFpAG}5K_BAPjvSbNPkm7wyh*-yp>_Ar%c5**l6=vi%4OR*u-xy#=cSK4aX*vWcxT_#Q{tW

tiw&B=1fs!sm4<8n+tebAlj~3CnJozjGM&Mncx$4RZKF9_F2etHY!hr zL_8!4&zhGSS1qt>ZShf{Ny&nA%hfJ@A>Qeh6fYV!qDM<+I<*%fqY7NMNZz#YLk;-30;umNfW79>#kC0`Sl1DAK zD+P)KumbNEbPhT?%Fo?KEr=KW3pX_>(M)VG3LK7?v|$McX6N~jSavno8F#jwSwlFN zz}nDRYB?p_^QO)n6pCGW?~c~&M>rz4LShS`gD&KtEB)P1@dG{|7Xm`LIZF^|Zs&8r z9Q5pE1mbozlog=k)EZBN3w@Pt? zE!n;-#f`8u$RM{AQUEDq9_~iUm>8XxqXqL2C(A7?#W04w=mvn4ONEZ$$JHAB(pL}H zT)7acpTCQW*FE*|D@slA&b-hW@FABdvFF8~o#J%hcFoxmExa z(He!2D*CF?@SqC}8&Z!LpH;(vw8P@65eODZSTA5e?a+z%OuGKek$; zqKIp@v`Ym5_J4{bEzBTqG2~^<#?&^WL->EiWrjL>ITP91jE1MFP(p*SU1vY319`$G z>?DGG=Y>J{7||+U>}={Xbr5ut_-`iIByiSpCM_Yp)389S+_>CRHgXGlNAeJ){+kPF z+ii;OjKKoW?YkhJHiwusaVc}NCVg`GLaD4^sDvEH+w5sqcXOTO5~!U)cO=c=y@T@b z)3r$za9FNXgRrAF3(5I3{twdRsU11*;V|)0wn8E+Zq55!K3h8Z5Gw&mHNz!S?vHT) zU`R~b1_KkazqP~y?F0_-cYQ_1%Y{83n@3X(h5h`xBQIM3PZ^WlF4}90F}y%!G2a=t=t@ZUH~yel{9U7D|J`FW2kv`B4Zy2K)2C(G;d@NE*lS5hJ`UHN z*o}g+2w^cFHM%gx&spj-nEL`V4Q%WKcWl~vFmHstJsPu*Ay&_1)@2g;8wf&xP>93S zK9MyFX}#Fb_pf89W!Jkd{z(*yue)L7P^jE@a@psUf+_RPH6dw>K{}AnfYDcyLArVY zBQ?x=J3ylzA^v2GyY;*0+N0GaY#sJ2UX23pF5=)Qg+`Oy^bT=SCtjqS3Y#D`9c zw+C8w&o{$Ob*EVvn(bvG3WK2n?TDYTVZ*hQ^hzAFHpBoEF?Dv`Ws{p}D1C0=a6{l- z^>kF1OW+10)ix80&etAkL+U2{J%eM15&K5Ww)D&VlY#q&xHLYSb}SeEa32(T%l*FFkvO zt*yVAisEH}&70}AK!ydOaV0Cs+g#5ws&hwz?wQ}R=;J+c0g>Z+&nOB(n; za9Am3v2iBe3Ri|a5KtbFNMibGfRr(6v-G3H&?^T3NLzPn7$y?1FI)rwwLi^@j^6Gg zP}=3qVCzx5-T`1U;aRU~zE@M=w18az?#^Wn8Z*wp_XN5N_)Cd?;y?iJ&EkyOjKT7p z%~zxk#5#{@;B+*cM1I~3rb?X#0E2Bh>XsLJvIt5EbOIn;KTgA?yFpO?_9Z+2U-S8d z|JR(oYc6Nb{owTvuuz!+07SQ5n7|0|=To=g753~R0L3M~;J7dgl!FX?n6O?8zjd+B zw#ZjS`PYzA30+k7mLsj~U%Y*RQP6zEQ}-eW8w85G943sMkH0hg_O5#y07ZXsB2>S= zH?8Xk7O41D{_rKO_5WN#_S@(B+d%`UFW>veKs$k_>t9Nyt>bH$AW+IDFT;g%7R7o{ zo1Q5J1akH%RYE@O_1l}A4D3}>^N@nK+fyj@?N;kmemZaEuW$Ob@`X%zC;)ADuD<$k zS2(az;^hUB-e0T@QsC|M;oHZTQ=Z*N0HDN-CJr$V18Lh;ULn-O_5_%79Mg=T9GEWr z&nbgU@n?*p9RNgOOI#cjV|D*cJJShL@q96Y+)IN#Sh~S~W8!h7J;~bPE~Ps})4hoT zZ_44sjKzSeMAsw-zWZ{T14xW=I=`sYgM^S=;C~G= zM1~`;-3em5bI>qi`G^Bmp2PUl%Ym8K5C&;~skaT(!b;lwt47v0DsS!7q(FeUcP~`A zP&TMy>2A2#AKorOo0|zaJBU2w+SAXmZK4z@O8;!H${XB93n#hsKLo;$88t2d&hF4)tfE4_gz>Llp{2iUd&zM_xc6CO>kqj56J# zOv4HJ|~ zBCXO7K|wkCT#w>phS?V`aW`_LYbML*R2lF>a|kD}ox!r>_=mbvtUFz_x-de$A?0&| zfl=0`wtdM>sdaGEF7b>w<45;M)I6(6KpDhRg?-B9!8_h?FKDYiF1pA?(%G%QFb@p! zY$GL2bvB7p8W|z)(70uMZo-p|{Zrn8~D%J`z3F2jexFE9=K$2Ep+LUpmdB_;WQ0 zk!R^F!AaPkn$G>lnZEo9ELrNMpfAqgVN*;>zh8&(7wu!3whg->^@)`Ym{~zix~OqL zZO-+COkm@& zlo^t7l!M{ndq4XWQ=vVl%GF8{c6qgLef((@1J}#F;>D8A$)LSBG7FW6&hg<~gYdx{ zVLOX5EA+W$zqLa1&g*RweCP9#*pM&|&Jfi_>;SAs>+lBFp+}O#l+s-zOhswk^@HKq zy-M_dCuC6kSUH*HS^}Pcdm!DJ+PR5(c7r7YnUi$wWIV^S2iukO;PHZ`Yu0pbzYZY) z7Vb?u4Rwh4msr+rJuEw=VDB`u7}f2}%yLNfsCx&Q4?j#TniXLnXH*2ysUrukE7zJK zs>7SRu2u4*vMPg1vxm7|Gu!XE4d&m_;BHLC=9k?!wJB|mYp+l6uVUUOc$bE>(v)bG zLs#?Ui)#>9kARNS(`Y<>0z_$LKX7fRB!ac37yFi`Ag;ANaZkE^As&r1iQ>(KkYC<+ z&JX=i=d~i?HRT#KhPiVHb(nFC;}Hpx9mZ~NQeT#Epen;7w2e1<&d=;E{AsOg-Cr$tdI3`mFLD+8 zT3pIk_TIAtZ;9mf=#^K3z)xUJ-rk4!rla7ey{B5M2ZY03rOe)A7Pj|9&28Zo3)MoFmM>ABeJXFf)&+783?n0e}L+F@V8niDes#aT3|G5(vpRuzHa3Z6r z(8^c#81SSy+v9eDXy)hRUi%EmJO|p_u!U`-Q$Jqp~G!C1uFj~+dO&1 zr1k{Uid(1Kpp`<4q7pewD_ExbeV27X+s(`xIW@6ty~4Kkc5|goMpT z{}QZ3I>ONPc8-} zqww9}Mz9;kp4leLc9laNAgD?e!lzwpeE3I{XH8;6MfStN^MuUfz8&cO!woemqbkpl zaq9%vR(992tyik^g5eN4WcV9vGi}yLkdvC=?NY0>M}(1fwC=l032&J5(h3<1Sw2)~(epum+Bp^$ygUA$5P>8Y3gJwAiJbeYsf&ty^O zUSrF!N2~sj9TTwXlXxz}-T6?U#Hc(vAVK_`I%(O?z}u5p=Svl}yo=Y*BREBVf}niG zt#kx;=MPu1Z1<`%?p?6Il8B<3!Wt4?-SZMqOfu$+*zt^PKoR2`oV8d+2A0ljeg|}a zNH?eZdz!Xvd?LRWI?rcWYVo@{YcStj!0D9d=|aA@75i?y`D5wc%W>X zW33wtv95A@P$bFXJ;O4;d6}S-s@XSCKiPR8?yN49H{|ccOGi98`BBDclh8s1?U=5F zgwlwdZ72Xn?zl2kPmab?;GVAD->p99;2pGY&rKJ|I{7u9qw7O+3d3kG&kRk1;(0=a7K=YAhADDhL~c&=oDN4EbOs z{r3K8&hyVgchHscWTvVq$w-YoM{;mU!$!;U zHYzV^es#Id=T>_6k!&^LN`J=Sau%aQTJ1K!$;M_xd7t;AdS|nVY?S9BdI$ zmne52mc2`qMCBlE>BC)vHpEUEQY$};vdh9h`UsnaOXv3N3$7wlbqKVRG8u&MTTq^j9khL8 z-)$LtIzhW~U?ERda{{y8A&;MO4x`_WvA=P*Ugcy3Q_@kZT8&=HDNH7CvN7E-sp2-F zRQuc75b_+70vep(p-e=N5p<(Ce@~Wge z@GPYV#@qZeCdir-t{_$%>< zw1WHup$tGmfUDQ{8KAb7f8!R_gqyiF)2j!d>JJe|3?7FErpphL>N1777-|0CwDkU~ z{4HW6EQXSY7?3eFoW9^l=?%}Za!b5*BU2r^m~Sia=LlwO5n%M5)C%MfYic;^AmXaj zUmGZhQdzHq~A$ruG z0LT-KP=F%-N1FT@ER1rT_LOK8Dz^VOR+ySmT&M>eQ}sER9Er(FEPSUDI(TCmhY>q8 zq7*#0<(burgHox3%{>6x07C_Z6sP>vb&2v7rg8pThPzeF3c203@bpB9+3kY_D+jMn z_)XA@qa}K)TDq?8zV+!kX>}SOtcxx0AeQp@p<+w4aG~Mqs*$;WNx?`|W$ow@UF%ZO z$GOP!)IY{)TpXuUQtYPP9VJc9Zb5zB$=VnLtx*cZh7H`Y%U?$yIAVIS%kPfw{EOJ| zZyHk9Z1|DXs&P&@~CK+EV$`<`BqZwd{$Gw#9KrJ3v#ce)<9&#ep zy*%5`oY8W1)?3>5+0mMCG{?k(mv786VbbM@S59|Fn`z%X%yvFpT{Fz$%YuILbp6gHnbbyx7?E9_55DF9=gmOL7GQb zK~>+R--2B;8WTCl)A3zkTV;ERo+|)E@%+0H#F^R;u^sCfuyjaF2ZnGKutJNIuK-pV zCzjOhZjBVtm;$i`UfsKARE>8ee2zC#H3K>780w`DnO?o#HwL;snPKxw%bKQeYH|A1 zX9EjDwGk;xfPNp&L*!cg(NRadu*x=+WKXS@xXeR7tl_t z^}eUJa~)ktdRGhS%Z>9q#TDd+k-3YNrYR+P!4`wVLa@%ZhOozU^xVV%H~@=aaJUj`CX@8$LGEnPJAe`)r; zXUK>AH^_R{WR9ZXomU3{USTbyJT!@N{ocO|t5T<|ZXwDBEt>{NCxwLxRL&cKCyI0f zW21w(xWlFH;zh5P-G#c|=|+1=yTDB|x`156?JX~snMNxs7C!%k5H%g7CNQ-zyJ`E` z;!!%a@{`GI9!d~d1gyesO56n8eU+jd$6x9KWL-x6uiQ_H@QsE7K>InGA^@Ep8e!Kn@x}qCs(C5Y_MrWZ>{A#Ww z1Uq*N-U0uK9?iP_?YnGRdtP7x#HF2|!Z5u+4{)68lvB2T%tA=pqNPPjHZvmPz~l6R zq-=F~R_`}#s*3{mCT8_klF`fk9I`orH=pl0Iqr}*OE)_kmVkws&WZkhB-E%B@Q146 z3s%J;?B+FcclqtQ&MNA7f=9bn4~7gCk?tbul3Qdv=6i;+li8Bi{P`0{>H_Zo2{kmvH>88 zCyWaTOgLULn>?ZO@eXV`L2bD_G;P@DNV0)N>J2v>^aoI>eb(V3@5f3R@)J;O+E zK=^#=98+K-Stw^BH_-)+^K#5iI z^CyC*25`}{Fp_z~_CnQ>nL;T~8}h4NT4r6FxaAiY#+P`pQ<)Vfw+dnHM!4QD3W!hp z{I3P3&vixQPZx>3ockZ>*ImZtk^?{sU*!2DUDQqKyHn7Xl-(E$R1jJ#JI{Ri1qIBL z#{_$S*)1M5ieyVNB-T8Ec&p}*Ez*GEcbeEYga!jnKeB|@w%nW7D2>N-*g6>FF&n2^ znUdCmn*E4Fg@{6TA;Lq>2f)(5+l^%Xb;DDC4HAc1{i?1~^mN&yw#HAbuEsz93t;(V zoE%ASH}`JhdNiDpOe|j=$_w;0#j5_L9NeU$=C9spGvM+cbSA>JWtgk9NsxZVyGbV1 z+a2-*{orJfEg4CP65qB!N$@F|TK`oxhEMJIX1+^W%RUx}S`U_q8SdZ4R%5%hbCY_b z*At3rO2D}0NlE39yQ!19>om*WtP#;|Vg%V z9zlUbu!WW>&+Pe4i}+h30p*}<%H05x)t1+oX2+;+N%r}#NI+;fOU7KelvjqDurZuhd&#aPCmh1gAqfwUnd&$dLh@tUfRuexMB1d?iY z{G0t%Q|C=k6H!Mp-_c6W&RB2mW5}JIAWU6Kre?$=9bN*qMTl$uQi8pT&5vYJ?G5A+ z^7GOy5b}~6laYg9d7LnZ#q^ZKTlwSdV|h{112@h)Y&6v$PCc7UTG4N4PtghzGD4`@~{au29|M@I{xslZ&uDq0p)-EECf}@visik zp9ppOQ_Ft})W>i-ZVfT3bjF>9gJQzbZ&Z_!DOsnxZm3LOSO9sTSJbk=x@SYcNnpWJ z0|kk%+z~oFk<=lx#~&dUBxIB9ojUkX!k8%)=@?d+M`^G;8P68nU`Hki4h&^6(kA1!U`^0@LO;)p`xD4OYYHDu|>Sl zqHNxngH)0cWzNkLn+P}8LDc-aNTycXSRDMQbOinhsP`_jV-RP?pF~8K)3J`}*JTlG zHUPq@5&K|!FW;{Jh@EU39F_Mf2N(O>KHXsK>!!NvRBNZc2Qr-(7*XA6&(Eg;1qbgi zS)bN=n8B*sGHgHdA>u_`@p7)@ft_toV@1-AY-}KEx7f)(7-hH*F5EDTn6W`^Gw#`s zOSRE5I_Xd`mLLk5jfZC+t@}JMsrS`(fp-Q>93m??GwNT^LYkkjT>4&FZ{V(V9tOf& z>hBcdo55am+7Bng{?a+wS}YRf6}$zLWzJXQrJp=*Zq3 zOL%JBY`eA{_~bDXY|Yos;Mi=oo|%4<#hiiOE_-8zj#&T=7+$GNxb##|@{Vn}nM^2s zIL`?+A|63jH^OKj^IwNEvbu(K@cK+FU+%H2G7PHeR;0LvU-=bf7>zYQhb%VG3+E7U z{>JTOr_Y|}f&7c0`DwWbyPU#yud2}3o0mjAiX;T2VkNst4+E=Dz#8c5C|K_I%8C8x zB3^vWi@+9Z@=1A&iUSdD8~iI*jyTETnr3Fso1wx#$?5$9zRA%T*pozKhLGH2xZfeQ zD+NcFv4k|-V*a%~KE`OB--h?~nspGbA2M+8#(Tkbabp%ik^lobIqmgp%-;Wg93|I~ z`3EEEqNX@E)JLM5_)8n~y=*?l_2X&XWv?h0%q-0@&WEYRG^pl|=;MdLLUXaA;5^VX!9r(dzTZFWjA= zgb$-_h?IAxetkJitZba7N`1{VJWG!bQa63vM z0*yP=T)VW}-}lU%6?nTRy|TenXv2iB<61PpNB$8dR6vj6Wu^(9V?1J)AhiAY7qK#Hu7&<8`3c@-a(NDTivdCdlEhP>a}yZm`9!8D>d*_c zyM~=nqj&52LR#TX+Z@@3bZRA$r~F<`8j*N&L?o4+_klf6jq-!^Aa=t}$Uy#ynG{Ag zn(>Km&>fOnB+`R7LVPFON5|i=?pq7n1QHjYSpYBRPl1Cd z3xtoz`Rfrk!$m2ERf_|~^W$HcFh%v0SnJq0{IjMNjvo5N@cbny&8Qsg`P`xPpdZWS zREp;TZ$*8qG=5Wo1E~#>L2PX7LGdG2KBH1Fnoqb}6~Oe&A8GmA$;!O)X7UwIFt4h- z1L>jVO_o@ zRc^+z{kO6Sje}a*lE5iDm@Nac47_DV$?E}?+w#WxI(l!Www>gokj(9N#vXKmNFg2N z%5Uvc0XiX+y@fuY25bipWQ1wnr6WW23!y$)TNhvSoG$^--YnuparauozZ(MfV;+qu z68JoaWA)McvVsrWR7S}NoINsZLV4zBOqlRNBF|;w|A)MH?9K!Lwshavwr$(Cla8GZ zI<{@wwr$(CZL?$N_Bk_m)|pwe?)@~M=1=Te`>CqEvAU%!FPdlx~REAMw^)`y^%EjFG| zihdcXG~B3IIfhcuNy!S1#W=tO84Vr+ok60Y$C=>JjB<6aaE89uCKGj7repZSo8E;5 zmzwG=qKBWG?x1Cr%oKAV=+$Ypj)#Zzqz2ZK$>k7kGYgMiMEO2Q`i2__H2|#m1(gcy zT<|)o&&bED?fUt)AM554k8Iz%BwiG?|;;pg>Opb(D| z%(jr>A$M#ES3=WF|ib3xl*;yaCLQ03{+?ggB{`IBiEE)C^pRRgxh&&iI zzKEg`2i$k5bF8n0lw%N1ro_b*8g$}2XE%vr<`>6GR@8zn$$z1jh+QPwe@B3EnYXoQ zn%Ysg=(J1u5-Go@%7bN@F|&d4;b*o_3q2fBCDY*jr%wP)ynai zn$`XgJ;zOoCLk*S2B|ra5l3VwDL;BOk<(!@t<3k59zXaBTonRywb;yl&5$zn%gu5U zg}9KQAtlH+o1G>*@pv~`Ge+g>kHpU~u#Bm}^9q^M%EJBKH{Rvlk9Lwoml$^jU*f)z z%q1{9JE`)q54mWxa{@-f;5cf2Ami37j>o@8)%}?M>FLVt%2b!J{xz_b_)M4i?a z498UXPs}JjfnBf4txueSbsT{0oNW2FScE_enc#y~9UdE7t%(Ppv(gokChbAjy^^)& zmn#!RI;Pnf`#vw_Rbqf242ZU^$ldH%ZA3PBBW#UvuU27?&?glF5LDJgCk#8ilz*%I zpUhO%suP+lT=y+tzLuIP3N7Y7;6W0SVjVcBFGJ2uZYPyUv<1Axf5#kvwSRQU5AOe) zE_Gu*0zd}{S3@J|Xd*m4%>NVHY_0f7n-vH)VrRfG5)IZG6V1IjLB9$}f>JcKU`^Ky zfr71Kb0TynjN%19`2iVyT^Ta01J?_hc_Bwwg9WD&&?KFe^F;vwdq4|{mdYz0jQ^gU zWiMt0pOX~)iH}ckp|;>>FvVdSF--h-&H%t(3-rss0Ep^0T+mzp9UJ}6xahy!r2Jc> zqbmXcaArh%-~a=m-tT5=KbX#*K%OWoKD;rG4m}S}XR2;qT%9Rfw7Og@AaqO3j#TC1 z={_9iVnL?e-5$!m^JnPu2$D^F3D{kN#Z7{Da|7Lx18`uA`)vx}FqJ$9Yv4YpZh;&2 zM*t@;3S%zQ+6x&Y#PepN$jxbtE|H+fI{x*^IIz7=w+K_K;7rjb*uS&|fFCLyEVuZ~ zM0mB68amezGbwj5y#%WybxD zPey$-X%o_X_61VkjE;cnptAe?^Zf;%$7iEb0KD^a+)QXzV4sG0J4s1Yhj7Ru9(P`4 zk=UGJ+)w0?{_WpB^Dn5R$$fb;{-$Vp8~JIW{1v$LU0sz9ts=>YJJZelFR>p>$w1G; zDfS5F-8S|=waXTd!o!Lu32V{l|HIZR-uzd}lN4VEQ$~*WGeM5THrwMI;jbfE$aVa+ zp9;L6db`xoxvkQJUWO?zXsBs=YvkY_K!()@@%HeAwL_5K@04J zh`h(JT5~`g(NMC^y&F{z44|+xyf*TEQ67O*4Il9ab5DJOqaB7uFX1UCbyXZ%ExhmO3du_&C>&2XF2 zz&b`0)kUvQ`Ym@{7~(IOh!m-si0s7f(^;2WhHn1FJJ-`s=X%j43aV5>ESP|2Vcdw! zZEufxlB44mGZDh%BYp-(cTcV*6oxxEx7gy8%=jIsp!A176LU27U&*iO9#h6}8D29+ z!baBZI?&Ha8jX)v*e7b{R4q}EY-P@awXBKZ`ow4XYZ#tD{A&>#`z>SqJLXUG5I-9B zeGV4x%R(*(Jrsn&nt}sfeBcq*^$x*;$ex|C9rvnXLOU=%W|19T!%Nfw3n=U#b7_`4 zQP3jmK(gb3rc5v-GY);1J`$y_f`{nQisIuTt&c6#GGZ*Z0lQh#9dOa4wo?sm18@95 z!Q28)h5(bF7jy}yPo>JS$CZV{6KjWFnA{{eJ%Ua*^oB)>97hGf%^%XRj_%0%d7O-= z?PL$g51jy|y`M`TLTOA?FTWTfaAwB)zZ7-eSIVqg$6^{`#g#-WJg^+1Nc4Lf)H*DN zB)2NrnUNhAeq)WT^yC;qJq4P1+s`sJKjQ1)`LH=v7uRWsJK8> zSzWOWN)}CtGBW1GP&a-D*Ugc+$N7d#bHrNvc4&D-buN+`y^{7z;B5zHevf*w+gq5D z8vRn^?s>TOvp@J``fEoC{oi>cCac1ME|TRpkq*eEq!BrUHT-TfE-0*KmrsnE=e;z) zCZn)H_VC=K3Zy>GPx%3SIDcQfDE0G0TXo+aRJw66HJxi#1Pg-O1nKT+kYKkvLU7{2 zzR+`|ZOLC^s1cE`7y;mzKYCYJCo2GsH-N%uPMk)kT#Xh{LcL;ue@3|MYOS;cx{;cP zv{9MGvPo9Tkw+5I!y_ubZ@q09p7=mXz+~{6JQS{Gt9QwVdU?PxzzCI!iz&fEtV6OC zmZDXqZo*{<=GONL-u>lfw*--eKA}U(1)*TX@?D&P1m0V=AVfbzCWC&~#anDCUD8ZY zNRT3jZWwC3>wRAF%{*T!g%b}3tMvS(Te8DmWmQ0{WeN$73l~XoQo;iNLr;F!kQeRU zdnTtVc{)LHt=Gd%1FVh(^TfJm?X2gp)A_zG5trYD+|m zu}ba;>1>HNw=e)UgO1rBSiXZi=W-{w%3{oiK##fS#0vVn?!^uVJA`<@!%s^nml$azlgA;iu8CY^egVPxUhMuc%?v) zs~B>n%5@|vau0Lbqj1AHAdDkVYvI=6U+GK;P zVruP1+w@*|v2@2kR3dtU6UgR8O)*Ne)j7#RV^K>cZ|;jr%?W>I@hsjx06Iybb5VIs z;&9eJk0}2RU#rv!B{hDVa!mVKHXQ?V1je^CE=iV+ybZv%9G;RuR@0!or@Hk0jS0o z=q=txiRtmlI@}lP(srydTo2HNVsX>d%-cZ4_`gL(Jk3}ylXwL9nblSi{OEIudWLG zG7(^~x`atbuqxz{PvA6Jn?K2Q{p&a%HREuGDZywM{?}cJ;}lIXA=XV>^sp^LoKLm(M^U>g zfxLE~pjig~+p!-%Zd1)CqC8<2&nx4q2E^ic2juTij(sBYtJMv|;Tfr084{eyd_OWptT21YW9_}0Xh}%%fl@Wl?DIoNzpoD zm}y>%%V0}jvXRIOFgQvjsCpgnGe$}I1; zv++u^*b4tqEB~*D4H$q1N%Qlr0r=V6vu;=C{>xn63T5=6kff6tb;xw-mf@Oz8%lPe zD8@TdHn~IhN@G<}Z~asRH}6LIn}aXGOhBJMSh&{0ArHu61G2O#&5wsrF7VB*fi$a^ z6V~v1X&VUiM~`(g`-0&n41#cI4xH}v+hv%s1J1i@EMpSl&%J8Vj#UfuhN!cQ zPri*?n!+uUsdM}2pmLA*nBW?4JIilL>eXPU`50|eNUr9xRuusFv$~frr9sr4oiLh1aI7BW}^Fa>GQ7Q?sj)B3g z2E}Xm+q*JWpb|7@yZtp-E8;wU7NSos;=DWgdY$c4GiWXU@bwsWzMjW&=3J1#EXo2ets$ z*f=oaLCDQk;vA2^ASdsBy>lvYD5#`3kQj>TtF5O$b-<&1-Cr0i!((u(XN*)`5ZQ$& z3jXwv-VZHWKH}aVmprFr*k5d%UXVL7{H;D&R4_F(sIV$6rtL9Gc_ERbKuPK0_v)i7 z@%{TX)QnCSshTa($tzh9_Y5NK?;`C@ubj8=*Gvb}_Qat=VPzr%IW|HU?ucL26U{z4 zus*I~|FUg*-i9BD@`kk>l=cHu)gN8H0;4Z^Kg1^3aTM?60 zNN(53-If2SX-}ueS8l94=o>0 zV!oh4V#q1&pok4qHeKX_022f=g{q%a%EyW{k}g3qHJ)s$D&fTG*JC!1vKp6T z5o;g9KXL9?Y`wa{e zkH24+Nz~J5Y(Mh|?8E3sjuxhEOR!H)&x9P|FLV;TT%HCnsOzVkHvk?1+zVpLg>PII zWP0Uj?xX!YaZC~MSu*3TK`=`r7IDgYj=qV#-%1kTM+gQP_8i|BgZrV3IgCqnm<50a zuVyYc*UfvDzs#QOF75*xN)qD&-Xi)V)~b&Dat8%*N5bISf|q8JZ7NO+4*l9YOx^NU z<6L#YF6hwr3+mW!>MQ^b3qY6_xJSJ6FHR;2CyWEU4F`!tP_Ra+(FIH}-GIUZgYk+1 zYg7N<+mcVHB7Q5i5|FL${YD(C5}POF;X=J&N7414bVf;?65l)<$FTZtYkZruzpNlU zV+k;Y_&Q#^el2Zcaw<3)RQU%s)xEz?P&C<|o$>dHJ<5VD4Gb`HQjP`STeP6ey&HIl z0%i}m&{Y|}1YfkaptG8o)$Hrg_C7Gakk@vX*$+vGZ`O$t$ch!4nTq7i4K|C&E7hMb zTa_bMMfNK=g&^4v^ETy+FN05y63lVD#G3 z`Lkwtzn_WLzn{@wznN+LFe|C=0pRf6o=(1iEc_R)#s+*1K!RzFNK_^8nmaseq&p5& zc{=ERy+Q8}eI3liy#}tSHJ6$?p*i~JTLaO;S+{zK_MH` zCl9w@cN-O`K9MN2ha5PTIFv${6b{CZT_(Z{V0-2vrPhg@G7<=G?ATrY=|?g?xB6Bk zH@qilUJZ({P>h<(tlas1cKccaWUC?viedCsH1iCdusGh?Qwp&WEmrv~IQvQN8#G8b zcq2Nd$*2P+cG__A3>}cDo5yu-(<#+5;O55@qh@?s7B^%?D?FBqRP5rjjH>6QZ;*bN$7-9;i|s!^ZFA!}T#HEhbea3xm}il3h)!bL8<42H!$hN=Xq# zg|i`o!?I>KlltGfMTNZZiT#P&H8tb&gO~%7|)u>o2)Df zqWUgfNj??D<5rb5BWhsfS+7l zFiMovhw={=YDVNwe7<=SeQ*ST@+A}*$2d|NR#42nO1Karj$mQ5<$aRsCK zWmw@^MY^nl4NLX#PN>3on+8#71la20(2Ei;w_(g)3Fn9kqlF+t%ysZ1f>{6#iaHRw zE-y>AryUoSi+Go(;PUb;g&2S!mmqskPfa={WN;J(r`nN8B_L|;w^>+VsmtFx+D`WS zM5U~f(8Ym+?>15jynNyv(P(Voy;x1Zov4c`<3f!_x)>FT8-D}`PhOtOrH{0?U$9Z+ zysbe;!HF$B12AC2^dW&q@O}!Tmp_PgmJ)}?u&4hjjQjdF!owBpKcgR5 z&6$A%{gZB;;g~dv+Q>B=vaq!p@O~a&Rfm{qm;HCB7A;t8qEvL&Sc-PE@wm@$O~+j^h1$}ChVqSOBv4iD1Ipz2;Ve8P1#h? z>k(5#JTC#>gr_35aE?zf4Br${8Oc=>e{rgrhexlLtaen^R5kPyY4GFSBqMKIOiXHJ zh=#GaFn1_K=#>4W7xWzhLYV5~DV04Pf*|#GICG`=PF1|^-I}y#=?@{rK!1(!R+Jw4 z?HstO{k5Jt4uN6>4#?C(W3UJxZRAK?^}QwF&OWz&zBtJ3K!nw;iyI^; zP;5D^>`&UViVLpZ$)u`e=yH8l#%mi26BZ!oxSvND*10nIPL^5)ih#! z1Mjv>L5Z>8X+o*JHcq>XJ47Dqy!b_dFGJgPp855LIF4GbCaEN`e!u7S!9S%r)?78k zmAcjcpun7F(YGcOd%>rWt1M0^8Piwm`ev`G%y`Pgneu?gOya#9dP*#Bxa9spFjriy zNTsrRh>}sI6|&^RyV4KX>)%IO6yy#9jZLFqSgZuG!WSU0HlH^+*83B~gTxM4PPNGZ zZiMAT7CC4H29lvua1rNa4|3*=@mrJZCdtktK~D9ug@GXg%saaLjG+46R|M$*nDOW^ zf*6+3uWkpE&BJ|?%gOJ-ZM$K^9(dpk6sl4$dm>rAq#>M4SP`fpv*H9BFEnKi7HWAL z7BItW$adACUx*{{%W<9x?!N}dBNJ9p6a5v|0@7|>Xdl3E8-vjxrzl2{-BWsaY#uG+ z-ow^idDz&a^7$gg(rz?^-L0Wys}y^Ype1!u|Ae-8{rQEi1z#yx(h*#RU;Fm)cUxpZ zzsUkugw`1>g+9;{d74z!4I0=O&J4|m zv|ndB!PacyE=Mrg;(8#*m^JzEcUBGxBghXXFeP;s!1FwSA_^^g!!V7E1E)mQ zSAQAa(?C7t84>T6*~+JKb`B)$sYy{YaR8}?5$Q}ezD-P1AobEZY-?!x8=SpA2z}XD zX6eH$=|+E3H120*l$+T-i;Cr6E11^<={3a8m^`RW+AJ4mr+6p${M^V3iXM1_cxmJ*FndP$7wSa_=;h z9iYhH(9Evdc4d74gl_UTyrG#>!%)WpD&wq-8QoMMm$f3%(^rWaM$enhfU!IkHr1C! zAPpRPwQMv{7ow+|(D;R1Qb1}=b^{N01EXXXo2O9nBu;K8EoZ=hz(p4-=6MWn!}weM z--W?d`${+D?wy}VeQ^(iv+Zy~ltU~E@li~urS+qtXsvfnQGaA6u6M)Pj>nH_akPIn zaH+s$I1EE}geAh#WT%RUM)l_L%zt?^9O8pg9`pAt?Db-}30w>EWW&}7;MZuki5!3A zE3B%<11pgz)BSt;5;Jk0b8h=w*KxLD8^4qB%)((UB*nw8=Smc{TLK~uZX%vtsD~#B3w^ zlyCFf)5>_5^d05v=vR<1&02hy7`ah6@KriK3`lrFJv;?4y;nc55$ekP)QwAweh6)R z$JzJ+0>s%M7l_2lcgpLo1*_rhQ;Bi#iV7J4eJ0qgUci$V;vZ-S-+V^xFIwGe7%x%% zss`uGpke8}#@+t8-rp?kg!STNbxD1!2Xr87CC3u+)2SXZ(f8ez1~;XtW%p|LPa9$5 z<4sb`(H4S6GOLF#d}ay54Uoi)CF7IT2a9cUr;A9xvc6mmrr$FZO_4N*^bBA`ja%uZn8$!T*S);EK{mk@-mrW zmn-ujCTT9YOea_Z@*Gyv_8A(lU~*|brtoG)5?Ie3KR;=33<8x@Dv65L<{F5Bj#)T- z!3*qw1!R|KP7B|+2sckCu>09~Bo(r&z)P7l#=#k(AOg_rrGk)n*Zwb%NY&>*A(2lb z?@2w{zr11)w0~^K4-b;z=Q9Wpkbf8W(!Qv|B0V(~iG;aeMcEXvr!1c+|7#)gd#Au# z@M&3`@UIJYF=EKn1Ty_!twpBH%)4M6|^?182w^~Ic>{a?yg_EqhXw#C8m zMx-alpGLd)#EVZ|*A|4*jHB#c@t0YfOJj-ZfvjOr`) zepBy~$pAOhvx>7>nJH|*D|#1jUgYL00CQ)f(N+;dPA|IAgImUmGQ1%RwmKO;uVtfbJrYND1aB_v5inoZ2a8ub zb2_q-X8*aN^-!6|0Sk>*HFrPtlgCCAVXBY6rtfef2 zz&7`r6bT_`)IHN}j=bg?QW-km1PF?ulECzH2a<2wPmf1qKAG1-A89)#9qa{6eRg1c(>(~-bLh^k05EYadgVyI@b z#0--?2*jz?8eRBPYwDA_z>1xlmu>{clLJo?rkys>X0>W6pzfwtU!zLpcMe;g?l>cj zcNFFpJP*`B9x$*pR(qXjN&>cG-!LLgH$!wC0=Z>W6o6r%o+%vUz0W$j zO@aVX>Ib3Nl0tRxO{O)lEaXQ^h>WmBAHGB>oc9u+@u^6fSQc*vR5?1hik=1wG!IZb zO#Tb@_tUQk+J9acZ-md|k$8I>m=)?(iHFH&`0I2RA2?Y$4*-+HzWV+1vzxyJQ9Y3) zsJ;8yQUr%8r#pH=K*g_FETCB;i;O{)dxn#BKx?Zlky!#4rHFnJBpPb-fcQRWRu`IJ zU8m#ZGdS}UpO$*!>BBn+#BhY_eUvIv^Mb-3$3nqXbIvi>Wk|Q^rDSL6OQ^1EG%DI5 zPyVD4GZj&+il)4Q&2({RLR=1;tfuD8IP<|dd%bk^UDPO}3*T975NLx}43nO;Z@*|dl?G7w)16cQWxbO!S8#~hXA}~<*h}H3T zP8}I!vn?dSc+J&f$g6A%S69A0iU?mY;H|QGB6$kE;93tFv8w_FDGGpvs5ppM20uMt z7h*Q~*Y{k8uD_;S5c{X0I)ZxD5rTcQh+LLXJiC8L$I-35gFQsapE9TQ8^C=ZdQdMV zF5j`u>1>TXsmXgmomnRyBc6__M9aC(^@6NW(~x5^+V3pDz&`D2b1Ul@wEDasAl4US zK`PUs@Ct0Gu#XpAmCL#*{Ev++6x7RK24tMdGj zF-!d;xjhLvOd#u*u$<{%7f{7iy|f)QUP2*n-IT({Sg zmED&%N_szf^uaz8QA<+ z*6$B@IoxtHTmTWbXK1(Q@EhoC0efi?evR6>>T}U-Wo`hoG*42&g-++EV-x| zi0HZ&?m~FHsZ%FK6dvjb~}e1N60IlQf5(_8(D>W2N$&#ftpiX z=x;`*=l79zJIbeLuTx$Tf6X#w7t*^WLZA^0ipJpw17x55zxY|_&(m68CZpF?g6d6` zg2~_7jrcB!vVPi?y0pC*ArVA@GyL3_$`q%zsPwQy*JRd=D*wQ+0 zzz7kZo>=EH3Hx9nsg?5Y+QH70B+GG!ou|~uNhxns9^9a%1g~A}$c+G+jz!A4f`v%$ zEAF^RFjCaiEEG&IJw!?K!xy>^3wh`4E%AhX z79AkFSO*8h6pbxMc`9>N>YH64E20G`dLLR{CwppPdzvMl-7ll#=8p+Hvafl&0kWdu z$yK9<3>Nq7Xi9qTr30=oGg!nFj^fQqQs!*tr+)Y_-Hl}65=e-g7eq(~#Ea1U&xIP! z(L$F9KEH%O6TO?iQ$g5z5QCh=!81D$tQR@< ziN=!WHZHg;`SKagn{YaqW>-}vQ?(<{OV1&GgRb{(l@#UGcBo%3Z zxh-`okd^{I0AlvtZ$S{oMOM7|`@pCQFE`)^GMK^dA)lNirDTy{Y{+5wz%fhRVH##j zf1tAiQ5qpW4>DUHG$qpQ z>Oz>hKrby^yl2#xHHww~NB=F3)^}X7Yah`G>z70RrK$Xxi>8H@9bGl+8=Yh-tkyl~ z^&Mk*HA^>ReU2QRYI^K?TyodQvm)%E!Qo1p@#5#qFh>YC@!%)Ougl%!r7G)`jjPLV zFBSLOKLs)adtZV?r9#5R*&d5oh-$4sp+Op(;lW|%ty9ZB>o|mYGwANdL93Q2hpnjN zR9nw*5(+U8Wm!)SpyV-%2#pWcpbQt2f2Etn2@C2!#C3Kh!bCE*C!W#QuP*cAM14Tw zmn&rl9p+s)yE%}%{lUqJRwk%jCx92OE}!tHbQ1W{r()?|tu@aw*TLh6k{)R3a@$0A zxQ^_c?0H-*Ee`g>@8=Serr9MP;W$_l%P9%!Z10m}1UuBIn>92A0o2D6_L_vAqTrN^ zWX(y_1!@6yf(u`|G@Zt8KEHEOrBNjQS}z@QG!IATFjz}^c8(X8ytmtleDB4P>3Sp1 zW{4lyGwDd|%kMR46Lyclav^3O{}J{#FBI;e(sCdlx$J<5i>mH1_IR4i2KC3G7e*gwKwM?gWs zA_x|VgukC_PU8RoTcu%GiJ5i<)#U>Ytw37G3nI%Q>h$A#KhuHl+dp=9eO2O24)PsP z8^OZ@&ExSu`7w|G?#G}{Dw6-hkHG?!fdI(<5Bss^paJQ@huI;sZm-97B41wE)lvv{ z4e!B~oCg%=nkNX{cl6%F=tiH|g-eta*~Ny&YPW{p>j4Vr+s$i;yB#Zx-&^C)m|13A zSwsfAW3WU;disAMzT5)Y>d&F@7I>K|uw%lPEelK<`4||@K=!lf6At15u5!qA?K69VmM5 zv?t+osuIV(ZWCX4dPml4Q>2>_uL{LS!Zn?PQgJ#XS!vTbslwS2k<7T3_{&omt_8hz z=2;@hG#UY7#GWugbdDLJEwSR%?J%dftw7dw8KW<)C0~54i}zkO1O>;$9o|Ejt|%~k z^q#-4{LjEUcaXYK^Gg}QS~9Fd>qJt4kAihiMnT&cgVi#QdsWyiV?R)SmOdU#Gj#UC zv{#BQ=34u_HdW$^3KknGY7=`M(-%;3c9?z}q!G!35|Ux<9l&b7G;eO z4a}BGNu`H}?A9cdil87EQ{Cza2_%&sqBs~s69DlI^kjB>Z_x)ldq821*w!YGnaIv> zgf&UpuC+gaT0O*`LN+3WD~}C5$C^8Bu$fAeOlW>ZMr4+EKWc!D2y_u9`7QErVX-i^ z;~etB?%|w`S2a3)u(6P&;j>~BhIrcD?iak!9jO9Nz#T&Dd0O&cv>j*123Ydzoo*!A z=Ym6>J;g#1UKh6zyoRbp8EaJv>zpH}Z~Hh*3UY@9lXpgOnL)%P8lxfyL?U_Fek(%^ z0a{3*`s9ROlGf(O<1~%zY42fD^XX^ohF}y!#>joe^MJkq0MJaLJy<~Bf3;y3`~>r8 zUB4{q`Tm#9Iq8MMH};jQeVe~uMmJD7!2ud2Zl+)zRAlTU?I(bRmlDYLKYsyelJ})p z&y&xFaVq&%g z6B6w$h8J|s93iAEEagWC8<+6P6&qzKa)3O%0r-4SO*Oa@yDwHs007%Ajnt-y^Y-Yo!0M|DSFHt7TFXCZjgw&ngVF5x2 zdF@|lgW**UkpFTSk33=IXD&TADU#075Y za5XsH&|YWXv0=Y}dNjZRa>AfMi?;l=Ax<9)#fnP>)&ZvG7UH=}vjT)z@yFuvXf3W) z#w}Zjr`l;xavjnAa$fewJ9X;zwNmmRQ6o0ud2Iw%u_h9)eW@d`QNs~)zmlXAbCS=* z`=$ITBF@lqWEw9W!LZHAMIuqsNU@=LBykjQ1p|rQQOgTmgK-ELcip=xCSY#;4A zS`0O_GWygrE2K=DH8UD> z0+<5xHbf1Q6TDU{oIlTAeazWn?IbCl(6_{L*`?=Rvt9BY3+K&WCz`s5qI^;S zLEQ7#ac78(YJkN9sap}MAc?;@2j$l>DVlWfKHa(5g-A0~TFSy8_sXbLvdPrz2*y(4 z)not@DrJC{wX+-#s4WQc4a=alWRQc9U>7Vwtj7ALXl;*KFYAaUZqk46d zvQ2^Om-ERBAcA)~y)Vp9`1}Vog_4HheLmap$*9b;-xbSx1H9M?p!SR_TFd<*=4K>C zwRXB^Hm6Wj_tHEcL{8y#(Ul6f{|a#9tF1UQPdGXhS_0$;9msfpJ4vFLefVHE{l$Sf>7a~2+hjs{3G}@oQCEvGXNF=w%pXY!NcmkV?0yrfky6*s1PNB6M zR*G_rAUPCcu*Hz7R$|hZvW+;eB!?C+wg^P%S6+y6ULCmwjfcly{3|8!`pk*TX;1KK=Am>o6f^r1?&pCeiCwR_=wm!S=_fS#>Y}qOQJpnK^OmKrLJUK^6K4`5LB4e z=`RmFk)QWoc@dh!v|ESAA7_<9ztuNqnkwl4%ikmH=kALja52DYPcn$(KTd-qi@tb( zXzE~Z>d?l9wow;_yBiLH$c?$(er4icda9@lMZazpS+?Bh>1Wj$;xjcszz5l|?T9z; zcXtnEjS1EZ6R?$aNce z79ctrfs0sGpD;(AnD2oXFKnqMQk!^w-an8hI3wayx31Al*)BpbGM?F43^l3!4vOV} zq$A}Yuy1S-EWzY@!hYN5OMla(R&Br^ONiEz22A`a0aB$}F=!LgdBKktW7u$SzKm@a zRXJ`rdLffcyU+5Z-4}!G;GV+nGhkAoqzp2~(1-)s!tIBGIFl5MVi`*Dm7S}J6Zin-cl`8bzV{L_CKVZg$3pRmG&T( zNu%$e!&<~YEqo*v^iQ?_P1+j=f4I)w0|g0yaj0I}D1QI|ZKL7ew#sujn$=}$2+(}m z_oND08r~TMVdfMH)+;sJ{7p>-c{6uSifE?#FOdb|&5dPyF4bnvw*@n1UVe)?FQ;C$ z6RQ={5B0CAQX}ueJb8Sir_^GU_0#`ho(2I~urvUK2bx4IE2%T4b30~87N*TCmI5Fj z`yRV*v+j_?*-P2AOS=||RVb#Jp$sO@K}=;!nzeD9&2Ga-l-}ihY+5_M4pdtcje|G& zS5WpTN2vyl5s{ZvARq3jc_Xpk7?57T%CTWUxuO)~=#Zqc58UMCXUSgga%(M+HlE@> zvW45s13s0M@M-_#yPIea5eV>qr+f?7e*JQ3luaY0R~DG#;2P4{X^G{KO@T!PThxnq zc=F;pWPg)u>Jy8+0yNf>LcXPkF3?UqGdqXJsNUUD9f{j1DA7U)G<#ScOfKveJ^&S` z-MH90N0&_so6N1Fo~Th{S_{qKrqW2~TNp{Y-7ZB)m*_xpz2%revW5<-h+o8K)u+|G zc2&dRaoP3Bt^+ykS27U9cQvVLXqRDiO)VwGNKrljxU6entK(NBJqszaL=P)#CwH9V)!sZ1N@PTfqdYw24RiT+b;%U? znVU8y=P9_$eJM~n&TbeWpD3Gt;eEDPMh_W_ZD+|W<}j=$6Vr-Y(>{LOlEgzI#Yd93 zo$(7D-iPOqGqCBHg8w9&4_j1~vu$yB(fL~dP@dIZRzHhL8GA^q0thE&jr*6B!l3k_ zysmG3qMb*DLe=_nh3@-{vQWLKCo5V`#l57VY)1r+k&r^dlQ^1X8jG0JV{ZkPfZ0Xv z%)hi4VnDL$M>YC2*p;2u0b2S2Z~*%!fK$;VfIyQq-S*&LE;vmA_^YHA5b}a`lf^l| zqj8YaC19n4=`(2l_~m18{+POp_CjeB;U|njrpcTzlmF^!bzupJE6%%E#iLWyBmw0> z`Ax}eJGZ^L#L~an_0kxWS1RrfThq}7R-k3#pAM6viZ+#ioEpvb-&CbWJVyRmJfv5huP)2OkH#%ip_94DP?t$o(qdp>9H zwO+4z&Ybh<_y@i}jrZre?&}8IhSEvW-dw2x*n!nkKmmlbahckHC#f{M1vMCrbQ;tg zR7=1HgwtFb1o}8^@d5*vMDpsBS2|ritah*!cFqa=HJ6-%E zTL2Sw86|vF!JxfsNNzaM>GJ|qwv8s3D2}G>$QT*USq~Oe!e_5$`xp8cBlwX742;bS8&dghA6=%7GLa0TtqWy4bJai zP>XiM&&0rAXiOqsAsNChsx-+{<*d_aR`d-4-~}i8O;P;#?D-NBj!Uv&GE7 zuTVRk9@LB5=|0on3o_wq#_XD5X)Y6H4(ENO8L3od`Wl$Y{nFekGSe4#zE*~wEZdCi zbip@){G)&qJxj)I#QgT$T?>=Pal>A$Fhtijq6a4 zG0+p@?>S+fAoYLfXQanWD~OVp@Z5e{A4`v_Hs(QElPPpu+vsJB0%gPH5rJ4zr~>}c zN%62qaCf(AriY!)i)_|#QU}$baF|`!K{`{g1*HOMGl?CulHbZ#9WA7r&UnQx>coBz z*e8xeK}?M&c5eTMSv-&(7qvbZ9|V9jcA6{{SBXCebYAg|?Giwy{kIq_!@@6@@BN<` zT-*pvQnhd*@L}L>rdI&XM~|Mwu_|fqJbzIPj$#jR$_d0|^J1@{*&A|&HM8xT%;TW2 z&JQqwd6cH~nV#4iW{r;iTe~N%J~_(Yh=HY$CGua!0Op zj+E%?%J`8k9F2hr9`=IU5&9Ft#b*LbuThP0xW&qtMM4ePxhhDOR<);x114KK=giD= zo8%awlWa=PM8|!jhAvS-klSYqpQmWNe`@1ZB%}${V^eGkJ|ec?x8Hn^*I!q|2~xD^*3gCL zExX)>MI4^=mI4E;BUd&cP3Y2-JmJB|a^X#lnUye)*SC2G^<5qzPl`T!aJD|HKZpir zze}J)%ST|PLP#=6&Se8d?L1+snjxA+%Iip(c&nVu4Nj}tYKcakq@s}yf{ac7SUlOq z-^b(Tj}LB+HHY39yNtg<&pZNe>L5@qqfySc#$40SENPffq#BtBQUP;lkbZ7prjv_D z$00a9J)gYFvEIwp+Xgcmp(i3#rVPJ;$guKqmoqp%M{1=t_Lyc(*o7MSN_|#ne%_Bx zaD=F~=o?|}z0kwHosR-#E5lnD{~HK+Lv;4!Csv4NYue?dXv0It055?3_Bua=K;i+d zM+>r%sN~(O@(F!a4P*Y)l%NnlirGTw?g~7ArPj6C)>Gs@d~auz(tH0!AyWu&Mt?-G zDO+Dm{bmke`wiDzoXrxF2!RVWiz60lD;{%MJ*G-bpso{`-wd};-r!8`gdS0@&(WuW zIEd4SP~l(4r}~>uhRCUX(odu8Z)yC1b4hxob$7Mzv7l zCzK&LETUB~es<$~ZB(W>Qi%1oPK!iv@yo2sakbB|DbWl8VD2lP$aKj1h^U4{j45+S zLOj-^SCbwW{)BYD6r-{i zpA8^>ipVly#Tcporo;>rjTRu;Nf7Hn6-j5}TwmqvUcyYkq3-bbCGPbxT>{NvvNbuc zJqJkc;ez0W?x19Dywyw;9}i4SCU!8YG-b=CKTS#28!R7eF^7n{>Gl!0HS~U1ojoMX zbuGJt%Xc8Da(%pOxT6yu2vQ=hcn6Ifi1&Q=m-BPgM7Lf|JPmA5O$))w^9^Su|CVCLf7C0LpGo;8qhIQkpo1;_gDoZFC*=>~jp#>>M>$b6ALMD_8C9VSzVq<3;Sy^( zBvBqhBoO#@i-S^ZP{Pbu2P2Apc}3%>Lnxd{YW4tZ1ljzTJ?+aP4ZEJg*Bb)Xc>R+!rVRZh@)}D5tVC_cL49y-$U%21Ck?Xq;X(4~- zPyE`#1El( z4#Tm?Fz*fyTO69c+*d6+^%l6>qZuk^>su)GmP=^-$jT@L3zfG#0aB<&C#K^HoCHzF z8~dUYLI{vpP+xd(aTnro$qIbFv_|1mbCu-}$8>@Ss1jkf6@I5jX+%2v_-#ZipgcRC zdqTfKD#2>!qndal$i|D&T_;&b2NC)yv3@PFoHQoL+DzAI8q=UZc$d8mwhU(&C*ss-XyU_kDm?gT9F{!p$MZY9VQ~|G9{-H8vpH&^SL=hm z{gwva{7qH!L+_HC%uKD!xZCpf_Q<7gUoFreBrE6b&igSlmNt%_RCV=*<5=Sz&NY$YzTLGB<2ahis3UX)D)T5)nxE zeS?fz)&Xsskr*D<)slW$7&?-Ww=f4?>LKflC_>?GQUNY_B%*O=Lqj^LP;q9^>CeDp zKevtmp0=}m72@TWeI@W9rjLaLMEkZwvEN?9Ljieak*-+}z7}f$;?GB3X_c!my?Eiy z7k>N6{m%R@WBAa4^V}|cd99r(c$k$8H*lwW$oYi36!rEv*t!Ip1}$uVND^*-qG;|J z{ZUzrui8`I(n{xD^%d_bf&tX^H>KL1E#Z+3ILK!q13=YLz-^|>Cj4A~5vhdr>&7x! z$y~8~&cn>hwysAhx7;x}-aE#o_iWP^_rP`pp&`r{>Scr1Axo7)U2HoFi=$57nfPu(d2T z!9Hh#ueB>7z0nLY31(0DhOrfMYS2k@bf-y%9LevVPByOAU5CQ)Su_xDed>t4u&8Gw z@*v4ZQNXo6G6OiEgEEOazeA@evf5JZpJN<7%fq)o+j>hV+7+wGVUU3Izi|2!$vP&8 z{!dQ-Z%*^dlP=hLYMD<`Kfws1-&hgTrEr3YU)2%9>RucsC~iMyRqKi@l{`&v@${Na zmlAgO)^SEy=yhRV`>e8(m&FpOdqrQ2^wgyMVu3fN%nag($HFNDR^%DqzF6QG2v6=h z21_F(9!yTANx#LvSzrS^cjynbjPR^ptCE`o5MBg1w++&U%4sAt4^vZ(DnEJ{9t?hr z`ooWd=SFZ*T?4orYT;@U*Lnxwne?1ZXd>|-UolwiFYsuvBIds&M{@S!a3OAG3fDPa zj6|||rq$rhNLylubaqSgb3h4_Pdl+=)-M+L4N4)6{y0C*m@L;5wR4;Vco=2R>Ah~Y zEP!0>{h)9*bWJBnI{u{vifaGd#8j%zHZ$ml>>EI9ll)b{r)Uq+W?LBJLdf?rulQ40 z_o^Hk;mp$|Qjr7Juj9pWKT}+8ThbQ2Wlw-eux->|#S*eX+s`&1L?KHhKGVNb`B1}x zRyv*Awr5zpqc3u_wT&W|#9686przCc4~t#az&b&~;pbdI!2(ZN(?ar`C`i?|Yl&co z2@soGZHtlT(mYPeb-R10&MBE`2@^a3DH~P<-;X~Q^%+c>5ost0zTrq6aWD?LHE`A6 z3usm0X_}fK_vn_2=Q8FSQ3TRia0C*iHCqQNkLn&~Md1U}z=~Kud&mx;dr`(Om@wJ8 zU28aPkbtC|ZyI;|yYDy>z~siKaDnv=ov(Jv2>`6asb>pw;frYXp_MaT;es&69qp`* zXiGEnn;t`rov+qVYVhMH=v(6ZB|K+t_x&k?n1=KCHE7S4AvUQ|7-5*?3yi5932`)K z64t-NZ=eaTJ=G#%{Wqb1-+vDMU&@h?fH%K4f@9$2hgBBstOTnckjHi(QfoRcZFx}m zw|YMqXV0vYeOU{U>CT(%`(2;SNg6VcevuX?)L*BZhuR z=dhE24~TEaU#(Mz_DQy7S1$_)snu0>6OY0eD&bQ1CS0682iHr-}tvB2L$Un_NwTH0x zGONZ*vW^Yn_mjc@!C(>X^b=p3lxd=={L0&FylMcAvB$jUVyDj#K8T|8R}w}sBh>!*YP(qa-|E+v?S7Bmb~ISG7aLWPI#&CvW|j4 z#=VU3Y_RUopT?LPA~4}JyGDWhO(b7{Ittc5D3}=xMRd|ay@=$)lHPI!)TFEiAW*!H zAJcr9>Jo>RLt6+Scu}Jlk0^`QF_^?0Us>miMaNyLnN2Hh-BwVQv$XZk^KH; zeh2>i!rDe)L02GM6r*TVAG4$Cs2RJI}qwlxkh{9#=0PD3HC7cpZ-4 z0u=}~lojm|mnD$}u`7zf`3e-vjEFeGGViltV8m1mwZ3AnTv>`gOg&hUCQY0HyZ0c{ zW%?ceF0Z1MTP-MMOEq8@|7$~hsdwOHdyPn5nVNt4x&kS?=^kpv8^^ydv|0vg6~sPlsoCs(sPC&UR5#odAfN*M297S>lCh;85P z?@pP?;)*tgQ&0{ZO-W43?n-HlYijl`j?nIj*a7jqJ^OU4S$u*zl?XjQ3HD6Lb;7zS z&U(}cw-Sd4kn~atA8GE(dU{ns)0a@HGV;h%5AJ1@ThwTh3!bKX*nH0cS~4a9yESA+78R@TRwyKy*6n7zk2Uil8mq5ANYfNPI0hV0r3^*Mo4J zsVX3J@%-BUKgvk|PHRN>%NywT_V;}QO`tKi6IbES1goGFZI6tdGGASqEg2#W%bV=ph_v{z*3axUa|47~ftBj|O9^&gKQToSt%B)cQ&OJ4+uLc<=y z$wX>q8b#PxY3T&ckG_aeFmx18-XkA!Cx%?$`)}J{9*7>W44jTNHnL z0fXMSX;FhJ2g@WivcLPB>}2liF*j-TXmuXpG~wI->23!)QIYlTta9>5yqRFIT3}p= zef8E+Dfgw#tqH}e2F3AE!loGqEIk~WNr#gdtKPvio=RyB2AGN#67kFPR~_)}9_r3m z&z}I`XdFGhDom|X<dA$)DC)-`C7ScywPoACN#UU?KkMN2>bZ~SxYG|C z(v8O8i$`m|)s&tYFF9&zs2KT6JA}i)7jhF7;d9xeaW-(=m!)H5LE}kH?cC{MY@MbX zUzwo(Hp)5zGw?ip%%2rX`wCD>0H_J9&cQ6>lU8;H0gUj?4S9Fa!x35W(7pu4>6;rF z=Z^YW&$4+@(Iy$UEg&IqCoooGPHy-n0_|CWMMg~f1zA}$^WcijX0aJY7T4Y9mqVDA z>oRW7tYaVho<4iqU6SIpYCL}HIpLvD!WBt@zv#*|{t`PCDg~|&9bhgGEV?1@1QnC2 zOu|`@cm&|YkH7R!%X+s&Q@M=sBJ-u6+QV5npK82no-gDLSx=D`vMBsmx9B7gF^{L; zn3iOI4t0WLfv!|Br6(_uUH)cTlUS4T&=fJ9uy|4+{aaK#Dz_sNBvLXj?iLA8G!NWZ z2(7IeIK!BLF#4>hM=umc5x!z)UPOipJt&$vl=Mdx;%>`_1fqS`@1A3>xpU|G;Bq#H z1KV4{*^AOpu{o{#_uevTfzP?PnGFE>bRt?ebo=bhgUWH$;j#nauib2;3}ke1sitYm zE)vk)&Qclzi=KmOPQHB84rtvI62y8h zIi?1iOTw0vE^0Q}<8yL7USlpk=Z-G3i&w1CxrvAOMxd#O8#5Q~zb+4@0#&1_f0T!C zsG_5sVmphgyN1z=v%lD;3>JsGG_i2)jeFz}Fp<}W{2p9x11W_9nEX+=%+vUGzCD-j ze>)SeJF5SHa*>j^7x?1oFU@M^?c$EKdGB5Kv0F0WEdJK4hGtDodi~Oe+(h`bn|M!) z64h@&lrfl)s^^t{h6LPg=pB*OXD)kn+Z-(|B?YJ-&O|}`X$x6-^tL5&Mg5`z=rK1g z`!QRe!J^&Yn7uV&BFaZxq`?Nwxi9=9PPO3k{H!x4YP>YA6QC*{>JBY;SYrPL&AI6` zOqln%ShGs1sAq{fD!yAw?8!em)liPXJ)w{COW~ZgFoc$_StM>~CBI*W29r}X$0jv4 zMB|n|YSWzi1uR74vcD^e@<~jlH)yMtjfdC+*G{Dmw#LlYiEIXi4q!3Qo<$S) z?@mK@yaU{!Mrq&!b5oec+tbh9j@uP?G@CH_<$Oi;ncYee^jU`olC)opnjAUYGOTLtUWCm9Hhe zG_My0;N2X$#w&;jqV;xhT1o>dSaO?S1~E|$7BD*2X$(%#bYMz(?#w&8^$cPqXb+jK z-Xn43CE`7xjH{|Ii;%wH-CU{fha9z8mQL{47z3?Y<@A?(Hz3U~%=NSRqcHccq=k7Z z#U$+}FY7md;1*LD|Er|i2}NCOT7os#td}Fb^PN7ganBhdk&_O!{nwlnHkn9ND&&qY zpHbrs^bzh+SfzrbJ{n=Pjr0?$UR=jK zi?_9(T>r-k81wq~P{0&I|1T8q{`PMuU>k&A6!0sYe@_7;Y&b*yUr@k=0%P9pX`6$v zUsbx|)2zRg%)Vki@7)h=1V9A=>_xkH*t`HfVgIdMDB$vi(td*R!K1^OAuOxU9M- zq&dPmdn@3pxIXiw_cc;EW(`J&;3^msw#zW|mN8yBJWZ-Q9M3=|9(fMlZy5fvSFW?z zcc;9RonYyfasXX~FyZ#x6Ge<;fJbm@C7Ea>4jbv&rJU%tR7KCgoO|3z-_~q{k z@(H9A8sPFrLG52o-i9Tt73^E|9vMfUh(*&H$DA+Am=Q6PFF2InZfos-?{pmuUuTv5 zEbEmh?Jd2;K=(RR1c-PkEgbB}xhFPCi9$ITrFOxJ@2)aFQeJv(2WcqH`oNOlU2>4^ zxBv1|LUNI;6N3VN()PD#`?Ki&XDzyK6Uf*pK5l85O7phQf{(6P&?bM-XC*OeHh%kF zL4MDj(_GRkS+la8EOd7*<~2^#XN(1d@btXbI1LnfU-39E_PbgGSZqv*E^Jwg56;jV zs!e@Kp!8Wb^hOg_0|5O<`&H+k%HYbb1Y**-=Zt7oTKNXU-W_+4gD^IMCTeETa(yOl zo*`nsraff_#*@{LQ1B4Q@sv`;-cB4;ey|~qY^QhCDd_4&#wZXPR-!O(7Q|r&4V`7_ zKTQ@OfQh`%B?0Fb2AqActcz&eUKrZ{v^&|gZDnFFKig!5AGhkgV3(n zxq-4EInMF6G=iOCrwsbEVk`jrV3Et1=@2l3C+UF8j}Sux_Z%OYU@uA zx<{LTt&pQes@!iS+>PgAi2C+-WyapI7B)$(qhhLyc zk~Vt3A!^;~J1D0<60282U}5jKX=srpII_?ei{V_;ESJ#|3}qU*Q`{*DvD!+m9{N$} ziHlv`@5w9%vlJB5a%bm@g%7QLB3FAQ;k-rY8YzADOxD9xCsWaWSn= z;x;-w+F5o5bU4gC(@2rjs`lJ2e$tfjc-z`(q}CW+IKOq#!tR~q+uDff(73hvr>TAQ zxG8d8!V@S!&)%wFb+`t^{og2Dr~LV(BDJRv$GP+0x~%?}r{B-}kMi{Ym0Z?0AcUTg z!XUo4>|U4L+&Tc0+#5bWhVf;Z-Z&?fqC2`0lzqozW7}zm9b$nnmZu zqAFEL3E@bqc0w1je39?M>m0Rl67}TC(Br5%lz?~uy%K@tlcR506WR}i;hN0_f*tjg zc8E~{>UtE3a_^x53S=+cQK)#r8Oe7{N!%aM#~&NsKo)%R1z!XWd)f6*$Y@9%viP4i zN=N|A-$$cshm04aq51piSu{nxT+5C+Enbqg$F0(4&YE|74D2RFp?Be4Wf zDbQXTq1vjMM&-<&=3dwY9}S_*W7EyCqKYwFt~=pSsqM46f$_B_XV45>=fN?=n#|$Z zMq;!4s5LoKpRh=v#?8kEjXjI46(;Z|UW#Hb1M}pdLO=QZTYUZ*Lj206{YgTIq*IE= z*n>Arr3|{yeYOc_bSILNIL7rYXi;2E+Qh0lNxYIuxpePyLa@jkx?;!mjf49x+nUTs z?STrU2o2(5wDZ#TnUV%c-6A}9IDN=uqgg!)6r_jFl>^R{{@u;r6lvCHihrF*kjUHp zl1MZKDM^*b*x0T%_5e>8;EK>FlF`A`!0>F%|7VL!{+%JOmlPPrFZz$d;J=bquBeS$ zBatekpAGv5fZG7$zX@P7q?R85MsH;k`j-Lxkz}0`RR1S{e+$4rQ;B~P$bXVlVwe(- zZ#a438vY!|IM{b`{fo3p;t<|(SrE&JhFPsvYqRmTCBHAe@Jy4P?VF&D=WG)N<%kOG zXhZprU~K72o2f`Dh^Ut9`TCd%LJ|^WE`PT#C5IN9f9KPlE&`WX;`YL1U_F*_5qnMF z-^pv%iEW6=_b^c(_W%nywg{Rwq3VRcZe(_Qs!y2%;P^*zmS;~2VPWI<(DB_tSzNI;l`uuC|AziR|JE?c5gahseOHIl;r zD{cU}Z^wf^A>(>X&Hw3$)qg2Dyfomz`epr5!24H{yT5w_4m1qOIxT4KPvZU-aevl= z|4HipNm|eifDcD{Qo_tTfq7pZH*#439Mt0w7UmIa^)Qe4;T<-)qOo}pxwm=QOEVuD zU2N!IdEjjU7qV_|F7@bVPlp}cEqhE*3h9HMh;B!4KBMiQpmfZCf1qYrH3~9izr6Iv zRP1;UYt)CQjX~Q9B==` zg9KG547OVjq}M?26wGNDp61i#Ob{CjDLuKo6tuB`(MG?!UML?k{ln<`%a?kmj2m%5 zo3W}K6T_wmw@N{}bi!Fm5Gm2F2Uy~IoI=$WKa~w}2yS*|EDHiE>NKDmG)yR2MQBBQ zYuQ4d;Gr;+Js@pda)FmkA`pkTLs3Urw(smkwfKcvkDhi>Bs(6D6^2RP?LZ{PNfkcK zxu$A7AA8h)@3GdcgqgiDqKNf2DTPMpO?yOqwQAFQji%wX_Z4X%o*HgA1OGV0evGM6 zS8!UiAI*i>^jlu)XK9*M8XRC4rT^Ea@Hf35fRrU)N56^bOyU@YNu}`bdY`8lp3CAy z9ysAHshp=Ieu2K%Rhjn05-8i3ys*?q{w!kY{e8FbKz#pWl@2d8)G7$%j`J>0q{nN6 z&%6jMCJXg)Ebqsu{stsh0JT~*#UzybC^JDr+_MZC!@9STWS+;;~EkkKz!n%_voT?Q_S4%b9it4YcmcD4YTqiOdoc?bXFSb9SLy!|Qsa#QvJ%xHSKJ)Nbnc>5= zF{T%8sRqsdE8mYZDum*ple z%cd!ZPOWh zI*1wM8>mlA0vd)Zk^f9eVm?k?Y&P_^9+uv)hE50x`XyAlCRwKg?ffb9eoN^643&Om zt^XvUQu>7<-!OR(P2ibnGs;FHs;GQErv^nqZ+alAtn{bY{7PbPWHMHMQzIhj2L|z7 z>!#EFG*Vd4Si((#vD;71k1gWixX>!dM5 zNM1_CwPMw5c~1Eb&CA;Z zycDsA;}ZwDN6PgB|IQ&2N%cZ_pK7wbG4eh=pH0`E?e zbq3J&pYZ-Ic>fHf{>i2PNdl>FUMfQijzXufPVey?#`-ZOrwf4BDg8`<3RBR-#lR-Y zWJoVU_4ZjD^>xS3ejzSqWJ0^UgPOcy!mRK)LSOg_fky{<<-%uj)o@ckUlClrUC zs^5QY6+EEfkAmU9mbm_VW0uu()3^6TIe!DOBT~9b)^CCM$XbW-2Z$&03I0_OLt&7t zGl2nqg7~*U{4=2Xm5Tn81XRgDVEKiAaUJIu%}O{Nlh8#EfvSS6(%I@8!SPqi9~h4!VPNM+4BZLDk$T&8X=u7oYd67ZaMOrD^p0v@@FGwpUN z89n-eDk+CS^&a1qmWNmR?gOLYnL$U}&jt`v%DHCKto0Ot6fFVB|&h%S{dgVndqsGpgk575aQ%}N*=nSYA(He5kn<+452&}s6-s*As zrKc9YFLHwo=d$XBJ+O5ccZNttecH05In;^Hvk-8ceN*SoEXwf8poaDnFmim0;Gio- z%q~?r5|NbXiZV0#RQ48e_x*+JC-xXv>}9_FegA>kT**tICRT9-J!4~bA|4pqAo6rU zEvrXB=vlMz!xqU#kG<?u8(HcbcpBG!IT*9bmpJ0(7J^lkBYihr zv;jwHpTN7uVnvogl@HZB{h{-)9a(!zX<1BODGWJP)fnfu1SRCP+?tgio)NBmfUb}3 zUy)9)!1Y*`AWCVyxenEjoxEK^!sgkOyNe|T$6Gy#gi)4q0z`OE`?}rkuG=nY<+SK% zYXo9YWck9UBaELURLE@>NUgvs8l~VbZyG+5v<&R)it2${O@W7GEKhFF;jch+hUW0v z7oglVRt3x6_lH;J_CI-Y?_4O}hg=`pv{Pu$DV?5|QwV z=peUV-pl2i4pN=Fc|>`9>EdLR)*(6>A;Ve_#408&T3IHZDCV_lZ#->?PL>aC z5>Ln%DArdn&E^@Z*NOBD-ITTsO#*FNm*hZfgk2Z`Jw&s0mBb?-zW~I-7=b_(`;yQ6 z;L6N#+4%e8rFS(mNW`*^8cY5av}}B0(w=gcoO{f7vBxT4pR5XpgoL48iu%SS^`}&R z)DJf($TQzw)W9hX&IhBbTET!{N(SMq zY2+)BLBQF|pfK1R$vO)d@lToaTQcWoD*R7=^G}ir(=zYt_fOb(=~$NBLzr|K*GWp& zt&ZWT*6;bH-%{p)mO)#6ZM^Bp*z+S8ImbR@$?QbBmIwpTX>sxeeH|Nd-ykl**6x|W ze(ZgIuIKC7K|k)?eQZ^uMOPXPtDCZwjX`F`&53$MP|iqH7zcoATf5)oBMQMF8~vQ8@h!Jxg?@b`m#l z^OY~AZxMV-@w9>;6Tig18$(0L`2;2Kt$u>dZg)6pv*0ysP$KwP|POuez-;IMp_$vUdp*0$W-`5NiT`Tx(oy}x^_BqS)wItQ5k zPw@U0cz=d4|0Ih493c!5EiqRpg0`WdEx!>pNhzZlKKhJH=(QJL2My239-P~yse!Ad zlCeTwJ#SzVSITM6oRW$a4-d|gT^jajrY04}_q!ER8ZTz!TgE~^;a3pnz$Xo6@l-l& zRB$4vD^5B$^tYbo#eVGZh4Qs50(dAzmDKqBz!}L2?nl#48cTigwOA)vBynA_4{r^E zP+yj3OB~q|0x!o0`TRRh>R2Xxr?WU{TNfemzo#vGom`#gspK&bbv*%rp8BZbPjR+# zWzj*GpCMH-0gs&~oQ@O}J{I(oWF2XCcWb!5QP@nX$5wP+858Fga{k|Q<#o*xEAT7| zrW#_94bbp4ws{eqoIU5F1)PcYtM@<9zel&t=!n=uijN&sEiFVF9gTq z*u%PVyg1EJgyTd*WYVV@J%e8PVt4VD)*=$5!%BfL6ob=3(5W>_ zRdGb_D)kFZ4Op3c>3YG=C>}#cdiaRTjj^*axmZq zD(#Z1T+3~-0PRugz)gkMV8~r;)U=`pav@t0*BZyP_C|^IAGb8P&L-5`CMR-8+F(G{ zBAX-uFgH!b2+9Fi(1_>Z8`Up2if2QyU5s`@ffix2#GCMXsk8|b=EFrz6&o~^UtKmOt1C_@zru{R62d0LmeV3)J^wq;AP0 zCOkqgLWkmVF;eu2kWP+oGqHsIKW$g&Xe(d<`w`-G*eZV4kqJmj@P!TotG{NYBRA+8 zrh-gX2)s?+B~+wf`dv0WkAsvV0%rdxFZf@~K&@Q*jUU(7ffN|!OxQvj*|Lk_U$t>b z##HbY9YVa^Z6rTUZ>LDpyy#`H?OCIA@_X+}ICd)xP{-Dm-@QFk=_(4uaL|D{A;5k| zav4rZqX?$2$}gN3ooN$vzBdP2{bmfn36eUK*lwladQ3XUAC`^8bMkgRio`Tcy@ zf9qlY8S4GYQT<6my`(wOV~$+q-knnO77IV|_tFUbB8^oYHDfR9_*34!yHo>)-6&>okKO!MCqy;g;&_SCes z;uw%l+y14CVKt!R|LVoC&o9jOTlu3f`>zyERKj~-Wc5KH-+s8*pTVZ%typ$XVba%Q zz!u%?;rUv)MW7V9B)Z;toQTY2T#F~vX2RrlWDC%U7Y#c3v6Y|EPuQV9ip~LaFiQ3U zm$Gax+3Q|zp#@sNQ^H4vY=za($8YsV9#KcK&I6YFlhD6K=%0DSKUuFoM;<{qOo@sd zSXd!X2WbOX+jK&3-eY8gx-5vuf2o8%&h%o&1tz~?3wEx-_@ci_~DUCvs+Mu(MYF3 zB$a3fY(O|Idx)cVSbUqWW=s_;p--i1Vb8~~_?-uXU)Dt<0e1c<-2H25<(F$HzxTRm z29k9?uv%f?=du)lG{bl$+UIq>xXMb`@J<)3DX6EdQ$uc#+SBhzEpxE6^FYaQ;Ze@( ztv5lL0=|uQboUqzcQ6vq6QrHc$b)Et-QAsr(a;ja(!g)1|Wl^zc za&}TOH|(C2^`7;G>YvyT4N=HPwTmUj0r{U7`Qf<3|iX9mcxAgv%hiQ zDA|*^vBawe-FEaBN)URigNU4d)(`fBH}o!_D_D6OM#4(vPvMkVJri*^1C9yTnJw(y zM;6(Bm1&uRFA`%R+$T#|tV za**2Gl-R}|n^J_eME~kdqO8lY=V1I06Js$7g28>Z6#xdnks?>LhXwA~diB}g0L-~H zdwLrXmD9J~Y~MX#z^eCTj0)Aqs+l7-*_+xHZ?06rv#a19s6sBJ!zbiO@vy{tDz0ve z9%P%`a7iB?Ej<&sx4z^8-eRyV#0bXIJq*E~D!||NxtdAT>NK+F=^5aV$9)ebUY~$P z|Jm?)$Tc19S#E@M9pugE=KVRc4Gm(UPW87>^QQr92IKDl5vU*JMX)p0+z2~~l4Qzb zwjIIIgq9>!@7ko_QQT#cXFJU|OhbT0iZ=nL_>I0!kv*2=WT>UhVR?&LsbIz2XCB4b z+JzKCH;11*Q_=+iN1R%T_t3}Tt3MUK8g_D(0Kb!@aKi|5WMcW=#4F6H)U6&)h z72qbJlLugauVQ3WAfci=Jaf0fwI5C%9tJs1i3L1?&rbl2JbY;;eyls?tsDHBktoq8 zJ=S5#kkVI?~bIbH2nhjpRpqQL9n+HhIy>)w05V%6RZiU@lDiM+?w;!CCiq5q5m9DWU1) z;h0LrwmF$4L|I(Imf0kEsw=S6>u7vO@4IV_^OnM-?Tj_$lqM#mD*{ib9@&Ab6d)L z(!K=$uHmf;SI=-;k>S^4u<0h`u!KvVXAoC$;hui<*xlY~{u)?(QeE*+B<(kgqie~7 z(s{@PujG>ZDdo@A*w*;l744)jG2m8;FG#itaX{%ocJR8}tVv5-Hv`x>oF$83L_faz zFq0%`#t_H-1siFk`$nte>*)okAU5+r%jj4kt{r3-?f@D-1cN0AxyV2p;OY-~Z zlh`Cn{%ALyBXTFg9J!{)f1GOYiL|5fF&g`#bv(v+yaLlk#UjMz2S5rtIsu0Y8g9*hp+a1Z84S zEzA09Zs|Ldv&}_fYb@3e3mu%spbS*?C67v~+NeH|ZWfL-OQs17u6& zjpz7V#d0N2r<|E1YsHA0Vxp%sri6G~Q+U3$uRT-9)HAO9W|4 z>)=i}t9%EuH7jhCLTz_Le|w|SrGO5=Pyh;Q3jhGnAt8`kj$4@ClE^p&I?y2(pnszA z1At_{p=bsGXx0IMwR;6berHif@Ln;|(q{i-uYJ#QUto*yqR(ruY0KLaOyKmX^0l1s zWrSNVVGn@00r|@vl*G=XLCI_5&p0-?@N^9W%++`-_%)ox`LM+{dT&*<#fJ|Vx;Q#q z6&>~t(1Yrnw4I~rZe6Y>6`=>cN$h4%5wx@Xx;(e23vc!ld*UMmg|NDYL^ zS4%KQh`hl8YJ>X19;SF4Y|;l~8V7nRgmH0;cVV9_@8XFoz|vbg#%b?@8`(A*6uLK4 zU66mEVcA^Am7k(k7;dK=pUsFN;_W{+e64am`xrA)EeDLpDLVsb3) zZAh}uEECvJ8%_9*iveE|sSWxnqGHl`ZX%UU$LuL~yF`X8&%q6P^xcA??3eD=l~F$YCg0#mV#JBC)b5Rl>6sJ&pIn@{ zo+x1fS%xgL0i8PljcNyqw1dr)9h+S+#fo2#XQ<%>xB9DxBGrfahUHY^_c{`JSfXu7 zMfCc)K7u% zqiizah5IOt7OmCe!BMJ=5;;hkX)2;Wf#cl3n#*buR$aiG>iakSHM(5#5k*4y9Y^Aa z*lQ^8sT?wN_yE;O_Zc!OD4N}^&q4q5<2QXU-Z3aWDZYw-hgXz>x+0wkOgncMzKRJ( z2&M-pI-cX~`|B)>#7f1zvu0Nsj%$^%Buh!@d6436PIZv}b2TK^Q)e=sG`1w(j~1@2 zIY}3fiRGp3=x5OiJq-2^L~x+%6py*FcWK^jt#qc^Vk@v$c5@)^^7a!a0yRh(&G@L) z`)Taw?NPNMtOu)o42%ExUcDDXvxLOlh?9OhcBW8vtPt^zN4+%GT@Dm$lFO}kUy{~9 zXnnt*mxxTO)jS!U6hKb@|Nr@9C|Kb~>>*U?V%H=%?ec^F|NSGM|M(~MMZ!kXWcuG9 zA4Sc=sFQ+U|NMV8wiYxyBBB^{Ht@?%p9mnS=fK12Y5DaI?OM`gdzs@Xo>oMgw5Sdm z5Zq?pt&a*fTDzUH1h{LRyZ_ac$`*m0$`NHK`=NIq2o$771B#$SAtUY5)%EAM9+;ef z#Z#PLfSyO5dMv9*A9~ZUPHV`5R1dh|o=>)!pL-i@8VPz|b6=5WNd>ypz?&CK(6w5J zlk#4=HaB-0tVK>RC9lnbvH)(+9_k*DR>9Ka^j)H@RZ5`J#$3PaHJw%`CZbksS3-9y zkvNS~{3SiyWb1LU>iZTGA7vUarVcW1KW3K=9$>$5-#mYA*O6__GbHGlOcEzQqKpcE zaCp@+2KpQP9qK2xGsbYx9v6L#*g5WY#P;kwM=<&qZ($9rl8i8Lz@}hoOjEm*YtWs_rRi?aJDXe;{B;6HCdatA zp@!7zXN-8Fl)MkpZv(-JrNY*9BurS<9N1(Mp z%%O_H`GUve1vkYoKk()}odPj-3VG<{#~07y`;<%@10?vYG=w+Znbd=y#rJ^GwD_gB zmDPDR%BKI+mr~yE^lxE*`yckW#7jP>^dEI<(fd;7N%p zwEX=!^YqzN;!>jKXi`W)y{TwG^|Vn?_~DD9^%~JvJLTDh=dUha=xknmi>}2VXiB0| zU|K&36zI}=t<9U=p^je-Lv&Wa?AOSQq6?z6aX>F&t=H}4HKz%sGdHYcq4)yZK!lcMcv(^cajzdPV#hz0%}s^YLSxQ7y6^HBzk; zNKIwEyYXdx3CyoVii~=OD97(V6jg5i+>!I98WsT!Sco16h0$5KjCebJbPCJWMX6#4 zY`p-I>#4(e4asgkU%41Lw*(e#nnKexHC!Uzp$cFq+=MHD73h7!)-~|(`5ou~KdJRm z(pz*ND5DpD|66qzgL?fwG<5O_C-;UQ?D@t^5Z-ABpHt_efISOY^HT%l#O0A`)!Fkn zP&)^TqW!r@Oy(^FJuN?DTtT*!#dF68*~an&j;G$)JEh`5AIi>R(rHe5*nRQTSYqAI zU1W4v*o*qkS5gCW!$OuJm`=gZe7Gp=x}bY1dMsXxvcn*V{#5m8fhx1?pvDz3kla&$(STI(11C42b{ zQ?fH-a^xM+p7S~s?A_KisWTS|VRV*JEj-O_&qG94w?XUVZVm-!M3TESoD}z5byareMHp=q)3Y|Np92 zeh=@09X9EDj|Rmj8>l=4zx;H_rxS$wIsUPyL}ulhX)IdAzetYsdQi=K>dyb-wIcIW z6wmXe3ADl9CVbEsec5CCR77Uu^jE%Rx^bWSs_hL=Twl7nE8eUh4kR2CMdBI{J3e|7 zU2;#g7)J^UkceP23}1KMCD*!>8!SC|4?t?!Gz#osXIZFtJD9V!0-swUAnPy)&wy62 zVz8MP9W%7e$4>s#@^cQ2Upx2tJoWM(?-Nc!@)yeUV2scDFIkNB(Fi5QND*&X-&9r| z(%}^X>m*OujyM1S0{{R8z9auHeXbE!!j^WCe5TQ7nu~v?NRMJMBvblvsgIrCQGeNS zeK2W0ga6@-?8y3gH2MRh(SC18lmOqu% zHcdO?(WzhPS>Hn@C31b}9pSqSfN*WufB*mEE&u;P^Xuz@e@3nT`bPve-^)q{pZh;L z0Knvte2!W7#Ev=lk1CM+M)mw-xc~qI000Cta%rnUKgkg4vO9ae$#IVG*g-{TQaT^7 z4&xnXdLj%0dWNQ}_hS6tbDqk07knUp50Bf}Ad5d4bW?ho?PaD0U;qEqH}LNW%`26K zTw#5TW3kPWb35(WtGMxa4ddQt{;Kk53uyh9KbiiGm^bOMCI@`qaE9RJULR6qO`i2g8oq4IKoj)?Bc|Hb++9=sAooLD0N1bB$@YYf68V*rW#!~X^P zNmgiP+R@Vj<_L{BU{@okU!C|M%`N_KiOBaHjrzb$CwRx|S>~y8r<)J{Qmwe$Yj?-L z`G@^uVj(8PSQpJ{%3rbEp)?W(#mztimQ-@YxTodm1CEHXQEr)pu~o?D#&!RjrEXmsK z&q2c0cAxCq^maNafP0YK`ly|zo6RiRm!9gfXSTU7P*(g!GX;Ivk(%e*zM{g206{_E z5e4E8jlD^_JdrO-M9G7lbjqxVjebF85Wv(46LB=;~dJwCW;;StF$gaF~ASHxC&@U%~t9kR7Ht)as$@VXR zDMYcIE@CNR{FPpqBE}_OIBXbu7i63^7)(~CQLkN2N$iSf|G7wB7;{li$z~<>=pjiF zVjj8WVF@3d&1L_XrOK7G;UA$i35`Y0LejMqRh)?I6%x93y=Uz3JMT`$;CskFm&uqM zhJsM;N|kWbUISYI@H-xW$)AHC=zcdIT&h0btc8=8cv+Bp(4kXQ{oe-i#V$Y*$jd;8 zd%J9eOet1|($r875&~cs%kScb6xDNwp*JR~qgEm-bojdVnOeTR>y|G0yyUzw_|+Y& z$8tygiUTY}@>%2<6dN2W%dU8TX-*vfN#-Y+jK;&hm7+b#R|-_rD;_>6mA#j-0`(uMhpawBNZ2tD}270aWTA*V)6~=$x>N5K9XW5rWS+_hPh)h%RHE*wfNlR?R$deB< zZ(ExlO~pdmo$+El7?@K>zO=>IKi{DWD-2QJ4_Msp|F)CZ>?lJ|ttrG`$s+LGhboy> zYR8%Y%1l_rzVJ@_*OFeeCUvn#ZEyItFA(gII6Swd26hw77KEcs+X$=V2k82_2~5v+ zjp!`guRJ&{2j1b$lO_i7>zns+Gp++CTJ#m6#8tRCq{Q<$z;H=Pcq}wVc&PDyp@zgL zp1e6&E_*pJKt7qUH7Z<{6iK*Bp{ypfjH`HT&?C=K?kq2%Pb2Mj8SPegFUdAV2^5iU0i$-+TKH?iAX1 zez>P;|NrOzP5-~eJ`2zYqIo@WlbwKzAC#x*cgg!NJ{Digpy5PqZ~sb(KC&x^K#9xh z2Tvx!oj}e-S8HCM7pDOGHO#6A$|P@_iaEum!fWX7<=cG(P>jGv-KlD<#f1EV-N48L z6M!bvBj_2bbN)+Gij#niLcG>ZTV(riLwS9)LiNS)Tn%F;Ydy4JY&b6$u4Irm!|4{d z%5YcCszc^1@T*L?(YbKYGQtCZmSzmgR)t53RGUghdKb%ZrMBd(Y<+2p$6Gs*bX^bz zvoD-MzgCYgBSDvB@KNBr>nIzleQ$J6X=Ac{O_UXbXmMPejRic%su8}^fKjMn9gpXV z53C9`N6rj_l5xRu$Jj$H@3*LAG-X7lggUpVOZE!}pNfkZG^+-V`W;DnhT_(zo2QA$ zkakmtH;KVT{llaiHB3en5-lnl+7gzyJRtaiqK0#;wMl>R9RKn^|E<6HiiB1!2UuvT zICh-;ql?rDjqr0O*BJCpI+W-y79$U{*NmVyXLv>Tn@#AnOLRq%jO1&7P=&wOOaqPy z@n!|Rfy2>MYF;2Duh!`rBwFh<#8sORQ0gjN zcN~9Ra^So8?Zl%rr>(UE5*Bc;ZbP|QK4b2YO~u9_GxZ0v-4w_7F{ z#SB!h$b}p!u6m_Ka8V>8jKl_Nu5)F}s-Zcg zYGeB^hD@!^Njj&~T3IPawp>}fSfAm8NubdQNeM?6&6hsCm{mawQGLR;ae>>Zv#ot=WQC{CS|5S(FREye(*D-N$ z8&*Up%nOvbdg8a}V{u@m6>qx&=OILhLOt>#%>Ubnu~v5R_8gYB9l_~M9vw8U4OwQ--*E!->K<-~M8|H;ZTs7m=sLdJ5b+Xz(E zoDzhtnmHK7%au>0&Uxksq>X<8v4!HaU^sP=__K1Ca*R@6XACnUtdM>@uy1cW6)hp+ zO{SIizr~xBb}av0@Juk%a_0SM?lw-%qeU~u6p-Ks8xEoEYvVGI*PeWTdu9@VpS6mX zD{+5+9|y8};x?YMAH*S~X9SVyrOJAJe3y){UzIBXCAso^6ikHl6cPgvpaE1Ci0Pcj zsea?yINLQ0sx?a(Jb0+aSNE{_>Hpl`|Fif4UzH*R=>NF3W`*vIqyPW^Wl6^iOzVVs z%Mg6@jRue1`FK+AV339Wm;Y@M;Ym^~h?|Va-D$IB>=!!fNZPN9^s#hqI@q1Dz;wG{ z*ZG>+6gCev44Y(-N+(a0Xbe6eZ9~q6ta8WGQvNoWc&8lM*WTCqNT*r5M|%&cEI}DR2@6{r-IdlN4W6 zLC;EZ^4sp*c{o^ZXVJDIeR5(N>&cC-*{0usDkYzfGS)GT%;Cs%NWC=8?b+wcj#Ssm zz{dZ&)9^K@2jzci$)3-YSeQaIso+*n@JanY|NrQd|NkLB|BCG}UU_-AdB=c?-?kPa>(hPh`9DuHm_+=FU zq>_50i*z6YpVoEUD{pD@9EJB*_0O`qey{k_JS3X^oL(Tc_p<_Tpcz0;GWD zG=|tBASu~)g^kAcii=Qq?wpekeI$9PAav*KTlQGbm09k}VKx)D-sewFU-Yrma#NJ0 zY0q=82d}^5TPIg64WrHh3cfjopQB+dSgcK&;2jA_$U86Dq(*C@cZ2jOdgG@a zMU(-Z%M(B1RJSIa|CL>0)=?(*kdj|FC{nBNFgD#BC zjqGfeb!0IP+0vmc+`;uaM3$IE61C)JPw(PqRUT6O)NGgi?G*$N5HGrl`u^8W_k|jv z5-G$Bz38+-h=*#mpd~*}zU#FvQG7dZx}%$=?l$7&j8s)qHrk0I{vxX)0-xo9eZvoT zl8DsvY#&p^-g%iaM{TR#xMQ9v6Bu#t5_r;aEwf$qUJl&iUegCFZEMunfhovX8GGn0 zv{W_k9P!^zj}ji|IC=qHt2?yqob-Tdg5d&n7nUe0%^dr5JLkTZSsU z_TOdx5)WDY@i=slTloC`y1h^j^yHo{7Un8&#}e@D!WismO0>G*yfzN`MMmZUsRlyq zvHrvBAv`8;v2NmfG2BK86{?TI6rctI_&D#cf=i}6N8SJURQZe-B2ZDKRt7lr zMmBiK7>f{07ElK)9q;=*8{$%wTOj4_0?-L8_dC4c@ic!JY zatdHfEvo~vfci<@fuTJd^1bE`ue$aTluY0?<~A>VHs^r?#htgJG_RmG^`@AQE=a+H z%|iM}UUx_yg#UhGL0~BS&=QXBeg=nbQj7TXTC`;8TEH`#x2!Y+7bi{$0f?4{YyK@h zTrNCFhRQ%XoRAFJ`C-}sVyEgs7wohfo)&;UYXimlDhF0Tm6#~7{R6{Tt3VMPQk6t@ zadb9B5i4oZ@yvO1={GI^oK637y{r-}Lkl9_kjY%>$eFExJH?*|{+-yRn<79%*0w9E zHZbk3gnOQ?xb!wXL~-U}Y}kX@gtFiMthm8OwR6tShXPch~ zl0C#H*a)U33Lh{_3QlvNi`ym7lD#2ratVt;-9g|ytjO{fq2gUvn^IA)f1_Z`$~L_R5~BKh$gd>orM5eM2Q!u3TYbdXaBe5yXrO?bWlOTSUGo zdww~Fm8ZY}cicM_<+{wySIa%wt?w82WBoG5WpQ6Ox_|kAFa*olKg+*b{+ekwA*z1` zPe8qjY+Q|n9_;4epHif!dDYqgC;JQsQHqfXI1-AY%zQ)Orrw~Cy>D|(fL4y>xfg)7 zVRS1Tx+u33zh~iVjR@G;S^orV^ z=1)uDQUf&}CkHCOtU^}qr#PiG6#hldu8L8adWi?y?NP~;_T-qs?kpsy%uXdh?Y$va zimcBj9T$5kL!a(~5A^^|YRH@%HmTjW`qvTXuj#o;EJjJ4r@TMoI-dq$(f=_1mFj+$ zLaajlqZ`e)!}H4*6SiAn*FzSrgC8;KzgmkFv%Kox6eHHRAgrW73C*I&YT1Wj3_}ardh=gde994f}=~IxEiZvXZ0`PvnckG2fYo<;#n=wgu5&Io2fGVE^*E z1ARS{U8VWq@q{T!@lCkdscJ^X=@{gwunZRQK!+)KO#W~if@ic!w}h`w>(FivHIV-+ zM~@6kjjCd~K%^&;gJ*Gxw+5-GuXupLU64*F0)w-aP-9rsad~et1};HXyFHzR-Zhdf z)PICmp#%9OT;l5CupwOiWVyC8cbQnTfhhwEjcA5}9gVV#Pxx|sNRd|m04&iX>-5Iz zV`OZ9C*L~K*(WDbnA zKGxL)5721P+vF%6yHEB?PjixE8&w47oZYuIUh`{*b??*vr9R?<-~?gA*#UX;s3ws? zh@y?cuXlm}LnwHc7IeGhpGy^3Y6uKz*JySYd&4WV*p#xIEeRGTrSC!||IPENn~$ax z3ZiojXAz)`S5n~5p=i0I%@3`jJLqk_Fi9&3>xtoR=;S_wBoVo2E-ZMFv&K4IuL|a%;HT^uc}#}Zb97^W!!BM+Pp%&rqV)%77i;#vZTOe-BTUM#A1pz-Dm zBTn;Ori}qCgPFxO5Dz~?8H*=oQSF+z1ZM|_k24PYZr&*jj2v|mHIh*co1kWQbp)y9 z=t({UX>k|}rL5X-h%dz9EOUdXMZimr`>wugKf|(?ZTS^(h=Vn<*!qdaX+rY$`bY7? zcOJ7kghg5>bXy&)wd9M@HK38^7_X`aIvMbmZr(|!29oQj*XfKOD#gd!P|M2fhmQoi zs6-x!>>{jWzDkrp(@n4UQ*HWz5kytLO-Rqjs6`S)BSIs>%uUJN-G*p6WHT%bV1#2p zX7{QojXwjt3kmG<^Z))@zsw|F``#hV(Y>VfLBl_zCPJuts^gj%z%#}2-mc%KvC@oN zL0%NQBZXo1_8&q5z3nw66`I-evU8I-jFH*lua-FCBerm}rjN4Rh8oapvtgH9ydr~SOx zCc2yR{cwO585Sdm|ZQ$7QY-ghr#}ZhdDB$eo>qbI8=uho&(S2O*0yhfG zpoTB_rP1Jb%B&K^sGYq(|2haR%}fq--gEiH`oeFKeoNOx%R7_RCu5<}jWc9dX6TV* z8}C)vSO{S6dD`#d?=FR|uR3XFL8H=T@g3kiJfkZD!(aKt)0Mw!~9yFV@{hu!)9aW`xe^nK`$+(9hF z2V7O<{=XgnDJOFx6634QO5X|0{D;p}P^y39qyl);Dg2QanMFTaoF}NP&trhJ;RlCq z_-)BPC0OW?@sZ1rL((~F;@U?^806e$v)fpe!i!V2E`v8Pe$s>Tf)wSVsO9=yPrv@q z!qO>?wft1JFLfo`6CFezbqXlN!+h~d3wc6Vz`irnYUZyKLfI(m$~GCbjM1QA;4beW zFNvRI?4ZuG3N}pQQ<7PN`d9hO|$(Fg%x(AAn?6*#bR_NbYMJHFB*P zZP(5n@l9QB7Q5;GfCK99)9G#3F<@SGXV**V+TX#~H**Y+C?DiA?xs4F{CdW^Ka7zB zYo@}y03WWX^gz|TB3yvaO?%j3(pi#G@2eS$HUm}?07*^U?*fIHZh9{F&j8e#Im7C> zv_=x9e+ytqpD)KQ{Jn@M1hT#6l?ZvaI&BGFh5y5px>%hsDs%NpI{)>9ek$VjszoX< z(F=@&?TS3|97hd9J$+a8c$8Uh|M_J9|Np~QW=~F+VdOfS3r|4RVfB~|j2S)T%XXpXLX$S%I4dZn(V@o$ zLz^N>v#4u~G9Zf(aN3Drr^hET%awr#Yag7gbl?pZ?e5-_S`)uMS3pG`|_ibnEBl!`mM6kczQKgTySL z1~0U$)qoz?6k(nSP<*nKSqnj0v_)qPcQ3CF(BBCIRR{z)d|SDd(GXq-^fTNulrg0` zdj`aJf>pO6TUEW4;(ACOMiZ@Qenm4PzJcllEgWv>3+B|S@L1M!O-vs5!9+tl zne@Fz4dLifLNG(aESc+-0;r0_4%8-`9Hpg1dN;=eir^cVPT9FyPB_3U?3m0EBK$!k z{<33_TuK5z5}%ygSLXhA;ThIFpypI<2k-nn4R_KLZ6GnMlfsEp zedy#?aqpx!3m4r46s;qV-v2%OZQLh$faFmUE{X%+Ve97p9r>=fS+LEFFp+&|TR6fd z;TWu1>(29vP6cnl-@ER~U5YT*<7Oe=3~exbA}LO_me)GavajSdQkA5hvN|O+MD!&K zoys8&4{Wf{nVRR@$;1IL1nCXwBruP(pfV~)M| zW=qMIbd_bEudd}p(>({J7@W|micg^=gphdOlI0(T)rm?i*2DpdF>>zQV+8ND8eU52 z=8C@6-<~xi2=daZV%Qai|Nr42&T9*K5Ym9FgE;hhvz_Kq9qg#mQnU}36$QFYZLEwy zk_qCQyqJRodi>$iPse$Wc1Xx3X#admu6^{R$OrI$>upXYKlE zAZUMXyeEf*OyR?ZCZ50Jc9(&sk;$3H9*|}7MQT6x3ajrZ(k8+tR7>3uMzr@LWh5^j zGw8NF-&58de+k+br?LwrYG0V@hK_cUd*A=JSPJhRwgE+YE6Du`diJ7KH;ffatmYb? zp&%0X{9CJLhTt_Jx^Y1d(<|I0{MBly{X#>QVJ=`*y|Brwof=;RYRNvUr=U-)%T4g6 z{hUkdc!((|U+r5)xFTYXDzx%@zzWmm*_C&QR90q#;hi1hbcf|Ih=(y1pOV=K63Zr4 zvW~RJ=Du<;JXTQ2Boxyx7{w@8GN2FqS~{q1|NDpsS#vYY1%Id@bp$=h#~12{ysxMO z{vUSO-S*Q{;DNRAi(n*@0#%cz$)nE+5N7<%N2`?Hrvn0opCK&H>O&WK+z{5KkiTj{ zfRoE?g#6b6oxi8205aZSsyAo32ix-KNCfoztHI>M!~TgnAF%5-OnoQeR7&#b4=^x-~5D%?9O2G7=~>6nn<67oRQX08rcxviQ_Wp@wFRveOSz4q)r?I zRuh9g8xZyscN%hI8!bcVRS|06W2T}=T}G>A-&AdIgC2O}kb(T&3Gt~+=$EAh&0Ano zHR!T4X0*wsov$R+EP!R3JzR2zsk}p>0}9GztK9>=coaiH(<)o9wALWDJ3%IeLqW$3 zyq~~{9Wt5lY?~hSSlVLA z`#ht4zyI|)FdV(3sFj5p>%CmID@nvC8fzKLelN?)`9r}l1orcBUGye)vM&eZydkqn zsN~W@h03NpuDWNQ2s~5Rd9B9u33QPP;>%TI6vT;1a^*3&3fB*Tu5DRHP zmM?=WQzvuV%Afe3>0_1T@oJ{5R}nP%9p$HpF+8Ld8B~?c{gQbQ9psI&qSUhxf*?6( zS(2gmmn<1RU;BSVF?4~YITOyfJf_F`if~6$PdkiEY6YXlR;k}7d+jc&UhR3WmjPae zlbP!-DX|+L*oKOce-D7PCNxN?1;#{mWsXU_vvCD@f5i9D?;ObouOD{xD&bu+tqstXo zO?0$Y*jO0F0dorQnTb%eVxT$;H-@?Pj{-HLFkVi*uK;o(jF`DQ=q)`a6u#A}4ykl^ z>^YAB%Vg6aBQ}Pl>ajq>E!U=&O9>B99^U!I3An|!1iMh;j{#KUvcW1L#htEGts`f6 z$3^x|*gp-YvTVe*zo_Q?wN4!&5(m?L0Aq%qmF3qwUJ`G}1XK=Pp87JZKS-fXtQWYh z4dr2`y8b3VatUg9` z0vB4_41S&g*t2$xo~Lz(eae7NJ)a zS~>IuJBER8rUSR$o^+0KPWFxiAs}fYsvNLt7W?9EeTvq8*>ZmD8aAVJY-1#$Ns#~l z`AUqG6!)fXfkSP^iQ=M(9n<=MV>QRqq`v`c%lANXmQ>Htvi^@Ctp}pXSu>4$O3P4z zk}OuyBO8*tCX;JER^d(qme0S}DD4QOR?JhP*iGsG{>HxM>0+HnWuOGl|MXMwKkybt z|63x+f9vh)jmF57UZ<^VCh12*bDI+0m+9p34(!>HEM;g3M!+@$W$Wqm)zeQ3!ZY!K zJ;q*EbLo+n>7ny6`|5W`0DOIg28tKy=uP_g3oy zlmPh~Zm+%!lW};fsUt%ZbuBXk=(?r6lFKvDls^{SAi*6*3%vTo;`{oBM^+S-b?oSk@2g~BSJQpCG{Q0w*KuteHBLq^reK^DmgT%uN8D`lP@Y5Xzc`BYSIl{bGWx_3%d% zY6J=OcQ;=wk*?rPf%}vn!5qrBF^LPKW(v0lHRXD<+v7b)w$O||CMK6=x#D4A!4Igd@bRv3~M8?8n~fewAy z`qRG@2ii!)#?e}2=ax4n8eX4@X#RpG@Slhj$D(tjj^RrbRFV<;-Bpf3t$)$GKkW*s z*tP{!QjqaFh!M(V)d5RhZPP{BL(TS64SF`_TwE?D9yT%eRu9DK2Onqa$VN5 zt0%ogcwo3gOLdk~HH|_8)+DBm_M`?T$w^{fSUB+nv4Ge&gnk;mLQ&!EMkk8X!P@1T zJ8T%pIRn`#n!zsDVK+eJDFY~?M?};ZF%C&Y)H0YtpE=_b(RY^-`7@o=WgOt>uTBie zANnOIx2{=wsoV+~WrRN}=D57v2u`QN7JIk=00RJFX0on@(t8FxZmzzg7qcqa2YbhG zrhomDq7w)~Q^LscK=k6BbAy<1|NJkk|Ih37C?(wfmR)(fZs>TqAKg#=&PGOcaB0pV zXuQ5X+-k-D{w%~}z&nYzzx~%2hk0G*H;Z^bi-)yA>*U0Dvp7P@%@oLO%LDm@C z(N-8fogoj~RrUYj7?WzN?jat(&ILi@<2tGW4$6)Rxs`k zYgWw7IQ+$*j9^vJL3yo~HdIe04wFivj>H!B^-k&KNxn{)Kkqr)NyoQfxC@{=x_xWf zq1(&)MYW}F{@0^A^*ri!<0Dp30%L6@Q8Xi5Uh!mW0t za@&DXMd(sr(|}TS*d})LJW@&*`Z&}652Z7&J>D#KuC$H?05xYGMF z3M(Y16|!-?6ZDge9cA~EsGwlRrO;{Lj-~i!&U-PpH3!7=xzq}|;zZ>QiL>+eoi&mB zNWOdK5TD=-)G!=ky`8^^NTL#+!|OCMQn-@;I=*F3xic6lA}q!iE*1JqAjFMg%2I3# zeFrnH1!~@`|D|q)Oe>^YrV%d>2NAdtBqqnhs^=MIM2yh$a|*M$h2dlZ%{dUtY#Dmi zg26ohkoHkG%}@G{oAtbr*1?2r+K7~L1NwKNBK(6`$ul!kTg^H?WWyT2UI*)lqP}Xz z^CXCvo(|EnqWoiXpgb<1AC;n*0p6qC^oM#D4xBnbMDJVJcbZ=2gHAdA03=MCW}}`) z46uplY{^M7DX$koGKdWAW0#_TG$QSj$fMl3W%cD!JV;wY_dKtHvcaQkF5kS;bd@M z2k>aZYrOLEv$j6Rpqm;FbGjj#+yNiyGwbRvPJ0ZZPU4!*VNmi|r$p(^mehR|KzvJY znz^Jt>k!4*W|PIaR@qDcxk+go;}Supx~}x_;#mKy;2<724UHC^u!hYZxUjH#ihd4? z_0m9XyBUk08M@!9mf90_qcdm%J=chF+OELGQR~~_nwu)N8E58=2{;`^-rw-3T zVA5WlvlDU(roq(V7TUNq36>lrvkQ$u_Adh?hXYh8r%%?iY${a)yf4bmVT>ymXq})G zVo6(2Ht23pBV9UF`z#(xFZeNQVMAv`V_AAS8u?Tw$A5@Cd_NW#j;Lj8XXdHD?|wJZ z!M2i$;1<*($sI0)vBD%EX?Hm5XXY>W+u!bF4bB11)IbH?*6^^XoZ{d*p(uRG~OL@C_9K8uF04{QCtJ3^|@u#;V3)HY^+ls5GGN0!- z`5udpxQY0bqt*9UUe_NzNs>+^+H$YJTb6tvw9=JCMfle5ZK*Zb_p&q9qgEc!RF!%1 zJ81aufRUs7LoH%a$!M3Ss(ixfxb&+%s-#D)|MQ>y=0BYZNegwXp|(6eg!P9EzR5ngQ_fz+|{kq zKiGNDE`RtXThigyWotf+@|S0DbOVqnENFe;OmtgfSDy(~OL9M*7FuuaInhq*`oX_G z$&bzRM5*|sMciO(-; zg?I7KD1RA;9&dn9Q+=b@ljpetTv-CjwTiyJ(0%dw9JNnPM3Gu!eO4je>W?DWXv8G` zHcXtXDRO>7lAvzfF9c>BnFSyePgc6Ll zy`b)(JI$$t$AFX43aSL04jOGur31<-oS151N8L%(szCn>OCbG!TQ3qerUb*%j)0qBkbuxLM;1XnY zCvSli4A**)LpDQnB6Yu)Zgzv%dLWD}Y2zpVg2Kk|I#s9xnelGH+RV$}oj!$ZPzh8+ zFEu)?S~hPvzidybo3?NNyO<+Y(%!JqNxGy2nAtIefFMtKVo7z_-0S!Mxf6|U*ELTB zkjN`FxdQY(`5m}T7K&OD-ki%61)oXP;DW4En_7IQ#-|K_G!sUYd0X;)YkeP=LhoX- zZAk(vEv^x9@wo3IY!_nqdWa{e~BWAg=ZwJ<#VCPo(NsV74i=vkfQDDKkRV9hCnDVS(s>qcc; zuRTIU`(O-rE*n16U{l$3Qd&QYUQ?$gbt{xTT4ag5{TGiQE*^eoY9lOy9*vCqAJzSF z5!VO)+ivgRVot4EsaSJd3+&TlJHLS@Ou9XOSQrwK(q*91To5%2ao%T6aae$xl=t&L z6d5y2#So_BJu;ChvDPED;_NNKprGbeR)VUp6Y)_RQEpN zFgcl9LPtV5dgVk~u$|jvdsc?7Yq&Z=c{z$|X7L*7=F@I4iJC8V(ImE|JDkE6o^JVg zb=Q8`1ll*ukD;qB`j}?D5$N7fRp-+@{T_ReG1dT(W|9EV3+Qtn2Llr+r0ke121;IP zVK!V8$G~Upi*#UvA&CJc>fg6WE_9{)&_E%?ixQ&BpTkezfDBt>HL>Nmx(z@&EkWJ{ zQkcddPZ&C2&>tBx=fKwX1NKZ+d{#BRN)q!udP#U(RJuC4F{V;no6Imwz#LdGA4GQfQ(49m(ThNhAzk&IF~s zJ}wmHZe?airFNB&SEB)y`4tQChBkUzSeFrT@1mTmQhZ&nRtV>QrRR#8f9^|^?s??O!RK|y0KVC*@>aqq zOV!xq3h>jB?<~}xr1E?3`;d?5wQof`S=ABx)S({N+soN%-t5>mOy&`^2jL z5ieB4R^0f)n}YH;7ka(}9za4OGloRI7;T+0**Mdf10lm}x{C>slC~2!(?|%~w#o}* zN}`y7(;-TaaU0C8e1=SJ-fMt{qL6>PB$2_E->@|L7aQr!4~3f7w%v(J(}%xVY;hmT z_s=+fc!+BB1?;o4R57aTwHRGA_|vIcdft4Y=VE69%Kfr+K`we8TIuQyZ~7Qw*2dge z_%A}E*>@e>zXmtV)NtLgc6V57`r5nyh+CS%cR`cqqODy%RFgH2HV70;U|DrZr6nf+ z@odh&D4L<@60j0byc}x{q^GNm(0P~p1DncVNs)bSU#|}@_@gKVQDFM%MxJ&b02FjH z;;4ca?;^`jx>$YyDCV;ZL`4`fq8D;h3=>0#Us2`^yb%E|e<;hw|eKKOL~{RTW5Ee4Sl@zn3K9$V{vvYslmh>3^r>Q-Gj zIy}nonK&QOMB((fuWqnqOS@!NvlU7_DkYAk0n{&bb5_9CF7m{-?>uEk)enK)X7%>- zjwE!N8genAK}4u%9Rl<`!|mTRRVxJrkTi$G>#0{kJpe#JzrVb%LIDZ|lSN{rMbAls z^=*lv>)6%@=dDp%wHhVdda-_tSDg(AoTc7>1lpbtC!d$n zMjSa$Jc8kII-)wdD(f9;V&C&4e-3{5^}qRH@QtD~kzloxS-ozX=ASX}B2n>2eegfy zLeiV#)~SW{k}xy?8Fs<0?HF-QNqXzItapz}JP_sD0009302FDiQSa{)2N2KO0c;-9 z4kr9$EB~*B3a>SX`S?=4nsJ(bLFvDjW&N)^c<^(cu!XK6e_LEU6eHG86pmvP=oma8W}SVp3PsxKjA}za|X(SCB^OG$FD-+h-V$V=#~05PZvlAcnH1>-u8e3 zf*i9L;0N=Vq=KP}%5&17SOvpJu^srO%(opqQt@a_9j|{oj@;22G0-g7wrEM}F1oFlCsml{ujdFO6>#zC}g`Aa|FpFVrbvWPY zAiLl92u78#sR=*;01tN?d&FBl;}h5nw|K)ZyhLf2ztvj*3Kh3i?+FzZ%~&2$-R^m+ zb8Hmc9d`v5vu_&e&1@m}+*>1^Lj&GKLf7Qe`VJfnp=;L-uvJ-sYSmc~yx?b+!{q++ zRWhD@Y?aWP-S3H$?jJT{AuVD7(VWCe2*&o=gKS-BaGWZ(K1vE3eP6+nL^K2z3bpk- zcMcZ&jNao4NpY#T@BegkRn?4&GlfQ)g(le+)db;*(f=Q{+zg@YSR1WBp<=m4WKc7x z3tJf(qJ+(6nJu3_Qvsf@&smUw(2nEnZ89sQ=kpcuFT+l0C5|^ICO1cNJ9W-7f84u_ zys}4bcNP&rUkOX#3UmI8t?Vmi$CI;9Z)ywWuyYC$&gTbvv)PK)&$1jl6GJS1VN8&Q zYL)CbDZOgdP>1IR9VW}D0O6mwdF1nsNLaG(G&~H(0p?%;00RI3p?6^j91WbAR4KKw>}DDIk17f$veJ;Z$<#(%74u^;1sN|S~0-@tKtgw z%TqTMDy1JBp5DR&+dLg|oS6ckTj5*&8yw{?IM}ZTHe~1k00RI8W7Qy*ceaQ{9~Cimmi^=;g8GSC^%|YH z8s*yy47mX!JVRUlIpuTIsfvaN(+*E6Sx&QZtvIs^QeCTF9ko@`Y4nK^FVq;Z#_#%r zmiW_r_cbpdJdGJLh%e1uY0F(!Za!CD!HU??L93VHhA_&vGO8@YGPWJ32zL9k9MwK8g2(&b|VAl2ts((v&^*qP-z^S5Mz)32z zlHqlEclF|Q42`l1lHiUP!MtmJeNY1*IeCZ5S>dkfctGz=>!N&@04 zi~RLO1daZqEP3qS-WOxUB9;PPsU+rV!0ZkW%~l_+k@K>SG@LGsD_zyISj}|i&F70z zRKu%MkU`*W?A7NN+PT~RxIPaHPnNoMo3zZ79wb1Sijlx-SssM{gdSKHofSxv3b84JE~@clktW)&sm36BkImO$y@ zsk~D?hsch4Hv++UOQ#02$Qvi1-wP#w+)1m!0-)Dn2_xMg00wq#{``_D{(Ea95Z)tv2w(G#Cwo)tpLH#y|?% zJLhy3I~o*rx$mT`p0?Ron<(>me)ev?Jd&q?xd^jsgwU&Alh{P8gB+*F#1-T?1vl{z zS%^HlJpHc|IlM=$-Vq-vPIO9S$&_3FcN-tdrPEnqIrV4|r1|wK!W)1alUM?VoUr7W zJ5@N~Iuty^J3LTdsjpW)$n$X~Y3j3b?k82ft!U-VQ(ZZni#C^R|}M#4CDxo zd2_%VJ0O-sk-2h5hq#k400SeKN@}cg8ikDi>~JpxqzAVwV7e}x8K%|&M6yYM#7>T8 zk+13imfI%K!+9&k+rCp))rk~UiCF_d1fIsc+y1J<1X{vN#-0W0=Yn{moVBoxU~t>R zk+9Sy=w6KGZM>N$%6ByVz`xoBbOy^=IXA05J_;Hued8 zPN9iULH4!T2w7ce4aE{V+;XC}B?*GZISm)1d483fZy}700x-I|Qu-f+4e34wfd47A z@6VfsQj^*%ee@l|fm%KGW9W^zbzeBvw%o*c`yZ+RpB*>`lfSg9A{a`f^m0)-*yf%NRwdzIqa0BR&D|L*;|aRNh}x)Ggt&b@c^foc$(K zP^6u3_V%aC}@0 ze^!w1@AEaT!mtEo!A4QY^`K_f5dFVBEjkM}5Nu^_@bK&!O}A*d%_|GHgm9|4kJN>o z^KV?)=ib51K6gf4&U;pGdqq{SHUA>hynEssC|aY1!o$O!*Ne09TBb?JI755Cr(+tj z99jA$ngm$vLQz#f9J6bsOrCHYpf`9lb@fC+2Z`MEfs|Gr%Su?tKv=0q{r6lswhrah zEO2-h=wSX=-ZpK@>qn^e3eIxs23*>!k9_N_Yo3phFJTHjr@AwG>etFuPKj--PHu0! z%mnL=s%I0r+b=nBF%IJe6^ouLHBU?=v`39Po;B4tF3YCxx=HwKC|qO&dN4ZAT$uqJuCocygmCVV!3 zZae&l$gWy#|4NExhHdreRL^cz>y17*gmf`xH30>H7V`U$wsTe7x7-yXH6zdNk%7hq zLnvxy{N256NH<7*O8=uXy@M~0vM1ad4a!${B=Xq>D2r&iPDu(|&bw%;T-?6HnNGIO z7LqN_lb1rq87nOh>#wF8M8y0Y8GrIawE8Cm^4V%|^N#VwZrh%v_&AFrf&mG(x;@}$ z#Z0*|6+vQAqE(H*cmMo)AC9WbMJH>SQP_~)_w_bu;=aSm=o9q)^hZ~nbCsi*>ilQ) z*Qdi+pdMY@n?U4m18u@f0{U8x7`@jsjJPvQo(tOEk00093jc^e~xsv~f z$I8uAvx&KsltI&Xlx{LE_7TZmW>xV8$3Yc?2#Sni1l+$j=Q{|H$h*RRhgQaJ#3X zH3^bv*e97wZ)F(@Yr||Hve=07&G{Sz8~Ss~t2U4#8n>9l`j2AO-`O1om|b2V5`4)K zKKSTYfgBmBz;a?biMO%u#nualzr(C~AvvQmc$Q6HJ2zqD5ZU&(HR};mcWvbzAI;QKcJ(y%r#c*zLk94Vj$LIjM zFYl*}^Mv7X`TDK9iot{&?m1_yLoCB{o~1~4PP3v9*YvVR)KM2`C3E-+dCJ{00C=-3ceDtwGuWo#*%tVZ{<1&Q_d)421=Em~Nx}os zu-^q9?aMt!jo*`wUS#3LQX6}w1{@9$aW$UPPUFi4uk@o}xGcFb<@_(>3`s>k?9bRB zUf~Oea(^*lEKN@?;cgq0KP5BWtDf+ZDJQnY5DgUP6yxG;U68!52j?c)OK zcYT!>$`4B0@D>9elIpyhS&GdUD0te!o6{aBV?j1-i=QGJM5NMDQofJl;>$P3rD4um zY&ARlvev#=pymyM`s`$SR~K>%VoUsw&&^AF2j2bNs72PW*#fgLJ%R`6yFwC7xFW9S9eum0X2BJ@n-ep-aBP;n`bArsV@Wl(uv@ z({j0g^ffEPF>Q6loi+dduO=82aV}Jlf};LSsi=}{Hr_-=u%lM{VyN)X)9EJ=l@m!W zj0SR?!2I@hrv2YE_f;W*S6ASWzj=1j&ct^{BoxB>_`8>Pi!$9iv+gz2UT7^^NW)D! zcF+MBw!?7*|D92fH_HD7F$87%g3e49U~%(nz58gw3xfG#f1jd>`-Fd|+nZVuO{=UN zaK6}FjoP~PB*LYHzE4;kb@rpzL_Tx3h-A^ndB6<+cyk$?4skmI5{&5>Jx5>I5NNEJ zX4(Cf+Za2|kU^bM7P`krzXJ1T^t4}6d4XZbKq&cqjIA3h9vD?%Fe6C@*Fgl7r(GT{Q)*cDs?`t?6#P7mW=E!U;- zZmbN;{^MQ^JGIFmxb1tSCUr8|9+gAo3A4HfYI0i zSnY6%)t&}KKL^8?Xk^=W5cH}ii&yZEh6Zt)NxApeVtH`fqCZe5m6K?B6IYFLb zvV%Az^&Z2C4bB=%sjWO|D4+johMwS-KSO;C{iA~;g4VXc1Uh7yfJ88oJ+R)c?!tD* z|FWyQDC~GiE=s~}pr{1F1qYwrQT&3kuXgelL?Sjas<%PH;19^Gde4w426e(Di|r~& zX|!KRDcr;Gt``U_FSbJI#tn5uB}nQox4iW9t4Wdl{V^xNsabiK8T`$J;lh&)Yl}M; zsFkCywXQI>aImu-|~xq000Jwwt-MN;NiaTK~-Xh z)y?B@Fw{Z?54*bVH!R2iIsyfURf35+F|LC+d9+K+`*jTWILmn)^_4s(Mb#KEcgid8*=)_T`z1{)k<=+dBL6oi)m(b5P z+osEppF&p(e9PbvF%i@7N1PywWgU+{= zl%YlxxTWXAj-Wy-M+P8OCgZ%0`6_)L^`J4mf2ph|f`=eq%B#gogO-(wcg&kS`iO1bZX#}>eg6v zZs2Nzqjq!u;M(>T^1|f(kVZ01Flg$tWZ3K=@QV8?wNHMS|Mf9Uf*;w zL&j^!Mu{T?og3aw=qBu10Lb!BKf#@y7#69MObK+g*?b*HpXHjE0o!;#M^MkV`BigW zF)R$E=F{m5VpF`JL_h!XtLMcPRR6zZu-eK&PWJ;Hrh@tvA}Gp``R}_gQ)>!?NH)bG zuY~r1nLWdi^YjX$=e@nr^3I3Hb^Viu#aFn|blJ~fq*L2|V?YOyB#)%~P2E)!5oyT- z5mw#M(L=v&Hj)1YO)sTL83RU_K2L8B8ZCZdFN}+yocKZo879GDQ&EZApBk-t7_v;E z6z3;q{NKwS-WIo91s3Auhmy>7>C1s*A|=``TwT~%>m5#_T#U$K^3BIM?}28orjr_6 zV=c%_$qcyolGz*n|E=E1E3j4cpXqGUsjOqcQRgc~P*B6-c+`xJ5unfnu8T)sfGm?Z z(rYAl8oCD_Od60?N<(jAuu;9RVl^_3zoZA6^;R0mn5Q(Cp?KWpm^LJTw&~^m^Dot; zI$|JmjlA%e`DKR+zt%F%f=5fd;VJ`(M)!8`o%`vt9X!z2josF|^>&FMSd z*wpuWHg$6zXqBAnrXO8#y6rsHpmWvT1Ypw>z2;F~3paf$Yvh-oX1P?o9Y~F(G3T8Y`a@RmqP!?6iE&QB^zS6>!{xa1SuuYvkRVPZm^{6Io8Qy!k4Te*Gar5W zTQbSit1p&97^arsU-d_uC_HIjvY&J*pxSQ$;9Q+}qZmGU=GCuU{#*u!v4py><+*Xi zR-f+Om2M`@we-sFLQw^2V5h$uVQ|nQ4+x7?ToMI+JThlhNz=i0H&#d%4_PH}xZ8j5 z{k&M-)81M@M$s2p!59<~&G_lO>3bjO`TzcH3l>KX89>JH zIg0(LSD4@gp(LnH!HlS~l5}=%<-$8NCH~5~ST*W0M((sC@(H5>t4(ooflx0HoHqQw za8NBqiFc<_maLS(z-}-P_H!vtwDs8d>on=hqd>TFxD=TG+CKy5%ozgM7&Q_9d1Y6;bvDMwthVv@DG!eR?I?}@JPM&A#rIl z7@~=OO|a4)siL3%NQbI!mAZ`@*fpZOlNOle%~GJqL@W~u0`@s% zcW>q$MeS};kOc0BsVE>$l_gX#u$PwnZzp=l>UJHH2_nt-DN*$RLmU^$JE+!1A%lg+ z6Akn>@3AuGmabagkYW)rz|rk;uJ^z>A_O%-x|TsI!rCum0tN!vkitS5X1Ge7IriKk z5+)cVvaBomhE(o3TnRuR|pYvl$ zb<7N56*V{6?Pn0&YFIJJ+bX}2gg#>+p02XiuVS03&1jWQM0NrtSxe?UUrn#zsvD}; z)iZ87@lc^Z-uM>1w$*k2P$(V`@w4isK6b>Ey-}0|jwX81eSvU+X^vy0QCp}82&kv> zjj>zxFmSw|#4h$y!A~8-pStJ>EtagDkpLd*x!cecW4^1ZVgDE9Qkqv*dE!=PN z38yoDL>$&>j)6Wi1Gpf_(|=qBvIK9tpbSmv5QAt{2>q-*2tYc5iHvJayd3MyHi(q0;>bj>BS&F;z zY(!Rb>l&fmt9Z^C{+j7$kV$2by>FLE4)DHBDw?2N4g7>BL#u8EIow%swracnXf@O{R8=ve0=G(torMTerW9xa(Z+9}p$CJ!a+K?-GcFC8WUTkdU*&q))(i zk2>TPt6BL=g#&`BhOI}`L}M4xm|rh^)g2O{mLO{ufkO?}wn*eDGr2D1_ms!VDx<9@ zfD)@VJ1xJJ|HJ?%#h*cRka0Olc~i7gy&Lg(Tz?^Q4Q>1O)2}#ny9a7P!l~*6 z(%hZ`6fE6$&84?4A)uN@k;94KY=*E}L>dwauR3DgR^dM(K;^ae=82+OqS=vVI_mJ- zO-5*JE_&pb*cO+kFXY(DdSRT_bFy&y6ibXxGca*1f!N9rQvn$IoH-!({ZY3y2M?;;I;)qnnB zwCQ(Y}`+VyyM~6NXU=Vcwl9Pea!d_!C&wBTbQA?v$%|=VOgnLqaqM-w0AP%hs#EjnKq4 z5k3|@+UZMpByW_9Z0TJxh5zkxwNZUC53fn0HQ{RHZhzi>OM7fwUmNl%2V)o!-^t>M z&04Oa)F)iM!>ka-9fWQO@7cI=9Nw08qICu+8o*t1Yu(z_)BbgI00kO?lTh+9wXpjr z^oX_cMxp6TWa`;}01zoB)L4UhO_ajdybG$qu75aS&Ea3dF9P5Unlxsow{uF@9F)DB z_Juf<4gL_dU}YXv0_@@$`(0MXZzkE5!3}!pTs=+oC4e|d@2FmC$f8z>X_}2i=ViEm z3-e?!$N|)Ozxcy2QEFjYWnP&8t9%%b>Wv;3_(SD>m~8@|@6@LGg3(t3$nqa>Z)I6_ zFyUL4I*JV6kQuCjvQ(xd1vMey#`opMvpQF#3u6ltA+-dZfTFM!d)^g>SVZ-)8EdZ) zMZ=5!cTmGFR@mB_D&lMBI4L1v=#$pivi#gEmJDo zOkg47+ujWHx;zc*<=l@|oO5?_z#2y?alJkM8YcJZ$H!e=9Kp0EW>a@1SkQu#*f2@U zkc_*j)cf#m6ExuEvy3-RW42{1pPb3NDwo1i*uP>(if(#E@E55L6MH z5Nr(%Q^4Jt^tGEI5{mUuy89+P0R85lz}KWY{YyPsQnt}33&$AgD>D2w-|j(}xf9C| zw;5lkl2}H|ULo?OI45Heza8uJLC!3Je#s!EIg9lM_@s$JVTL4@Np(!>l%j zyZ;B3OD%^JbGx&uiwRH9o{Sl`GxhUagS9kD)L3>9moHnwx=EJq?N9w)m}9&(({&YZ z_b`)U%OAm+-93}{>Faenn`xr9R#WFy7<^bfYS^61$Ry+X{S0&3=bJ<42Vo#cBr54| zsZ|5^Z0)UfZVwhYYc+Sl43IV&U}G5YQPZl|@FGB(L}fl(jmriwY;2B~?CnvY6PF^3 zR&N(^J@)U^Eb5~9zLsEi-A>$>4#L_U*;yboQZNXd6{~+bf6~zC_ZMaAW`)oX$jFdS~-;S$&`}L>)MVzFBu1*n)(< z9k_TD3i`pXfEi57nzJK*HMbtI@66Wwr$~9^-a};J=H3E?p&&m%|x-xWI{&BY)3AhVVnaQ2p-~w z!a%tUe-#(aOh}v7=?cD)Srm!m+FW!OLEyc zSe_|Mt6b%=JteJo6N0{mJ%VT`b0sP`pO-z1Vm-iuhIw*(O+KP)eS-+@{N-Bej`m2% zvvoyJ8^T-5U0@bNgbgKbzf|ZxAvoPqGz0fuPcP#BrMFJ!jE_szfwM1M?XLtmPU7Ed zjB|r_0A+CevCOrCkEUA|WW02^WgK+3VyrLq%dM z-exxz)iR1qB~F%y*SvEs`b%*9nv9c9ED20u1236`|I#mr|LG(9bR7~ZF_bQyD7YRH zNU?`tGYYJJI6Q^2x9Z>Rw4J-L#wR)6a9x|IC)4oNinz~42!v9CXN~*CYtpG3dATCIogjHV*+5U0mf~yHMX?9@QI;)?tW<`A z+HkoqMAc>i_pgNkiu6Q((Wf|Ki`X9P)%dT>1pkd+_u5jYkw!Yn zVYlylD%N@>Pkmw$B)EJqtbOa`kIv6rzaxV^#8CC%qa(nz8i~9ERD`9(A*r5cz-|AT{-`BRZ=3A03mybbf?>PX7;0hcqOwux9yWb-9;@ z&sBFuWh9!;ud&T5#Jiqn;Q%Ii?P`EdU0N{(ZGz>sx`2kof{VV*48>@$^5>f|oU@Ei2>H<^I1YIpat$#eG4N_6oFE#@wIBRmX*Hw8~_SNC6rX?W_n^ zGVA7&JhsW0$d6#9gcv9X*8BEXJf*+oci8DdDj{l(V$0BT3R2i7!JazQcEC6!lzePHl%H`?# zr-wg6w49R&My-Ci+Qon$Y?)j6Uwq|L{1mu*-Tc1qk+*e=Wi{*ao#9(xnFjw7=Iy3x zN=AHfqXmdX!@m~EMlcFiDA%DI$H~a;P0D`kEYN$^t@--{-CySc2K)XXwYVa?+k5`= zH@gc1>yXfNH!p4*Ju43Dy}J@zLDAB5ct#>*!} zVt{|61)eGD85L??U|V|-)`L-@M)SkwN?|rI_sOA;tLTMw>3kx}(QiybQe~^8qLe1Z zaKa0>pk(_$gy~^Jr(H1V*UxDBsm|)AltTP$;R*@Zkd>#)(?7sNspp>O>-BY5|5?!H z#_i2G!!HW9RVnM)b#xmEuuk%Fm2KRO#Bwh-sN|)%mw~W%E2r~)hZ8C!5k-S+Owsq40Ilvecr*}`t@o}foruLMp=SRdt?ZyzuF8^a`bSO{+Hc+x4h@l)h^KGZOw z4EThk_SqE`8`UHPa0`V*?UU!u5QN7;-q(H)S8mZUQz#1Ps8+xNTGHzI4HsWR{8g?o z)!qshAD^DTfE3UGL%Wb+*-NB|yJFUdU?9?Rg{~DW^gAd5sX$Xn;woB{Wl6)x=XX~W zoCC>uAuZzA*Vel;6L`5nD1}io;a_(OlXYhQqGZhdWCF50ayc%SnVpjxHP|9t1X~=0 z63uIYh3w?ix0{)~p=|}KA1C2*;yv0jF6vd3@_mVXR`^|9+xjA_&~onCso7@N;c|gk zPs%09e{3u~I=wa9;gMsNzILe6dU-JLnkO>Gl{%tfymnC9&Gbmq!71{W?R!)H)P!I{ zxtz$hD-_Rj12mbq8Laeur{Pam6A^#_3SJc!A9uJ{a}po_{m>@|De{V>6n@~V|Ly6o z*9HI4q6PoAK)(NrVi59d+wX&UTXfndK!}xC6$b5~K4l?G3XCP)7!Fe*AOFlF$qcXe zK{7*IH^()#x;exm4T5dJMS=Go|B5|1h{({CX)fy3cr?8y-G6DgbHgj>9%Y;WfNpXt zVoV*+k-=av0pY0VFek|H006DG!R)QL09VIq4m|->g4J~_oX7q@zEBSiRoFqEWHIY7 z!_Q}mHZeC4z!#H%KcxiDK{wc`G=U71oc|)}`jc$8-GvoE`SDkSLW*z*@e@2Cma}f6 zTVyT9dcw#2z185J@&qBmGUPX^Uc=jJ|J=GXjkkGz{geJ!nR@}0QK5*MYN}ng^o|^y zafAES?^AZrsf4ou7nzT6;1mV0U1Imv_;Dk9HkdE>y@_?4{>~-zzyJUP0ABA?Zpt-- za^ycsQvZ}RMuU-ASmf093*4T5agp!<00RInr*Oa?NJ}H%{~b!VZRwEh|Cs?9O91@- z^@f;xC-_6C<}%7EgmtxJhx(5ip!zJfF!+#J`*9xx+?{;)5LH2LA(T>P)EDphH_G8Q zkgo{x5A${97WaTS&k6#3?sc$^9TBIXhdb;h zHhag)aIsQmKb|awdWR>hm6COm#&_S>QJY<1!otoKi}RtD zX95meKv#<14G_m`8;%S9a3t7^feenYZhhtj?hdMCFnMFhyLX5}@9qxylk1S~Kw*N>ds7w-3L+A%ng9J_-}qO5x;O2Q z##ayEEgyORch+d8@vBDvSRS8R;>oK^?=~Ik*<8vBlAXFIcWHi{#GU}z@EFdUxKRHR z8qARzpb;ukHwYflHx9UZd8F zIOqZ05)6%^BBAnF<*`kiY#+~LEnE||FvVnS#Wi6!Ex{QceK*6`&PoHIo)EoB1(3+@ z2)D|n+n_kkE_>*W&8)*0t#F|aF&Q_C=(yllvh#KMPhMW_WNS2RVr`@|CDwT{-VmZy zovTT8<(Fi~Y#2=ehsL(o64gP4+3%S$fnofls?$?!Wf>`XFA=tK;0PS=KXp z(5_yyeg>9h^Y3_F9@y^Go!8XmQ9_adU;{u1MBd0MD=(g-41}JSpslZ7+5l6@Ww%M~aI zeb+Kae-aQ;ERVHr0I$1R(8m`#>*>oG2vFJf=jFY-`CrufO)nq&eIL$gg5TrtCh^H- zz7_{{^edwt*;{*&-2O>#v+(=^lIwTk3FH)m3oaPq%>S}p+_`z=u6Q><8vgcZ8Je$q zL-WXz)iW#GVVcsU`T&j@SK=v^j6oA=2Z5mWo07jIL8XG=^k!(B#peP=Qt2x#lYwMk z2G61Otu2tC9L#qB!tu8ThX0;{u(%AOh0z6EB8xQDE}lWtJ$+sPkyN#mvkMKB(aN-O zH1$oA2vHJ-?Opl29B&2F3{tykN8G@&U2%BJ=}W}R>v~A~;L!Ri+QKD?Vxcs7rh;E; zMyilN{1hZ^?-%KyZbcl23==*jwr}^gY*KsnnqKu&CmxO5y0hLcY(skyR63qJ ztDF23TwgBEB;6k|Nr_qAh~7%lgR+W?S=%NMLCMPogz(uiZtObvz>Z!Eh{dOyMuMrjyr37Xi&M?uie%ZnP z4`=qLu|w$A1X41_xWp;h14&;$Wj8FAH1+x%ch`Na{HZ&%%3>PH$`RgS(OXIp?$a^$ zt7nYjkRQZ+p_@=~n#NI8QYDdPZP-7Aptu`?!_;dG;1Sh&NT`s>%J`fOu<^T$^GP5c z!{|aHHlz%WV@quZ(W-(>wk0UHqmN3`~q{etDA`%Uxs0GN&iJp&(7C!CgHTW(3z{EE>Bv zy>id=|Nh=p?{eZN*aq;;nZ>a*9THX+9gg{7=uPC!-L)S_geqKbM&}Ym0xl6%=iah`u{aTEiHkG3sH!Btk1yCM*mt?sR^;t62drM5twc;z; zTxN0QcJWAAX-0uql<|tg+VPF{V*M&|dxN;8FsAZWQYPp-FWRX5{2E`s1ecH!dp=7w zSay^rxj22J2(?m?7kLM``a{%FrnS3!=!9#%3SwD9tB;2H3)QMc6N=J=kZ>{fl7nBs zFCTBuBle45#A~gx;%{gUF~@7?h$<5>OmPs?B!&il5_ISdTFdRAXd8agIiS&jPN9vX zb;7Ym$`J^LwdT7Q8T$XuQ-rMDI&tLx+I73L%QeU3#a;&$R3%9x>;M}l+>x(8@cVv z#XD>DUw)Q}^vJ!o6gNtgXOrR(O>}Y0h_qYp6a+>}a?!oXeiheQgH)CZ?q~pFaC`{| zo?lkR2!Q01T31=Q4h869aTi4L%bJ_S@rVT!<#{Uj3K5uDU5QZw)p}5(7@IS^D|_y? za$j7Dbk!>7OH-&w#`FWj|GG311XRzBooYWlZX^?7$Z~fE_Q>)Rv ziQQeu;?)W}*qkH+XOq4Wl1R%-m)TUGky3y9dGp`K1re?`7d1lI1=U`n-IOjZFOW|C zkNC`C;s(m#^r7$XxO`Yx30wla574qw`_WS3MA3zKe_Xw16tRtp8dSv?TmB|E}FnWHg97SqZjbnzb>(USvFK}~Q_nP-yYqE`DA^g}~ z#n0w1DYmZq|Hz(IXdP?Ix+kTT+i_c^6VB%f``fx(T4Ie8Y(imfAhRK3y7LoftP*`! zn8PLj(lf}%Q~9k}+d&f%{u^0VA;k#JmNAG=RgTm8!*xl=736s#I#NHz6Z`eIjVAO! zMR8g4ACOEl@jId!yR0G3dCC9#3bq`qv)osRyU{wms>mWLB{{;E^h?*htnsq=Y@nYw+cP;BJ6XzUQ>xAJ$BIueJ0V*YEsc$ ztcm){YEAL#vu8b-eCSR0BpljNJPiw^nvA=-@D3X9UL$q$-|bNgC_=Jf&e=C|9@nsN zfw9;oD5Qd2xjP>0&_dL8xsCUYygLb>Ng=TcOvu>|Br9(cp6-EA5;{dP_$`MrT}~T# z<$#94B0{Xb8(u9TW(heYHl}g^V4WJ6P`=>2wR8*?oCaNPqc-dapn(D{?Rp&MesD zO?V5W&PD=IF}^dr4xn#DmQs(B?ewLk#l2T^qIg02Z7YK3OV%x3#FfLz)Hx|%0_=t^ zM&kC&s&6Z&AP#9}LNQM6L9g%%6N{!Er&c8mzWXR5NAf@)_S2#0A z7ztL%Z%7LTU_7aO2~z-d#e`*f|sO{K^ER*`Mc)j)Q^tDCX=gE{`!G z@jeAiyM${b6%3P4b`ZC&U>s9hSdUHJs6T`+2omx2 z%!I(}A(LNC*F754$nDk7*o|}I!s(0H7)c$_+5i(l+=dM%uPfNib-b;`P0K;}yC~nA zCSp?vHTUl_z|Mb}a;Q}C-l_NNEat2vQ-|iU@NLmyHky39QScj4OSv0L_H?TK73@Cf zyf?ZiE;TI~^x zUqX8rb$(1v*SZt20!i`xDlluLK0~-4PSTrn6P<^U2(#6=Am7l^`7(}}=HiQg&kV3_ zCvT9#IeIV3dJYVlbk!r#()qFs)??Ogwz_-8UNKJYZ|FE2j}92HHE6OGoRJ;tX}ET^ z-qAPw_*Yp3_?rE<>E`n-DI|SJDp*7y5{tf?BHP&rhlB3~jd{&f_bcUphEB;J#o8Gc z0_Lo^%a=>o&5poUptV#GQK_O52ZntZZ9tSD9G zFX5Mwz<*(p9+8xZKo%yY(yu@Z9Hjd4<37|74npb5n{glzEO z!cS^tjvWWMeh6Oj7e7?JW z8Q%9l*-2=8vn7T36MPOYUR*)uPrTh#W-P2@w?|BLho+b@vVsXl#C@6VJ>X`2ZSgd* z5nmGxqKo^}weiV=~^7E+)G5p&-{vhy&Nh4!My-5%kbTRer_C_N; zvzGrd446FKe<5!ND->?qYPMjB-5f1mO*3RVjaI5N{&AXjKGA_a`kX-n49EZg0{{Vg zL;x1tppK*t!&EyPIp;3g_Sw5!w8T zog737R}vze*GaZow_&D7|5#T} zC1MuuY+Mnqb{rV@>fOjVgXR+7sQLV;P-3KkmIs{+JRExfk3?48oo|r-__K^*$yu9w zk_@V?P0R(e3^`QXp1!{T3iib|>4{g*RSYqW%Brg4Ag%$D{&=zPKM_zwj0cs$w{;(R z)4wnH9+E%S16^!0FL+T-A5?)gZ~T$5(DwxVlTE0qGODrfv!IvwGDlt8tcO>%$#fPL zA%Dnb#E~zU4p(IfF&u}~9Kp+l+6QZ;Tr-pK^v~DXP*Z7;U=+1{LU)^Yf7E@+d-ci& zg(94$3oi7~8m$R9-pb+5xVyxoSU2Z$##6XuQxVTJ;L<*KZ-(A6LxHlIB-BX88+AVM z^KK2g5Yl%dKy^>SYR?-ZDv0h(AXn~+nv!Xoq4jTHT?a$OUhI^xI+%00&*HA(fVET3 z>tXX!H|31F`(&YHeGzJ^I(@8P*st*`1-aYR`6M>ufJERw|9+0tx$wJ2VLZX++9zH4 z52hekj&!;aWqY9>A{A8it_F}86tGCl4KQRor-ArwM~dFKenxo~x@;d8-^M~PehK9$}djnN5d5^|gAZf~DbvBBEfbFqPPm4cre{)1&{T8DNnR|aZN^KylJ_F0`IoZ-O1g5D5V5S(_> zC|h6%ssK#H&Ed^3s(yI%%JJlP!5{zKFldUuB9XYu5d5xb4zi-Y2ioZS=U+3Bxx_79 zVA()vZi>Seu#4fA${2)~kxnim(Nv^}$ikEt#dAU~1boxc(OLI{4mNU%hDND$l>=Kp zko!O2)L#tKILMDNxCj?F0tAji1E$YP#X9a08yR|E&2E{vCVYH~6(VMCHO$$+evg5E z5{GA?(yCz-Oj!Nj&Y9wz9VLV0D)=INtVoc4Gj`-R%=mm8#i8 zMO=(NKxG{ejej40bc)tiTfVhF4Ebh05?)kJ>OoV7Av9>D3=$s{W`D&>DVRo;jiodZ>(3FAj2R!{qZ>6U;3%w=76E=YEcI# z^p6x!o@bq0kFQ~3mNv{I+Z#-CwPdSYE~-=AjNS=gQ`%c4oI#Mrwkw(@y}D4K0SW3? z|7B!pO&Ax}kgeHD--38IGjn-m?Do{usrjTsFdXo6UP^6c;rjP3 z3bnp%NSKoZaL8*_B%_@|Ns8~T$|&WGMt0_2fv~%^D&8gs|#Rq_q4R3k*$%< z97b)U_bkx?6NdhTTbE*^<;MQ|3%LvoIFPMgEppahGcvRsB>rvT$*?g%j>@-BN+I?Q z*b11NX0`QDoVf3jjhdP%RnQo8okm2su7~Hl*#^*%Hinp#EUf%Nw=$rW$EmrH-xjCm z5NrUiY$Z!d5-#y95mrucbg%7Pz*#RY|NsB<`hWZmR5Xv)*Q;bJy=!Mzs%BL_Xa*uZS|NrW9iCiGI7&5L%vh6ek zdq6JatN*Q4&04tfYK)ufKuV3*As!uab#VHoEhh>K633~Am=lSFSGfzgq?SmqllO9s z2~M(~wl}`Uq5sBZSZn|Ka&~RK+x|7O^G*F>ix80#7^1`$WZE-9);3`UE4wt6GNCC< zvklprm34~Wa^q1UXYibfh8~}%CcJPk!MZW#wuq+2;F*f;zVm1bJjlTyIZ=Z6&~)ut1q zv=wgY0Dt*zN{=&cwrMmKhVMtL4pC~&znXs7mqYFw5$G{H$d$tm5_iLj+jVJWMc*!k{Bu@@S|h|%%XIUB08rh<;{T%U_DQ)CWu6BZ9W&> zgMMwden)3WdqLtBBH!_Nsp=qY5#%P<$+$_ADX{DbyiY{U#QuUIie|$kP+CHwQq=PD zr2N#%P7U0a+=k?j>L%sohraX0o#ebC_saW+Ct~1ln2X=t5&gLT(klO?Y4kV5Njfc? zrSE)x8x^dNO?={DrSuf3Yk{b(Y;JPj3R}EmFom8N%;%=cYoI3g83AXnkQ&bvr;k~( znfTz%#AzHRGj=^t{qRQ1Kd6q8DPD&^T$kU zKDQ0vFNEC|Z61O_XkH_q-CUk#5iH+322jI&^hEUS|Z93t79dZre%u%>1Zxa(Wsrq&-5Yn5SmG<#)cu{yhNyg$CvP ztpqUnv)Wgk_zpgh2s$(e27?#p%q(1|3j_po8atWLal8}^ID}iuWI{3q(BQ!|O$E)6 z`HyFZFg|uxSsY*bJpY-$S>wHOnMcUuTLt>O@Yq!|E~21>;Ji!#onfnm+<3e{1@Z)u z4bLz$yNMuSjgoCklSI&Ug_T^+s#-T5IYiqZz3$S@LwbRhY~>17#s*E<1NPcUQK5zW%F8x0`}h^uLOZ>^w8mx&Y!7wo_;b_-Hp%qyh*cd~76}mm)bsy^}JA3{1h>PEycul1Uu=d-<-*wIG zq5ftdywx=rSwBQTtUf8_^)wzugA2T)JBag;-M{HVfiJl8nkU)ZQ_Fy5c&g@1X7BS~ z|IG*{ogLd%_oC+?_Q`mWAD&@~%=M0@Pg_~QUAVyRAkY`NrJp2|+OL=C3cz{5!P-Do zX!&zoHq3}?X_DhyV|In~xK4~#I9=e8E?!6|f%=nnjsjXf7% zWtL~(X~++eqDe-1%EXxV;_Q#J!zn6QgIg9=wJwL%l?(pC z5?SickqOhG4DJVTzZMZSDe9?vZ(7_IR*x-w(Lhryk{&s=eES_3u!E$}ALMa`pPoXC zI3FM81>*8i1E!EKcXC`hBifLNM4H%RS<1zo)GdYMAL+ z8H{Y5nWrRCPi*t?>=Xy0ck`3gJrd?~EP+-f97@X!`XJWu2;B;XkD4EVq>Ah|pBT*v zHhF%Cg74MrRbRAuR}P+6j?%p`t?%20udrUojR1yZl@OLhJQimpu}$I(-;cZ3Z)g^R z4`S@zs<3Qi#Y95#T~_25kQ7B=!J?5Z{h6kS61!M)G-M_LA66~u5ad0+#~{nT#DOBv z((<(izA07!B4TLDY{rK(o+TqTljrzIZ1W#JY7=37jE+lh6qc#0#y6T@6d04zaY*1tG>Z1b# zN90LVA;q62UpX{b;>X`u2047Gj$b9(`F(EnP;p|=E)~sUoCeCl?`D$X@5e4d4QjiT zhTm?9?UU$eiEBfYloH!73CvR78E5 zYRD{GtN)`>@kX;t=G!kTX1bHJ?GF(_ma3kVMcMug2J^0O=|2!~jUZE3dXI<*o!c0% zaZV2e;I%_4%I0vOb!zzWhQ|n!lpizz03pV&E>#G>=)6M1_Niwe;g31%N?(Qe9(Z7p zu7x^BhIgDa<-a<%r2DRxWw|!ta+mgW>s|aN5&$)HAW%2rhZG`x0eMD;P1tn6&ssC9 z7F@pUrRn1hs@V6f-5!z{Y$~;SB%0SPZR@KlBjNq9q%)wXDu0~cK2ck{8Hy$m4+@PNgMpDcKWatX=VLu6?I zf)VNY32aKUI+0$9K*5(rhLvUB6-`oNgtH$zCDjzL`F!IYsjlDzFZKWb6`aBe#6n-x z^}a5Y{*3$jw@yQ>BJthsrg{u4ib40bYg;=!#RbV0E05tJi?r@89WNG;1o*!9rh0HO zDB5&Z3LLR-Gr~0rD=SEKKyeb~tJeLkEo`t1vVU*FhRjij?i2hPb+ddBzEBC=L@Q)2aJeS$WGvw*71=E`G<{un2w@#2dsH4atVRTTB=pqt^x0YkzfD)NJyU1|I6DmFf6xb5g>QC zU}#=Nn3x%^iZzATb!({$P54mxLGgA0JXEOhs<-*VSE<+Vj_-qPflr#)H?w8)(P<)g zzxRzstLcM^KJW7w_*~;Rqg`b`k*Bpc96T+yUK>;LBvQ=3IPbBQcY&O?S&MxojL?Zk z^L$|z^3?)E)8a`Ddh#ByCAJHwLpi*+7G>)TwR@1)(beRDxGJ8o$xW5#isBwGN&o-R z`~Q^~9p<`w2$}-Rgccrc9>|JPPwP_3fBRsb@)6l|#A6kwGA2jfYhQZ+Ame}!61{P&$7heL0T)a0(6H^G9Pc) zErO?@*a*e979b+hm~d2Z-xXQ^{hAy)r_}GL+din4kG`q|I0tZM5S7dxZy8Ksvxshp zR0#I%&bHUMh4&bLK_7&!Je-XvR4q4=oxkxHc+0GSdIiJ|m;xU*gy68lzRsQLIi;(j z?XEWgM#%%FNsZlz+cT&-J2dN`s4~r(QN1FHXl?qZJW_Jt=a(L$bWSyrMmD_d*1ZN7 zd5xPeTmfPm(Pa}RO9_o{4HzYQRa_75%`{QMRsmd#G@sjarZ%!3v>_!xWDgt(BLsxp2AMsJdCrF9~DJ8zN9y7k%5(Lk!UW$8xlF7&2!<;|aXIs;81>gisC#h7l1`NO(H%i`><`Brh)<`P>JU!Afv@0qXYifh3QlxxXCrQ` zcF(6jkV@=8*&%u?&(d`$&~lqk1CD9iL`-RQNtpG)K|o;Aal%Z>iaysU@AKW|h6h0G z5tOdvl6FT&InAv}OMJ(j!T&t#BJVyiYjX#1y#CAtNBCl(I8XfJy(z`%epm5^B_M!C zlPezGGh_e%@4wzzTV&|pxql?90UY#u?OXh}B-^iMyAb3Tz7$BbG8mb}`pb|?v*etE zXRgY^#+xQd%UBKxbkXZk3=nP+G8Uv>Cfr;w>W!1$v8VEJ$dgC#geF?H;KD$^-H=ge z6=vs{nAvDimpI)v$P5_fQB@Iz)NY*5ug3F%m zS}o-lQhMJ(ynIeLjw%#SuBSzK13cM=J-cK>PEeKxQ`!SfoSo1%Xy23`E~!InHRNP` zgqV!Qs_+V~k9C=)Jj-HvX0eR-KEg}miW|_iA6Gr-(l4+p41{75h-6}r4~RCrfY0H7 zuypmU-%SjQ7wVIenjiB{OxrX*jdZ0xH9oOu9y{dp004t$XF|NIyFIfxiVy%QyBp-x z%NLe1{V^ga2G#=SD@*`k1Rd+=cisy~5C3i&4wwS`|5JJj0zSqSiFMg*4eDn!V||NV zMn3?}JfXL+Bi~LJIvZ`2p!dD=-NRK_h36tb&IN`i(=XQOAp*~qL77&DGTr;*%q=9( zu=Bu)*U!NUJ_OSr<@76vu0NHUUc>(2p2oB=vLfxUabSb|tf*>@zyJUL{<44ys5*i) z?LNmr;IiJ;#k+k)NW97`h<8AM$gjl2nibXRXb~Pho59Z<>AXUb;`HQ`T_aya5<|ZX z(KHK&h~AiU^>&pu(dTmS{5QT7L3G6RSU=QZ-TuDk7J^HumpY!^Q8o2|!-kKZL5vl@ zTAX)=uIEag;ABz?mMjLm$5@d}_0wrS?b)6c9wKZZFa5w=Jt;%kU0&RyntGHGh1mWP zg8Y@5Xz92e7N zWyzm0$KrtGQ2BSM|Nqk|&42aaf1mVzfNA&Hix7A@cB-v7e~!}vCzbC(Q;tPZD@37| zbH!}_op+Hll_~V9pWmQvlg}2mPM7PbI2iwys^6mdn6A7`j1^+mn&KrDx()ZB0z@ow z8{t1WohE3V-Pry@O#I%UW+b3xx}4#!AFMay3jjtpYjB9_5Z9Eo9&i%iJSl16Q-^*BZV^6Cd6qw zZ?0M+SkG^n_`e9 zIBLMwn8l=Xuw;N!{g7c0s6wS2dRPSxZ~)t)(wy*;U%nK#pDJ_^Y8t}gDQ*m~V^xuh z-R@owd3&ysDg41aJSgx%8K!<$Bfj15dkJ&@Zhc~I(GNGR-^cI&>zI2S|9`du;bJ9w z0osQUFcU7|l;epxE&N^Ln9Pxj;-$Xup(;In<3Alh0GN%0dt||%zR_z~a{0y#cR5HR zEe^PP4;UkDd3-ocqX-%~ojuE+?Es$f8HPqt5@QZ`d&DoY_?{`>{%=47|7}={uVM43 z9E14@ScPCyMX0%$?8NngIp$)COP=tG*`RPf5NiphIzrwsCld&66*K%4SNwIJBA!^i`SP ze5r#YR^=f+PB3tjEO55<|Fy=O3qcRc6zWGcvheR|5nAGCnR*AK86bqkyJ1t5s+1xi zki6`?9>hE4$mh&}3E9`19If z-G*Gu5+%56#&`^fVw}Hf!iDzeV`HORntv_{uPhL50&xGgGy90NWm_t{WRco?{ z#KgMfGMiu2x&Qt)vuEtzjoJA->_nEl+Yy4+^$KRnTDN=D$?lyky(NoCkKYNJ$PyIr zG10|m%dg}Djj_+#V0!U}@}UnXSILuK9puY70sY8oAHi`~sKkI?v2yp@(swdXg+jE# zb%y+5;ilT?Rl}bLJ>{TT8CE%zPZ+J_tbi>zDo_R-!iD}TXjOmzMWwx;xp*VCZV=69 zHWMR%LfO#V%S;hd?JHbj_e&tvd&NH$Iv8!qiC_`5yyosJ+P94KeE*j$fRj*Y9H8@7 z3=sL7Phnd0FwE3TrGb+jLY}=y2+)B-vWz1u&$Z8o=^$5Yh;x*DyW3eJ{4d|FxLPMobcxS)z`adp@EAR1U+ z?MZw}o981J*VYqkxL6wFF}o*`=(pkv!!-Y?&mfLNN8_WYFTW@*L!T)zMK?!$cyo%PV(lTL@+`j)Aff1bZan(q&^#F)xp5;I*1sjQCYdomRutheEI)!+MDia|Y{G^5ezxo8 zHjkS_Vr-NqGYy11O8lER*_`RCr8sY_aK@i7fxtU+2kWr@jQ%Xd8;~?0^I+ZiTctsqnIF z{f|JU$lHC}eG`zTWwI(pglvzV20mhI?}HMjIP0sOze?kl==Zg~kNRP-b1m``jvYWL z=jFWy8h=QP63Q^rW}3*i5-03*fO$^gq$>L7Bp;BGjob13Dm~8Qh3;9QrFb!;en4a! zPP9_Gc;SGySv_*4)uLQ0E!2^8~*>2EiB7hIarslNZ51 zlw+S>G3X3WlxHYFE3y%E=%1<_#*PMpP|BXuc`GEA)Kag69M?NR<3*bc1iAgIZ!cHB z_9MuWGq+ukNNm`0a@bp`GB{izD|XAqgS72p!OAn#f>|bAA;X$Ao*;W}HR*z{m-F)?o=e&O}tO93E|v|_j_f@>+~T_>Rzv)Tl~CAvlx14Q6Cg~?d+ z-xCtJZWpWyf~_Y@*iI5@kNqS4fLjC0Qmx>xaDKE6<@stfZTXbXT{2<#_1aK!Ms$q^ zNxaRf763nLc}QPqdRpdlFYJhl)CAf&}z;#w(VQ`PV_IjBX z7(C!{p3>j)FEEKW+^AU_&825bwFPLlOHp=bbSbyd$u^|9X{-P3xBS#b z7+=$Ts$LDXvkVA{j3A^HzNZU7#tEe-DTY(?1Pz5bQI|M~d;|Hda2F<`S5 zRFd1%1s0xadrS6nw!7lhFrfl2;w3o>a+ccov?LP&eIZp!z>9G%G3>d!g|JPLfymO^ z$HC=G^I;O)9im5AB!rEImVhzqv7(;m{n?Cv+`S$fI7Z)qvP`7syWazTqXWu=IGwBu zZ|Hd3UM@m)3g+@9)_H;fvF2!&MJGQ)7NvZhC|ppH|6xD+h}C0~Wwe-u2b;|aUO>YX z0009305sYCfrHJj%HF4+t$&M9KrW@cWFds?0tgr+o;xvf8~^|xp5p;lErI|1rdfK1 zN}E>);yxLbJ1QiQH9Wz8AYDOhRtNPP?fWRjrV#f#*mF1zLT5oGP6dO(8JB>tbN%_I3X7<|wL@!gW9=iV~2s+dDVt zPHlrsibO1ZJZuRt6l0uvq0}A*W{3YQf+Z7H5s!@>h@}26F$B|LJb;AH@n}>=aPFGe zvco^QUHs@xfp;2RbP_92O_-2}HYG#Ih`u~(+0MRqwW$?F6TZla)^fv&bAIzXrV~CW zc_qQ$P3$^kzsP#vrV^q`I2g70m|52^dY#F1Vq@JIeCz1(nQKqK56771u$i&(s z#Vgo-EE=F#t7lt#zj}plTm&h{FH@sW4eHE+Uot#-C_v2TzBI*0%}6@IF!$Kb`ume* zG^xQdG6BYD63=~px$z$V^U#K(eq?WMJdSzD%#wP}b6tzf|AgIgI+$LPXF$FVvMsb~ zP1-lwZ2ViHCj>$R?UTP|pb#|#uSIpZq+dyc^D|PAvH@Ycy-)hpY8tYU;ty9V45BFr zCLmrG|1A;AQ)J?hS)R zj%e)r1kAzEaoI39EeopgEFl-gbA7+vgb&=i zPf*M8Ds{0G8?zV83J=MeGP zqAkR50v%0SnjFlqZOKL?Qw-cK7qZskcq?9u^sdzwNwh+!myFe2;}6JAhJ|`?^R;IC z!I0+EF~8EEk7342Ew`}};@9ADkU4c}+XLV>>$KJ$J5rl-A!1qSy8WiQVCmh4vvjw_ zn}xH5$DR-|F#1df6Ez7xT<>2Q@YOGIJoDr3$_*Ul)dy+N%$kn|N|fR=3Klm}j>5il zoGW409~hfwb*`F-`btCW>dG+sw}#=X>^dqciXj#s)>F{s{CDsZ5XQ6r|Ci^_|Ivd$ zA3&FRll&GKKLm$gS$@y|Yi7qq7<$!(Pn&fFCnj@`_pX7Aud`0I_MVj}B=PLWe0d1Y z_Kw5(g=P6oxzniD;^-C9?U*!s9&W#XMLLE=;THsEgA}=w`cOlBO(i|1ziBA-(KwP5 zzv)6FuVmN{uX!$&hyr0`tnSEow$xH{dVI?7pm`9^@wtwuspaqIEskQ>t5GIe+pWCf zM@2LP8~WdJiOA$s#@{nOW_@EaOl$L%T;?Q-M*BN${qICrPz4h`YnZAG2_wS{qgAi} z@%#VJEh5T-n2sy43m|(S>F!B(?C>uP0q5yW^{byMdn2k#lLHB}Of%z-CYhp|*~n7^ z7ItR_@kVD}rRc9NpXOI;BOEJHi*hg4@KaADo{iQ*OA%s@nT)!D>zEmeuk-z*OkgGY z&RCu;uuZ(amKjz+q%_Yq?v7S4nL?3@;owFQnZ3B5rO3r~$mm(8&A^ep8~c2VeO+YqUGG6!g%+b0V0)UmnPW}1zA?JF~k8VSQgUkPn}ipl7n;h)b4aef!`%a1KSasKMeGB z5&M_m@$w^1ND^n(E?x7hiRZs8 zz$+vt0c_X*vsY{$LJrvWPc+=%37zv1aYK0pXsrj7-Yq^CdXX|N5H$ zrI-WCkJo&Otnw&Zmg?Qm%(wroXjnaR$5^FoFm|#{Tu$ealan(3#?-1KtHJjE;MWq?dAjZk5wVPq?y# zrij%LS(ip>Sm!16Z%2I!wj>p5OgIby-Z-(<-MKsVHyDny@^X4zNhay5#K+GpI+(}* zHv5dp=O3lCkX3%Qp-ucXrK96tZU1OjX>@qVPs)45t@akTH*PQRH}=i;o4VY^so|>K z0HxPl;&QFQuJNl#V~mTO2ZppR3u0vJtYd9BlKfdTbWA=rp)jnA+{n0qsmVgb7*RW( z1Xo3uPXMgr2m8JxA`>$3hvgGFgE?FVmOtnM*k{5R40eX;YOsz2I3xvBaeCdWLwe{- z=l@tagfS(dzpIM(1<&Qr$(~{#I>8O0TnP+1%;e^B#x%8k~e zk({}{Xn9>qZWE(+GhF@6RVoZH;|O~0>Xa8&vk12Nm_ZV~LX&3cmkRX}KVD@ZLij{Q zPw6<(nn3Xp*AU%ES~8jm<{hI`>q&hYaOFr__{UVzcZ4+HD^$f@C&U(z8@z3dTRz1i zWabNsU$x)^(r1>l>_(d+;oY1CTrgEC&3r_5xxQljTp$$T`oE02kK0kuy?_68768(o zcovt~AuiHfsTGiJv&yy{0fXpx*2ii{rn1YOH`~dXeBJ2m0A+Ydq8xCt9lYE#Q5Z?I zV)|23!<8<*O#(kt(T{U}ufrhc$b2=d+*MhJ<%}EgF!zQ*#Syy^;-%p9_K6KzFL;DG z&d0N@->9pKbAAS+r#Hw<=>;xL2>GR;|Jy_z8REFmH@feT;p|Xxo%;?lBaT!KS-%+uwhYpUc1G|qT)U_~3 z%Wdn87T~M!hubY zInowwNjh-ahY5Y$&?t>f5oD8n+(&S=XE9L!@=M-ebcfnmKX`&BPx90UIahlx{9g{B zEhc->s^_HRAbJRu>eyGQS;lz)Rl7Cj|9N&Znum)gb?is_+eOxG?*FDnl0GQfx}=~p zxL0B)D_5j~!g_kDPw}syES|B|fC86^`1GFC=f)$UD^WvXHNN{FiFl(=6XD+N@ix(Uf{lJ8w!oPLSgXK^P8VUl?@m+ki}?X+zQ zrk!Eb3I=$?elNnmq%g{F?T^$~O!%n^&F&k>Je7iXaFf~GuU?*syyl3^bmF)El74RV^Vw zEkE2k2Vf<84Dz_!q9>{-KG|wvN9!n(*Y=3dT+Jv?l9S?eq*pE1W1q^JRv57wAxvl{ zw*Y<8an5b)?JqU6F$acGIym~^yQ&r&6`xq#n+LsHnV|4SzuA^BQOJhyZL^%Y)t@mc8A($kkMk!j0wlB zy5_=bj^}5RLIVWa?)23Y<8S}bS#60TMUFm)9FW;cfo)B{M_4Y{!UpY!MtyTFZrcr| zrm6bqd*GuDKnnEM57fs zMi!XVS#?Ke*NyvTgMy-24@Nu-?k(fX+||wc87UBz6hdOvyW($<=(0hvL#?>DeB$dK zN~}bgF7<%#x{FWT4GB|d+&nKeFfs(h5|%bZwDjKrUU~++dCw!3L{L8p_4|Cvnr)O% z7D^!riJk6=mAjiRInDl&t3hPYJ}KDecb$a(?Pj3MJJ~WvNY#fvO7!qQ-O{nG3jh6k zofq2h(YPM`b&-vg4_4J~B4RCV=Q_YWXQ?$BBUHiBlti>*r=iO3aNl?-6V-MV-elv0Yxwm84xKab_ccdLIncESZ z@QsqNTWP}j8s+D#SCfwqlwdlto?XE8wAi^jMI56!RQM>Vf%m|N*V^6Q0&T&4SAvN# z@60;X;*ZQSR5TjcsZflh?LHE<-gR*55&67Lcu*#9VfQe;w^i##mmx=|h-+A8Ck=Ox z1m73+F12d*G{L5wSi^0L(j%AXbF*JxjQv9R{o*aVgvxt)<6wHu%A**yShyt&7Uwbg zxHT$<`|&i?GY8YR(XW^=HhScoj{m>0WedHS%bk0G!rsJ$f62lez0<{Igm|nwB z@^gK;FRB$=$Nt-B9L4CWvZkB2miVS_QK{V8)mOE|6YzXP#oY_{6K zA<_jY5c@*c^4*018OOYD3qM$!``c{@tOp%OSp833vJB_g6b{ZRbYG9~T>t-<38%1F znU0*^oiPcLilt9XX$cqlLf|_Df^e(rdl`bNsZBweISjO>K6_@uuGae9f$Qv8qvC|; z&!KqUhiF~cN5OHIBgAzIV$-umna1Bj z*FpzY8O}+OyI}6)=6)*~m?vjpWtX{s#yGKjY0@gmoEejg3oob)-;?QTKL9Tu$CpI; z1}6L^`N#5v68gs^8G+{I<(jc;V{)r69<6xtJaJM7d=0@Ona#Agx5#`l@z+f=AT7MQ zrNEuy0k2DMCRf{>*@l317sX?nWbMrL{0B-QhfMs1;*B@0D$N2~7sPc0*iNWe@pBD2 za2oyf4h)|}6=Q12&cW<}R_Mat0_2*V=&3U|-?eH_|Ktun9tXLqE&fMrNR#tlyi;^s zCW{w{!S&FQxj)vdyD&FD+{G)sgB)VVldX}by9&Hwg6!i|aXkF|-N2p32hb)vqGW_2 z1MZG6xtt|e&T@FBJ7{FflPUKP3R@p)*KVcV9?p%}Z!aNLmD>GkZ{35XCAEDYF+hEl zECHT@*J*3YJ_0}SAARzz+T>YKyU_B`qDLDOg}$@)A(QC79n1V8uiK?HThae6_#l*- z)emkgHVJs71=hj7#)s2wldm%BYWpt>Jl=aW;yy^_}JKM z6z_QIxTq*R*j6+dTJ`PQ|L=V@jy?HLfHtyVN;3n477`5+1L|@JT4z zl}X(8UI|_jZ9A*Nvbux)rS#~^M0^fVQOHz=pBPj?J1G(wpQk2gFgO*|{5@3h>JJ4ZQ)0V}p(cc0WT$V6B*$LE~P{W2Xs7fQp()A{l=O9#)*^4lU^nRu_ z#E40NIHvTviZkFVU1<$WCwwT!gt)D;BWa036M!&l@zgBUYi7na$|7eRiiXDI|34!M zVXW7!p7THBNm{YtA(E=2YX(b#We>tTXeXtx81pPTxEWfOqVk(y@keP6!7=4anIi~(&b7Y<`fWhS;ep8;7E4)PRB%zl#&et){fAIi+bj>ld?>k_W%FG6v}<#cmMcz z*748y+m75S?p0nKDCV8`gB3lkP{SCi<_u!H{=Kf#4S2Biy;x4L%bL`_QG8nIb1m2M zxXVP~!dEnyJHCB@X9lVV*g=t6UpRUi?^hX>ow`4uwp0&?&BJq30Eb|e4Q zoCiQP9vRSUNtRU8K|LY2*W4mr7F?FShRdZd^xVYi8^k6)=WomIgbloD7}Qk4ZL#f2 zr*Vuy>7#|M8nS@n^=VMpwv7APu29isy%xp?RG3qX-2sHO*&DM{m`(G$F-TKJJT!^V z5ZVqa5C8xJ000lvq=ezOJONu7YJL=@_G16{S9f0>gNYJxAZ7Gsrzao)Z&W*t9*hYI;Ofg=iI@Sor5>eBc#XNg{h8POPAZly+f_=@Sjx;C zf8v3eF{NO>D$x^4Xq|cx0F%2q59ugE&0S6{>_<>jSt@TsO(MMPx0Qm4B^M8xz`;YM zU#Gq2WdLA6pTAA^v!R>fLFHx_)Dv9LmS=cUki;coKnhpZ%SBm&4ksyGs^+tGNb9v? zf)RR~S8+88$Sxi}d0!q_mVS1&`Yr$emj5rubsrs3IL?Z&X- zsMMkYg^6&@p8`u1=BH&RzV;I;->o_|e2i6JOEoVgu#y2Zt4))9{o6vc-Cx-pWr0xdTRCAlRsR=w! z(C?%b2VC)%BwrHXt1f&jQ$KG}aBZh@ zdyw-n;J3iAIu000P4}K7u7nuaWf^6h4;DvVTRkIZ_2oj-|8_KLVKj`+zV7+J+N2-+ zH~rY^#PM{KX3QZGBgJppCnv8!>$T9i?%}eApOuUUDaT{f(GIUYMSe*v6Ux#}`9g_x z1FC^qN5ynY|M>qP$a4fl0X3#f=X>B_jG4IL#^kqDX?{~>2De@}Iw*IFp{+zGr7!>f ze|R+22&HvG>g*{N;H(1M{=`P-J6sZkSaBu_g*fO;7=DXG`e(`1hkx-IFu%fWudTMP zjPN?+proo-jTEI0(+K&EygUE>?tkq_kH?diWlke_>pEK81pfB$L#T*7UsV^4s`X$L zSh4?tgZp=f5mn|*vlrNBhNkw)C5cC)47qa9ic@BTLh==uy!-_(TQsajQj9hzdYhuR zxL;q*;h(GS2Bz8-?Eum;%i*s4TZP~l3%FLSwrP4v{3SJ4R{}YTa+A#%i{lJ(S zR6k|DYwLR_@tFK!XnK>90;!;T;+oZ~lugeYt<4X_YF?zP5;f8*`bIzDyUj%T*0=q}_>dTdC(4 z_y=Z`j#NK{pxox)|9`ga^w*WUl7^i##H}O_)!)M?0_T^w*wUY*vB6>`4%|wFl0BX6 z10KdHe+e06piW#Yy?4D|Sp~s}GrHk0z8@4WA&z27+sa8Wd{zb|{wlez`h5F@Z8$*s z%u)DT%Hska6JYJM!k4pnJes?VTlBU6pd1WZ6I|!S;}W(gO36=}JXjAwBUfc%QYjpE zAi=uyFap8h1Cqyr-Fg}oz$?pJ#t5Br3UBE@1Ff$8@{VsXuRcuWDfG9JD>f_#2%xfe z5N#R|fi0585*{ea%_4Rjpu?bd+iItq_EM^!SnYk}KZywz+D+pMVQJ9y~U zjzbWkbRso>Wp}osti7Z3@9z?*i1eEr%%`R*efeg(J2q89Gw8c4{Zf+6(AZ|bCo|{i z2&k6k5E5wB6W!&8&3th@=E2`DwgOlX>RDvlfzv`MPb;}NwfLWPf4Sp+pA-B>qksqg zH||0}8ro1y&jbJf0|6`0e@fbP-r!UbClM5Y1t7e?uf^LNzYRQ~32|xFOt+RhK-HZN z@~^h?s_$%X(+Q?3ddH-qLn+H1U9SW5n{+f~Ql90{?eOu+QlH6q5vSt03X zp3jfeEfAum5N~mGPvuEBzG#5bBj9 z=rWN%#i!njhH2k*U&`64GUAfZ|0rxs?yI6oq~-z3r$#B})PEXc=MTp#7qwLEJbl=P zGG>$RJeMB2E%W=OYD4Akco`@*7BM0^dr7iSbb3TILtil4sl3jR@2W)Gz@pJN_<;El z9?8gTzee6_cr90Q0Dm=r^~fU|@O$T(NSPewsrDvC#%u4~;>;8yiU~#r{IV_BXMbam ztV%rBKTBRKzdON=rjgv9sNJ$n*#!J*LcNtGNJ$e}hRXKczE|n?4X~NyPcb}%Ft^p8 zf(G$CVz-UZC#K(LM+i3~h=PCAtA{iOdXFMHP7^5p@qa83qlqd@UC6~dzrT%>av`rf zcv`=H%g3CK;KCdIV&10;nA?E(?25nS2j+6VP`GEp!AkSZ3I6w~xzTD=CLsS#yi3|o zq>xQKz*#Nr)w4k4#lZBCe;uy=tazhsvAUkBH=?7Ho~o8+NhWqUx;^BaGT58EbagUED>j0T?@>n~vALI5tqh}WJ^m@?|YS%Veh=(b*^SQd~`)zS|W9#&kMlEXz}h2rOFmTX&?eqV&7N zaJPkwd;9p>lg=u(7UA`8-YMH^U73e|ti%NM>{%izvLqd>q!mSJ&_;}3+EEWiT^q}J97?2O zyJeK`zS;wdXUMocUVL3(L+GqQuze{42`gCEqP5`d#kqg*%7wQ9B9gI%a91@W3;o24 zv+MYrNN-Xk7-L6*a(}kjzky24v_86{Yxd*E`j*ADG}FL9zvg7JLPr`&k(HW}DeUre zOWpi(x%s+H5ExxeDKdglWev>@1^RFnwsg{FB@(@g?9c40u44Y|Sx;|dU5NxO512pQ zPu3eM-JGjGPhG`Q>oE!IUh#?(|9OT|FD3XV8ul;cTn)Th1?SAncMc@d!oeYbkM>V# zf>(9Ynb@WhF%kO*TZ}uY3QUi2Rb!b6F))~kz;{G87dwUQl03n|JY(ZUiz%ot?8N>< z08$io1t+$Z%H_SqLp9WvU(H8N34<0MnoPRb3b}&cWs+SOvG#mFwp3CC8KegKsGK?&%21L8F$_GIhtfZ0)O)tZ`qV!B2Wh%Qye zJo`?xO%Xrwra+)%_3Zq+6*}A$AvESr1~R0SYVuIyu$N#nXY*x#@-Wq^_QH#Y*qi<2<&_sF5zeaE8J<{ecuNQK0qZo6cG*Xi*{uK+GO zHmo{IDC#NK97!02SdYXi+^R=N&P7mw&jgJ27CRo1r%{zJDwwOu1~c{+MYJzyvw&{e za)+Wv(X4~5$?1W(6O!w80;FDk#qIxpA;gZLUxk^g0>h$q z*}bmO>`#cFe+r}D7d00|=-}|8t(+^y{xrNc1&06gGsa<3Ym<*7RE_!Z-piA;y>`Xo zZ;?x`d|-krvFX;5fGP5x$Uxho@|W{!COvEk?!SKi|1xaMe}XQ1C`8536t|^W?D7Wo zx3@z3&@i1Q*Hn=C+oU4mukyWlvvG=|FCB|0=sB&N38Q;=WSf_oRwty%mKW3JzaypO zzVZ&8#cNpVC>4TR_+05)Kx}ZIpxEQ8Kzrz~*9SK*fZ<|+Z9Os8!0+_-9N)pw7GrKu z-Cx9aIRCBn*)@y#GSl_A_Gr{Q_a+_%B0ANF`=7{){$ftQd#DNd?8dwg@QCh|TjhFW zyHsT&H%t=!waafvKsN`&!;QcJ<6r^5c{?_XRn=%o^86ml-}q_QEV+0(SU@I7*y+}Q z7aG^7x!hykl;>Z~Td^AsMrZ}L^^MC{{Ws+y=a<+gCJ9=M^G;G-1%*Ed7JQ+*ViStU z5!5B2Cg+(nRdd(120;pC|1fzw0GoJIYUTDT0OkD4^<1OCU5k5qt8sD^NXr1!}Iz*f1*xv?kJ zNGB>|R^L-jIXBHnb8dFqYj56>ngSI+u!Ckv#iO4RcrJ#B4$}YpKqem(EBKbO)4;yK3pY(#FK8123OM zzVN#CcVUe7r4~%g;*-uNRvbz7|9RVMg*1~liq@(MGd+4_vIH*eF0?j9Dr)%>?{)@Z zK-a!)>?(PF%?^(StW}3jYw$MB5<{eI2Lid70VL`V#B31cGTtcRak?%P7ij@YK?2lj zv3J5tr9e#VJXbs1Aaoy*HTPcpOJ3KS*f&}E6|e4sdh7SqKe?5;V#zv7lW)VOiPNrL zk>R^TfM#@~chw4Nl_Wj*f1bWkjBFSuT4HbO)ZwL&|9_he$5pq2K&6Y}e=6xfYDRAwY@1{aMSWf3#zfJ?6k?Xs zpA^k8houd>6_FHR4IJubQ^~0oZ@sp=kCrMM@KGF?-_#twppcUJJtr4-Qj9g#15F02 zr)1fc^gWFZ|MeYS`L5&t?R6*LrQo%Pnj-u@)9^b9Tyi?^IlQK zcv`dX#-^)U#SxmJw>Ix7{Nri~q(iW7%}{_DTyxGZ-8-C({Oe5lgR_dlXO*TZ&uBNI z*`K0WPpHy07PITK*%EDScd==&s~?bcti@sH}6FqhG@Y zcB6(7;OsaYCxhyj?_}Z(L;f?lR0m$tMMEA}UJ^}1B5Y)K6dw}IO|H~~zh^DU@Z?lE zmNn~$xtgE&eW*g-D1kdwpEO5j9BTZ4>l&OWu?$)?dbpoAC7{em0q*aul&&Q zRNQWcCoczdtG{Xv0EBF@?3r>hHo(#drnce~)KD8b!-1c*Npv~gQ;R&pZTQ3;m8$WX zfp7YEOSY}s;G&aMoK69|Q8;C4z!I6pvqtxFTjHY z?$}zVl^gpOjl$n2l!$Uvj1X3#5vC`>{LjCZbjOQAmmu7A=KYY?tDlx`4Z?z2!0*wZ zV4Q0QhQI$x`@lqe-9MQ4#YR#*iP@W3V0QohEi2%Sud!S62t3%_cfw*PpQH3$??&jU z^w>wXjR+%pDW4{VW4R&bj<#}q#?Sxld)szyV}r8daru$%Ob6{AU)!<(00RI30|0yQ z>tXoG)a4!p!S3Y9BTh7)X!DYpBR?jL{^oF5nos}DqFw!9Plh)eNk!(Dr_6JcX;*#Y zq>W+z;MJ)qt$kdMS4DA~M{Vtw%u%8{IJm#6s+J4)elavHYZOK!q{c`V(Q6w(cMWf5 z{f6-{S4E$shc$&`!!||Sc(K?*!v<#XVqp32S`tF#SDq=CXfy9&dL0BTHFUhXHtBDH zx?c6bf|D}W-q*uDg*7VCa?p}q-2~r93<4PXaZ+R}uWRRmCe0;afA^4`!}~yjLS#r! z1yvBMl=jG9sJTZD4%wG+ai;90ekAF|Y-qVef4s2Tk>6l`msJu-~nU28a`UL(^JyKl&c$;pdw#KFVeJu%$yVV!C^Xy!tn>I69zpTXc(wWuZp@teKKV+cI&-!ZB z{V#1`Igom=v%8>z_fBxL*Y3r^y0vdM0)}HcW{Asjcg|&yT7ThMp^%Mx-AgS^C+*=( zGsWfMVU>sWKS__x62v$NO)T#^9Yu>q549-SkQ4toT>>1BX1vt}IXGPaV>ts)^wWf> zktq)K(XRvT<;ZcDH2T;)YCjwPGf0S44eEIPr({TnllWcL+VgC!QIlUB(i19HYfsDD zwl94bL09IVxhKhWkZAV;i&(2IBrSUS=^fAKSK}AbR7poLa3?w!cx^k_U%trs`XRw zDo^@ty?dmc0W41!%WBp{D5q?eU1=C@jnuB(i%dEQHQ=iJZ!LrT1Q~tWeE{veG83FS z0tR>tVttj!MdsYa4%j;Zy)NTZd46r+#2mKY;&9qj6jdG4Oov{x^I9(PYSaW~%7;%^ zj{&R}1~zyuTbj{&H1Ku%wiT%nXT7==9xrN4hVvgAQ)S+Xj9fvGs2>0xl9F!%)#!KS zGVbl}%fdHPo(RCM$oF2JtK;464{aVt(9 zp@wT0isi}j3G0THtGk(aKvX40fz0hTqVqH|-EmF_&;Rdl|Nb++G5K#DFtfSB>*K(z z{fCM*N(D>-s0c9jIADQE8@AJ>bLr)OEWV6`i65=h+3CHc?C2W6N z18WlmxV zVm5fM98#s-j1C0oPne(QRHph^I(pivFPYhwA7pg1C?}*JE`&lPiNi~5$CO;j%z9Yq zIYKg&#qLM9(&xEU8&Mt7ok?r-k4FHDS=yR5BR{Gi*h>A30IuVB>N@E5)Z?@3E5!>0Vt8&Nx%+W%Ks#LtKI;ND`f|K zcfyFsdV&1y!cdqKnW5Lheoff+ru>%RVVj?aZLJkF_y&<*DvYtk&79P?I_Dig#gx@S zKJJDE?;Sd@I0Q?r@*kfbj$z{K(qH8ClD;qs(f{TRHa9{H=2cThx$2qXg*&X0-}>eB z>UE0YdfnX@YEr(f0T_@j>J+*R&N9ZFkKM|P-RlnAD@pJ(6$Cv=$``$Kcx(wSbjph9 z+~g{?E`YdN_X(+9XVxQ@>HqlJ6hzJdITm`JJgI7Bnt_>Qssv^ZYIAD~ihc@S!`OnV zx})7iRtm2wGj|Wv28mL18LnbyVtJy;DoSfFVj}rC_zBpjXLFZsbnx2aOz@97G{KgI zE#oyiiE42?q3?}<`}5ju*K_vJM4ClRf^2XCXZ;?h{l+&wzh{6D)5A-C3Lq+QZjl+} zEL+ABIz7et2}HI<`g5?R^+Aguq4RTV*9Tl~u=j%HDgy)4{kPp?R`zU0;c)pcrIpX#K~Zm`(9DEbd^Uya`@bm&h9$AOGj|f$*zY zKp;wXc8&|_FQZ(m znaN0-4m_|Kbe5^poy+SJz(+nPdUi-H_6J~ahw{^Cv&EK#1GL(3`D+>$#-gTGa&_jF zTxzL1`vUvbRAz$6XrfY77vQc#`pf_RC_a>UZi`AwV~beQ3#!0au8ZiafBN z3sxcO?uxDJv?)kx&;nIuG#dmUhWZDp8(`I==97Ztq|8IW*?RQK!Pl>*5O~h2a;d%ab|EkW1`v6G$xdMtItw}8^qP{!Hf*( zz43`15Rj1GY^?wHC_7^x*eY~mfj<`;jw~r7*$LZ*&et@fJ=%b=U_IN$5>|P(82u2w zi@nAbj7i3i!^k{tejg*6t(rmIQE>~y=+ zlCa|G21>m)LXnl=ml_hHruMHk-(aQ3$fV>{lOv_!0jI)KgMmQYO&#qq*~4=4oSJ&t zcCfzop<9_R$Mygxk331l)n#;0T1A2O2?On6WCDgu3cqauOv(GvKo7l#l6-U$?X4vx zn1IYW0-O+Cu#JgT!`U{MC`iRIdWD2#roBQA-w#7dtbdtOzoNH5sbxK<`4S$^3vIszomzz zLe%B-HIERUWDYy%7-6xZWy^1E_%*IaUV#XEarUr>%c77}Py}Xx6tV4gX<1z9zc=1S zk9$^N%0zFunm7Hn_|?O-TtV8maH%H)pLpiobo7vN8~?A5$tm5r+`HBna8X-QKGbw$ zO`cZCPDbv1zej@SUMPPd3nn-S^Mj4H;q4y!>&InmE(HGe^+#q9$vl)E%*D#R@WZTY z*MhDuo1J3=$kFw45)0FIx7sO0VMjtB(3Vt%-HF=-u6grmb2hoikmIldrSxM*@@_dG z=OJ;$U;G@r(XlMu`qS5r*Wj#M1RxZ=k?d*wDc;^c{4$KGOOthM0q*L?B(M2h4qAXB zSW4FyvnAh~*B$043NiZZWEaW^tADym`l6I(yI$~0MxDBqh$_|)(OAk!CSdq(4z_IFEY zP!DG_a%0)w&%dbo6Sv>M@Mvx9mB81N9zHod4|_!;igW}Y9>6sw-D!8i`b=T#5!IpC zbMdPF9r>@18UrNtg_;!u8?gG|>%n>e00RM}Px<>gLfT2IcyckyTvrDp#+!13Syk_> z@u4@R-10N%f#vlxYA6;{n zb)kTjTd4}9e>LbB(ScHi=z~t0C}^4%lV%0&eA9EWoZma|ApK|1d{R|uF4kXVVY=Y$ zk0<~Ay6?w?BI!PQE)V4b;|oVGjk`zE{7P5J`LobQ6=?&|#lm%ePMtI}pJqreM-G`~ z0w}rqxkpLsOZ$Z>5&1S%OSDq&U4+>V)m+Q9j@DZ}#zQt4WA^br8H%zgB`T`luf^SU zVQxO#>5z88u*N1Azpli7!BJa`dTk>px5^V|1%Sl{EwP5|HSo^Bugc!%QR={**h(e8 z>Hq4G@U^IwD>&QDV?qu8r~jw(tjAq2GkSyC&MCxPoS_j@r-?sV~u&HDF z0jVP(T1Me4Is~Mt#*wYE=OgNphK4=y4>%iZyn`K+YsWn%NTwNmmXtx@I-BiOl(i26 zUf+-?``Z<_c8!~2yX;wug#TGuWmxpo{u`D9ewZc@jt?7Mts%}e4Gg3Yj4P~B25~;R zynC{mjWPNSqbb&SELJ=do$by)lEKpy?uy)%JRaxDL%1W>;XNXP&_29#G>me3;qX65 z3*=8by5!hIrLI9@OA&ThgS8OZNPE6Ns0;sDIeH3@Sg|_Dk zAY#zD)FKel-w;->jO949P)tSLsBG&)0!MrpVH)P;HF3pzg#;4{!Rx4s>l$wNVUT(4 z9F&BQvj*EqkL3Rmf{tD6EuTPnwgJ}%Aw&}XFS@BwqAK!n&HZ#(MLVr?)=q^SB=9)v z=0JZ)5E^>~=MbV;i>vxq7`@510Ic%}DnIBSOgeFo^&(MgDcc_ydtZlf*EkkQBE^qx zNc}S@Tgfsrr{~RJ<#4G;kAlk=7C9ZQq&N2D2p7;4NsPy^uC}>G^Mobr(}c;CdLU%2 z!qlWdGw%oECo{?HUu9P6FxwfY!c2{90cvQ)wpWM`uI`h<%V#<3L&AKU{Eoq4WsK$< zheny7Y0_fm>!L$Bki3~e7fc|r*X%CI%1@PSgy+6_WC93K4JcH&kpCF#nJnigp#%P} z#8K#;a_o;|s%^$1i@&Yz9eE7fL2Oxi`H%S3(1XFZ5tuNTI%@C@3V*DIi|26DsXNTpG?u;UKP*7W zs6GeZb&Go7`}#gR&2kYEg39SB(CiX`h}C5W_fa@@UbsR9G}hUYdk-iqv@V*usNVn` z9G`DW`iy?X)+glplX7P&>4Z`t#z#X19mqcQM`t`iqDw>*UvDZgMN4iOk=fi;P+b`a zD$JlUy;|wN=)IBh1XZ?Sz0FU&T(p|sV6mFl3T;)8eBS=j4JtmvbaBIe!x}mr!X7%J z^Of2XK}#p&TGkT6&2wqA`P!J5dRt)z<$lD_DxbW8CYzugGMNpYGB4e3B`jR*GW=Ap zTbeIIN`<+SeW__n+eSZ(v>(a*Q2215@fS+!O%Df{!CbjC0gM70!?pOOHfWdirN5gD zTu#ZLuv83=oZYN_(R=^bgGEl!R zLQc8XA!o%c0Q4ktAI7Hbp z_L8tpRrGzDH`|Z^?#KPESHQcd$N&B^FjEhF9b_nwwD}=ZNk~K<@2B3t#gK4v$LD19 zT80nI<5Ku(!0H^$h?%3g1u%UV^Cv%oWJzHKDP8YxA9{JM#!+m^5__pttLcUX} zJcK59<^Hm`&kXQ@sWt2)w1WoW@mHQ_)#m!+`&=LIyI1kna_rXI@2(Bq8+J)+v6H(& z(^di~W>SYs4M3M?cUIhL5XkKmjpW^Q*+L~W=nbzTM*@|>%LB_MF~JH$Z7_~TFUokg zY3}OZISjfAq_t?r|NmCO&`gpInlw(np^o4gznpqc7gDHxyxJbypBH%AoP;*=a^#%s ztINJPVFrFK#Yec8doymC5eZ35j31!Obj==5t4_?52iR%R)3}D`^1v%4S`;QeVj8@6 zDe(l7qqKK?sF|p1>MT`;ScP#T-wo1Dpu}xlCRShO+N2ohrI_ z)4iffR^T|1qDr5iKYr9Qu35_!Vc_w-qrdx%9;vL#9Dewa@7SE09I<5<3HEm39rSD? z4b>t5Kt4qnnr^FS`?#D3Yg)yXFG0NO^v8s4d(Z1!fZ#w{n?k^Lq&XCNTkq z6?9nmQZ&)e?DwYlCEhC<@$L6=WjjNwoqosS)zAN6CAo1NDPkdtl~mP7sn>F;`EkWg z5h?>1qd5OF??r^slqUK(aqXc5%AG@Z`Qb{1#H{O(CRz14b4=ES4z--+GJ99D{~;%k z9p~fgCSW!Fxepm=DT-9ZYZ2vS6JGv`u9nAnm`PT5qeHVFQ<(co&2)?jfWoZyR`Yut z+4+3xXQylm=mg}k zHDjKTB$V*h46ffDSUzz+d`U>DT(5iJ-xsrKzRL)Cr_>3HW7;g;FM9{JPI|6;q;Eb( z0I%csviaEOdtY7RX}9Bqs`c>}#@1{u8#Q2lx=fV<#QnOiTk4V>FUJTtsE6>E;a)t@ z-LK>S!)lx|udt}goc_-L1s2S|`+dZ7`jvMUwi8fj28opuiQ9~i(#CTw&>JstCygFp?g#x;Z# z`E!&X+WzgrVVFWpg)lt-?EM%5cb~dV_r29H8A_p=aMoL7I=0J z+Hg6KBX$37Fx{V~Jj7sq!l;1_xkD?&k8#g{aCZ1NxLkdZ>XW~yeuT9&44ZfaJzRy^ z?K}l&XYws~3|)lAT0hY|qa=NN;)Gc+@~p}wL#STiK=MOgra&+JDh$Y(jmF(wlLFH1 zqisqdJbrD7l&lV&uf0`I8}@p_Fqa1uT<_PC=#ueOx*BYEMjgzb*?VlZ0ou-IH54VY z=R720;!_(r8{X%RK04Su0&GGYfLKkzCnB%p)H7{o}&)|1(U2;*4iy-EHY-N=l^L6*3(!cje?(iz_NbNr5h>N zN1tnRG%6&e)83aXA?^s_zQc@6X@AP)6W&ii+5Pa z5HkQEvk;n9yHEe~k_igf1Xk%hs3NJUDq3C9Q#YC0H(+>7jYGeIaG&0VUj7FooolZ6dst=`S<97vJrNjm}K_OoLj%*w+3@ha}J3$c-BrF%7i9 zkS{`D{}i(solTh_yf_&=KV- z4vIHtnaBe3OUE+!g~m9dAIo02rX*pJ~`SEKUuQozouU|d8Mz;5x7d5QZx7FVCc!~fK|-|xM9DH z&}{n#1PpBPX12%U>)+*$<*QIZtFB z1sISV?cLrN_oG~k4^k^)G`4B}XE13gFLDFAou>JrV{kjIPRVw}M0faLy;1ePkjm7Q zKi>ab+)Qad|30~fEPwy)&%#q``So|5kgh5d+4#PfT$=<10NDypotA+c?dHIfZ`qVl ztiUNOmq~JMV9B_B&1SBP3x%V8%fL>jby@$2000hf?@w(|2OR0fd0a2_!(}|SZrlbc zlq5s8`8-06Y3bC32h}C{G7m4B)51z>8mFRvi6PrvS(9P%GaU7=FMF;Df)+{)UeJA16XY_A4`E86rc zLXb8QnLzZ3%?yG+po|Jaj6`J1Blvg&a*{M53{&o_@ON=?v9i-I^AMAEBD{y|jtH|Ns6(Qn824(8~*y(4jN?f0K%2|H@;!pX^V1!oxlA_>v^c(F)+&RVj$ERkx4Bhmcgq zmNy4~j|%B~|Nh_ch5Do@l9X%hlf(z_7pB=oZ%-r_ha@X!qYFVD-?93Z2 z9^3;3R6ML*-uY)5HA)-#f?^y4Y_|AjSa`iEY=BT>mNtW4HP0rjwr?!)<_J1d_~Nvf zWSe2KYtSiZ-?QFYW$z2%1(oB#Da`2d5U0Z2Kcp77+l-kmC-9@)^@@?CHftzzvKe4m z?EA6$I$jOZhD!~1qIL@{UGNjblUTir?qknRFqH!||65yG`T7;V9S7 zLWu6>fl4hw*B)qL#wZ!QR0mO}erBi{=hWPEuC+{2UR z&Vxz+7g1$AIx8Rx8@J?~LVZzvjZ!KcZ)O*-tR)Vo@Neg_#)Ro}l)twHPp7D~+- za3fx&y3yF@PR{`{v*FgxYyPvC->sCL=f~5aWZ<+_AAj2C=Kgzgepi@u8T1c%CCxSQ z%VW4;uA;XQ%L3>}xLD}o_GF=QPZUa%9=;4TmWy7Ip?_9HKFo8UqDdI+P$o!~0+bVFNngrEH}yZ^0QFXYXrEl_Zeqb|H= z))@4SK(Vtn3pcYFtI@lLtq`|&?Wd@|qX{VLs|VkNXJ*p;4ft8SvG$6ayRZlhoaaJ! z%QL5vSl~YN=povmVkIRp8)}Gc60g@Uvzy)!gG&1##__llwB)smL~6f7<4?nxc~#t9 z^LlW*#5c-`xz(ux$#Y-P$LQ@S%1~!qYXm&SxIOq-l4I;~ZxsfOxh=Icy>NFGEZiCj z7Kk#E8B@}cOI9|fDP!KkXTnX2P@{SM+6+QlNOsCcu1OP-%b(-gx1y5)(~{C=E?My! zWMoS*beWy0zYooF5us9uu?!*3KVC=u?KR0cBCc1=G1vp$GvgFaI#Hf*-5^wF@Cq58 zC!oBh9o&b`LA-0qIB2w%mgsJ1VV;N$y*tCF%>WeT-a~l>m}Mak*$l_usPCd%zw^J^ zcz!qBh7R!kf7S7%y9eCwc}u=j)g`cEHw#g5RKUH&9#8|xAUJu&pvpE;Qi_wLdC*JL>c3F(<9}a91e(~00(FO~^c@wwOAe+8PsRpZ0q)r%)W4PnkDipp^eAE07 z9`Qp<63Py#rzwn&a!28=y-EoB@Bi^0|M_?C|JNxnY$sfGMt{5@s~!S*t4nS(KBK8u z0=dJ^dz73fZa4(c9_T7_7g+5ygo2+N@2~jl3*39G*v!0ca2H%tdDpXuQEQLH45~6i zF3{V{aDPqjZi37MV@F2a+srckX5{kSJ)djL9sW%KRVL@sRKHyJ_kEMYujkW8gkO_Q zYTs#s7K?lPlm+1~7t(RJIf>c?bu;ba{MZ!+MgCsA|3!Y9AE2OiZ0ZBP&fiVB;c%5e z-x6Xmqz*6=QPU#S7yBdcCeru36(jp4lEio-wYT@eGen#Z_dJ%SUXAvI2Tr#cyOXS= zhV6@(dn{^t%CIa!1f%9av>o4O5FlVF9j+3^d7mhR;0Ln*Kale^DzVuGS613n-(h5E zPx_e=0;m?~0wTs41k^d_ZmgG)bApTl>ejbS11#T!-(0CrC)g$n;OQ1g0V95U2uB8U zG+l-x$%htuCb!1rCi%Trf~-+*knV;q$%LZz$nyp9iuUgWN5Ra!b6FBExX9>a)_Oi~ z$j2@!-Phl!Pq#142X~5;sh{0gzqI+f7vf$d`F+T__%vEJbN(mq?9DuL4_&44RAdKd zMLUjXTN2+nF}kMQ^#eYVW%JWA%q)E1=_6PzQ5v1*<1+L;nttBGH zGp{>)QMB&*V~%iisAi7mKLU-Lu$W$o9R3KLK`kR?1r37A@ym;Al89$PCkx+ui1br~xRn5zk0$&D4+Jsp09kca*Y8w1rxKs5vO zTp{c3TM&z0(*v%OZvnJ=_VNSy!wZ52`LHwNW=n3E86njx`T7tqG(ux27|Nrv)4)W}fANw2tO#DVX`Yf;3Ot4ZZB>dA{%6O4DIPj>C zO4!GXae5Z!;^TY+F@M|5Nl|msle9~U7YrO4l~r_B*g*yIzwWBV)AbNci^`<(E?Way zuQnc0tP{l}w!@y(;J}vesRkXE(O@o}uSMM6lJy0YW*>C2b-30pk->!fFXYN=n06E= z(1WSIc#guq<-4&GoB^3#t*{)09^OmzOwJ7{|6q|-;Xd!}HtOZgnSvW0OyzpR zV2l$F$sNJ%dC;(q$;wbAnmJz1nD)^wYDEO}29l6`_!S$(P{~jK>73Y#g53BB9f?sC zZo84fuxm}5BgvIo3F8ezHAV|t03Hjf!gMbMVnB^c=ymk`sVv6Xc=UD|#o9{XI9B(V z|H2td%s+Ht&^;LX8JKz*d51vEM%q3(I&Z`E%?|5W$T@+t-;jx(l*AG&Wf$l`$4{HI zU$3SQ&xss?NWl~T|NsA^|Ns7eCou%|zPkC%T#vLCn+EA54S!GbSs_HylAHJ}7_MNG zll48)K#B=tRy$_5=)RZ}H%)z*gs+b+V-+Cab5D~6~K z@4ixroGg(4FjdI(*gYMGbT2|LHDThkqL#H99jkO5203v-0nKunF3gb%J+{@R zX5r_h`85=$*myAxLjbe^M433<6L}tCSIBTIL5J@26_w^pa--4FJU?NQ_Wj;L-7NQm zSr%ecu9z7u;zw~PR2!FUBWD|QL#!Lqra1bYvI$q-(42C@+`s+-*Tg&YVV)j8Z)@HU z0Zs7)xN$UmY4`k~5xz>~n>^^qRd9U|)My8Q*L}VGj|PxsUFSD==zXTa^@0Sj)TlDg z3gPEF;@}NjCTqCgDysML(A+JdOR4?}z3*3qN<5To$kkjE_wU^Iil6b_@c6_hmoj8L z(^(S3W}Akm>IDsq?puivoK6aW{O}xbYQBekyWc0FvY$duExd~p_;oELrXBWhu~)Lf z28Dl_Kz-MOl_&916*@&{lYd`yy4ZFwf__i!NfLyIYT@pEt2c^GUZI}Dw7#<;uPU6j zazHP4?#iuQ`r>x-;pM_vAQul!xnX+*zPjD!IFfJr1bE}t6?6>;sAPEtJ%q5oR;%S% z8r1)D1#KwEwf`&E^m(X9VOP=+3meB?%!|P&gv4p8^x#Z!1mEd@<&J!a>+= z-){d+t((hmb_PuFS^m_;o)epQZ?lA8eZl9TiQ-fN&PlzT@|SO9RG(Mx0W`ZZp65MV zu~lcLJ(sK_;_}7dayeLrW0bz+?nLg?h!^FS`F7lj*-lCq0G`<>o@2Asw2+99yD@F^ zyU@F!>dF1U9f_)AOKBEmphsKt;VBU=wupeifqd-4=JWX%xASexy{qAT9a50FQ!my? z&0H;vMq3drP;h&A68xXl-5w%WTzlX?(@z3vEHzA5jpC2f!!@p}R-|49_sD=RG*WsR%9n~yjzq&pE zx*34SpfB?5W`mfAH5M)&%0K<0CJG_n3($o1Ni#iHr1S)6w?%Gc_ClXdl115k{MKte zB$7QoQ8~$$$LzV*!J?XB%%VfQ{Ovx4G^w0d%J-)5p%OI!2e&J~){1*%=oo7Ze|_c; ztFI@R0Bwx);vpa_xzY7Yv%v($l^jv>Yo(gdtiU^L+A3=^Y4KU%Xogo~EEZ=)X5Cxn zOQZ80%)`ftrdAx_E0mD?e8e7E>HDXmMIp{=(G^x)>jI`;=E{sxv+fJ3kP*zAU;p*-&l9n|9P)Q{$Vm59an38=$m~@Y_Joa@N06 z#2~QAd&=z_HGiOo>sD6r;Du7To_-Q0+tz8-wDe|2${*$O063^1Sf;HPjg9vg@8UR+#^_Zgd=1h27A&7u$9_ah!uLjjriL zvOgiAD65(Ag1u#>hp*3n>fHBwG;7B77fj z!(TbjWH}RGwoID$4(fps9Vm31zsx7ru*IZD^>5{S3if~~Im$iP| zm6ME_p7n-k|ZjNSYN9##}55|=>^XttGhDpRMeHf zKFoBBjtm(O0L!ECvXB30iGqlC!t^9SUw_O0>Rtn2(1HOnzI=YyUilM;`#mEnxJMf! z5{k^G5OGYPbP0tKSQy#$xaTr4sHu{3Hr{7s^w~9E@vsEp|Ay!P=Cl9j&(@N1c(v1b z`<_6U92D+ak6?QYho5!R^#B30g)dvpK7T7_Rn0@O(d4Xq)imB5@!3}BzzNhq^@T|x z>Hg#f7^CTr1(EgL9$zDtGhGY{!anm1*moHO=ehz5>WclH|3>8}dAGS~@_w(vq}BjO zGGl~S1KZhr+G-#7n711~R-pz5P967@s*nGB7~*Z;93D8+lX!l>>&PN55Ek9|DHn)! za>SR3-=Qx1BtnR4ilaEZ2lsR6JFC)_Fv*_E7bq- ze>ea`WQaIacyueW!qt39hC`GD-*-d|?~Sgih}xv4% zy%UjhA$23Xz-FL}xp7KnYo(3oMjcp4!_xEw=4+U!gWYV z$aBO33m9M^%e-Tv&iXP)idKRYwew(77;fEsO4{Q2C_I8M2}M8ElXr|^PV%F$6Qhe87b=V<^s67p{`wUs+e86}<-POB#tBZ9 zheaA%AFX#!f9{}o`!+vx@5p{1|0VI7jQ=8IBM%j!lr`h&l)7cE%^ZAF>L*bAg-I`F zrO>Wt(nO`|{Av~ObCZoXZ~RNYty@9xC}Z9KayebL79_D=#il!`GO=tB4eg~w606L9 zu2DZ>3})`je6{@jf2uPuc}ht`%GK7DAfxZpTyqR;?e;p&#g!$On6#wi`KwJw!_06> zc^~+~@*GLLz{eNZkLdWqKT8d$L5v5I#ye-EB-Ssj#WJtF)*T^2^{##oh{tC&!fqJ6H{d_W%_rD zl?S>}l33L?koJ(Av9;v-b-Z{o%P}4F(Te9V++W$s!I(lmUf!ZwJmNI@J2RtD)ZI1@ z4^;@1`tSr$EC*`MW>%y!d?B`4 zgt7mM<-K1$e;_mPF3=C)-0G!Kn5h1LZ8H#gt$fH#KBm2f5I+0{Z0qZ((BT=_=6-t@ z!kvIw8K*Ebn2e@xa16u~?I{*P8AgZUsUNS&k9yU-*u5YWCZa*GX&z+m7vCRXeV9e4 z3J{{L;8$PD$TVLxa$7xEZ2ck}Yv@>X^ntx`)}a7nb9_q@y;-S^Do{)uyF>yFPP6oj z;2Jgy?>Q6kQvWJEzdm`UTr&tc@NI7gv=JH&WE2zJvlGbSE8covnlF5=Oa%$zVRf0E zSEoz(7PehDg#BeuWx09EdexFxZ(BPt@re63y(F>#$IfThE;p`+a%M)rB1|NBF0o5(P)TaY;h zVZqvZz?h*q;^h+)9;v&5>1tDso$J^ zf|;#FKuG;a-cA!RcOvfl{MgE$Y@}EvOz}Aw6o!Pqpr>e`MJ*8eT*QX763gW7QD(u} zcv=BHFMRP?$xh=c!vm~CZ!qR%hp z_E9xEF+0=g&tg1$0s#>~L8vN~3oGmPy{q1++2+REMD-|3=(WW!-x(+FsK`thj~$$b z-tduhRxU<6(knq>LKMv|E#jU>glvy0yzb|NeY=Qd2{rwZan&Q^_GNa2*-mblc~ahW zv}_r_WB@%18-;8~pBOOfUM`q-C$rVcz~g0Rh{_oV3vl-AG(PrJeH(}zWoo*~WDkl2 zLrn!%7i-4VJmN>cG!Xk;LP?S9^OEIvpd85DlZOr%G{1Kk8O5*HNfHptfcO66i zjK(yJsqC<&VAU9zo{UHwb9>1KNzykN1nBXK{iP-~p>$O+idYB-M~maGdhsI=Y@H&5J>BQmyDX`Q z7Nq{q4;rRtE1!P*RFJ{3pk*iR9^sqgXZA;*lyNB7mlq!bcazVB=@C#g)!BH-DyK)G z#(;Jz1`9l20yb6LnaCy3R^@ACbz4+Wr@)s-BK>*Y2 zpSeYn%M-XTjd8feXQ8kROcxbQlgRKLcl_Jrz2(!kgbz6TX=_6Z!Ew(M{Lq9+WAkwL z`R-c0DWdji;5M-u#6UCz*+j=PpxrO{bum-vqiyU{HqJF~hyUqw`vG_+fA8e~|Nht% za@A)wSg*~y)*(w}nRBR9nP^FijRi@&hx^{*^a)Ut1>x~)>_&>X+aGfyyE5}^X{B!y zyw?4{V%?KI-lTPZs^x(H!j_X?Rnf0IscpEFpK8@Z5wJQ=Oy3Z>fIbdY$SXo3pa2`` zY6#No>Po9INQ{B3g>8pV2BX6OgoNi?a5MxMYO>RpMbBMUULPZs8#QwNVO_u=8jQ?c z`yxKkLXh-??B57xnU~dzWfk$4rDi?qySbadxL8#Dto?os6 zf9xCcDSog301!#p7nv&7JhdAuQ6R?4000kQY$d9@vrshvD|P?@va=XE#LOwZcmSP5 z;;~{n4ImKT?xi@$&;kE4iXxPN7P@WuEF*__f3I?>F#V&ETbsngs)i%>i_2(u@GEASCeEY<8x2dANUwtn6_wO|7&F{UulnKOc*?TH#;6YN|K`*g9t8Kv%*WqW zqHwOelzD^8o+zPs{}4=qq%}SipwgY!kYj?vK7<{eG$m&?Q54JD4b{9s)5iH7sh?)t zVXuGZ+?`%hWQ?QjbMl)IfPZI9%OPCqFh+|mgX~ttZiSPzDFTx6cmMzc00}k0ZmQ#* zQo+6B?%Gm{JJH#Xi{A{eglcm0M?PQw`^sPcW#|5Y%oH!fPq@YJ_SWkZI@!?Xfdq|E zCbFtZwe}JiK8Va+d?d|-v7qjL#q14k`gm_-YJYtw3j4Uf%;$$w0C441`%%KB?q1{k zEnr_$@W_A6Ix`~Lzf)CGc(RfG^V`-=N?vpvSJB{nR4Y;-va2Y)d?b(m`|TAv_1E^e!kyjrRRi=d z%e+Q{|JEqYq=l2mDoRYaewuwgZb+?$L+P4UD_`deN`PaisUmou8F4ck3~fOpY`v;z z2y_jG9Vv~D|Dhr{{#t6d6*Al=mZTi(liTVipnSE)v%rqD4d>_d8(=D2QJwdrH>#fOL6ZgK%I`l4pjgE0|07o;C-V=?vTm0nmKMgBlj>_ zoB6*Cw_fbMPGwvot8IQ8Jwsmtw^D{!`T_xaqYhzm#l!K>H9-)%F*K-m|N@QX2^yHB+?%9 z%YXU7f;%GXB$lwM5Nh_{;}6WC;eEmK(T+Jqin`{)D(! zDneKm*@WXaohY8h%ZPJ4vcsvsT4AnnCo)5V5v;sX#>U5gcKa!tV!h1s+E>r!Ar=WR zK5tiNOiw=Itf}X>r#Rxpp|;$g_<8_Wg~M26$;8rhb$^6z5iPUR`d$pGW7da>BtLc= zEu^fu06~lo?pEQDl~RcynAh{dTY|%*yyE(Rcmf55Q~y|l;-RbPQw%yb@y>6;a~PYN zk|~)zvUpSJO40b!AwX-%_jG!e3H%7|g4zqW0ni|62Cla4#nFgcNoRf`#D;aj+kPGj zu0qqa`@puy4zZ{dZS7(PKrvyKZ4CWI{cQ82{T@_YTZ#jLOpPRMHqR1l-LS%6zseYC zyhN>d+lpa6rE|^kEa0=RO)HplZwV`FyEb*f+g$k*&<@u7XQIaU@w+zZF6NzQ-B3bu zm=_Fk#R@w%V&R&;KZWKq|DgptPaFHb6IlUz^~MKsk6E`@fBVRvyM}G&3InHvq`x3> z9^qxF_wZJkAJ813cu{A7-SOggSDrXCR0-EyeW95uxnO@~MH{e_%ddxz@O-s{WDzx% zID8y@-pTDc)syISAvSwmAYZ2t@8l^i0GN)Mk-fMJU{XS3$i}fx3`|Pc$O~FY76=Us zU_3F0{d-Qufu& zTV1v6;#Ql8U2@Oi{Z9qJ{c)`fChVZhXH;?+YNf`1Q?*eT&ABq%W<}!Hs?PRu=T+%X z#EPHFsLH*U%J14%X(3wp3E4KxWWQ}cwBxXn-yRA| zw$(PxoxvwK6WU4?OH5tw7OFvd4AXZ14XDtC6tYqPS!%fQiaawKS&S0!{W9F!Te{fm z2*FB^SCNMe6{_p`v4^8X24|kFt5F0H6pEIDhb~CbB-uPAjcSd#691}UEX2LKvlR5f z*sZuDNC$ukl|-i5bCGiu1D&rR&^JVL-Wm{K|eV^oSu^=0XSf{ z-3)&_({WkI=E?Uym*|q$JnfMD0OdG;i-;PhEcDP5^kUTrH6Fj3XGcM$tX7bX^A7aKmKdL`i?3_r-4qK+g&TH zOTP*RIT4cd3Cl0-wyzoh*_7A$o``s-umyok<19uv<VoK2vcUjb{ZdS+2|K*gQb1m(*{ zPF7SOg$ETX-5b;Vn0gde@v*qA_I*tb0Y6Y94p*B`H1dJ(79*7Lr_%t6ZAx=#8rn>; zw+w3+zw2LO7R;&^5$}cJZL{%di^z)|NZyLhTES;`n3+IOA*`X8ea@#W8JM*NP1eVX~$nQm^62z$uiV?2s#9Z zuU*LNIm2;$c^#8{ZtPbMzbo;#gOA8*T++6_*w;_aGa#N5+kuuQc6@}2>I!DpTunI= z<|>t0{r47>+&1DFsKzdj*5K{Ao|3qH$1b!!5XsWQ=IWC|fHqrl>{sO@dRak zoHK|7Em9ID_2VZL-0!u;#5ygws?zXV?r-~dY+cx%;xPu^g{9U!*eXYVsdY7mYt)v2 zSjw2oZh!Ls|Ich(@6@K#cd{XQct^sQ(qpW+wP1|j(dTOyCSP5QJqUrI$nk>DGdOTG zDB!#UaV5uKiV)21K%FdL+zd-p!^uU7qISmfKLhX>g$9>zsn0HN{T2tAIzEaQ%_AGp zI~LbJ|Ck#1_2XSA7?z-ld28#&yJ4(g&lG2AjjNw~XmNF4|M?WY22}y5OzrvPy7laY zy1wx@rviC5yPDt5<%nmXz29Fyh?20-2fA{@nJkcWQF0eKI5)e?h7ed0W48Lo2}+;m z__l-#KfHq_iy3Kc&3v(iNPq1}W z%7$?=MVR&%QJlzd(+Yq1XGGEhP6$bNO7D9)Nw>$DjFj;r;7Y7|TJu=X#y{{PU}TOJ zf`DPRL9VKZ@1wk}^UUpQar7J+v+d~=VMZ^cs*;|^v!T*JKZQVsLK?ca#z(^lpA3Lq zLn_b9!f{?&07#XY_>KIJvK(Vf(BsscQ#`;a2*HOTbiVoe(WjoKkE1#?nV_4=uV}q- zTPI5RW1v3d7dX**cFhgOna_g299DF|tywVjG)>amj#xFV-k)nAR`g_=d|{+Y+5w(J z^P6?j0;ZB1Fvd4lTh=DkipEg$A3|F5(2|_ng&Wek1Tc|*CiBq66sAtAVd1u&9cpqY z)Zq4<0&Jz=3h@+B_RoQW4!?ccwQii7>bLWbXBy)Ym3~2zZ%I+qU-?r6Y$7y6qqX2l z*L@X_gG8mT3ba9qiacCt?E2<%DVHWc3@L8={xiMpgp$Pt7FUm2w?k0YWpvl`DUBJ2 zJAS4!FN}OOEumZggz{0~@P&D}PcPp_ZiQ|y7j06=51K)SI|e9O{#NHM>tmGCxI>5v zPVEob?Bw_Yb%>Y{q5z5?fHLa+Glj5Y)7MMzR|@`9Utc29c6`(7WG{4Nm!xJ#9J(S> z5RPuUEPk8cc5cvE`90dvfG+8EiOT~8v8NO$_{dvh#-!cqUR;YzCOrZWn`IYp?j#zx zCTpJd@>n;j-B(_Z$%Wu{;sA3q#_>w~|M)dMCiHPRzRV9Gr+qyj9aof@fSB@IgHZp% za8Y7a4ATd+kkM$*UgBE_EWF`;=mh2H-=F;gzviWIug)&R)ZWm=CMjIzbhfg{fA(Kn zhTeDcscv5J@*is8Eq`ypAmbBDh0$_5fDut6nj<57Ebmkxi^qd(fb6Y0jYq<@Oj7Q!CRA;pGoo8Xm{^xmj0Io5h#9d=tp0=} zcIsH3l!GGyY$__x*(c_O*3A7KRm17-esm9yJ`Y!%oj7qZ{ok~ffjr2ExMlCLC`ix} zBuJCnR5awG&)rjEvp);txaCe%g}qSM`e6{i7JgC-NQ!#(5Kw$UX)zAY5Fr#Q_zjf_hZzqmP^g+Xb1bn_i9iYg&Mwp|J>A!K#tezz1)~>w(*>YqZvkIYtEkVI2Rk&Qvdoq`>X$}@9qQB zLe~9J{hP29*SFoOa5?RY#zXEo0|&$lg?N!M)z01(WKL=8c(`ZSWV9$@lIv1NPjH*% zrG47>$Im2wvnk~pK5fXhjnV~LdZO<7u?zk$pL5@QOn$nqg3cC;@;G0_mE1eQP2}v) zPy6B?>Hq*5VpV_;(BK7pfg&)a5{;M-V8{kgn{@01egEN#CIM67SDe+}ad@(S$@BI7 zw@I+0R6^oR`SVymSq!IA!6rO-flls$*Rpdw3tyY}PU^n078bsLf`TzduLBc;%UwoOHTv?RS$bApgEP6M+E} zxJoZ{W5JEHSu5;Omg&wGewPR{sDwFS#MP+_5~H*7q{CIK(vy8o4h!a?kKd9>s~sg zW~oRhe%0UpfgGa2`NsG!T4Y{`=(&~fJcg98c%v$vP7QUHX`&PKLztPKS`iIjcr$^e z4JlSGDH~pzZg*}mQ1+P;26e*2p5vg#FTVpjBAufllN-be`hoY6-7o%p;k3ILtu&*D zp}+e9O|w5VLAbSK?p|*H|4iyL5Yq$=6<)h;bg&~1>_#!$a*wCZ6a3$+jhd7i?#2%5 zdt)xObGr#THJc1|FVuXO!+cg7RY=iry~(`*0*iEpk!S+D%btWSOZ+x!b&0|re}JU{ z)dMkIv#EAcNN~K+l4txN0mdogYYF!A)vW$l4nbAXuInT?G4Fj=;Z{Nuk{Hh+eO;gbF7RZEUJilz4&2JJ&W!2Ie_&~A z@g2PjhB(LerL3tPLCXStga81bD(Mmf%-8?_=Z6X06ykCx1h|h)&DgIChN#iPT_*H zf#sVNDuCzovB9rT^(RO6eJUqH5?^OkmON=hLaZc)MxM)1yb*WufB7S}*XAjl|lBdxL*pJSN1iy#mSOlHF_m&*Ze~zKD z$KAdOA2I6@ReNPwTu#USul}I_ABxvKaex`Ux)hppU^ z+c#9!RO2Fxm)j^WmI-}zq9M=X0M_#hvfh?xs9O4#cdRi>0leN`N+q58dE#u9+?qH_ zpwrtDmEupIP_%WjM|1HxLigWUVK$vIChzq>3tu7HD5OFjB^7%2))di zKNn&5t*4t>E>QLwnKn4kYqPmrl#n}*pg#OX@TzkFMi zRm$lHoM#WaR@neKj5hR5YYEwLE4r$@IvtxbRJL-wk(oF-e$;1VPJjKFcO#1tpv$2u zF(jT}rZ$-J>V>b;88&`AnT}%GYXbr;( zg}zJzHz8!SOd%!&V>6b!7-xaRyJX+T^1rE*nuLy~w_0oSTvLw&Nz&>D0n*_Z162An zX|{u^f>Bynkj(oZQvwsRO~_b2tndU%4QKZ|q74${t|$8V^GZQ7(cMSqU2WK#E`k@f zd!jnLAi`qIwhpUe)JG<(E9g;XPUslwQlk*)JiHC44-Yz|d6a^or8YzDfjmiSh7Rdc za?M@*cWNw*fB&oqb_(QTlKbI=52Fj~8yV%DXglq-U$#-Z|ciFZRsg6kWR zSrh;pFiHYuk8;uDpoi@)@CyD!jAHYepE+Sb19e(T?{~o84Bc?OL5qXDz(Yd!&Tj7` zkV7IzEhKIMjKzo+QFdw)#!og+EerfXS*>k>8ETJdFQyK%^UoiZ`2g2DK_XDG7LCjc zUsM(sROEax_5zJmgt=I?A*+7Bb*M9<}$@om?#B^1A?M6MEyrQxd@% zeWOpt*T+bzD)-H5C%gvG)&UA1Uq?d_r7}d8rmImv+?i_S;}?w!JDb-&_jkTR;l}2n zDkJItrn;xHn=-8{e@k?YI$zvvp9$x0}ah+$6(~ zfWHc0Dxr0i%&OV()6A-?-)eOD+LJ#-DU66c)x(ni78}!FxAzpj#^4;g@kv||Y-&L@ zjcQ`Y%ie-}V}ulUjXR_nS>0)E+ghCofW)R04DFrgo6Ple|HL=Gr0-vy$LM~iy~JlM zS+G(@;3bmtni)5_aiLHcmkvC}yQLdT1rKKd(7j z2h0p|S%E~^-I(>BOZ;TRG|49yxdV0#&no-c>x$j6Ei$*;}0PR_N48U?UycJTJ0pwJuLEs(^{pql=?@=)XOb#y%$u6y$-Xb zrg*;vPe?1Q4U`awPw7!z-m1PqZO^#5DWMBr?;Dg;9h|OI>yab{H~-zBh7P|Qk1Lrk z3M!ds*s|kYL7w?P@JeS(O~(@m6RQlK#RHfkPsRq_-AydR{d_0LV<3l5%~?QebfHAN z_OYr>8rBO*(#Sihp3-AfvI9cX_@+X0;qJO>J(~bagd1PDfcXade&?+`$XmNjY$h|f zmD!v@yb;?;n`oP&z*<}At||IurrtY6Dl{|UtXAP&%=0TXC@QVC2 z(HmoS8?jgFRs6x14S}j{h|hxLCx{N)N3|oY1p@AgeTTfm_+UFu2b_?Oc$P;EH)sP@ z0pnGed)WsFSFL$@dlM0MP1MeNk=E49xxPx@g(JxR5-mdu8(3SVwOm!XkD$}$3w#6# zB5{1Lnb_)Y&x<4~BFsRq) zrW09^29YCES?4jvsSPa<=aQK-TKb45SKNXD+5sN_Qo_(Zt=ftWJ$PSzMl;Me&#QAH zL_;7>Y<8~5iZ(g1sLd<2y;N-X<)Jli@WD7^qCBIL*ru!AYr|1M)ydy9$dEzuZQ38-vvI0N zq_Fm6=@f3G1B`$)x?$*1iI*Ly4n{b6CO+QeMZsfJ{tKnz>mSU}j#5d`wkh5TO+2d~dZ7Hom(Gy`=H)qSQYVGw85|Q~51AHHfI#b&GH# zH$+ZmMlr>V-4=$QCz?Li^wJ>2iP2E`Kk(t^0*U*D=8E@W)&mm$eetA&5Q)kvYw#u4 z08_eom6$tgy>rGsW@SjdwINIc>m4Axd(p5}!+icy|C1JaS`@kCg>iwEF&l8287=8ee6LpyZsHIr?9U{&V)hy}Jngb_&J-;&uq zVfZZ^)K`~dAa~B`ZaTjQof%KMBMcR)Ck)DVhx-o0>487Xj7OW6B6m;_la>Dqi1>o6 z{}oKcgJl%YcKeU!O(Pnk)@Ma(;LN>OqHMAzR&*oY$VT~O0U;=XsFGj*|M|+0^J!*` z)(AT{>#qF0|6K7x-cVf8g&7Y5vlOa$9N!T3xJ&h{P+be>9{aq!Q$2H{$5i+%X;MCz zrw_YIWK?;uh;;oD*0!0Pb^WY|(V=OkAu#YdEcsu5TI9eXYL&~LIBEiZnGL>QtnO_Y zb|V?)hb|mq0R83bl;45UG3s|yn|C7Udfy~M`0YKA+Lm)k!&&Sn|oWHUDSV+ zRjPBmR5PYa1j&My@pfrY4Vc9Qwju^|MCK*wwe8a01y$k1dFTCq+v^56_a(yqm5PJ- zj8~kPOSMku$nG%pz5*e;{~EHzRrw0N^db_vX`?J#QQmnZh57GbLAJ^uI2n5UD+ucb zwAXfd*_1QzW!^&dzlzdZI%Ji~=2wUR|2_}CxJNt7#Z-a-f%IpyHdu8yeOHc8=zr`k zayMTyMbGwWSs5#O;ZfizyhSDp(q;CnQ~Kb<;@4h9DWrtWSc3(H2G8V2DYPE7y+wNHTUYF&7gmPo ztdzCT|^yC;4gw)x}eN} z@R{VGv6B0S*Lctl1Q;8*JBg^gBUq z#o}F6GqJOo01$fSgG-zfiGvyua5tKOrwQ(Qk1f9L$Ui=*S1(e_XrN6B&N55cGwMSk?x$2^>AS2>I>Oef2LDV=FmPd8=Y&;oP*1VVn?a|l+F z8!^Si#)p1{DGA3V_0z_^<}TxfdidH+-9t>95zwkr4@Kd)VoA$F^|0Xz4`}=U$V4ja z>JfqtXT9sJGQ@{1iSH|`8k91ehji|~Dh6h#(GjmKZ@l@fH6&Q*D%_T=yTsiq=1Get z(%z$r@R~~_QiU>bi87k$0dZbptbUIf8&xgy=lx^el)ez-D^{_U@@c3UjY>16-PlVI z#;7^YkEwsBoP@_oFU!-5<*-9?Ah?hLS2Vx}*!7rcAL161ImnrI)SY9iVR=oiEel&e z`y5Yc@@?d6Ewj(ol)KEk^x1uQ#HWrIOm&R}E__Y!3-U+=1pmyB2SRCyu>yYXYD$3NatD9azb!rpxOBXm+YY!qa@+5vEUR4y?sp6(Hn-hP@J8!Ahdb88P z?Y0KQV?Jsg`F@;=U5zv5IaI0PUr*<-YdWn77Q62)M-e@`0SYf1IB(k3=df0kPnHmM zKmDnW*5xE+7VRx5Ae3dNUmm~uBFY3E;&)o)dzv9u7Kg59*@TvSp`)BbWqrb?2TGhg zvL8K_sm_0??xKkLQs-isEftR@c`}&8&B<4aSo;G}>V-34*k8o3(yNkO6kmw{9_z;q znhyPttum5vf9g|@3bR<6qw>uvP&6A%=NgPoJ9sQX?o)tGlpEhg8FapvRzSqcv&6l! zrJ_=pJg1?z$v@bfy$$3?+hz!!-qkq|Ghd9uxi8@R?ZkM$Y6y62rC8uo8a;uwpt?ux zW>0ET1ibz_(f}~j5g@Yg8nFs(GES!%$l?E~{k~ehJ+f5l<>F#|>xj~#)#yA30j&|W zgseJcGqA(EB8UFYXXh7w-P$`+K%&O0SL>sHZ`GDI?64Z(ck8E;&yM#_KQJqZo@ zE|@VoHLtFgHd)Y{ex>WlU^eiGnYSZp)?3C6*Gk>LxiImh*l)Sb5k#Yk;N?LPZ1@?6 zkmTDW%dH7lC|+%Zr3H$6kmn!D1BJAKz08K{=x@?-yx+(FI$EGHMtWo7n$V79mlezG zXY-?cAtrM^tTnSeD_uVYISXAKxwb~=FBg(vY3vP+Dd*V!!;ed+{FPKpWp}cwu5=sh z^L%rDGAFKh+dX#3_HiCxBD1d|FGiUqm?{D2G>MNbyC%)#DLvR--S5nN#}d;#P4!X@ zyC4UBi(a5+gSF23j8#d|xwp-?3pBG$W>|^91_&LN)T$S>{Ty>dtox5dB~umU{-k~a z8v#6nj^+5D3AZ*t#5E5T+KI1(}UAN%LB`I_|@91L{8FmcU<19h{^i}Y9HC{@Mz4;Pt zC=uVZ!FT!)*Tv0PPWVs(kl8-S7etbaFfb_5!|XjD{L_d3|DXT=T2Kwb$<}Nlq*=!E zbJ9{iBZXBRi;XRz3}yb3z9DoVjci?r7w7-~z*TCcFA8!@Kz4Tp00093LhTTfKKc5B zc|5nlzmNa{uFyvA+s>-g*wZQ{A{6uWM`CmCEQlN{T7e-|y}!=Aufb#gxA>RQk$$Ly zJhHAEhM*krKEbK4t?td3z`y9GB?GUSzr_e ze{8R50%NNg^V-$Sp*N`g^U2CF-rmCa9ljM=9`X=TS{bx6?(z1#k2RN}OK;8T?yT^R zZ)C9j*CgaC7?Q!${kXV^@fWdL`l|B4^43j>h0X*nE12|;S268$@4@lXlxQ!u(tqik zmX5a-lU5Rq#z!d-uXKj(0QvqZo{%IPv@bc^+?Uw905H)qUY4K#@!)Yazm2`r?-=2e z#-$+ueL#Z0&K=VDwQ54^{2YJV0`I~?CD1gHRxCuBXwQsHcpxdMpYWOs_E$tyEgg*M zdI^}q(3ks!QF#*?b(fJXHM=W2QAwk&!gh`!j?k&(BbSZh!i=xLDHmLKEx!RIX|Hs~ z#!)8A3<8yFwP7}tTroz+kU1Qwp#YiRmvdau&=--gv0cLjJTHu49dC8{v{|9%e=ig=N45k_XQ zl`LRLm;&zaB|@s~+>T!1bRZh`;0Aoaxk^eR25>`tG)vg!?Yn&fB%pb*$f*94oWc%j z|DYzKo`B>WE*jGCZdDy9oDiWkf6N{XsD)BN`j)?SnDc<`8%tb3ZVOO$SFQ_A@47A^ zV?nRxM$Y*A@zM$XAdFbx0U>#?-W%)0{Kb|)f-7r6w!vw~e50Cnki-txpVok$Qa7W~ zq;o|Rp4ZY>m_E9pA5UQmbCQ;QfcfZ8c1;ymfIGQmBWK7Z)xx(u842u_a*~(lwzAK& znNqQS&lqa}L*M`YF5)*`Px6MYE=&t4xkcVxF9iy+M%WAQjwmtSKHjaYKr}=%sXmv; zf!tKpin8uPIII+U3~ffIy~QV>7!0+FBBA6;<#Kx*r}cpHi&B1cM#`hq`Gq#A=jGL- zS5aus^=hD7)LRp_{!L6@$#$Ch3BK%Lna~kJZmA>|F^_th6g31(T=pTOw4HTUf7n7w zt`?1J2spux7L4%vcPs{4I}G`Zs-n3eT`7TYr!Je?l8}a^hbGpq(ql;crX3!X3QRMf zJTekx%NHr^fIu1h#jxXDQlR$D6h9_eA!eVJ2Kn@JsOOEuukPxiI#e+muZwK(CW9Bj>EflAMCfP> z+>8`6f#Nn(o>dlP#byEq1g>D9b7&29LhY3Wf8zz=J|R^*acW`$)_G!{sGaZT?i={( zmhlVq8vrj+dzGnX6SufY*8{i%dkZq3$EA>RCT&juJg1-@$1fMD@9+RR^e1^8Ks#LS zYfj_1>SJ678I!~%(7|jt_D#AeYE1R2`~M?s6n~B>`e2(!& zoFCqR?($ueV5zUgDATp8O+ms_7{-$Cqno!htRNL^*|xPaf#gcu*a$zZ8dRkSmegQm zStk$x4{oUJ)GX_r-b}XSa2#ZC>k$NcwE9{F@>Q7p8|;-Aw8ilZcdGXQo&Ekw zT+h!h*)%sYeNt*)2HW*$e_eB7C5@gnaA$lO8GlABoSSxRo-kCB_g5_*q49k4?DeMz z`X!>$Y8hxTrSCj-S()ilpiIgj&SF1M+n#6ETj-IOG$Ia*FD>e5NW$!;?M7_B<2bJ! z$7G%?ABN6-Ra?NiZXtq4z|sOxF6PzUOr)QDXFd*pUYoY*u6~YJI4)msD!1hF46)L1 z0009300RIS?0h8IXXJ-@zylc}CXmexrSE!CwGlax<$1j%I!#Z^?t=%jFuajCG`ks) z#o?z%za{$Y<|*z?$q9rvMZy_A;As+0+5gK0tNM%htOC4KPI^rzBl7u&tT%r5ZZLBi zV7-tO<9sdAc;%K!3iL{c$!2BSltD&?6H{e16K)~#jv6Kk%NG!|bGmd?*)}@lJ=(l) z4Z4PKwQQ?Dv;lP|KNt)c)qFPM+B}iZlLSxmF8i@1;6o3v&{m{-aht&BZ4~h!ZcD9X zVr;4kS*$OjvU%V2ZJaWug;cH2+&-NLZV%c+#{=t`d*;o1^zG_AKg*X_<7a$GUUpA^o~!Gr-?n8K&`Nl98*`O9vB+3?b1xY4=sxZ9u6jjcBz}pPIxFTuxm!#jgVA04 zVo93~MNl|0mb}H9U3$N36sI>dmMf$Cw3QbKc|;$+E! zCbVF;ny%Y()qq|u5JD14Rc_^C2J{wiVb`oSu?Lr)p@8mTRTM>UyNTgW#X`YBZ_lx! zZ7#@FD`<*$5c_8!|F`d=ae}ZOXy?t4#l$r)v*6%H49Weh6kH~HPB6( ziR655)xbXIAg9(^-C9Wqrd9r5&z^1GbxIdb&|Nf*fNm24o}{MUh$r!pPs(<7-krGE zb|c$6`=}fWCq1HCt8catOY-w4$@^fRkbhW|iH@wzW?yiwy@5+>|Ns2fU;b*=8x;~0q-F}U3+K+RZrR)_m zd@X}HD zLpOiK{c@vva5+OO2zhamn`;n={xmsAXRcnNAIKDC4)RjP`otr7B8O)Rhz~CZi@yZ* z!3fC>vI5_qwNXBohjl{g+%PNsTnda_^abR9;JwzNP!fi|aZJKaCUj?EC}@V+qw!vS zo2#O#(>%1Zr>H8k3VAG4N&#IQJXR%kZ<+UA(KB-d+gVC5gRY1$s;#eug0};Enh<0jz@7my#QxtFktVA!M=1%{K5uioWsRJ z9G}mn08)s7ZqmF5XcSXj-x-&j*rq02wAdvAiTrq(TP}^7g&HK4cen=S4S}xkra1O! z5QMb3G37tYhNNnyc;G4^>+g4^c){*V&HagZKjuwhm&wU=W1QHByKlK9C@Km3xg&~^ z=YzK6IH}AAb9Av|yAN`DZd9k`7f6X~GpeuWq$J_Pvj5Kx%kbSALTmFGX{5cGwedd+ z;%DCfj{J*SQFI*%L1b$hkri5#K3mEs#En{&yS0P!@Qvj10yjt#*Lbx}o!4HQnV@i_ z2>?*hgS0vox7~clG@WqFy;UvHUPi~_NX)I8#Qv2@6llq6WKLbODy1!-3c3_ua9}Q1XurOjyJwWM6~Vq> zFS|$Yi+>2ItngTVpPs^38Kdy)3~JxRCCx^fl&~<9W;o+9ey{T|zn3xIgtUja^k;!GbSq@W$%lSa zz(v_MidO1C0Du2PG`U$W#7ke1@K}S-KL|gNp?44F@d3|!_Nqghw zPU}q>?6p%TmLg@&%x^46Is6fR)8=N1M@5NDkv{diGU(jrk zmi3{%YulxaR4v+fpmm71OrK7Zpq1otb0+hBi)KyXsS3|03ZNI={i^ZqD~lIt(mJ9z zD%@roOH=>A7W&*Sz^MSwoq-0P+uCzRop=MRUOp4XaSwzKWyRyDTOd*x7?kPH<^%5+9$2n%G{KKl}z$ql2xmN&a={2(tAs(_AR z=aqeaBMa0lq((1b?ORJRn?^sh;qK&t+|Th5Za*t{+z4@z#|>K`xgWq4hQmf#ya`#8 zt?WVI=TRRRek@|pB8|`)Em$`pd}Ro9sqdo!VsT;0+to7X=ZU4zIiwhUVBwdOIp8Ci zD9QIoSC?z{9iw9nN`g&WtFu6*l|4an(ER0on}D@Cv9S^5_*iqe4Ve~#jFsV_j6e+T zhp9B+2s3oTQkE4jKz>+6u*nuTMq7qpSstX##xCKYrUnr?d`~&XiREWSRN0=tjy?=u zxlX?kZa}j|PIdtIrEx3LDPMs&0XRxP`JXtoR~*fU;YUjw3Q1N6sldq0&G_gH3FF_2dL?Ta5DB=gFaPj(6(_S+p@q^jNEMDEh zY7JiLg?nAsq=hh~w$sh{z#6^$x*`z=i5p$Dj`ff8{ADO8QCR;ZL&zxI8=m^mjr3z;fK}Z9C~<5If_9 z4vJT9{H~Fll#NBhH%CCJ2h{!DmeUKj#LGye94~K#4GMo=9eYt%uXX^NC%^k>9f|!7 zf^obzTwO6kUDZ(xv-{jIz;G~GGjhh?}QIfOE$ zE=jnR;54V=22@I!usN!8yJ)ZFzHaaP4Pru#aueR%3C=*V#h16Js;%^zDkLP*h7y`0 zq%t(ITYJX3%Ze&%ofvXDy771x;~pLek^leVNMj97B4676|Uv# zd-;_WNMw!r#gdP&J6H^F)Tqj<<^`1;T~G*({0kz1IqGamV-=?80zcCvN8V#N7Dr4H z&D==CwdO@y*)t@PzMuYbFcXq8o%rvx|Nr*@KU-h_&}=H+_o!zExcV09F<(-+F#qk} z`Fk(^L&B7g>~vQZ+R!2S2_p-n5248c@{aJ!SrY-6`#x^JRaTB0l}h5UbnLj@CIJe6 zEAal)qTX%HEFIAmKlep_URQX4t&JSGqM)s>EW*9B40lggVFq=-@w4-%S5p2=T6V3T z5M2?PQ}0OzIO308toHqWH`XJCJ$(5r@cEbff`4T{vHx17-(()uzMzHB_uc}>zanTm zda}(*5_nZ2!SVkb@lRG@K1zA7EMHgwIU$26skZ_NLN3V~>TB;e^oN6|7_f{07AeZE zZrZob{k=5+obgF*eUM2q7>3Iq8@{C_|NAvznsSq;3Ls7_wg&3P`?>#76n+G0N#h;ZtF9(}3ZOQibp;EtawaPgCe>iEiwY`EMNFjKl3P8TGGl(#98qI`Bk7Nj38n zI)DXF&j_Moao_boY84u@3O?6h+jyO%AJlpvS_H|eOOfa0Sj(w+EZ?LuH(h5K9DVr_ z`RaPl34i?YGb;cUPz7N=Sf8$A`m2#3-IB!|3##fQ3)ibFFeRt)XCtNSf)adJq$Lo= z(g&LV@+T17q$}$nTU~7r{2>uih^Squtenem%aIvpZ9EN+V?xP;p37;G42jNO)bEg1 zVy|QatihO@?C{9ad3dQIqjK#@i&_;B=q>>13VuR`88MY%9q%ib)MKsh`Bm40%lW68 zW)1Uo|I2&oy?0Yb?Syt4hDQ_xGeBN6CBcA@wL+Ic!Y!x46}Fga1zt|otq}WkJ6-?% zt}+9g4&5u$2wqGb4xQSyT6&L z+!_kE_AFAY>seLau?*X3ANIwJs; z&45vUA&~ld&XsOIC$*~EHKm$M_WI-5*4{@`yAph!SvIkZ@c!g!6H5&w!~^`3g8`g+ z<8sNmQy8Pk|FhW(lR|Rt{_@Nr zE#z&hq_6u?_3<6L$Oh@a1~@qucdfQNHLd7DWeak|TAytJ=egtvvX z*S#o9;ZANrdNZXyT{o7J*|c}*ZI-I;dUEhF()3yw?awB<&H)($Enog>dKF~?H!E>$ z2epN2sl*r^Dk>uaXv(Gl*6CX_8W9AV9tOnH55)`}EjcJhZe1^Ob*F-?&pCNYkw3&E z2J`=wBI6lR!?d|`qC@SBPXC*3yrHys;w=exiMNC0>^PI($|@A{^XqswlFcUn!C*Rh zt?XjOX)qkA*8W6bC?52((83LiU4FyJ4$OKQ}wPA zs(1E7b-U)+f96;kXwTh*`uGuObD`$c(k8buYJHS7TXO(RBtbrXi9@d2Hz^#P6}(k&YE!*vIh|Q6_F?Mec+`#&fF&}fB9~PO@9Bs=maK}yxeclFu(T>#7#VMe zY$-no+x|DGiea3Px}zFF_Md?%7~X9^y6B+Qtjm=9mb7!>%|m2-T@AOtVzc5!5W9mQ zH1_+?dcd?Sv!){rk(yS5Nq^CKovIGvyWN!Zl@LZ){VtcJzqoV-NV z*aaFyv2hUPQprFbz90g|yMwm8eF0&=ot23mo6S5h>^3~!x1kl=dw^Og%+q_mApsi- zHRJf%PnDLQ7L(c7^A*<{I)prtv>bM1LcQ{%`wZFr=Im~V1WWWvHcGGddkZOJ@^B(; z1=?A^x^7?4-nuOZ}U-Kn!3abM%bt(trgr%xpL%VbZpW_ z%RxwlEbvBrr<*GzxA_$_A*Z_3c2czD4gMKsnkK>J_s4_zk-+rkWn#Kp{{3EGT0rfI zY!C<<^TAz#gqEKl!(PlA_DJ#ZE$1y6(9@rXUQ!AI zVduBC;eLdM51#u$H!?fdRlz1)HcJgOk9~LiZW*i{aM&R=?QVc_r-USWwp{fn-R^6U z0&(ZGZy)0vJm-p-V;}!aMwL<4&j>k0m30`C@B|!}(@86{X;fOC2)Nq-_8{v#kFI$e z7cIWS^*&%+Q$`$a!KxyBmf&Y3L7k3;3NC_euPj9svXapDTi2qR+ow*A_7j3*7>BN1 z`0b1%>svy79(y6_YQq_$8TB!RS~Ai(-)ZlR4NNRc&)H(?ghQfwS(W}onj54;&Y7o* zR<4=SBSbmnUIholJ2FEkX<1J#X1Q9>J8}kyUpo?O6&f+CxirUVZd1|Fe460{?2-Bx9eJZ`TPl)GI186K+X?STG ztKQJ8EA@r~v7UGEGlVqv)A$olhE)p~aAbS*2kEH9fG0St!=$_@%xoSAlW10oN2(Y9 zJUQ_R5kc<4oAK)7rn@lKFN*_kIG+y*WXsj89gbY(?s9jl-k@v4LM<0;y|ad`(SI3Kv5|E|ku zb;>p{ZFON@04!QGh|nT1mfPx1`~S_gmE5_200{va0`P@6i~s-w0a^eBNpu?Z3vb(B z0}F+v%ra59MIK&zwLriB@9|qtyB`M;1B_sm4*({l)FLITst1G}(}I=)e31 zAz4dujKlQd3pRvi^_z4p(IprtwFNQ)NqXv*zE|Xp!dfDl(?}%io1!08SY`-(u4%sL zL>Nu|0m=FJDZ=J1cK6O9Iffo`aVYmUM7DlmvqEfCqsTPLS&?!4WYo+)*#D#Zk3r~m z5%#x3TmPbKBb1u`6VqQC-)v;r^@^s1aFTL)h{3p@^-`yRVyM$U4XA7NZQSpsN{-5eN5*73M)J30zbL=6)joCm|CoGtP5^ z2!q^Wfi2wn&7TOV^%Wi!&zEDOy#K-OwNFhUMXJmYW$uI@M0?M2+rZ;4@tb=Dz9&$` zr=a^<>Ib5Zx(tOau@ipZ6bE)ZG)1k zstL4C!y@>Td^mP*X)Jb}vz>%3l@U?*5vT)}%_sn}!~TEev#c?{jNNzpo+SEVly*Sy z@?rKpS>_W;SfrCDuKS97xzB(-Qm($0E>;-(nf@{o>?{TmomN}~)MxXMxh@}iIQb^- z^V1v0>Xu)f@#-72+5V!nIhOmb3Q1|sMFw>OtiD7b9Bl9NV$s{kjR|WGr4V|Hb_ARGi05nUitN{GsIJFD6!bK8;j_=^y^iC z>AAxKY6T#>(R3SGU6i0^LZ2p*!^R7*vRz6{gjn)Yyq)OzzA!miSdna6Rc(Nag#f*>`qI<4Ogw-|(-r%P0vc6DHU%MzS$0=m~?z;o?l&b_=7;@U)F2>EU7V4t3qGwcgbvMp(a;V>Sj z`W%@4Ud&W3Be88i)EM=Q5(Ke@&Pu=j(|rITmojiSTTnZ(p40glIs8lA{5Lp~F>N2; zd(r2(u-fu*Yfg21msXDI<#QQpG$72Ga#3{GOZdg|E>gxi-g$MWRlvNK)t^y3$>nzP zhHMNh%I~Z679wxud~GZhao$>Q4@h~QavhtdVVReY?=a&GS~pS27CJy=Df&Q+*+SJ! z<9Y8i6jtemE^2J!xj84%iB3@4+JIt;ydY zh%wQ}^koO$m2(X@M%?zruKe?940)8jv}HAB1KFdNgMnCBx4506hSADcOn2q4lm%^g z1pnW;#DC)Kco=yPl+bt=s5mG2|9JCA5@!>NPh{G2j2Ej~Zx@5BgR6ApZ9OiZ(r%iS z7|;~3~wp^;9cq&E-jzkh3b$sH;1EsjEL;HRYMLs7_WL0f;dq44lQ7#W94B609uU+CkhI%Z zkZFvR;{<6Y&Q&Y*jf{T%9C@m3lqcgx6`2hj>6bM)Sg`apARY3zm&rs`qZD8)l;M9Q zhM3U_=`(L0SKse#ug)z~*=U)q>hY^LT*&$V;14)goWFYMNc4XwnG+9}MZxNGiYm7S zHtfv;3;tQ!$|#5}LA33SHM?nUg;Fmq9x+%lMgWmU87h)T$JWMBf8Q#@abz%rX6>j` zJ!xJpz~}iG+Z`&NmZ&+R^z;6vS!_2w5q98M7_U$78XAs}6T7nh=0jUj=%l`l`~`dL z%5I6SDZD@f+Nq3@xqG;`I0>YwABzHm+!E|ek3+Lh)+Nw9)^%oINg1R|DBTxG>Eo3E z0NPqx8k2=8JG~NgVPO2^(ijv+UM}Ab7e`_qrS5s?KOWRNGGk9*0r==Vt76yC6~b)5!H6^*b@i}jS{x&c zrgGP_{*?95%lZi>aVP%Bnl4YHlokU5@+n%n*(W!%!yv^~YMb6f)g>S5?c$;i1aK{ zhdsB2gr$&pIs2X!OWGc`K^v6ywZ!8wglOf99E%iUE@|0o7a?lL;H&9MB1G8|HFZ{>)k_IV%^ZY2{r`&g8%(!Br! z|E!<*dKBQuD92@hr8ZF2j-635Aq%D;+|?{>1NKLyd&{A6nzI9bO*vYFeYmG%iOMVx z`&;CAupIe*3exia>hjik5dIX};ICpP1(6)`N`Q>~|7*`KY)PApnaUlysFy-9mPxa$ zMFNfW7ns@bis3hVu3mlSaE`DeZ=HJrVL(^6%tOOcye?jD3|Ng3jq+*tFt6|BOOM!iix_Zj=TB7jG`na42HCVI$T#=YX*2pUKBec${8 zUxT(-o1S(_x)9ZP`I)aMe*N%>7d&&}xu*u`MzwW|zn4Z#xDw}1uu_|?q_P`Z89*kd zONZfOQrSjefkP5|$=`R@deN9G+M*ZJmyYx*2GXoB)3SZ##XQ&7p3SmnTCifwD?xXf zLH*9xqkEAvo4$?2x1Fxa}Q$29rn)>{2UU4}FLQbh z_^ab@CunM7Jta^uDHTXP7-sbYU0Fljc6(X!L}F4`cYEU7e;@zN2TU3lG3ET4fXN?d zwYu4y(7^u?Lc_qBZrLhJ8FRy7Qaru&XM3F~C& zt(8E)v$bJ~CGz05=InVOtcLep@Dqu^)wyFQ*fXt?VP}vl)S(^VLjBP0Ftoox3Bd#7 zuaqXp#XCx;34oouemWQ}LX1Gnsxce3K|<=(X}F^53M0 z%NN&UCu_EM3fO+z>^mOFF8-qB}CEHFfkyns5LB0|8;2 z0o?$Wj%Wz3(PRfwM-Ts7762QcJ3VvpC$W}V>_i=NEqg#IDN?i2Gt91Ob~)Bi!ytFq z#n&Y6{4&Y+4lpFnnLTl69Mm?xIw!?h@iE;Ct#N>07RZ$A!9-hOl+8Ui++F`vY;a4s zk}adl^|wz$D>dB1sJc2{A>#IB@+*?M=usXFexVCp%}~e=+(Ps>h`rn2VRH!nyaLBK zx%b@!La_Gtnr6r0sjktxEp6Ef52R%RbR96-d+MjL-B|rz0 zMli+<@=}tB{{Y%|GWYMT?B#i`kYC%=+3Gj+x+#V7>HhWZfs|Z2=8m^e@U0yh6J-bg zyESE=L!RwWeWJjOeu*7^z)bu=`t$aW)6Wh5?=@O=zNj3$uLsdq^!(s%X?^wkO~v$@ zrS?j@$j7wpNl$}^X4n0-Sg$2XM#B%VB;3$d8Q|dy$Y9{62}MPsPzFc~*G$Z(!Vla4-A*-w%epO`gW;qQx1eAE00RM)>eUr$8u3{dcq1MgX%N?|`?ve}-21Q$&oR+29a4s{VM;}BXy z_@eSY1GPK64Hlfq!S^FR+yqj_yfMUul6Ee6e24|GVlSDQe^2I0H7<8HS@GwMMLXj# zhR$}=i%ppmquLP9U0K!c9;KBz#vfk@{RG$PR4>pp3bJW_zl~hz8KZp>^30rLEhxhy zz$Y&^`#4N3)agoELD`VoxdSkqR-_{j6>W zcZy|vV@>_YxsUysLn45c%LAvEmy(lql=(NVgY9_uDS91Ycf$b3#s@iMfZrlnNJZ)4 z5>np7ykgn0KBb^LVwPNL6qg}xdUHVazSp@gBBC4BKiqSye*c2jWd9G9(*xfAOaP>$Bf=| zZHxIJo0%vUfTg^LW)3L%kjGKCy$sBY?W0Qs_~~Zr8~*$o=RNe00>dgkVvVTH9IQdb ze>!!dGm7<;U8*l(D`t_~P}|r@xYKr0zY*l-)iUFiGgT;^Y_>>dd^h?#cl~is^`Pb5 z2y4}}WSt91Q?&FXJ^oloo`X}QzkbA|I77K*e2alcLSB11g@DNOuU$#uy0aCUaXjUH zU4ao;5*MUvlb7uU^%zmU=f6e8l}4@;(gdywL6iA0wYVXyA&Dj-?{zpVud^+x3;!I{ zu8J`vIVO-PZRWpeo77)eYMlusa^P1KKjDalr==HUG)P-a6%A_obd6OWzOpj)kjQ*u z{jF^k_Sp|}mT z@Bjby-8h90-Re0E8=LMnAzOF*d~R;0YY{^iBYQeOG=9rHySF7wcsmf}G5 z1DI?S4$JQ^S#Stl6dAG%{q&5UIVgFMx>UgN?Ov7kwgeQA@qZ|MBNrufK31RNm|YW% z6RU_F$f!H0{A;&j)}1j<%8*@#=Di2O;isfTv+DTYO9h-CG!aq_)PcZA^S$0z$}_hN zU4{Qo@z2gRmg|HsdA9J;N)A&dG>!VQegY>A(v=6P|H&hOUhl_(@)eAU5n2hf9 z3>WyWJf%+QuXIBS-L)`|byK3diZEpq;yykvoIK4;Sk?iW{yCw!9Yv^lD?s`DrK=vd zf*1D?l_JZN@i61uSa+mVrt-}Pp_8XwFc@G1)osLXqNdPuZV`3ssBJHkuC5!E8S_kvYFXe@14A`9vHBw#Myj zva*Pc$y`OV0)<&dwGKh0n2r0_{UO`eO(F7`q-$!ozVrO(?LTpqQq3!_nfibn!EyP2 z%5Y=qEApVgXCX?x^93lWP^+o{(65-G1;6UPYX+mi*7c&UYNZ{wEk`#K#|pZk^2aCp zjK(JF7a($#EusR7`UmU1ayKyJxoSvq-xfXqCvZYUv@R(zLs$RNTL0g~Yknn*N^YeG zh~$GQ9~$G{Ok$8U1CH`hY;M_mKjdTlTkB%laX6vR>{Cdz6xGJL&S_nTP!I}+)lWvN zo|km>mr&X*S}6J<2%zCbA@#C9KW!>)l+V;-LGJH#j40x!6&q&!HDRc~`6=M{H~ply zLYUo)X|^l_fBW4uq-bxmus_}5seQPG>RG#uK7?o|*)UZ74Oj&!?s4qv4MqP8+U919 zZeKe;76R4$1d6ysGxJ2zJv9JXsbeaVqQjZv)^QE}&Q0%|v=&G33?t;hBf+_u{0xvfj#`Wa0=bu4q4pBo23sxn^ zo{pwDH>XxSq`)WGqM*iXU-#+azp;HtdhQ0BpENr06w=N)6|*@10dMZDq_kN2a@>Kd z73UPS(R^o+aItH7pd*)uXnNIzNrE^mBtJly$*aJh)OfeX zT$`M=BOZDC%YB7H%3^5MwKi@~EjR-;YA%Ha%J2z^1AkVao8tv^+ng&dMe1Qfl>6DC z2%H^0hEQfSrEIU9>@}Ig6^z|YMtAp-5inY2Zifidg+JD_88(b1M60i3s!YsBwx^h>BasEV{V%0p=rJ`i`f13 zE}GFFW<)=vSOAMtm|_GG8fgD=fQlI-RmsS9*zP(NsbCqk%eZ$bU^_g!)jti|9$X_-i9&A9beiB zn_U8`eFxM-fkcb|70-;h%-r-YKbv6oM923w88(5qzJMW{Gvo5 z(;VyhwOeiVvVuBh89Cq=*qIg^^ockDo6bnn7YnFVQ!>pbApL)_+X?%PZPVKV;C5AZ zJPJL$K+S;@S6K=pxA-cSmrGZy+4E&ChF>0Ym0Jo^Y;R>4JbPb~e^fu_W7}%L1UCuq zhe`1i&cWwiW72bOw0eoNmY}-6KV4%Z8_g=*qln=i{fe8Vm}A{HwZ5__DOLD(AMUL< zu{h#~sD2%x0J9mk5{WE55a>!?Rj?pU4A6Q{&q4y(-1lIaB!=zryLiPU3@L>>f=LAR zq1jfbb2elz?lR{r159@+5j`u-Rck#mnFOkL5hne-yA+mj4!|+{!xLQs_5_xdh|scZ zRDP|?xT&p8kpG^Fuhwzq%v_Kyg&~ z>X&%{Zk_&?IM*@MbVnV%na$#vOlm3Cd&hFCC?BW=Qc`i$Kw8zV_B>f!h z6nfBKS@)ahaql`tGgy zD$hC&^ZA86z>~kqIS_$r^M|=KeCS35wfh3c%wpRoJzPRi)XQL(sP@^8V#;|`n~@S7 z+GhNGMTn8VXE9Yh{U3k4#pH~SL_fj2J-PXLLrLs90}-ZV4?$CtaUv(x)$FKmY&(00093 zDc+XQm+>=7$;7&Nn|n5Z&lh&COYgbID_Aj>9hfL%E7Vmn(W5{*^dutE05`7YNm2Rdb&T{?wgRPFZA=m~c zCbf3;Zr`{$|Iugw0VlSr_fEqVppljU2UFCYB#>w^Dp^KU3O?P(I(_dMRXZ1kidi!! znd`#f00!=98xxD2WtZ|Ur7@2bYHDzGnTWzso>V;~Y5D3g^a!B;Vy4k8`9cwPzF6hQ zkyA!K$i(akzu|j=QQ06a4q;N>+&0Tx((r)8j(Pxa5V~C>@9|ypQ435v&sPvoY zPYS8JpGu=7N@~?zeO$9n;f=JNCvh>(PNKzMY`_K^FJeo_r0;&YhecI~B7seEQ~HFM zg%tTwM9gqM0CzbF?+{&DliS(78o9n^6WK(x#bWW*0$|Dlk4PrfMF|o2GIK+87Nbr_ zKTA>BbD465DE~Nfr2%+XH=UA;TW|mW>F0D0$3h3ZpTNGCH`g*nup>`J1Xo*+`}qbX zrvX%lOH=&eX4cB1mx+p~i$XM2<(U=^XyVa8E)WBRf`oILrK5EFLav}`QV)#mQD9~R z=uv1z(D-L zHXwe)gY>`v4tzuVSjs=;XY2o))aU2F$%wCauTrObvDJYPl(#FBLK;V=);|DWTH%3=%9UgWQu*sqLt@_iW6cD^_nnPb?=tL&_a?ts=?R`H?aDabDEyhv!%;2j>&}js0jEe6;jW{v;(guDq^awg|f!(5jS(E&;FmUw*DA zN>yAqr2qp@?v9ylPjqqVO~{3A7lG4aR2TpO&xs9fg!lj7iYrfZPj@od8%R$a#a}F9 z#xMW>I$!_)*>2`yzIkgH)ml7vy>F}l00RI32xrt`0@YZ?r;%3Ba=${o5}?2U4tzc$ zusA??;8me{j>*krq_U2+5MIFC3tJjo>#-}0xQugn9XMVSt-O@$=38X`VhHG~#?een z|4XP{&qi|+58A4B9x~=p4S4Xab8@8=cmrjDB>{V?LX*a#j_3IA_Y)};G8N!`hio+0 z=12GmNawGr>aQ*V(F5Wa)y!tn{Eu$znR}f7woy+sZDbcB%TRwh_n2@qq31y zg=m3#P3XOM^p{Xf-#>;M=S{MgceR#XJ-j3~KVIo)zOTE5RZaaNvCW~Y4m@H7)3}j$ z-xY!E(_pjyzUPTfv6@S9zpCl-k0=hTU4|lIAdLLd#vd{b0eA~!DMe0G_bdM)0ssH| z9?*pyAruDIvaWx_d4>J!0U($d=R}&IhT=daLtFHdy=L8Ye;F#|0yx{DGoTAtgMh7b z(04R0riR8aFiDIf3vWm<(n~+ZDJKoHZs+M*Nbxb8YCo`NsO6@1FV$hp-PF0}<>im3 zz!J{(4dE=fu2Gn#!_z_0QfJe;!(0@30Ll;G+-BhMF(?tC9*Plb`L=&!N}=q{@Rl_& z$^bKJr}7Is0S6Z@$(MbR&lu!it{Bab!GL^ zRUuF8kNV7xq9qG&vnmgJ4@iYZ-~a#odPm*1aT+U)t>t$ON;Fp`93YYWdbd_RuNl|y z4j##-vXrw%Bxu}u?ByHXcy$!|)9)#qS)PajEw(N%F7L(T_@}@9Vso7|AvM@g*pkjN zvAgY3!UQXLuv3Xv6~0;Tw(0UDJn7!Q{7m`1U+y)#^Z>WBEz@n^&L!B1(JhJ8x+0k~ z(-VXoGH;oH71LD*uV8ya7jtn>p6ghkyJQEw~S~UDXFeHgm8G_6j~S&hk{B zi}Orut-GFmb-&uGe$iE3ziMCC=bY~WR3Ncj=vxuxG%KM* zqAu33pdQ1Nn|r%JT(mQ`0o0mXE|qfi5P}@Jq^2Cw>6@=d=b$_>-`{tiSi$`SQILfcJQOx9~+xwx6H(vOewr17N$Hih5W)RD$D%G7(zO-G|uore#?;f z(tOmo+k#&8W$1y(i?4DmLtd+WM=W39^I?&BNFdVM?dE>^8`UJ2aX4syLnE$Zcw#w% z>?=g8!Eg|zLZ+S7XA*0V(JYwv;~`&aVkkA*tM^R*>bv_R&aSeoO+~M&_Hpb=+iyR0eM3KX_dOUVyp|qY&A(=Kmb=>}Il{#3QDlr~b2nr-)1kf4zj}Zs zo+6^P#J+_W7`O*&%8=gnOSyydO4BIo^lt%RUUPRdf7CKpYY+?8mzi6+ucDOWyo+0r zqWa>+Xi2sSn!_Qh94$W{sa6B*8en@6@^HhvTzycF*i=lR8Yy=FjKmgJ9_Hlr23K+v zRpW#gqU6&Z-RY{O5QSu{u_;^Cpqai?P)BFehGxk((;uH4pfeyG!0cta_p#%gup$a(+Ix%aM9iyF$KF9a(l~t(?u9*ywNn zWs3O|`3V=n6{8<%6hg)*BX&k7?Ed06GVk_XE1xBZ#r0fjre=_afK2K$$ylV1pL&5m z>?I8GaO66%6@Oer}axGVkuO5G(u-`6p~%sW`TyC zYpo(fYb{8_NNK*AfpPF8PIRUACrvLxIBYE)%S!zqQN6}|R^2;e;+V?gWCf--gCFeG z;Kbqc$>wtp?nIOTki6HnKF=YF(}gAWUw_>x5Gerw$6cjZP-h1Nm`oZ&eXf}*UiwBc zN5Ac|^^I(01;_B0<(TI5#GUagVj{1{``~`0dip;?iMshoQ}1RXzUw;h85^$pApig^ zFzHFdf)>wlUxc7@ey9v75&#HVlK`7{JIdb;atnVB{P;>hL07nBn zp9N!;)&)ucEZup}U1ti0Has-gg*U0dup zQw;t7B@kgdfFU;4pG9vnh^juCw31Lp#OHT{N5a~!gT3)50Z_w5^l_M|$V6*ZU|htM ziHK3AC7O=KMl)!ml<5)kN+Bg8s$|#$?TWJQveW^pSGVse&Lez3Ue8d0AH#V3=YsSd zw2wMZveRQqh%gaHbI@Yb;zutH!P9;npkp#%(ihWx$UKHT?Mv`i17*-pJv=Q6X(sFj zU`FM%j{81H7}1$W=7g=mKhPCPLV{z&Q~Gza3(YV`;L96p z;n%;BFe7Eb-qiA&#KnPvZ@dbe5ir2vo^#YM(OibhU&5hjG7w=L@crGF zf8yn|VbLUH6g2TYjeQbim?9|YR|wYq$*P#2hyfZ+ZJku$UDB`tQJbciL6~fdsRzb_ zr~BE5x8TkED`ckAyuiB|&o-&)8F$rsHuCc+4Q-gmd#4;u8#BlEY&Ho!lrnk~M(bHL zXBO? zzvs29s8$+v@ci?#6UrsBiuxNRajy4f6>P$_Rg|z(*SMKUN`{_j z^ADc=IEW$_hq139kuQ}K)k3nC=?aJ8Y%?8+$nOg$mT|b)pHdSQ1x``9bjdtM5q5^q0Iv7V7_m+MnjSk7r3t3#~X)y_Nsc z;M{C!Y{Or$X|P5Lm0X!2bls38_>mz9FL*8vf@2UCe==8qX3)4#n401VmN^M~_8In= zG42G-Pw7Kq5!jM*tYZh`b&nJjISzSA16lfJ0>cCH@x1_5Wvr@NoF(?7imyVoC-7t< zmH)we0n^e{75cAM&EeM3urd6m!y ztmZy&KQYu&w_i!mOQaRE3gYmti~Xta@D1W4nzI?=VLSpUdBMP<;TMJ8?v*uG9Xchd89EKbA+eAoQ4i{Kt0%3JAY1Mo@r;|{p3 z+h6;e&gCL;Gx~KP`)BPj0A%kU(2rv_djrKtUJAefk5I=T2Tzvkn#q*;gd4m|cfXuQrs3RNs+prkEoW#R?)Yg^z8S~;Dkl1J0YKN#C%M1nEO6a#}jW3(EcAwWbuvv?p5z5T@hTT+bBv+HZl2D}w0gM_?r`vudU z&p0tm!vOwSU%kNWYzwK>xaiEMPLnRc>;lL9M?Th-kLwTNlY-k2rd(PKyZs+1-DVY@ zqbq>wj)F*MW<*~H<6>jBlyRuZ!iNs7cn67@%W9Bmjrb?=?bdz@-EbQJZ@H1e;-2De zIPFlMLbUxquJ`g4SbYT(2|!cvHgb*cOeIVQ9WPtLJa=%s`&RyNUhyk`V`ZbgkYXzJ zg$nhdnXhQ#*J0AMe=iWrCr#IbyixfIgez60Dw6uEVo8wB1Mjv~)Emy0E5)YYgYeNx5Jpj7zYyBC9)Zi-u)1 zZSqQ#$l*)Zzqo6-BDaONJb$#iLO%aKY?)VhsLzisg%i_dcI`vFeAYS^ODTumo81dt z2kOU+x9YSSj$cNKlF#0i1&Pd9*WdZ=dS8qPoJv2O` zQfmg9@;IBpTd$bLL-jiK8ii86!^LjP>8BR#GLmJkl^^r+y9no>HZ3$Pn_$&g;vqwk zkov2aDqMJhziA{GLJkc{-?pt*C@v?_D?`WN_$Gg{DxnK{L(oN;FIm1Zg6cbfPHqq+ z#ly3dzLJnA)Fb)5A%hn2muC|SoujgjOcwAxLX?<_95ml9)YXsgCOPXH**^>K_0wImXr|>LAko!F50{(#tAjmP9-ztl>*9Q z>~DvO>+7DCq6TmfB}&dMMA8SpsQUtCi+K;=Mim;oQAYM*+4N{dc# zPQ6&~v+|88X(sg#xEY z_Hw`nKys&Y=!pnix&(ve`s6MXQQ8^0BS$|=)T{_PPtuj=)y7$mM?6@o&4On6q;xIH zRjK4lq!K)#!;;LO@@CvUE%hQRfDUR6(R3XzPQOOqkIeExM&+`!aJrjvVJ)u`cVP#v z9EkYNMoG>S6~fu@>hIh5jlYY98E^<_sIO{s-NAo=!_q1mwfBq6>F~NcaBL79`HS{d ziFm)Yjb#{%1h_Or-?alS;|BWN6gMa0*Z|o?16jAn`8_f1`BU(j9evF1byQi z`UWNQr4%RYIgRnkuB@1=IQt11haa^FJ|H)*cFqAPc=ZAHuDl6hADb$QdhA6^oL9QE zn&pCWsw9sUfZf56*9l%mZ-fgs)RY?%+iTKVq7Qsh+A+IIh8C+k=#A%krfo-?1`$lP z5qcG#1!Qv=9iRgr2Rn-sG!f5+>#{dPSzCzEP3H)t(b!>xXQ7hrVV_lfSZtultwfo+ zR_5x+MJxyUD3TW7#;W|ux^jIKOD_1~7Zg9E^Cd}RM{B*T4!~CPVvL5wX3ywCl^`1tCCy1BV4cs zi2?^MQb$rH(>!;c7tkM6Y|>CUu#*YjYy%N#405EIh30ku(ySrfsio)ritXo0upRJw zo#n~CMbQ}oLoq$YY)`7?m$efrF2dnu^jEpq-18*zDd34c+^q1wuk)G?Q69GZyi%~_%L40Xe|-WYZsLr+1&{}=A3ab4a0HO^fmgM)e2WYYS{>1Aa(fs@ht_Ed`OK%9zsD}X%y6-tyEMuw! zu9;dGP1)&)Q~yBF0oT%pnDcgDeh_RR4M5?QOF%yiI9Oq`B@GqZ`;~h!BbxWBaWUrm=O5IM_nomF@;I_{3hrN^gFrO%v)j-b z*AGwuOk5>BzjMGTKt)?8U?t@HiZ^!(U#Z;A9cexQ;D+yopk1>zQ8dUYX*)*$dbB9J z=)I$=Kn{T6d+X_^HMn)C7i!=N_3tM(uPO7jIsg0bSG{w6SJxhzpHcv7 zFV2*HoyNTIEc@Vw1lMS#JpSiJoAZWm!Qub=S`d^=Wm@nFrt$0ge6*M;2iFX>3sv<( zs?Lgwy}^}2xY<$PgZ-cbo?X=>+bU|V{1{McVQS|JMhFFtAnfF~9B~`4#L>OG*`=vQ zz@GW$3^RGgQc#STCEAtXg8yt;&_HiIe77;y988`tKbJp&XwU@|a`X)k+c3o)+7vwJ zbS*e{*jW5k9ZW@Ao*|F2@aH0J@IQPnMHNluF1FDA@eZ$mM zEql^SGHZ}J9g=a;T2HP)=&42%fMS5feDhzIn@D^4#$^U7jLY*yisAwfI!m}XMm@)JPN-Rhgy6faSQix4>{Fx9rg{9WYQdsIb!27%VwjhiBB1A6lX6& z%SSBbbUZIl_%i6)oELNN>*8zIEJ{pHPYwp4yab+(gXhASp#$_mMbY>lQR7GWBX3I= zB&gJED)HOb@@r7@yBGC-=6Add<>)gL%SWP<;6mdD5MDU8?(O1`5aXaPc#J?C|~vC5cp)X)H5`sraC{ ztt2!D*Zb+Gpd8H^WtK`3pTnzl%VUCWBy7)*B{#+tHagY$;c3V?G}aIMYWNS%P|IoL zY2MEj>y0JqcTNxefIH8Rxcb;pFuL$gA{)>;)OHWhTC^}S=wjL{_=#|pyFL(Xt5@MZ zBLX_84LIBYvFa7I+gCDOz}&q- zhmIQI&jrSnTNl#~QJ6dBbb3WAL&Hqs9jcxIhW!r%lO}0sh$%T9G^((HtMZj5@T!oe z&MUdx@bvP4;*6mmj%jW8KeT7xP+_kP1ZNkW*HtMj4r{KC@Gc|Y$2b=TResCR$ObLv z{3@(QSUv!?6`Mrm=;bE-UE+>oK`9)dGCAM7Fadt0>WXvJbS21gq*7BXy@U$YE|;Pkw^Ax_MufVkrD?7clc0jBcn+bPwuZ2e|_eOl?xxsXQowb4HfK|_s?jp1l2&2Fd-&^t9ia7 z_kJ@I+DKyuvTtrFsOlK#AK4!pQ}`wVoQ0{QSeU?1**C4*Go%^fMbit+ZxQ2BNg;IM zXqxgULvzKSi5)(&6n;vxnB{_;N8+gV8zDV-!slT0qW*_+GlJNcs>d7;cXn7~f zu;6^i1i~_s(?|YzVT2w1OM2q+$zgMt=LuZ$JV5BXQ24*VckIk0EEL zf7W3b{g(;@#z9I!01(i+U#bNv)FOvR_nmP6{V7f&Dr!dq|8TZc0ylS{`+KXGu9$Ck zWUdSY0(or)QhdAr;XKr0--V%3_n;?PCD43Ye}+8ool^|}R%XsCJ2;Mf_1?D)BUdY{ zXd=K2CGi`OLIMNrC!5m`M;PV=!b}T(euqQV$%$4au?>K(#?Fg9cr2$TxK<1P0V$*5 z2jIoz6OTj0@%pEh!q6|K696DO0U-aFP4JH!==i_y{5t{mFN(oN27Jv{BiRNA@C)R8 zHX8e3xjLgR!iouErV=>C%(|gO8DJrJzMc7!Plq&6*iYhRP4DV!Q{q3l!okMYNB%*> zhIgxG;QiD_p+N=3zgsPQ4WURZA(=r4p2XM4Q#gdHnp{ts7|k` zEk>HecdaA^P<@Ud_eJ{#1;6bYcWr}R(X^29XPUGdYl^1}@B-Irm-d~A&zK7WpC*bM zMKAj%QWD1Ex24^L(gAWLI{+%hR(gXA46woa0JTIs%Lww<=vjxlxs;xl#6kl?3*>}N zcSQupq;?-hIME+O7ARsv3?T3#Z655=Lt~_to`?R+3o~;I)(-cH7QwWsWhC*tEyphp z{KCpxYUmqxH|Qw)F`Go)hzYN%NprKPL|SO*p3CtAamn(~v_>UNvV+u*b&RTwc-@!# z86;zP4=%4WGMqsV#x53SOl}iHwIj{lFvvfmpziY0FPLTfFzZ)HU8T3HYC~kf*KFdB zFFbZ!M5nc%(ymmP8~XFV*mH4-Yuy~3JF&`67+b2uDnc7Lw%Xpag02s~IRJfuL&VjQ zp1+}La#|j}i+h0^5*^5Kmhhg-Xm9LXSs5zo4r>777=q|Pzu3bC!|@|pPY=K5Bb4Tg zeS`X4_T>Q(=_(uNw#HoS;*tZHu(V&LI&FQ-`^Nb?s0Zl%-a64%xk&P=UYA_qvJA~3DZYa{d* zc%$e+FL&(4bZ=T1B1M9Bh-r$!uo)L1gRc=hG39F}L~=>x+!AaMW9xo9XyO%boACDoU{r!YfTS_>2x8QNAI~5_ zGnX@-;~sXFtElcs0yr*)G4cl141Cc$ou4f7%9+?{Q)Z8NjtWmdK)dSH zD;4PnHSt24jaNrm7rQ$KZirfqFhcsHwy#t^p)J=QXz{pCqiJ(;tRDX zyKj*A7QRzQy}{ROvw4%oezn?PzlJM4rohxf>y230)rc3hG+Nv*54o@L4mTa^;%bP-Zta}~}XNHvTM0dENi}R|F+smG%)PdxQKoB$Vo(XKTy|G<4Ed1Q41CAdD@fO>v5B<(zx!hy2=kBfQ3}2-&?HA`jS*~l| zc0l;bftfsnec@@T%Ez>VL+zhP*CSpUYv_Hw2$RQooE^>)rlF5MjH1CI_>@6g6aI!;xSKX>{uGKXF(8c9$ON0`=IPIM03Y|eC|3kl+C zeOVrfb%*`_aq4?+rMU)m`=r))TZnBBIa8-ba1}-8*O}xmb$j(K0#VLbAqWY*O)T;bZc9GXjifU9GjNG@n$5SZeX{qbz2;_@(xgW7 zXdU_^VJ|CQxvucXp8@9J5p#l7Gv$?iO%tA2H{p#sdO72@Sw|Pn=tLLtRC`)82*$gJ zOBESG=g}d!*X=gmJ3&9vW^v@b_V-qM78&cG+QZt%BMc+N%qOj}#s)V(K=;YtorVV< z0MA9)kl;~CVgP(5TW6M^q(P1{!mc^ZMsD4!bsL{=qx17lhh*Zv53Z!WPhfu}~U-O!&4ydt(`8^mSoNiYwSRkUG~ z9p5dQVr3-(XcTH!AtT zdN8X2hH=s%U-CupVF)r9hVAGmjzCu+3o;7l$s>Mu29^m}9IJa4xMpJ?a z4Eob5?DKEF@PI~^u5*+Wy*Zr@-o;w7OpX_nROsV&ZOZxiQFM3gX=?%^(p>&%Sv&F3 zcAD~a9W;%sEVYc@D1({vls4LRnWnAvIvE$#A;+|%~ z8_y=Da@#MLNW&^pNHznoK__u?{Y4Q*F9=b2f8CvDUz~O+*l8w4(-fMsskB8206F$t z4B;rJ*;;B3(eM(8v3s_-6rCf^4wwMPbSMJ5X{W|P%vTx(f7}M3&@d6V$RC7AXQN=KY@C10$ty{iW;=j}Zoz|YjN zdVzC7sXMk)84yTMgf>EO8<-sUfhZ$do&PXbxXiH_r;r#m@lloixZe#nL+T~rN)9>2QYcydMeh31_v=sGS1~Qi9 z4KM;e?vjCgv`kI=Hv~Np8!J+OIk-|QVF9|lyTt9=u_*r{1u<4AJ~BL3N2MQfDA!*` z)yOybq1vQ(q*C#Qtnhn>^3yice;n$hij-`^%`6o%I5NO~Biy%_Qt; zII@$m5AkLQl%|7gUFYwW)-k3;x`9nXl+INH1$TXy_68s#L3%-ryYP%kflVy#PrtRD zB#y`-KZ>Wn)bnSm#UhVePk(P@@3RsI_z^=uhdstO#NfXvVh`cd>}3LAA*-0n%(ZhL zWzMq3x{7)s29rcMLDxx4L|Rl)pRQq`uE`jDn+Z~lvrI+lAYq?-hG?5#s+}uO+4&uM z6<`kh#*YIKZ~(-qf!m~;Qo0{Wcws*vTk%lH`1z~l8(bjx)AXn;uo%x7aMpC+fIy#6 zIl>lNc@SIQ+toN$c{b0l;($8-_QDI3G)8f)V&7aF$FRCCYeJjU8&Ap}z3YFH1WfI6Vk$Fy z@IPs+!)7)ztJv3KY`#Y@1R;WInwJ1g|3GI|~ z2tc#%<*vyT%J}aTK?b_fo&_K6Cz#`TjcQ^n(0zkfGBH$*f3647+4nc5@n=occrE`eH&7O8mTpL(bC4H_UGxD*~yXViia zIjTQ=gbhg4&gDF@>5ypdck}xhqhfSa8aHS~CpeOzDS%zyTuQ5~Q7=uznC~Qk&ICRX zUKs?>d{BFIY#bxRF2IP4_GnI(^r3&Rq0Pn-h(kFI%SrqSl{;%a>aY#Pr<*vkh}a`L z>BmTj$k-isnk)16iqiPwE#Gc|WATq*50F%*SfdPDU6blZm`&!`R zQC&shdk&K}<)5KrxVB(+10Nwo8X+ptx7QNFU?SsVBMobFu~4idNYWr&C-2hSDhiW( zAQidQ#3LM&Uel{8bL1#xej z_d*G`%ANsIs&{)t8&du)QiW-~MbpPN3}I77|EwZw`$CHA^&U46$vNO=kYQZ1;kLZf z;1B;Y{3Zl@kBR#^nX2zeu&|cS* zXU7A&j6ZRmgbXy=qz;pjEhB`fhXFQCj}B%w+kp7G`SCi9(NRLEOlqs99uXCHkeR?t zEAk)&_>U}A#bsvRq+Cl80J#;z!9Y5^Kfw%y_E@pOp1T|NBD^?u1pkkBq%Eu?=Vz@v z`(}aBsgTrATG3EV)u1enKd#ZDzm$1bnq=@oFl^pqvOz}2W1mWBQ|74Gmfo;=2obr^ zwEBb6Y)>82A5EsMs3R1^4UOS~S&o_6FA{92ZY{b1g58DK+BR_khpF`|l9bRmh* z;D&x&emwPS92fA6*$J8(x%LbIU8AgkOO)!umIMRI;Xc<|+M$R0;Y47>RB!oK+LA*E zO|uUo@5MKL+Y24&5qRmVZ+z=`lhnZBw399}j{5ZTfJ-3#@e{U05-Qb$FH2QOzjPH6 z!wzvc#dfz%4|!D3GM$zCL8~U(nV-P`IJA!MnQMVUu*Zi;><;oZCF6=|LMH=R*S92 z1Ni#t?-3t2qENE6s#5ZV%eNdRFOax7z>p4tbsJ(m%9@`RKc0gnp(v;6KxX$o;P?RW zQ_!6?|Fl~ed-i|W?d2piGA{8I4w{iaM?=z1>RRrmn{~i)?hrVY(e=s&nVA&lV=;FG zYV#jq0G6I=hG3BQ4(p!{G9;)HKPb88-!!|Q6dL^t0)BMFs7UMI!{@05bD!eV-{r^? zOXJNzD*g;CVWz@^%mC!}l5Zex-u((;{bvLThIu^hNjEk?Sz(^#e=_+DeH?8Of+kCT z6^CTAFMR@mTY2+PRezKCHMicI3lY$zwf`Iv(eSDl@u?R}p<>bG9OGr~(%EW?WfUVs z$zh%b35VL;A-@io)rKZm*J?TW3`{=6r=}cw`fv|`Fzlmy@23b=KcVr)u~2bVpZu8a zG@zgJlDD(;C05lo{3F~hL;0W7V$AWt?lrD<{dLw0Yd|dzP!ojhk-$TlNP#SvNY;f0 z{^p~B$+rLtx(Wb==cZP~_RgCLlRXF6Q$L3pEJFxRlQ;j~D~Q-i&5M{1w%fJD4`AKd z^*@*!hFw;s~>t{eSK?CcfSoZi;Rla{gv+?n<7eZ<27jc^&~iB6CedMauxRzuQQ ze{x@bV`Uq4ZVFS(ZT!=(TxSlP?ge^uLKo>Voch1!l)sE&`^0jU!M|66UdX4 z6!@?8SZdMj=E)MM2t?mJh$Q6O*mWn*b#A|d% zHPjz^axcx3QWqDD>gYz=I-s*Fy;SGlH|TGAA^Rx>mWj-dUz0`^s^T7nlPqTCAQh4s zVajCg=W0c-S*q8t|CUoOe}{v`_s;IvWjjD%FJ4Rg?-l1dkWw%J#ecInHwE=e4%|%* znss^Iw~_dA!!MOUv8#CxEN0)KIafbG;lE<`>_s>D#Lk|f{g#@mZ>Vys*Ix;c#oTCG zM&4>)Wc*woeZb;OqAHgFwf#heSGY>pIDot2$)NzY+c$0Cd|x;Fl|w zAAK<+^IjPM3@Z2s9wS-@11s;D-}IF(0`~9r(!M)tN#b6$+%}YX+g)nT3Y1ty{AV1V zR;S2)5KC%GV;{$uTBn4Gf*NuF++RAqA@UfU)+9aD<-CT-OpU!C}m{|J1@Ph~%G&t2_X{r%Fr zK+1@AF{tq~_-kPzWAEwS0W93qAin?1+I>sjkzhSZQepi^){bVf_$zB?O*O#OB2d=5 z22tm10WI^FCX-8aI%bF$tdm~C$7lo~#}?LvQtA<1WAm_=tWgLEhWpyF%0Nnxs%NkS zItyadK{?zDK8^>OJ`sE9cb>Hq8Asw=N=nPFvW<2vNzk(oSB{R}*ei~&r^Onu)!7=? zkt^ztR(K|=Pq(B|BnN4xsM0l)es01f(Js&!^Z{vRxVaP^i$oc&Hs<0kt=aBh4 zBr2m~o~ZTQ4SH8AkYO^!xBC@@n(tV-jmU3Ypk*aDv;|!p)@jFvFa+suhXF|iTcXp(3ShZVmAfL&<0=V0^^{4$xl(IQyP(GLxsK0n}R3 zz2RD(o>}8v%+6)R=r=_g9O-r4vAUWsr*VPnTAcMxmvk3d*KD{?;2!k|fb1|B@WOR} zO{k;$0+FH;z7>F}xrJ!X{1hKCPW*vrJVvu?rBU-b@{wlhgLHdzpR||#!Dg+heT{?+ zSk$nMXl^T!Rjjetb8pHpeAH0Hv_g_(Vs`SeXrF{XRm7>sMt4hd294xcylBpYn|OqV zd7!0c{}m)lZ-P+JPwKrhrT}qS_(U54*GAapq4~#Kd(g+ht|+xB~A9N zaS(dpSt@syIs?ft%7`baB%3)k z7>#5qlyX(isLAj(XN>^_`jY#{hKrmG8BgTRpNcRGOa$(;S%YWs3pu}l@0N=Dm6)Xg z0WTQT*+Zv41T}Els1R!Z!cR|(E3Lzterl8l%5U@pSosT+oG`><)u9Vn1r~hJugJfT zg7^WCH1a-&y)~7_0I0m2!IsLBCSN4{b#4IWNB`d}whakCg8vH=&bhqgLSgzbcJ|=w z-hW%VM^U27m!kPBZO=)0+mcRkQjv+<0gCseF-)|U#_O3F4aE{fhxY;!cwSQn6tiCn zW6>mxAH^xkUd>BA&iZWoEygl?2kFNPPOf-mC;wId+WaS?f3qZ)y+Kp1k`Udii=1s7 zQn!pph7TFC!|8Q)=C98`02oFRj{EU=)hE3o*M3VR^9Ar^$A{iMDrYUN-Q#{-LloHi zrmH-?EJZsUSPEdTcvP2fV+M;$dUGU%P3#nx4#4dG)C{iUZ3X9bep(KrS&br`49bUx zi2n5h@bl3rr?n!;OYA@-@fj+!qZUPJ*D5c+UIH=1qQzuhTQCEroo1w$JeV*SOm|xv zl@5tIya$`(@cr_$9puOx?NFSZC|*k^92GQ}wgru9o*34-HPsJnA_Wl&yarIbPB`%3spUp?MAeQ)#}+Iqw#QW5Y-nSfmUCr8>RJRYycOkJ ztgT~PO0i56IcPR(g&3O3kD0SGUmgWy&&W`AnXI9#hHl6Lo$Xi^fn2m15aOhaxNmwN z5bRl`>;k_IQCPaarvXgFcmrBJ7-0SWqEzFY{A8Ah7P!9&2>WEF;75`qmJoaV11WIp&#!39|BptA!5r0lUQSldU0w&mpTQtSgg z>HmVbp%in#d+L%0l;88D0}6w^x$(4r8!4f*r4OpFG+QQ|;2>L}QA8YDIsJc#_LNlk zkFl!S(pl_G!ab+hoT1)8k4Z04t8ZhSH^Ze-?9CBUC)c=p&;3@DNDXK9X(JEt=!d6b zXk2bx3B2}Qrh6$u$L;lMM=`d7kjQofTkCWB%{+ImSYqqRpX;DTq5U}0^31GlqC1ex zf?&8(^Uk_(u09*zr3bl0LXdb9>`AwibwO*N(}@6G!2LJZ55~S)T>HWkYITmd)x6V* z!px~;trx2|cpDq@b0@DGBSukt6&y!_^}pN_n0{w|etT%n)v z+#!kGl^`-^mAuSn!MprMW&`Xw!NmhSH( zvvYWi^7R$XzNnq7JRKBYlZWN**z8up9Y|5?rHj3Dbm^F&@$?G%p$aXwwZJ5P$~Vb8 z3qx_YtN94YVl8OSmuxd=*3bbZ(bM?My433D&MG(pPP<;I6%ePL3I?M1&PEkA%~G89 z90Y?P&~EsYcb8(UxiwGS_Y!wa7nk=&I`7)jifaI*sin9GIocZlpLH2xY4n_|d-k^! z$=%}e;Wfu-mG@65c?y!bKR`-NtNVHEC>HjnOo=)yB5b*tY$ibk4QbUh`Y? zTzl<(_IGx_>*^ozjA!UK?nKrPaBMq+BT7pnUOqfhq}`%3Zr;fR|@*%VCYGLbYTuUG=tU{QG`N2N&9`oBN2@`8ywV0f{HPRPI&trsmgcfXyrk_vB5h)vs4QCX6-w zd|%iom!YZIp~Bo%-)&JigL9tLMF=*qcw>j-BAP>MabAEy{jeQ+AqM^dza$DJl0odE z$`d?gPCE7Gc{>OI4>-{sCGq3eDG(dPx?lk$A#1bx0z*FPKw+VI=(PMiLvac&+~cW3 zSxLb=py&{Qf|}I{qsSu6kq7eD%x=E~!s02mOO`@Jo!j~O<*SGH_23^~cY6sgVm4r* z;)kgrPd}m*1`{mDWieQ%rBb~-%MwHAbvw>&MSi!iuA0I16$P>Zy^{7=VemN|{!GY7 zh^zZcW;^%xEg-BGK1ND}ijYUTc==l>C#(tOeEtS74&F@&!P}R$zg*1EEcL^ia99s< zcfol7HzIgh$_aR{hKjh9ko`|XC98E>Oq|g>punr+MTr7?Aed0N%z9 zeL&8|NRg{BrqW8@)4WWv>s+BL`0ULs5%`ch3ZT&l*j z;GfR@Mk7&Vx;N&0wFo^?t`XVsl5ZUOr;idjL&j~)tb6YI7L&(e-6!P_A4N})%=LX~ zWrGsy$3J}(9LBq2ImUweHK?a3=yCB>PMBv%gP$xP=_%b3qTtobwwp4*(x{Ls4v$cLD_gapcpjs66Giy3XXNoqUR3P6? zqem?jHgnWQa_Ohi=-5Ra*&hJ=#NjB2NwLIEtvi_c{h2WlYXh+X07w(ZiCl5j*aLs3 zW$)+?0c6@=18S-7MB=zL1<1G)kYx@RF-qGd#N&8cWOl7!(YLCrG5~h|N>vxQQ@frO zd*(=&V9~1IeiS~)rv~(GV{EO;$c-s`N3U>t-8oo`^xYqTLfCYMSQ!UZ z#yI`-syP|mNT`(&s?)C(9%cFcUf^>3&7u$#XPyh|sE^MQKvuPs4N5Voz5VXd3sVBp zsblNWn@|u8`r#|b4zM2`C^9ZE-#2)bKp0KL^hkFvhR-gjX z;QjB6_Ld3v5BH>|8{xk&+A>31|34V5mLe>_K8cC4fi^+0TF57={o}tf+MdSnhW)x) zsWnH8_CFczX&VaG>%`aK%hpWNA#qb*9^bU0vsr2(y0roCJ_|!n{)V!-L6^h^bK4=2zD3xuHUPlPxi&yWSg;bL zOWsG1!w0!QTj-4tf4rkh_dGDpZvtrbgVVbOvE~ZVxQik6w&NkJ@+0G&cg!pXq3cu7@rj zE@JbA$G>Z$;$kvtGgHT%d!|+n9Pv|!m^Th;Hn`OMh;;?2K_fKbP|B63$8y1>T>fg9 zmiDt$PNZJkg9AIe^3DMDnw4FrUE=v@?uT*~X%t)ec7nCr<`otUUr0) z()G_TBvB+q96lJOmo65hWSgcJ-gTPwuS_8c+Gs>4Eh=O#oInD+i#sXNhm@{cZ)$eM}v%x$Ao96^W0 zl3S&>XZ@t7SqoF|*F%j9@%3(eg$8C%l@!y3sSTI2hZ+(hxAeIEa$Wpc)>8KOcbgTU zqYv;L4v)NF*O?SdI{T}bq0tHo4hr(uGbrkNL^Wc+RzS0eN1{$vN1`P*tq8WbpNRmC zI-lGQnMhJkQn~pp2L1HsRCSL9cAvfsTQZEA_#J zIf`80C&Hmp=0x)T9SP=Mokb)!1H%Er20Nc-#T7reEv=3O5fbA$M_m5yh(#z*+5i#f zzCE~GP0^3Hc5uF)FCT{0zsYW-EonpFW+N19Vzr3bwGdTe8mI1~Nl>(T)8gW`vz=uA}8FlP=Rfk@g3YiL^u+1;CU>72u{GivQWl77YEAMd@`GZnn$7 zoGfp((nV%V?<~pZ!}f|+oXhzIs4TQ$l89TS`g$W=w-TuyszHWCztR>TOLY=O#}-Z} zrFYv+JD+|Bf!-%&niv~<^vobYjh6~y^i_kYEMJIa;ao5I8EaF8!ThJdmozq|C08}PGzd886n zQuRf0lG$Q8oQLUG-#fCAeBq`am(aa^01O=)mAgfI2&J>rhfsk;G|~tTu}S;4ZXkV^ zeSWa7lcc3cSA3PADn7DtHXK=A#e48B6XpU!(n|IH__gt89Kz?-3SK1&BAORV7BeAQ{+Owp;m53M5JKqNT8 z3+Z!9L~Ki8o(AT@6Ja*Lq~RQdiqsOb5T*~%=c99Iefij=TG*bv(4fwg(ic$EpmoB# zFk^9mRD94TgSHxsog!#GuCk`WQ%<4B`<`Tp%{2kmDb~0EpG}`vy;4H5h6!Tu`?vZ( zeyh9+r1LiJZ{JT)Kf?&3-&zvWf93=ezpf#K)w?{5Q`&mUDAyBNEO?&UJ%hG#W}Fu<S`>Io-Al$iY-dGqT z@nCW?P5AuyQ>Pf>xk6V}GQzWZtVnM3LwFEm-POq$sU(xoJWfv5tNzS;9}R!DTH(jQ zv%|QkZU9{Nm2egDt3CbjO!`iyG~sxVbZ;#8=XtbP5p!Nc2zfhkxS&r(iZ@vvj6`x@ z%*w$Vkv7E+>1`M1W`PnU-?pPitzLDCI!Z2$!5BZzs2tZbwNs1)cnD?p>4RRT9DrOb zbwD^1x}qH<1^?;;idx_7_+*mK7W3;H?ze#E28C>#pcn=G)!PtK0Ndqu2s5XsVeR2!1x72JQ8pSvt z=(FgTLgQ6y@G{dK%ZCxRn+6$y!oEpFyi!L=9|S>(>r<2%0PSzgPpY?#5q>60o?1E@ zmFPmNX+29ND4S;3&%6X9Xlk%vG^dIE99@+=x{?5QJvKoUnMP!{)~xYW=xa~geJ}DK zC7XqRDA_<2EzJKEE^JZ%R%OYSRuMEO*qAG#V!}Iwr z4ob032{UaKh$z}cN8_MFD4b4e{s^>euX#e5*$qTZf!sxr-ZOyX+$P=w$~vogvj`ao z-p>|#=VfWku(X3mM;X4IQAv6ITz}@ikO1|6Hqu7HD-5aru(cE{e?%VLeN3uoyRzXy z;ot13GR&IKfJE=&{xI-i5n0x*V4=-_t~H~tp$S&w%o6(51v0~i`ga!yIx97^-ax7F zXX){Lh6x;1T~zmYlG!|F@81GnhWUSUfimjCI>u||C_qAj^kMmpO8`V^5qcv?-E8sO z4sn|u5PUvVfg%rtS`gBg&l|@%*4RyPD(t1jWmnoGNHMsMD~GK9tOrZCUSM~NbeJx6 z*SZJ^)3`zD?T}5u9(IrlLiS=x)%%UgG0tLcB*L>;cJ)+qAV&&qASe)4f`Kbc3Bo>A z!VbpDQQAw~k|@l`_66F!Qg(Ekz8EGr#Mfm*Qra7;R_aqmaJ|fDbzj}F&SJ9RZ|&bn z2S`^NV|*X(BUHP*q%G!8>qw4^cp1*k`tVSY&13Kit|=sI*dRW?!Sz4DRpedDiMRFV zDWb`o(z_eHasZ8q+noE4cCSHv5C<82V0_&eIYP7dvNigtio|XB<%)aCcU74esLNfV z-oaF^;~jHynx zl}k_u!P-YfbHl-~c3P-cv2s|@Q>=)ZkWmK&ir4UCzF(rc!lC7OCj=0@tk91|ltXJ9 zNMMdFt?|YpX6o?lV0iyitQ5S86{k`&0=8GNlKNU^gg?KuvKE-v6G#zx6)Uzxy{@xb zs|^)pF9D)1vP9|g8GT~KWKt>}nV(oAlI5a}G(2`+g(H*6Hg zb_06@H~u{Yv0xVI!)yOPn;I*m4XooT7sS_Z;IpLn`N3l&9tlm}f2aS_=F|1u&W|4%%&!%F#J7VadYvvft_UC7SMoJw6M5oU zCuMOV_**;30QF=dcBD4lho)T?Xqiqe^?7pX%d!8N31riRFSA<)<1^qjdfmWz@G|{2 z!TC-Ga9T=TsR4&B*x?bTCfBKeF0}}&6B1Nu0;y%5Piq6g3Zy@hGHjR{gQZ|W7$uD# zZ^yJ96rOnbd{p>i;?wSZS*8Ru7APw=^?@P6@2o4%V||6vyjLjo(f#K_sVOw(R{RS5 znP3@|lFgBcV>;cH`JxfhkSzLwU=vZ zOh}SCqr(h)Rb7XvAG^ReDgFe~0QFCAsXxnre-c)}InRrU7)Ij@ zHh-rwBxnzWv9AQTx!pFtSh}!R`qc>{5A1iax@1-3eGNLpi6Jlh40$CHt##uxWHDvm zRUgKdo~9*A?ou+S~TmzxoOL{LGiIHC*weB<=o4C%<(5d?L>RyjYs=_vmqrt zR&vD5NGbe}(9*uYi`-OI_+0L2j13(3_40}=U@W1bl{+Pbt=(*WfeGr*V)!sj|I5@d ze?~AZ9iWf^P~l&mg;~TWqv8Yt80MQD^lW2*BeLY7ea&=IHrCV59SkyFm;9-U_V;imKaY7o<6P4?3Z>u7cFbBm|# z6)9e`*3(Y+2@i!buE=Nj%Z_xDuIR~NX>bE*zxN8jyj${iP%-J!1e~?7Cjd_D*lP<> z&a)|!>f30lc+AIN>7@*~y7=^cl|DgE~>KcCD;y|$<3FV}o3VtiFzyh$&x8b{e4;D9= z8f~Fu42YV6h9=#q6Oie!2%%<-RS7-P`|3pTB`wZw5k7kaeyK;kJ>PpfBNU$F;eYKE zrx2tN3Sj!HpeIkg?p$j&{r{k$9`{uL0iAiuo*v*oPXFkFyl)kEp#75SypP?K2KV95 zE(n?xHR;W3@34Vzp_6#;EhVZ?zbIoMAyqe>L7D{IUGP1TWeb;`rcKt{x5|o8KWV7q zyXQ@0m65xq_+`z@5}@1cm|S(H!J7}Qz9#HVCr@MN_1g5OmIuwRpBp;@w-16N;@w(A zy3a-+iRqLx8TC=fgGhkYn{_M2a&YVnFA-AMC2x2>Lu!8zBfr)80sNXqhbU4b;!TBW z=a@CkK2X|z7U8aUpJQse^JnPtyRjmS*DWP(7}rUJa85SrhvKH067YBO0twv(Dvpq2}0j28|F)6DC;p8T`I{joo) zOajF46L&PqKt>DA4Hp)y_NE&*AuIfw;LK`MXnI-*-2gh}6TZ#AoHK&VSlV7_SA9pc zoc9%HU-5QPn0^B=ukzx$c0~;9D9CV=(}y7_Mn)DNvG7Rrn?Y96C(T2fZ;{xO73Cyf zug4Ki#c2vl^OXY*@uFf|UtM;F%K1BnPh6PzC_u}Coh zmF#0GvnY~l|C4}1`B?ud5c->d{=X4WNF9gxlLX*hm(szsj38`9d_+Br>fU!15j;dv829_s1#l07{0?6^zmu&eUY`H&LXqpl}` zMmPjl+$w%7wQbBPUcv5m%W_sEgz@TlYa9hfSTyxC67l|A@NC}@KH(fVh=OAQSnXmN zJ0s~Q61P2iU$UgEZwFgKFjfZxlPXNO`f-Ab^LffMFtlSBaKu4ROR}}hfA{cRYSW5G1YDw{zElPlZt+8c4I)+) zz@d;-j&@V;4%W9?nPej@g{MYUC7I2Hc461i2UiQHn_jAXE*HIk+MKNy(-a zz>xEBp`z>L2&aAK*Oo}=s?qWp4N;=AIj!M2&9eZBf+4}xIHZ%tBNv%J2vkeY_vq~f{|nCobmb_(GH^cxo;X~2Hx1o;#OF54-G zR`>%JKR8H3Wvh|TpG$1)_P=53SN#`L|2s$_G~nZ}LInPWwbYmJDReY^v6y~I0Xys% zM8!3hC04Qy$56(EprzNwC!Ow#lL$&uZ6z~)?d}r z)n4_O%=L+22O_CBqeK7)NY^wj_K)6qp$q63wMd8?k({|q61lkK)v*4Y!SQM#KH^t{ z>a}1`3<~(o5B`oH{I>ajWt*R{qNpme-PA48Vao)}5NXv&#mb%JPHDm3;t;+Mf8c~b z0b$2l7bS|oRZ$cThBg-sR6AI|047CmeY;DZPeGzf(4urK+s0*vnI`iJB}+hhkHGo5 zS@^N`H3TpsvfVF;QnT%NT`gd2&*dI<@5KEXsP4o5L!kP)T5$KrYQgBAfhxnj9)!Q^ z&w_pJV~_RlKeu3C@`}Aap1%tA{;P^GA-atSGvicSr@--KB7BVw!{ygqF3?#Jci@Gw z0#8rF#GvfW?Gy_!i0>Ae*#*!Lx|JO5O~xFMtkChxQAj4;`=NGZ7?4GTabtgUd=R7| z;`iN9l)gQf_7DnOwbIbO)Tmwtq(2kYG?Fz^P~zWE`*%?LI}7-AvjAI4DlxOQ{Rsb_ zk8Pku39q4Qvgo*^MbO8Rqgug_n*99IS2^;KckFwkTTJw`i(KBxxU9K|g{ljN{d!yx zud4*dYb;SMZ1sKuupFb3$qS~$0mBqMx_)9={7~j9oo8HY*1tcg-+9(w2v><(g%KjS4#b4*Fbck7jFkyZmhKG2Gn9=*o`v@rg1`DR z6(}xbCs@3r>_-ig*}scDYuk+-CR5~ljoqvFXt+lujCbYUyzp@Q`t&Q zgzL9dd^TcX%+KrR5at9IW@ET-7O)7SWE?R7Jq&%W<3_LEYucD;D0s6q=ejSpIz5#R zGkHi|k?3RL4BMn{40t10WI6OaeFg(U3#N#`w(LINm>lE@ct z_Dch|f!V{w=?~zu&Z9{r8FMY$hw)cqdOM%+4V(>djg|)q6~}qX3dSySO^=%r&AzzG zM6-U2?s%kta_dB2aHbjiWO*|7Lc7G z6*@iI8OAf&8E*c}HV6WcT(1B+jNfinUUUmw!JwrlJ1IO?=JQ5DQ7?i@LGF zBs>R>)J7$Ov>!vpB@|oW&F|s7C&S(o9_~;yjTdu7_~?3P10pS45GB4@;2sk@4-<(? zpUx?Y9T}ivStI(}M8ez~-TH;L@5r>N8@@htB!T5O*#}9V2sf@qB7DJGp!HS^RuBjD z3ID|=@a#ES9?QS|N-p`UQ4cv2711#_4CU@%|gk5>dAkW%an^6rjd+GAyj zuJhyH0@J+JuSRjU{GNxobQ$OJd13@6dscVHaY>IU%>#7I8u$Eb+SFO}NP%+;M!8y_ z@VU<*X^U&`>;eWDS)nQxi+ zNfgZUuJl^~%^s5)b0N>{{Fw}8=R)qNCcZhC+HIwpg+hUuI6Z!D6riFI6$FeeP!1<- zr9Bx_CZNu+>%lz4I#_Gax0W;*J6_E2bUzv?&ToM+(@d-gbtae5YZz_r`W^a202**7 z3D_eY<90dYTmy;LA>MU&i#LTz*l)b{R#;e@kvR?IDZ@%>p}DG-|1B4;h(k9gln^!# zhUe1$9uSA#88HI({2PJdI`bNKHV#kHo`~CcFW~?-kD^lw%KG5>fInqZck{5GES;xO{{DO4!HUSM`6!gQ22K`sg4ZBihhvv z;7r{OgYxEE1n8_~rhj0bj?~;mGT#5fsC^VrB{$1q@C0{QtkGtr>kc91$#hg;0WA>6 zAsgPNSfNJ2lC|f_{XVa2`~c%h26U~Vn^=~%BKRr~K2xD?B!}oxJ)g14#x*UxWjNt* zHOjDz7mk~_pTxMM7(RFccB@qXeqMwaKjSe@T$yPn8jlGFzK(Q7 z&<~X)wrk;aYT3Z(S*(+sFSEfJ)K$!~Mf{^(cInfrFok=5p&&6byNYSxKh`T89WJ@N z3)FxJWjIhauh!?IjBrQiCxTv-kuC->Ydl`5#Ml-=5e0;#%T^WTHs$L(>Zz{34!Y(& zcJqw6zLrQJR6l6O9jKwFC6Vbyh&o+wEDb_IhDrM?9iNEUTStl@Gx5{oJWh+)!SPA? zJ|Wr#2K<*r*M&2B;Q#8PYwIgv^ojgc2;;x1{8m#G_)=F(+B=Q92ern+A~*FFR#F)9 zi+Fdt9nu_|wmU@dM|ZT$_4BTsq@iqy}dEZ&Mf{<1dUC_B1(Nfc>BCyf%_G zN>GE}9P;lt4EgGmTtQ<62R^|cqL zr;JwR;X@eF9Ri^ICw%K-v(VWl!<{c>eU-<%0zz{wg5+ zFRa@Cf9Uchk*raJ`uv95zk}P~S<_!6`!9A|Xs^*t9_`KB2qky*2A*He4JvE|{OukP`hI~IIC!c^iGS}qj9_oYurGleHf zu4^Lts#~_{PA>)9e_hD~DM9G^xycId&2kEDEUb_TextEGWWzK+q|sK#wJLoxt*Q1g znY+Dtt4Qh3gOboKIT1N@=mnUg*MkysiZD3}M2kRHAcVSb;mK+ThfogkRZ?I0d>Bdn zf8(G8)+ggvfzf|eF8j|vD1o#lS)&Eb{*9r3hoQeir2j-&f3bs-fHok7C)E@kmsoPf z2?n<4$S?>nWQC2CI{;wa$#}}I@_3G1EL94)9EusN9m6H-H}XwQ{1&+tTMW+X;O9*q zu3zfEoR*1294EY<^Suu~YY0fpXDnk>Xdd**dkd5c*;gtQByWLENzClnR%ABsVPVWt z`)&TR!_k8__dBt+yZfgqR5PJ%QrVDTaJ|)y$M-Ahpetlr=)$*xYmVYL-8 z-_^kKcdf`8c-^i`k~p)u%NJC3C`|OPBfo>7%$#JuStY0wqk8rruTxBl3XJr8sIIHL zLp4?s{Vr16a*gkq-R&5RY)M1yPmA5z0%v8>oLu50B1r^j+rF@nsY>2M`vf0rpP!=^ zn0l3YUfSv1IP6e9mU;F(8V&alhP=)d-02?>w1rrb&W0hW19{R=U+^&*AmBO&eEHI$ zdjll=_C2>-oft}6{(w4${s&$qXhcanRoOG@TdOF}Vd@{c`UN;twbqI4R5+p&sJTVP z3|i(3vSZ2ZgBY79R}gbEq?8P9ICY%#$WcJc#e!w4B)u1qVfP(om*s3vViJw<&lPyS zY2b_pvz?COY7%TdoWholKp_t5q`fvpqjWACNNUc*j1XR~)KfCyWn2}64w}uwY1?>o zlsLUXKjTM$xJkV+LrRS$#D^5`n*F6SEVzxVMOJ%=Z;PbOh4;0bBYG`}+sIZEX_!DM zwr^40`1NI5H4~2gRGe$<)!(>#KPwNF(gh1FtTtGStc?4%yA1(rlGwNg#qVjQmcWiP ziNmN0_qG@7I-))=Y^HjMh2eGTG$n1vd%A(Z7EEH`h~N--3Ttq@@MxilMK~c zA|7`Zib#`G%wj9#1>1VaPmNC57@^>&dgHNp*i>QtroqZ=hssp1lblD!{jv1j@MpsdelhY2XRyw+heq5jp%g9^t@jMq{5bV}x87pCr>L;YynD3I2mtYflv`2`$J)=~4= z%8Hin6~$pP3CsXFa;XbE>Bfa3sbJ+5F0X;NjFB*NJU9o>_|V z$p-Ws9Xcr>nM%1Dof`?hG;hGp71Ay=>-4`dWS;+z?`9OdBC$`|uY$z?x*E+~b=Oe% zX>vV;dVh!%oaH46nx%agCh=eRvMzpfFze zxpG~pDhMKd?X@|5+H;y%dKZ$%Q9uNQvJVKrD-&Uw<)Td)lJ3M9-FJ%-F+<%b?;uso ze9`#p-AY-m{~xhIv-<>$NQia9hDJt{RRbc0obN~WcaB~a$KpkjwgK6Q51ru<234X@ zSp9io!{qB?k(GJ{)-D+g0k~7k%yCt+`R!WPKQ?;n|q}o^MC~!Oyjw zQR7CIaOz>VsGLM|(P}SDT|kbXu_N((-eUpF?R(`l0XPZUrd^Q`e5Sn$bSA$YR+DZ; zYz&dr9UPT{J8T8DI9KQFqPtEZ@V=I^V_Egu!*wZ&W3CdhK6X)e+W5M?cl^G21sUEP^}T~!JTEIeX+Ykh z{?L@5&v*Vd<}f+v2~!I%(uC!iO$Rv=UnyjZ75h@2$5m$IVjfI*ApxQMjQBi>`I+eu zNYW{*X}_#5n+=6lJ9sa5J4cSkOw~At4e3sF8%*rj=&s{w5LlFRip>jHQ=>KW)%b*g zWuUSm^8}+qIQ$CgR&Wdniz3G$Uot4Nc|ZDfb7A8ylLFnec|SlOL!Sl*z+Ci(zdoP4 zIlbdGcD0LE=sf#v_YKxH4lLA%@UnpYL{Es*d#FOrnlT53 zU1E9f^QC`X8>e$)SJ9hAZe}Pb4gu^f&{tZBbzXbUs{jiFY1Q)J(_(j&Ba+n zF+D3{0&q)(t`{2&xvraxh`eiDb~CU|?%HN*{yJ;{i^6?~YXQ8$(P`#*2ucMbin+{f zy)C!yl*~TB28L{i4N~t-V74f>Cub3!LTE0%tzE{xcf2v%b|npbhAB=TN#e%{ArFOO z-ucB@AdCV$N8F2pN;dF_dETqrD(&6giI-5|Cc-Ro6=*ebBL2r0oCac?$9FKbDj%{H zm3?|R#w{lzUvib{JB8 z131ZrNFIC07=M`eW4ZQ`#Gio&v8}D zP~K1T{z223xqfOMZied(TG6A8>9~Nw;3$8)gfJF!@#yUT=_}gT5n_0smS2UB{Hsbk zQLMai9C5F`fQp)QiBD@R%b%Woe{h?yBw1k+%p5+=OD7~TT6nV4kR|ntVmG4!vHiV$ zo;i@MDvSBl$fPQ3Lv`vm214xcsXa;2Lel}M6^Ke^7xoETt-+*%D%e;w_~D4&5U^64 z#f%$$w4eijcF3AZ)>y!Zf76q{qbI)ux&I{fez8E#1Kl8oW#y|o=Z_LI<;viPW%eZ> zQ0&;aVj`hZtd6=LQQR(Z7s+!4dAvh!o1O0-V*0#OgCANeBndPTdZ@qo6TU;~pEs8g zGRNw9yDW;Da>}^j`H^qQAV-+TvblotK~_0I0cRV=wog&fUj>SxX7V%%ZEY zv|940Y@xikP7T&tnbV;~uLOj+piyRp;Zi2EqH!R_?TEoK%uFt7L?3&qQ-}Qe%^Um& zXo%>fJ|UwKbBB2i2AQe zWrY~{$fuCP0!h^P@~gZnwOlkCxyB?{^&Bc0*wcV`Q+B4hl_IVD2%9%1kG zb#E||H4ZR?-*EbOaQZu__)qNhe>bRDz#NK)M={RR$m+Z*yEVMI9pxk0Q$luUO?`e4 z(7R9>hqK&TbSmr`=MmV8k*|gJutK7AfmRA_qeCW423KN$#y&b;G7}WES?$~q7C)mF zwPtL|#k-}9`4SuozlJP1wGlTz!;x@N{v0ep9_*N2o z`%+Cw)mU~xzCnW}@sk3~uJjMxe5Irbt=mwkN{ya3e%P|ikDfF%Is%4{y6zY-mO+wWYY7fMz<(T6oXP_~AGf0y=uVJ`^hk{35{-_|zI?e_Z5S z8Ni@QK4cSw&_<)M&OJUJ7h_ONt)bbiQyvu9Sg_VfDc+j%GIa|aRQklap<-ZUZDn6W zut8Z@Ar4nX4+jhL5}MWnyjYU7lryB=2PlHQS#0x{xgD4LB0)0JMe)KVt=Q691NauK z{xfB`L@cq%I8qw%iy%ISo1brUOp{h^YuY=_sNF1ze4qe!kK7HY1LGS2HX zA-`XbHle|FUn4&YJL*zRLAf>?E(7yZCQS;eQa{XO#u{ff0Dv4#vc?7G^Be8|4()$O zDSsi)|JzZDXOp3U>8*aFQAb#3Se7CXm{cn8d}k>lKxcE3zLUqd8BGm*TCs^Acq8D| z=}@Gxsc8$0#J;(XpmKR+eC}@}L+){0{mL%0zVd}~p|}Mivh89Sx(xr*ggS<>*(apj z?eiig)F$@wQ}2Z^gjL+?E?KzTZ+Lg^I*}p~mkRLeyzkspIChiky_6<_-pNUX8(Zf{>K85M5;D2H+ zck6eW3yVck;MuRR%_8v&gk9V(<$4sGF|Jl-#5IVR^F*p!^q)AZCpQ}MAaH#;3)^jduV z+|3hdrjs0C4-wacbzQRz2D;{nQ*nEMx#d~WF}m_im)`nCk5sc#Z~D9ez21sebH#- zy0O3BnNQksIQJZ3lAQ)(SS~*?yB_5s%Pbdt;73LyVR+n7^J)LbbJ!moa78E(9Kqx- zJJpPa-c-X&9U-SABTH>v0TC1D30bqxmm*IG7J@`d+n85eQYu+gfpL zQ2eI=GgdyF?zZ+5RVS-GTwv2dzS%a%)zlgfT`S-mA&Gp+fh-_nK7yXTR>Jkb(X#y@ zfco;#Dfz8#l^EZ1&T25#e&V?^2;P~Sy_6_do+o9dn0LGLDkv=aNyzM%`fUjoXNyyw zTC{mxFd_Un?CRH3l=(W2BpqMK2c>v%ciq!IS{Fe3Po{^Wc5Pfp< zW2t?{zwYZ6{!pXED+-uTW%3X%8>aB)V5xm_O=i2szc(fce#18Vj@n^?71SEw|&^Bj+e+Nq?a-lUX0 z5K{b&DgnH4G!EsRP}^b{k0H7N@^5*#5XgtH2;K056^ZDZx5x#NU(P>``yB01qzZ-X z2}RS(PhI8e;)!JXD`OS~-g0QbWvF<+8#|XXXpRaAdjIAK$1XCpnhcTR^)YXX+|qg3 z^&F>n$dJwZZvZ2bCD7V?qK0g|NOY2>V0$ZT$z*4y*K4rxs8+*{v{>Fch|1lV*h*+@ zv90BvNbf-v6tI*8w6?dsOM}u*Fb?0X#v9aEe(dmwVzz`jybtJc-OT6I?3-p&TtLCJ zd@AQHs3TeCEbcQ=3i{VJrL6l^U#4dG$TcY z=x~ypGoF1gQ_k$kVZbF z-H7@|MGdlQay+W8)>zjC1q(5~ceA-Go=Dn$@3foCamwQ*PIxH?hsTj0E!BY|OtpX1 zAh;S8ZYxl|TK>9KesWjyfXEG#!YK5fi*=-xS!pu`nPfynEl>{>OCYJMsGQ3ies4*l z*H>MWQ#*xkXCx-h9A(}MZDmk0jPIW5QqqB>XHN~4QYTi3jtl&AW# zc7&=rr6<#M$0mn~V&*1bgO1MRs1%JJ+!+2ND9gDVQzQukmU6BgH?}ap7sHkHIWo^?{C$HX^p576#%Us}2pc^W}SXYF7 zDGx)tGIr#Am)JFtnW4%~6q;&f>~)Fy0X9bL_(Z$@7NJGgRCM!1Y*Jx-h@LoW_!ty5hGEz6@ zI(#YN5Nn4_c>WCSjP`ltstFd64suGJ)}@r-)O=6?YTb8#xTW<(ULR0Z-oMH!H5K0; z+f{^#x{MjfDFTi>PzM%FL_aydh5r0Gvb#%C?{f99t&-xin6~jY9#Kw0kT=%#u63`V zfFMSGjiMZWaE{g$%1N*5r)f&2AlYwg1B>c#da^Oa&$^Chqn#EbNRKmEVku^t+brc8 zSjZ}w&GHlu3h2rRO`!Jh7ipgtc|96!KU^_Jv+s6=ecZKB<0L>zOU1%yJwZ9Qi|I-E zthaZB7~bbnZFb_7r#g@Jb!2TVOD8WfymcoU_3%3x2E1tLj|ZVr>Q>b98KMG>_|Bd9 zZz((|1=k<;N>+QxBB`=B$eh9NEEu_9cH0z*0*Rr>5%Fd4Z`vM2u;nAnvre?_?s(F? z3{yX5eMjMW7g~A*mJQ6%rS+4MEe~2%_F3aV?5e(O=8Z3qfOiX<)TsS&lqZh`*hFk`s3V9CD?s5;a#)>}tT0{AVQQT(2DJ5D^y?eex1gyr1-PxUu z-SHX);MeFPE@%UKPt%wmGPHx$y?Ur^xi1@G8YUlU^pcAagihBdws)z#iQYPH(<9S8 zni4G!KWiAR$=FUIVAE=c7S3I)aO5C`8ymSTc@UHMyu2W^bK_OBPTa8$^{h^HW(~mL z8U|_(fxWles@Ngb>Dqtm|7eub&x+pIpQO;2-Uk!*82}R3R}kF8MjS8yptzR>5z1ZJ z_tkab()yYlQhXg@3D|tr*qVs%>}IHSGA@;KDTRc&_BLgbsvV%=RTXvHTjNCNucD;3 zb_SZ9-Wg&9KdbXG)g7`tjq?5MvMjw3-@Boe|A)PEYR&{|yYv&YZ&XL{bFsi`@dqxazZ2fJ!l?R)LDuDTaiZZ+w^P1D~JVCca}=zAXs*j50> zBDPnOIJaV(dJaVqv3bAJRM4J*05M>#xBceItAKYgm*t z_wO2(Kma*|h`o;gbyh|4A3HyX25A*Nxf)kKbiTHa9deq@R?Nol z1_{7Zjzy=Qt}HFsgOe+HC5~*iapZo+)k)`eU;N;{QCPNh0qjsuE|yE6MPuwumD(^h zQOv6t!qYW(KK#JJ=Qnx2b3yH~((ab3{RKFLRbc_n=MWj4aka;KKdO z7_ZnfE}ItKXAzP34LmXKLD&fA)P@s}nYk2pB2mB>`W>#c^$56drBUn1A>0s(ZUfh| zQUkyc$i}jjLU8@d^YH#TPXSy1EzZ+_OI+~5tTLE9nBq3Kf;z-S_t!~pJ=f5DNn|mH zK@M>@>9RPn1>VKd5*p6ul1a2*oe0W&voM=pYq)kt?dwY=B8%jdABaD}=d^#0*|o*r zM(bbrQI(}q)a_~*%Q3}AN00}1I3qId(&{6X@KVu1|8o#lQ+^tHhYF0rzBis}wSP1( z{C-W96;BXMNMy9~+u|%@HFG;o)32e$Wkp1oCXes1(p8LP7;aDs+pXi^m|=x^rj2 z)=uf%?kqn&i|@|khe6xo4|#WJwfLLT;TzqMir={|Q2y?v*kT`B{fBo>#Hj8IOIQ)| zR%t~#QbK=9i$!+JzJu3PVel8DY*NztI33$r$6wQX8MYwAwoNMWU(unZ6I=cosSW~z zMQoOE?nIvr9RJ&>v&oO%`8usjzgTduY|2LqS7yTil`lFxgtzeBnMHYjW)^>XBEvW+ zqCn&w*WiZOyJb#k!4nl-0R`nkuX}FNpJa`sW3h=q6e)r$r1lsK;lVfswNb>auRe?+ zMaGhH(Ik1JX?V^cgN#d=h$QqK*)}6T22}?Deq0mna)agnk7xJ)^6dVHFZw?cn*U$E zXq^u59+af4(9Pgl52yApmTn(+j+mhJ>ujrHMfu@uME{2{JmQO2Qpx+w-Nz#STOcX% zO0l6L*g<(tdNx^?rCa5_We>ye1p@CsCJ{0vZYz5&Ciw+7p*`jk$f#B+FMAq=F8O1? zfgj3QB7wE9R*Jsw(|9koPeYgChO>>0>EjA+290R06pI*e8mOKDa+aY#V=3_htd3O< zp`X2NtW$lpq9B3doEgHd_Q1WuZF=8ATZm_gs(DuQE$EG-dS^-M_X+)-W|p&q6OhCP zr0bnpg_RT4rw{1Zf9&i&cy&FDghjr@TDGKpdpgpecRR49i{RWcMK%)Y<2MVr85y2| zPcP)Zo#HX}atxxzf2hM|cWXD%+ABRFu@cVtMH7kTyTAk`M=)YILiNUNf96{6dTXA` z+>rX_uHmY>mi$tMV~~Ll<8il?$w!>t7f{W~y1~)>>3o(4#o*<w2LNN|%c@uL&W<`K*)-pW0A$Hp73nsPGyZJ&Z{ z%eRr`TG;$@O+8jNUl}-AP%Z=FR$m3oj z1j=I1r3OpHY{p|qxJz}4-3+hUJmCjevm%eC{M}o`XpvSYGOpN0X=2m0OUDERw|sO? z-Qi8W^FH+bD3^WhXS}D3KufF((-iT>dvM%v4(c2nTiPHiF5OQRt7Q0x?Gx>M*n?nv zM9B3KtyXG!QilhN!Cee;j?^wb|-y<(a5vNlf2 zWb%T9;obTj&rboy`Ixp;kB#<_MXZg;N03`3!7^ImG|TZ;HBPAwtx$w(FPaiKu)A(B zM%=6_JsR6q&R}T;0k1vpH37OBuXt0UlbJewSCyIC)#YjUFW}Bl*Ei4hQC$ zF6}75PYy3hHxet}Hs`E-s8vVYct@^8)kqM6k*a0ETwE_!O3Xh`6vnZEsqPmp;YT0( zOg|_Aba9d`c-GMwrvVL8?2mf2E~gFo#av7n(eWvUOIJ=Sto6oU z-~gSyj-GR+6EwsBSOe`2cTyt!?;(UP$n7K1a%!e#>T9*6X(NIM9pcqu3F=Gt zM3n`kJpOQMTjh-xiTvBCg}OgoFmyi+8+N=)(F?deSXnr1S#PnQjde<}yfK$2WlZ~t z?OZI>sN7J$Ecw<1fO0(xRZi7`2JYrDQ2ilT_}bX{QGAbQH2F%Z`iH8Jl_fnuwto%% zUu$(_w$dPOtk+n6C2~BCGDTa)ND(C?ewI4VWhv*vpUui1 ziFn<}7av#QK|{wnl{TUVcjlxxI(-zDX%m;P2sC#g5hv~xPv`24q`?H|K{!xP@Z*w+ zNNd~9G%UF0C+WLP3;Cr~0$*Lx&Sk!HKE|U@o^(;Ahtn>F&6SzciB~#N$N8Fc5Qy>! zDTo``b%0pY5-&#Nb4UH24@Um*P`mV7YfvJBJ_AZ(ae6IkT^A~N_ZZjRX)@JCk{+Jx zzs_&)RM!4pvTC5H#3c?cmNSVvPVNgmvmDcVT&-#t{LlghD7J=`gWeDLp-cl&T=`S4 zfhyHS`lEv!BC5Ku=0_knc^0L#`q^o1iUm-1+PM$1>DZKv!IASbS5}Z_ZVI2=4C{v zn6)bgKBwTqhcA4vPnu_Pvc9ICJ|gWz$d%<=CIKYfeG0I}3lHma+gm@vi6oa;bK##}|cLF>94JI0^ z*euX`GiSfj|7RD0i=&Y9KnKplym-?Mela)6#B1#56kVn@)jVE)SHT6Ty9MX?a0#kHsz$RkTF}&GWN&V>MH^I=xF051NIJgUl454#MX{h z_m$)E1~#qk^sQxjbBltG-nM-wY4%@Ib$CpwC2Ev_sOXb%J!{cy?O0bJ;KpxpW+@}( zCYSh3K~PcFc6xvl96^QFzQjE770Wsr^orQ~W5^=8p1MLH@Q~mt-%Q9DwTb`=2u}LN z=GIkdX|WnC1FQ65-KrGdoWh z6$9g6U-~ABa`;=18znIYVX0W}YtXeEBfazJ%~}?i%p3{!0#GAty#M}eY=Csd3R#OvSt z*^DF=wxhsHnKH`38Kocs(CVf7zX-}yum2E~eoe5)m8tLm0H^^-IU?Zbzr_;yZ-Q}L zr8D{*HBV>t$Z`Ck|L)6j{(iGCGk&wMymIv~tdD1w=VU?PBy*nusNdSyJN|{ZiHT2r zX7{rByq~W>;|iSeGg;39zRMy{mydQl!_r53VL0bwACZPV*&frrS0&+V(gq#swUb%e>IorRzMTgxvK zxg{(EmGRvEwW-%UR8UuK{nkrX8no{FiIRv>wNMxMuZn7`6eQ8f{ZAxU&!HC8Fdzo@ z#mxW!Limi_*@}dnFkmXtlj6><;D{SMg~%#e;0holBsNXp^&Oa{jEw$~T~zk2wMfen z1eMeA8|8^%{!3KQUhrSS3Lx6$1*;eG|Nh7BO4H9&qxS3?BveV3@VjEgJZo|*Y$@`@jQ)B);#box-@5q6U^kKks3 zPv${H6hRrW2~glM(f&Gr~VG_n7NN$$`j&IZ-v_wRfag9N%jfMEIu1Ff;((*tc@IXiG1Gh=n4M z%sIPuG3sp*938GNSIBpmB>K;b3v)k9umTnj?X0y1;NG@F-YEOcNcf5=%BM8|5W+RO zRtVFa*D`>8EZ%%4K~DrZMrmP2XzPGUF3eJ9_@tIB>w4uqmN?GHP>TG+=snl^-wm>- z$(5X9fID?Q^#mG$xpd|(90FqUh7a2v`bUje48BZJpoUqr@}%a5(z_Eal*+hI6g-1f zNCkCy1)az~Hdt=NH0;nq>{44E=^|sL7lTiCH(bFxj1C1Ez_|M-AlTCR`MP^*87&a& zl~A?WChU$K8!OBwal(cX-Gju1-@Ejh>i_m5sXk4EEkb5c?&GD@vIcG02VBB1!B9TH zkp=SCg#>DdQiB=1y?&ugF$cHa1wuGF+iFvE6*^^Eg5x4k>g<4cJAcT?$y~$Ns|Gde z3qt&|;1%sSS{F5Du`w9&j|4URyIxJAL4P=f#|rEj{Q|+KKLzK>ukdu6Hjp+XrksY^ zN_qLbX6LAV)d>uMk&Y=%)v-p`H8uiPFT8shP%RWKd4GV_P0zp3_q-lsYUVAb!1PZT z`Kdu)_#BSXW(p*#W*zrgD_k*FLcEo>xenS?T=Jd2Av>l(y5mM!C7|?NalTQE^S(8U z!
QT~2M1=b5r3btvouY5l2SPpk?wxw>&ZC?co7w4?lxFwqB0p94^LpwQj1#!Pq zXrj{VMUJ~Ivm~{1pZ+`8u1SLu zZu-5ReKKUcT5(%IZoY)2B$ zwl^J69CVoM9{K1a99~ny@?0mb(7Cj}V%VAqlAlBMvlhJ_aS)h?P{rTo46O^P#WvDM zddWI;6Pd>3lvr7}@Y+YP=BrrcxHXTu-o=cJvqtO41UHK-i}F~$Tpybj-+Gos;;A}4 z9zZgG>{F;docHLqag^Gwja%#H{ z@tQ?l?h0JmTv};aETyMfJz^m)Ylvu;Y_H;wN;d)sagoA=a2@!>r;aHnqLVfgnbe(e zdkJ|%NQD?*%1FUbKgNDiDfnB!4BL-1S~e#`>+ee+(2%&PJo*b)P-H-3)oeoy*VnG; zwq|>#X_T*6=)$~JIW}lm4A&5m3Ct^O+F8ckqf}l#xHHFIp70j&B7&&c6!{BZav?Ip zIg`)W44#MLF+t9z+cnXl{1<1Sr`(TytBwM`J`UL3$2%OrgITLf?8r0Y))Ogc8hb?R z@1X$FyLk-8duQ`oP7I(@utA<4btlfm?W%Bt;#sWctn!^2Z#@!X_C zDkK1Ha1@2P+#T8DJBC;-abpl!1}AT(Zs!{_SvF-igU86rCSvwbeCVOT!MRu%@Gk98 z8f1{z;+O|d+uM3smx$`(Lc9v9b%L^T%jhNIu)<-mv|k65#%1a<<+rZk3gh@r3q`0~)Ao#DH+E{m0W z4C5)Srit;oJx<{%FGS#n*r!MV3R;*rQwsT5@ashwMc|X_98}ko;<FJOQw( zkq?}V+-l)@gKV~6sj6Mhy?7`-J^y0Yw}(DawSoucm6biSL?1OtvOXTlWx3^@&d;gy zomgMO8NIA0M^8my4+(V(B2`9T?_dHEL}ces=R`kcnOX|YQY-`=1ZqE zdT?QQbx^fYMvy>npUTcIR2*Tb0>U(Nl#r%ZCLKDX%ovtJ?JWVQxLefoHq1yb#b+;u zeCdJ9AS&C^PtTKHc)vdt=w^x&8)0uv;`QEp1NX@&+)+J$fJrse)A@f ziZ2m9KzMdaCbLcM)rbHP+ z(JA0}1cd*am4yS|BUOfc(p4J)5peRBBVMMzNHdwemElCdXB1(2JMdjR${(ihJHygR zu;}RP7BTWnz3di`R1W*f%DR3hUAn)W&4vQHd9K6!5uc8pVH$U?s3j{D;Zj-8Ht1R* z!q~|xZH+7yLiDGBJi~MWH2LfZA{kgll*mKlcZ&JCj9BpD);RWVD-I=ip()D=f7Vk9 zIV8t=N~#_Ew1CS!$YP|BzJ^Wu?oXeeFFB7eilUQdQT_SB!_B|u$^0yEXeq@PGcOGsP$t$mDctq59 zH$J=`dnR#rPY|&9VP8tPhrQiWj+J4U@Ylz2l%kCpOmV-ECcz)q1>Y_#4x*Q)T!9Ia zJ-RyH#fRqMXL8uf*P{h5g-fWm`0%_KK2HfK<*Vwh|UWybAD=nMpgqgbH1sEdT zDJ67<`F;XNTe{b%Pqp&=5GAtEQOcQUi3wc_6R47{uU_WlF6>*NP?8LO%H_r;=Z{4fUgC9Th9sGr9%=!s0i&n zMg$1Y`hNc~L)(@{I89&xE&Ou*nJ^}-Z6xhE41o}8u>jvLP3g&JBi3{pXFS+V+pP?i zy)BvbQZT*0BVpJ+RiAbY{cj3;nG$|nAs4Al?tmQBjHRREpHjbBER!+SbC_$V48Br8 zJDe)Ckoj(t)^(oW1}0EEffbvqD=OO&rU-;P_(e)V)U*6Mn^$*biT|ro64d zWp;T5EJ?j!F;i1!Zq>{P0Ur)Hd>OZyDEX-VMEQqnqy%*m=fKGFxMTc@f)R%% zxiH=rKavMq9asO&GjDUHI`d7Wml;!vCG?Ygq{g_1V+1r}hsirr{3IQSex6DkU|uzH z=iKycce_DQ?{kR`O@0?=o!USuBX#DPux}^tn(*z+M!KwG&Ya8IO1d47UR%Q@g%KZl zRC0A{J_pMO|BN8&kbi*|-_hW1xounHQo3$TQ?KFXOn80&j7kB@CW$rmTE6&Ud3kcB z)IwAZRpkpG4Sdz_!4PQ*8QhFW_TzCYRdlOHx{H(OVO`ckK(kJosBt$)S{AhM?afP% zkgZzc#mYewl>f(lyqQvJ?nzt{sh%0HkaAw#2mf1vLXro3rFatS7oRtM-yt9no9Zu5 z4l)3K`m?v9v+@uZV!E*3PRQp$6IPt`4V+uPJt16a&zpK@98l(}i)J;KBVZ$Kn(frY z!*XbMEWn+j?K*v;Ud<0q*9oj-WgE38qI&YvIF?Y&^jQKuj;RJYL(cBe_?j8*<5 zi*WYd>(RPZ3^fW^jg+ib(2G-xfV~H8^ z9p@A8oT8Ow*kKkQ!#8G?>)LJb`I7etK?<4%Y&PI`-gD|y2SJ3UL~H`|`NZ}&JGAP; z-|!@O9xOo##&-;RqaW2tF^mpXLhqZS-L+zT|p(tN7~y9!WPfX zV>}8|x)JB?(*!R0#PrH4V(YPjWmCbNUEtrY_hHRSy$b{Fl8crF5pA^FXX<=C=o?p5 z5HS#1Mtyy!^K1ypW&QH_G5aPpDO?jPLqrV=pF@#i{bMlwd?w?JvQBSuQtc=i*ipUm zv$0`M%+F@A*Cfn~fRL9f-9=RkC>(D#N*t=fA>spRKk$uVW^h3388>Al@>>Ka3!?hp zf<_J?IEEMnZjX6$K$+ZNJx>ouFlP2YQe<(!NMEa2LpZiF7K8JKUIONtUrX9jmps|W zOM#2&%G)=O_D2361kde*GW=zaWZxwZHC9-8J5f})ke?$0@rT;n&C9L3QjyfnpI=-L zk87&?%7w=k%927o6&8X|%}R=|d(nkY*mD{@M{A)cb@ckDHu^r%wL=6J(uK-~+5#|W zr}JJlQ(0RDaRxs`T-5t6S4LwB;R;(E1sRNLR<4fN%3w+k%k6Ur5IALJ{(P*YQ9aQ{ zzo>l@_Q7=cv*}b>vp8>dz3Jh)Bj8IvV#dgOiG5=A%pY1m+?ix6(KX_+Dc7J%%Khr; zy8Gn|Gg&7Z72_2~IdUU_re^oOnfOqOjSlidGXftfbWW>1#)HS#1$JUdtil-DrU#I8 zQ8D28W6X}}pyEksUdM%i zvIxT;sN;$e?DfUZ>T(Z5@e)RG`8F(rv~3BUr*cvlzz3)GpaOO{c$8?lwD!QM$O9Es z_|+jPdrSw;M<-ySE7Y1YU+1SX}mS9XX>K4 z8vQ=4p$z6cAe=_@TmJ8iPdnvhXTCSJ7rpaMZiMTZ6(t!ar`1X(K4`KirC&C$?fRpf z9+vm?r-7+q{j?2$>x#XX1Fbo0@+<%q6|_AYt zVj*~$oVqYy-4`plRs*<9<558sJ3l||XU8KtiTKeQS*ATcFAkAtHa;ybxd?X}>lgnOK-wKxvXqGsf!qeLb^VspnU- zUg@zIKq)UeO`l#V1B2&~lbL%a#X zV?XnXha957Ddz?Mx2j~c3^nAP>${;$)a)qJl2&`LS2FI=OL5Bkd>XjlLj0hLHuF#d z)BJav+-DZkcg^HORn+X@QRC0APRG3W%Bvp=x(1z{G~3k#2&A~EV*A*LJp5j$dQJ*0 zm=dtC2@!@Y@CNQ%WGkJ?IJA5oh=NvYtgx4c=33<*JinV-LGyHo2rn3+X9Cpgjq5Wo z@K~CsM&!R2@0}514R~JOc%Sa^Z&2lh?=i+73}a^A8MI=a=Ag-jB$4ekcU0B!=J$Sr zUXUuR#&P~b@c;mbKO{f~-&$n#{xr8lpVB$=%xM2o$#`QXQk8ediujxzCI2-?Uq(y* zVBlWN<>pNJ{oS%JUv@WHR%3<-eQgMXg-<}>~nndlu)DtvsU|$=2nn3CjyByE{ zT!q1@){Y1{nUn7+-d-1cfP?LtKM;682LuW|TwDbDi`RU=OMr9iOh`lKeF$&^`VJF) z;Jbj`%)N-= zLA}CCt6q#hcbs#_JurL-{So6gRtcj8uv}EUGOvD>LK*;piyXH%&{H(2p}I!CF(wUD zNzOc1t5xlH9zPDY&A%(}E#NG^(giZUV}Em;HIPI3>^Ow&9_bS(o5~e3K>>lsPeNYN zeWpN>*NAUMuY!B0fVhb3ap2H9BYroEShglH5Zoi;-WtB2!~_ueIRJ!smr}PdTc2A1 zJ%*0uGSna`H^_MmZE^_Izk!A-Z*jJ+e@^qs@I`c;cZeb^?@p33DCY9{D) zZ~Thu)aV z=rdLSH}No;0jCY7H->38JEp99sZyPuywqis1+YU>AJbV$Va$x|>6Azc*%-g$$OwiY zXX+R5cgc8a^BzF~D@?4|wD5cjnp$?m*F;a%@hf%LK8xM4wx*V3sD zi~3+XfLk8?fU&$_f>S>ZeBDa^o$Ao!bPufr@7V$s)vq1M`yqNkk2^(I8mqOMHmE{sBRnKN3&;w8M`8oXR!EpP|W5?9ht%h=O z4B^%Mf#wKIJWS-a^!+^*L(#kpBaTY~YOfQ~{wjzu`IuEUuSr&Wj>Y2dS>1;tgnRXr zfrLKr{Gb-qdhnEfwDK9y=V8k1Xb4GLUzfFSixWfACY6jkZy~*E?zHnwczzE1@0>Hg-~r-K^u~ zq=VYtn@T2!yt~MHab&3lqtJf*Sum(Jk`=d64|yP{G09Z(QFpJTK#g<2A7+_4nG7SP z*{I7j@Bhn(e|gcpK>SM@PbavBnC5|CW}$fSfwRv+O3H(lRotWe&aWVBkTSQMOOxK4 zi&2n2qn?dE7+;Q5c#uwn=lB<4UdtAG09r~9bxVKjkS;ARoeNmf}3V?Xe>HXeWdVjv9~ZBb_k!AcRVD0INRrx1VG0DcrQl);Ld!I$%R-1zzj3# zE5eU6Vpa?^DFPwBZ7y+?it7WJhfxHNlA}P6Dir{AzJ>)Me0<6gD}jJSPCf1KusFs_ z_gTSBGR$YmV`lrfO*sK&M}yA3vlhn&h4%#lzX=6^?~%YSgdOh>#A~#555M*@OCazB zC6m^vhi#exx8`d$wBcmHs5MRC7&t?3A9v80t`s?@ zy{(dMpX+d#W$p(HNHc?Q#?t zAQ4J8y;a)nzM#aZ^tE?Uurz7(kxTg*Y~iSz9SgxbQi=R$Awa3z2rvF53b7iNO=228 zD9Q1!)5xj_-A!A$DeEuM(h%;pa+zm1$h@d%Ox7yMxOY4$udw~)vaGVm(F8Y@aE{2o zVqXKrIBc@wXee~lIO`~B?YxAqfrVktRV`BfceucN0botQ`3mNvJa@_|13C#}(@IP}hq;H?OP1Vevy6*aV$7knzhY?biY!VC-yLpv(GB zpV2VTPM(z!f+=E1Hl>uW9PekaVw)^YA@)&Ly$J%t&T^MV%cx8n*RcZ3`CM<9*bZ54 zwC-gpCp8Q6zE>-JVNyRCgp+lpy7))|Z=k;&sP4w7)O3pv!@w|;*VR_OUY4GbZ<5Qe z9?Za6ls3S(4+rcJ;{;fdi3U6khS$$Oy6$;(=7a65)WeqeUXgL%QlE;Z%E^SW*wdwd zc7J5T^4x75@aa$>Cm>pAUq zyj`Bt!0Qh{R(R=oKf0N}So6^~8Xu3ryMX`MfeZGKHG%rPgBC;0Ph6b|iZk1Of#Z~#@qw^XCoBUYFk9dOh|DJS7l z+P(JMPE8yQOMcpSfu0bFMhNrW6Hfv+A{x})?w)arCR{2l!S=9$HIoys@3n*>w?wCv zy&Z3w6$tm3_M%lm|o`twN!H>7z-k#?t9nrpAY3fVwP*#c? zEl}@PmT|%9_{;K|U4E)ajAa-tVHXkyq2S8;fH`3$*T>)63?(41B`S@^(chl{s?lqo zJ-3Nqkf_)kJn^h#+{@P|J*M6ul?H^Y-4L=`>aEPJ%V?_iyCgAKlt zO$L+KqkLH7rT*;u##&5lO zDBl<+gnp+3ZISn+lxZWfVn(+tn|@tlaGy)A*F`@zxY%*8<}~!VbQ!L^Wv-#IBeKC~ znI=e6D5O}x^Ap;NOovrFjVvgCv;X!e!(Ch1UU`=+)9RA&Myxn&nzF_7a3Mb7h-mso zBTn2rnc?1`cFC^$#EfSWrxrqgxflFsHTd9e7&plH08a*6YbQ-hAC^lmp+8Aet(q-i zzEEL57k;aA48XSZ@qd}0Epw5#;8Mz6xrmio3j^J-a)~uYDK|TuZ?W2#Pi)Vgl!c=q z?{U?t$F$21D)$~W`!}52-Mq$@Sxa^!JyuzN_GeQ$pg??m`+_E;8K?@)NITtcTyJ`E zYTB94wG#U}8Dn3J#n!Hs?gUVi<;62EGsRBsjk-wouufgAolL~3u8j8$13MRP*~+1g z{H?}vXHqnO3$s@2sw>_~eF*@8r~m$9L;}Dl;MWy!Ug0h0!~5x0ES_UIW47jR{Q34C z7*~dQdNnQk%+GC0^?XHY0ji~VcNYh}_7aTL-@mB6!L7ZnK`?9i{N1n=kJeWY;%YU5vj{R9*zc@;&w5Q63{ zyKd6hTRz~1zNkOVG0Jdqw^w6uSV0Y7nmHv{@)3 z+^Qv?OhEq6MGL)>508CkQC7({`~G2!s+tP>dL;2TaTPIW-cg|M0HS+R#NvYufy&^v zX9lx`ZPj+WNiG#CrsEBY$Gjt5lirg)!sfpI0u+s{_2OzE)u<+x_bFYoD%%b21GJ80 zC1ca=>2S{D9X@6B8GCM_gYt2A)}69W4UzH;Is2WD4}iV|)2Uo1jJo@I=hrt1qSogf zr%Qs)>*sf8k0RpZVJQ z=PtOBnqEd4pLPdG6ot?gYC zz^}a-tpkk9&V?{8n{jf{1Ng1MhTf^6)CE(2Q`Uch4QN&gBI7Ejin=+vu!|zoSkB)~ zdODwR&;hgMfKENtD6}GQ#M=pDx@V&qH32+Bc~IXut0h^)f+EYUG?na(SG6JDxi#&N z?0lk*$3`}*!D}InJKxpqf5qDj60xiRTRIjxCCQy}r zEWpz(iTONbamG4cLeYxIE9)Igd8a<*CxB%N&c}+p6WdW0RJt+G%7aSc8>Co;E+vO0 zV3dKCcg~OAAe%}0Bm3j7>|!7vm&))N<29^<=K^~}kvl+@$3d}< zZ=LMyLAA|2zX9REii@zo^L`dUI=ZtkIA^n9U(Z}J!DK?tkEF*@CzaU}9lhwnEjW-U z_oB#t{nh7rJhxI{(fad(O-jsHgiNzm*T}>x(Ov_2Fb3{wsVQGa^beJ{A6HmvSs%cC zljrAA=j61;1m9ZC4aSSf7xVBhM+1&d|F-}}@QF2niC*pROiK=;N`D9i!Ja4^-Pln4 z%j4ZV<>E5WrF8(s2RxKgR3Z!~N>t&bkH~K6c78&Sy|Y|^dfZV5MnH>^3k_~3WgBX* z`JQzw^y-=x5Zva;=yC4-{NUj6E-Ac|A~Go1qUBhpwa~7j!h0SSQ+euGL1tGOj18Xx zin_O2SpB+;vxE)pTWq>EN-4uD5^Cd0X)NXW@b}+qTGFyfc{0JP9wLpX>KSr83~wrt zyz3yuCxD#QXf`f;#a7$<3i3(aS%);OxKvJAx4;2+9;D$Mknub9+%HYITKKC7XR2-B zVFClSRmW&W1idzxfa$zfI~uL2`+NtDWVwy7x>yiqs&LfCOE;*C@=MU6sp#Mrdkd)J zOBGuPK^f|gk1%X*n(6Dtq+(=+!{`B~os96KiRiXgh&cnUWzr2p;C&~UFJH1=$=lvt z2$j^GT>DyumH6-(=3#j~Jo=qrIF*O&w*yX)d9!p|NS*w}tQ`Vd0+2=`9$qH4(zrvg zm?AOQ+%d8ZvZB1sBjB%If;=T?a8s(HiRPlCr#&+yy^wkrUrxw2TN2%(e~3l_*c++t z{`p=#k?xmiM=OhahGtVB6&PHsMOYwSY-5bVtCP26qB;;jJ4bTyIDBqmYU59_!#%%7 zL7|*Q+$mACBOB7j2u+RgjDR|L{h@}V&PI?hY>R2Y%ke7dQF2^n#$nIDyabLoYcacV zNQu{_@GPz1oMeKd27Z#g)yAg(U>)vyvj8mN-w*ot`VFjscs`VqCkjOr#`f2_2LeSX zJ<`!#x(@SXerj4l!&|OcxS@Lw&@`{6G-lJmpp%!}2$KP)9xAiqOVMBpoqw1k=f`L$ z@6HrhbQDb?))exb+V(I?(ZF0p?%ACl@&}V5cUaKVdL%XtbEmYH&^v1R4+EvYq4%M4 zrW7)TmE!7PkMnoSE-^i2!a?+LK$#KCkRKqgM8r6b z_&?+rf6Q=ui@zk@@v9UdxVKK$qVg;~5ee*TgGR{G;IZh_R=VZi9mA8zKj@Xlg3tzM z46z|03W#7uQ*I#DpuU zUbl~67~G?E4lWn#lZpGN{bMaK(3ocX_R}#Un5}X3J#yGm`2P7_;;!Evzll3UOq;?* z2d}#2FnW$HKk*o|t`dqH>o(19TdE8)>7sn)EQWx3XkX!~FiHQU+}PGum<5+93oX21h>4)tOC?pT09ZF1 z%;o(9@LRigl2rd=n`mmTr}$B5K%j_RxZJz)AQQ8XW$1ppcBiyqK1N4KAFYcd)adz{ zKp3>=ijC}N=GsG}b24X4;@aMkRfz)53@Bm@=d$k((*swZ;A=c%#@7z;JWdQ*zhG>v zSFs5vI%D8ZxVIla8L7TS-nvIuP?)buvxRug=(I|zS|qz8FI^)A$8ov$$+}W(rY#s( z>bDWdYWpLa?aMc$nLeSi9fbatTa#;Pqp!L|yZu%6>GQ8(dD4xtukKay&a8(ohX8ae zbdrdp+j6bpeMaEW6r??MT@%Mg8%)jCyq^!*W&5I&d?KG-^Iq~{_$LJ<$P?UZrT!`e zVW?G52)kj&r|+ok?&`gbc@gReie?_=?&a}?xG?{z!jd{~0eZ^tt+#JS4ja@*-_!U_A=*JGUA3d{UOXTb zg)=eALDiJ>4$S0d_>8JzrT;-OsK)};XCg+1n1D_;MS1m%NkH=+RJh%%?HE6q=4rxR z;zWYTJeSq}x`Y(w;ig&BhGuGiv`PzoFbAXGeDHk`+EHQo(Yu~P@Aqu~JXLJVr)n#M zE7=Aro+!R6Eal*U&z&@!r?6(PV> zb@r3&_Q6UcqUu($xy-lzoaf&*(q@HrM&9%kf&f#EHBi22$!lvIHm4da+m&g&J2^c& z^sck-0I>6$g)`d~CPRH!^A(x1^_{;f9M16Zlmv$?*QMMkpI*bA0x^kT)}{U30D{`` zN5Q3TV%>llIqy}Yd95U+n<}hmb})4mfRxy$j4Qt!Lrr5V?|bE7XI4tO4naJGwHIs5<>KV{e*rx}!oS1Y9`cZiu}6c%ET9H2 zw5!#C9@i9Mo(NEUvXog1L0Ys$XAO5RuMW`P2?JFK1UP(Kxs}lnUI+9u+%uFhr8;{C z#CL*Kw;@|q%R_(2YEj~PNF7EKt!RElGa|l$>I5wuZs-f<)T;1U)^klv9{0gSLpz!D zy+#e;=utv2L&GeY>y-kiio_1oCY&6lr9^r+#{`Pt8<5|K_mXM zV~<=)0zVRFxTT|A>IsaFnb~?PPLZTI?%GOkF=mNDn~~ny>*M7vqetsY}w!6eh8jP9oXXf6yb+a z%L8tJ1>ZyUCAxPG$SKezQG)rWKLvQ0nb^uP66BZz7 ze{Q@dhlEVw!-giFzvFh7fu@nknZ_QFW%5O8KlTc%?8Q?;f@RMS3g9{Rw*ZqE$DH6-%t<8lIsb z68HRDt7eAaH6gljK@Za_+$8+fYN`D~LzZDKU{$@a$*i3kUj%B&KC7poPpr#L@TUEo zOY3-uDJWmsBZuJhzD77Gt32ls33I&J;}!x>W93qs002V zcG%ta(^KGqwegE!B$5JElc&j}&j}D_{LM$Jl-{QU0)?L;EY9jf7kS(e)}@fYYC(XL z%WQ=F*8-itr>6ii-e9V=L$tK0wh8dZT~fXxS!=y9)!ffu+@`(O8h4W>B_Y4sWB3kD zQRPQzY44k^PNLnW#NVCMp8@JG`Ur%258V6E%PEi7{I_kW-L>m`Pl zG-g|o{3@5vkxGE0OKw1Ksx%YrLmM_73ioF=qH9no(O&OD&lo-)gT?+B(m{88=O=DM zr$1Tz6oE6u!t^K6JRrHLa<9i$!1Y|T#M8uet)+y)7I7VK?hI}6Sbr_6Iy2L=y&Zk9 zPqBqOoIdjE-@_}Dm(Te9#zWE2RiY)gh(?T^d7#K}@MA_^@|9lbFyUYaXqbDQ`QtT@ z26BE4BD2qMwaWhhqFo3_KCbFaenoj0*A-eRV~-n;)#aVAmj8!K$FUyy0$ zy4?_mB!1|8Wr!f3cgHrH@`&HRgm_h5Mw_R!?7W0a-x*kmXJP7$&ysAL9`#t-V#)hF zqkX^s^*Jycy`!j=g&OO0LgQq%=3{6Z=?n80Zq|-=VA2JWobj~5O+5E3jUVcX<)O{lSfdrsUKmNjob?w zC$!3{UTi6ynjZijw+$(wEMTh_xm6r!&jbof{7dVnyS6s)v6Auba(7I zj{wVL(;y=@hNSATK*KH9rj|o^vnR~1@0 z^aVSHfp4Y*x89y~j&e@+jsqbeX(Fl|uxb|j;%qKO^T`hR0J$J3<00c*?mKysE;&(X5}k07lFqRCk^jeAPVP=S&x zR?#CHlDj68Yd%)tP6L+Dzt<@32&7ibQ=-^S>Hq%5zUJv-okwM$1keBUQ}I9W7DoSD zBFKO1?dpxj$dq2Et!pOfM?-U)65f~TGajpPYS{_@qsmQE}*lF#ycD#N@{qLqqguDiw(aH^dVeb&IyCoSwqj#N2|BBeld*o*g8>jIPj z`5SJpz6_Ibc&n)+Llbo^GXvM-3B8Fy;{_f9wvhV}11m ze2ZgNU3B%Tkfqk|nc%W+=bZi9#9G?ginirJWQpfTOe94W7b!6J4j!?*hbb@n-A}+WMEg*eYiBjG7;BtZ9VO9bzk&M8q_zA zg3h*=k(Z3kZcfzhD*s2QYzoI)Hv$7COlDvCU-FC~KxRNYf^}`9^zGq9Xl)SVQ#bB8 zNqP|40X9mj`Z2SQzIa9YExs*FZLx*{G}lOfbjVx~cX?!|04gn>$11vTJ?P1)ewN>D z9lJJR3=arBBkrG*=GE%cm}sP{#Z&Vyn6}JK0G;}zz!wn8nuQ~KYkK`+g01!NM-yrU z3H5h3Uo4TX;7x)1nQIqFhqMB2rq5!GRo~9AHKabeiZ6I}peK}9JTq@ru=Auy-^lBB zek7y3*1%L93=GH!X)3PX;XN5VBO}SPWk`)`RMn!=RecAfc zzZ3`BNW{j`T4d*zHzpchpNeSyf+p~vh!n@7bEJ;pOB7U+5&GR#jzO(|(YrtG3aQw( z1yoa$o8!H5@K`WKm5pNcmez+A4pAco>9i8lvtjn*9aJdIx{!T$?kPS`(SLGX*0ZZ8 zy+n9mxI;^ImQpp1LIc($rjGWc1}4c#VqRD{@dUAe*f)fJ8ofeM;q68ziqpZ`<(fNe z7|1yT*(sXAF4ti-8ul-2RqbdAn}tc)1_lPyNnDMs;v$&LL>L zzCGM(#sB^+#ACoaiMPM~*B6I*UFJ87ct7M!CDq?-r3BZ==mnng<00{C%xyu|7~9cS z7(SgL58GC=)E{`@llDHVl45iv*>SXC$MzQd)p8(DulyPj>2r~TpQ=qs7$K3occvng z6$>{Z8B|j=LEB|o-lO~K|*AWJgN2G31e^0^=XUAos`o%Yp0A&S7AzB9COm+Hk9%}MVDi}B34!~?hb2K z%*{Cb#h;8|RnS3st(G=aPbLnNN}`U$7WVZ{>E%hjPMAOMIonCcw_vynpgX#KYucgP z%lbvNrEdP$qdN6G>UQJ4`h7DEE(82D7I7x=BW|#=)u*s_F&~T68Nj(<=s*w`bCkW) zE@yud$3H{umsN2dWg08+Tn{fAiNh{u|B@yt>~N}pGEFK_`yfG=q2g#t0?Wd!cBOLL zfl)>1QeV@6QgzrScJw?_N*DS#)BX>oGp{|~EOxH6js*ZUXCCBC_gdp8&g;@qGs+}G z1^ex-9A?a%$v^IHl~MPH=i-?E+f$ytJ|sjVjbKL<&VPkv{1GX3^}%yvq*CUR_>Uf_ zem}jhFidS(y>9S#IE^^;-7^Y$JgOTtP_T%Y1mwu<%8W@U^`85G>C^~4Lp!&0{BhAZ z<0%)?l~x^0mEuX~IB9VACY|@a#*{K>hNRsIXLR<5B||egDec6P*RPO`(DQQ&v$=)gWCG1O5Xx*Bde(x$ zJpYjPQ8&#``i`6Ryph(ygl*c0lyU?5ccCKugILKkGgDj5IzD8>8oyo#>xiPhYR2;< zh?t%Z(XyiaV{@Q9E}$QkqL=~Rquum}dKM0xIzUA4TiAD+Ugm>NIsO17Oq*t-o<S3_?jXv3 z8KpzDEgs0=9UrTI)4#KJ{lex@B`?Lq29fO2Rc?I_{_739O_mq5FXbdZbQp^J)BLlj zk9hH}0vSaO_SpukWklylSfQs*FcyNrC@JKYP!ag_he!b~(%ZyPYO9Mu@v45Cirn$BTR@>r)t>CKkZeH1`^OK+OF zq(18q#n@((#kp45OaHk^X&d7bL8iK{^zh~->R0{6Lq6AXaYUgh;iDkz{OGP+u)j;Dz+JC=8fg@(Y}?&q83* zUY)ZOatfxw)ZrG|xHSou93-;~jY0M=10#n6R4J!V*0XFXRRg>)%FbboD;H>;pcG7H%XGCLJdO8~UR42!Oh&+5h78s7GWou{VslV@jH`2kj zl8WFK)FR0pE`+hdBp_*bIO}KTFZbKu?qm(l0nXGw1>Dx~u&A8k;5wlwj3IaBB-?b% zN^1rV1#}+2U4wUQg0wW=9dal;h#aoTm_X!K0eY*_{DJYOw<8PGuxQ(gtEe)c=Q#Nu zi;uX8_>`m7_g7xmA3aHuP9)lLufSWDd?2*al|)7O*6(epHQ4vEGu5M39?(>kdGb4G z`0#*{qx(ZGVo}Lxm#3#-`UV93li2~fVW1J_-|4~cLXby71@ zpxx98lgSZuDD47Mq`{R~PKZ(7yD{HgylmhEkD}q|y{P}TGr3c{OSaN0aEc+vzyJEB zZ3!ui)zzJFk|&h6RKt9U(!Yy(?=aA))BSD2B9ds7B#(XtEUqoh+ysNFEREdNt{fChyc_j|rz&oGG-G`4i+b-c*UtFKUH% z@y{rK8HXNkfKXF?qu7(@xdL2S0?M_DzP`|X@%bFJPfbLTT4Q}yA>HbaBG_oeB>px` zoUAEwenOP&I~x{--xM}T%&C2u981Nl!3Gy$v(+GqTjJCa? z?w~u(sf5RXlhO*R1m!2`O|t#LOwUU%>)z2jM+$Y6!oD|!9?#|#C9B1vnu!0ev6*o? z7t<$JA2Az|O^<6kzPxN!c<_=?mBwFB99L_rfH+X@dNIV!t{!VqTn$HiF_n@(f07TL z&u2;%XOfKO53&ho5e8Q%Z_*jCFXz5NkufH+$k0&-U(#N=_8!xi{%v(Kd7t1CWOXNR zffNkadXPglLv$i_zn5-ygV=f?j4Wy6C;x)N#_&2-r~{etZo%5j%ioR6{Q{ zI;~nZZ#lngPpO->Z~wcPBURGgu+d4nqy(7RF@%61PkCZVb=chN_y4&Qjc(U9PXv(2 zD>be5b~z41Y8eMwEG5@_cK3AD2S!VzO;X z0xK=95pnUk27)Dae+J#TkLF-~+=mjYVWNn*{` zz|Vi`G`TrO;3lIx{d9kcB8i1(B&_9gp~#*HUBwmh4zG{KZ{;drzUkPls#HxiM;(6k034{erIYUEP@`5jQbze{c#c3 z2mae`@8Duity-yAb6gAT(_=fofhJ74J$_gi5|Pqnpwe6rH4AaxXHIcgfSZ)}^FI_B zGfc%0rsF*_kt(s)BevqS>5n})&T;(nidyp~K0FY*q0MHBQa~}r-6Dg$Zm@EcLUTR@B zTolK^XYGr0V1prv0VV3+w@5B@rTfr8A;gOkqROAcPv3wHTVpk`<+!>HKsqf!-UL#Z z#vo4^I$+Qr88YX<*7gJTOjUeVHN8p_^F4Y=cwAJvI=V5YQi`hS{YJn!JA1CVnPha{ z@5j!1{i1C!ta)3h+B)SU%R_ZKOZwr~0#}!RF?V_IL1j{Cq5K`m<6uc73}4O!rM*5b z6yTD7#^Sq*t_27`7*N%HtFU zaw>Ud&H>u0Y9${6qQJR8W^^bh%5HTu*9s49?aiXgMqyZgSY6?U9VOM=YFN#F3u8*6 zn1RzFN{?|H%&vTfOm5z5fQF)wf4d}+!Is~!H2N1C>C6v>n%B17iAvLlzgcW?AIkU7 zIDUADYV-x{v$Iq&s_eBGT{QU9saks8e4*!JX9CLovUNc&dLCNo>J4xD7-H7O+*tT8 zLZjJt9o)YLH_X&<-LZCeSZn&)yZ?w=n!UJxYYn8QtBufkm-_>o%3w*6eQsZ`4=?zmCwdDHDzu1+hw$oFT{${D z%J7*uAJIhN^ti8Xuw_fTWLC2kN<1nhj->(AFLiTPz}7DE#J2A|Wk=Nyf!${H_VbP; zbebA+F`+?3sAwGm^gP4u-!xS#1qF~ahr{csS3y0zuR;L|1(QW$q(#q3g7s~Qq3hVz z2j{I(TIEpUx_;t+d*1?R+xp|A;b*I|3tz*D+JE5O8DEs<0bJdZfB3Pj*t5!vfSOl1 zm9|!7jzxF*U*Ql=immmKAl?7`aJ3pG+BYzHl`1QZ}VepNjGm&7mlUcoPo93S}@FG$1M}6==<3iG#)9IIp1{op_noxuROAS;u%rh4BVQ2vPjx`=44M_{I*uzP*7dkB+_uN|}okIiOL_*i()A|k^454e+4X{;Nfoj!R5WL`Lmc!)!^HnmQd~B7_ zo89k;lkOijVj(SJ0nwbqN(jdG*@J9dXmFe=wmwP<8+~8Fl0-BF77DfXJa-Nj`;6Y> z3Q2LPxbOdTbXC=iiZg{qnuR9W7S#mdiP8TbwcHG$>{uJEKcQl|Mr2Sks0&*e8KQ*E zW|=LYK2rgnug_VKfY6TP?QJqEr04S$@h`(pX(f&~Cnh&Xayxa-GJo8=jJ&c(Zg&>S{X2+AWPj6}q<*;)K63*ubd$ZY!*3YsWI}<}Jeql_IhH91UI4Qkq z)li4$1|25Lr~u)gxOwFBj!0Ot?=(CN#sTJF000930HJ=b+p18Bdn9G&@MM4o5qq!y z;`@hTwkdHcpzR9AJZyqa4!N)K} z319#K0{{R600TmLv%`HsBPjuv#&}0IT8(_RCW@6)L44 z9G>370^2+ta-5k0pj+Wv{u>!2k1AHb)RL7erNuL0$uG?6*)mLC-{b(a0)B!c>hTJ;*8xEkf#3kQyeD^gk zAUus3GKeqDU1`f*R&G95Ucrjk(Lt-1;f65E$1{Hs&JB6L2y4?FZ_>d+aLC383Sl~z zZy)^)#IL{&T5qk^QgER~)C`tn2DvSK}Lraq#^R4?<9@)-mi zoy_a(eilV~&6soWLvi~!^zeCx+v(l5I&fE*IjuJE!!#HTgVmf$RK`FG+B@fT7CRag zcDe7Qte&>nSeq#Gcz*V7y*!eqfVl{>YlP6NUX$2Ftb-h<$HW!nI0ZNH4_SyjyFC4` z6FIy`t=gR%ZqMWs`jbL!w!;!GmCFov^ z=54&0C(Q10mkrH7M*>(f2bSKXv5g9bO=PeJyz z*$7!(X${2^I^1%iwj~LI$2kobqj`Rnn{OeEjRG*bx>EWdgbnFF1%Ur4weQcHg;JB+ zD}D4G!hu>n_G9RcxOHDR*5n9an~^c9%*+|%hP(dMqa?_v?&O%9&w?DxBP0w}R96%i z?t=qRqWW@Flh!msG0PZ5sJ?mr*V1KZudpO>lf%41ZRT@9*<9 zuEMYcWx+;K$n~IR))4)_JuNy5HV|xOZSe5y8cnxoxy>sJw}f!2xsTL^o%3&8+2`KD z%|3TVUCw(}Z+k^mur>c8)4Y4)8z@?%g~G$bp4W@B@mi)y$T&lLzo%mwvK(3ZC7J|S z>_SmhKpeAcrA(f19H2LNGIPietB-u^tZSZ+kuPBiJ*T=edg|B8RZfX*tWIukyvzjajjCr8 zy4x=~aWM|#1r>{)D>Y9{B(w{zGWiCYm*8yaEee&83+Cmzm8#W1$Cqu77K;u*NXULx z8i(n2&{lFaueszP13-w=Z}Q3Ond^L-PolFe=ncCuMzAJ%yPW*3J|=uNe{MVch{ zZU0J&W`=F`=v2>cRqKsDID~XDW;Fo?fEM!mkhXJG+_&5nA~hq=?va7U1w$xmX8hf~ zZAdpreM%J1t^PXx=u+7Th6;^s$AT@!~# zQKD6izjy!qdLNFe%ta?_nNiq~-uLx3Y2v=a%IFjH{q#pyopY6=nCkpz^w+1uTY?s) zpa0)WatxDi$SPdgr72-zwk;izhy5m9SQ!)DWbvH3ZWV+`D)Bno(jY?$d|5;+5`>*BN2NxjYVU&C-0yY5)KO0F7`FMY)pyhsVmzRI`b> zl$1f!ca&~2F7^@0US?JC1;;@Zg9wU@Vg%g6B1Ub)#P*>Bl;LG%BPoH}eAOVepxo+7 z@uU$kjXxqx{h^f9@Vxv#4=>;`+Me=0zyJLYKFH4vR{zNBJ5>YCNpQQTqBRMUXxJy2 zOK)Wv3Twk`AhOtq^3C}i1RMHu%BwbzA{w`t#QKk7)!*422AEx5AQF7Z5kC0nSAiTE zslak#I*GTj@5R;&hrh$Dc_BHYGI*9vUpqHp;}F^S`t$fY+|@2x^{VVeXDYNEa3HYj zjqm9DE`RnOzyE9YeheGBgjW;Apk=DzZ91mwu05D!P{nX=aF2AUf5+$mx-ajijPr!y zaryeKyNbbt9PT-1tV1lrbDpJ0cTTgS57+i~dJ0 zVJuBgF5zw)ls_di-K(NxZ&%`0cHplj*!&Yd6xuTckFM!CI{7~(xCp+t%H>D&P|x%H z?DpK%b~8RSpFf`2VWPC!V1M)zdHyF0N}Va#8nTa}=!O28B4T$XiUGAz2wkoZje=$B ze;f@?tUeAb7Xf0v+86CVl01?5*n%Y$R#LQPpM%M$o47E2pBpK#;_c%C>UVvW7RnDw z+wc|x9+K+3n^}s@7btkz!kg0`C}Tl3Y>S^F8$_hiQBuB-@Z739+e^Gp~-o z^=b_3=WMF9`S~bQZzY~r1sw<%rj=ZUK0Wm15TQ%H!r|FlNT%fjJCwF`IMZ^ufAlpg z!!d1j#ho?({;wt&6mc$8kbCZl;uoxSVTq-SZHKb z^Zo%9t&?M~fBlISmA+-zpIrwD)SW1>Yi{qHqvwxgtG}w94(OuM9Kr z_%~$tO&Cz6MIzSBG`B&$fIxb{nBZAhpzyvyEnSewvl0C5AuI|Ei$N#dcyD02< zNiIslZJ?+G!377O-ckI5vafdX7DOU8GOD*h!r%|cta{IoDF$`IB#Z4TNollSNGaUI z@U9mKEHAb~>BbFpL?uY-FSoq(^s7mc{rxc~z^Pezml^!cgyF)I3~P%!7O0h@ueGi) zw0|M&7(J||Eoc$GlBW8XGZOXKzv`|N)DfB*mniMD}IIpE>G@Ih5#htR-ap@Ru_QAu8%6$?cc;%#C^ z#3jOvkfzWld`nVBnbFN^K^~Ip3D{V$g+m@J!1efeuH{mStrQ_~$@U_%J`20yJTT?Q z=K2GFC*ije$_>ARMu0W;o^@}-D1=UBV(7$CroG+)<>lWCk3p2K6_?P@Hr#sly+}-? zRX^wrF?4F+lj_!3bZ+2kgQIqH z|KQs874pL61G(EYXjrKMZKOx>^4r}j=spBbx94Jx(c-9T-!M3MJWLc{=8;_j&8s4| zsvj7ej!u6x4~L0gj4g+UWYQ@=Zv(DTJ*-eXh3OK|knWjv7+N7^(q7+mGDF5|$VQ1H z1f3h+P3R`Sq~_D< z3u05ephQ3a@~h{?6;%JfWU$)GK~DDr9j1c%6(T6gkooVsFH>s@gGe^TA+Ln?fSEnR zk@NHlqUXK6(eloR$94UahQ(L7(RA6*V5C#qeq%rfktC0#`%T?d6A@|20})o;(9uJ` zZ8nkr1x+udNEri0mp)H#4jL_fVK0n}pPcwY1sNv6VN+3w+n*Y(dKj`yp%mvQX8hmF z9^MwWTm=^5$Qh{{OAs$t$o`^q=W$(y6Rt!BOWcMNm+~;&{}IjuD{H1g?umUw|x=IMQn*cN)3} z9!wgLRZ2r|Vz5!Yuwpebj=!V_n)Oy1$(W}!m!Wvv=9o4lf41r6{_`)@q&i_HVxBu{ z2mjgT86kqqoIgJ-;mXl@G!YXpAU+c9u)#b0@%sg>a>FDD?5LTstj*~=-q_UldNy@) z9%z-E>!u%Fak}k1)}V9M-2`CM6TRk9UJEyUD{JJJpJusKy&Xu6tBmG}&8yMk&NxKv zWsH@qqB2jOJklfesVW~=tJ)|@9G><{F}fiZ#HtXkhc~azPKm8Z)p8ZoO}-|M&oSqn z7WzY0@S?mZDT#4T!SwGW?8D`_^I0)}FOVQkB$zzCf1BUa?vF^5gfky~`dc!|)T=L+ zLKvo&;9vDene}Jhp~jZujRRM#a5s0-IZ=8 z&9(H(?m|%oX<(z;pGDhySBJv5N0jo`Ma)D4U5S%vrzi?13Mu~T) zQI@Qfz`$-W5B75@PPFyd`0F(3%j4Qqy7_2fqur5pqJ=TgaZu;KHovEju2fD-uTXF| zX#;1O#AW%6x&uTl6YZRDM|x&)=z!Dewxd9}a^(Y_gP{&%@0@1nR}#pl_NUW};cq>N z*YOHeIV(%oUW=kR4FLo#B0oG4g+Avlx&{miYsZYVX2^MH#N)UFEde@SF# zKd?CM-kI6cV-_^GC5y>YliSJKTHZTL%Sl?y8K&<)w)LGRLDhCI-$KCY9wgMmH8zgk z_3MR54m4SrY7zBGFGRdgR2^;ufRYIpwAz8{6W3>t||{vf6!#0gr>F63lq z|7Y4%mc5ZjhS~gQ$p&Tr*7`c{;ees3fxw2-UUjp=UZ+%RFr@O}l>tobvAoQp54CnP zRB~8+wMEd!!RLetPs(b;Oae=dhPHwNanDw0t0XN3qU>+avP3Ks3Ig^yWOr}o9YyVK zQIG`ghp8waPL(B8FtC@F{BI|E$m(_-k_jTs_$g8K07D!X$vddlMj?ZR#uE+nHt(@A z=9aEn-;iPvF~HI7a<2ElIU)o#LAsVfD#F??V*&;O*^t6Q8fLgkojLa0Ard`ir)HrR zNY0hX9NwNLlbw5o7jQ-fJBBM~#iF_LCc1?t3)aqmFVKqMJ{j=3Wk~%Prr~tHSF-=( zFZ^Vo`7Pf|p`HK5dA40t#b+O(JlsFDf2j0{{Mj>xE#L(j!U0gIyj>8hC?$UHRUV}e zPZT9JI&f3RzGV7go>f)lwGS;_O{m*Uh-dBWBsYT>%5;H0AG4gVLF6@GLu5jNDDSRB&%lP%a3a^O<;_p`Y_(Np;K&VHGtu z+3jZ#+-g`c$=fQwk%T^DAfB$W)~{lls?BJXPDFMBC0R@6Jzq_);Hn#{*VQv_I`L4U zKi>Ejy|&eL|4=9%5An0=r9O7Vl)X`u1db+p(S3n%foYCoq)}U_2neXB@{O@u_2iT6 ztgcx{1s7F#!E_F;?`35`EUf{*36Q?A4pb;|knOV}qXtx8vskZj`njLNc8}t5>j*Rs z_TZFo209dtpCVoi%*7_VKGSn>Ws%@sptpT%ipg3lxfj1tYBARoFXUbz6CD!yhnQ${Z zQKS+N-SYbI-KLe6bhIfdljcm`ihEGLe9K5PKZVeea11)?1qcdpN{k^t?;qr29Vl*m z3-P3ptpeSgtk^OGX73cziH%UiE6`U$QF4)0s+<4*M8Ew?bg{qg5dQJlSIWjOX`&8c z)-C5s{(hR&;cNMjqV9?A2%8Wch^?#*d0w@+CRg;S*d)G_FTtK9(o4Kf>M)4+-`5ao z7l5tJ?9mzjg6wYpEm=vJXur@q;NPNRbVHvn||j@(HIiencGB zX^w$DGXuCF$kTs9{a(L)*Io+3k)6iMdp=d#s+!Y1la1z!H^HQUn5d_vv7Qdp#TO8I zN9-04(Kx-&ZFDN_BT-3OV(Us0xvXPP%r^ZN@p*RCp^IQ*PwKj-6IqJ8@@zy_bL$$R z-K%)c8UC8-XOKx{kiBo0Ne=M7O)8q8Tn+q$Cqt`l207eWakgr^{%AF0|0v#-uhm4^ z-9E{CNbYJP$ZPlmJ@tDyW&&ZM3!u>pL8@MVQLG_^=>hn#bELJ|5jH$%fGh!nfW`RG z&Re_6&|#7(g21<=l1&Fp$I#$8^&4-@U%-|rHLge9cF=a7)I!lX~YcaJ*c6{}hK zON9f1s)nsc)I?(!(U@N^eAOKip_U+P7J)+z*0xCGDKoh)<@c1w$||F+Cx8;GHaji9 zmH)&5C&iyZbdYg5NqJMWQ@tDUcwFp!T;i%gk;c5BM{a3_QM}evOyL8V3_0)(vwDif zOU`p8KV%(mYm#HQ{tI~7o0@m_#|u}OEsUOxj=g1k3~L5GyKZ0#%OJYyJs<*uWzMai zm!vEG1;GboB{8z}@hfjj1EOkX@%_-zv!E2EQ@EFoR(G{d?9zqsh#uTZR1W`E+H({Q zcGm*FW`cdh&=@A;$d>IBztGG=XT(>BMP@SH+a0{6_F4L zVa^@J>Xg*d@8L*GvA7yj;S|}`U786vhwGmCKn-pC_S3I8b-M>@LBgr(1k&7|0u(IW zcg>}@E+L?rMv=pb-)x4kT0|NW39mY0-B#g0AwcD|_U4JATB6yJW;*Kd+f7DjY%Y4_ zm)I7Ur!VB#%6eg()^oCO`V>oyPctxaEP>umKE8adVQEFN`nANUzx6f&(32$;U_$_OHMj;!9RpE5-!}qH5StQN0S}$?VE$Cmeplo}i;dM?8 zrloZG3crO-x1JHj#v~BO#ON|i=Uc4gy)ov^Oe)dgqi0FQ*CIUKkAD$$5P1h0<|z{- zE#&d}$|vHHEBZ}2WUwGU-ZEjWem-Wzp6j%y$lon9*ht8adr!%oPVtC4FT-Fx6k;D_*4I-@^A^3>_rHhr zmhkT@lVRSSD^Ek$68IBX)gw)jUG9{tc;{n{SVKZI2j2)%G|Sejzm3quHW5A+J=*C@ zcqDI>i)`s#GKK%`ap?Bb8Fq&)zkiUbN~e!f|F44GPSV#DD;T6@0CWc^(BBfN$;p$YRIBiiD{aRMdxL>e+%Fi~n@T4i3D0IPf$kLryc7x+Wvewb|npYPPB`GV0`0?6_oaBpQvmO6?I z-;f!sfwEMlBn34g;Kujm#Qm{tnSy#%DuNw+Ab=4RCg|PRVc0o ztj2yyg78;}FBL?wZs`FY`@&CrfiJOEe)diq3nJp!BeWI+Ws3pe5-n3I+)Q90*d^!Rh)Boa=;o#DsjC%{u(Ct>c_`jT^zx*CT3H2C0Njclh`mx%aDw_snq-M zZWA=%<+F@8PGh!ZET5doyDFE$QrN#@NQ!QHMe;?F(7XgRT3!+1vk+7fn-FXb4O76~ zn)J1sArgx9P`djjJOKUXpTO6oI{iyMT2i*rC=16J=_@k)HQ(+*n7I?n54Ra#sFGMl z%U&V!r8p;J5WgMk^g+%nf#hy8nVN4KwWS!^0$idS3xC}8p_GMcJr9Yy@AnHfqIMP8 zRZXbVeL-^vxAF!sFvClFMZK!s*4Fv&z_7KwlnqfT!XbVO4L|(5SK4o!n#S8?(I+gUYKLNHPdw!Z}%{hV#^=F zncY2;_v!0(JDX{uwpLT;RTz9&JZjjS%g7|-`uz-Z+UJ`?=LcaRNF*xhZ>d!S_H6B~ zc5V+AIcqg{!3>Z#8en4>@KMvM*YF}hnnYzjTaC*GFl=m&m+b9Ppc9uOi&k$JaXt0` zK0v|0@6;^nqWQj-V0PV3+?Ni*+8xADdReRejh#I~`(v@&z02-XmL|=Mm^Kw~zpfN-pIEB7hcO2M)guWfP zcoYiy!LNWBOv{?HBYriv9m7qL>ctcp8 zDNCzd<*_{_t#=cGzJ@)5Xee_fDmb5)J&a;Kz=DQ(a(hiaqHBGF2=4slTI!DWNXWBw zMNb>TTgzQw7DI#$C2qe|=sqDh-BL6I_g+sg;{K(#PUnn|OVxq1FI?@f1UXLP-)oF> zgLVLAaQv~%wStePTNY%zbhu?4bhl$AI=Dra{%gN*?x+?k2TUtkZ8xVck&piQz}mtZ z=&tw_w*x4@Dz49ns$GGoZe?jqtIk-iw?Og{YojH4UBC}{%cZ5{=;FMPx8Slq64kj}wE>YvI>}+T z?|UlNdL>VNVi6>`d@!ti>*SBl&s@JFgFVDh_2A|2))a>E*bXyrPx`*CjJlN6`|_B) z;jawVjq2Wh&$Pd`E@&eO&n8S1BpInTa{ghPk|22c7i?loD+7ae17dEEu&J)LHVb{M zz20<2Q(+`@a3Og>xNLHJ{2hz>_VO!Xdso<@1is(uSuNk!wzTGAm&x6-D#&K3eEtI) z3h>FGR?t1zEM+B490(L2k_^_k3%Uy)1WkfJGA*0&Fph#RdR719l}s7={abaWz5q)( ztl1KH;l?>;&P>BMM}-b8>DBvJzq}64K{c&D2#@Z1n{ohcM~{k)Iy!~<3Whk~v=Yyb zDB~e&Vdx3|8YBwe^VM4GALZ{k0EplXW+g|_Mc>GPp>28;qi1snui6lU2yWb`Ip8n| zr4?*YOUQdSs!NdIbH>!pDtg)KKmY&n`*Zsv#zp|cr=UWm|1Z5YR@A)0C{^pNe?vnyArNymH@Dt=- zSASj0OS|k~)haD3JOUWQ|Ax8WZiT2v#!d z=8`=|Uyc&~pk>*eAiBI@ET+I3$#S7POPm zw?h-8=d<#qqS`n;4Kw_}g}JsO6^SjI8G~f7&S5$`8hR_havm(w6I$xjd`QaW>G`LJ zKSH#elL$twe!1GkfFEp`Tlrsn++r9TVR<6{}SfyrfNz? zd~u@%h(*J{7Rg313RWoBp&Q4^$n8zae(WsJd)2M^`vcuy=K%)${vfruBD>pr{_{7x z3j^zwF|4fNe5a+dnD4j9pK!))nQL$Tq#J6rk-~rZHZq62_muej-{VMt&(k)YB{>!p3`Ztqsf!d4D7kSdSOnw17x9AZ6EQ{TnK+6?;MR ze#dw{*4xMKHFCv_pUd>aXzC29>gBIRJ{cf%OD7XOl?|bKCTH@^WLhSQQci@$Kw(0e z`14G#ij^P$$%M~Cbi$%PEIH42`L{hL&j?#s34zvu{+l|}Hq-dVWJEfZ%8yC)o~tCBFfQkOhQs+tE8foCdF{V z3%8(T`#*%~VMC`~FzMINX!@zn>ZX)J{A}S03D}U8r_0knz(c9$p6BcJby)vd(B{VN z%{ap^3bs`#>)Ca58ws#Z@^Y1J+>OL?FE*&;rMQ=Yuy-q}6s)Y(lj0+|HtRr+b5Esr zi678cvl$fY&+j3~&uWxJH_@TcX>;(&V1x0+QP-@)1Ue51^)O+VWj6k-igD)N(|!3DfsQ*wYR(wm3ucBihQGy$ z*tR72^Z=Ar^#9qyZtR|*M_I1~PDofE<(Y3EFZ&zABzIT{ZtQr{DYo%b=gts>$3foLeh*h}(J@mf3h1a-zyey*>iG>9Uqbvs>)`wsq(sG5a6)f~SC<3WKQ%T|~T9jo;!^r1%R}`EB z$$23y;@H>LyE7Abxj`s}Q8VFRcM6krX8)pO%>85nvOID*E|-~|lN&YIB3uMp9E1|h zYk`IA;d0_V+A=QcRh065iF{W0U0mDxBCF7H?%Ao?X4m0zfmlz< zCCPtmEIc~BHQV8lW0k&ksM30QFz}iuGRBoUqG7ytP}95xX z|Iwla|F=NC|BGS}@@(7hgLzwY+9yDWl~@%9?VvtoAxjF3CEXYfQz0M!%p=JRulGSR zLt8h;HMP1q#3BuXZNNo=_a6U>JvoTT(3EK|>eYBOy(is&X}EL4E9f3&oB)7saw}p? z9nX=$U@!sUsOT^!$nXFFt+&DKt+)VJ$7&8e0aSw3bu666{y)A@4-Qq>L7rqW>oCL5 zXNop4HxR%VlYl>^1kOP>*r_yu43wPzBI){*Y`5Ko6+rp%SA#-|a0u}eJRp{{ZlYUc zEyjAn$Nat3;GXgXA;L1`H>zI4+iL&Zx-^Zqd4Bzq{#coN0hCdph?;7uUAOd(9Gr23 z`_=DLcF?JWvjG>Gk8t1=1+ZOW_tyAvBYQTOFZaEPb)5drCG@}m00RJC?^ABdHG^{G zKT1;nlr%$ZKfH=?Y&?Hf z15}6J+RDop-#@clNC}E$(!k;=cN`&bm<`&{i)A7=*sEM^6@Rv(x>7PIqOh$)!EVh{ zE#-``$u<6PdvpvV*22UL;iew*`Jv)}$>2x#3McW9Gf;@b1K9F~X)#ha4XI8AuShm~ z$I5WAQf5D%EQNZ9C#;o{b&}(u?$DHsh=AT%D}us!4Xws^-`7!_U17q)&J~OEp_XR? z4qHH1irx(n$7>so3;u8<*o%P-j<9Zh<^|*LK*_UbwW$GRxt^gbVHo8zzkANuLGZNg zmB9UN+#4=@|90@}76FMBxN3EXRH=G|GreN4>`#Zzd%Y?vmtc1Qs8p)0d5J?|1y1#? zlgz&L(51>K`KWr~ZVDk(?&D^TIe_sxEV8DpEHH9?>@y#fCn7e$ORP6tH*CJNOJ91AZnj;pSwCZIr-aRRa%?S-W1N){8jk z0o@V|jiMr<@>u1uO`L2W&txrJ6SXkKWNgJXVK*(o86JH%!`IGA1E8J|y-5X-$nFTY z%BI_(IL?ANzeD&S`?*S|dE~BmH$WQx_GlTJuX{uD z$dc7FE8Ah3(xmzTju}_tDV2;t6KMy5p!S=Rza&AWg5dOKXq?680!32kD=m|OWM2l) zq4ljTkf0pQcL2iiw+4p)o`JBq45Ee61zaMFG}SJiLDM~bUI39)wUo094V2N!v~e`` zO_B&v5{B(v`Mex&1=9>tyJ<(7Z^!9ES`OJ|(tq_qJ?Od-j_nd&lcUZ%rp2joiAk-Y#rIdl6JRo;$0X z{1jYYF3#k7d}J(OFT4{b;FD@Ctd%f60K4Z5F^$}W#q(b%ej-p8Z;;FACf|6^asP<6 zglYG&_pzyR3n)IU`xdJ-eN%aN{=ag)VW5Yp+e+_{f53b574TAa`rIVlA1Hn<1uq+F z5#1tH)QqDC3yOGT){ew%{;tsZIj+P5aW^E4^eWhHt*ih4`Z*xEd%EePvXtaI-okl3 zG{?>-tx{H%lkw=H1=%JiGXKCuv1_aakEZIWwBh}BD|W9D77(QbW*p8i(Xf8m!Tt|t z_NTE!=+*>MGRC;XDcJ)_Uq59xES5C&`W$!HeXRVcJG9DT8p+BL-eJ*ON)hhUG4`ux zjN*_V#C)NfP;r{ZQB_hUk!5YzKZKyT8-l~sYYgBK)p|&%kjcvUoDHz?yNvTmARfc$ zLLxS#431+NPYQYiN>zY1#mSNaAf6?GHh0ZE)tx6AfL3!kYCQ6W0+&z zqHe+#x0?4$I!BM8Rr#Lk)TL@8=|lHn`1j2a=f;Q<9y~tE+xQ_NoU6^;0WZetad=YL zTtjlFjttwNkZ02Nh8<~)ayhz;(vAKFG3fnEFr|+UOdOdM`$u}cQ|xv{q~8UjGQ)=qZ~IY77GPX9(+xTP?r@>WtN=sPdksQmmIU%v#GkP>@7OEp+_ zlqb13eWM7qQjr&V2e|q})KR9jyL;$_YrP6$SwpLjhWQKCsznou(u9z3G4_&!U%)RP zZ_gw4i(kZRt+L{8Xbv&QYv+h66EIA15Yr@v27VHB=nY!S?VxBIe$qLh(Sc5(jiYtK zu|~=f2!^%hyB8Vy|ISl{tlc_slZ`-M?qbnq9}}CXVOkehbmkl9Mv3$Xr1Vu^b-6#di+71=QP-8?11VFh(Y=Y? zUC83q3Om@GBm!rXz7dj0%S)HpRG*PjfBJdz-^K+It~M7nLf8e>UZUNUE-f#RPW_Mg z%wggN%HZ^&@9(&LSXc>M0=y5g?N8ly=N4$jfxsn#TZ-uCUYz_a7R1A z554>1LBbT(#-Ijgr*02R>A5g^eybcsYFCY8hOO(;5EUfX z<}WF>uKNGTo>gcaYs$bGlwri6lLC(FlDe(a&m9(Oj&F z`pRle@#?c@J(+yyP4^@m+EF|W3#6KiySeZV8t+~sb@SitQ41(SvSH5IH*y}=uyBE~ z*d{2Xf?c^g9_-LU)OERy_l>+e37<(Ju?kGc*$yNtZxWvFflv}UMKbs;hcaDG8+he_ zhQT61%V~=w1q{R|slb)}a6rua!sM+#1ch^Ppj!K#!KW??+FKHtzjsGwPyqQ)$1+A; z(Q3#AJ{F@J^@AN02%LSjM%jgo9h*B??;PoL3!d41c~eM#`GtC~KrSnCFc8ix*yBxj z3#86Q0#Gr&GrSIGq#zXSP92i)Up zACY0!x;1(Sy4RUKniNX|lX%6+s}6YGOvfFOeJ@Il&yCK%KE-6n&Tt^5_UBhPGe;N+ zR>^Nj3k6_2sjZ8{cZTKTOg_MAQ>y!Pt-?*E$Ng53ZS!+aO%@o_229PQ@znhNWZ}x< z2s41SzNs=s;p!D-)(Jx``Ei92t>k7<0SP*N)^E8?u@86uK)>^E z+F69F`CH^c{mTny#0fEgL^}4G`d)Shsp+8rKaf@tUpE_v#(bRKnp!4bxi>a};&PT( zjJA=?aSn(muft|pRy_Q%s_!e%rIQb`^-d;(ka_aOOfNW7;q71@F^kF(L6j z1x&kyYa|s}p`aL_CJ@R&<7gY+J{ulsl(y@GBzQ` z(KG^Xj(+gw@DdD`=jqLXcI7gqgH4e5sY6# zdl+?oOitIj6R`qG@%<_=YotCyxF1f^n{*SMhmZ)f)wm$v(9-!bj+o}+i+|4yux%%A zkit27FUooj44QP+Bhk|NvJBQ^)^4`Cd&OQcPVR5$I2?}-7_c>HvK5?>9qVbhcD3Ho zH~jclSp@i+{kQ4n^DQYPeMl-;L?9B2zM3N2*$9V&?*xr`%~ba*<$s1w$sfhq85aWP zthmdUOW4p04q{AO%oY&hb;95PNZr?@p^pUZs}(0qMIzD$9AWa~Lkc}LGo<-R6jzM; zFavAdvvNdSkkiERD&fFEASr=*Y}-#)`2La@vh?Qd}6w&()v_#W#d(@ZiE! zO3QENkNzSNgtjW=@HxctVU8aGny#6n8&B|x52V&rKFp3C2kR!Gjo4|)qn*lPW#^zH z<(bod`f z=Ev;2kpiV(k_66xK`A^+^SuB6N#EU(5vl9r`lS^a7+SDOGSW#10|N5!k_c?UxrWRm z`})Q#1rCx}JjNMw9{sRo***S79Ly!bR+mO1_(&3w?L?fmx>H8dAvzP5T%f^roR2>~qS2%DMC4PLST%Z0mn7e4k0AD+y zC6yj84}{{Gc?~t*wjBAA!P>X})}a-?iRi}oWJuNnls~$XnjYh>$Tjcly7J2II^Y+o zZK7GFz8*dy-l83jdxNG+snqw|!>5DmR!KWkmRN=s$tHZ4K=w%mbQtNM$5O&4tmxF~ zTf%YYLyuVV$p&e*XTBncvh!q+=cTUv`eCD4%lP9$BFp?jN$9oYvA$GGa%4S=Wp6YS z>XDSXR;}ys7o@ndzYMcfSUqI4FoudBJt?^K>+sz=G*|vb%l18SBbkElMCWgs8C|0ftClI3p^Zq0FOjg-JNfc{`j+uVaZvWdy)*Qtxe1Y zvkW;@+@8L_01EcSHtC61&s7XDjmoO3;~=g9lKyzH?>`YxM2rWO!MAlEdDFiy_#To! z)&pH^GcR~iP9Ic(HE;ZpvC#Jf{F6F1?INr+P&bYh8qgXfRbH-D+Wm6H)G~m)ccW;K?F++i}nk3Xn#v64$@$+sCx)9QL zB0zOd!D`PNBPxjQOdwb8ikgyXo1yh@UtI@7#a`@`usWD?xzFOR;efSM&g)_GQa9y{ zy8C3IWPK58sycnFU)ZnlD+RgR)%hegJUQj7N!E{yvr7AC1uoX%cdq>27bIQnA6>+HGc2+gsnTgGrbEM-h$tp$=)wN)s)T+ebhv}l3btTOa)+wk^4Hgh5qBLIq>wy^Pv zSyzEpppR95N3WjIs>NVz>qRX`*^=5&v5?T6AP8}QazABIdP#o(Ox`C4EypyK;!n(6 zFZt~W0?^Kc6TAnIlFhxv?Bcx1C#fi3WAe>S&7qEWW|s8qNEtjr(r*kzvVaZZG0pU_ zoH#-<^kkFPYSTH(`Tm1tX{L>PxEqxeD+zLB%I;E!GhipSP-0c(kNSC2&w=~ z#LeN&Fsgod^vdz%cflY3-7sj1zao*i%MkpoX%4cYz6aXq`{!RXkh#PyU0~TjX>N+c z7O;!qmdY4}myu2`BGFW&h{(c}7sYczE(Cnj(a~A=gAO)wiiSq1bd>{JKal%B;M89X z(>TbFF}Mg9Hv$BXLIbAHO2s2elvFDH_Z5ifwfoj@x6XkRpU3Aj&C>N+~=h()_vwE zt^wOW&OSP4Ur-^f&8@Y!<_sQjq${%|_F#Q1cam+T%)jVwE*;3lpOvcFLq%MSK0sw1 z5RHEyesqe~R$IQcKMeV1J`!G3PU=BZhao#`Tu4Yqu`(A%q$j*!I=*kY!XxF6a%xQS zhd-TO5Ga=ywEa4;1nJl%^x?1T{%@>Tn;^p=I{ooD-Cz2t;O2m#>uOO4C-jdLP@ZR< zT#v6|VwN_{BikEHbG2lvTrR3p-HhG|U{l&#C7eN!#OsFVM9pdz;{!Npo;u>r=Z!t7TlO#-`~Fe~lfG%UT!4 zD)PyfKx~>ts)#o_55iS(qLBWbl3^mc+0^uYTr$Yej7E5MG$audfD z&_wdN0zvb#!k}^AUX0@9g*3J1Pi*1*M*qTzR$_z8qBqQM%c=0c0~);0wgPlba(rJ( zTy8#Y6~z+CY`hEE{7E~CvVjpR3xaV|Cqe}EwemH*dkpGos)&)atl|3iE(*22ZAhMI z3K!&#C+5PN4^CIx==?@hy-4F^)*Ra}SVm3ebe9mNSA#_=@^XShdWO0HM*&PSG5}w< z%Ta5_XpQ#)UPrD&$=d4HM`K{!R|X?H*U44(oSv(xR3_!kHJ^!pCG@DGvu6TZThEBP z$52<+vu-)jA@(~<&;S4a|6H5nnKGP%{0G0HE%Pynd#ejza`&{fp^>eT%^XH;qxUS) z0TYJ)gj<(lqvgi_`wO`Y3^-xUPriyV(ZNkT!;xlq{_LLANrXmB*>Mklz-k=MZcFuWTht zN)j&dED=^taCEQjT)XX4wfXT z{gi8F9md+Ti+r0z&7s(IC1_-p1Tt6pzl0g&Wi-aKdo@d<2)`un{@gC3_n%JVqrWvr zXZDHyy^p2YcYJ|GGsX#B(B2b@y>JkT!E%pw`2YXvbBSCawiq(5NV4rT1baX(p)74*C8Gqa&>U}rY$E53lhhvhL{tHgjcx>xTKayu#@+4jR{V&pSCx? z#-ablWms$f`f_${z1#jZvhz*-VT%xv5*VVy7G&BpLDn{51uMHWl`^3zOtTHynw52m z-*V$oA!qQMiH07ZrzX5`Fu}Sp=C+8Y#^9NX?rZ7R_^k=em`NFRs*n^(0VK;A%x{YL zKXUC^_N>C4Ocwl(c>No2-3rnat9)TSyt-LvqLpS^){|1e(dUO1CDo=Aq_h=o=>UKE zZc2|cZnkMO6^8FetPW9X&A*y{*q1}@8xihrQNcy5{oqci1aZ>`-wIp2V=#rD7|iFU%4?t|_Zb0auaFwg6sM0_vYGhc&BSRO zCNp+DQ2p>$e0gtQ{m%b~rM(Xrs3d%d&Ih&ryhyX5PFP`qRLz8=ga>HEE*i|q>JFDw z7SK&{NaZ>bSwGvqnk6F^0aA(dSOcXs&v!Bo|BFMR7mA(a77YHafbz`7MWFm_9dp{< zG=W6(Re2*^$H7(7RewYi`nGh8|ID6TvQq{7G;k)CLId1B78zi@we!bJYd*IP;4g&T z7HuAaL1nbE~Gs|sF$|T!j=$2O`(+)Dg|nvKtK{3W%#|dT*_zWcDJ6;B6iR5BsG( zQ}6nw*JV(ct7(|}9z&`&Lrl4$c}A79Ec_eQ&b%{8$Do0WX`IVgvH~PMm~4aux&%Yn zS1*rJGUruvbh~MN5SNJ*2^Z|ZE_Mr2b%mkpv2f)SB?o^$i1$Jn5no!xnfDLX{sLkT zNy*05mr!f)zJ)*l>VVBp@Kv`c;cgeQ!3_*3b^A3kvjx{W7T5aeV}r6{CMjqv=W~_| zG$HG7$zR;Co6IY&(Md-%=H1y?3!-7BWXEf|phABNeB}Z<5Rd}TWM~mZUCZh@`)mK& z2rSg#ym|@!rOxcf7Ddr7?UzE$eJ^BEGyN$SzF|A&b7Rh+)SH~Jp8=HG%;bNGZ0&`< zZOd8G0h6Dg-71$cjo27NeHFSr;dLMDC_8)o_K1t$op?>92(b3s#ou+!?4kZGI zRrjLjANI+3ksqF6ip=$nrcYa0z+Je&?jXDwbbBwP{3Wh${+UM@4sKC`3I*vhmOmvPDYm>U;F! zc)$LH|5rcpW?Vre*T?jU{0tCAXSazZz>d7wWDmsDrvdgxK%}4I0&Fb__rNhr>YxcG zuiFrrl^bhLsu4nB(#oBr2|42(?wrsz_=u=#mZ5T|vx8d}RkbdM)s+kW!4g^O&yfk! zp$zT^aK9E2H7V+;dv99Y7FLffe9=HtERr5MwS4;>7_ft+&mZJ*g`b{6i#Q)2<^|&N zZl?zO*BM>$Yl;+SGIddYB^*l24Ei9}@Ce-shL4&bfTW7-HlG;H2{w6th=T9c z>{Va1c~=geSB}!XF|F_0hOe+*$c+GoWR(z>L_8K}B(Y864BwBt*KcSRf)8Ts-m0){ zWW_{6@?BQs7myT1V8No1E&Z9Mh!VS4b2MZo0UuT^>Ja2TzQ-WTzQlnd(9-g?2EHj) z03u>&%527mGoC5(PFzc*d!pa+YQA_U7sR@CRSBFl`m;JiimFop-wBs!rBUcK`|0J_ zEfkiitHw8)UlbUV(s4-OM>LA|#KyEzl8m!;cJC`9g>L=r#oVHSev`6-NR58?Pwh}H zatwN&Lh&}N9a|5M0N_6%;aa|jZEx55v zaniSZg>s~JT+)LxNaz|Fk7T^c(EreSeuH{03LdC3@hSrs>Uw(-TB3}8@<-%JR3XKm zCSN%;SmMXuSOz(Ksg7SI+WCEM^-ytQ&@L6tVw?ub!S800;_t^UK@DoVl!o7K$$+)x z0AZ*g)PekQ@LE8;=%RMG9IrfU%X}=BnyB{Hai2hBf&eD?O)1U1-)5=! z-q(38=vwSmuNVJoG<=&+Y$Ur7q6HFjrs=n#Fvy(W#emfs^}#9>IaEY_nQF)^TdV)0 zQSnBzOXk}zD`vWrv+WNNL6)kXlttP83q=jR_#Sv*k*eF1q!hfUaYz|UGUs}@|o?4{}B z4XW7pt=%4y7;GxFdL)|HU2|}4Z{Wv=WnZvByw^y7X7c^<(Wq!3`IYI8ips$sK%BQ%Fb>bMco#)pU(uwX29#!ZGR=0 zm(^GOPQ<2HXn4bB{nfT;m;)DF;CJ(}p1lkq2JnEziJvTZhH?qX*+XP$0fG_f`3Y=F zvpSJpi9o@ZMuwGT-W5$!VuZ6FJ0;Z=u=#xB9jUJ11TXdf{}r6V3B*EQ)b+kDl>UtS z`nOI)tRnHgAQU#-v*T*}@wXdH!d7B1@LyryOi?egko_53FYT7;>UOgt$jkM9$ zulOhLOy?-FGa|B9cT-~ZXMKV;gtLIE%;w5tiT)TTrt#v7D>V*V+*hpvGRCgYG=(3a zw3fuu$uw`+|HqA9sq105!CID3r+Y?`9bk^0X$Tw@v67^!dI!+@Q&|;Y=KXj*f+Cf^U-M{cfa?IMyu(A ziazi282DV{H=|u;Kar=kHyk`Iwq6@k@+4Bszc}x)m3M)hwpojPC5+ICNArAP7V^~s zL(}3(4SMn(uqCz&s6#otw-#mV3$=TY*U{DFfVe82u*pr8=ZfMUFG>IZ(fj|E7#-%i zdkC5W%Y+slZ63&qQcvqr%76P{p7Igdbi`v7r!po--fLfb03hRl4;5Jb+~DyyEC53# zO`^xNT52}X7VHhX+~E9YXli4mC1Hd-RJ{%sNed7JO)Bg(kEYn(!qFZ9FFdk(SLtmv zV8>^Vs{t2F@zAjC*_#S2?T*t~pMa*=l-p5>Q?h06=Adi5(lFsMa_!2b`twS)1+6kK z|7Mnr`9D5>TpfQeV!gRsbe=K!L2)UfTPnRWh4XEo=QXAmwj*i; zxP|u^e?cFFt~{KLC{!&sk)6Ns7kJC8fO-YQ4wwQTHiY1?!@ka)={cpVqV29X0Y=FK zrb&(6h}$!$Iy*G$pQtj;no+$XifC>6r#w<};OCbfqI6C*l14VX?bf{p7kQ1FFkAs* z8_{JGCQAv8Zw(kFdR1Hx?#(n&!d3xXm583S4u!e&)g!dW*k~)(6QW!>;;|+++E@_G zBv~FML;-=CJqzI5MnE<0yLuY~%n?<@GfSXme9lJ?7ga4K=+YY zKHL(Rk2BbH^%TrJge+l1ht$YarYd_HqBML-;Q#L7;ErYlHmf4kCl4aK8l9w(d0RSa{mrF!2D z&DhY#lT{0rd*V)_(q>j&GpVh%zs!RcI`|lS)#W!M=-SDh+^!Jh&O0|fUNh_1{e-xX zoT@T@1V(R?Zl!f1dOL5C%)0g2&(T1twq@x??k@DEbmh&Tcsc`O;d#oTO&vx14vU@x z$Qbq4MyPvm$C6Hz_t70eb?gtv9EeY+nd%Tuz=5yecW3aO-wIB2Zf7HItai_*Kafi7 zK-nRBEYH$)DA017PXmr=+eA!hbxD}@!9hS^(s9B}%8EYMDDU&#<%S19>=Bf%)-{NlSdkox%S+>mu(yF>7-NaJ>G^1V{K{pg2$b3&!7h9w|?Mw2TZ-7{nV z|L?!vSzBc2-?@Jzs{tJJd+l5Nw zNy}Ic33SoxQ4A1n5i%B}UMAdJFzSty-m$0hambTL@PsB>w&21*zuk~gXccDXn3&mU zQI|N~Hswq)43S6wvBXW`C*7j0n9PzHuRset?lz#h;6By+B#jGc5o+f}NbWrbFu7)}6_I3*2HYe?24pMuMt?OHA67gBoP zLA-oUIF2e5Pp+p$cmq7yhCRDvLrzeZ22c#j5ZM zu8(z@r98`Gd1kSU_ddc)ZXJT}D3u%{-yE zup{427djhll%V&$^WDQ$ScT^zK+Xk*C(|$1=ph2nmO+_ThBDpzSz%jKAXYM9O=A5k>d2^lU*ZUL=r>44AC?ThKSyn zbMEB*^3Z(Id-b8IDd}Q0wrdM8P-%@rFxBvx5A0iZ)WQte4u?*A5qKHvJZ zxY3TxE4jp-c)>@8>AKK6aG&x7a`peL7Mtysc8Qz++Y_d)G9!gD)h5JgJ8!O9BUsOG znfQCY2A(t5oy8EYxSG4MqqLps9C}y<4sZb5qSBo3l3%_Qx1TC>5NaC2;wf$nuwzw`i{0*C4|#j8 zk}3SbJUl4yK^dlgS0ldN?|TVz|89L^ZqW}nt>4G*|Ld509RGi|0^wpMdjZ;q5HJ%i z;FRNuIW7EM;+V{li{hoe@S!R_ed9kJKmeGHgnMMcpT5y+SaSKs40kz5A}tQMdJh;Q zZFzh+O``}JIh{SrpX~si@fn6jQ4(VgcYDMyviP1U-~Mkv1OIJUi?3nxs2qd&30Q?- zQ$?t`nC!&$f;r}5iA$c!x}!r*8Oc8Tv~JV*{i-JNAZ2e|Py@RFg*HVJFbh}z;}F+P z0Vrf&2Ac=fTG?ru7puM|-%m-tDxgDgineihhRu^NgUV(~zBsg+4D?l*-+ZZqBUa@h zK29)jlPqwy_5ZcTn+rh?$`tBHHL~#UX%SlDXqkEkqZuHC#k*lsl&X{>AdtN5ydK0m z<;dsEfaM(Uzo-DS6|mD4t0=Ng;DI0iNXu%Z+eG5EWV8z1+Wq%&+E@#q|M?KyX?X98 zn2=q}Xn7#qsUUO#*vJmqqPd0Du|(XVLJl@}zNkiqQlMW0bSM>J75MYoVcmvY%n~KI zYsPpCh+`tx)Yc+_JMUXY^EBGaOs~0=q?Lm4s!^-*J&GKHlO_G@xmEVmn`@MDQo(_f zT>Na1hn)-x&FCD5kZZU%k}tt0Yp*6nI5unOEx$$hy-Tj_{P=yWLIvu`kFSmKZJP?? zwN?`#t-@p)I@9q;F;-3evqG9U2W=29glb#nziLgiC`}fc_P?g|m<7Z)s0L_yMjlXI z81$?Q1oS!&bh2wUACfa9u@LYbpK1y?;7?vTZqJ10)4KzAl$b+TmsM-Bh{VLY`UGQXnz9(G(=S1RM`nh&G|}S5aUZ)_ix86Otc$A()hrVh)2VUMM)1 z_hPqVlgvnH7_KUNgsF)TlVSVZz4QEbA6`hK?S<~EO;Lt<={ zCNm9$JWBkVIN6-(tED(^ta7w?HY2AmfX>ooz@`4PS=4t)0Gk|X z!7;0i2QS~4Gh9f$aYCW`BgO!JK!LxtU8niMpz}ekO90OKh3jl_B>pt&;ByI+`EHG~ z_$-iobc7AeyLie7cZPwKVdIi12bv=DzO?}GFk$7Q-iAt&{P$h>>OGS$$v%ZXBwb;o&ot8WMD48wQgps-5Z1=N3GsZhtg(=zPK zBAXJf|ES!)EETf_J^)!S$z-R#1lDL9ity}!1S)QYv^lBpvTXg2 zK&8mrecOE#kfvp_Dn^8CkDdlTVr%b%5~n!ptDV0}~w&6PT`~~`sXAckdcks@%$=1&f|sdS)rwPF{6G!WE)Pj zQo4BT1vUHEe@t1P59!Br%XJGW7AG_Pv=r9d(K=A)8L;yNzdi=R7t)4z063Eu!9SE^ zpI$NO3{RA2C_pQ+5p?LEsvO3S27*w^p3`|NB$m`tuY?@eJ3-?`n+ycG{i|;;SHJcn z$dWU+U64p@*m82%Td6WQTp=rV%f^GW?P9^oGt`1vCS4)Jnl+vvdu}!9g0JMHb)8Mb zy6%2ze9>UXUBNLiZzF!;_25eZAds|TxGI8cDd$}$p%=5-1i>Y`Mim1@;5miKSo7Z# z61Z*`tO|myCrj8)5^0b9BmIC|1Itpa;ID9gv<>C?YBX*6l+Rrc#9>ti0r_1R$*aqkG=MKnHCs4 z;BlVP-|{aoi8tJ@OVvpvWV*Uih`G(BXG*mNXtqmHc4u@cx6#Qqq`7IU|LwQ@)J7Oz z(|oF44Yjij2#Jg*ig1V$P4%aUE09ww{eS=utkF|z$6^(6tLM9|8}h4H}vgm0&v{TK@v0iwCrcVG@Q~H(ESGM zICNR)Xl<7=jETPfMz7X|vu5*yf40*JK_mpQp&Bx1BJ_UPCKa%%`1b#dm52@hBBwoh-JJkgqt}K{% z#%{iqL|}b4SY7!?7GP<`vqX$-3~F^EcU}eNlm;m>@_%Sy>N{VTlYn%4n#I-5icV3R zIq<5o^#ewFXMdj>V!F{Jf~83A$oGo;ne5V{B(t*aHJY5UzCY8*O-?zsCwB07m4wZV zU<#BE5&LNSH&FqP^L!}d^VspH55nOswiK1Rog1&QTta*3W^SnS1Ag+u#UU-in7>4l zmy{S9tnTk{qon(a(hu=rMzSzgzN$c7$lxMF>@RM03V*?0ah)6|NN#|dWK4y zR|n!g8I?OKB#<>c!G9oKL2OnB^&9Q`D8;4__dD2gI1WN*K_yUjobTdf;8~rl#FDqf zrI_Q;xSVJ(F)ic*8kqkl9+PnqQK(HJFv06$VCVLA{_y4~s*}QXKqrb4kh9x6H|S1n zgG`DPI0DaS8UqfZU$%z9ja*v|U8a!vS@%&*{O`+M#UgGP>M z?E3`F!O(HpFgPs>s_`r#7sYdZzun~&*-Le+Z+`CUu z%ke68u@oD#7t9I|$-7>MHE|!(OHzJ{6Po;4g7@$L|NsB8m*n0nEp&L0UCa28FkhlA z#Bc%~Ou@d6f;Bk;Sb!poJ;5O^D)*d@jn{y#zS?Rj{rn+G1-G;Mtx5S%; zvxUc=5HT?NOa~J+2|rx#Um5V#FL6Bcdnuz*JL+t9xF#5NK;j8RADk_R079ZAA(B=Gh@DmWmv;Y5>=g71HgPGO!V%MutCR*FAyy8bi zGy@y@-*Sn_`XI`b~uP&eFS85|1D^ZJbFV^r=Pb8j=)#vMWb|F{L0W|tqZVL%Az%OHpZ?6v$b}D1rC<84KkXbv zqUNh4EjhsX-7uFX*%1X19{b=MIAkZ>Y_F@(;!M(<8Yv=#} z^FDw7*jxYe$z}Bb00RIP@k-vs^|-WHZhJ{pxgW@mAQS<&7rKm0%H{JVIM4t3n*XJk z1P66P3L|8YjR?g1|Nr`5{)m2Wk9T>i*a-EIf1$*Dp6+jP+9cqG0 z$*V8PwA3mngmNqtA@eFtOIEiX^Tz{0Wd3e~dp`BKtw?9E{aL)Oz4AbR?%SBwXJJmhr9Kpw(BljS zW#H$wHM{oRQdR3C?LDTywQ6w&yc#fq2two$^22lC@4(z8n&$4NZ}^NK>ax(2{RRTJ z64f_#yJfX{4GVS=zcXT&gZk&!|5@~QUT;gwYO0WU-{&43KlL#gv?2LRnlj0a0&YkP z>yn>P-R6HU>jVUTcYhNR;hM(&_1S&PPngh|;-mxK1uTq?dx@l%a(-@=(??IZvV^9H z)eu>iMrl~*CG~GdeG0ZD6>3a43<2IavDMwVJN7pij8r%Y&n!Ba$Nx6_ zjLGL8rL>S$ezl=Z{57Sc<6mw6Xjf@;c*sx6d&I5w7PmKUFYq_^&GwtR+{LNks@(vk z*IeRqt--GGt4L#vi<}3Bv@Q!`Wb3SBZ8(zrSu}J^J~p8+tc%>pxPYn2Lc|zRJDvnr zMVC(itm6m!z9b?OGVq7x6FGx9Tn3gu=mOYh!Way8hUsdsjsrL(1ypf*-K#@-=u7AS zSUH3-C858oiuVQ2<dx#p7plsQ)}xV} zxxQ$5T}o~fqjob~{moS>3^3yedhY6!7gnFRMK~ZG~g>##a$=F7LXgfZH!w!#Uf

9}8}TsrhC#&serJ(=YL>(F8xX?G0Wxt#?XjDge!(&|arM)#PB&1%Jrq*wgwT&wRM-x^lrQWgMc0O%?N{gqOu`I$NDP556enj+J4G7*zd zY~q9uG`f3vj9R#y?z+&2!8X!_YhdqH%b&^zPR=?;^#EYk_@c0CkCG&sujKPo96j1wF_`AQ zN_u)1Ko+z!))(FIhZ4x3w$nDWy%07-i+vd>@WwYF*Ga~FM%57KZQ^4vj5r(vhg2$} zS8UnafGQ5dGIMZ9G+GrI15*LeBpbHZjwfEEVn<1|v|)(b$ziXnHkBxV{ur(ctTn(6 zIL2No&>Z%96~__;5G&PvtKOw&jX({DqqzFN@zISd%1uRH!nCk>Mll&F406JOO^`X# z7Hvs7aN36necaF}jZG0`lYQJraJ6SKQ2+8v-e7cx+F3t%f+kP$)CW0NdoTQ74xlY2 zd(o=rq~joZ2$kyCSE*UXc>q(POo8S)iC&v4XOBX`rf|cnq3tkOP+>~82+&jg99P43?IEqWB*Ess^*lqUmq(4RHwQL$!?PGU0$4iiP~pzCkSDZc{P{q_bctRZ3?EH zVblr+c*A}#!oQ?2%5UwD)K^USsS3^R8^}DBf_HF}+1#&Qo{7BXh|F~93?w%wjzjmY zfv#kIir>zcZrnsNoicofN)Ei8tJ!6nc7q8;w~!6TS|D@4>ApvYA%Awexa z+&TwfC3_6=xZ9#9swh6$YGFs~D3aIqh|gTjC{L1;;&h}}E!Sh8%9>Ufu^J&vXePG+ zebRBxZR_nXHM21XhEX~=`rx~&78@0xSlpWjy<3@}0g&y<5^{g}f2{Lm?1PJF=r$y> z*nN0FZU-7Y1NDijw~h43{c~`e4UMF2Rn$xmC>jHEC^}pkP)ldIM=i?zm z!ZNO-Ss6=XP0>U-1jm`OMxEBa^Zqos@89AI@t(%E90L`zJ@uf*sUJ))WOh*%dUu3P z6)5L(jxl}%!9}Kf+sK`fk7|is7hPXmEw1 zM42x2fbY7CPuvX&Q)t{gFEubS1jG`SHbk`a-vM5F2E2LCBbG!^KMM8xe9D?_lus5) zAqk0{?unJVn=U!c{*kLeWY9h-*ynehg#PVjpvybiGDk?&hdxU5@IT$sv8@XK{d=7k z+VIi19{hEYjg=2p)ovnUEp6nI?dvbUq9W2f@+DhAfB!f@H>$wBk^1cXt4rt_0lA}C z?6yz=zk`-QEIi!F^YPi81fY zI@IEi%raCo8rZ2&jHK;861CoSaOx5HyiIseCU0T)Fuu1{>qeI$N2iEuSY{^;caH?$ z7xgZ+YW6h2rkz;BZHv+)m*{h|Utf&4Mct98yR%YLAj>mtVa^V75oCV1;UtK!%*^b zeYr2H6{z4Xgy+wp zc;1I-UD!v#ahD^+bqZqBvqqW5^WA~xYnD_A>j~Q)Ii7v8X=}g5Uk6MVt$@LXS~b@~ z2UZ!*Ns+r??&IcuD;bz4XJKWRxqrquv3zOLD#@G~lZy*4s0`ne>1sa!FCWL3MEM3L z{3ZFv@`Mul$0Qkn=H=y@v1?;;t1lj{c=9}PQU`nu!6KQ>w79p(d@}LZO*0@Zyt<{p zo#FwnOK&Du+nm{kfOQweW1D2{%=P>SN+E|#{DtC;H?1no0$LZubp+T>s95oH4LWcd z{q+tEpF|a7YRS&Q?0{D2!rubqnw{vWGdJJ0YES><4n7_SxvDMxM{G!w^IyDEbX+Ej z7l^_2(2==6)~vfQH$U9PE4_mpV#kxMk*B)~ykdgv<5Y1x{QTX(oyG^yCOe{Jgdqd& zjxf2LC0EXJc&0mOWXqE&_YVqNA8OZbrQIIRjo5E5Ayt*y{c3OBgQX?4eIGGEeU&T$ zo`KhCYsx+XKk*-Z@~ztBSx~#s^3bA38xw`Tv-TmA=)N7x{35U0r8Qg8|1S6-l$q5J zZY(#KGSDT(RFJoM)<5|c6!UMWWeyeDHnJEUjy|?B+I=H?=UeI$GM{ES`d;|h*lQH; zc-0Dqc7;RUPwlOeLm~vw8SKSHC6>t0&aWH$| zF1}4w)dHe&pRq#O2*P1giSiF1ZrBJow#rd|Dz0xsE(}4wCx>=Z6Tlemy^V>cohS1m z{M23?>{hnAJi(?dKVVdG1!+DCE{>u@G~g>{Q@woue8)}NG!1_=Q%MpYugCC7DB6`t z-1c4xUJ`9PtHQFngZ-uS=*mQV4p33ZRED1zR6si^5*eSTCTB1>71aDaRPp4(rcre|>^BO7`D}zW8$fsJXFLuXMQ2F9j(9K?!ql&WRx-l8auUbv^YxaQBNEkDTLnh~V*JAj*KWd-vjQ~1f z)Mj-+H1-{1c8eaq#;|VXXAFl+JDEY)jf#x}|#XB>)##^nD$BMD)w z*R7uOKjTSSvEd<-s-tTLOM+z&!aHaurLY+DEIPOuT9%^nn_%%rX%4|LZ26u)d}SD2y`L|BYAUl)D;@^TrYXHXuhDeQDCFEsZt1o&-wVl)EBmx0(=8hLUux2 zIVaNPN+0GF5OrC_ujAlIcKJ@nM2(b^4FlGW(1we8=ChNsOq=%q|HBl@ed2fj_;=Rv z&-mMp+$!!>UK}Xqo%n+lJ*`l~7^>zBV!QsmuG0;8u=TxIPO!_G)V@)CTIq8w*Ydc_ zMBu_#G?+WSeSl{Mst4FXky>9kdK&Ln8I_&7R$bq~6-2NtJH2NIBnk%a2XJ~>lr>d~ zArMgmukOt_$4?ZFZztfk6Ps!20}m-eT;@X$*$3M>;{OUz#FxHlo&gp~Fp@{e&zdl_ zG}j7P&4=+QmX2Tml;&`t6Wizqjdzn|uOt@B2Lkb^vxG|J9ra zKs6p2&}&JSRMSB{A-C7uB3>3;mc53{r7!f{#OfQwCO+qH%kG2?ylEKJRKjhs?MkO{ zj6vz6g{>O0faCRPP}sJN``NBg(Ph0B#s^fGQ;XdJgtXZkvs0K&^Sd!fQ${>AiO&$) z4l57<00RI357eZD;kP^iTN!G86s7iJ|MypSUmb&q5^*49^k%0gCzGqgLyfXs0Te$} zeg_gSkI@`A+G}rAJB=QU2?^lp%Uy|>0lB3frA&B@xxf9H*Zoc^mMz;=O3_%#%p8B> zftfL-V7@BR6G~{EdJq7UyE+f)C_>F$PA%+5P*YhdZ$nKYyzIA?f{7&;51PQiL#1D* zz2{|3_Oqdz;z8wR7t|A6(3WR-Qjo+YVn7O4*2_g%f(|DsT&m`?bx7;AVuBHRn^$o) z3dk-VK6zgrSeAZvw)!pq|CawR$8{eaQRA89_gu%gVPgIpb(GOsr}$StUWC4RQnm~u zi77Unj83hOEpj@(0i81^hAO&t7QGe+ZQDwc{@9@zkI?}v3z-w2bM3~k;i%N20)>fi z&7T5G6y~R8C%*O*D&MU-HGGU!UrRMFC9skKG^wBd?F!336&=Ff=NDzEuj`AYSfuU-*i>_yx2Xv{PtfnA6$f1L zo~G(%SL})NoL4>rN&Rnz$JR^Nk1wYDgzLRS@;8#~9+2xzmTcUs0z5=$3L~nK?>($} zfYZ9P^vw291tG~$C6JEqUxCI^8H3@Rx+v+hfQJ#F{N+0=wZ)-!-@GO%A%lplM25B% z|FtAXo|c`cj{r65&VSQ5T;lNhz5<9&l%y^%?`Z`9p4lEDLE{Xq1*#1fU#%gA9o}HWT-jJw(as9E(jhh-ZW5t>X2LDC1I%cAgeBXEK@&kQE+Xia(j^TG2pkr zusRMHN=^5kBd&xP*ku`IoDUX9U0XdPXZ7Vm)BkofYGE{t&c5#Xz}loA{5SpB>csJM zlV;2z5hKNK+9xNkKS62c#igJ_97>nZ`OU(YR_EbM*zH94y zC-Ip4VQ6}jk^-rqr=T`R1RX&AzsXfE#m}l)g+CwaZlvairaea9gS87x)Kel#WzC zgrMB!-~WHM?ey1`yOM^TGsLYV4%OeoC<5n~xY*L4q_M$bB@Wz5gpxg-?E@ahDSrtW zWS~x5EWLNVUs(mgh%>t3FuorYE+LL$O54gwFnm@9B>pP7uljuZgl#xL`pi-ITgu}C z9ur{gw8EFOcs!cBj9c`z|DYTUS`%F7#N!gSC`!psnmkw!K_gdXVNxj^b|AsJ^e_U! z;RBM#g57!=6~HUYTgC{Ta|&a{ z#u6SV%grKo9H7IXciU>GoAy$wpIGgE!fO ze`R;JqO856^zZKysEG8N9L%StDt-B8x;r*iLNn;QEd5fF&Cu9pzb7;2=?JKn<`5ES z)f3(2hRu9&Jm$gQFSY_$5b9ZE+kw+UDNif8IJNknb$_|zexDQkMx%fS{x|MIKpNUm zOwR-W00RLl(0@wWbl%`p5hoE8fCV7DzpusH8@~-apb2ql)l9dRJ3!T)4)U+I@~ZD_ zZ_^2-Nmo^g=7%2L*OjKyzA{C(F#aQ@INb}tbcPho(;{+V(-ark5UJ7BLx}6`VE4kV z#aSWgXP(cG)GZLA zzH%SNG5li0VgItzNB)v%Rdf~W-&O{TYOnmU0)1hDmpwHEzxn16A7y*F>{$NkuvpW3Z@fL5eeL_F^lKoc~FU0hPcrWfk%0V&@OXD;Kp?>^yzghB9W8?mU+s zx-IkjrD{Xv?|2y~HWo1=I(td7Pjq@jG(%r7+o`BZ>(|2K=%u*k^xZkgQ5P*FQ^M zE5AFzji!;@o~YfjP1yweYC^r0B}hpVS%%8?-M&}p_6@L^LvO z@SE~RwtdTd7Urv1tb+V?1hfgk4)L2jr~NHmp^aejgeDz?+hNu_9eNIo>4>Ok%y^O3 z>wo|OsiH9E3@m&4C7#LH8m`TShCx468p0jMUev^fGGp%>VjI_B6}ox8(ak)3*9@PX zBRf|{$69L1L2-|dC+h&2aq?I@vLEC2J)>tACowUM6o%P%&0y=J2^`Kt`<}F$AOEu9 zQg(ReWERd@^=rM#bo6@B5o*^qT8M`!w)45V>-%kScVp}Hl;oqawO14|f4^~m^1iVC zh=6AVlX7Ak=ff9K_Amdq;@L}FxkJT5R9mphSS-s^iU=%P_FH$Pu%h(4!*I8SjC=d| z+LO*Iwie;_Z{8`}YF(L!eyqd<_3T+IprycK4tskNw{PMcxYMFfgerVYxcnyq;X!5g zj-CFn9o3sIQ;{IF@)ox?+^ZHBxw0f3tfUo1Y0yTDU)oU*MqL}rc^pclV!LIO@4ngt zif72UJzjiWU_Y9jBMbe+i?i$aoJem{ zBp72yf^vVh*}s8G&9pwcqigo#$NHAVwKUVfK)>c>vO-51Ns*PBktyu*bW7d*a=H1s zO%NDeO(`;hQDqIy4F&pe7PfTKW+f86itNwqtFB`H>{(B5WL=2_Ef1JK-A~pVD&3r` zKTlo7QtL4Z>t6AS6aRUJQZFU=CmQxIYmz}_pY3OwlLx-bQ=>q#PQ8#?DuJlG)RTSp>Dfmf!FErNUs1cIyS62N+{|n z*BnV0gjkQnD%`3^NX|u2fX@Vs_7*!Hk*86WFDjU;$p$m_7Dco#XtRKB+H!}YN71Z< zt;y+uxD%4=b^@ece#Pzoe<8$e47Ylwlt6lDfFaDpzJ3 z9@X+Rg~uTnyUt{R3?m{{^mcsRQl(Pa@?fb$AZby#cSM>nvY*W2vrf3;yLigK>S2N79b+9 zx0>HyX#zizloL^3_3vp9HkNwm*yw`3&{F7?4sCYpmTN}-j*n>}`$i{OBZ3po`I8w3GTms{{J#;%zuI|dniQ3&=j|&S?ux#_P4h}`_M3* zCf8Ju`P-x-;;-_(d9!hfqAwkbDCjw@oC%|QcVwHFnpP*I$(9$>=D#DQL?Y0Tlie*T0m@YpP<;|sz7__uh$1RFM#1xb|q&JNG6Y1tL1thx?z%ivD6wzk8?&`RvBL5AcZYlw0L`WV=*lA~#GD z{k6+)NI*9S!^4fh0pnl+zj-@0i&fQVN%H(2%is8E*DSesI#@s^NZ9GtfEOCqsJYx@ z-jwHG&0Db>4n}ANw)Kt6SN%8TA?KIaCngD6jPp)XT?K_d2o`*yyJ8cH$Pv^fp(f{< zG*xrg{hx0s^-a+oeqrIn1Oh!~gnwkqvxR*QB|~-((HHu!srp6P37h8EM{}z5mis*4c;u>V2 zip^*OXDYjsyG4%A&ufc!U(cIQeiG{&v)l1?H7og5lU~ej>z!FTAYepOwqnyK0IsOT z_L^JPyg;i}ffYu=9KQt%OrB9dcx$Q7nU~H;5OfEWjk{{;ywb+RsRJ*cM85F4_IF{7 z_N5j~%;J;ICsrIu_5XR>YlSqEH;UG(3Nt-=WU>Sby6c=d$OF;tEYO#01OQk?e z>^xUH+#qxxku~>T{7YWfn%Fm4`4zA3f_m%s)jzqFxnjvWOOtQIris(8UXkIuLx5&< zqj%K`YLz5C_(t?;kpF+14aZftfsfh)sU`;aPoQ{?)o4b!~t5**g^sQ;}Xt)tQGl{8MmzkW5 zk|LRk8hmZilHW?CT}d+`B=$jHb5Op$B4-tM)s_-sn~aC(1T)m3-kyRzmBz52D{=Sb z*zm%{T#rhBo))-~HUltyu=X7O=xumh;_qI8A#@ZSvTwA+E&WK4sRxOcD3O-9Bc2vf zZwMuWQLq(}-z@j^KPF}RXL9%wqqlz0cWOp&8f=?n4Mlxj;>JYL#1vwd)1MU0F^8oM zyA_cXU=1AVW>d+j7H_?_yN{MC8}LyanBUYKzMznj`8_8Wc2bNr)dNiitEXhymGnK0 z4*&HXUiq%$|Lt`r-=*NShngb%KGW~A^!aB6g;J9J*u6BbE*%#aR`Xs_#dun?@5ZL9 zTE!8Xp|>{gDg5JV38X`?Zp~1D8C-MDFWozwjr{9O`Gd2H!e^DHD$i&)qS>FKSx>I_ zhe)Y~1^Z=2l{TEPe!Ivv0lKf}YFhpyktuy#oanCPdUT0n>!_@Ao1Gc1|{WFeh8-t0~N&e4|V*s?1n-Mz=wD} zhE{i^(|n|afn1CzRXzl3$1s{%rqLp5=(Xaf_@l@Pyh9@rv zbgRE=4giE~vFw?0GB&`{2&T5;6x2`~I>UjVwMle2-BXJ^!fp7(9hIu_nSpQmcT2Xd z+u)*;RGdx$yHPl0YQPei#rWN+5O)-{jsKA>gowY@Bk{bh6vh=--3fegoxjvAV1gD=2?1n$^cr{t$)~lbEZVkeMTEOqopkSP92Zq1@ zO8dY>eBD2o_{Bz2Jc-$xSzvbm{w*uujjyp=^9VfH+;_raC!eGAUGGNdsr1-Kwv7lQ zdMTeKg=4uP=8m>m9$(wC0009300RJf@atjt$<*Z@ z1;Os*$RkcPo@n!unIk_YjQ-|uS(;D(&7xiXU{8iO8%agxm#55glWA9dXrG6yo#cXJ~M1Q=n+L7O2ewS4eN-LI~jzdlq9L`VRBG#l& zbws$1n>rkqIlJ+V9d`;-*{6_pkK;zDRAh7{@ug=eEF@!rLBB0)Y4)R`9J|jjtK$5= zCH3GlfwF)0ZdgJ&8^2fyA0s@Hef&_6-w1J9H=`z4*4n_I=l><}Uo8s~`NFE?gwB2R z^oEe_Xg(f=AEU@{;l>c1s99y@UjMg@(g9%LUf=;^yyVSUX>7+Gk}W^E|LLje^+VHI zbwBzZ=i%p@FFwj;`LLx!Fk-rUh`jnYu{b)Qbz5|ciDjWi|E!s#@E;2!mB|bZT2}7i zl$fj2V*!BRr1J}Z(t6}Cy7^DKCg{TU>%X8A;CgAygEivO2-?IZIF+6L5SIvqueMh~?p*^m?eIb8xAk7m5p1vxlf0Ao1=PxRA-sF5iS_0g{b z?d8aEmo)m=JZe81{xe93RSoKR{ikF|hm-hS)!OrHtx=O-9MTgiR%=ho+qN%#7eQC% zpSdT=b&zQH0*hFyEhH^^`sp3e97o_W+gU~^+0UpCaEP7%`+R@(jDg}_EGX(|etVA) zGw0BRrnHF-`(zfus(#S06Pn@Yhd7SEX-9zR15&2$|HL_(;k`odDxL-y@YR;u+=@G4LGZM}P> zodGOQ7t3naL@1|hmR)HWZjIEg+>1;)2sPlU{BJFT`~(?&+I;}+yfPDdNlBL`?eLS5of)+6&^2YOosCx8&hT8iHux9kfS95ph=(~%-VvWI8a zCZ)X%O8-^Bgm7BqZOX=xn%*P;G4D8KLPJjwz+|)7D}*9ruUJA`CJnsIlcllax2nPpC531T*QuN+dP z-HZ+d=ueoR=TxTpSUP&zsV|w?mmg$wvnVH|A1;JKB#FaIY{!&b$;^6K={Z6&l*R5x zx6np}D?^0DDL#I)T zMIe^}v_kG|8sw?K*f~RK|bz=1@9d? zus8%ut@0nA9*$w+>(XE3^pd_X3eo@O4K_DI4CYl+M!D*l;)Oe`lHdB}^y+nr;dD=ThwJw0T zTK5U5UT4-Lmg)ca+7v|2067+Vo;;~)WtxGRWU2&a4r+623yOXUUc=aes=A}yMOF&0 zDl>Nv)CP%CbQ!K zJfZK6fBW;=ZP#=5&_tR=OoD810%!dmr~Sq^KEG#x5Yxj;ehMHeaBh(qG@5Li;D<$K9Af<;$_d9q2_tB^qkB?GWq~-*}KmEj*58^PBQvZZ9 z4!Edn3X(AvmEz1EA)pv!YiRw)pO{VYH7xF6qPz)SR+q>d8Xy1X^?~rKSwJ94c6N>n z=`W*P#EBF>7A}Y)9+;)v2ikp_JsqIYhCzuwz(hI7h6lI z>$E9IYS02zWi%TEAcpz}svBU{qvn%>cIub^RBg@}lT;&*{` zC=zp@(o81w0kt+U3rFm-qz9i(b11r~;Pn}pf`f3pBl>J2+#THWa7$C9RHfGQ-XpLw zKufD^S!N%V{y>5(vDV>Vy$6zC@^NNxJ7c2R&@?8Le5=n=g&V}x@WG4>=)LiY9T1R^ z-fXP@_b5AKAJ{5%V}U;x8;&d~BiRYthR)YCqdnSyv0y#h#u8R}wix{ozKgxa6^u#7 zkHg43Zhjvlnys2a-BXldvU532;G_C4qoPw@(5<#wbXeO+O@)+s&+K%&(~_{_=>|%@ zHbRk=;FlT_qNet*Hs4^S$H=7QRFfm6;Q^<@Q-gs(+)W+rG1Tjme?`SQ})mcONkr9#x@^fiwV zo@5R?=on$KqGii(ZTK~=M_z#ldvW%#hs&anR8RzFfE2Oqc4=8$>AyGLMvr?|V9G>q zxtcfqw)oYGKY%T=;_Vq_*5Xn509?Zqcz3{`VYuAFVFPoiX z1IW?!a}o>FcDLFoL}5olAkdanh24qU1g?4WX>&HY$dKc(0;Tk0NAhktAm<@*#b5j! zywR~N-TKqlj@RIQHSGo`ye6BnmRy{(6E;{S%`q8 z3q2z?w2CsXOmR0dFDj~G_!C<{xym$IjVRxnNBGq61R&EFW_w2Cm-cr{XiyJlGje0u z-_O6O`4hL_!0>2o?3KXRlO8@fJP&(CBZ_ncA0EIpCf#Xw!um{M>k-wV*mLo!{vG+R zj~W9c^@W-h0~@gV;OoJ900094q)++#Izrk>t9WuT%3N0mBgUI@gIQJYtnr~YrQGr} z=z-<+GioRnQ{-TkVdTIDW*=?K5=6P*vC!w4JLq~9nIAPnW52)qMF@OA7j>b4m0PI_ zq<=N&7}0@JhUkM%nkZzS$@#O;MiprT(8a=ae@>k=GoNNiFGmiUWdbO<`ng9* z>r4BEDG~WLRZFx|?_Gr14%J-CwT{+XJ;p;e8DsYGJ{gL#DJ3eZ->=2pbzyEk+v$*Y z!LY_A7r(B=e!)>&jCyS&D7VTJX9a-81}(9M>^1Ptz^}^Q=TYjwo!Ckxzv=(#knpvr zl`A;g&0|6h|EK?_`A1Nr84J#&8YA?``a(f*-q{2jM^aAHrdLM5;3Pn{7$>Lfg%~Ss6C+yyTADF! zIbns0x`&U$%wl}0%J~=g=#uj;TqU=9@61j(f0}o29dvk80^Hgrsz7?2&dEN9!Du&I zpjIfu5rgu-Yt6P@kOKa#=I6z+=Ll{_Bj%0sv#*5N%Og3vy^b2N-{dg1UtNDJgoJG$i9 zM5V4lVoMQ(+3-Xt0{Ns(~*@_`GLV;0c{y?cuc zciNdJRt_uN?v=B9lWHw&F$zYa9JVi0q?cl*8@!}hX;w2}FPn`mY+E`Ub_d7gofGcg z7X4KcnXRQMw@q$Ncb-UOHS)f9*d>-UejHQ1ry6 zNeNAMy&I0-5Mw=$ztNl58ge6T`Ai^O(UzJMZd|s>*s{7BWSLzNDy|xSc|-)h)Qz=Q zAm(U-#~JZZ1{Fwyvm|uzf@PVz;Dp&2C{xQ7)kfY4wSPAqSk+%^wUDg4HCHMpDKu?U3{&a<+Tm7^2+#q7mxd3NC zn7`B_5YpceRq7!Zd>COG=H)eU#e0PW6AHoWsEX?vZueo3dF>pO zgpacZ+ewe){}F ze@GA-dj#hYqF9To`d1je$+iHj^9U+G=pRfvagX&PQEMsN9~gUIhjG_97D*z-k8Vi) zGbvliGBc;=&0ytlsYs84%NG_o9j&A{_T&f`&=g6G$FQ!pxkmGZCG69L$&`8^WUa!~ zq(C$82jeF*$?RWcR_ZX@8K=TbjcfsGXvMZyh!3vrlfuhqIqO5he4G4^!C_^L<{O7b znV)IWV&?0jLphMVnL!s!AhFl%F3HMIm28CPzIkK<2v7|uRJf4;80(oV=O>{9{;$MQ z=$>-yk7KHB#v+Tqt?nIp4BJ6$S$g@8_|?#Z!M72ZFqk@O@C^!otcHu{aMR<2>@7&r zjY;+fe^14BQ@zx+7`ZvNn%pTRhUC76zE|DFIVHe&D(?+YQt+ue%+@rPz3M+KK*^{+ z2j6vzdf@x|K0D2F5fXyR=_%0c5`c)+We4|BICfsRLIpI|*^+w?C@i!tn!2dp0395k zZ%X=%e#O=&A&c`k@5spwqd=^PrO{Tn%`itn%4?#Rgiq%{?ZL9KErfz!+ygWIvv6uI->KH z+7dxaC*xYy62i@MX|(y;n3sB6VFu-X#Lz0Ayn!a0pdB)q4W2SD-EJi;T!QO6pAy2bjTJxikTc0vp4%_@y>zm-VH;n+#k| z$)K=Q433=LtbNgY|ND$tvmQZoD?#kujN`C81BEPv)kkL-ko(;!LvMcpUuj8&{_(t- zH!1-)fa@@<>Bj=59DAF=6$=hebd_FM+W&2Op*f$#P=auCrpN6X=m7U!a_3bvs=n`LfKB{IA(b%40SN* zi6-2lGZ6Q+<}5lZWH+3desHtgwj5#}HP1?BV8R@W`kv8x)|DaW`a-bi3WhRJzb-;f zxz-_P#Vr8zBy%6ertRdR53+-V1frnz1Qr{29FT62ka;$ZN7|W47NX6rZlDEm-^NIZ z(9b?V)HorCo_P`Ec}~sJ!CVk%p~wI7PmkGDWfx!HV6NuH_i;0|kt_D5F)J=@#e`8; zVXE$|3Y>rp_3mSVO1Aem4D)9G2yfUm-DA-{A~Hb9_|P8jX<$CBbJg7o&&J4YsMD2tjrz1P_(59&YI<}1B+3X~B)uF$K3=}Kc})}*_-oV9>aB|1zWb|5w z56t6I_-VlE9Li?J zCU@ojvbfI-@PMf`>?5>;2I28no@dqO`s4dtAMd+Y@z!$e*4yu{4c!}dNo%o_yFt@d z0w`uuhf57WmuGiY+-eZW?G%mV-E`SPB{b*_uOdeRmBGsc%O)|w3PWu$jz%xac(-Zp z>fbpGx(cMVXvhEmR>9Crk`0symu+_ z1d^k)cYLUssB7vhRfbrFaUk||oSGc5WflqccHtfLY$FZT zA^<=>ObOd7;NiaFdQc6=G4ihKWoaV@dvN$F{&`VamD~cZ0bo@xHXefEcO_2TRjewj zan15H6FxO8Kw}vK6o+n6O}E|({GWVjUYMF%w%wL#R!7#O$i%^tes<3WYJNeA#m|Z* zJ?Md8qchbce>19lkXc!MHvJUC7fRlzSw$#1f&Bx#VtPMJh2Q{+Og$a`&hQ9H`_dRn zy20MAG})Z+(eE4&e|Y{Ff`#Szz|TZw&gl2YhIjE1xB6941kb#-=~Xu-lLmjG^zMHF zUh$d800Sq6iTuCPhBdZH%7t%&gmeE+002OpL#EfPya6lBrzHO286K$-;FQrdh2JN; zm6e=hUqXvUAX%fEm?1B_6P75Fr;NMi0vE90frTH zSol&j(a-GnruZe^D;n|b_i|-BL#v&B$Kut`|6nD#aU3aPA&Qk$)kmqyRc{^*M7))`bqWoaHimSF-;hCy*WI z)^5x~^O5k{vI{2so&R@R#9UJkZ^* z71#e3y-HUgjH3kU{|~2@jHFhG1&d@-S6GeDubllh5gKC+#9vItzC1c^6`4?4P{X_Q zPKhflZN7I~o5YqMwKNQycmzFMh1u;q z1!!mTEq4rEgvMGw(LAFheSG4CSupaf$|XanUg1FULtdspFZ?PD$eE4C-CdIc((R*d zN+CRcZHbhu4xO*PRZkoCdcrW52NYcI*OKUx@m0DSY!?^uKqZ7SbnNvr*BHEm&XzuVjG-_tDcyY{VNAZ@h5@(QB{bxnk9LK_l zod3b3N;OsXAQVjL6YCDDqhJovB=g*WiNH?oW;zS4Pm-({6W$aH<}VWX<$dw}C8)n8 zk(}UeFY7-p{%s)W_heZaEcT-Y`2a@dyjMm3ih5Cr zftA>WmgDKry~v?0h@_sQ4*>;}tXS6CEodwX$scUSR;*spM1cwe$S;FDc47z zYjZRzB&E~dmn>|-<^%EOGR56Y6r#40JU|}W`**?ug#o37IQocPnv708QsSjZ4F z03fpvnpL|`|MQXw3fKfz={%?+si`XP{`Jl(FSmcmMhy)&NHH zgRWZV)<1fs&i{~NDzyJS_y7B(Q zM9;U3r|?d7V{=tUsd~HT+v#)Q!pl)&o2lfZe0J+G$^_Wf{z-=<&)mq38yPVTw7`%r zLSX+Cvl*RDnIOD489YGeqa=~9cIN>PQ+m4p|Npfl@Guz^?tEZsmhoqNH>9Wn?XC`r zH)om10`ugxXlF9`F!TRoKMPKZ>h+%jEzjFEE(9^a(~0Uo z8Lh&52yJ<{_|*t4YUn;W+7UllvgW_0UpINBug(#;N}EzM_vT>e$?Jes%>=k%zl_jq z`vwFIZ1HBklYhycH!mAMpvUD=3Ms_4;&}6?5OAZa3f>n3`1`XS&-qw z@9U7mv`i>3;7F~pfN^_kwh}rAoe36 zI`sM2$>k1u1<@qYiG#Pw*wHDIZV%$#XPf1|4|_5xX^BT>zlh6UEJWE4qB%KFWF7?= zkR0vZ-WT_yT#FAD3cb$-~DihiGzL#8^1O))u3QwJufgA1Sz>{y;lu@j} zDJ+*sa&2JAxP8rLu8RwWqkhZ4PN#KQ|A+tp4sh>JZBPds>Bf0nFZ9D@JhpD!1}c;! zL$>)mLXBzZ)P)DtCHXQBFPhWBN@^OXqJN1Y+g(|cVe&H^^{yv!BV5t@fQ)H25p#!s zxZIHA2TG=V;A~AlIm$`b=_=nZ=$~XRp$+?9-%yA)1X79vL`3Aw20#jWNo1j=5>|Rp zNVb?C-YPLq_08PM+NC>tti5cn27@cw`qZyJ)Ln?V^zxULaP^Mlv5cHScWNo$DxE@* zHW8UX^oh+3fiL7L&tLxcWIIne1@6Ee@T}Nw-8FkD9(&0{MtKR+lCv$-6t*A zUPcW=ummqy$jmj4aE&2ipg6~I6(LB%_}I})>MkPXVlXrOn%cB9!ej?&Yi@zfT$;~| z1=}#xw;G1InUY==B`=cXB9n$W;D=UHicQT~VF=7_n`Dmt(ZyYMPfT z^ss5^{brRK9&JpSe;to}tyz5ZepwdG2(PL=V%?;1LWrJxjD8rz_&QrX++@7ug z;@`7m`AEUOt0i#Qwha4PWw0GC=Xhb*kvSMe>U}$c?5o6aV z{iY^-fB*mI)Bpef{zOu-ht1H-3zX2IGy8v&ie%+AGY3jeF-|>a|q$rYrquuq2k)$?jD08wIU|H<@ zvHCh*4bp~74R@k@xXS%$R~ew~xg;Z+grJ(mnam6&eVEEo2XFL_{ovwN^dbD)86Nn) z%qL*|0Q-9YXlga=*;rs~;=OG+SSIL3CKQ5T)~ekNnQ!k7GZbM^0*KiY3D2wIjx`(PvA3ms&9c?aCXljhEY zN&gp7Wjs17APXC}2s97w*^n9yqMhJHOIv4 zUOu3?>4_QFKbrZKkNee0AcCg3>|PI zUZuLx*ym2q0W!1U*3N7GvzXtll%40t)1YMFv{fH}+UMr}dvktQm~j_YN}IV3M9NM|24UGqL8V_*b@14&#F$Jl^Jc)Pr?a7S zY;xc(5COXKzcltEFL0aSLHT+Jqr{!yD)MwgTXTe;{V}`$ty?eT&8RIBVvo;Givl*+=yN0b0w|DKQsJ^2KDC(;R--Kso()~U`u293EbwKTnOcNHw$8VVMO zGLjin(veG6Hl`_K-oj_XO^Q&XdHvc9LR(07%15qA6OqfG7#v6y@GSc?FndArILM$KR;$qFcZ7zuI_y zH{6B}@cn<)@ua&4-0yiyzEssEuwpk0QE^njy~G|+1IZvbdBvd0Hc?WFlcagjy|VYK z8n@D+I6=7*vUK7aR+USyYUhxF>AMb&QrW-e{v8*yL5L&3XI`4Y#4MN8kyOsiB_ZmyD<3|%?&-Z zZIf_B9AQgTz4DFHr=?3Hy#J#1udxhX8uFW(td@SfA4s9fHz$EmlRRo9)`LN3dOh2s z#^kzaw#??|bksCZYaiy-I+^U^G`uf0n9G}HXc!s>fB*gR_eH6J<13I*ie`OJiO(eE zuaIr(`eSjNy*!)o&Xs3kG*C}-zZRg@@!~OH zb6M--l{jO-r{Y!ZI))??8I3&433x6>e-zDcPDt52j(7>;AOS2;@gD#Ackln#DKKm&Ty;i&ydbL{0(q-TZZkfksaFEI z!_Iq@oF{HL1kfJnDsvZD?KFgfpBwM5`0ESYd#u>Zyl!w8TvK`1vxre^kHieBGD9xV z+skl&P48}k%mZUbM%~-YGW}-c^4&e3Ys?+~O#oFU=h9TaT=(~Vlf$p)(?^6~lTB*h zX@VAud;63H;Vu`_akn{%+5~ko?c)5{6$VBAUcCQBewrVkpmuEP1HR7RO}XK4l|bJT zVlku+FcMMIBGecABkv~C_q-J&`z4aZcp|m8_rfzooDcUrmZn~f_Jjvcw;8*WtfPkQ zi>sZS@^CJW%{7D)jketQT<26HrB zh9k*`7JDYQ#^omYy;p*)QE!m$hAzp3qV~x11@VgZ?*vD|%)N725-+&O=w#M6TwFU<#cij=9J-B`c0`MMY4UL^T_$hr75S~he3C-3adJaZ3SrSVi`2WLe) zj%QmE-#Ib8qdVVIOYH+5(&g(6WJkq+MwH6)M?0iRwx#w60vQpc?WF~-;zg|`BE~bX zJ9|;I?)qbnaCE3S{tFue)ki=z1N2-W z>+V|+i(b;g~YgrurZ+IPJl6(G5`_mO4%=kHesE+Dxc! zJc8>h6(m}M!W+_w|NsC0^7{_*?2sS(8~{xGMm+i~uhvYkQYj?-(_G4UkvKT;sE9m+s#Q)bJCNvONti^92%8XbXM3w1@gb{s>Rdw5KN28r1CCX16r>( z9#O0l#Ur-Ep48yLmhY(s9hT8xE}gGM+}@J)1(aqVbh350)-I93g!?b#%4?W*6erMw zslIrQ!oTIau@amCnO&{09EBd) zcDj<@@mmDLk2R8}U}pV~<6PadBO-pQ3lB^ zM;r*o2F~8K?)!0&?q(YAO8tCEn>^lasX0hplVsd*Yb5R->jK_ZY)n7L3ZMa`%J(|9 z%!$mnSpQ&=RpYy;U`eKaNS!UY15!S&C(Pt8^I5EHR=;9Uv?Nzdee@>K8V(bN`1(-USop#oIbCaYKeFx;)07-#4xC%_mo`w9svd`|Q9szT<_~VxpqI3@| zV00COX2GK@?JCmkt&hCEHKd3YITpqINF*bUC7L;2&Y1SmE^0*t^ahfUeE1a`#8Amk|LL6Aih|tu2px%06mGkb!mw*i znt<9PEHG8b^w>QehjcGOFEwG}w4#=^8Xc>29R@jZK>^Kjnl8+d3O%;fre@*irTH}! zr`UKg4nqL60YsTN-4l5pVOPj-EJ26v^c9unOmd^q(L6t4lJ@=HLES9(gIN}0RIZpA zE#gOUC{!DlY$InIbVIBg)22B3ow5m6-q4(K!rZ_90oTMk^kJSJKW}T^4*^Z_1h{cD zd};Umpb@@GvI;qQlEU6q+ z#Oc)I9JK$l=gsC2DQ5)a9_Y@ryCn%BSWq}3uAc%E-)}2T(0noGe!@Z6ZQpMHO|6^D zaCQbv@LB%U#hw$JcW<+VV12>opo!vC0nSOiobs1%WK^G5?*TNsGM?u>Td`GVrahOe zBjWPK;Bq-whGUezvAdxl=FJNX=X=j7D1# zEl_ZKw}}d&cc~+qp^&lq{D0qC!;w3~lmo?R#ZdH#)XQSqu)#YIu2#Bvxv{aboil8S zaEc#pv^OB0__ggf0Gy^@aR2vqI8$%iqaUX-B-&h{Zh4M_+Og=gqFS<1jRnTV4_ujhZ#3pgIAh4?vL`xgO) z22uUjK%)Jh?7P4UDi$@xFS{=vUSfyXjZfdE;al@ItD^+5K>w>84Qs4vY}%)ygvo>? zPdy2bO_t;B7%IxUu%fUBS`z%9)!iN}G?Qhcy;19?C!cq9zI<-wV)$^+_{5SETd=XtzafW%fd!PLf60eEimHJ|vPoK2bTz zmdEV5*1@8hVa%dKy!`Dxg*2(0SIYOM@Szel00*}#zt)O-Wat=c41ay*538>ym;h~z z^x`2PE4k72OS8cQ#+4jV@@u7<(5%2aY}zVoGimWz;b?|eV=NYDMP}Vw=1ZgV9n8bW ziKbQ@;474n`+US6S?U5!K1XgOR7M_3h~F6D2KN@ONTz`(q=tf)uWo*fG^*c0%8i9t z+NMX+F+44Y$G-NAfhAg{_kLavidYk?2E-_e`VHteK_+h2jJu6xzkH=B#YHw~a1eU# z(~GAUnz2ygY8QD^QIQkh10m04freVq{E>&mQ8hSR4;-2(EyZ0R} zZVSk*up~}*JsiyO4DEsuDS*GZ`Fr2?uHd~_jWLdW^AEqZAv>wF7GXvh1;c5gihPY; zc$Up9m%c2$805wNnJ$+k)&=_QwHe_|r;5jDQ92yvAe5>AJea);cEeve&}2Ci zU$#t|_YUfT5gjOW*Wc1lJU-7U6;s1u`|K_v*=g-!Xa(K1Vc>A6}m>d-D zT906R42Pd})AaxWvxP5P%|3rCW>w8YvC-tLd(|}F9P!y!=)eioK=p-5A?g0)1{kC1 zj|GwS-5y^fmNQ)p3c^0~4A^%W1n0T}3+jsfo&QGVCwaHIY4U!r!lc#!M>1oCR|DJG zeA;Rs_n5aEK31Uy2TmRLl&X*adl=$v-y9w|)0239!0X5&E)W*o_$e2Nb#la)iQl0v z`y@h$YKo&cya)Gl=sT;@l`zSk%H;9xKH2Jmnp{CUc1do{Rb@op%!n=I(hwm#V8FBr zr}cTgh!MPauN7+xkeW>McJi>OCvu;Az(iJ z8=yr(&eA^3E2_;YWHE$#7SjnxT2n+)dshVWm09{WsS8~8x0FL|BI%%>9)CChLu80J zRCshNvclDTNrpp|1mAZ=4DXGus)*btR64G!NJ$3Pi3gIJ%9gF3+3Si5z`YZZb0Kvj zyufCli@9-1W^1L5=tdn_NW;?f1mOoLE)Dg|5&_h6X#bnnQ1AO9usnvDM6E%ilXI@N<)mH*fq)zpYzA@F-*5|8hB9wiYC@Ud5(6s4}r^5Do36L=vmaey&kJVGL&O z%Y3!`{eP-6FnLNzL(0|Gl^~<<)Le56Z0+_s&Bc`^mzcDqDH}{aSv~N?f$*fpTfS_pLI6$N_7UmScQUVRa)8$Lb-lR%n$-7?^e!@ z42g1Sv_yW<$-N~I+KlnPj)O+Jxr`--fB`h1({B`#yM$(~YFfu`2LeXhD7n`Rcp}j| z*gG3Mt^gwnCt_gt6BaBs^yRg4X+)alzg0cJ4(*)#(jV6}_HYLP^xo@r59e8D;u+ij@btQIc5I zHjws^oUyg!`gOc`GRrX?^wEmvFx+3+%E6dIK3?9UT0G)3`8zYCP}JQv4-Zucl=|=l zP%H;(&1P1lGJGMnTIE|UO*^HorbF%z#i7~U5xV>7!9uDLJxw>avMy)VRQx#%IH2VM zpl-aHfB*mYcZ>Twn*H(T%nYs2c<=xICHoPDz3+?R;WFeV1bk#BFfe$+a$ABz1Fz8a zvm6;JdO_wE6=5-a*LM#?55M4DHpq z%r0!A&aUU+G@1Uh3D%+Tb`Ds8Nj~n8cosAA{0)cX7Yr^^&e}5;3GwtG^4G>94v;=< zRqu}eZ+{rIw?#-J8m>vM1A8XjAGgS-Er@+5(#oHLcf{wK-_-=<`0#zny@av9N* z%E&ZdG;&)#SZw_w9Bb%Ubo7C}an_*#V{?2<61`cejVe$~9J@pU4NkN4i{KhI3-37- z@lyXPJik79rd%@!Iq+?72ec6y4P+D(+_MwN;Va&HUz#s`u1p09;$d}}omZzz_!hQZ zIE4LWP-VG#1-2@yWrjcC`-Xl4iPx&?OFD=#MiY69aDeh?o8CzTB)=6ok-X#`>a>EA z&{GzKC^;gQXsUI5(2WjH!2+@KYa9e6?lI+4FMQl!dy}+XH6g`;{h@M0=4}2h+S05{6mUwIOX( z66V8rHm{lVKZ$oLg))+ydK_k!;mT^2y|XA4_BZl2MfkVRLOzv##Ms9Zq2+m|YQEke z#DY<%0k|cxvm+`Z#eA(^5HWF`CxE5Hv!SEi9!Ba!eS(>-ML;e% z+a|Te7ezzqGUfyIplbf8Qh`VYeed?YD=U*gT4{N0@t)Lnp~F6T5v`XbIA)29`)60I zU0+dp&;QKjK^VO=GWWr3m?A-0oag8|kMqoKVRkguvzCuD*uoKfudj51V;jtjA%#y? zQ)-BJT4hp9gpzB*^Rj5`tRh^dg*m?V1(ry&8 zk<;>KRD_wjm1rqZVwJ15iS?l^9|@s0i*H;9A(f|zY(eWK4V=JruFJ25-c z>Ca+3d;$RxKtZS~l?yBD_Pwj#sM+Sm+eGy!OX#)5FW(s_?x@I27>^yChTiazbXG1# zJJKsbVL}wmE-m7oM}%yTD!lIJgMGV*WeGL?k#W@{s~IHcPF#e%E04gW{Aoe2n%rb>@+_1RDBzW9A#>{$z%_T1Vc>)Ru^l= z)jZ-yzcdj0T|!Bb>+_Q3cc2`|+>?h67&O0k7#YQ{*GUo(%YgU(d6e zrC`+Fp5|R2SdAZjPhTGO0XV}4z`5m=V~+7In*i)@`DgFW5n*SjpKh!&*&&kq`= zXDgq6`&5v@v7luq?H=Kq<7f6qpOkSZ*q0X{0(X}1ldH#Goals_;oQ;>7#AzQ#Q^uZ-@WsbNc~!CV%hb|Ns8j6mr#PHCV6B zyVfB~WtnrRQ<-Q1qhl?CMIZ zF-VMotc7idPX?pI0EC3+TW~Z47;3W9mqpKAR$dbtp{z_?gc{H* zi?XM-H`~V~-S)UTyT(;lzG)R9@F`Y1@~W$G$C7%(ga0HC?DB+^=ADfRY=7(<^C^C? z000n4*%z5A);zTvD^VcE%K!imU~DC-yR%R=04sI?0kX3gI>gK=y?6kfMB=exIt?HY z-|nS2$j|}*GKwOUfEK!Yfx|!?A>#T^0;_iU7J)8Pa<0MlJ@-w4h3W5z5|6sGA)7OA zWIe)Rx)^^KMhP?(mIY_k--N6|XG49sFGL@O<3tNExy1ex9*FbN(h#b2#3h+%^iGZr zkdfu1(JZ4VfSgf}}M*6rj?b*N|g^!ajr@oirt9Hc=GI+YQycLDRM%x&E`#h=#cqX@wJ8FU@^}CM0{{s%!EUPKol?QQ)@r>nJ9!STqq$7r8e&fsuk8tnei0(3QK z_%7;-#}1&lTHPTtt9E<=6%F*sAiScK387#4OPY{)F5tmvqmJ2ULWqS9-lov1gkeKZ zGuMstWBWRt{1+f2;*Fak`57J&X*T|>r;5^UN`iiwb%q5Dy06*q$yN&s$V~Vg7BLq~ zJ7FRsObYN*WH~wMe9j(Czuv81ze(ngef3`8YSA!*kNYQqyKn(J!0oS|zMq0!??%b7 z62Fs9J{e|dqa8DatTK_yQ-;pG^S5H9=4tt8csJT0a}9Ir`$92~)jD;8gu)Tijr#*v z8DytG;WGOV*JzK?Yo^($=N-FApX0~p>D9(B{FGBViwd#3^-AQXu}37%aH<|edVQJ2 zx8n3bBa+qSuP-vm`lP0ByTXv@C-Y6Utr8)fl@rhz2b#BjCuuvk=WIXrai<8t8>1kH zn0tyE_hb8OnNU_^Ipvl}Z}JH3t|hhf+bag!B-JICE&zIbmOE6kG<M3PU>jiWtb zNoN58G$SW32)S+QPF!EuoNi0-UIpzKr{XS%@1~=#q9VXmtc2{NOTAbtz=b|Wlcs6t zZ~y=fRotblX&urTHr5mG?!4no4c@4yf4cuV@ulk7dS38Liq76*SdZ$E7yt6=&%&=y zNm15&#aS|cO@IHv%v~qvTx(4>)cnBwBzuU|?|JV`)Qrxi^wx$nu-BSZUbkc)P6!GJ zn*81T0??%daSqY|8G=V17U0uT!*>wJp+S6!;;D7Ykd_6uVK~j_K>kfQn`Sv(;X^T@uyn-f`9H(S z{_mM~F2+`jt!ib1tn)nfmGk+CMS@HZoKu5S6VJG-DtYbc&N#7XZK*T<9)K0$aMl8? zy09RT{z%yI*sqbGU|5WZm;)g~O^BRo{MQ(RHbpLM7j|P1oVQ3OHT>|F;IQcKhvaKM z)4#eI|Exjrd3~d-${ibc=QrUwHPGnz75qCcf+$DKtQ#+0!&>6n{XAu7S>GjUKqXWMSko3r_x0&WiaC~T4E;JRSJ_t|OY zc}+lIjyR*fP+Ri885inaB{dPWWJRcX(Fnw#e*s#WFNX*_=!DEm7;{?^GD+d*z z50e192V`&afLN0$l~gm=5YC!n&Age4#)>U=_}EA2;jK zHBz^~lK#rYHHe5}jmu*FXM>aUL;veR1xu9w06P%;xqGX*|NnO_p?~Gv_!tTcC=5au zd}otff!OV&`~Icz#!de_&*VE0?t%%IA3387502*jE!h6bsi$DfBfUj)un{>PURhO2 z<`GTb-1`jG2KX1M&6p9xL7{SW? zpe;(L%#`aCou;@Rqu-ZNJ#{dqR+58n-iER%;!!s&LQ^3`fyfV|!L^_9uP?6}xBS|Z z`Da+c!5Kqdv0+{ccLn|^hUDfA+v;&k{kx|BrllCW`2trCNAE=lI6s1jJQu*keUy_J zB|qCS!Yislo(4Byuc0AqZ0qv-Kvxj|(Ng(je(YCbf#7Uu32O@7&%7d|sB}D*DV9_J zWoRSF>%}6y%NU%seI3vS|ELT0AWJ9zdPgyE?S9u&uKz<1LakA|q9yfgBLZYD$ z5(3*b->d>=*qz(6tZ~OYIiTV(xUPl;>B-2h#(1+AZ>=X1F^$fDqWfCD_x@i#G6+0D z3lYD}hiPEk2F~P&8_vL3L>uovdo8${hOPKbjzj1Ty66>`=hs@NkaCL40`kz2Y-_PH^L(q;YCFXP}L({5x{OUx`@FaVvitrt?|iA zr3Ko6*Q=8}Mh0->*$!|RNaD!o6f!RK$;Gf4ULcueF@RkbK;&QX+#`aI@YK+BVsW0{Z%Bk+U*mpIv<{z+=aXS*3D-YO?+mpjK@r#@M2dczm}kK`M<7(fTd5k-#D=ZqBF-N4j)GOO z02RKF-n&8bXB(HqeGw@*OEv322pA2+v%2iNh`RU-!_q(84wULO{WbvgL(J83~27|2gbUoH!-wvv{2UZuQ zoQCx1$!IcHN+7E`M0CZ3p{o}!Egt4bRc4oo+B$e!_7#Nlma0#ZW*1=cp2Lv90@PuF!)0rr5LWPMs=MYC|H}m3N+|~oVGrx6Wfd>d zGSEL%0H(m9pDSngwWk|Kz9x@uqzeEHWkwoEot42z)!X$Zp1J4~WnbTqJ1U3XtXboE zb=yMwFp^2=x2V;Rtkl@0d)e8Cf00~>>2RcTv+e{!Uqac;-cq=g0$bba8eP2 z4npaEbCT3Ohu{LDcB5VP8?m8mJm5vr$v*V`;k`*6@$a54V5D+Dum=^LFe_GDNuPdSD@p)l9n0QzbH5VvJ!3q-)s z93mBoUHLbjC`@)G0=5VrdGhN=kwzmPqj@_xN#J4aDHZ5@0%Wgf^Q@}y1c{`<^Nwd4 z;}VsALXDDlzUnXhse(2U8X?X2l13XW&1re}mjqwy8BYBkE;ROib2rb+lOKi@w|)N^ z-uBMCve>WShQmx3&g7)LvMh>YMxEjxsf!CvW%hf2)-k9Lz<@BHQU`h&`{6d{qC+@9 z=V{Pk=rG4%!#rQ*ZgTFnIPC#~96(ZbhN+d|#oFkA*Ztx_qSUJY7<3>Jrv-5S^zZ4n_8&4Y!rC(9`FuV@jKn`Yj-YH*a-@6}V zRr%}IYQtN%bG_bll!^o;B5y`dL{3+De3WMG)UiD&21WojjB%f`Pt6Ohnff}%htu5r=pP<@ z9VY}FsK17SuOv8Tjy(E2!DvQVB?ISO#8*2S?38Dp{U%8fj7mA~p&OC{#>)C2wE`?V+yLXa*vUC0vk+l38~`41#)`2{cRzXHrA+Wh&` zfD?rf6_&q4QoTa3vFUO49uJHeuxJ1S;a}@=Y6&zWyVn>0*7fM<|L$~0o(MPf3f|yI%PD&d=6mJfmmLxey8`qmqnf?kMZ# z92<*2OHth}o1U0_g05#OEg07*1T#pI` zME^!QY_wKN@S-JOx*#&UVZ*?cYAT{y5$s?G^00D5c&fo_)iqheY4rO$zPJx2MO;q* z|L;Nn{y9JVD-=C%@W3hxp*C1zzOI7Dy;UUHdw(jU*IVphePXLy&UIIbXkKA5LI6Z2 z?&f$^n`CG@(xSQGfBN`B%xjrxQ5aG{000930Ul^tByj0{z^>;2i(iXuU-x8Zxc*b@ z@tuqg0ZFxATIvbzp-ks2>i)&P@5Krj0e-o@`nJ|F*AP|%zyJURH~42^rF6W{rxbI& z`Rc3{MSEXpNrWyAAeD;Am6_qUBIxVlUNTr|RhOaz!D{dT89rWd>0~>$ub>MxdNYKL zsq>ACe$cz${B5ee^c!Y2o8(jEAOXLF*+jE4a>`Fl=?$g?^eSSE4&1*>0G8 zYjaiY-DUs%j;CJI)2sb2OtRvz)_0mQ*Z2+S+yvC#MpiHcKVOkgMf_DsF+xQr@n@+! znS#TB9UU0@V74-6(HRrpD-$XiEWxBt{l;1K%hFP}a+Rxw3v&9rK@HsjZzl&7N@c_a z(~bqY`O-Nlr3aV`u*BX1;aOIhu`+KCZ7K12k==LX;b9xdS7%OSKC1jRl0jql5 zCYuu!Lml*Iz>Vl>%DlcI^u5j_hT*}A(`25GpZos32I0i9>E0kI?*5$)l= zxD4|v&~_9J$&5a>5o+cpquqGTByj#fAh9b}xsY$JHezD@uznMSEc&V=o6u?LIX@r&L zbZG%QRLiZ4njoIJ7Yk-l>WrXlTX|6M{>ZjZS?qk$1~N}EN!}p(R{1rszM&KV;F8$Gy&15Ft*R2H zr$b)l3PPs54w@Xn(tCxtc_^QTC}8CVy-iydPrz0n$W+W3(Et1t>08Nl3xJBNp6$Ke z9$*oK&#ww{{W&rKAgkxSlbMxZT5!>lL^Kfx4JiKuX(R(5g>}mvm1S`|KjZ(T!V8sCh_H|=Ak&D6sR$l|{W+i%b%L9d?CYL4an#!DHQEumEM?X<7uCzos{6HGs zVAaznZ50b&QqJ{;DPT98iKJRd&`6MA`m3Pfc05i$LSU)o;5}eDy>vL}oS}Q~tgxF- zm@{|!pM|fH2~$DW^?uw(X*zV=yQAR}&apO%LR4n^_5wF`3+k74B1l|}K0H&?$y$b* zBd<$qa$f8AuN}8~7kFtEcEPLE{Q;kAMIyblg?jzXdN=>P_uIQljtJd9@n5Bj6D=v| z4Cq5r{DqHx#j4HFGhBLS!!BQCnfGl+pCUHOG}Xsr#3Bx4Zrzh+K@zteI{bY5v^Niv5YTFXyz|k~1dy!;LJP&WJf(bMnOS>%p z2p{9HoyiJi_3`GEf@Fx}pfWY5*CEEf$rS;z)UdEVY((#+o9dhg3ZV*&Y3nuVopY21}ugZRmU1%E+%aJhlOT-`c9Yw47WmpF8&3=P!Qrg|^fmt6L z&KqB~0^|r$ah!KK$RX07BE}e{Vwizaygr{JToKYGrMO~#rlTN6$KEhVBf_AV@N+iw@!4xRh^ln^ zey~p$J+iyc{l3G+gF#SbtL$-4?H^x~c&J&RerV|Jy;y7qaqmA*v?AtRU}sw^WFWr% z?E#0e?$x9L9>)Ul9xG-(Tw!oO{8}INQ2rQwCg9j;QE|Dqk z*?hP*-bPJMDo?!Fr3MR0PX_SZK9jSTmnFXoTI=!^@THQ%c z#b!TQS=YMEnoC#)t2nFVZIlm>Er#Rd$dP0}F_f1DIu-hde7AIseZvX89`1g^EXR0# z>5=#GhAP6=7&kmr&fMwl?*8l| z{pK<8V6U}h!<*=V*cEL5xHFUL4m&A6=!($Zyp!dKCyr2pyyqb@?_6Vc23vk6uStvZ z=94~uIW}TO)kh&&>o}K?#omZa@7d;kKpRG{NqxQNSL>8P?Rb&>@f_bv^qk-WEKi(` zPjTc7%H#eUmcZu8&DDN0-2CH4Ue)YgUC4_SQzn;TZ?`U4k_}cbed+KE z|NQOc6eT`_nZW?xcn~T1zG3!<<4>=3q0?x^_fzy;6?3V66Vv(?apn}*yl`gT4|DMvth62<`JMnpeyCL$k z^Tg`b%0Jm1E*T_{i0;s3Y6+$#s|80{`>i>rhs&Ghz78fE$ezc*j^|Hh*#;{6+7CqJ zs-L)I*2#o?iLBxvzCh$$tJ4y3qqN>n(N^zh!{wJLtF$M(4kQ5*k0mQI*Lu#}2T`o| zw&BnLDf+y-MK_ZfF~3B^{_KETFtiCUO@`X}W=!|(SbbXZPyz20!`WqQ6wb~v9R%n$ zF%ZW6GsG)0$d~!CNyp9_FkwmqM_YaRym7OTUR+rTd`(@ygU_7)yB7>Wrm|sS#i^E; zE(J!!%Wg__Kg!!eOq%_^0d+FX{`%NXSf}V!f*Z7Xk3e1nDu@oK{*E*e$hrA2r=0!Y zF$L*4=eL!{RAR}#o3z9SE~o#PjGE(#;H*9&e9u>x!&o5xY4dyytE7xJq3YFJx|h@^ zO}ns?xFQeel6W8P#hdfjccrW&2;()IUB@)b%(&5Db)7GYyAB$@PH`E6$q}zMXhFRz z`m1CA_nR-P0ds5{@2xI*N#kN}Z%t{w&c9){JPR2Gi|eKJC_;4rBNkoB`vAc(L7b1^ zw^`6lYcFOViz$g0Tgg5G9V=x0t7Jw|K-u63JA8rVe{UCb*uDR^SFJ0#oDE#e2E@@tZN(Yj12O<*KpF;mfkh~N&}oQe zw%{+@D3}rYtO*mc^=e*(IY6t*ej-H$+Wyp##%`L+Q02oX-f4`{FSdwS`$jV|M6m`7 z3Jr#s4EP{YE4VN;R>oCSoJfO1`YRzWNNa84!+XhqA_Pb@B6OxrTz z$1x6b0;5~?yETsGM5SPT&r|etKH_U*v4@w4(A@xCE4)ydLuPFD!N7x?98*kcQ}59=KAaiv`5FuTFC z>wqbpX;n`*W#G^Pa!CRqKW;gMD@hHQ;^9WPFChv-amjsj@vnJ?pm48W8%evUX_I0) z6-jRIHfzd|t$W^=v|S_F#+kb06?-iR!3Ki9r<&YGDZ6siY@p>~g4~C6?!GDpW~k8- zuS6G@8ru~lSm-L;maMzP+~a`UdFBsDO$ zHzKY%=;h$xtA&Z_=g%HgWWZZJ( zy=$s>%qaJ2ffB!pA>E1s2^eDAaymp5y2Ua#vGqq(E*R<< z9EUU+(0rGBm&(ueUImhFWYE6AVZ;)bdCsLQdqh_jR;7Jh+VT^tP@j@mszkTgc@dY9 zBk>yYsCrm&lZntJgciHD`?!!#8+F`s1ID@r%{<7w4pe)grhLa%iTZ3Fx7x9XRiPr+ zhc|JILg;_l@t{;y7Mi^F2|Ax=BwC+Eu!NL^Yd^xRTd&%XZYvEwF%W?7Nx9)O4zU7BMxDabo*|gpS<fh57{kwy4P{>0_%!)m#Kzrm6QnaFvX{AL-~ ze+S=gBdJYLL&Ie%#{>Y;>t%GEq<+?9_N5?8y4bvnb$vO7ExCTTXuF}b&jFl`&-UlX zhMP+MFfsUzJmpPG_F%3VW}M4f(HmGw!=_663_G$Yf9&Rdad++AqqQUf0>vNn-Ct*o*QZH9`D^e%!hV|7&dUKBsb)`V8rOxKDt=hXF_fIm#-ys(YE4d+>NJMZx}aS zD|Y_myiIL*{DirjVsbhwyNf)W*d%iL_$S~Z8#cs3^K2z3EK}TvIQ`HZEu;wb9#~WNw1-c_s#) zz}V8BeFy9~>?3DsQIIqJ+r)C`KfQl9$2a35dgqO^+6^ye88paL6Q)qz-dm(S8cM=x z(+Dop0tGYF-G$xW{E8_gtuw^mRUq540D4%p>IP^#T<@sGRGl1s_HA;YF1sJJFq{Bj zf!TA;;d@Xq$23iYe<$WuF{K&y%;{1i)gn~4efVq=J^(PBqc!Ujd zE24#E@=|6pj7>{BtnU#A?3Qn99(3pqy177q|Ihe2qLGt^V1U}~C?Ug6KcNGBSCO_8 zTOp`bnv9@;70qO^6aX1z4OP4+-bKs0*^u7FK4GE;&2s?^CHC{~Gt`yJefTy)mqV`p zhA~l>V9kCq#2|k~Uk8I#nsq`=!DyZySX>38Em-W<%W;{HQ%}K zbfd=?wxVj}%)S5g^I#p9>77D>{v#jl!2RVl${H*AJp6G0VWHmu1tok^&Oqc|eYZfL zitkE_(}m@}a~L+9{(Zt2ndnvaPg>p|rCeJqd;Y7H3-b9+-&v``+_Kl~S!VzJ4K+Gx zPw$Gbp2RS1w#;f2Te-Cqw-fQm**H~@VS$~36BH_j*1-EbPN%vSxa8n%>XR?U`=rR4TKT$t zPQF=rKDh76Q?*Eud!g3YRi)wh003MWRrq#(>ymO6j7eZ;{!&c@_>0)BeN}m2d21%b z!sh{Pj(mDYtC;q=x1hDU_mzw7sz3D5g$et?{0t=wu_g1$ zXJW6ZOVez(<TSA8!5xW1LGr}Ow0+b2b$jW*HOsb0*GS~^qMRl zsB|4yEP9~;woHMjKQ0FjcU3?X5L$a}t)r=J>bVPrTy-q6!KqyP z$KR|7Y|6ju4{*w`O`RK{VB2w6%95438C|@C)AB@Q!gv0`c)uJ<8 zZIBPp@+unXDEu7xy&u#B@`@cEkFWIUu{_TyUSRs^-*0hwufuk@Q=XdgTDOhiAo&V5 z%0|zSORA-AdNLE)D&-|Jc>S|a(Kg5^x3F%#Kji=a`o6rA5$ za-Y@%$}LIx(HkkF{f$J7k3TN08oG-`ziT}L*dY`WDw9?g`jH?3Gv*2}>7qaqZJ#6; zWzx)7lX81v7mjya%X)L_XtnL55Kv8{xkTo6!Cod8c-to02i$i!Q!1#gNLNZ=Tj|T7 z5~QR@$rli%|Frxo-cOJHkbaX4=g$m;nR3O<7Y1XrBdO>Wsro18XWI%Yo&I6PcIBBY zbs?6I^{ipU$d=LX5^(cadg>x5gS*cObTi3>$9BY9~y&`@cCDHL**VWSL^38_nM;`vN1*lQ_vnut3( z3Ze-1=4D!aye;&sx(IlNB4JXg2PD4=g~HOPb8udHYe zmi5<#q2&|a6G9q*|1@1-)8Nl%yDbFg4GGem<0|HktP&u>)x}kQ;g1_;C z@ShN>ow&6z0c$+5PgG9#^LGvWbxU}K`i+1WsJ+V6vkBYWB%eqYM%el5nGC_I%#16Ie?078D ztnD1IK#&nme{N#nKgnbgxX*CRin-$1 z%bF1fMVFTKG$dhmQud=ZU-6t*j^naV77xQ`KB}$YT{jTHBj9NPC>L{T?xs>tzB8W( zKd(*Objv=xq?+rza7GyN783qfYt4}ifB*mk000930F9eaU0(U4bb~2D%g*f*!e?gx z+N^%xN5sZzdYwZGr^icL`@XKmWHESY(eKHAyE%$`lX5~~4bgCN&oH_~ldiucKR%!Y zLT0O5-1M4K2eSb^c7bC!2XsjQ8X4A>J_QOO3nJ20-Yh0gIK{>>Ge$51(-b3ItaNl} z)PZT6=RhHK>nt`zgez>7b1|S>ix56|t2b?W8W1_0%rO=3;m2b?H|W(({5zj8La1z^cg z?+V{P{i{#I0Xy!H*y(Vkt@EBm9rz^ks{w%*&fnw9@PRtl_JQgN0Dgs}x?0X|Blkd| zJY)QWHFyX@inxs2=oXCB_SgT(j#hvA&=#KaGQ*0Bt#3!LEQZ%)KrTexvq>V~=~FL7 zQ|G&DpL*M1`bq0&ojc=%U+TRte+{~;vM_JK)IbY6LmF&>*Dee#{I2)g#>_msa>x9h zGN{sc%LG-MI*x{U*6P@&Y1TJ%$%^gJ+J338x(y%E6khBwF)dA0oCs3Yujie*D8aaS z+YjO38gu!~zJOOJ#@wMPN^iZ2q+Cg8akg@31WZne#rEIXJ|_G_ z63Ux5I=lKYjW5RZ>RY>zrrN$v)3k5&vG0TD{mB`f>9Kn1nF@rb6CTe!Pwu5u z(ua6OeUm+kCeaSFYyT*2g7M;Ael3I;e@^eYTI%%ADgYgAQ$AvX%UA$H793m4D~*$Z*4l@+kN^LPUUw?(d2*0X$K&++cBqbJ760l>n4;tcaf+Ob)i z04u(7l5!bp@NhqKBi}45;Aocy4oXyaw0nHxuCj-w;o_;LKJ@g9jYdRXe^kq{yG3`s{gQL}Ce1^vK;H%^F19%oRg$)ph{xmsA zRYdHs6y+ZPnR`x-!1bPf*eLCV=$Dj2VLw5g+*wj~|RZWtB*u0iE? z^xAo1z`h2dP!fi|dd@n>@G;xp^lJz1VC`ZmD`u%Ma0i?kL9<904Yu^K@FWy?*S}A?HXVmT zcumZ+?lQs^?L42HwZN{OruZm|hiCb*vF@l_F#(u;t6XztLJJ8Nt4E zMR<6|PN#0F?l-e#Dm6M|^(sp62OhunSBFuk3BMbsiC~1s7;O);-ldBFTUvT@YA5M& z&vnk+RC}hlI)HQ%zbqSgu-z@vm(WMEuH#kGRocAUuiMy{_=1g?zU5o&@lukef0rqe zHVA{if$A~$aOa7ltXW|S&Yf!3Asp3`|49z#GixgOy~1{>BjLjp!&2R=v$H_sR}Osp zSiUNqK}ly@j3t4%XW-vvr^%WMbm@;j0*Ki>Z-nmBVl9Z8Ou&>o1=qy+fbDq6_=wXq zo{IV|V~f)q^I7PUkJvm4<9d4B0xEK< z&cdy}v=Q+IY8DJ_d-2Jjk*9})WtoA$qAL?|3PPu}g!_N|*{SzKFjUMkMp>okD7-xG z63$onYt(SP*vXYMS-PfOBTa|&Gzdw55qxZ$Xgu;P4b39MaVJnQ$ z_;rRf_vfOvAAO3XInFO_GNUq`k;2y*J7*ShfY_ryfkAYSc_66cUalN->UZ?6ii9OP zJ;gGX1`=$?9A)(rUS=2a<~z`qkoO+9rDCVOypoUKtDInZHv$sI>o*?Tpg7^*Za1Vs z(3$~Jh=I*}`}ko4hH1hd{{EgXk#lEQ(rL!vCnD%|D~fyoWVxU?Yar7Wx}D7-8;wNT zsVGUQJU0Il=21meDvsi&M+o7`aD>(9k5%kU>h!nj>v~#Gi&!?Os?U2h(`#`v z9v6d^qOTyNw|hY{{I>W!Y_f?7s85qg-(4}8DaE&WT^n^cyR1gnSM*f5OZ}GeruqqU znC3rR%$vhf6`gwQ1+U-PNuf&XNpf7e8+*Xxz55Lpk!QSFY-uAyV)H=)&s-k=@rggyq_Ah> zPHXjaZs?D~M(D!g3hd_-dbXB3Q`R8`{Q#|k8k-pnZEROCg8ShtnT&Se9YcntHy>?& zs}C|D>bYiW8`oR^3WiPS?QaD?K_$+w{dnl?_BO>H>Y|UeUp6>&tew|Oi42^1zx%OE zMnYJz?e7mCQ^wb5mbqbO9o0nuk_uukMMOY#!$-dNd0Sh{IT!N}B`=lks!n4h;k%%o z4JqXpsX#GGlJ7iUPKh9&{w@t#952p4|NsB^aVnGI?LrRdJ?O{O+dur4t@B`*C#5q{?SIN3 zG+8=7V~AE~I;V1`bNI3Yjgc6t3bwJ{udN&6w3&_3xQU*)_cQU*n~zU%?7c;a4+2&O z`qzPP*PorXAPCIBDE68DYytLi-ie}v ztvA3IQ>248Fx-FyKkP&W9)faHar|mePUMx3b{b8{k>rG|V?(DmxiJ>^_Cqv>}Q4dO;Yn>Q! zI=bL_I%sQ)O6-MN#2OtMK{+>8BMX8U?FLa#mY}IGbQ6+J|8_0$Dgg2px%MxG=492 zi*EEt#BOf%6hbK+HK9>C%4r+GcxE+nXE}{b))Jo*guYe4%(EBd1Q3mM4juOTQA5wAHTnZD6LNH6e&R=}8V-sCgoWsa{AE?y+2Ph^hS`CoGr&s0_x( zO%(<$tqUg9$8fxPJI++S3ptjVoiiKYgfL>2up~n2N!rYoPh3@OT`W3Vrx8$l&4Pj( zx4~@4-F1p`m&c8o_M|;Hg-8ZJ&zoh;C+YoBR8yEJFF%NWfN3phTkm6!w1gX4OJL?N z{eJe$Ki#{(UyT3%autA?|M(*bRl&(ycaI#7p3qmCXa8cGb-+K|tw+>9HN#5d{pk_- z*uJz-nwjX97h=c2R|=h%uT%Jzn2Ph85~LS{S7J z03yZ&ON*7C@NNB~{+a!A9RI2v%zG+Ue1EeAkC=rcZg>nHVbZHPRe=Fo!GSEkwrv$L z8Bscb`hO-=f1P?7O00njw^9((Ai7}j={*C3ZIixeJLk)WcnQ@@ohGM{Zjj0;*k% z_msbw>|u+=U_Vo~Gy($L3ANMjJQe!ALJnAXfMNtSg*~WXsCk~zO|dR022n^E)wGa_ z);U6p2(-P)W-37gfuEtZgNnO*(^XQ!;9Qg4g(#qqV{;G{DtE{75Ldhr)?oI%_Bfq> zO~VWdDmS*kpD}gQAv_VH-?a=^#8D^SC>!bVUKAh6hLJ)sj{)Ldzfud&U_kcyH-?sY ze)N@#m;Jrmc7QXLdvrp%1w6GVso2;R_@p;byh78zpQM4$ZPDZHkJlVz%QVV!;F4gf z{$_4jdvBJX3S@p?%kP>waZZFazvNm>#3fd^og{L%|AvAiT3sbQ*>YBs3}{=^?Sx%4u-%zsM`i8& zcsZcOFk5%3AVCzifusoeFy=X_Gr?t?E6zBahEV$=t@WSO84epbit&|?Egjn>O11ne=cH2%)8agI z9o9+^LoT*bX=&$Ym#(&s9V-&2nZfKs-}{`%9|k3cJxy+V+2JFEYV+Ze^T+ zi=?v8RN-LfAjZRWQ`%$y@cv)`d@n*l-HU)BAgj@t`f$rRjtgBHjIf3f2p!72@Q=*! z>JQ>!4vwQYkH*7$;e7^<68BWf!MsRB2p!v#^Z z+s%P8kvN?4^PiFF#_iCc%`s!je{DMRoz&7+sS6^mN)g+aOWd7l;EX>-y3Emd(LU$3 z!ghD7`^0q*9-vT_ZjWCI}c zDx)c@Cinv_aA9H5rI~TgP(dxBfu*7St9isuA_tndy3lPkze~`TK-Z;fobT$LNy?_4 zh#yXABj77puyqb-ozS%Miq{C?Db(=&JEJuJ|L+LXH?TIP*6M8(0LYqk5tc@$>s%#N z@9c)_cg?W>(zztwyJE#|@>jXRqGo=?p<9L`(;UqQ_?fT;uHboaBy9T7_DJ5CxB@w> zXO{Wivrj{cT9ofv4q;YG{g`^W9yKF`UrWsc_3&O)Phc-)fYt5&oS&wq3x z<&05y!D{r!v;T+shviEWhslDXqkVfQ#?3(apX$re_gtrJvJ~<`1;1!^MPh9O{NG8D zffKXG5>LZqrPC-9|JD?0fYN>ijQnvE-(8)WgFISUEJPKc?bgwgnP1Q0`s;+=S5O9$ zg7keODFBm;$j( z>S(YDV=D3}G~Z=~96?@V^Ne<$^EZ_IB)JI$W@36x*Ipj`FafKS;|XQNl^C3mmai(s zun9PC5NnOr(D%B1$m7r&lYCD_b*FVgKw}a+%-SW1cb~trAUCY?WW^ z_7+qSRzwFd38i6A2Sie?2T!9JP9l;ioAPcxB#uD)(~~oCZ&6$hXny5FEcs=>;CCR)*f8!4Z%kopy0B^ndUSvN$(}wFlcBi!bdZ60?^QVCx&W~b&V?Gt7 z78T99{AY>~Spq5^DZhmQj z1?|Odz`8z!du@izZzc%vNvA=ZhZGV*=RPE6$ZbjYN zWB>B|n@+xqAr&keUBSL>+khw*H3A3HLf8o{Ywc+{(=;NXx-F?v`DEtUS!X%xE{{1i z(6e?VV$Oct3>986XF2ot7xtC_00RI30{{RDYgz~LR^i@jc=fZo4(r|OAtr4*YT%HM z@xbuTzHxVxnk0O8Uxu}>2#v!!vY!G>U60Ra3ZKsfGm-`h{od7n+3*f^$r5VJj>=#D z!hdz;;V2O>S8TFyF+3skR1H4SujNKfQ_q9_M}DuB=ify;|I9*aEH+T4oJy3XRizwt zKhU=~_(Ov6E-kDw+|(N)Fx*O+tRQ_FP*(K*=h= zRt#z^cA|B<&(G}j%Pt;56n0L;Gt8bv^u|I5{m>l%j&FLqN$LXet)aT5M>v^;{&uZm zT{C}3C zZe4QYX^M{u=gYCsLI1*Vtgq0G-RCU-zwvx0na{Y_`HT=Vey!9J_?<%%o`dacraG!R z=rUD_9d0>MJ5yW`HlSVJ;2=L@4}mkayN?~))h#i$U2-?KjK1}Y4%-nPh6;VQRJl9c zxXsEAs|mT3n{xRzb(il5@Qwz`4>iBw&H~c|XFCX6Dk3B9BTxq|not2{h&YIF3c1cRQ`SG57*f0buG<>J%ZO#n9IRdD zfVC4RuKS5lAz3d}opsmJrOLx0gJMcp=)%BZ8P#RLOD6w03zFgYqmPnEk7iofZ&b4U z?Si7!Nrr>9Tc{U9_;8#Iit@z4hfL-`LlyJi8e@`@@G%#|uw*Jk?|BPAFHs23gcK)d ziWVYZ>#b0t&>{ytdMnNwXpNq7L5D@#c2Kh)iN(Ja(%2CisZEm*I`tX7;4^M;z?y+b zF7#amH8kZY8IY&Rq_FXV>+hXTEr1Tp%<2u?->c^R)7d*Nnpz+wD>e~c?nv$9P->N* zx}Acw9;XXJ4@ECoja8>VXr-}ptg1j{a{2r7Jlrk{spFSPj9E9{>!=Vyaj4Aw6 z8rtXXJxuP*HkSBN9Kb#4R!HUhsntj{%`e7v(ha;QOAw*MDPsZmTUWACN#XbZ{NFK@ zLExqr^=O`{3w`J#n4-A>zE3E^VPz7=Tu(Oi zAVZ1*JQT@D{V{#2sa&F%|NW^DYMDr+B+sYZRFtaPZ zuh3Y9zm@T{uvN!-X}mol=6T9*?^jOgWK8{HUEx#r*7I_bm(kJ~AvCgHQ|@sZosqOAc6n z|AjeJ8~1f%vdGE#>C)n@uRSo#VAgo4q1Hcr`^re^Pl0T56K55as2z`Okv58wW1yvF zlrarl?%mWOG(gXp*#xrLsrenE{)L-f&GJWUV zd8smOtyF!y!5xzo1`xxP?~_!~R2R3|2(JsoCVZKO*;wH^^6>D6piF|Kj3nbsWTzM- zNj7q+U#x6n`RL=#Q*5C>8ZfNLXy;71q{79Ap{W4xmAt-6BCQvL0c58O`6M*Ph)+qI zc=Epgdu@JkYM#qP&2LwYS-R#&yZ-=r!o21C*GfmD`9#Q=e7Y_VQ=Cy%xGA@0Xb`{h z⪙xL23=BY-z3AOLQfS29_#RVfHWtiZIDkl0H7RF_TF-RvU{Ugd;a?LYeDI@pcEl z$i~>|RP{wc%@?Pi^)kz0x#)|x0>H(3e|XT;bby`Rm-jLn+LuKo^l#uR-)2*EO>s@) z03Ov$WR1($#ks&uB}n{O6dvH0Vq|(9n?A8Ff#$P}D{FM^ku0NhU1iZ^kz=fZSf!9D z!frAGJE(5l=g&8jYULb|sjk;_XL(i~3&H>Z0{{R60MUP!6jtx>?(Vvjt=rJ99J|Yv z1K=5**KuS!_>Xzce^3b71rf*JGeyLL%SXz!(t<4pReK~|r@9J_d_|x}C~%E7^K%s(OtbjQv1{wpdcrngipmO2c}gCV%Raa-RP43kK6y_Nz`urQi`e4w&ZOMkA_Qt@y9J}C9{_-CU{D;AqOeE(u6HG98zv?<%p&Bc_0&RB@;ROSd^{Oy#NFM zte^OL6yVKARfqsSsPZ4!&ZwCTu(J?uYL-cwjue(JWze}zS%JSMoWnuB+*7f{Kt_Ilwda>MB+bT5`O*{*5~Vw7aZMx))krAl;J5X$^-XG)-ufjyW0&p~3$ zb;q6{^ny^gYJ;W}21)ryLNn`sl2uU#u^%j`p+@Ud!v$IvFC6rS%oHzdYXUkGxu~w0FQSwj$x=w^^m=dd&RmCG>`22zxW2f z2W+u7J#3bAA*%7JZM{mO5^9(*-S1oscIhmt_0}%_T^TarDUddKN^Z82$ac3|st9$U z#!|jrvm3C6RI-n_9feg2#R`~ z_d8yV?w89i{O{`pbsHOfe{w|d8u_!e7JEH|hdw2}g2y3~IT1L~1Re2%i) zB}lDd108s4y*@WOkKDn;44>OUv;3Bf*o_xtV8ejoxO6KdA~EO2Z-g z)Rc3X)7?-l>4e=ka7nMCM7?uxCf)Nse8;wJ+qP}n8z&pvwv&x*ZR})YTN~Rp?{}Z? z?^E?w%^y>BYWmbnO?O{cp9aTMPPiXGbB}@SkJo%%!(^=*$|ebdHDlYV+hsrTSokee zv?+FQte^ZM|6vh2+>+z)*aZNbT&`sGkd8fxb{k zgd^X|6RY<=Sg`n#PYWoJ)CT_kO#0Ujm=HrtaF~{t^%ydNF`74E|8#$^9~%9=@qy(h z_A_kPj9%~0BGJJ=V`$tmH#j7Fn`ER?Hoe;AyTaj5UjZBTkO!3yG~qw6K~ zVRW~N_HEq>|3sDue|D7U>pUcw%Frg7oGizI7~$hM6IoIxNl86f6J$vQDM9Hg{BDz? zF6st(lXdJBdv8c_fMRT27^XqC*GewEY;p7jPKC*J5##BXHvU&&R@j z2|@9L>hfe3bx9-=$lwco*=YkDd@rA7hw?^rY#Wi?rdqB5C8e^n(zC1`rOQC|>2Y$* zO$)FV59Ud#P44~_Uh}8n0vF|fqiymrtcFHi8C!I*g!M?(>LF0W05Q|RFJR@S(Gsfy8h#JUGON`JCbAwn<+c{lccm-f!XX z_ak;3DpDhB{sQO{^KjrC(iEHQjwXw#8B^1#|8nkQ8V2Y^tx{|JY8 zmH)NYc#IkyBVGWXh*g)Br4&lk4$_%p3zgxj#{-2YaX{5s^Sw6bB@O@>%cLo0^UvD2 zVWX(A!eim>Ao%~W3m>ulPC^CyyxcK|S2`u~UIwO?U0JBEXBTSt^$D*eGr=Req0k>7 z>x#V=-3x-X@O2|#=8O-#kO^*rtB!QD4231TGkW<(LNu5%Wn~2@9m{esdT{F8oy1A- z9WaN_xG%;iWT6%RMV>X#S-vJLP2(9MGJ^gBUp-T2nq!CkZSCI|r+vIe|KwDy7jk%S*mB~B;#f8Oi?~! zexOLQGEKI`FecNzijR{l2)eNFem@42l|F2W_f}4{fT!X@R$fXNGoU>S22xW zBQhMo>sG`T{gi4@#biQfnY5w2u_oQV=&ss_a(KMVdXUDZL7i*YDsAb@_0H$<<*f8n zaI^(&JJ)QU3n!!2{75eFtu37wqE^!9KUBgk)?wir6C@>S=))TpIGHjS9qH9@%RzDx z@Dl1PTh{hP%T;p2m2ny+*)prNtgrK@SPSMvF||nOt&|eOhc-^Cbq|% zl?c1fR!_pOb%P+}gA4%qbc}-04E@-BKD6+39i}QZf#x?8I;x3=hR1rTMF|viNKyUa z0A}y=&u+FUl8C)na;eOv3?ItY(p&bYpbBxp$0F-|ibWsXOT@XkEcq`*Yxjc)8-xGY+~KhV0%hE|BUx{YzgAoAJ)<-EZ#Hfyvq5fRo5p=BApEnqqTe{M6rXo)|q!1r5q zIYDm#?juq*$zuF9)A^d7Z-I8v%Q9qce6cPQo*CpmWLWH zSM6B%Rn7v34JQP`Y$7Kyz(va|F9RPn`(EyFccMH% z2pOn|y6a|29NJ$}uuBjCN2#fLc+G~hZ`eT0_qEm>MQW!H^aTb84(B?TUs@(h;Gl&q zYV%bmrCS0POPn#9(Snhp)Z8l4es&478?xCJY){y8K3!X6u-uhllIwj4+BQtzvYrCd zKx>A%GA`4<_A!8+?-vCcT)fLmq!&*cBL@=ibcX|_LR^?q)GErt`Ya3LzAQHDL22J(OY>0HQCl zH41Ok&ycfx9<|liHSQbzwH)5a!7d5nJjW#S31LPw^ofbT@!Ly9_=Lj`8slIS z^bAguVl*$ljEAcllfNX8F0-hhjo#?xZNINkL)usK2TA}t?;ZNW3=c-j8_=<>F&b!r zDrT)le|_s3Bz4gaNgo64K93LQqCLM_^TxgA;h^cziw(Ad|z=>>wH@L zQ{_tWa4+lO=20c~!|b-+B`v1XqGWAl(@!t!ew=C*S87hJKzV7r_ZILSY`U_|J)NIS zYOv_#+tbkEyJwHAAuOeI7QQDYH8a>XmghEXech2!!HaCJ+>$vo-z}Nr%_g)I20jF; zmZn0qXc4a*{!{phKBjb0EGvat&&H&CcD-r^XO4++U=L8`Sg$m3owh|` zWv?SlW-m*fw&H$S$lpoEpbUy8k;vlK#a|Pk)aG$oR3sZ_?WdZhftIU`dz+|bkMjRXy=^4qOKdER|&n+MAF-+ zOcv~}SAR(In+EQHVEPiYOT{?o3Gg*=dYKYKtvn%;e>A4SLQW6Fi{@}3TDMQi)&&>6 zu}6vB0)9~1yTVpJQh0W|n4oI@;zblVg6upUmjA$^RzEl0`-4-tGKjvB5WB!Ubc3q> z(N?7(HVE{GWypfRH!|kTNf-DyIhSMH#t03u zi9F3Fsx(zC;zWyBRuf5pa|Vwwu33k2)S018wa!`U7=>DU6xSUFZ8)*JhI+g>Pu?8d z8mg`)ndo?<%6kjrepw4we9aiCM*NEZ=X2+eTm*4FyIKYrTuEi9n3BOB{4J}PY4`)$ z@6$vakYTlhDuYAN9+y{nS^ZI!d3^V0E3Rk@mWpzn8-j_N0{;RG8JSTP5L?ZzwL6PE zW@yOM81z?kl?xF+t8K@^(e5+j1zb9Sn%T0qKxHNR78FGuQ6T5grDanW100>4(@{`x zf8K|p=jp^$ZUoPnTl&0+*d}U`2Tz$V?d3+~^tPt2#R2J>{w) zH)P*MZJ;i4HUBB!>@oTa=)d^ewkSmP4B_GYLm@Wm>LnZzON?F4lQWE%8bh#Q@rET& z49$_MgSfPZb@tsICaL6C&anE+qu=)fRx+yqG7$3i`Q+#%5kWU~N7ERlmF~}ac+v}e zQhC&tbhd!jE4s*S>1wy`$=9KRnG5zZvDSJVYjH2t2Ywr4p-C@9J5~#$bPxKE05Aj{ z$la2^1^r(Ajeg3R{x2=490&o-EOs*Uvp0zU;)M&Pz8 zA?trm_5<*uidBW5<68w1Wc1)W$K>7Cg5378;I&uOyg9MX>K-S9NbP z_a1Hqb{en&ASoI=16Kzb>iu^HT!DAfHrMhyT6#+FsJa%C|B9jH-+LSq2M7%f*9 z&Ajj{@S_>BoMJ$68yWx>g~A@6n~v8i<84sc4j`H?;c6l07O+KXM)?YPN^>ZqnECnj z9#UJ?PO=6`N!jB5wt~$4uN(vb)`w#6gRz1qX&&p#8we<`!{qr5vXCHl^dhqJ>d=oy zo^s3$gBB<;Oez=%K!^Qfr^xL`hNg2IQm;#zAc;j3cnmb|)oE)CN_S2ukbwHY;EZyd zK#pm-A7$i^{>Ab_1Zi77adMD|VekVQ5idYgdMzT6L-oA4rBXDpE!w2S=QZ%hXut;K zS6=dJbBxZ6EP7|UB$crO5N;DSejLQf1vdS8uT}RrBNP(fWezMbY%%IOtF0FKRS;a* z+}*!Ns$@shQ$u0tT?2hg(bO0%F>u#Pb$&*1Z=yzS}J<>?3Jya|djI;{8#G)QH1ZxPNaYUzZI zlwWuSEx12<-gV6vs#a+JzBOVNqsm(&HAdU^|0K zr3Kj}#~p{Uj*tBM$F-I8bq^)(o8 zUg@i^06@ta3^!(>Lhhb*xsZ^{k!uN6PA@jTa)2 zE&lYC4Zj4|*)@e8>jG!*Mvhn@PMLmcP1|XW@VyDfTJss63xo?wmaz*D-A7?Sx^%tc$5!m#QxZEdazQ;WY-H_PC&=)GSkJb%W?8&e(TO+6H zH}pIN5!vBJ&M4eG{>ut)eS?@e!{gvAY_GJAnlMolYP>@)kesTZU@P_`QCpLn+ROV4 zgEYrT%9})lgSlyf#GWyHBi3IBXA8a~ItqD+`WpFeMiA8XrUIg(X0IA*F>Qbw#GY!% ziemv*zv}z6&`J23*%wsur~-=8YFKEHfA z()<64dLGjOUSVYPfWVoIf0p9gLF0l9KmL^u12PdqYq*sA|LhDjQ%R>=>bkxg3AZtt zcFrG60Km*rm?;4lY!tK>ZpvNJmVzSHts?jta#we4;lv!}BZPQHamGf*8^tLt1NWtM$p6%^>e;yvSP246K;a#yE0` zPqf6+-;T9YvF8WG3gDu}anRj^YQ@eUygOP z{><+%dV@v+0@t2Hsn4JbI9t+OzVW7*ZnR;*`$u`nm%+JEL1=MzN^&naFREY1wTMwh zwqSArxLMeEJ4BYCfIu3BJs&O-!wAZ_SqgnvI|mCu?H$&Ap%kiY>oca zh?du-vs_H{eu98>j|N8=i{YQK!<>Y_5TjGXa#wJ7i^m|910WB$prWFLn!UdmDY%3Ok{;)|MWsv{G!%ZIEO)yL8;^|uh_uFX%#bpP8F zHvtHiV(x}Qt>>4e?6c-APRj`d0uL4hubLv~_3a($+HF*dI;i)+ z6AqR;8?QWP`U0Jv6*!Vhf3c8B9?V)%Z(j^nl&|D_$?s1+3ZvLJI(vEeGZ767058yT z&I)1b{)7*uJEz6%*rX$q=nV(w$Trm8&-%3~C6SycJ^}Zwrq6-SwL1k6Jy{Of4&R=S z1A2B>~(S4r#zYr%B{=RF|h{M!?8$X27jUmQyGi0S8uiTBig z9%RTktL^^lm^{SW4HB0$D@t9VkBIbFhz;==5CDitMuTT*PBtaOm@%TE;`@9E~Ff6g73ky`J@1#FhtPlnI^Ql%_ z>zSh;RK)Nl3r$_n5OBt13wa+sxC9D^ka#hbCxGUJf`TwcbcGuk<#_@j1E zeS@R5c@(QipE6Y(7X;Bu7S1EgoCRvbn(-?(JWIsZ39K>7Ed>iGK|qex#q$EXK{7W% z@eLcwah9KD1Eqw@0y56h(K$#o{07U0W~|Fx4`$R-;^liqhdwob8I$hQGmH?&edHzs zW)QAMDu>~$c;Mg%gc<>#G2-}{UhVF(-8#;~zGZP9;G~WZVq33)q=NxY)O7G?+9eu$7ms$4of8CA3A+Kt6qY z#!{NaF+AmhulVxA^So{^#U`9+>CV@)Y~!fbjL<03Ey(OR zcZIp8&(OP*T(jd|(}fZx!{&^05f$~IoNdq(|C?X!R*5o3#<>L?#9+TMq=+B$kPREC1#1Wx#``wgZi(pP6nNzNWb zz1!C`GXG2l_p1EMP$kjjM3EdT90G&Nq?Z2$N zy&G=(0raP*TE9^pwXE{&5fpwB?E^rzqqLD!7Dg@&d6*d!5&^Kme{!#vNzdRr zWg7wk9))>3rg@aJUt2TDfq*u)((UNlWP|Stc-nDh8)5*#snyzA`9^LM+C&5Za8#@M zRk^*;8#94MmSBX_$c^JY>VqY88br2I0 zkgv`;wjxk#=F<`He>vZl3Ml-^))lo9(l)LdKUre=O4(mh@1ZIDflT8b`XLVib&X8G zO_OHCA<~WC^%gg-U+^u$yP0)<%%OhZ@d4S~2GDQ~^v%2M+gtD`U@L4JwN5jiyom`u z4;yYY>1LM1oU*^m1*LZ1%PYSu#>;-bHc{Y&;~ag#$~u6KzF@>MoPt$_I-Y|ZU~&V*@a0Ry4l{HZ{!5)4jOQq z@JxExdX?Dp?tAx$S#`Q7BYqXa;nof&vZYN*8UK*kx+EqHf{!uY%_v{@9fy&BR-jsA zM3bQc-yV9F$k)(gFGDOsK*S2o*~~+Hu2ckN@xtAD01=~)W0#y$nwMb3{-J#s<;zHO zE*WGOI8iMJnEvw{jreV@9uFMS8U{eDuv0?VxbT8Fr!y&XICUpu&&7%B))Uyt;GCST zNv;O_@@9w2m@%rbQmxJ@Ex&MNy3^9hdw66BX3Fak=E=^ z9s1$!QD~smme;qs#6+M}U_GiJPBap-4NB?XG_f_lhZJ9wToF+}ISi7WLKb{>pq>tb zo4jHMxkbXIlHPR5?C`9)m!*3)!~s?YlS3gt<5a+7LA}tWXZw~NP-x8KpP<5v;(Yy! zrj^_AKw|Fnd1(BT#gPShF?K=DxGX{)BL3F-HyS^RC?9@_Y+I&NSL>h7???5JmC!3W zKF$gS!lD&It{DoB=*StPklu@aj~|^2!M{ymp|;NFDw&}8KN~5gYY)XxMn&#Dhos~- zN5ZYWTET72T()HZ8fm$S>Rd{JAZRIJeo^`wNG(Cxzx(no006}+Q9@Vy8y3p4kR@{0 zUdg8VKVt_QybH@|quQ2J7Bqsx1-_50-@=vUpPp zB7UDMy{M-*yYx6(|KzFKviwVgnATLpf76-A>&O|39k!MT$~uffwpcDnIcz;9z{2

^*S(ASc1i?;m5H#ailFj5h3XCVZXiiso1v$lXhrm) z8=zSq0JWIS9CZFsMZYprhmzW1G~G8FyOYA$@ZI7qnnb|8RgHkRKghz<@nOZ+%6kHh6#$bmqCGv#)5BE#axt>n}KWhKf3TFTF7PoIe;Qr1(yw3o9 zP1q88$_I7=Z}Nel-x#4RW^HzPkB%$YcUuv{03_`H2*9LdMkG%Vg)pFkY+ZmcUOl!eX-=dbcrO^A;EtSTU;uG)YVQB#tr>^zuAamb426`&@h*^9k}MmT3}%T|)nA1^TlYve6$eL`eI1)b12mwYe|yc$6He0D~Utce9HlftJ*_;9;Yd+JVXG z>LK*sGWLpZfUlIkf}twSDVikV>X?!wn}D}lI{Nje zOHFbm`NSEq!(bLj){xDTI*5iqK6reV3@h^$f!dz+UEGH9A_B~!jp)tf*v{tKrQ@DO zS{}~(8w`u1`tNrRb59WUsR9XQMS5t~1RT{@lgi5;nKK0!#DkE!9}H$n6_k8%Sw`Af9e{YD$7b_4c*L}Nd`6Bg)Ha`8g_(FW;T=dRqyw_DEmmrGkv-ox+JbW2l z$tIV?zbvy>au zU-rXboyZ^V zGAlbwOoaBI{MWdepp^b}s#3R)kucBqHJ4!u#U<2*tm*u2H#D2ByS7C(YliJb6V9dK zsjpkO@fA)9VmLqFc3h+OT8Q+^gy}HHLYS(bkwJ<*yBc$Hqm#%70;K{zU^0MvdjX$Y z(_ZAa70Y^*+O%kA$Yk9`QYK%rresi|$HM55CoqKv2$^DNGa58Jq}Wn@lffB2t(let zx$eesId5!V{8}l&BqU)0bp^7}yZ#DvN}BYoSV#XxX$WS1q%u*+PCpx&rC3a@v9|3c zK_Cw90IoRj*iVGcYQHlim{g%#N%E2J$Pna|1bVWHStbVJm@-Wmt%lLLGIlxJfAj^^ z@dMq2G_+qwQNy{st54Q)3bDi$;i{~x0o{Z$+9m|HO%pID)oxKi8@k;O--O%btQt^f zs*}s+uvjRHL{uWuD&#YFQCnD7sO1KEmvi9)$ed{96Kx-hdbH{H4TpP~Tuax6l@37GAeZtLHrJpa1aVz`flv!b(8$i0Pws z0YJt>Yt*m$)7SXs5A$%dsYWOOtOxb{b47S!F93@>Qxp~4U{>rk53rBL(1;50@Q=>U zsnUq}6&P`~Y9Rsh#6|^S!ofuH1$6~^ue`%x3xf-{D9K!n{IF8K6dTs~ycXH3D;hJc z=Mx{T_2*$q{4;x()$0_C6|=~nQBbHCZ^Vl3pH~L3w7w4;t#EZb?oTsP-e%^-!IBGk z+u8hVh0#}csD>~iwhsjZR+GinDN9jpxGc_o22SWFAP+eOH#aqRx*g-ZL!+ygjk|@$ zly&>wA3AsP&4R{-=th6MxMXln#DHH};hngGY>`9+-=3dht-Aif(9AYY!8QG1jQa_8@VI*cPReBgzJKjU zf%4H^Q`T=UYwEJytKOy_T2Lo;r3o?|h4A#t*Z3Xp?=1z>zUa=bgt5>&x41_7p0<(0 z`Y}q^ow-^6@s?#YePg0-jZYQv0&36qp}&)zR>hBJomZS|rCz@o!c98vbjq44aj%3C{xbt+xK;w;RxB(UcfP3O; zj{Ik`oN)d>FB=x8tZx*zq+d1!amp4ETA1*HJiIMGsvX4CkL(I~N9f{;^ePb!ABL5C zP|1VL?+Y4#7f<542u6>^7T=ksb*xE!R+Aa&MATD-Fvi*iBRUO%uNu1Zlhzz=0Gd3mjTzwO-sz*>5Cl)4_Za$c2QTq&iQ>x5*kxyQ<+hP_JW+_GG$#wkGTF=IrCF zFepr1?4#|OlV5*_qDbdUS;E?!x4Ei~i zar>1#Gl0OZ;@A7&5_pM5Q1;_V0^EOKlrjdbJR4ub#l@xE8~_4+Vml9zB!{39h2iS#`dh)=L|7mJ?P;GQ3_5oRk^6o$R8A=boV16yF zngsu4`9DPtPw!b&(P6(+`Wz#&lG2|qW@E31PT`3%oEFZd3fGW00_k< z(~ex>%5iMxi+wR_&3{DC+Bj-yhmRfMcM<^5X8UV4ORJLgxdPsG^?%E?QOi_(Tu`+5 z0I=FrEe;MUJVSJyHD^+clr#JuixGcJ2&D;7~ZE7R{qRW8c{h^dOlx!EEd5j?b z&j2A%-|=>_O*nr08{7bNUTQi%TW;@*zq~Fx40PY2wo_$t542%KP2CVuPe6SWf5H6& zqd;ZH-N1*>e}2JR&mY!^JZfpFl+A!QpGnmc8aeLH_&@jv>d0$y8UBa}>eB{`CM!dX z!$bB*#%WML77O^jB&rh$dO8{{RomU68CzPBN#f}3PUHu?Ol?pC11l-b#Pqw5#hS3L z)oxM-+}A%klhdUK%Iw|d%DRk>$k^{n)JpWPIJ~$ow3t`6A*LpOE*pNlaPC6;M36a? z1aLu8eB;t1c(AR5_{1?TAK9ugRrf0iltfA>a6Izv-Dpu^8lk>{f*z9Q@TM3gW)auW z5X|9c{XfhLR$o7pTDNiIq+EQ}t@vF-SAZbKI>l)tv^=VxS(fB7&Vu|uaEy~uNQ4VK zN#XVg3QdO#mHpT{-D!gmr!smkBKils|9t``s9+qUg28XYAMlj$zDUnp-_ zI5zuk5#Qgd#) zOEV~Y;C{1+;r;6P6j(S#C^768>#oXsdxFSwRb(1)+;D8Dbwp7;X z;BIUG$<|71bB71@C&F0-6g=^ptO1#mV{L5^ziUj4n;fXQ$pFc6t(R`}4Hj2nxz;>X zxZ>MwpGaL6W#{oj+?;LJ0Nb!3GS@}zN0LS*FFBZU()!`!6Lp>2-(>kFF^xvy`$(xm z-TFJ)L@4nI=v}bhRi$Zy3zIp91Se_Ni9~pSXiezy*kJd625;{j(4WK~T8mHtO%m4N{wULL8yjUi*}`g&>qk zqJgb2%@GG7-7oSqLl=|#VmPQ*XS9NjlS(3VZ!Z z>}#bl#I*z;1U8)Z3Qd@ak<_MH!NB}8YIbq)_l#nrPYrxQ6+;3e{6gy)TT;h;Y= zosDL|Y!+Sgk;t(g2#?8p`2dU~5XJ!Z@#yzpA!+v~C2-#*3+7tA@*?qnKOICaneWVt zw12JZW`O2E^q5*zAFq=1}O1XLW zuRAd8Ims?4fLILp9oqo1HDii%p#k6P5bV$4_6 z^){Su!b+?XgHBSEvm>2YaZ{k)yk4!kh&8^E?ZUdafnl#`wyW~$K7 zcl);IWTP0^KCV?y<_r#ct)-DU$V4>uFXuY=FP;e7IpjIP?{)jFRq9V3ZA;sfRc^a@|ACv%+3peJDNh!3WA zt|A^iASs|sNji4Y9^=`A9g4bexWQ6&>)QA4WJZ9+N7F7tZ9=|f=Jk7bt1d~H2aR70 zYIbI3ImCNZeS=JgU#6BV3eXU<$^vLqk%Ko?>n-55;Vs=a$^}uss)Eb1hq+v`Iv%+U z7Cum6Z%suPR@^qVC~S`FZ%**8V?HN&mWMRc6={@0*Yf2`>JZkBKpmxKP`Ug03De8H zaBL{WgEeQC`j@A{Z?rscPI`R7pN%vKW*}DVh>VyV{LO`&ID5Ut# z57;>cCOwZ;pITpxvpzX;(T8ynJt5dB{HU_VlOk@&)p0;Zb}eG?SU3J61e&oAWJWGT z8xvAm9vh7~$WSwbMf!SkPhd%#MiEJ&_oga40eSR&#;POc%BokBfooT{*s83q2ltNN z6IT~`34J|UEUMXHQ29(q%#oyu3W?ENKPO{u&jlF^g75r-&bjTJ`w0~Ovj0*5p!X^f z4$`7wkw)GMj_Smq0(~~woQ|tBvXyMr$7wOkil*3J#@=?9N^Y{tB`yB4QyiST{ax}V zHMI#dVj98h-_uq7;;0nd&6(s>XwvxQJuk3iF4t_>){Z&bpN)faLCYU{BPNgJa18`Q-2sZ z_I84@#7~0&m8y`Mvg#}R`RVm=vM&N5c4b9!SCft47U*P{&FAV`4xYJJ76A`maR&hM zvLopSg47&>&aa;b=n=c79_@F~^?})>B)_yJ1(`4^+P3drEh`0+ zsAs-c_$Dv%JiP1ov=|_(o>1eGe-d?&3zI^0M?v`6*T*s(fYZiegvL(L zuAU=(n#p^&w(?d4UQ7bJ2ULWTxUzQ_L?SkCgJVWd{hlM{*E`+-(KGf-p{Z)(j78|s z&}ZOD*M~_B$rOlSW~Xu43+ZvLegbcQww&5dV=`kN0R9V#?^hDEP+G0bcFpPEvGR8O^(+>YZX&Cgxs)+sf}b2f zp3+*+9-^YDQJkU6l%*Uu#r4U9IL&%!1@~l4DTp4?>(Q`z@Ja4l@RaCD5m~PJ!3d#O z69i5ySa=EfO)xY433*2hv)sY`N+#PEYwiTq0#xmEVSY)8gk+^HU-C!SB3FWH;o3u{ z94k2z|2Ry>8SAtPgxoT853{$sta5dbydTS!uuHx?Vd79`eqz46y&hb)fNG7UY05)P z1AwDD-0n?8(`*{}MUMi!Mgg>9FK@#;lx;|-sV7C7S01#9?*l<#(OWp5I!+9JX$BYO zg%!uLwMy{}n$X|o@K2*t1>1%iXyU2w@D{>kA(>J--UC(xscV;>`e zsD_8Qh)=RP+e>RHs*?V^bJc-nU*nI(zZsjIi+Q4^))2!{_O+|5hspvhU)~M`#l4j2 z`15ko(%dKYXhQz0Jp|srI}f4YfoEhQEX2J`&Li&G6-(`|(&|J+d15S}nVf3P7xI|c zl+?*!Z|n|dUWMLDS>K_x9?+iHbi(-obSkQP)VrR-ot>u7cC7c1M|$TMSvoUi{rb>3Teom%Mn81g~7rA9S|@p z#@th%ZoNYVo36w*cEG(J=$Lx1Y`aUO*vTpuE$UWQ=+|c1Y}Cc3Dv}{AWSr)}D;&tk zP7zPRB&6^h?koB#591U5mojzuyOO?a;s=>l=3RLIZcnHIntuat{UIDuJn3@wL-GN!J5pJ-a2wsgneClJZBLMv|>OrKVlVAQBU|mEw$Ps zmc84eW2&hwY11M#HhbvLoOOjahk6ikwT%K1ra^0YBALw~g}zK2ml%<{Ht^W?+6J+P zlyW4p)?yxNKQEUUmtG6Ww)Dh)n{7CltD6UAz15CI{~2^p6)+ys^~*VH$Ql3uun$rJ z0)T)v`Ukf`#oCnd=otwQKVK4MVq^Do@sAfOWN-@xdl}n(jids4V+s_R5Xc*{k&-%t zj+dZT2CmG^dxw0;YJmU7n9q|Je)4Doz$&c;m4>E}Z$1ZhVU!z`)GS3KkB`bo1j}y%umS;)%>SbbFk}C_`Nu^6|4X4C06@7U z*#!p(i{yVdTLfZxxS_7VN{M1-61c`Mc%sCbVj=i^Tm+EMg*Q<+&*0_G?VA`-;=g#n z!6y8U8AZc}_pDwsO|vYb6SN7{=uE6@XYgKKxnVk8o> z;Dx}aiRDKz&by0|g|SJub(&T`LXP1CKxH^8Z1I8tw%DJbR*4swK_<*!4XIlz7z9ad zbRqOX&Nz(LC2%Yo4q?Poft#aNlUrEZh3# zGU*-pfra2#c7F21bo{-be;1V}@y0~>?Rh}`o)k;-IG;!~AeCCGU9?|^- z1^|bN>tcM;q3ZM7p8d-DfmZ&nmRu>0L1YGaUp>T$IE6@C$v7^ zfvqPftyhPpzxO%QjtibTJqtY#Zik(jye%FwooCDTJ*J#4aqCajr&@w6oSo#o@x>-R zm44BDwRrI9AGTq0w|GBilZbJY#C$diZgTxCA~?q)@x5=$O7uvasVcFYysth?dHqd%Fu^l znA5%vZSiYUh8Zr`bLC?YG|%pjP?d1bDWvu_twl!k7c;xxE40)GxKCFzIXMQRrBW7B zGi}f~5BuC?fwDZRNV#xx)}rNKgKa_#JY4>@EZZXm;S#{TLe^r+#s<@cl|5U`ASqNd zroDATw8^qyECcBEp0kwET^m!3MCcwdO&J(A^D<=EErJiGO8vA%0jaWzJ>2Zyzo?B@ ziijK$effSZ4=O!B}Q>vj=Z1f@Hsg8~5$O|$MzoQlg!<15_Q>8#3=d-<>qBOLEHd4!jJzV|}Y*M?%Um&?RH zj{PsRn{ML@i9ev0zDNs6Iw+e`52wH_NxLy-$RN}N`exwO)?YXz_QR>ebFb&YgV>V9p(xq*Mb^8&A@)1RD zf&_;gPk`mS`;8R6zlNv&>ckH9dez-!Xc;m`?M>gB-Axnziy#H09PCLSw~wx3y3`yJ zjLc1O_Jw*HqSbe)2e)Y`1#7oj^f-J6U5T*mnHI|J;w0bkt`bR&c8A>uk4nZqsgcdqYu7@fp@VC@39r zH?`Ato#xnD)FXOKj37Gdu8(YubalE?LJRidiZd%HJ3HAozLP>5c|&_0z<3>fP3hks z&~yC@fQO$7l5oDAuhMl}?BY4pM%tUXR;;kK86mD$;lJx|qJ%@JMvx)kZK0$qvU+Q1 z5NgyDkPphI-3)qIF40F;d?%NNQpyt{RRpmTz_7gOFLz7Qs&*%=n&RYkKHLevv{j_v zblG**4qGsGXKuYXAaL?QnXZ3o1*|gC2jM}djZpx-Is=yb{fK^Tz2{wF$9mr`YfMSB zRY0&FmF2mij~;Gz7Wf*ieoVG13{n{RgO<#HA<(&)#=Z8{`S{8|xCzdfxWrbouVN>N z#CJ(qZzaV?rQ&>)3E~xA1RNL5d*q5f8n(=8XNP(^f8OiGNwvoS&yGG-6P z^>+#Px$Zw>DX#o~w4FngCIPsf|F&)0w(Xv_jcMDMwr$&TsPfTlg^HUgb43XB>ySDImZuQ~?LxqYFd5~W4DSL7 z@!?MfJ~2`RCRDaC3xSA z7qy^})fMEcZ?k4PqD@i;yADQu`aqgN9}_(ZvTNe`&*%RN6S*uB`1$!g5AlFWVz8G4 z3+xZV{+->4=GP&j1bl;qhN>WM?7#PLsY-3?$^Tq=s1a%8Xf~EvHcFVlA(qWvIGuc! zMp%xpRYD7|%CLu1$A5FHZT*M4KnrpB9XTkWYZ*TW+2f-jw3rs1g0fi!*nsu{AxO+X z`ObLWx2M><*Evkn_a{Hs<^e_%d?GL75XV{eB@y>Jv@5t67e){AE^q3xTl(2zh-$;` zioGLch%kma)c9@n{ZpNhLXE_$iU8D_@+0;rcTy@7kCxUEIy^vXLUN0>{OJ^pIGfR~ z`Uo@T1ZfkpzK86mYsPlG@!k+3P}I*CZ&s^+lg3cLP$qD_pl2L{Adb3P&h zX{u%-gpU{!8Yg0A)w>jAQ~!d20K3M4k8CEQCi0a}wHi{M0 zilMV_N9gZCwgysDoER_p#2O+>y#R6A13qZ@_@NJCzNHskKRh}-3~c2(Obao5ttY%W4a#N`*{V1%n6qBFMpf;c0W!IDQL+Z1*LnBI+Xbmu7-Cy3YwHs}Np`i}}fl4hOoac$E zr!V__AeY7z%4bYJJHvRI#Y55?`?-{JsuC#z`Ju#poQxo9bhE=E!v95;CfH{}D92Xzb)!$3EVRe+L?6>|+~!5bUpY&!)%MAXjfFPw;31 zFy!nx898_@VrZ453~fqmGDG0Pnmj17?x5x^pcAX~EhJbuIUyK(umc8m<`2b<{?h`@ zy4KjlYm(cMjGHF!j((y?J%@p3L;^}QgnL~x9l>?^#5EJ#&v?4&HmM=)de%_X7py13 z9hcv`B9iveoIF7^{uslaGTWsoU8La3uC;(Lg^@2SzI7PMNoD zzVc%105(|?bMtKB%3r;lK1pm@#Wr0nUNd%_i;7iDtVO%kf3s(YMNN2?ZD)%U@m(M- zfd!|qp%EI7OTW*4b3KK9QDRSi=_60}pHOfV*GNB`u;*;CE(J}?p=eM!)86TOrW!U)( zrF=28@zbr~?b(+Q8`IODZEDc{uDDtP$}JmKXYL6BI!G2aW?Sibe^1B0U4ZpF!8>I; zgK!qHY&@UKZm~U6L0hObbSNM(g80Qhes+?-i>iFvSNX|T=7MwB*Ad~7P#IqC?&iOK z{8^Sk4}E^@j&FxiqanidTxEivIx%auDHxaPWy!O*?}Y(Oc8cQrl=|t%F~w?d<5hI- ze%I82T|{>I8O}Cre};G&rYh<-cOl@DP;)_wvKqh5POR#NEk+0PvpruJs?ueZp+8xz zALwHnvk4seem6@bM1fsCoS^#^ScY|%?+XgrN>erAHYBhdO8>k7<}%i$e`Ey1q5A#T zT%;?pLH*~;o}5D$SjY~v?wj46caRHQC6}g$Up6u^>qZt#ZY!_18js)yI&|5#Rdp{A zv*z4c27YbnigK$%z(|xtA>kwxn`ReSA4*af`*X}GXL4KK4CJh>&>M#$lfMKj{Je2A&~jHFI4-FhGz=@Gj;KV} zN8^V%Oi>Z~xtI8Wr32^lBJqk_u1Vj%RnvgwTc$!Q4GPAOFS|`Qt-D6NyT`yj2mC^( zqa0*9dn8xii-|B3#=~}*$G`cSb%&Yr9uE3ft|9sn$PF}V$Ma-`@P$gOQKteGwtS6* z`dozGmJVPVqm{*kwv-v`-3J-o_Ge-XESZ9?ff4!LsQiDe03Ktnp6T?C$*5A;FuX!5 z-PHLPRoMx?Zy6m|;%F2>0{t*P8;6Ic6ipkha{ergxC6i~0oG|+yszT<&mI}Yn#@au zry}h*kV-6DKSvmKG3q}DD6lC4XE^(`XiHmPct0l@1wn$S4dk@QKhUIcF+(-eNRv-U zK_1VX39H>F_-5{VUY+w1=g3fP{k#+}U;bGoxts6axjC2RaH&U)tdh=bq%N}71*r?U zd(i=`IjiM%kVc2wb*(i4(CuCrJZ24+g`(@@kK#YsdP~0&{(K}7Ll^nw6|M9xL^97% zvsAP)3S0QHpaWeOoG8G1tOkcu2bXl?P!`raaJ+8>&|nA2W{l3$^I!+V8O(mVWKp7o zH)fciRqzBs*GE&|(d?h%v6ePy0+||-Tg5=|6n5UhA#X{g!pI}&cdk}y@*go{Q_xB^ zlVxZXU_`xkJc7%O0XV3R^U=;`%d&1r9uVf2) z`oim9dn{9Xhg?m|j7-J|Y)aJKXGI#G7oRKFQ8RR-rl?de?zW_P|JX&OKB)g3p$q+1 z1D*H8S7e{s`T1V({W)G159;`EMiU-3s*Rvx#*=JcrHFzys zAui$bux>UG^;_lnokg>`K~;_c6S=|zQH_Z3kTpP%QkiJ)Mi}Dz<%>hcxu%Il*8iOB zn*%np=&P&FCt?@Yn-x1Cv8m<-6E15ML=9sL+AIko#4ya{w9QI4`rdaQ4h(Q*nv(e3 z?jcQzj3L;7|D%7|(jHn=&OL(ddiJ!-;_z2x;(ubH4I$H8ViuSxG?BU-R66xfksBGk^vVXX}0 z8lv=&%ZJb-h3f7>N~Uxn*xJri1M*;_^*X>??9WSza14D8k*`b`Jt&II_=?rx?a_$8 z1pCY)ucWln@AMd?{tN0H3yWA?Zx`7_LNq9;z5t)FZ%nc$)6aeC8JB9GiKN zpg2BF4Mabj#3t7A?;T^yWNC|uMU9N%yKcy&=*AcmWh!LFr*S{dhdB#8LXWIUs7&|q z#u#h#`-gNsTeY;8{ZOpopVq>6dDpHim!%!$k7jccFrJpK##-d$%&86KegKA+nv`8x z^suzT%@bc4T~_8l90ch6N45Om{@+xq3-b{G+E2I=8c9bJ;pt)F_aD$`bJ6l?{X6QL_%1TXl>57=hp%az!QJJ3qVOo4e& z!$@f7`owRU*#ZHi2tmGw0F5nf7y#gM*)+-Sg-q!l$k_bPcl<9l^OEQPzBTqa5ve9-J;zUA(wDlXhsexmZBxR+{ap%EeQ?I4;G4 zOglT>l)Y!q&}R`O8~75iI|K_G1n(9Gy2Jb6z?S!06ux09d5$)~y--~O*X)k~PF@to zT&C3*GDe8!jYN^_lNenhL6J55tK%_X2c0evrWV2Jq7AUxTV{YCDjh7h`1E*qm9rW; z*C8`0fRwwI5487rpbqGoR?7nifa9uag!il>H2^x7qc<-|)Sy5fVc(o?tFYDeCSrWT!k28cjC$f;M_$xmZct7UI2QGxkXyksBM@OT!#jQZw?Bf2%4ZS zi<;MsR7}RTV9bDSX752d+2dt(GAud1ol=-B&x4izj!0%-shOLY5Gs3KsoW4K;Zi(C z;O4c}2mIJ}YWc~8y(H+s6 zxmrM-%k9yJhCoRCu#NHH#bF&PQq*7+VM{~@%kzEK9i8kmooYTm8;L;+?3jqW`*)RQ zzc}J=$=W|%sCr-k`R$?A;qUYE2&5|bh&Pyf>SH9$TS$=-K(LA)Q$~+5?9Z@OdHWh2 z;h6Q`Npc(6K&JB8w4J&5%H!zA&LFX=MqFc=9G!)|mGXQ0~;3nCKN*)wi; zCWa|U9BZiw8>529^9gZj4wpE}r|HQ=nsQ6lnXe`j@4nwHTpL$@4a_H|Nta;Vp^mAq zga!!9!@Iz2dA(=~l}#xb(svBz16h~?c__k~G0d$u<*dEGBQ-+&7oYvk{utiMPoqp} z@!g0o;`d!iu}Wi>CuRj=UC}>hsWVLPx-Yb}0Bn)Vbf?Nthm)w|)cQBcWG?VI^c-Sv z$21FkcH5)_FTAs``Whof1@xot&@k8!_Y%4x^xGA|KHQxupge?=xY&0v*fGm#gX@O5 z>_>UFtEy4Hgjg^E&(b*5G;`Yw#3t>R75nqol18Yb`kUOEaTogg0$UXb^x6pC1uVgB zR!ZBD#rI+TA!IYnA`-ZN!qm^*Z1L8;j1ljS9{N={tuUW3b=udD@yZoFPtRjl9v=ta z7jEtWYSsF7MYyVjmPtKY4!?e^X;10QxjG%B&dF+XU^y5!1_LasySJv@Vg8G0OZ$AJ zf*!RKTXPz>lO9+IGwtNg16*kN4V*hytwgk++gT%4eIv9yWQQ-w{oC~S_f&8PyWomk*N!m}OC<=MFNHaa;-oI>spbbb5nEaCIXeF$O*&{TP0=o~ zfqgi%=(fNV<+>rSwX3VP7yHDTU8)kC+R-fBchxetUhOUV*v3b4wIgf~M=H{MIq<&g zD5}tsN7a$Y2NK@al5_R@ZIr^`Do9JkJlIlrUOyr~Em%f=3fil%k_xgx2K6&a_wT<^ z6CSW;nk*o@rTk^Y$EV_2vWo}HS*sg$h5S|J?uYRk`ca3&wl#_Fb;@{N&OPc{>$j89 zZ7F!Bqr}>g_BIOwjc5D3J?E_{h;4O|k?XxkT@$AhnmD-@!n;dg&6@mzv!6?BZLVJ5w=|3QFcH7EOpFs#HXq4U&S#0JnUM&odZ<46>^stbETTypMI|&m$ ziiOCB$-8K&PVvmr`*%bFOFEUtc=IQ+$#21Y(`s0h}y~Oe%_zRYH zWK@H>i4!7o;xecT8M=D;?{Fd&I6A(m(qeLud8u+UJtES4hVGw79?v4`6eT1-Rt8F3 ztMZy{7M8QuIs*13sZ1JmqXEN|yIC&KB~Dp&}H5GM#^N-C7Y(>f{oSl(@|}pWr#ki2l$A6I%Wb>3=}u7z%_{w?W1Ve{@#QUIv+S&WF)AVx?ZtM=JUi zr}!W|!%M50(8FMobMX%bftjW}c%YyBZ9B~nJP4iRbBJ=S0EN3RJ;+)fIH&--3H9KH z4jKxYUd~DFuca8e>#7aIBDcI1&X$W{RAu96Y|0BSwgk1AvRpkjn<$QJB_~yS=xfQ zr*H$eY)TptW9tJb#bDbudm}`N-8HiIDp!=nR!7~cCBNonPHZi}8CuHC(-=}WuWA!O za-l0aO+<|5qYI+0i9`yrmW4)>kn?SvtS#LU4A_RibK|B08ygGb)Vbnw;TS#&MW1;> z<|))$+^6&V3ls^Dg0|TIyw>_3nqFn|opD`)QW7f9j9xQ*O+LY5478f*xMY5+li?HW zzx;GNID23E$CjB`b0{veT7pm;f&*OZi^ZcYH6kcg+9U>p1?AgER&@=nYm{A2%thM< znn>Y=IuYvyI=r*_XwG$eP+28t2`w)dj`&l?zXDb()`PC0TGs74qv|P5;FS*TFDAoE zM0@MYMF`{V%b2=;10q)pt=}Z6WrC zsk^QO(tJNBC%AsTklL>bY$mKoZM-i368It*LGpB0e|OhgSn>M@3zdstqghmY={S9e zZNv0ksTyW>i6Q6GDnb>}|FKoJ-d-N*F^|yP<7m%tVy@}d0HS`C;r35Uv^8GCxQ~|j zb(8#lZ?Ken8YJ0JxS^1Kb`O;**T2>!whm_cC9lgr!u$ZjvgXYCLW9$&fD8@{5q|l7 zkE;xkFmKO2TjXKKjD%a1{pf$tTY%sEjMD@Ben;9=Vbuc0v4 zSWLN8lm}Z(tv4ubA*yLyS*qd7?b`x2M6Bruf&i0>h<#F|-jr_Yr!%FEcJ=UREAL-R zqkryQ^&1{eeOT!4xpPdWA^U(+%TaRPSv6(|W34Ed3CRdV#gjf6tTr2cKG=g+IWK0& z1Eh4RlU0ob$EQ8?Z`CVf2{(r5ue|{!{?I;-^!q*Al^axcsNZa^s|PoKAY{emJhYKh zHc<%ufHThfAhBLTe8V!8wg{Ih+h8CWIb0^J=(vrz`Un>*c)y8l3rb>^>kpv>aa?!P zL4#$WD-r#r!&zR#8>4|`v?k&be9&5Sn(K^QM)iDUNkAlO8$1W>_1Uvkas0lj3i)pa zTIKQ3Y|2#tqyfNfB>s0H%1RLb>V<);fy#gZXpl5N?;3!gja{2Ib?!Un@)jtg5BVgW z%%}sV3-=7S{F_j+a|JQp;j)Qsx>p+Of;yY0BDgtsN<$951akp>{$Sx6OUFDQ%XP@o z$}~S7LfODK_j=N-9!}Wb--}y7pg(%78`Wi2WI z@QK$FFee4=)-ngMhPObp{fp(5=v+y5z!WIDV=>5GJ0%u;fyx-@^DY31iixmA@hC(# zQ}aO<%t^*@&~QD3hd{PMY`;2q;$@!U4o}KR`lvUok*vny#6`R( z0jk1Bg^cYgvjB*TA>w0y1$`edp zBv2k`RfJnTquj_Sz`{fK=<95M>~u8;mDlF=Kn>JM6=9#wM;JU(@9UNDL4VR+A=o#4 z*ZmFer8bbyr%x|;hYiw&Rl0MRB)bNyORR))Kw^!7#6N46Zd9zGtP@wZuJ=bnUBS^N zAnZjIS1%7*L({QH-F8*O zYkjn}dOeXIp9w#y8<+Ef_wWrMGseM+rV{Gu_$E392zKqtLMljMV9p8{hEIqNcEF1X zJ_@=+sbPP67MZG;JNt!SS#1pj#)UWZXWPLT`~uQIorV0zKf;K1Apw5>oqs@ufPD^4 zK2lyKipBCYXiQ(`cEu;NP31m6Ngcqub zF^VSJvkU$nu}4|3m4N|9PRfx0e6tpmg?BvtB z>Wko$!vqT)uQ6@3C0ZI-6;mVi_}6+My+eN!Du31t@Ap&Dy7yDst2c9vA7(}MT>u=u z`_u6kkfs0p)ZAhrhQ1pXV%}UlQjgv}^BZOsd|(;4Fv0 zWBP+;b!+P2T}h4=((Iu1;|)C->ToqS?%4Pj6{ZW?amTdd18Wrf=vS~OXGcz}eusy9 zCx7_FUqBrxe(?s`mNWzHRg1@iPj-z0&;E`;`5hyL^+>iw=D%P31I4JaJHW9^@2RzF zqNO(?BW`A(QXE=DTPI;>%R^Y8*^R!;zcZRS=G`E>%QSejX5x`H-3F2 zO>05xQ)dvdHo(-Ph|ToU_!pZ`w2Jcl`M8##TZx;Z+SX#qLwTP2Lpa-X zI$2)ug7Vo>^ebZWL}nlOXi?F`evYB}t1?ioBLCSZ;;3&<81D^oz}T-DbZ|{NN^bnI zk00S%lbys*GhF{*OqA8O^yyp~xC(>|UrG@1f(nnHUT4d|a&1_!B;c(VI0f0`zZ3Qt z&&ZN85O?RBezo>V=m&y0BmT%b0{3M)evc<~L_mU<-kk!3V5N#w6CmlL*gb8?-P^-p zcl8(d%P#BELlVS`U}=hiwX~)?PP7UNb&5!RloMIiWtQ5#acW*sRp=moc#X|OMCh@x z&4-$SXOEx~XzTO_l`(Yk@9PU%w=*HOjVDcg-MU|sA&`)}v-Jw*I7`W{_&wq-wY|Df zcZL;CvIqZKlGZD{%z zgSGW0KFzbu;&O^UlSpK1gLcxd(XxlgmqJ~#ADi@QAb63j_t7P?vPi=UR?%*~Q~q`; zr(HpavbQ@z3aJ)IZT8-I{n1LtMr?)v6{N}SzEyX~$^2=*A;~F5X=?4_ytENKf&W2m z*?QFv$8x2De*Kw-a6hsmptx)E5*b1k0@da*)7$mrS{u*=)R#dwP;%*W9NjSy+pgrAK3^?8)-XR z&#MYCtdfy|(WtRmLJI4_fUlUAX)y~lLfj@j^f;Y#3Dpubb|REJm(L*fFE+-4K$c&7 zIu!u9b+E$s%mwRpC4n1i9MHZ4U9M7M!3*Ya&JLu3fEx>Jv<3zzV-O);?hrvVk(OJrnZ9suQ*|*ly{In( zED;(%d_*YQ(I(Q@&V~fW)Vw3MaUw{ZGq;Nnr^EL}iR1mTG(NMxjj^r1lTg1`Q1)H1 zSw&eQ2L;!e2c8UxtSZ5Y2|4qHm)Ik9=$h2XnE1QQ7ni~9H6~rqm1VYx7~<*}A6h(R zTL`c82=S_mKm8K^S%YG#hcd-Eg(-wT$#p6A-*_dXtC+ROKiRNZE z#U=4ppVgd5lkb}an+3>;eWFCn)^f%RYXX`lsuq6AQ^5|>EmpS0Gy?VRNY3CS&T|_n z0_apBqr4s0pI@@tj8A|l>kfhH1 zpNBzHj;OmQlY4ik{g^u z$%gl9&%G>#Pon1t{IypwD3fi;txGt02}U$m9Co}_GBNcFZ%sKX;>zkPF&v_Lg!}8{Zhi5fnse~0fd97}y zAd0k6=L zwe}Iw%}kUG9f8vUWvJQuHr~2}XjIbYlsjTeK%*9BT6(N-X z%Ep#t_aR&2Vdkx~s(_KJgo}HGzSF_r!i+XaGIWB$8EH)4##(m8n7?ynM9_OfM0;`S%f7(M2iJjDT(^yeb@|3-SP+ zTmm}b-f`>w{)lAu7#EEm5aEPdt!!1wTnPp+gkhVb0 z!hX1QiuE={uZdD*gR6=pwVI+bjA^(KHYSlO=7cS(Ur=;iVjQ9_9Mq$TPqvi&fq zX7Fwwy4-$f_X`&ztH-xSS}I@XM8fB6oZ`xJf#TJtTC*SI@%wXhwd{$)U!spD_8wEc z4wp8sV-Gh;X-diUF?!f6aNx4z;Yc>&jr!?P|JvZ8-pEpVanMiovQ1&#hd|PSq0Hg9 z^!#X+N(-&+4d$QSi$BPrAwZs6gi!J)c_xLJF0a_vJ7Xtbhr_%3(3hWQQb@AAkgZ{M z9zR5Ce%b4k&){J^_OLvMOd)e{JV9YDymO*+{RKqoF-B`N7`V4cHst<(P7`K6V#7aD zN!T9YZk?sdN^Pbm%JH9IM6%<`C=<;E z5{O9qqsX#V7}R%IE+RgkMA1&FOgIH_e5gF%t2myM~S$c6!2!*xdqV?+G8 z$|=o9es33e3qCE06W+OE7bAxJGheaqku)FPWjB~e`n<@YXb1uTU=K9SsV^4n?EkvA zvM*~6wJrCL)+0SROdIUq6VE?&-I@_fGY+$R#9wA?FN`Is3Ie?{%N@00vQlp5-|~s2 z@UXgRg+t3DbN37R9|w}#U08FF79zXkUII0QzSycCIZ}1Pb*GmeobNnUeP;&^CCB10l*vNe_;}3x-g|dfO2^+byoK1 zU^txdjG5}KKFV5h@gb=WffT(2X776;13dz-eGN_So$itvIGy)0#3qqnc#gP*G8qLJ z!%#sr2iL6?+(Qz)qKhJ};K|8p z_>`$EF`wy#XC$KJ1u~`&E8yzLpYFdRGwg2P_HuuhygTD$KPmq$NX1P%gpYKFM-k54 z#dp8xg>Kz)77aQzyny}1l^7!l*~^Aqqxy1WPc0IvYtgU@ zT6`hk>HR8;pdpaG@l(& zQc2`byvjHc=sM-jUCBmQ}WgeA8{7OopElvQ{yx77S@g z%yQ&}yaED9Ul2Iu)hUa14F`JlJ9V;{IUd!YqoK}{;C{xx_2AJXr|>~E%Z zWa0e3f#0s{s+Dt=xL-H97%1kof2Loco`l^_$9?R(3{TT9^JP^f)`$$HvBJHR@Ic8q zjCrF{n8$PMW5Z#bhbNp6L|tJjUABoD^PscEWD(n4>poP)?wkW$pu<@{T+;6GYIHHP z=Gg{&D3Et_5*X#>{by|jq&5${((YD3pT+2Ssbqh>EP*A9l5N8V z{}bBaS}(Vr4&WMUenx!Vi9^WOs>>+iuikT-zJX)s{)BYkZQ2qVkk{~7a=ZphLy*tX z0?i+M!3Y3gXCOOk{*%-|Ik5i+skxqpM8qb%!9p?i=WIyYOWVlXcDD&w%^L!xFuq;8 zA~BcYdM@FOKyDrp1z;GcX9@>-@3D?-ksv^n`avi(r%>&GlWFxY3Hi|yA|q_lhc8kJ z=e@*dd@7J8mc^R`{T&%tK~IAPngb{tB;SGEefkwa`_BpE4fAYK9wRb+7i{MaYbw`c~sQ5LD1vE=!kTIxoPjRyL zY3;NnGE3m16wuFuL_=*K5Z?#PYeN%kYIU4_2Bx3l(^8K;eRv0e7!Far4^u^|Ur_kt zSSYxv&p2i~f72~^DcW245~}MOjfl3(kw0m~Ohy!|qA9OqGo9a>5SPOytEqW2PJeLD zTrKWD&AwWOh5J4t709jHKK!b2dKH~x7u4mnoNzj_e~+u(e4qEi7|_TE)C6IAB=C_Z zk|7Ewl60Yfe)wpi3oJncuLFQ#c`21Kz4Pb7%n~=x=}AAF5a;%=ML30lpD(Z6qdsSY2B`=)cnkXrqGB1-CV$> z2t{SsSbzREVOAG5Rt&Q+sU0Qgn6$vrU!r9fzz)#?C!#LkcV%s7XklskE$~toWB;60 zeJ-9-QY+~QvXL~okVF<>^R8pvo7PL4;Z{V2`u5D{6Kf9IYok!xBK>@dH=#$xKtby6 z2u$A$zX$w@(3k&AJ2D-=YhsW|B5wHe0z`a7gwULCa(`+vNpDR#vS9KhNm|k%-Yh8s zmdBUz3z8hTcAd%w>R$$BaF(d}(l0bL-WwBNjBR%KJ+ zc{xsyYlw9j#YoBl!rd zvR{7&9NU(H0K~`S*0J~g`A%&|)~pZtMb{Jks7q?V=BsO-UXgSMH0XJ4u9P7Oc`j0t z^zb0}4%Q3M!C%5yOxEG|aZ`=9sq{?feIW;-paPGzlnQD_blAf%2`;+U?B%x6`0vI+ zOxZa7hIu`I$O?7E!>yf<&oOuACrhZrz8ZpMo$8)n+hjDij(Q22Ym9L(Mk6#+-K z^vDiPGI<m; zOr`RLZ+!vNQssuvPD>6RUm$BN?{$e6L-}9uUzEk9a@50~PHFCrp>r|s`n>ksF%vp= zZ*Xt+iZV$a&+UVrLvRkh<$)q~z3=X%A=d;IW@fNDFd4H7Usg;h^m~`!zDlZYUje}# zQ-+su*6Ow`1C;bI%@5sd@qrp8K`S8-C%V)|Wd^Nn;o8~(yf6IKgv=D3$T`^)?I%VqnRapIUBuB=iICJeRL#l01Ti+#ZNYaQIaO z13!83klol$cyV{C^vF|kVwYmMpQtOcK{;szJiXIo7|4OyZfo?PZpA3a@IR8RfD)P& zQ4p57QyeA)HorRv#AGQ%DZb|4pXwf> zN&J-^WVW}&`X{?V+0ma94M$ZhXos#I&lPVV2g$VfE)amGpo7#Xx#0 zh8BW@-T#{Q07?3)+nRp@&dr&5Qng zbA>lrt63B9-JkasGW+$HO3dk1TWB#JJ;kUr8! z-+HKA&en-k1-0=J0 zFGcf%(MMy+D1CpMycSrWwkykK2k9-gGo|toB46jDnNQY+qyw4a_<|$omdohP;(W3yBf)8YLuy55q~Xf&onImu zZosXofNN|z)&{heeB`}GtA9JyzldI(=F0W;#Eo&Z%DWn(c>bWoOvt@56UhP%y=49~ zp*hZn1yO{G>^S89c!po;uD3ng6AB(y)ASKlcQ%?C{xK!=5Su{AncfCkNamCF@M9aPTC1kVZJ3y7hA~I-`?}J0!p_K zA(8MCls!GC&shw&l9C0dr4l20_iR;uJxY3`x8caqhGdpEPT6~{*5X_AMC`vRIp?v4 zH#JDt_uaWyeqpfX*$Oe#>0bH%ZiTYt6L7+?YXi~@ZoP!nV<;s8inh!hKHQ?pOK;4D z6v1ZoXaB2314-6Ksb9m50r9J1rT;JpYVkML#Bq3ySH-I9r5ik%JSSTwzVighY>GwZnk~1x6W2Qyc%?f}6b=0mp3dX_4hPvTcy})=QbQO!K*w+m6 zopZTYP&i0yFjpl19VwZA?DK{W7hm_?IYptCadK}Q(p~%P&h^s-9~OJH>uFX&%~h#S zQ&R^u3<(VXcsr*EuXL;A)@pcYpmBl7+T-~^@gUr@tL;nflP$h>WAdwc5&{(B(W0!q zxK6<$NLtQADeJ~7KS03ZB#qnloqcSYkhMr1!D?(5ZSz-J|CO>)oH0^xomjUHvqEEG zh=ff*8QA#PELRdJMnd+XUKI$y(>P3;#{|{Z#g-6~&pck?j*#CTqv@{}=TXU~mFvX< zzAbRDB+c)6n}lnhM{F%FGHY;G1GM7`yJS16w2^!acO)U;F#m7=g;n3kbw)&zHowW# z_cM1C1o&xO_IJ})Z7dTkNEKXf53Ah>8m6pU_G4lX5LY%>FFttvf3S+zb#SfV05{X2*+_dvF~Gbp@yUZx7{nD8a50+R+l21av`T`dCU z00z5V0F1p$CD*M7h!tBC57eGS=n>I-Gj7)rn>?H5>|pXcouvu)QQS-n^U{;75hqIp2mY}#n{5Nc9axY(a8EZLC7khAUfmWXuf<@%Ie54WIJh9-L3Gz57#=Lh*O z41Z^lVkU`D_bj8uPoENcqUqswd$f;;kc!^yL}`cEr84X%)}S{K?&3TiH*ce*TNc=< z(ovB~`1{EvyW>%k@IW6kR)zbJU%&KM=dIqH=B9`6m0h#o`0bV-f7FNH>O#A zeiZ)tMjfG1KGJXsBC`Yu%?n_Xbdw1B4ynUBka3ttK;@34^SAS1zA9Z%YhlI{T~{mt zuJD6Tv~8?>wi>-30$T9P21z0akwW>3Tb=~~%SIp#JM4~v|BHmc)Di8%0($?eaz5uL zm_zGSvaI9#KkN;p=knj!mu?QN{(c!b?q=Ra@jrQDvMiuHfD$)q?1m{$9NQ=z!uho zROS&~WBYWFtW^XEhWYb5hk+O`&EWS6@H~)l2l;R>=p+t!##HRF-(~h*WE_!888J1x z+AhkiG+xgkOa&@xW3MExfevfHPG@UeN1nJpO3{V5A?=D*u>t@x8VBe9rk5w0hDx#W zHwz&1`nLWzy$s&S48B4Kz#w|M9p6S3{4H*NFJR z4P0J&M_t&(X_J0x1cjIJaU76T$gP=wqtDMEM0?yR;%)>ETi;Ufcn%3>8C)Jslu$7~ zQ-TSJ_7=knI%|OtQWlo-BZQ4hct+e&eyb8*|%)iFQ6XvaDbdJDA1x!e{G19$3n59+LLU1bf2u3!_juFx=1bYf2O zsd%51KSjj(Yzj-7PulXty)?{jyZRdw#Ix~uN3I_qzEs-Exo%sIxGzU;SVAM8UI z&zlB=i~Uy>+o5}&!Zb)RhDjsy(u40FjSXv)n)!Rm4l_ftck?^L4Di9hm*EmoHy@<1 z(XTJjgc~GNy22~)e&}T{>dKpPgQ=elb=TU+?c(F$z?+1mWp3Am>hA*+-yX&N<80S% z9aMiun*tVXy005bc#9tWh_ zhOx1D9it{YNH`cnA{6e-6tNs8{y2Ka48N*Af23RJ(KP5txCLf@S|ii?>E#8V2gZV8 z#=R_YdBr|;`w@ODzt=~|LhM}$speHVCMoy-u&ldpsA%%;{ss%9VrMufLNRfj8bNG)~0zTDJJU% z(~xEr_f;jlgL@RRyHw!xgekEMW;z^iF)6aHDXNDm?zw*ik;V;JBB3_Fa*wrg#$ifq zZh$7hNw=?-eZSU1>KkMELT)pRo05D92$*O}=^HxG2{7byQ#C!U@1Rw4922Q>*K@9r zQyuH$+r`|oZJ4Xq!Qx066ZB_K9O$>7QlpP2n5j+r{JiBz1nD*#GUI;NMdvyhAHzmW zvO?+1?NMO-wn)RilWj?+f}5A8vwUchXHG?Gu4v_%s0u%L_=swJ zCo}Z}x3Rq66no>x-J^O?JpxNX?1Si^ry{$%8NY7*CHtx|@uuI|?KDx?8EX%tLYwkY zNjtAEg?6qTGxl#$|B1=I=fwb@$N+X*t?e0(vQpnUxOof@(pfWG!qVB8efv z350|013P(y+t;r3?;9D=o$(2+$KfEGB@{B$FINEf;mgzQ=5XD(Dv&>hB`hy0fZ(7Vl_-_kCzN(#6I+dzamNtD)Cu zT6?bxWx3m5egi?zFjW8>Dku=yc(5B2)zRo{r8(hYf0B83m;r=FtLF=qOvH)P(#~ zqut{-PQpz!>ot&(sj`$)TJ(vy%dslgjN4c%*t+mPX ze+(j)a6tx!25~Q}DT>AO7=YchC_Et2Soy2b269lG<@P%i0`c=$F&-BfMY?|H71DZ$r-D&&>Ztm}Zdjf8t=ZV-y z`LlX?ec6>5T2^Em)yt~<-leT&*voiN{TZH*-BbG(>KC(rS9 z3h;AAv8Bc>gO8YqI}xpyj6*fmQvybWyDPZ7&o!4UYquBt8jgDDN>x6HsOGn@%ZMY+ zZ>-$y;05Im=LB%`{0jK}m_w*_Y?lNb9)W!(<`R^#hQMX88IRyf%rG;2DERsZ!m)g5 zcK%dEyDI&W*tIx{?F&fyhV&4gH;TNuh;VzDu_?iXBM2}eWRkL~qULXw?nQcwVSGO6 zxk^qa?$fN6lQd`cx;qWSl;FK4_s(^hl>D(#9bKWo!0E|<9_#<4YhXpecxrqa&Wq@A zh?7467Pr3{OY-A;sm!J(L#g&f@ATKnScUzc=KyquSI8mbYc@?vUf>GS060bmbDo)%Yy9Qs)l7V_`^6kTCrCG zle$i^xSd8Y%GRAT23cIhcF#&4FM;6?izJm(8(8qvM9tmp7!g;NGjIcMn2N(ftF(d@zHUTZ-K=xF97r~|h8A+Mi0@7}7lg*P;7GK4_775qW+ zM-IN?4_ke69+NNgZf!b+wRWw>J=K1~Z3ENqI||3HEzz30Ei~VNaU;nZHI_{~Gpzg% zcaJA3S2M}U1)VWSH z`$AnGB2=ExX9XCKN|TvWA)MNaqy?9Ed<4J113jGpHMpdF8*Jh?dkz`FIk?=MEoZX_ zhRZlIZYHq6c~0>9{A{!(cRi?ND?2sEju4QqEKSb?vQStynTB{l@t18r&WYh!zCw}) zY|Jxsuv@X~bZmcraaxZKp=$hTQCY2fm+@wm47TFLX-avu1}By{r_C^&Pj(l`MVlwk zF^?(GL30C0+_T0@TtE=gNx|hsb8zIzz*{>Cc`+U~h?t1_9wkdq{fz%^6eWuuxC+n& z8!g32vd54tcf?3tmDxXP2?bK0}Y0oDjx>XpFGb(735lGXry}vx`lrlF9=jL8EEQgQED_3(I_Qs6Xw$m_zFm*n|Jc zUO4yik_(BEef;d+&!g{8=^kl`9)GIVldJjY3#ApcS zAR6pvpdaVewV&b+%VEq~c=4l{KXcad(~h%0T2sWC=WfCM`9MjOuj~~+0Dz|9h`z0o zJhpl*g-SeB?@kid32?nKUO9e5@OI~yx!Ez_zt+J}QZPIZ$7{YB6?qQZqFK*?M|*zM zu2BUWS(|UaYu=)S0Hl=MWw&oKJf9vgN~Hua+{^hPy4tNCmCH6+BL`R zKX6>?DN6t|h~99?KB&lxY;hRFTZXG8KCSnCmHoxo)4OAarH`waP>d$>Ca^FPM{o)t zZ0hHc9u`v3P^_*zO8W!CY78f~(nkplvJWmkl8bhQi!d+5nPb-(^x$>f#httsB<-Y5 ztZK&;*!jJKIW&X}MR>Q)N0c9oLs;4H*FxeM;EGGfLY1m=VQMUAZ^elf=y*^EFM289 z_{IS*&duS3Jq$j>mm>{n;)INDcRsUqj_IU_m(;<5A#rg|&iJ>1*?dva*g(JhvXq#Q z=MaMtY^&qd6Ub}1Nns|Guc;iNRkPZC#>tXkFhQZRJGry`I!^{x#b<}pEk_z$B*YU? z(lPU4uC=fAGbn#3j@wACE6nf9NI7Mz9g~J{)8H~Ew|imlmFYO1ibJ}ayi;Pr=rRj= zL+cg6ta1t_PO+-wl8rwm)qIt#xEH3Og3dbNv9IuOReCkL@Il~Rg9BG`wVrn8DBmm6 z3cWonPC){^ZE_9uzMUIKUy#v5VCqsOo?DV|mFWBd$=W+iH3eST#Uy+-825H$CZ38` zhmEkNs2Mbl!}LxgKtAj#Bhes;XP!9DC@E0AJz+OoA#A+KHYlAVM#~C}RneswU^kFd$Oj;b)z?MF+#oj!;|78!D@a=)QbE#cx=9rA5pib)U^YNitRR& zFdy99q2gTKl(`m#32#B7j^2Ld{yJh!>IjsW)69f#{eAZ30FY8 zA{32GenFxb8JP;(?;B#B^LJgwPes*kzvo|Y)99PL!~V>ppPlZ&$3sA^@y8TBHJ@~S z{6MRM!x!Er-xkTYErx)>3_Nd7akbjbbXA0prTFgrwI61M?7Rw#SzqE73@fTDct=;V zdOn6_RdTZ}0=SJo7Z~m(C6S_{98T$A#pkhY4zs+WVe$!sxU_(_9|stKuB=DC!N1?l zg-FhiHvVewsH{K7Q;fceIBY>U|7m3g<%(SK-3{G#T($waXNo3uFyqJSgy&nfA;b=C zBnLO%C=mQ(&QVRnkY3o%?F|rwT|mk|rp;hxRRpr-D}7q6)yM?X>Si{X zM9S=wtB@{SR4Aoy3K9B<5$n|s*cEF_x~oZ1qHUEB)ca-E{C-p*n-GnVEh=U)Y`Y0Y z7vg4JH;3kC4^z6YP>N8l^=Ly+Ym;Tklk2(B+8xg-EOS^ZisR@{T4-fjQl9h;VQ&wR zi7t~HFF;6SWO+>EaPRE(JDHv8F8<6c9&?^pp})v9J=7tMHj`xpg&)gMKWM?PPXk;|Nl7+^~bE ztT8+JWT-mW1ixJccO0JX$}nvRH2LUM{VC&i+pACI6E<7sfn76+Z7J(LzZ78hwZGw6 z$03I6N}If{fpLbD9n*z34e>;8Bi$4 zUTkb#wGuKDBRgmtHWApz9pnm&l^iiDWDFA|UJg338xpa0$q3;2ScOAa5y+Yk)_nRM z$5~3aXT5`~N_TC0dlK`+}?P*J60du)Q!w zZgOoxSz!HOwx&DaF=9~-PZkPBlkPr$z1^f^EAa!)U-R}_)azEIE6+X9dTkJOVa_hnX`MxCAAS$}8lEs8 zo%vq1KLi>7tTVqe{hJPjOQ_}gt+!qQ)8fVhr5np_Hd>lHxTr9{9<|j*yc5W(-2+8r zG&I~2-zt%5W--P0kde@x>h7cERh}3@Chy>g z5nQrYhfn*s^6BKf?&^t;?sq#=1GbE1XVo$Vf;Y*$3w>fX=Mzk6)|7a$(##^O6^@|u z^*Jwjc2%xfakrghER;vEl~7eCGmx#MmQR;6dHoe48bM-TaHRPC2CCNu@QjOyp3(G^ ztcb&IQELhC4S9q8Yn1W`w8*D&&$3kGM@?2C;rR4^vd^odI$}&wGV2|@1*Gr#t>GFu zvJ3njY}aF9F(T6Za^LQeTqk;W9~sn#m+Y@oZ zh)+QPvW1tC-(FkZp3<*GXJexb1KYtUFOAlPGZ|nPAtwUpW6L|tKkdNPjDS4)+)4bz z0Iq(BD)AjCUW7_~{?vcPFT-uKH&L^ry``atN5w8gS#JyXsCvFievdH(xk|gA0b||xHc5u5Jpr-NHV@r$zTTdUgbNCdpK|cP~ z)uee=)<5bAHCVw#+8y;E)P~EAiVfH4`wf()XyP?^2C=iur60H*JOq4s%!qsKMHrJY zndD=i&tFdDbd7UEf^-5b3vXrVMTbIPyr_!ZyRx`&c~$SP0$vQ+1MdP7&?ZA9TwF#C z!d}K&49y#gdkv-V>+kE)9&;uNYx8NA1U^CusT$P}D;=m<`;7&rkG;U4*SY`fhWb8~ zZrxMo$*L$w?>!0Tqwhz^)K^&k;&=ApE=y@ZmQhfABn)tu59AI)oX}PtOpg9BkD~Wk z`!bwbqul;@=|>mizJof#g~B4TRFVMT^f9Ii=wXmZo?Zfa?!M_h@_q8lJ~&RsLvvGr zqqzu(*#K&FGmGs`FUR`m@n8yz3Xx7jE74Y{x^Eo|>i(?;HSo}W<9n=y0QzZBn=2@5wN9r-2sEI&D|7m*D8KsD-)gY!TKF zs>Z|?m@k>fG_FH?pQG!OD~J zTKE6LUuI^M|HR)Q=5eEspuK8D({Ip=HCAEIgdx))nm)Q#HK@X)_XI{)?ea7Ue0Cpz;1M>P+7V6cV86)i0HHtOD|`& zjdUM$@;O^0r}DpBHy6jH*d14{2NZ)D#%_7`!S4B#bKUmj)J47kh00WyBnhe09s8Ag zT_)!VCd8a{jbDsMA-h-4F1@}kv~SapxLQ{Wux_0jA4mV?gLcXS8hZS+$i!&989@>l z*5#Ha@*6Pi@#7ssj2S!2MhfIi|CSP0<31%5>{Pu^drKq`)%sSkzzE<8?GV4NKumcj|Ipz;Y2?D;y= zCPKJ_2n6^)6BmW5-<4eJWztCKl=)}aIR`Yhnqt{yQeaWR=5-@(@4Y$q*q&t@dPF17 z0rj;ckk9F%b2MWQOfKOus@GSP`(pO;iZl@XjhSZ-IWMUAj8BM3;^Wnar%B z9;#7c*a%MHq*6=eTN+8YUoAvP6>CFsKIfQ2vV``lh@Hk~)u#P=>ZpRj<+SgSSp{<5 zt)Rz`?`Tld&??1j%Y`!x0`7uMeRC~FpI`UVdn@tKa&>)cpz*0Gt+)n&n^{SSlAyc- za9CErmPgNtyXI142yd6ZvOOH5RX*Ghill_|!`$3ubu;<)HOb_7nd`PDCn-3KJtxFF#Dg*L5&-r>FXP2-&a%)pPv*hWv?A z9#9kxqkT>H+U%mIDBnZ)0glxBD=C=j;B@boz+H3bd?CNRrSxt5(Oib-QpXCuzat@U z@MDhPH@fzwNBE000x{%~OUaNne4NI~w$ieSLe^(5{Gv6bcz-^O=w^wG(dafX>5)Qd ze*3?6pOSD}j{~B?e+Xl3#>f1UQR6Xd+Eo>lfm)+I^4`3F%-z<&vUJ=jl72AN5YTEB z7;Y;>x6HFOisb7SVRHB+e;?d;gd>mxPcQai-Cu`X!pgR;cC^CKfnZ8;+A4T zXvAvd5`v6+LfRud6kRnQ3Q?&{GEc7^JY3VRH8b2|>gq6Q^G>6RU7r(8jm z*KeRm8@}9SB(^`C4UQK@G)%KlIA_Aj=A&LKLBKOcfmYW}7ocRbo~S@vf?lPpy=t5< zJC+~JTVg-I?LgK~Proz@;1S2V3s4wd33MU{$bU*K<^oiFFc9(yy$vld&5M!RgtR>^ z25|!QwN__GqBi^-0(=~9F=gnY>-zo0dL#+BmaR??uIHjRl23+ zB{EjbWbUK8V?_Cj)4}>lS^=7vt!eCd+ngqT*z0$5@-$~^r@ z)tU**&2{UfW|l7PS8eVUQ!t6Dmrxk)${^FM`r}~f_}I-NwFhp}ZxcpBk43X`sl#u$ zS@elH+9)Y7#XBWw!2!O1R>2MGDBl)7FpY0gD)sL@>f2g~`-<19wwxra92I1`c+|X; za3P|rx;en7l%T$vYPq!53WEb3{X%e1*a>Pm9=H^rRS_i?#E>#)^} zzDue2nxZ+p_wkYo^I7L#Xn~}x$VkL4^-H>->us0E>+n^?+{UM-5xp6)*eR1A-5O^e zCBH}^hGM+1sXReEv@Hqa=HLGoS!t@9%R0~+AXa6B*JU-N6N+gifj2n<9^p8J?uzFL z-~M3h)R2p;1uW00?sJamaWgJI4fQ(LsM~SA2M%OTiC8@Y%lt%7@l&5>6CUQF6)!6tUnDWR1uC3fvyk~INRiyy{OmtawF2_L0?4WreQx$%&VaQ|(6?DwkDv#O? z!|8|Fbh)69nmxkp)X$2~l-pA~c5fb6f5lPH#yLgRizP#rTHEAS2+vxxzD!_b3D!&Q= zDlpq&sV+N8l9Sxj8wl}6_j7}KVA@rIXE@nTD-Rt2s{Cp#Y?sU>0qC$mVq8e{xSqrQ zx>zP+d-|EjXU?D6ouZjJVKJy1_G(#lyMtWMTU%N9U@QZ; zf%4w!OM9BE=+$1&1^$MZIIiPOh75E9*(Sv1tTaS}zaWOEGzMtHzJc!gqV~l0G73M} zhbUhFC;V=qrgl%iativ)cpL9;J1LEn3%QcQ*BTGx3u63v|HTmV4?Af(Z|CtM?X zioco34tCiPvLO@DFw6hw=&BJCob?u zQ~Q$&Fw3|2erZx6Rn7(j&&Zz|DY-D19s#{BBw!OVKh`tBoOE>H-xlri6DH>FXD;0o zC+1u;`c89IH{=Haz!-`V31{M*2{+wO1`fnv9KZpjCUS`99&}jP+QEb0Q`^y{?gr$KdUoXENki@Oi+K(TnQKLBD=0oLRz4#-Z^J zckBz-SGMCv_Hw@Uj^E3*E?vCg{2_>TgLdL7Fl3?jdtGbnlZfP4?5AcX5#E65lLDnf za4lP@wTAEq`$>lv$w^F^I67(Ns`WNNkB(|@tfXs3!lmH?^79Ih^vSACl6&Vat~*vz zo8c~_BUH}zQNq8{V7`8GPIlkWKz+QZVB)WBouqtjcoyv-1PtO3rel^J9Ry!lN*s~b z=fcT|N*2fWy4}_FMCCtx^R&P7Dd+h{0&8U*-|*()8Lh2(bzk5i#wF#fA!&;Ta>{j} zLuQ(`PzAd;^KWLPTetFslT8J-a>V7hWc$9hZ?hQ+t@+2MZsC8>jG=6qPJO~ys%sP2 z8!FIRm*KV{&5`WxTh$ee()TvEjX+w`aDgp1+EHnN#7(i&t2!coK*L{45e6gp1GTfD z@T7tcP=%+%bCi|rtFm~oI`I%;zGF&qsmRK!u|Na?01!NcJIFu;|Hi5Rj#F!-vI61k zF*ljs#cTRRgAV}B_;CxwqHpOk)kfqRX$N}ne{w|3K<|-zoL<$7yJ$LTU-%iYzQ-Jy zp?}}N%NozGqnxNzVOaZ-#Yv}@EVM8bce7oFnk>_T=yc07gZP*8G$#zPa0 z%W>B~{U6R#U4CK@^U9iL1!kAOou`=ePZu)uB~3dJZ!wTFq8aQ^@8J4>E#45`vaG;L zzJi+e^ZMv|^0vU_KpiHrQ&w_&1uBz8H1nC%tin#LFMtz*NF?~wcmn6HL$uHjAx6 zz!-buaLYk1WE+BoU3mg2c-Z-%)^A~jZ80u<;Ub@p9JkOV0PKF83ia#{+T6^uuJEtM zEu=~<7tMRSB7j|$eY-$~V>zFCcoLY1W{+*wS2;^)N$5gcUo_1-@g8zTa)GTzJm21G zwXVq-9&e%34d3y({r#|2tq+ssjN_xLfV)HU$a365i{dr}$apl*2PdI-;C$w@KzY!Q z>T2D4BAa>{rw%c(x)rptppFAx@z?G-=6UMk=nn>SS<8HGMge7eZ3HiwpZi@RRu1(~ z1Ro>*xG6fi3s>N`)s1-3?gyV`?c0~tt7pn^@n&-xK|wg(?j@jQWU}xd6U#AB%9+ky~r*Hc1#q1wm zEgmWtAfIZAJWZ;t9Lw_F%NDKTcnsN1h^Z=`qrJvrvQB!b$$sF`zRBF%-*gx^_}WAF zTw2uH>0lV{Yohl;d=Bva>=2XP4(+;>(-6Ec(@&57ZP7O$l~9*r9HqQc(f)I~evzxb zUU#W@+=Z8Jt(k%c#^%KQ%9ELYHNrGn*q~y_yTW)aHS@EcG(DO=@zCTs_F+ttJ+y79 zRsdbDD=7~JzO`UkhD59Jy3kf>Yl1zq>p&JZ)EVI=7_QxyFAAAj0u*FoEp}v`rg6tq z9U~+{GXF03yF$I}4>wULW1iN-@1N%#SC6KW#r*hM*BFv$Ghxf*NpbS@P^5q26v^iE zTfUvvV#J?GO%c~h@?}dS(OFMjNughMCPiGta=UD{QUKH_LL*r6Hh!;%Qgh}+2Xmc% zH}Ch%v7@w3&`2R87ns%r{=5c&;x(^vI;%SqomO>ai9UJ(=`-6`|FH|wfDO(t`j*Ec z=+EzaWK~&mMAOj&?S6nRMQc1$0X?*iDqH*LxUg`+tBNn@AI&)L`++-I7EF@i zyEx5y{P1~aN|#SBLWl+4Fx_@!AtY7{JfKbRTADt`h98t6ZOIUX9u!Dk*pU z*nVpgSlt#AUOhnQrJsSR6eF!Y<#6;+LhIMuiZR-tWsy;A1tQ=-deY~QQYp2Q=a^M& zVchb|-f&l#ncdheN;7crGe3UqI*VcF4TU?A{A328RGJFNhLTOw`M}GJYWSxPUbrbK zFN@@r9GbXTcQEeg8yS0r8FLiC`{A=n73$Q{qoS*gRgK!zLyfCK!R3lUdO_Tuv5i6` zKs=xbtw8EQf!`)PMD+VXgANBGcLS23Vwt|&U}^*E8=B1v8ti(L+bjPUH<;4jZZL|B ztiRk~KsP|8U;xp7v5c%w93L{o2I0X^uB{)1dBJ?B83VPTx}3gy8PZ216=NWufPUBK zwPNlhVYE1(K3Mie1qaTpyIY)G_70|YXASytgE1@rmm4gIr9=s++3!Ec;g1Yh|8RrV z55WB|c>D#b#Om+%y^6^}i4O)%>BBD2hsuJQ-@8qcZ)t1}CSz+p97C}(bK2XVG{ zp1ta`RybFdV$v3wiPr)CppKro-wAq}CUDJV$n*=H&Rk5|o{z~bh zC2&_mtF;y-?bEV zjWh*+04M$c0H`A24l0nqzeUr37fntYGsGRH+muadkhMOgRBqz5HWNVVFQLA$eIYAt ze7FZZF)a&J-9L@~yJX7LB;F_uBGZA3k1#RJ4_Uw#9Cd6cM=NFtjd_YS^#vT_n3E&FIEW2K!5TM=}^&7S{@ZoK) zS{`#tZZ@+U7aCrNj_3veOkEp-lmz)}fcjxGyM;`|x>fV!k{|8O!rEF33u_ zJWlm(nY7U8Fi=VkC!I})y6Fa!+EDt*!|DO{{Jp#_kXhh2Dg2yO+%e(GY;pCX)|HEJ z6U)aSMS(OTT)Gqi<0eH>fRP+0D^y)n(MTcNe6An;v(9}I7}j7O5Rr5`7!8gSXV>XQFU(i)%PWQu26hsM2Iq2(3rr2ycF#{;zw`hj=^F1u zGy!`;0%<8awjfs&&VQ2%sY^CVi@dSt;?#i1$YSCCQF)u zps6Fbog&0uB9gxiCY4`CGwOEplS_HUV|5{CP&{>@eE(2x{yp4#Z&Ypi@|b8ZRhS+Y zjL*`*c_ElWILME)&C-gv9^@mqCApY%$AHi*h;}HP{65Y(kzu^+YsyG+cS{5M;#+n! z%Kc|^F_!pzq$-awZYhbi4YF97p&a7ArV>x|cn8+5H_Oh(t*p1gZ-9ZgNE+%sI9m+V zc6f~=FtP^>WE$P^-ar}^vb6s?19qL$l7hJRozWq*prJu_ew_WVu*i$P-)0dzaPt() zP)Y@M2h(2=dGNWYWL{NTW zTxx9*8ad&nWx}>fuPxkZ(h!0ys(&X=aB8&_CmEDP+I#NHSB(D2g*?iKg&2eO@VbHO=MSLm{atfZb_`d!v~UIyj87>E=NO-Q^5_XPd^;Qn?Ez4# zM7ZOr0ao&tPOxRm^({Y!b(=Ng6Oi116M3yu!RByIt*T%pjWdl{ZmWrp0qjJlHN;iu zt_H{RBQGavV5k9r%Tp|7zWwaMX_>3mllGDUJ6uwMv&q5H-FlmSRt%`VgTgr>v;et z+(84<|M&CoKc5F~IieL?FHQ4Vigze})JH1|eS<>m~2= zdt8HN^QCxwgZ1nY7J9uH558N>BxSL<>fX_}69d&L|6u9eIWvR!@u_f9zD+rLoiCP- z0rTRlr?WId;6h_(nDt-%o23n~Js@jq=wX??x5R&sfO+HQJ~c`iDy0!pzRt}xDgTw? zd^Py1ks5XyG%tdK`~kq>Pyw@Xl~xcn){B#<(~B);{H8U$&@?T@GW71S?Bmu5m_^JC_$_fPjI#&JP9X znJU2m1&t)QS6UhNatRH_d;tQAor935n5SN<0N4`g_-+kKcouZ2=XIJmBLYLVMajIP zv*+>19d=2I-K4n0gI>sbIXhVU66Hi{DRGc}ys7i}LwnpDm(rMN(oD61!K!GuLRa}_RUC9PV?dP-@wOB`#wl7)h z{;}MZJ>1+1t#)k%`88TL#en$F(K2LiMoyEyLg`<%fj5f`pvbDiIu~<{W^u>=5fY(Y z`H#_Zc4I{EOoI$5P*{i_G_O$w06#NIcM@TMCGo&9VXqgA$Dce{=mk#$O!D^q_tzm4 zjMfAt*2?m#yRT!laac}UXUspCPd6>{r0?ip2-_&xqk0y&;v-~NOz(b~u;{ghfX1b9Ex$E*iPWMujLo86953f_Xu||fc*dcL;tTIx{y}- zrJqg8JpNok<(2iZL~WW58^2 zjRN{x=-&c6@;AK7n;DEn^iV;33H`H@!E$-zr0mAePtkf_H1iGeJ4`AzEdc=kZM9xJ zybMbBXcA+5WxXFd0Yk4(FRl4sLcioo=sQ=M;<9`R{fw^$JJ_3BYa6~5UA}aoFQIRT zKjg8bvE5u<^${fOCXJu9l07U^PAs9+o8!(LmFDoGa6%9TgeVKO{pWHx>ewuD(l~D# z^y>|oi1B0zD>vdjo}F<9Ugxm(SlgRcu{bpuDX%~rLV>}NevY98=;Tw0&cgLVq97Yt#ro; z4m-8o8?pTQ4Z{GPsd;A*R7#=SZs#^|T!?`k8|EDA!ZC=*Gt_e$!;Q(DW~&48&}KqXps-(r`4)3R{ywUZuNYyXn75jpjh z75B2B`9U*p5cxS^*?bjR|HgMwXFsg|~!`iD~m!Cs$=*S#;&%Kc+7eHyFm`8BL z|44)oi?|Lt)-ccg%1wApcxd@tDJS*A;%#Yrr1OS9`=vmSa6@fN{c)JONAVq3L!YCf4lM zn6u~Y1}DO0dD3>$d=|4*BcfqW#BZv;q;HaRQNFYk}2tOF`4kzeka?1_r`#FCP5E5yC!AI@rnx;Lp4Rz}4V)8No&{|vY(fY(|bdNinUNB!<6e|G-0~%YwgpU>}Lh^s- z&!c0S8!E_H$`o)4Pzee8_q!~*uzo{^UM7JBF{2?#O=Hk$L+iMa+J2$vQYdd-wS@#u zXDMj^AH*iz3i*`u*xm!Mp{Rn>dxvEzR!yS6e^4T~zMClsW{1EL)*tsg_k47kt`bZS z>-U*!0U;9-Y&q)Ay2lbG)Z7cz>>vj)9*SKu|MF(+ey#8k{o(Sq`5qh`iw$OKudYS* zbWgQV4nP((3@__R_!?^g&3&mAf1Q7=S}}n{+fUqrz2>iiP_R8WcFLl@Gg~)A7?(y} zf_ z>qJFrRvKy8RB7o9=3l1XNf1;dFTXESZycckqBAWDlz=f|YF})G!H}}Y1jTDV=pO0c zS|v!;U6TS>DOftGiPfz$*~#3`b7|J<&FUt?X~u83{Y83iG2^FpE7qJ`pGqPGLdW|& zxPh_!z@+(QehCBMRqyD)(To5ZZ|Wx8@+?sCth8*AhjjpHU-hqD?q>&mb@EmwbyZ+F zMGHJ;x2*xC^B~2vRZfl31%b7kEkFvNY#c`lgND0e)v9N-N~bLFbuMKpN=YC7K#lp5}duNGRQ4&Dk>+UYMA?L(pS!=^IdYfjIK7oRjWREYeCOV(kepTtC2@J8l*ngtZ= z>p&85&~#FB7iW4HOONU98Uw`NCA|v~&uQaGzmW#MU zc2cASEQ;#tSDpAGma+Al(vr+?ATALsP!%iY^yI{H%2nsT<8ORT<($2{FZ2YYUCw3w zrzw!g#eo?jLzz=v@QIy|-i7E9DgocBFiR>W19Kz~nru`3rHMFWjE=wAyu(fnssaqc z$Ybq6Hsbo&r0EkqcFl->lO79vZ7Avzm6_#x}w&k=;`yn?$2Y zF8ox4e$QH4tiu~I0vco+&{J%ke^eu)gOi)G!&|4Y^Wq{5t0(R^9zzwa1=^x0)n7R2 zYuXiK-X{t1(RKqCH4rGgY&?4F_Y~}fg&p}^dZ53CfNB7>`2h&7q0}#aE96}BR;V%c zrmF>$w3B(BHzgtkj zA2E*tOM8;MzXy^K0F(c}JO^A&I?G*oH2)J_y`R6lLVvrWAb%?Qc!RE9{UhLE-X-ct zm7n2yg3+1@WAS&u1I3zx=;5p1pc!wikKkC74B3A~m_8Vfe1KX%Qw-)Q^cml(lfz!! zHdj+qQ6Azibd}e7-$PWId}>YHRKKnG^jw;jsmsx)v*-#iW^J3-xR_Kx6H`%gf(j_L zUGGJynLG)a{>orHxXtAWE&xynhb@H6hyeMQbe(8z+@g3dYkq6k+9r6S+O*;KJ$8M$ zRMNrstK}^BTntWRz_^ zdF)?b5)?qVg9Fs_?~R|z{8TMOJl@21JQ8z^IOW)conEk9xAT2%oIL*%I6sgVg7 zVxuO1>?HfAkk)>^DOE_c+$FZFQ?dRbTJT^|JXfN~n{ZoFd7D+f$&aD#UU>o6VSGRN z38>&s1It5$BfVCAwR%^d+P$mJI=fd_{)6YI>mK77bB_7K zYk45rVXRB>zIJCGK{5dO;*-VCK?QG^fuDm4NpO%q2New9N?0d`%47WacSw0s{{Iarf3WihQr_mxZ&IEb z`~QxV2l*`ZD&_ZZKJ&5C+ByRumWjF++KN7)Uw&hg>L-oI9go{o`TvEyBon0vhqwU_ zY3fK9IU>85WyghNHSzYW?1^^S(r~20&Wu>SctIe;x`xt~h}=4`UTAlwi0ut_xKWC2 z!Z$4`8wy(~%#G$AhHCVE#0=;HXMvURmHg8i9EtkZ>~>f zHy1BR#jgnBMmI!lb|v$(r|-$ox4a(ib$dG2Ghgohf?FZ$nZn+-y`T?Ps)Fq8t3?!~ z#9=DpdI`hbgm; z4ONr>jqhC-sslEJKKv3h1g9CH;VGO?9X=^b(*a;EVO*#^FLYyrsxc>j^2khIls=Gv z-G;#QYoY!fjQ38s_&aB0W~6}=wiZ;6C7JKa5DK_lR6i0JPWgR921fns|n z;Mobs2mPApDWWh%6TSB2;3Hf`U@-^bEG70ciGqM^3I-K*+FW5$tDP2TU#Yu|6w=?3 zz)+5`fFPZiW4|15CR^c*zZ42ttZpmV3I;3BoppJ5}Y2f`^h-&;KI zNb*a>W2EXsB;?V3$0HmZJ}d0_MoqKK#i7b?ht&sAmHbIxpV8MAa%h0dU*#G73!9>T zCZ73`G!4`XRu{2eD0zT%NLMjTRv2h#Yx}k4{t24rkpmCQ3G5HrLF>gZX zY6|y$cty+J85oon%OgQSih-@zND^8iOnwaN&EydZ!7ZA2_S6A37DbsSkUvFqo2#Uca8BD5mGMj>${(H8U%=u*4E7`0`e6sba#&n+ z*M>+3VaHbzHY{Z0)XpQl@YI=4dc>okyiYfhiY?)WhqsA!{%06clk{5{60xb$M%!#4 z;;UPCyF5M2F`XiDJ{@3RXTVJBm(mkw$3bVl-5WQe?vWpI4a1*yMSO}tFPr(YweYE+ zxBbQTrLS)&I-r4_x;oLzBiT{~07FbCQxB(?2?&Sx+aI)lbmBhWkjE(n$)ST2f{)}DPPj{+AR&#x z;Ho|x*g-Yyq8f1#& zO*?07`slO4h^rvRH}&;Fp=Mbf79Q;WRjZc-@~sLASd=&T|(EC%XV+kHa zH*^)$g9i6aw}Wo({|vOnXk(?w>i<-rJpfV$0|@@BF#K;M)?vL$TW*(3%jV|1dan3k zK;1W(m)uUDqvE@2KwEfWPsJ$p6^I>hIc=-5rnuSBAP*=4Aj*m)wiDxvBsRRtIt{}k zHR&j>L_YyqRNo9MZm}eY7w!@>Tnwi~JxkWahMeo{l<>`YGZVY|t@*tU-~|(Hkbv_4 z!uTIy{8xbSJBj|E6JQ*%_-@{Ru|;8aleQkPcMC&0Q38$c+WyeJt|(v7ac-Qc0?Mz- zO#d-BnyJ)8QKH}uC{gy*w;uJ~X(YXHJp)+ujWxrMbBiny=y`RtJIL5at6*z$+-*><)hJ&Et7<3Ne?2iBCk%f}uGNv$G0 z(kA`x{b(%u*n*?BiHfC8JJcS=cR58WVZ^*1CEt#r8Nz}}-XVPrMU7S`%C&x@ZKv0n z1tHt8XtMd%n+fzgp1~Hxfm&()XV|Q%@cQlI-qhW?a~-mf>PL@|(P7M$EU`g*nlXJ< zqm|aZFj6zHfFGOPp4oxP%1*W>T*w_SUgbbWTcHasuB?xMJ$1w#8bOb&Y{F`_U1;Xlwolv|vfk5Q)9 zK5Hh#tfCDv8BqvB$A*c1#}GHE6+w3Ew%w} zqI&RH7pxn5%+&4SsxGkB)MO+5C>G2|#>5b3`PQjEebpy?9sfIfB{M`T!)j5y3S)W~ zr&mWy=2|r_z-9))fL8Dbvbp|;8NGabyKQ1)zl>d_2Ac_jf8FYA^Ar~MEy_x!_^IPa}-6Pr3d1z#+FioT7RwWB8O+IDM#E(`7Uf#5uS z-Yykdy@_-AXsiNkxQ1rWYl25XfPOclem~2H?u;y*a?B1L)SD{+6}kbzgyroZAysuJLEfNjIx&QWpH^L1-j*xq+X1~(ciXeVRb|e(}1Zl`QXf z?uN?gb@`n-p1% z@q(sKQLIW}=cakNXgKQ51^kR3|9Z%)E3}UF`==}X{ErbiKlk5UA?H6_;rRM*uF!k? zH&+lXGtKYoD67Z3-Ek!V$Y{kqdyD|%J$O^xm%x|GkR=d!R=iMXH_ z)u~`jc^u6%Y4`fOJCxcz3i*V02Ju1zkr>9V{4mvNP2kMf=L4eGJVf_#$8FFX>Poj1 z6|i^`J}DgX7~)XUuYdm_h&IST^?yl=Kav)|GPQqki2pH}niQz*GZt?nRS%X57KFx1 z4}+&O0)#0~vGw3nnx!RJbv!AkVR1-5J0`y7q3_V{YI5mHX^7zM^l?%1#FyT>YeRi_ zo;2`t{Ykd{H`-EznCGIIu_dUnRkYw8H*y0J9=&sUphqrh7qS*=ulu)?=V{_FxOK&W z&ua$nUXq8y&3_N~|Kor}mejR|-Ig)F{>sb$tjK>uyI% z)TdZY?6ceZOC^GXPZ`KuzwK**0f{y!K>dC({g0UbE7AF#UHrG~YyCSC9YrZMjVAD> z;d{KVs{BlG4~ijJn1&D#J~C)E0$0b=R2CLhXx4r&oiuMoJ_6v;z&<8sBDNtUny}$K z#QG5#Ck2ce?AESTM?+UPjCg94^9tq{HtL9MBJ0=P3X}qSo`X9S2gNF-`WvSeYgpTIpyf9#t|A=om z{wdV|5#JR0`TmS=LXdtF>Q(&tuf2|btsdZc((dtNMt@eQzmB`X`epxBX#O`5>i=)Y z-F}8QRG@jkF#bmv{}tZ+i!}eYY_9wYZ~oWA8#qAmUxna*KRy2cEWDW_+MogL`GxU6 z!uYT7=67oRKPJ3UVFP~up~odBm|rT>ry$hPNfIj+jh-<8w3*mZHQKi0^cAFeuFU9HhKZcr zg{G~qI5ez&JyPKXV%q0Ywq^?*KJ%Uz!@BtaI#kP9|FDDz>eC!kofl)YlDNS8{i?va z=<8bY&{dP7hP7tOHr@j&`T@d+Z9pxT`qM!3J$p=5UIPn-xd0L$PbZAt_1+H~Q8j8V z-0rEDpw;%EqvMSQ5a@jzY1z0tI*3+c7Ls@uZ~kvbyR2d~McUw%(G`sapqAK3zOuS- z(UR&}2H=@V#w#^Tzz@=c!sdxY2tCHlfQ zC-o85e4-q8vt13SD~S6fu;Lm>r^Z?@dnGxqW?m+i7?s8uKjh8Q#tHE|vT-#K8@;rQ zJfVr(wY1}A89JNqUk5rYFP6|$uD+hD=J3kkc8HDa7uBz(fC@|0gSl-fd7~JB35`JK zaid7a2s#uJv?uQEHeVY25y{_-6rB)8nB(?w=qJCS^1ozBv~DZM*U1>yahxL9b?h>R zqI59|^F2(}N4R)7P;QQ9yonqgWzU1-Q@s??@uxB#qDx6EZ5>`$hEMx|-x9wA^Jd^O z)0`ix{T)5%=rtkgw_qByt{@ZrNNu#&sszbF!m}RUx+Y>>!L;*K?%j0&xUNwMvw!h@ z1XzXm6G>mAidex;p<+He;cr;M#lBt=c+dgwyDo>y!x)3`3^hagD30 z9gF&Fm865PWZ^LL`lZz+tetyA02uz6HVBZOyu<~5Ts(o zi7+y`L7syOni;FNh}9d5z?B@c>Kn;hnq#cjUMJ#!-+Gbg;WJW^HLII}{s9zs8@m-+L18u?-0YaA z?jB=bMsSv?KUsc&RQh;t@4>#bvCVw39I0gd3@AE}T!YnIN+UXtr#1%%6VXF#Wp?}W zc?_c;^zA++;5N9Jx?TX5S+g*d2Idy+JJy?|Rv29GkQLLSZy;T-Ne}_i#(U6>UpnQF zbjq(J=wIySe@qf2L5==3Xh2Ok7mJ7$0WYHXcJ{$u)<-9lE7}H8=@2`YuFqj?{Kc zw`=92+(l)k;A(UshEj|;BOY0+QR&+k?&NcXX`cG zao5Hfdw!s}z=k`w5VJlK!DcKN7|y#@Fron@r@Q;g;I)B<&e9P@8ZMP^$=1Yk0FWCom{ zAwpd|t)B421_PRWz7+^>u{*D7aOAkzQ@ok;n?h4lhZM;nmWEX~D7c6qqc!g=ocNQ2 z;Xf-8=)nNLVE;$3{}mDa&XoS=L_|b+7er@lYKKmM&Jx8W`lU-`v)4+j&%GelB{!A# zSywrWx+Og~m6&AoN;@fNgqp)~Ssl+laG#9&xTzF+Fqe}8dX%LU%*IDAkEjD^42xRw z0>ttty;7P#_WVKJLQ?XUb*5Y|wkciVPRtC=4x-^c1;;|Drl{%$^efFt1s+&<=Y zKHT3upAw#Zg(EVUUhCc6nsk_8Vi)Lnjl_}vNEFS1FYI7wzFo~e1%%?_-Jxi?Rrg5fU+YsD{ zHWZ0fA8M5X<-{FCZ0H9MQ6a5 zdrJI;X_3L0eL&AMCDVIhQ%KT%hve0Sp;-HIP$iT~N$>@pNHAuV^My71=^J_Jp(;3XhAV+y_dKZWUs0 zpMEE1mmO;D5v$UdWMAKk@H96{(>yU_;p#4an%JfAnUkiMg={~(iv8-V?y3NqNE9+g zagss6lrJu&8sbE40G@KqaGy^Z7Xh(?D&JT zT&5(%vH@6FM{kmSrl5(mT(Pyy7U^4thy`tRs^xL%H#I=Nm+_OY^EynVYaS%uxxIFU zK1(y&FGwn<+)!5mP2nkNqXpOfK~w#& z34uce|2$UFGOqoPV-*J5za6U}DJA*YCWJ(qe1zzo4d15&W1Ra2YH{hevqyHzKhGXT z4(k0pdxQ!=pTr2hAr7pjHl#kK)jFiXsogz0rlE2BLd_J=zRWgMu39V)NPt6=kp)kB z-HsgxDSHDL_^Ujfex-prJOj&>bOkkzL#E4g(yEZa`U;>khjKM7@R^Vk$Ayyb|`gOsXWvGWSY7pp_mIyvfx9bjalIug zcm39qX*?Si*Mdka=$I}G;I@|&KCc}D=rbz9K6@ZnT2=1M8$`9+qLX%k+nhB>wV2Ux z0}$1}5IO2XA+n>(o@{b|eI}XLb|NS#*gxosUt^P_S!5|z_Wq2GQo^BoR3_lvM4CEHKJ=d|L%k_m?g{ku+A{K;Qkujc5D-^5>q@W0H_ z|I8eLT@!7vg6aPP`X2%PSD5iH=IB2r%n%O=%#sY#(JLPZy-b&s|ExDGlH;hKiaY5r zcy6U)s&waVjt0h@_PWJ_4J_hHbElarq=!P56wpBuaPF-Iqx*s551B9d+Ib)#58d9= zLi)iE6cJ54>b;%vB!qI{ouiC9*B7S#^%aA6_c39S`@i2}x$aP;5Dk6!S@Q|5Ca8%S z!5)LtkYwa_DB{Xo!zc~cH|26__8H5kl-K@4j=WN4fIWB4yBvlr|JP(XxjOL{ByKB$ zLSfYWe|GhBp1}Q@TEc{il{WlWk&@&~YCzkA_o%4RHeJnFa$v+#(%zK8u^miE3 zHL!=X2PAZ`%3fUYioUiT_yMpmrnVDPA^bg-drCkJqGSb-MWK8E-9%{4{{3)d3{2zZ z8Kng(R|jl{JB0Tq*!MKC&J*DezjfAJ5^b=9`TauoAEEnKH1Rtv{vQ)f$oWnun{fE) zFYe=nT|Aqh$6#YG5%PiLSA=!>Tyi#i1I)ac7GX4YK+{7e5L$LN1#Cl`;g}5L@!80l zRhP4d{045tbwVwivsTg#&;szVsNMzxZ79lc9XCl@t0sK(+n?Y*hmQWQ;LfNq7Y%*< z4cuCS3d*nGetX41c6}C&LF8?E39+gFVJQhFg7PYtookAMa-x?VUk-T+Ym)!9pLuj~ zR$!izx4M1 zP;XxlZE%9+{et!%LHk!2@h^J&KPHUe0Sc-l?Sceq<=MU)x=B)HH#XB-NirZoNA`H$ zaWQKKDZt5#Fdpi~+DzaL{kT64GKe(EIu^(2^EGR9*PAxKOz|~8PO|wV4R`(+pbMZP z6b~E6VMXt8OiNx0Dp>4L*wphLMB&Q?gsuITB}0jd-5_({`kzaNB8{Zz;)P+GwM+?i zvUf9vn2WDVh8R%Z?)+&5xg1x4otFVwE2#cE7q}NuJBY6xk=53@t*>n$3R71S6O>xZ9b={8u$x$FPd2J(MeG90P0dpZ2?FQmMRZA8HLzY4Q| ziS7Tn*oJ&hw80HlC*b>1o&u13KUIa=wV@YRRplDqZPpjyKI{an6T-=G z7t>GD%M}H8G4iYSFs9PaFTJ>DjEs`ytKEci zX_QE#U{dCOPs!S}dsftY(dTb`W;rrMCYjJG5uE}QbS?A1afHcOn+8N`7kAphSRSv0 z`TFPVa@;D|6S*Vy$7k^7T6W!20_+|Pq! z!1d$^cn`jd{B-Ng*vAwohs{MZZKVddv}uzy$htQWJYk6NYW4#JaSSgPz%=GIeSW(u z+IS)Mo(OV;!rYY5#vY4Ikf~JvMkP_&<-~I&ew3cB1o@4@Lyi>y2EdvkQ@oD}?%00Q z}&8V27U$jI(bHf+dxgr?abuUdZY&6T%ImoPV0I zDA?M^TViR+?*n36V>@b7$i0@006#z{IuL0P`Njnju)0ylNFa2e9IkaZzX2#c!>`5A z)TQ=FQ|=93^Gq1KlaA_uV^U%Enx{aAc8zN7v#}_aWrhOI`8c1(Gz%ngK8&nj%!dye ztOY=VD1^7s=-$YbiGKT>E8Ox$4d;qDUeu@*UcGZs*&vTvOo2)2na*)IZ zqZfohJm>Ppv3b~FSqCjrhDcayZ%`CsPVBLKo9fUybf0+mNW>f7AXVt0eMw3#({zvC2qqsdVo{~cVDZueDxR^V|)vbhoc zh^$g@2T4Q!+K)`8MXn4?q%dihX*zclkKOa{Jaypy{CanZJJ(H|uysZU{&-oCv@lkR zHuCPtpM&8facjiO#$FyWxHad2O7MJ>HR%>r76}*$KGmxk0WO^9!W6Vy>Vu#V;3|er z0kROwl2{@EZV8>Vy)sLs@~uUStYo0fllOH^T$SUx_JLs5av=2d_;I0wLJWPaK2@GgHB7>r`xl{eTj^* z_moopOaWCvA^k~bV%Gj8NflihU<&ahA*Xrfhgcz^1f{?^7+i%>6e}}^NmoZ+{-mvP z@ia&DFmCiUJsK|T@eCOo0R^n=rQ;!lrKcN{Q!a7fASp@Ph;M?ZK&Ef9d`7kEwN>MHF~bZI4(v_-GqazJgueU1y(dJ$BCmMndWS$Z}* zRRB~4Ep4&dQJX6gSO+AokMmaKLIzH0!b~^?;WSIAZJk&J_jR7p?%L7XC|vlXi);8B zAKXmXPaDL5&A?rP)p~|r2{z~1Spd9zX4VIWTpa=#U*HOMyIvmnq}G;qN4)$|(^e0F ziT%TX@x%j!NoGA*&ahChCo~~s*6~1eYajge-AQA zkgXmr^T0v_u?e@l-V<5RD6!9r_yd#1=YFn1%cf8)-y`k{R0DF;a4k~Mt7$u741QBEYvm5jJhi1M!`>HrbnTi+d0b&aH4{*!-7MM-Z>`8dJ1RC4K<%jVk zhQnlQL>VFkRj`3tpuVt2DISMgw80q0fu3?<>>MJ!Sf?v{I3jYewAPMsT6^F|w#^1b z?yclkB=wYxTN`g>XDQ^yK9P-ZMSyi@8a~#Qt}|>lNLEC%L^6T~=M3L8|Qev+rvm>XfN6cN1I4fn037Bs?PO zgDVeSmmP!X2X_##*gL61Js5n9#fHQIx`OQ&^%tK@I$GPV--!ne2s+jXC_| z#JjY$Jd1YBLdnL;W#N$a4J|+wC6-Sk$`W7v(%pJ9E5=j`44y^Do$$--R0K`WB>=c2 zB7}_u315(;-eonRaRi`}e}^LOX7*&kV&O}%;?d(AZ908h^VLJ1ynd-^C6zEkTQnb2 zs57aURzJ^&@B6CuDe6s)EH6Z{G<1Yw@|<~B*4q>`(S5yycQ`u``X4J<>7{u5Tr%9> zs?^phnoN7WeUe0t*6jCSEmK5}93jp!71ST~#g>JW%__J#g9;VJlT~Tj{|c>6>{hYf z9MftcImv*+!W?v~D{QbyI9}MBFON$qy_78uQra^4IoO2r==2f32KZt%BWRlnNerPR zuz4NkCphi>^2QWxO%h>0jt;co*#$jrL{QT}(tQvDA=rElzEzUKoyS_FVL!&Ozmuj@ z5iDy>Jo7exa%){ozjdN6WfywcTi(N%@bLt>P-T1_WV?DK6%~J<>fU^jl%bBzOf#wf zjvU&4U#^MNdyS;F{qWpBj{F9!$mpxQqO~EZgxcd&M{vXO?#DOJotjJ3O(i&@WaL z=jFJJ&Ub(XiCb(&DvFHN>L~%>)i#?q{Tc%W59Ox_-%z!rfOg_+7-_B#n4cnGM4?Nd zC^&Prj~|a{qWUEVx*AN)qN*0k+A4xuk=9gD!jmcutoiI&3}jB*Yu_Q>M%H*Ob}fvh zR|%aR8E%Pwmj(MWs+z_%Yki_T^+KeR5mkaMfKE14ZP>*&1RA!^;F%%1mkPulg!?>>|c0xt>Hy;=ny_%U0GU?!}3PWKqeCF^9RCWGxn>rkX(pGG2v0A6ppt{Kh+|LOmCZj| z9PgbdG!a!nReHlm0`GLYFoha|`d7jdeYjjpr(5w>1sz2x@Eb^Os zcju;tNmnj#V`roB%f5~)-5XP=Z;BlgDIXXvk+7d!2EI-(y~_pOk>7~)iOw27tP>E3 zO!So{2Iv8wd|8_@n7N1xu$)=X$7FM%3Cs6-J|9}#-yoc5&Ki5BZ&T!`3THN!A-qLe zFf4YL(pqTu2(l@XsDaHlcXT|3CnZRwN1*ktam-?qqi1X0HW5Ez55} zDND~UM=ZyKrc#{1W3EotYB)d{v2`Oyt~ou|6UX{3jEA0+Uc9LUMEiVCCZ^PMlV)h* zrEWVb+XtK~5m|cD+KGUV0NW}2L;N_^-r4PIoq}o=$-LP??d~I%Y*liy0#$1@!4K5& z?9qx(q&zFeM-KIej~J)~CU5CW5E$+FOjFvub>bNkvZ#oJ6Uk?f~Sqmc6zM8W#n zyDcz6KHxmz9g;UQ4cbrRV|qt@;W%~e|8dOy9YF$`8f@AxE%!(AL>obvx>$4^^x@dr z3oEqpTyJOsJQp^<82tmLoxz)`geZFZo)UdaX{C-NtLf~~;se`hu1sz8Cl^pLvZ2=2 z{E+!WvnaQMq)x^{;?>=B?8-i_sp6`5@I~$b271n)!X9#m@>oG|h2aM#diaCgFHGMuXci`4tNAf{Z-ksxdybceqYB^(njHA)462t-zO$6V6z`PTWfLHCF>#bgxxi}V|8_5l%+uX5syW& z8dY4zq^sk?#2aS3RyZQcBZOk;j1Nu4_GKmhs^l#O$Q$)Ae5l|Vjn*hPE^lYpu?3NG zLul(RK*CY^XZJTFw!C_6SR5_j7&aM#b1W>{#B2Gm`V=cc)PCsu-hGQK=jZo$dqBSO z8--adX99{sOkbdu3ud6lGcU9AB@Fp(2*L6FpcK-Y1$3^`UV$GEoW_+B*iQfVc#DPQ zD|UGO&8dM%@a?K%0RXRKd0X${~wVeMu^Ys?%!@IyrfZ4DEXt`j~3DMem^XA8Bizt=u( z)g~AV4jBu+lE8llf|K~*?(cGIs=-^%H;J7A^q)XhP;zN0G8w0;=}vKU7ERYY!n`B( zyoXo%$YkWWgEy0N#ff&jy2w(_gb8EdoT5O>Jz+B?B&^mVaI|BK0AaR0(2zHVaYR1z zoNoin`$~{x&VQVkJU3g_6D_`64LDBWQbH9uJlyYN#Ut7ad($0WsyR9<3K4HQIw>l= zL_He(2GY=jw}ZcZX~vFM^fUh4GpG-GvT-xdhtwZd*=%>leVTwoVnHfCg>e@3D9axY zUo$!tx=b2%N_Is63OQYPj!uxZA)Plc)AOMrVem|0k)bp+nbi7SFZnnn`aM?rwC@su zzzQ`V#IpcA)&q}N$N_SkGH&qhC+Fc()Sw5Bm-wQ=yU20Fnq2X~u8udtV_qlV``ijl6{%KbV7*Mx%$Q|F`j&{t8ZwY5JvfxdX0I#w zE<1SBTkr+~H=~Y+AKaNAzzS!4?7}0pDHN1;iY66`!t{H)x`?UcHT{$K&^&=XE$}IP z$qTG9Tw62cdixsdLS&?l-url)9q@kkHp{+1;5ID~C~$Rj?d8nF0nV zAaM6az$3E97$|fX_CoKGf9dEK6LvZZ9C)C|??e&FQYQw2yM&#?lyF&v0Ls`nu++LSlzl}^|5r#Aob%`&7^u1`rU~ zK;b1z2z&bI;D2ls)V6I!v#I&r$18I{F5%M_v!_%h3~s8edh`X^iuVlOiAfC})lLgv zYchv(uqnUCrQuC#=bqG1vA`gkr3X@F(pDwS%WzGn3n6Kc;4~e1K&AUt8tYm2!^jUh zKT6^H?DvM022aVlX~cu1dhFI%o|wj2tXR^jB?`4VvJ%G;=D;>_T`VUBxe-&+n|&e) zWJCP6?*=dg*%KzfwBpg^#!Z5JW|(M^Nx|7BG?lEdV|0{u*DkZ;bFMSl!41!0zSNO4 z+>ikIQ^{oed0jBA*Wr46zmeQPf_)!0eC-O}^{U{+R5y({&*^+6<>z(C%Ypa&$irj& zVV)h4qE@_*Cx3B7Kz*qw=sSt?v>nHyw&Z zA2K_4h6p$7DEtY%;CVsKt90Ngd}w6Tp$|h8Sd^k5-P8HK=;U)@`R=Q-dtM!$TvhE*F zL}aql%EXr$5d4~bVaS7(rX=>Mao`KzdOj>Qyuv!7`pPM=Iq}Oeg^*k|Wxw7C@%d^f zRl17hPzGRBT7BTtx$NUof^H+3OTCzl-CZ*s(s3L+cS|v(E9y8#P@&8>=*k_a{f9Of z=_%LfeVUb8ZgyIzwatk{GRTXg%v%Sh8ZdIrYxMknm7&a-Z*`E{{A%M2)sMB83UX99 z+q@wb$>WJI66znd8D@P=ym%MqKje!(OX6t-RufZS5lqb$^zlYpDegxCfL0b`S8vO+y#B^Ef1C`$ZBYl^%Q;d8FgT&>PF!6t=MgN`~`(qz>f| zA3KDSBkRrPpA=EE(#^#z1w68hS3r-F*kwj=43zX)?Vo-B<_#_%)g!uEZdo-D^c1k# zGYp36M>hX%AG^ZoMM^Ou(JxxCb5Tai_|aa--MdlnX5d`=jS-m@PousyI~`_?aU9#{ z1B}*Dd$q|5p%rX1o=A9~QZ;OZ_Ev|TH z9VEyGx-5Zi)mXZB0;$I53LBkA6gU;$cFuAZMjyRolF$Rq9kjEeA-IPskU!1&DU=!D z#qLEQR>87}O~MBxIP^LWeG#HPYbi5kHW4lf;%q6C`T+--8xe`cTnQQTfG6P*vb9*6 zSsFeZ=c*LS7TzoJ{J98+MOqXMg_a8ED@sZ$H{qRsL5NdjlZ5XDF7T2MSlxXW5v2Ma zO5MDI-8Ji}FmfIy`rL_Z3F}&xGijd=;~iqdQdAzBnVZOMrp$h$l(R^D)Q**}d~o-Y zG*}GGg(*ar|K}NHOI<>e+QoynBnGlv^(gJw#VuKx^9|J2iQiG?)^g#cl{UNv3tiP3+YS04TBRu9s z;z{0EF_AF(?PSTPjW-#vTo~kpxB9}L8c}Hi_ZEu z$g@R@3~K;hUA<5n$Ze1iXV_?2J9WyXWc)NeSCJftE;1a9OIhPlEMl)fLLAi(X<6fB zGFFk#QDkZKNEaeqJt4taI;W{YDb}p5(W#!h87PrA10w+=hB=WDJrO}KZRp13lTD3n zx4$wU!;V?m-OX6|hx3GFu*NY#xg=5YY7GRri zfz{(%&NYWWZ^@06u?k7X4k{DGe zW@IkEqWX;M;QBoIOid)L!;Hr3yR9(a#(uS|CWqWP+7;@x@BPlaz>!g=GRb=h!9mCJ zZ_vsMStvm@85~#xW65$wlkU4vMbW+>^}$<>`s^<8cMXoIj!}wwX7EhJRdGJtb#``K z=(I#zG9}5k-2<6Pt~5ZMb7}fH$K7X(Q&!oDLJ_7xw73mO9EAK6t8K=(r5rC`Pg4}X z+@^>WY6o9m0;rE3TdX+^1pP!sX5jG$#iJhHUa3)addbuvq-~d8XwpH~XeeMvc_7Ld zVFy{mMz9{^X@fDLz`ddbA#`@q&_)8Nyn!q-1CCK5w% z(nmq=V@O`t(U7sL_il=3`f&i$)!mZB{^;=dkJPB0qdkMb_PKMGGN|vqmLoY+N$P2W%;g)Z^5+uId_ds-s~02U14aO!Pk^&>_t}r0 zH|HX;Y>VmB)xEKYYnxyk>1L@_G^|tTYZj_`@>G133$Y)Z?R8p^X=_8kK-4@$d8=uwOPGf>W1cjA_8zx*j0}xtJ|rUzhogt%DiY-mU>b z9gTL#oe2O|*@a_yPhlH1a1eTTYjhC^XRga{YP*r(VI@+w>j$5YXro-Ey-YAy{I08Z zSQtEyKgu;APnK-9?z{Q;;G`1jTbJ$DMhk6g<|wA~>I>CUl3dwhoKo^%&cb_1;`-IZ z-kG2SiV{2uBb^CBa~EA!sO>DSaD#7EZ>BzW_|)Fba+72{XX(;Or&qefX_fB6{@Bv1 z0WI?T&K&ZEn2>VWH8^_kM?|E&+i6xJqBn_q8KLvuvDOdusbr1QQ3F=gmbE=OS-tD} zc}JzBVv8xKI;h(2Z7p&&nm2`$Ah4e}f^!QEXw|Fqc(S(lsa6`g`9}iI>k0}Hy?e`v zhHR#-ht}Tu%rINXU9yzjr*wA}t*!x&KFY1E3C_VPfnoL}`fuRDh!1noEfxlZ!Dq zj|RSvnutEOPH{12Kv1Aiv%mtA{dX7MTO)=reNiW2MBaN-x@N@CF5 z@BZGO5kDk^&0kp)DD|(or!$J#RIare)m%{tIF=-lWctZeDdK~dXS&42Ny z99GBn+^20+W;w&Xg4PnRpl>+eAI!eKz^8~jV9hD8SKRH)yinAtCQ_UtW4-Y50=zHA zaxBvdq3ZmxZt{YHsPS~c?i{Ce_w>@)2efv3;YH72#e) zbQh!?Qt-I`bB%*4>J6%v?_YH6Z6`k}H9?dq82y%fF*s=uXg#($UWD@d-Gst@m|C!>w zu4b0_Hlh!g+-rr^n)t$lC-KAywA zmGy97PTUbzUz)ZO?4#d<#HxQj5AJ2xE<$bl59B224VGP2I&aoJf6#&KmICJ5Jl30% zwAlCJy@3;g58}EX#PNfGK86DN6i?GAF{eI|p|*;Vch{PY#s```OqnfJ%wU-0vM?ZF zDIr!bw7lByxy3_9`8l)V;Fs?Wz5)zO4+Suf8*y?l{CKUv1|F!ORQZ$BDC(ZUKC4&q zBjYM23%fcvvkD_qTg+aJyE`4Q(E_t%fR0^NC^SNF#A|UQ+6Tkw)qY$9xlk|JUy3t{ z`GppnsVi9NPilfZbE;dfS$TvVb`7k*1TF`CTz{!*?GwG-z;;5&6CMWFO1r&|2+|urmqz9^fUIJK#z&z~m3z2nY zeuXo$%v`7ho__K#&?RKB1oTp{vQBxC-$jZy$XU!d*tA)}ndW zq{{rj!71(TYUT_s(CGp;)EE?bR34&JB|%Anm#F0zb;2TiqWrPvt1VLb&S|F58`=xp z#Ie@=L@*-@bGYY6`vIRY!wmc8k8LwObgeEny8&V6T^-6M-1j)^JXrnf36+>)K~hbF zbB4><+duN{^o1?}m2TTbTHdwN)7w?nm%Ms}pO>5k`F?C=0wg2b3j(uO^0#!%#N&*{ zWPILrIcOy_T3}!l9=Qhk6XhHg+I_wA`Z1bQ!8dR9bi^Vd;w?m~UZZVbl=gXnTNye?dyw#(020hfJF1AU9IK< z+wyYHSyU{=iCsCV4Mi{(d~ztN?kYjm(^B?g7PJ?U$(jg-bdPYTZzl>PNk4YddQWLc zO2=hM`A@ot)FP^;$nY>dDTQ+XKL9j9%fIe|5A^^|YRH@%HmTjW`qvTXuj#o;EJjJ4 zr@TMoI-dq$(f=_1mFj+$LaajlqZ`e)!}H4*6SiAn*FzSrgC8;KzgmkFv%Kox6eHHR zAgrW73C*I&YT1Wj3_}ardh=gde994f}=~IxEiZvXZ0`PvnckG2fYo z<;#n=wgu5&Io2fGVE^*E1ARS{U8VWq@q{T!@lCkdscJ^X=@{gwunZRQK!+)KO#W~i zf@ic!w}h`w>(FivHIV-+M~@6kjjCd~K%^&;gJ*Gxw+5-GuXupLU64*F0)w-aP-9rs zad~et1};HXyFHzR-Zhdf)PICmp#%9OT;l5CupwOiWVyC8cbQnTfhhwEjcA5}9gVV# zPxx|sNRd|m04&iX>-5IzV`OZ9C*L~K*(WDbnAKGxL)5721P+vF%6yHEB?PjixE8&w47oZYuIUh`{*b??*v zr9R?<-~?gA*#UX;s3ws?h@y?cuXlm}LnwHc7IeGhpGy^3Y6uKz*JySYd&4WV*p#xI zEeRGTrSC!||IPENn~$ax3ZiojXAz)`S5n~5p=i0I%@3`jJLqk_Fi9&3>xtoR=;S_w zBoVo2E-ZMFv&K4IuL|a%;HT^uc}#}Zb97^W!!BM+ zPp%&rqV)%77i z;#vZTOe-BTUM#A1pz-DmBTn;Ori}qCgPFxO5Dz~?8H*=oQSF+z1ZM|_k24PYZr&*j zj2v|mHIh*co1kWQbp)y9=t({UX>k|}rL5X-h%dz9EOUdXMZimr`>wugKf|(?ZTS^( zh=Vn<*!qdaX+rY$`bY7?cOJ7kghg5>bXy&)wd9M@HK38^7_X`aIvMbmZr(|!29oQj z*XfKOD#gd!P|M2fhmQois6-x!>>{jWzDkrp(@n4UQ*HWz5kytLO-Rqjs6`S)BSIs> z%uUJN-G*p6WHT%bV1#2pX7{QojXwjt3kmG<^Z))@zsw|F``#hV(Y>VfLBl_zCPJut zs^gj%z%#}2-mc%KvC@oNL0%NQBZXo1_8&q5z3nw66`I-evU8I-jFH*lua-FCBerm}rj zN4Rh8oapvtgH9ydr~SOxCc2yR{cwO585Sdm|ZQ$7QY-ghr#}ZhdDB$eo z>qbI8=uho&(S2O*0yhfGpoTB_rP1Jb%B&K^sGYq(|2haR%}fq--gEiH`oeFKeoNOx z%R7_RCu5<}jWc9dX6TV*8}C)vSO{S6dD`#d?=FR|uR3XFL8H=T@g3kiJfkZD!(aKt z)0Mw!~9yFV@{ zhu!)9aW`xe^nK`$+(9hF2V7O<{=XgnDJOFx6634QO5X|0{D;p}P^y39qyl);Dg2Qa znMFTaoF}NP&trhJ;RlCq_-)BPC0OW?@sZ1rL((~F;@U?^806e$v)fpe!i!V2E`v8P ze$s>Tf)wSVsO9=yPrv@q!qO>?wft1JFLfo`6CFezbqXlN!+h~d3wc6Vz`irnYUZyK zLfI(m$~GCbjM1QA;4beWFNvRI?4ZuG3N}pQQ<7PN`d9hO|$(Fg%x( zAAn?6*#bR_NbYMJHFB*PZP(5n@l9QB7Q5;GfCK99)9G#3F<@SGXV**V+TX#~H**Y+ zC?DiA?xs4F{CdW^Ka7zBYo@}y03WWX^gz|TB3yvaO?%j3(pi#G@2eS$HUm}?07*^U z?*fIHZh9{F&j8e#Im7C>v_=x9e+ytqpD)KQ{Jn@M1hT#6l?ZvaI&BGFh5y5px>%hs zDs%NpI{)>9ek$VjszoX<(F=@&?TS3|97hd9J$+a8c$8Uh|M_J9|Np~QW=~F+VdOfS z3r|4RVfB~|j2S)T z%XXpXLX$S%I4dZn(V@o$Lz^N>v#4u~G9Zf(aN3Drr^hET%awr#Yag7gbl?pZ?e5-_S`)uMS3pG`|_i zbnEBl!`mM6kczQKgTySL1~0U$)qoz?6k(nSP<*nKSqnj0v_)qPcQ3CF(BBCIRR{z) zd|SDd(GXq-^fTNulrg0`dj`aJf>pO6TUEW4;(ACOMiZ@Qenm4PzJcllEgWv> z3+B|S@L1M!O-vs5!9+tlne@Fz4dLifLNG(aESc+-0;r0_4%8-`9Hpg1dN;=eir^cV zPT9FyPB_3U?3m0EBK$!k{<33_TuK5z5}%ygSLXhA;ThIFpypI< z2k-nn4R_KLZ6GnMlfsEpedy#?aqpx!3m4r46s;qV-v2%OZQLh$faFmUE{X%+Ve97p z9r>=fS+LEFFp+&|TR6fd;TWu1>(29vP6cnl-@ER~U5YT*<7Oe=3~exbA}LO_me)Ga zvajSdQkA5hvN|O+MD!&Koys8&4{Wf{nVRR@$;1IL1nCXwBruP(pfV~)M|W=qMIbd_bEudd}p(>({J7@W|micg^=gphdOlI0(T)rm?i z*2DpdF>>zQV+8ND8eU52=8C@6-<~xi2=daZV%Qai|Nr42&T9*K5Ym9FgE;hhvz_Kq z9qg#mQnU}36$QFYZLEwyk_qCQyqJRodi>$iPse$Wc1Xx3X#admu6^{R$OrI$>upXY zKlEAZUMXyeEf*OyR?ZCZ50Jc9(&sk;$3H9*|}7MQT6x3ajrZ z(k8+tR7>3uMzr@LWh5^jGw8NF-&58de+k+br?LwrYG0V@hK_cUd*A=JSPJhRwgE+Y zE6Du`diJ7KH;ffatmYb?p&%0X{9CJLhTt_Jx^Y1d(<|I0{MBly{X#>QVJ=`*y|Brw zof=;RYRNvUr=U-)%T4g6{hUkdc!((|U+r5)xFTYXDzx%@zzWmm*_C&QR90q#;hi1h zbcf|Ih=(y1pOV=K63Zr4vW~RJ=Du<;JXTQ2Boxyx7{w@8GN2FqS~{q1|NDpsS#vYY z1%Id@bp$=h#~12{ysxMO{vUSO-S*Q{;DNRAi(n*@0#%cz$)nE+5N7<%N2`?Hrvn0o zpCK&H>O&WK+z{5KkiTj{fRoE?g#6b6oxi8205aZSsyAo32ix-KNCfoztHI>M!~TgnAF%5-OnoQeR7& z#b4=^x-~5D%?9O2G7=~>6nn<67oRQX08rcxv ziQ_Wp@wFRveOSz4q)r?IRuh9g8xZyscN%hI8!bcVRS|06W2T}=T}G>A-&AdIgC2O} zkb(T&3Gt~+=$EAh&0AnoHR!T4X0*wsov$R+EP!R3JzR2zsk}p>0}9GztK9>=coaiH z(<)o9wALWDJ3%IeLqW$3yq~~{9Wt5lY?~hSSlVLA`#ht4zyI|)FdV(3sFj5p>%CmID@nvC8fzKLelN?)`9r}l z1orcBUGye)vM&eZydkqnsN~W@h03NpuDWNQ2s~5Rd9B9u33QPP;>%TI6 zvT;1a^*3&3fB*Tu5DRHPmM?=WQzvuV%Afe3>0_1T@oJ{5R}nP%9p$HpF+8Ld8B~?c z{gQbQ9psI&qSUhxf*?6(S(2gmmn<1RU;BSVF?4~YITOyfJf_F`if~6$PdkiEY6YXl zR;k}7d+jc&UhR3WmjPaelbP!-DX|+L*oKOce-D7PCNxN?1;#{mWsXU_vvCD@f5i9D z?;ObouOD{xD&bu+tqstXoO?0$Y*jO0F0dorQnTb%eVxT$;H-@?Pj{-HLFkVi*uK;o( zjF`DQ=q)`a6u#A}4ykl^>^YAB%Vg6aBQ}Pl>ajq>E!U=&O9>B99^U!I3An|!1iMh; zj{#KUvcW1L#htEGts`f6$3^x|*gp-YvTVe*zo_Q?wN4!&5(m?L0Aq%qmF3qwUJ`G} z1XK=Pp87JZKS-fXtQWYh4dr2`y8b3VatUg9`0vB4_41S&g*t2$xo~Lz(eae7NJ)aS~>IuJBER8rUSR$o^+0KPWFxiAs}fYsvNLt7W?9EeTvq8 z*>ZmD8aAVJY-1#$Ns#~l`AUqG6!)fXfkSP^iQ=M(9n<=MV>QRqq`v`c%lANXmQ>Ht zvi^@Ctp}pXSu>4$O3P4zk}OuyBO8*tCX;JER^d(qme0S}DD4QOR?JhP*iGsG{>HxM z>0+HnWuOGl|MXMwKkybt|63x+f9vh)jmF57UZ<^VCh12*bDI+0m+9p34(!>HEM;g3 zM!+@$W$Wqm)zeQ3!ZY!KJ;q*EbLo+n>7ny6`| z5W`0DOIg28tKy=uP_g3oylmPh~Zm+%!lW};fsUt%ZbuBXk=(?r6lFKvDls^{SAi*6*3%vTo;`{oBM^+S-b?oSk@2g~BSJQpC zG{Q0w*KuteHBLq^reK^DmgT%uN8D`lP@Y z5Xzc`BYSIl{bGWx_3%d%Y6J=OcQ;=wk*?rPf%}vn!5qrBF^LPKW(v0lHRXD<+v7b)w$O||CMK6=x#D4A!4 zIgd@bRv3~M8?8n~fewAy`qRG@2ii!)#?e}2=ax4n8eX4@X#RpG@Slhj$D(tjj^Rrb zRFV<;-Bpf3t$)$GKkW*s*tP{!QjqaFh!M(V)d5RhZPP{BL(TS64SF`_TwE? zD9yT%eRu9DK2Onqa$VN5t0%ogcwo3gOLdk~HH|_8)+DBm_M`?T$w^{fSUB+nv4Ge& zgnk;mLQ&!EMkk8X!P@1TJ8T%pIRn`#n!zsDVK+eJDFY~?M?};ZF%C&Y)H0YtpE=_b z(RY^-`7@o=WgOt>uTBieANnOIx2{=wsoV+~WrRN}=D57v2u`QN7JIk=00RJFX0on@ z(t8FxZmzzg7qcqa2YbhGrhomDq7w)~Q^LscK=k6BbAy<1|NJkk|Ih37C?(wfmR)(f zZs>TqAKg#=&PGOcaB0pVXuQ5X+-k-D{w%~}z&nYzzx~%2hk0G*H;Z^bi-)yA> z*U0Dvp7P@%@oLO%LDm@C(N-8fogoj~RrUYj7?WzN?jat z(&ILi@<2tGW4$6)Rxs`kYgWw7IQ+$*j9^vJL3yo~HdIe04wFivj>H!B^-k&KNxn{) zKkqr)NyoQfxC@{=x_xWfq1(&)MYW}F{@0^A^*ri!<0 zDp30%L6@Q8Xi5Uh!mW0ta@&DXMd(sr(|}TS*d})LJW@&*`Z&}652Z7&J>D#KuC$H? z05xYGMF3M(Y16|!-?6ZDge9cA~EsGwlRrO;{Lj-~i!&U-PpH3!7= zxzq}|;zZ>QiL>+eoi&mBNWOdK5TD=-)G!=ky`8^^NTL#+!|OCMQn-@;I=*F3xic6l zA}q!iE*1JqAjFMg%2I3#eFrnH1!~@`|D|q)Oe>^YrV%d>2NAdtBqqnhs^=MIM2yh$ za|*M$h2dlZ%{dUtY#Dmig26ohkoHkG%}@G{oAtbr*1?2r+K7~L1NwKNBK(6`$ul!k zTg^H?WWyT2UI*)lqP}Xz^CXCvo(|EnqWoiXpgb<1AC;n*0p6qC^oM#D4xBnbMDJVJ zcbZ=2gHAdA03=MCW}}`)46uplY{^M7DX$koGKdWAW0#_TG$QSj$fMl3W%cD!JV;w zY_dKtHvcaQkF5kS;bd@M2k>aZYrOLEv$j6Rpqm;FbGjj#+yNiyGwbRvPJ0ZZPU4!* zVNmi|r$p(^mehR|KzvJYnz^Jt>k!4*W|PIaR@qDcxk+go;}Supx~}x_;#mKy;2<72 z4UHC^u!hYZxUjH#ihd4?_0m9XyBUk08M@!9mf90_qcdm%J=chF+OELGQR~~_nwu)N z8E58=2{;`^-rw-3TVA5WlvlDU(roq(V7TUNq36>lrvkQ$u_Adh?hXYh8r%%?i zY${a)yf4bmVT>ymXq})GVo6(2Ht23pBV9UF`z#(xFZeNQVMAv`V_AAS8u?Tw$A5@C zd_NW#j;Lj8XXdHD?|wJZ!M2i$;1<*($sI0)vBD%EX?Hm5XXY>W+u!bF4bB11)IbH? z*6^^XoZ{d*p(uRG~OL@C_9K8uF04{QCtJ3^| z@u#;V3)HY^+ls5GGN0!-`5udpxQY0bqt*9UUe_NzNs>+^+H$YJTb6tvw9=JCMfle5 zZK*Zb_p&q9qgEc!RF!%1J81aufRUs7LoH%a$!M3Ss(ixfxb&+%s-#D)|MQ>y=0BY< znDHk7b5xulF6eQLmhK=<^h#xvPRE-~kDkpUk}0t0*rO&5ao~f*HzzMaJ#_z}zkBaB zb%K;gz6xu3yG)((b6l6fC`52vYEE|d|NhKG_`NI{bcdUSydq=gvQ~nIw0`TcDyv|~ z%r*&7zOnZNegwXp|(6 zeg!P9EzR5ngQ_fz+|{kqKiGNDE`RtXThigyWotf+@|S0DbOVqnENFe;OmtgfSDy(~ zOL9M*7FuuaInhq*`oX_G$&bzRM5*|sMciO(-;g?I7KD1RA;9&dn9Q+=b@ljpetTv-CjwTiyJ(0%dw9JNnP zM3Gu!eO4je>W?DWXv8G`HcXtXDRO>7l zAvzfF9c>BnFSyePgc6Lly`b)(JI$$t$AFX43aSL04jOGur31<-oS151N8L%(szCn>OCbG!TQ3qer zUb*%j)0qBkbuxLM;1XnYCvSli4A**)LpDQnB6Yu)Zgzv%dLWD}Y2zpVg2Kk|I#s9x znelGH+RV$}oj!$ZPzh8+FEu)?S~hPvzidybo3?NNyO<+Y(%!JqNxGy2nAtIefFMtK zVo7z_-0S!Mxf6|U*ELTBkjN`FxdQY(`5m}T7K&OD-ki%61)oXP;DW4En_7IQ#-|K_ zG!sUYd0X;)YkeP=LhoX-ZAk(vEv^x9@wo3IY!_nqdWa{e~BWAg=ZwJ<#VCPo(NsV74i=v zkfQDDKkRV9hCnDVS(s>qcc;uRTIU`(O-rE*n16U{l$3Qd&QYUQ?$gbt{xTT4ag5{TGiQ zE*^eoY9lOy9*vCqAJzSF5!VO)+ivgRVot4EsaSJd3+&TlJHLS@Ou9XOSQrwK(q*91 zTo5%2ao%T6aae$xl=t&L6d5y2#So_BJu;ChvDPED;_NN zKprGbeR)VUp6Y)_RQEpNFgcl9LPtV5dgVk~u$|jvdsc?7Yq&Z=c{z$|X7L*7=F@I4 ziJC8V(ImE|JDkE6o^JVgb=Q8`1ll*ukD;qB`j}?D5$N7fRp-+@{T_ReG1dT(W|9EV z3+Qtn2Llr+r0ke121;IPVK!V8$G~Upi*#UvA&CJc>fg6WE_9{)&_E%?ixQ&BpTkez zfDBt>HL>Nmx(z@&EkWJ{QkcddPZ&C2&>tBx=fKwX1NKZ+d{#BRN)q!udP#U(RJuC4 zF{V;no6Imwz#LdGA4G zQfQ(49m(ThNhAzk&IF~sJ}wmHZe?airFNB&SEB)y`4tQChBkUzSeFrT@1mTmQhZ&nRtV>QrRR#8f9^|^ z?s??O!RK|y0KVC*@>aqqOV!xq3h>jB?<~}xr1E?3`;d?5wQof`S=ABx)S({N+ zsoN%-t5>mOy&`^2jL5ieB4R^0f)n}YH;7ka(}9za4OGloRI7;T+0**Mdf10lm} zx{C>slC~2!(?|%~w#o}*N}`y7(;-TaaU0C8e1=SJ-fMt{qL6>PB$2_E->@|L7aQr! z4~3f7w%v(J(}%xVY;hmT_s=+fc!+BB1?;o4R57aTwHRGA_|vIcdft4Y=VE69%Kfr+ zK`we8TIuQyZ~7Qw*2dge_%A}E*>@e>zXmtV)NtLgc6V57`r5nyh+CS%cR`cqqODy% zRFgH2HV70;U|DrZr6nf+@odh&D4L<@60j0byc}x{q^GNm(0P~p1DncVNs)bSU#|}@ z_@gKVQDFM%MxJ&b02FjH;;4ca?;^`jx>$YyDCV;ZL`4`fq8D;h3=>0#Us2`^yb%E| ze<;hw|eKKOL~{RTW5Ee4Sl@zn3K z9$V{vvYslmh>3^r>Q-GjIy}nonK&QOMB((fuWqnqOS@!NvlU7_DkYAk0n{&bb5_9C zF7m{-?>uEk)enK)X7%>-jwE!N8genAK}4u%9Rl<`!|mTRRVxJrkTi$G>#0{kJ-n|% z0SX0^MPj5y&q;#yZHb}l*wzQloR%DJvcllr85KfA%^^hRl|NL;Z8YSF%v3`tKoec<_ zrQUx8+MW+5pO?}`963)sg5hyGqB^=N>m6!h-}57X4u1IczxiSCjiNJ=V6~H3y>6T4 zpE2+vQSnE8@IT{1(wpPfsfG2DFf;%ecEPUg7;#NWdh55WcaKUu5arqc00RI36ltze z@9z@_5YO8IY#!1MCj4Y8|F4A#uQiAH_)@-_ahiTX>A#m{{jWQC@N=H9g{~ogTU& zoRyj|i(zebIN#|YyWjT+MwPIs2|xe<4|f}T#9Kb&6W9#5c*8HeL}{15)mr}w6}MII z2^AI1SRPT`?s=+nY!uubcLf%+ZyM^&Y$5mDTO*xA1KvbJ*W}as4jc@jYu631Rat>* z)mad{;AfV@FmC&2r?}?M{A2wnkEn)%DoWx29#`f8RY+Yz@oGP|HN(vi& zU%`?@Gz1n3we>uA4i@{2-s1{MajCfP|8#U!)r^WWg+`i%CfOF%1mTI%{~xv74592; z8?8T~V!1|SP&23tTNxRmgw1A|EuTJ90iLhVS&)Fxj^piZGApF#^A+(g!%k@>jyESJ zH%D?ib+`EjtvPW)r77;;T2}|G#bN-91>?>x+le156Y76DCa|#m9=LdVU*^1WB zvK%`TLo9w_Opu0ZmFzevy=v7^hvxFjaW#{l@fCmwKum9rvhherUaVntg3dTHai85Lo4V;-&DYdceW*PdADhemE z(vaPe-Uf9o%|Af?^v}V^FhmJp0009300RI6LVD!LpY!qu%b(QNhb)2llq%KZ{Wxz& z_mYuU&D^Vbo994pOFAb%C)fb`QM|}g8KTR^@B9fj6<4bTVy&A*@x5LgyR19P=0iE- zQt7RBKN!$TScuQ%1M-x7v9RR#;EDJxhH>KXP!fv6X>n6FEq~r;|aP^_Z^#<)Ji@Iq#Mq6)|;| z{p2Kq`iWZg8lAWr<=YDkxd9?PLtFki<#W`jiiQW%4o@msPP1~YII{{;U8`OlwN=t- z^obEK)EKeG@A`w5_|ts%H7_7MjTthCFU?(P%UxD(K387BirCRXtC!)1Fv`a>e-X|N zdA|s2(;aWp!9sAz#s~^wI+t%B{SDB<5<$mjRv)dA^RkXKoGy$j zUDdN#&2;9?=ZjHP!>dw|LEvrd)#n%5x!eD^J`W2|mb!JDw9J$qBtV&pk-%zM9)$md z9#|Hg6-bliL%Jy^+J{?0kOkDp*GksF>2Fv*fK$fR8Zl$7459J~{UN6r3%+si{XSo2 z6(!^ej}2^=KOAorv|gg8z-RO3nhQtNvpvEpx0puBi$eX26k=! z{E}svF`6ROPFqwj^O5oy1RR~r>+F6OMS9JcbMQlP`#ALQd4}8R-L^V#SC~1iHt@qV z7!8BfoJv&2KnmJB=X4f38WeW9@1(4rw%J&lDD!xJ_HMmAlBa;V2(xR1(5qgP*hH*@ z9H+;`734StH}MZyh&;PI{jU=_yhp9x5g#f}bV_8&lw1FI8z0K0(^+9T^=J^J`SmKo z8-N>=SOSKeu;iFKRXE@}6ga%k0Cso}(BCY}-%-Oq!9TEL; z-d+6eh-y6Tuu3agc%bw}u(-+|00S`pK6<9FKQ?o1M!aJ4J5Nt$qg11igCK9Ovqf*3 zq5h12AkXB>55ndForV`p-xx-Og< zrq%&OvPpo%PL5`guj&An+a}P%c`L=+zEf7!i4;|dSpz`?p2ob}{;IV*ldrR{Tnj% zXXSAKF%4ff_6dAWp@~mH_O;mvSzT!j#S%K)a-y~+34+Ht4Hu(%ewCYVA&iXzFuJ-@ z`X7W1={^O3|0%Wa&zpr(liDkN^c}*1T0Qn-=#98_UpUs}2w)S^EIx*umoknMp4N1pk~$({l7geItw-sY-Mfm@a!5*w`jS| zD+{-TaH_eF)P#dsc6IMOCmh|02`8d*T}?TBC)+!^57}i?i`s zrb);+LwmocV;Zs?S^6cK1X%1sQB^=3vumYHo^TwXH+VF4^+Z7jiQM&plvWaCjEzVE$L$Hf_r5N2vA+&T{GoT-vLTeCw=ho{y0)VG2E`x-)v} z*UD8+iEXS-Zg0HI1nZ5eXA`>HFFA2B4&wzCi=HbrPfR4V3$8Nx2AY@PZ0Rium5>YO z<+_!s)j-FWZI2d<4nRoAepVWX>2}aoay75H(v zCV9J@{H;DFd^Ue>JN$^qu3ByXN{VKNZT09>&u&%gjXpSpbTMW%0R?~-^81jsb5-28 z+!Z1-Mwu{H%NU-|D!X#gD;P=C)^ti%2#(J^4SF_i)gw|NeWxe zyJ)Ih+`hw^PPWb#k}b}YmqNxFD=iP}ucjMB#QYo?fAT}L`X>bP*=lg}j`78A+n%NP zIEy2K0SUIcJ>X}>Ot~=?L1Iy&RgJ%Q|NMF%j;hQ>Cu^Be*pS}$^)_kZzQfAs6ZHM` zM^~M5m7|#I{Acvnr^8!<7Nwv6-%D}~lW)i>T-v26VPdu|9g&CqCS6z=6W!%cbP}nc zUb3+&?p#cU7Zy&&eLXZitwxYnXu;o;?{Kt=pl_ZECG*`(I=gi@F-2s$=LXaN%K42- zWa|G}VxIf2<=O`rql()iMf=NLDP4XZZa}>PhjW5iyNFB24|El+^IN{67yb;4#{s@;<-+{SQ9K&ka`p z$m=^*1IoBBIioUomQ7zfH(}!t+4%bN z_&VIxE?V`f>_ulPv>k9Dul2rAT*9v!V~z_I7#_TN_9U z!O`Jm*2ynZ`8+aZV9({M$sgR*Q5R?>bNC8*%H1;nc(W{bv>*rwsx7Wj|;vOm-J zLFqIF(~y-(!UNH;-vu7+%RNVp-;<7BWZ}h98+)b(91ak1HJ;N>{p4nldwAx^Q^b>jhCkslQDcBmakD=&= z{+c3UcO{AewNVINt`CiZW$J$%4Nj~+4lEY|V!qlJ?LU${k@?tyB^6duv}T`!$*7yS zFnymJDX`-0;{xh;eU%o<4@%qc76TrV>b#p-ip>`&c-q37(;g^eK{jlQpCTJXq|#AR zzK`SL%QwfRVa{4?H9P#W*1lJu<_&@R>|}aZ7jg??OZ<<|%}aX+-u>OEMb@y{0<$nZ zhYk8qM+xQWF0%=-sgyIXj==S54D07?sv7O2p6W6T!lV8^yLttOTNP4 z*;`1aH7mn0ZFR++HUIvvCKwcPE>w_$qW(>(sFG|p-b6;QqgMN3 zsPNCz=_e4C6G<+N26CLh{PuRH{ogeARUv^_SKyGpd3Msy#CJv{6vF!WyO(#1GTl3~ z?lsh2Xf0Yu!%aGN&;b~>!*K-vol%cB%Krs11ZDez&P*0yar0}v`)I-og85>9pQ4HT zgny^on_3Y~tE?PwzSvxi+Pd{5!li`1Pgosw_M_KCK6AH-WYNcYzzqL*a~YftaXSJM zjOiFXM_mc7A% zL|kI&4LLi&=1^z;r@>t4Qv|&}o1nH7S|QcBI{i1-p>Syhsowmpw9m>HPi|`5S1bkJ zBA=pg5Nx?3J&&}??W(T~Gw}E~WcN)NP^Cp8*32}wLA`)LdbquJ{B~F};R4v$6}z593}f*QN2}@>KNy?|pYUq+I;ZsmnTjuKE7zs4-IG1pABgWJ4a8h1Qr?l2*t6 zew>+`uOj$>(bxf4?Qn|Ko(4oe2g8?WWZQQVJiq65a+Z&KgUptvqQcpZ{uxp5T^0LwyYWqk|)Y*0#U|I%JuE zL@<&)u->lj!gk01va7o&?088oO2TcRs06_U2cOhj@{51~00xP+ zflxW%;lA)eRbq$L&Es$|)ItRhySnZ-EXV*l0tJUvf{8jYu7fyy2BLu{x9%PfzCgV7 zIxN;R8nLBB>OjN;Lkd;5?*4Eu@<~_=;mnEftf<1|aB#j+F5bN&20=XYG@QNHK~Evy z5EG$;33gFQUY!*SMHb?1Vn)Oz!is2=8!7zfzd6pJ^KJF@n!)r=7pRPd0Ya9>eYYoKBZty*-kqxqe=z43| z5~ijqiHERt#|y{}l?uV9{m$n`UL*dt_`NxBA9E_jRKZTuK6Ff^Em^6Z9y+46-rl-e z5f3qRYT%RV)>w3I;A(@Tc60yW+V&Ol!sP?G+caocsR3=INAdF8-7Dxm1W&i;Vvf<` zsA}IZICwlv6kq0%T>{OkBDSg@7@Lkxe>4w=iC>H@hlga+DL-!mu2DU#P&|d{63~$D znROUiA!X8D-*hrV#%st%i6aD^8{SRmChS@O$nsA=!JVBL7O9g=33RpDd>u%i<(ilQ z+ju`mP|vsdRdZc2EDWUP)9DLhQ@o%=KmYQp=fxFN|G#9g+R8yr_X8cKg8CIAD9Vue z@4GKkYYKx%HpL;Yg!X`$J;Ran^a`Tqy}i-$&WFc!{gZ~pSGdu1+0S64Q`>%HKnIZ| zkEHue-BlA2X~_c-R^8CiL%(e{k^covFQrHs14frVPj3zyEq-AyjEkR~_(BC4Cc$A- zQHk518m)R5vP_{A=O1@)etYg7Z=PN}}P{ZPQ)QpZ1 zpwI-ai$`C8ER#6WYb19Xx(6Oi8jw{=LvLcRQN6HYH8PIBqz9VyRvO8er!<$Lc--cg zHY9(x>E-_OFV&}?L5|?bJg7hVAB)5=22b?H+?H>gj zxm3L!NR6wE=84U#(c;cHMD1mam8_yNPo6x|BlW2&A6Ki|C`lZi_DV6jAr{1{5Uz(e zug*@1tw_~!71T|>CXUZB=baY%LssyjyeKJ&aZbVX?ZE#K*K*sPniv6fpnBWAVB&bcnjHt4bbarm#!aFl1{>r*oHR>`(?zAHE38Mk4 zO>uI8P%jXiHvGSEP%TD@cc)R7tdzjOZZHq_b16==_1O69H0jIZ+ElvvXknw>k#(Yl zG0<^P=f5_;r;n~wPD`&)a5rfKXPLxh`HZ>)L@g8ToNq^ZW^w3%)9SXPK)7<{1D=DS z4rA|}X6RQE$fx$F(~IG6J&4!w3RF2OOV?hDqB#u#1T7*zJQ0OO&x(O(zfB=HlmGq9 zt-Wq2HH-6rix+D$emxxU50jKu z%tDy(NWJwTacMIcqKSS@u+ko>qM!drhpKLsx{VsxHKM$e7MSJC?7Qp(%(H5D{?oo6 zg}e+JiB0|>rX$1&TFoxxWM}_p+EkXkkw=Ev{AbAqW&hUtI`83tp{aquhSOekv%+4d zRBJG#^5B&LOzg3|%%Tsqb~99RSbVib(8s~&gb7c|YQszdOO1xMf&y{RR%ojvEe4|O zZ_lzsEE5U>_BmvCZ{{6E?QT(!1n!5aC?HOiB~&o5mzMl*Cwj>0b{&!lBF*?IQS|^r z92dzusMbaygN4Qu4fHneu`=eCu3F!aVi7UG(d}}s_rN(K1T{grmO(1Q+Am`Q1_IfT z!a^EmxJsQl_S_*7J!Yq7p%zHamB}35o+gu>dxaNpMg}{ED`&-`x$-8ug(eHu&VMh^ zir_vO@VaG4{TQaT~x(qAE7+lKeT_S^oji0GlnhT z1scKuP^i3J5UVI9e(zNtr4LUOB{e#5Q^&q!`eB|`Rpqr0EnQ8h+f0aO?d&8sk#)7S zjD&~=!1JHrG532bb5I7d*+L?_Hc!=>kTx75LgNV1X2!oDS#&RZ-5k~AQ>lpyrPuJX zD6|O55f}zQUjUNjOjMY|>$^8lz#n#5`Y@#)q2nQQPYJ6DX{O}bQYZ%|M! z2%Ynpc%Gr3^J7VM%nV@_H8-jUGj2NZP@zBG_!hmk)ph?+C>{^-v+AWjcEpsuQIrIZCVJ6*fpCFo zj$@=zTc`*KsHgIcv0L@zlkBXnSw{sIRd~U44zBNIWk4*g0lx{5zOfEeC~}bPvmv7f zR9~}LuW|ahpTc&J;&JN;G!FLQlyC+*6pf!EUJT5|Cc8e~8-pStJ>EtagDkpLd*x!cecW z4^1ZVgDE9Qkqv*dE!=PN38yoDL>$&>j)6Wi1Gpf_(|=qBvIK9tpbSmv5QAt{2>q-*2tYc5iHvJay zd3MyHi(q0;>bj>BS&F;zY(!Rb>l&fmt9Z^C{+j7$kV$2by>FLE4)DHBDw?2N4g7>B zL#u8EIow%swracnXf@O{R8=ve0=G(torMTerW9xa(Z+9}p$CJ!a+K z?-GcFC8WUTkdU*&q))(ik2>TPt6BL=g#&`BhOI}`L}M4xm|rh^)g2O{mLO{ufkO?} zwn*eDGr2D1_ms!VDx<9@fD)@VJ1xJJ|HJ?%#h*cRka0Olc~i7gy&Lg(Tz?^Q z4Q>1O)2}#ny9a7P!l~*6(%hZ`6fE6$&84?4A)uN@k;94KY=*E}L>dwauR3DgR^dM( zK;^ae=82+OqS=vVI_mJ-O-5*JE_&pb*cO+kFXY(DdSRT_bFy&y6ibXxGca*1f!N9rQvn$IoH z-!({ZY3y2M?;;I;)qnnBwCQ(Y}`+VyyM~6NXU=Vcwl9Pea!d_!C&wBTbQA?v$%|=VOgn zLqaqM-w0AP%hs#EjnKq45k3|@+UZMpByW_9Z0TJxh5zkxwNZUC53fn0HQ{RHZhzi> zOM7fwUmNl%2V)o!-^t>M&04Oa)F)iM!>ka-9fWQO@7cI=9Nw08qICu+8o*t1Yu(z_ z)BbgI00kO?lTh+9wXpjr^oX_cMxp6TWa`;}01zoB)L4UhO_ajdybG$qu75aS&Ea3d zF9P5Unlxsow{uF@9F)DB_Juf<4gL_dU}YXv0_@@$`(0MXZzkE5!3}!pTs=+oC4e|d z@2FmC$f8z>X_}2i=ViEm3-e?!$N|)Ozxcy2QEFjYWnP&8t9%%b>Wv;3_(SD>m~8@| z@6@LGg3(t3$nqa>Z)I6_FyUL4I*JV6kQuCjvQ(xd1vMey#`opMvpQF#3u6ltA+-dZ zfTFM!d)^g>SVZ-)8EdZ)MZ=5!cTmGFR@mB_D&lM zBI4L1v=#$pivi#gEmJDoOkg47+ujWHx;zc*<=l@|oO5?_z#2y?alJkM8YcJZ$H!e= z9Kp0EW>a@1SkQu#*f2@Ukc_*j)cf#m6ExuEvy3-RW42{1pPb3NDwo1i*uP>(if(#E z@E55L6MH5Nr(%Q^4Jt^tGEI5{mUuy89+P0R85lz}KWY{YyPsQnt}3 z3&$AgD>D2w-|j(}xf9C|w;5lkl2}H|ULo?OI45Heza8uJLC!3Je#s!EIg9 zlM_@s$JVTL4@Np(!>l%jyZ;B3OD%^JbGx&uiwRH9o{Sl`GxhUagS9kD)L3>9moHnw zx=EJq?N9w)m}9&(({&YZ_b`)U%OAm+-93}{>Faenn`xr9R#WFy7<^bfYS^61$Ry+X z{S0&3=bJ<42Vo#cBr54|sZ|5^Z0)UfZVwhYYc+Sl43IV&U}G5YQPZl|@FGB(L}fl( zjmriwY;2B~?CnvY6PF^3R&N(^J@)U^Eb5~9zLsEi-A>$>4#L_U*;yboQZNXd6{~+bf6~zC_ZMaAW`)oX$jFdS~-; zS$&`}L>)MVzFBu1*n)(<9k_TD3i`pXfEi57nzJK*HMbtI@66Wwr$~9^-a};J=H3E? zp&&m%|x-x zWI{&BY)3AhVVnaQ2p-~w!a%tUe-#(aOh}v7=?cD)Srm!m+FW!OLEycSe_|Mt6b%=JteJo6N0{mJ%VT`b0sP`pO-z1Vm-iuhIw*( zO+KP)eS-+@{N-Bej`m2%vvoyJ8^T-5U0@bNgbgKbzf|ZxAvoPqGz0fuPcP#BrMFJ! zjE_szfwM1M?XLtmPU7EdjB|r_0A+CevCOrCkEUA|WW02^WgK+3VyrLq%dM-exxz)iR1qB~F%y*SvEs`b%*9nv9c9ED20u1236`|I#mr z|LG(9bR7~ZF_bQyD7YRHNU?`tGYYJJI6Q^2x9Z>Rw4J-L#wR)6a9x|IC)4oNinz~4 z2!v9CXN~*CYtpG3dATCIogjHV*+5U0 zmf~yHMX?9@QI;)?tW<`A+HkoqMAc>i_pgNkiu6Q((Wf|Ki`X9P)%dT>1pkd+_u5jYkw!YnVYlylD%N@>Pkmw$B)EJqtbOa`kIv6rzaxV^#8CC%qa(nz8i~9ERD`9(A*r5cz-|AT{ z-`BRZ=3A03mybbf?>PX7;0hcqOwux9yWb-9;@&sBFuWh9!;ud&T5#Jiqn;Q%Ii?P`EdU0N{(ZGz>sx`2ko zf{VV*48>@$^5>f|oU@Ei2>H<^I1YIpat$#eG4N_6oFE#@wIB zRmX*Hw8~_SNC6rX?W_n^GVA7&JhsW0$d6#9gcv9X*8BEXJf*+oci8DdDj{l(V$0BT z3R2i7!JazQcEC6!lzePHl%H`?#r-wg6w49R&My-Ci+Qon$Y?)j6Uwq|L{1mu*-Tc1qk+*e= zWi{*ao#9(xnFjw7=Iy3xN=AHfqXmdX!@m~EMlcFiDA%DI$H~a;P0D`kEYN$^t@--{ z-CySc2K)XXwYVa?+k5`=H@gc1>yXfNH!p4*Ju43Dy}J@zLDAB5ct#>*!}Vt{|61)eGD85L??U|V|-)`L-@M)SkwN?|rI_sOA;tLTMw z>3kx}(QiybQe~^8qLe1ZaKa0>pk(_$gy~^Jr(H1V*UxDBsm|)AltTP$;R*@Zkd>#) z(?7sNspp>O>-BY5|5?!H#_i2G!!HW9RVnM)b#xmEuuk%Fm2KRO#Bwh-sN|)%mw~W% zE2r~)hZ8C!5k-S+Owsq40Ilvecr*}`t@o}foruLMp=SRdt?ZyzuF8^a`b zSO{+Hc+x4h@l)h^KGZOw4EThk_SqE`8`UHPa0`V*?UU!u5QN7;-q(H)S8mZUQz#1P zs8+xNTGHzI4HsWR{8g?o)!qshAD^DTfE3UGL%Wb+*-NB|yJFUdU?9?Rg{~DW^gAd5 zsX$Xn;woB{Wl6)x=XX~WoCC>uAuZzA*Vel;6L`5nD1}io;a_(OlXYhQqGZhdWCF50 zayc%SnVpjxHP|9t1X~=063uIYh3w?ix0{)~p=|}KA1C2*;yv0jF6vd3@_mVXR`^|9 z+xjA_&~onCso7@N;c|gkPs%09e{3u~I=wa9;gMsNzILe6dU-JLnkO>Gl{%tfymnC9 z&Gbmq!71{W?R!)H)P!I{xtz$hD-_Rj12mbq8Laeur{Pam6A^#_3SJc!A9uJ{a}po_ z{m>@|De{V>6n@~V|Ly6o*9HI4q6PoAK)(NrVi59d+wX&UTXfndK!}xC6$b5~K4l?G z3XCP)7!Fe*AOFlF$qcXeK{7*IH^()#x;exm4T5dJMS=Go|B5|1h{({CX)fy3cr?8y z-G6DgbHgj>9%Y;WfNpXtVoV*+k-=av0pY0VFek|H006DG!R)QL09VIq4m|->g4J~_ zoX7q@zEBSiRoFqEWHIY7!_Q}mHZeC4z!#H%KcxiDK{wc`G=U71oc|)}`jc$8-GvoE z`SDkSLW*z*@e@2Cma}f6TVyT9dcw#2z185J@&qBmGUPX^Uc=jJ|J=GXjkkGz{geJ! znR@}0QK5*MYN}ng^o|^yafAES?^AZrsf4ou7nzT6;1mV0U1Imv_;Dk9HkdE>y@_?4 z{>~-zzyJUP0ABA?Zpt--a^ycsQvZ}RMuU-ASmf093*4T5agp!<00RInr*Oa?NJ}H% z{~b!VZRwEh|Cs?9O91@-^@f;xC-_6C<}%7EgmtxJhx(5ip!zJfF!+#J`*9xx+?{;) z5LH2LA(T>P)EDphH_G8Qkgo{x5A${97WaTS&k6#3?sc$^9TBIXhdb;hHhag)aIsQmKb|awdWR>hm6COm z#&_S>QJY<1!otoKi}RtDX95meKv#<14G_m`8;%S9a3t7^feenYZhhtj?hdMCFnMFhyLX5}@9qxylk1S~Kw*N>ds7w- z3L+A%ng9J_-}qO5x;O2Q##ayEEgyORch+d8@vBDvSRS8R;>oK^?=~Ik*<8vBlAXFI zcWHi{#GU}z@EFdUxKRHR8qARzpb;ukHwYflHx9UZd8FIOqZ05)6%^BBAnF<*`kiY#+~LEnE||FvVnS#Wi6!Ex{Qc zeK*6`&PoHIo)EoB1(3+@2)D|n+n_kkE_>*W&8)*0t#F|aF&Q_C=(yllvh#KMPhMW_ zWNS2RVr`@|CDwT{-VmZyovTT8<(Fi~Y#2=ehsL(o64gP4+3%S$fnofls?$ z?!Wf>`XFA=tK;0PS=KXp(5_yyeg>9h^Y3_F9@y^Go!8XmQ9_adU;{u1MBd0MD=(g- z41}JSpslZ7+5l6@Ww%M~aIeb+Kae-aQ;ERVHr0I$1R(8m`#>*>oG2vFJf=jFY-`Cruf zO)nq&eIL$gg5TrtCh^H-z7_{{^edwt*;{*&-2O>#v+(=^lIwTk3FH)m3oaPq%>S}p z+_`z=u6Q><8vgcZ8Je$qL-WXz)iW#GVVcsU`T&j@SK=v^j6oA=2Z5mWo07jIL8XG= z^k!(B#peP=Qt2x#lYwMk2G61Otu2tC9L#qB!tu8ThX0;{u(%AOh0z6EB8xQDE}lWt zJ$+sPkyN#mvkMKB(aN-OH1$oA2vHJ-?Opl29B&2F3{tykN8G@&U2%BJ=}W}R>v~A~ z;L!Ri+QKD?Vxcs7rh;E;MyilN{1hZ^?-%KyZbcl23==*jwr}^gY*KsnnqKu& zCmxO5y0hLcY(skyR63qJtDF23TwgBEB;6k z|Nr_qAh~7%lgR+W?S=%NMLCMPogz(uiZtObvz>Z!Eh{dOyM zuMrjyr37Xi&M?uie%ZnP4`=qLu|w$A1X41_xWp;h14&;$Wj8FAH1+x%ch`Na{HZ&% z%3>PH$`RgS(OXIp?$a^$t7nYjkRQZ+p_@=~n#NI8QYDdPZP-7Aptu`?!_;dG;1Sh& zNT`s>%J`fOu<^T$^GP5c!{|aHHlz%WV@quZ(W-(>wk0UHqmN3`~q{etDA`%Uxs0GN&iJ zp&(7C!CgHTW(3z{EE>Bvy>id=|Nh=p?{eZN*aq;;nZ>a*9THX+9gg{7=uPC!-L)S_ zgeqKbM&}Ym0xl6%=iah`u{aTEiHkG3sH!Btk1yCM* zmt?sR^;t62drM5twc;z;TxN0QcJWAAX-0uql<|tg+VPF{V*M&|dxN;8FsAZWQYPp- zFWRX5{2E`s1ecH!dp=7wSay^rxj22J2(?m?7kLM``a{%FrnS3!=!9#%3SwD9tB;2H z3)QMc6N=J=kZ>{fl7nBsFCTBuBle45#A~gx;%{gUF~@7?h$<5>OmPs?B!&il5_ISd zTFdRAXd8agIiS&jPN9vXb;7Ym$`J^LwdT7Q8T$XuQ-rMDI&tLx+I73L%QeU3#a;& z$R3%9x>;M}l+>x(8@cVv#XD>DUw)Q}^vJ!o6gNtgXOrR(O>}Y0h_qYp6a+>}a?!oX zeiheQgH)CZ?q~pFaC`{|o?lkR2!Q01T31=Q4h869aTi4L%bJ_S@rVT!<#{Uj3K5uD zU5QZw)p}5(7@IS^D|_y?a$j7Dbk!>7OH-&w#`FWj|GG311XRzBooYWlZX^?7$Z~fE z_Q>)RviQQeu;?)W}*qkH+XOq4Wl1R%-m)TUGky3y9dGp`K1re?` z7d1lI1=U`n-IOjZFOW|CkNC`C;s(m#^r7$XxO`Yx30wla574qw`_WS3MA3zKe_Xw1 z6tRtp8dSv?TmB|E}FnWHg97SqZjbnzb>(USv zFK}~Q_nP-yYqE`DA^g}~#n0w1DYmZq|Hz(IXdP?Ix+kTT+i_c^6VB%f``fx(T4Ie8 zY(imfAhRK3y7LoftP*`!n8PLj(lf}%Q~9k}+d&f%{u^0VA;k#JmNAG=RgTm8!*xl= z736s#I#NHz6Z`eIjVAO!MR8g4ACOEl@jId!yR0G3dCC9#3bq`qv)osRyU{wms>mWL zB{{;E^h?*htnsq=Y@nYw+cP;BJ6Xz zUQ>xAJ$BIueJ0V*YEsc$tcm){YEAL#vu8b-eCSR0BpljNJPiw^nvA=-@D3X9UL$q$ z-|bNgC_=Jf&e=C|9@nsNfw9;oD5Qd2xjP>0&_dL8xsCUYygLb>Ng=TcOvu>|Br9(c zp6-EA5;{dP_$`MrT}~T#<$#94B0{Xb8(u9TW(heYHl}g^V4WJ6P`=>2wR8*?oCa zNPqc-dapn(D{?Rp&MesDO?V5W&PD=IF}^dr4xn#DmQs(B?ewLk#l2T^qIg02Z7YK3 zOV%x3#FfLz)Hx|%0_=t^M&kC&s&6Z&AP#9}LNQM6L9g%%6N{!Er z&c8mzWXR5NAf@)_S2#0A7ztL%Z%7LTU_7aO2~z-d#e`*f|sO{K^ER*`M< zb5Bhc7}Ew!&7|?v{QYF%%Hjw!fVIAc)j)Q^tDCX=gE{`!G@jeAiyM${b6%3P4b`ZC& zU>s9hSdUHJs6T`+2omx2%!I(}A(LNC*F754$nDk7*o|}I!s(0H7)c$_+5i(l+=dM% zuPfNib-b;`P0K;}yC~nACSp?vHTUl_z|Mb}a;Q}C-l_NNEat2vQ-|iU@NLmyHky39 zQScj4OSv0L_H?TK73@Cfyf?ZiE;TI~^xUqX8rb$(1v*SZt20!i`xDlluLK0~-4PSTrn6P<^U2(#6= zAm7l^`7(}}=HiQg&kV3_CvT9#IeIV3dJYVlbk!r#()qFs)??Ogwz_-8UNKJYZ|FE2 zj}92HHE6OGoRJ;tX}ET^-qAPw_*Yp3_?rE<>E`n-DI|SJDp*7y5{tf?BHP&rhlB3~ zjd{&f_bcUphEB;J#o8Gc0_Lo^%a=>o&5poUpt zV#GQK_O52ZntZZ9tSD9GFX5Mwz<*(p9+8xZKo%yY(yu@Z9H zjd4<37|74npb5n{glzEO!cS^t zjvWW*M;R6&V;> zuu3x0NeBZ1^6-)fY{9vP%p?2y#w-O6l2|;(8FL=}uw~gj{ze?kCBasgMk4q~5};+e z`D>FcqR=VGPq`hCS+V2k3z2{m9Z54jI0#POon^XmzFZ$mP%ofCuo#_i1tTjenBUJl zlbdIT1vi;|zPo-I-uFM*NoahtC58DDd=4*OTtVhfyxmo1EUaU#=0Zre)ddWA!B1x)f%+ zn`_z%=im|%+5C!~97G9M5+a<}Nw!+IVWvm_SXV?NrY-6F99^@Q?K#WFkPlQH9Z**| za26$ge5PEV{xz7pXvP3vJE0|&9xo4s;+c63HQu%y`I5ofxBk|l6~2k+#`t7N)&rD3 zx{{h6mFJ5!ceh8D>t ze3wA>Nd7U0^!Y8cg)ahHoapyyiSo6sSX|`v+B8al{WRT~juKfC8qgl)N<3b|K z{6b0SwdAqBR7-MXJ&R>;G!yEPl)6@}>+lz(xU#o2bICMbsu@tzc2V6l0Vi1U2HQicu`ItRDm^b{E@NH_XPZtO{l6esjhgY@9bQTsNf5>LUkuR7IS7iw?9Ea2#!OMl(2WzEVGn4T2&)3;dQ)!T36t#Rp zcbj*A)P2c&^~wf?BAliRF7(hEtqC~Z%HhtqyTqedH|KN4Q@CYQ5zjQ>(mr=@hTbtl zfwGz;)JVn~bw2U)ZVkE+(sv?2bx*-+&l@8ui0(`vSMG|Ml4+Zv^>1HY2SdeP?3A!N zm~*+$;;!L}eFl0NYf%t7lir%<>NCJGE zK<$XO$R?YNbYB`2-;$#W;sysSuMUQ-|t)agLT6ew9`Kc(C z2@2`;01G3ik-Hw@rqejfmWc8RewjXp3$nsU~KC}El1gs+EB5O(48O%ae#6^ zWl(xae*jG0CkHLZG?n5{%v>+|?FjnI_?o08G2vMZkf0ye0+)( zB4%zi%-O$wkAZ#?hi9PDs$mmMSpDD5nc|!sC4=ND_#%9)NRWOrcH}qA_=JJASM%|` zepOZDH<^xaH{smpr7qTe<|wWK+ds}eI%i){A+61=wYTOB9&w~Avn2LleJpp9ZKce= z=x;6^$i<(Ps@X$DT#PL!yr2S@i^UI z`l;aNfT8PZQ3ogVj}%azXPsP+uVG@AHq0a28%%SxWUE{*s#D#J-U(n++FK=@L6F9_ zE1D*~x=^423F=qnUN%wkeLg!fAH|?HE>~Ok2`fMcj+_Y*^SL?-c;W((v-R3>T-GEZ zn(-eiyj&8LHAFLE8$t}fztjE*Hv2ISe%3wzWn^hh7#G%%t=UT7f_OJGb9rU#_SDp= z`J_WJTnra#vS3YhOE4kJHB?4krGwf8xxxgmW{90OtSUIpYQ!(lwJ3X=;G0QvaA50G zyF;sGT&l*V=?#C49gxdf7se{`$(KNEnnkLJH#!f(RdJ$_{+*IxBD&es^nP43!fX}! zEAi)GWAw;mKbkARj>U2l#}&{-^0@**^RmLAao=8y;^l=jwdPN3;rvGb!iiR5gUg~f z%x}x7@V^5ZywJ7+bWL)6UrJnVK5iAo63J}53)%chJBqS_5i1LVaZ@Kk1ogG@HN1Na z>T0Tpk+iJg`u8phwZ3ggo@fde<7Czx+b>u~P3Cl$5T#dx zMJn=gfefeNVBJ>+BRkj0RrZ{otEp5b z<;^vpiGL;ZsG_rH0$W?ph`Ps6SJty`Ing2ZJ4?_1|Nj46o8y@>oP+!azoISkF^PMt z3t)2hw6vj-t&z_KTt7I#^ zYiC!gW>r4qZ6H$T&%q9sB&q$BYi1qB+Ovy%n?%i_*mNamWR?UnSNgw%8RTU&#GOkFn?KA{?KrZB~|E*QcTDbCRjGOB~N{!bc9vyOZaQdb#CkhJ^$Ek*x6N!XZ zxeK_YmPoLZ_i~L1PO_i2H@?Q9|HfrlYybLkc5S`e{x!1mP5ohu5RnoXqQn+t+A~4c zHem%TyEK(Dp(#wW4cVHNb&B6|<53}J@SKT;9-pTsyl^nVx-sUqh^EHinTqaf>DKtI z3C);E8Fi|V6iERj%NfjXiugZr?OFD$!ktVO{Em428*tqU(iE$FVLiOMS!kk_W?I&h zQozyYhZQB&rW2&J6>jMOfB9}ok27wzX*3mv??mYM`uWTLE;u7-|={<>L6_qKuQj zX2T>i{IT5{kZ?q zD*vQu^f$ywIxU-}?|gn66|9d#)(Iucnw+rOG6BNhQtiS$?lr8UoYG7kTXL!lRn zo#Yk_{;h!W%*I8a{A?X_+TApPMDta7BV5P9Rnk>|L=*b9bd3MZo?Nn11^YB`CYC}2 z+&&f=V7;~T$4qNJw+-MggxwZx9)dw=UL&8~T%KkTEZ>1WKRx9?qgLczBUiwC7Rweo~wG&4rDH z4{oJ7riz=NcrFiP8)r3V-sw_0bag*oX9ScBS-Y`r+e!J%{HSwsdKxaIJwm9Mr)Iw8 zcfQ8{JpliO2Ic&%1Tgut+E<pF zLNW%>;K4La15wGSW5EuN=lgG1a`pFMMWqe@XS67UiA@av<_s1O^u zNxLv48JRS;{QZpZv7i~t)*o4B8cE^9t02jr9D&c`li=qP?)P}nED<=sy0JRxuJPRm9s4T8`aLdGfBsw zfs1LJ%UH4kBt4jHgao<-L)lj^k5V${RdjT_X?+lvi4+MJ?7%K|3sQB3q3f}55l#?_ZlYw*5>Kmh81%}?-Ewu||m+_0O>E3VN=M>OW$*;osrVWwoqYr3F9e+qo% z0y+?o0?%Y<5k+0g>N)#s|Jn#F)Zn~&3H_zc?8g>G(J$?nLd|_IWKuKzDHpzBJLYp^ z&Y;wroUoq(l-kVXe~E1Eg}!aeS<(TMpP=0;mobgl7(;y(x;^1_AL}SPd;Ru^i{G7i zO{EC1_S?nZb$#{_;o?(j2^^T@bTUo$exWMip&=WLSoX&oumml;~nmt&^GvpsA`s>a;LL{ zTNYKdE{D~X3;w|pS?bS`3Dcnr?gwzc77;Zm>ZyBgTHF>^k1c%BKvOJ|9yzsq`yCjt zgQU+NqJ=r>zodnCV#=jBK5mrzBBNZ1eH#6bGVr^OMy*66SL(fmS6PO3MuTAlC2*-3o?} znje6qitIL@7|jVbd47n3@73&8U$l8w4xU$z(!DXQ@7sp2uwKZG0ET3h5SBzd7H1@} zP2vpSkGt1zXcmGGV(i|kuxw<-L_+diR^%6u6h&acqLD5AnWl&myI6BHWF`S0RxRof z~_iuT0Dv{I6cvvqdwD? z0~hLgdl6cqjDGS*;7 zG7E)_L^ky`#RKcuJpbQjsrcU4c`fK#>{YK9|7$dSn@?;cyAYxU5_6{Mx1lh|oZrQO z)f)A|Dik?XM17fR$Shl{|D#dyMzc%i+b=6-x|6f*4-r9@s-BcZ+5QX$^R92{KM-(@ zAX8U*kBA7J+ZeBLP7eg&wL>b(=5U~OYWVSn#|V;?A2a{}A;zyRRS3W6yh6kFsb?VJ zk2&i~UxoM{cwmvPg*r!ucbqikzdE+0`>vK{xi;Z)m-ck)UHm2z05xEjKm*!Qj79+DVrDz$nfn%7-(aBXkk$A@KKut2=mNPlMX z{qf}AF4AX&aV|Yit>(2j4G8q_c*j0%>#Hgw;r+0rG&AecP=pLcKY<#CC(WqFmK4g) zZXHG47PX(x1jc5->(y<4C774hSN%@JrdMcq!)E=}wrH3G7hK?X^Rb@23?T;afW?WQ zEO>@;3CY<*WN86{5$X8}Y)Z2_kzR>F!Iwscm1W))O;TcnvmZMp)fBM#eB&LduHXbO z_5c4BoWcpjLSNMNzAlvhjQjexPD89B@!jsGdJHUzLHD+6TRS|(1<4jGkKrMUwC*k) zFBXsl_`dh1dT=o)+H_V59ID6%smvQ~FfV)bWzf;NP+fU3;q%43QC7$>Ij z;)^Ra4qMz;tpYN}uFo`uAE30B#L~$$Z`l9Gjb5qiVYtCss#V#p0q=s5U;q6`NS@LE z%iA+BEVpJ6Aa}T6XkJB_m>I5$HHFu8YpDxO_)z&l@pb_`RH*T)xB0?Xsn_t1?}KcC zPny^_vt{$qX(D&O_l-uY>4S( zO_k@0;vO$a|NqhZ|CJaW=DK?bngYv&79MRL$cj==>r%>p`(U2(5!rOaV-=?|CP&_D zUwZ%`@<(2*xtg?9sw^rvU*qPZ8c!WXOF7^7fbQbu_0m;y2Ci_$u@Zx@VRECi)$<*JnoB+wGBB=+^uC#V&yk2hgUC zYOM!M%y&{TeZThD?QgYzummZ>Y zPBoH7HoWcDy#^O~jhirB0b(1`WfLY#35{Z59wkHpfto!F;M+z(HSW858w1P{Rm3w(pk{o|M-LZO zEhXsiRzh3#m_?(n&a?QFg%Cd65}1!O*md<_^2u|F`RpV%~r@?^v%LNBKV3 zzjuxzPyN_|BED<0kls^$;o+c@f8ty%)pOf~;GoE3(RqA6b23Fh9C*aaPKBl`NNaz) z(sm8SqhlT?o5@uSbFig)-wn;!(8rTi3zmE0PNLFgR$Vixt+v0+gBCjY7<<*_HzVlU z$(`J;5aiA~H$7f6>)8E-xR9KxGJXU`Z<21Mbs~B@Z;{Np_1VwSK&rN7=|=7@^rm#> z&7XKW17hKM%ArjiMf(nmo&(4j_18wIdvM2+PL%i29YJ;M562vcPp6sc5Kh2>ui$rQ z@SWcZPIPW(BW|pA&!<0-O6)+{A$ly&(sd}%a+^;Bj%nLOOlfsVnDxOyKw#2w!c5AF zKG!Jk^WEi!2SDr*l&<8Gc1K4!&8;eWa|dv|{>%hN_+p?qPyFM( zDaGl2SMi1=Ab>`bD<0i5WB>o}zus9}Wa!_ye>kWpwAX6Klg*=SLhINdhoOfd|RNB^T%bx98E#((ddf!33d`>uyDilwyr$u-JJlTdlyJSO7P?iQ$+5=6TozOOD z-;^FMsY7cu_{>XVY1AM;L3+cZ9nbfrEuKCx&XJLL2L0E1^|LcFWH zJ+nEA5CAH>8|2i>7nU;pF(N1i)&l1%OaNg79qZ?J-U~<%|85!%m;(I&Qvh>7jK6vc z0zSqSiFMg*4eDn!V||NVMn3?}JfXL+Bi~LJIvZ`2p!dD=-NRK_h36tb&IN`i(=XQO zAp*~qL77&DGTr;*%q=9(u=Bu)*U!NUJ_OSr<@76vu0NHUUc>(2p2oB=vLfxUabSb| ztf*>@zyJUL{<44ys5*i)?LNmr;IiJ;#k+k)NW97`h<8AM$gjl2nibXRXb~Pho59Z< z>AXUb;`HQ`T_aya5<|ZX(KHK&h~AiU^>&pu(dTmS{5QT7L3G6RSU=QZ-TuDk7J^Hu zmpY!^Q8o2|!-kKZL5vl@TAX)=uIEag;ABz?mMjLm$5@d}_0wrS?b)6c9wKZZFa5w= zJt;%kU0&RyntGHGh1mWPg8Y@5Xz92e7NWyzm0$KrtGQ2BSM|Nqk|&42aaf1mVzfNA&Hix7A@cB-v7 ze~!}vCzbC(Q;tPZD@37|bH!}_op+Hll_~V9pWmQvlg}2mPM7PbI2iwys^6mdn6A7` zj1^+mn&KrDx()ZB0z@ow8{t1WohE3V-Pry@O#I%UW+b3xx}4#!AFMay3jjtpYjB9_5Z9Eo9&i% ziJSl16Q-^*BZV^6Cd6qwZ?0M+SkG^n_`e9IBLMwn8l=Xuw;N!{g7c0s6wS2dRPSxZ~)t)(wy*;U%nK# zpDJ_^Y8t}gDQ*m~V^xuh-R@owd3&ysDg41aJSgx%8K!<$Bfj15dkJ&@Zhc~I(GNGR z-^cI&>zI2S|9`du;bJ9w0osQUFcU7|l;epxE&N^Ln9Pxj;-$Xup(;In<3Alh0GN%0 zdt||%zR_z~a{0y#cR5HREe^PP4;UkDd3-ocqX-%~ojuE+?Es$f8HPqt5@QZ`d&DoY z_?{`>{%=47|7}={uVM439E14@ScPCyMX0%$?8NngIp$)COP=tG*`RPf5NiphIzrwsCld z&66*K%4SNwIJBA!^i`SPe5r#YR^=f+PB3tjEO55<|Fy=O3qcRc6zWGcvheR|5nAGC znR*AK86bqkyJ1t5s+1xiki6`?9>hE4$mh&}3E9`19If-G*Gu5+%56#&`^fVw}Hf!iD zzeV`HORntv_{uPhL50 z&xGgGy90NWm_t{WRco?{#KgMfGMiu2x&Qt)vuEtzjoJA->_nEl+Yy4+^$KRnTDN=D z$?lyky(NoCkKYNJ$PyIrG10|m%dg}Djj_+#V0!U}@}UnXSILuK9puY70sY8oAHi`~ zsKkI?v2yp@(swdXg+jE#b%y+5;ilT?Rl}bLJ>{TT8CE%zPZ+J_tbi>zDo_R-!iD}T zXjOmzMWwx;xp*VCZV=69HWMR%LfO#V%S;hd?JHbj_e&tvd&NH$Iv8!qiC_`5yyosJ z+P94KeE*j$fRj*Y9H8@73=sL7Phnd0FwE3TrGb+jLY}=y2+)B-vWz1u&$Z8o=^$5Yh;x*DyW3eJ{4d|FxL zPMobcxS)z`adp@EAR1U+?MZw}o981J*VYqkxL6wFF}o*`=(pkv!!-Y?&mfLNN8_WYFTW@*L!T)zMK?!$cyo%PV(< zH9~PKkQIHqb#NVx19OxDeW(Z&p!2-G3}i|rfn*O}lTL@+`j)Aff1bZan(q&^#F)xp5;I*1sjQCYdomRuthe zEI)!+MDia|Y{G^5ezxo8HjkS_Vr-NqGYy11O8lER*_`RCr8sY_aK@i7fxtU+2kWr@jQ% zXd8;~?0^I+ZiTctsqnIF{f|JU$lHC}eG`zTWwI(pglvzV20mhI?}HMjIP0sOze?kl z==Zg~kNRP-b1m``jvYWL=jFWy8h=QP63Q^rW}3*i5-03*fO$^gq$>L7Bp;BGjob13 zDm~8Qh3;9QrFb!;en4a!PP9_Gc;SGySv_*4)uLQ0E!2 z^8~*>2EiB7hIarslNZ51lw+S>G3X3WlxHYFE3y%E=%1<_#*PMpP|BXuc`GEA)Kag6 z9M?NR<3*bc1iAgIZ!cHB_9MuWGq+ukNNm`0a@bp`GB{izD|XAqgS72p!OAn#f>|bA zA;X$Ao*;W}HR*z{m-F)?o=e&O}tO93E|v|_j_f@>+~T_>Rz zv)Tl~CAvlx14Q6Cg~?d+-xCtJZWpWyf~_Y@*iI5@kNqS4fLjC0Qmx>xaDKE6<@stf zZTXbXT{2<#_1aK!Ms$q^NxaRf763nLc}QPqdRpdlFYJhl) zCAf&}z;#w(VQ`PV_IjBX7(C!{p3>j)FEEKW+^AU_&825bwFPLlOHp=b zbSbyd$u^|9X{-P3xBS#b7+=$Ts$LDXvkVA{j3A^HzNZU7#tEe-DTY(?1P zz5bQI|M~d;|Hda2F<`S5RFd1%1s0xadrS6nw!7lhFrfl2;w3o>a+ccov?LP&eIZp! zz>9G%G3>d!g|JPLfymO^$HC=G^I;O)9im5AB!rEImVhzqv7(;m{n?Cv+`S$fI7Z)q zvP`7syWazTqXWu=IGwBuZ|Hd3UM@m)3g+@9)_H;fvF2!&MJGQ)7NvZhC|ppH|6xD+ zh}C0~Wwe-u2b;|aUO>YX0009305sYCfrHJj%HF4+t$&M9KrW@cWFds?0tgr+o;xvf z8~^|xp5p;lErI|1rdfK1N}E>);yxLbJ1QiQH9Wz8AYDOhRtNPP?fWRjrV#f#*mF1z zLT5oGP6dO(8JB>tbN%_I3X7 z<|wL@!gW9=iV~2s+dDVtPHlrsibO1ZJZuRt6l0uvq0}A*W{3YQf+Z7H5s!@>h@}26 zF$B|LJb;AH@n}>=aPFGevco^QUHs@xfp;2RbP_92O_-2}HYG#Ih`u~(+0MRqwW$?F z6TZla)^fv&bAIzXrV~CWc_qQ$P3$^kzsP#vrV^q`I2g70m|52^dY#F1Vq@JIe zCz1(nQKqK56771u$i&(s#Vgo-EE=F#t7lt#zj}plTm&h{FH@sW4eHE+Uot#-C_v2T zzBI*0%}6@IF!$Kb`ume*G^xQdG6BYD63=~px$z$V^U#K(eq?WMJdSzD%#wP}b6tzf z|AgIgI+$LPXF$FVvMsb~P1-lwZ2ViHCj>$R?UTP|pb#|#uSIpZq+dyc^D|PAvH@Yc zy-)hpY8tYU;ty9V45BFrCLmrG|1A;AQ)J?hS)Rj%e)r1kAzEaoI39EeopgEFl-gbA7+vgb&=iPf*M8Ds{0G8?zV83J=MeGPqAkR50v%0SnjFlqZOKL?Qw-cK7qZskcq?9u^sdzwNwh+! zmyFe2;}6JAhJ|`?^R;IC!I0+EF~8EEk7342Ew`}};@9ADkU4c}+XLV>>$KJ$J5rl- zA!1qSy8WiQVCmh4vvjw_n}xH5$DR-|F#1df6Ez7xT<>2Q@YOGIJoDr3$_*Ul)dy+N z%$kn|N|fR=3Klm}j>5iloGW409~hfwb*`F-`btCW>dG+sw}#=X>^dqciXj#s)>F{s z{CDsZ5XQ6r|Ci^_|Ivd$A3&FRll&GKKLm$gS$@y|Yi7qq7<$!(Pn&fFCnj@`_pX7A zud`0I_MVj}B=PLWe0d1Y_Kw5(g=P6oxzniD;^-C9?U*!s9&W#XMLLE=;THsEgA}=w z`cOlBO(i|1ziBA-(KwP5zv)6FuVmN{uX!$&hyr0`tnSEow$xH{dVI?7pm`9^@wtwu zspaqIEskQ>t5GIe+pWCfM@2LP8~WdJiOA$s#@{nOW_@EaOl$L%T;?Q-M*BN${qICr zPz4h`YnZAG2_wS{qgAi}@%#VJEh5T-n2sy43m|(S>F!B(?C>uP0q5yW^{byMdn2k# zlLHB}Of%z-CYhp|*~n7^7ItR_@kVD}rRc9NpXOI;BOEJHi*hg4@KaADo{iQ*OA%s@ znT)!D>zEmeuk-z*OkgGY&RCu;uuZ(amKjz+q%_Yq?v7S4nL?3@;owFQnZ3B5rO3r~ z$mm(8&A^ep8~c2VeO+YqUGG6!g%+b0V0)UmnPW}1zA?JF~k8VSQgUkPn}ipl7n;h z)b4aef!`%a1KSasKMeGB5&M_m@$w^1ND^n(E?x7hiRZs8z$+vt0c_X*vsY{$LJrvWPc+=%37zv1aYK0pXsrj7-Yq^CdXX|N5H$rI-WCkJo&Otnw&Zmg?Qm%(wroXjnaR$5^FoFm|#{Tu$ealan(3#?-1KtHJ zjE;MWq?dAjZk5wVPq?y#rij%LS(ip>Sm!16Z%2I!wj>p5OgIby-Z-(<-MKsVHyDny z@^X4zNhay5#K+GpI+(}*Hv5dp=O3lCkX3%Qp-ucXrK96tZU1OjX>@qVPs)45t@akT zH*PQRH}=i;o4VY^so|>K0HxPl;&QFQuJNl#V~mTO2ZppR3u0vJtYd9BlKfdTbWA=r zp)jnA+{n0qsmVgb7*RW(1Xo3uPXMgr2m8JxA`>$3hvgGFgE?FVmOtnM*k{5R40eX; zYOsz2I3xvBaeCdWLwe{-=l@tagfS(dzpIM(1<&Qr$(~{#I>8O0TnP+1%;e^B#x%8k~ek({}{Xn9>qZWE(+GhF@6RVoZH;|O~0>Xa8&vk12Nm_ZV~ zLX&3cmkRX}KVD@ZLij{QPw6<(nn3Xp*AU%ES~8jm<{hI`>q&hYaOFr__{UVzcZ4+H zD^$f@C&U(z8@z3dTRz1iWabNsU$x)^(r1>l>_(d+;oY1CTrgEC&3r_5xxQljTp$$T z`oE02kK0kuy?_68768(ocovt~AuiHfsTGiJv&yy{0fXpx*2ii{rn1YOH`~dXeBJ2m z0A+Ydq8xCt9lYE#Q5Z?IV)|23!<8<*O#(kt(T{U}ufrhc$b2=d+*MhJ<%}EgF!zQ* z#Syy^;-%p9_K6KzFL;DG&d0N@->9pKbAAS+r#Hw<=>;xL2>GR;|Jy_z8REFmH@feT;p|Xxo%;?lBaT!KS z-%+uwhYpUc1G|qT)U_~3%Wdn87T~M!hubYInowwNjh-ahY5Y$&?t>f5oD8n+(&S=XE9L!@=M-ebcfnm zKX`&BPx90UIahlx{9g{BEhc->s^_HRAbJRu>eyGQS;lz)Rl7Cj|9N&Znum)gb?is_ z+eOxG?*FDnl0GQfx}=~pxL0B)D_5j~!g_kDPw}syES|B|fC86^`1GFC=f)$UD^WvX zHNN{FiFl(=6XD+N@ix(Uf{lJ8w!oPLSg zXK^P8VUl?@m+ki}?X+zQrk!Eb3I=$?elNnmq%g{F?T^$~O!%n^&F&k>Je7iXaFf~G zuU?*syyl3^bmF)El74RV^VwEkE2k2Vf<84Dz_!q9>{-KG|wvN9!n(*Y=3dT+Jv?l9S?e zq*pE1W1q^JRv57wAxvl{w*Y<8an5b)?JqU6F$acGIym~^yQ&r&6`xq#n+LsHnV|4SzuA^BQOJhyZL^%Y)t@mc8A($kkMk!j0wlBy5_=bj^}5RLIVWa?)23Y<8S}bS#60TMUFm)9FW;cfo)B{ zM_4Y{!UpY!MtyTFZrcr|rm6bqd*GuDKnnEM57fsMi!XVS#?Ke*NyvTgMy-24@Nu-?k(fX+||wc87UBz6hdOv zyW($<=(0hvL#?>DeB$dKN~}bgF7<%#x{FWT4GB|d+&nKeFfs(h5|%bZwDjKrUU~++ zdCw!3L{L8p_4|Cvnr)O%7D^!riJk6=mAjiRInDl&t3hPYJ}KDecb$a(?Pj3MJJ~Wv zNY#fvO7!qQ-O{nG3jh6kofq2h(YPM`b&-vg4_4J~B4RCV=Q_YWXQ?$BBUHiBlti>*r=iO3aNl?-6V-MV-elv0Y zxwm84xKab_ccdLIncESZ@QsqNTWP}j8s+D#SCfwqlwdlto?XE8wAi^jMI56!RQM>V zf%m|N*V^6Q0&T&4SAvN#@60;X;*ZQSR5TjcsZflh?LHE<-gR*55&67Lcu*#9VfQe; zw^i##mmx=|h-+A8Ck=Ox1m73+F12d*G{L5wSi^0L(j%AXbF*JxjQv9R{o*aVgvxt) z<6wHu%A**yShyt&7UwbgxHT$<`|&i?GY8YR(XW^=HhScoj{m>0WedHS%bk0G! zrsJ$f62lez0<{Igm|nwB@^gK;FRB$=$Nt-B9L4CWvZkB2miVS_QK{V8 z)mOE|6YzXP#oY_{6KA<_jY5c@*c^4*018OOYD3qM$!``c{@tOp%OSp833vJB_g z6b{ZRbYG9~T>t-<38%1FnU0*^oiPcLilt9XX$cqlLf|_Df^e(rdl`bNsZBweISjO> zK6_@uuGae9f$Qv8qvC|;&!KqUhiF~cN5OHIBgAzIV$-umna1Bj*FpzY8O}+OyI}6)=6)*~m?vjpWtX{s#yGKjY0@gmoEejg z3oob)-;?QTKL9Tu$CpI;1}6L^`N#5v68gs^8G+{I<(jc;V{)r69<6xtJaJM7d=0@O zna#Agx5#`l@z+f=AT7MQrNEuy0k2DMCRf{>*@l317sX?nWbMrL{0B-QhfMs1;*B@0 zD$N2~7sPc0*iNWe@pBD2a2oyf4h)|}6=Q12&cW<}R_Mat0_2*V=&3U|-?eH_|Ktun z9tXLqE&fMrNR#tlyi;^sCW{w{!S&FQxj)vdyD&FD+{G)sgB)VVldX}by9&Hwg6!i| zaXkF|-N2p32hb)vqGW_21MZG6xtt|e&T@FBJ7{FflPUKP3R@p)*KVcV9?p%}Z!aNL zmD>GkZ{35XCAEDYF+hElECHT@*J*3YJ_0}SAARzz+T>YKyU_B`qDLDOg}$@)A(QC7 z9n1V8uiK?HThae6_#l*-)emkgHVJs71=hj7#)s2wldm% zBYWpt>Jl=aW;yy^_}JKM6z_QIxTq*R*j6+dTJ`PQ|L=V@jy?HLfHtyVN;3n477`5+1L|@JT4zl}X(8UI|_jZ9A*Nvbux)rS#~^M0^fVQOHz=pBPj?J1G(w zpQk2gFgO*|{5@3h>JJ4ZQ)0V}p(cc0WT$V6B*$LE~P{W2Xs7fQp z()A{l=O9#)*^4lU^nRu_#E40NIHvTviZkFVU1<$WCwwT!gt)D;BWa036M!&l@zgBU zYi7na$|7eRiiXDI|34!MVXW7!p7THBNm{YtA(E=2YX(b#We>tTXeXtx81pPTxEWfO zqVk(y@keP6!7=4anIi~(&b7Y<`fWhS;ep8;7E4)PRB%zl#&et){fAIi+bj> zld?>k_W%FG6v}<#cmMcz*748y+m75S?p0nKDCV8`gB3lkP{SCi<_u!H{=Kf#4S2Bi zy;x4L%bL`_QG8nIb1m2MxXVP~!dEnyJHCB@X9lVV*g=t6UpRUi?^hX>ow`4uwp0&?&BJq30Eb|e4QoCiQP9vRSUNtRU8K|LY2*W4mr7F?FShRdZd^xVYi8^k6) z=WomIgbloD7}Qk4ZL#f2r*Vuy>7#|M8nS@n^=VMpwv7APu29isy%xp?RG3qX-2sHO z*&DM{m`(G$F-TKJJT!^V5ZVqa5C8xJ000lvq=ezOJONu7YJL=@_G16{S9f0>gNYJx zAZ7Gsrzao)Z&W*t9*hYI;Ofg=iI@Sor5>eBc#XNg z{h8POPAZly+f_=@Sjx;Cf8v3eF{NO>D$x^4Xq|cx0F%2q59ugE&0S6{>_<>jSt@Ts zO(MMPx0Qm4B^M8xz`;YMU#Gq2Wli?8p_}4C$PHn5qg_faWx9aE*?I4UmjSNes;F{E&u>0O>>vBto)xGh0`mA^E2Oq}C-?r@v%Rdzz!rtc>WvQ?0i=|kk z?grRYbDOuR2|Q2G@1zw6T=AZ!>SkB$iSwLSJ_AYpZ-&R#OV^Jtru>BKy+iUhlI$Lk z>rIwy+^YgSL}&^ls*&$Kta*Uby0rAn_D}^O$xtPbj_+TA#!(rA;hefC>9c@`5up6# zJ1n)up?2TACMh9ov4ohHR{fP(>Pq>@cO<2h)$HGE-&wC1puDe z9w9;F46OyK4Hx88!~fg%ep~8$2WKC5BmrcoIn1{0@*FM*9xUE8P=4x=Ti_*OsP-VM zE_^IgKW|ZRZKra3kn=I%x4^JE4j4*J_nsrJgc#Um8D*Rg7DruMJtJrJp!^?)kvlq#yh@{n+Zn@pO}B%pnmY#c$dtC$B*3wa~fl;j)IGm5c`|$79sd4zE2$ zen~77%F<2wLWy+)s)1TZ#dJ&m`2Qfta|A>IHKt7Gd*EP?s!DtODEq#75^kToQy>aV83dIOt3mev3o;XUWuu zfAJYGzrt;=t+ua>@H*q5q^ehq6r~Q+2>Fe?JOBOef9*(*$CH+2P9u2hI$GQW{`T-g zsE9pZRTqt_^w72hnEYXAdXtg@si3EzHb(>@pnOr`#Lu=FZZ9G2mveP! z%Wf`tI7_I>m#{K1UyzxdL865>n}3Dsa;PkC{);euxqqT*l`74?wupcmbD5OBOc%Aw zRSj{Z-HC8pspl8?2WFIxR6m5E+~(i^f41%P*Oj}HhMhCStt1ZB-@_;Z=a;zH(x0TU z!D1y2+)9L!J)P|X9>ytu2^nOdPFyU#cfDU(1;L0jy5TUs9~3Sjj$%sN%1JPMRt6;g zD!H%veEWoLI6(T$QTSWR;{qNNVC}TRm$P_0n!Ai!^tJz>91L0$T<65&61FHx$xoU* zSPwxXS7l*RDI9hn!MgM?0>R+}lE;GGdKwkLE6ZEP2%U2ZZ|Oe+t*-s@j&CrpK1}5) z^tX~LHY^7Spt5%mZ5j}PEt19(9w^JrB6b|0!=QKDYNwm_QmUU=?S14wi3t|kP2&n- zY0(0MYB+XKj(!%7LlB{KA~k`DVI1HdR71=({Za zQj*Qk*k->cGw10DsFvms5@^*E-Q|YOd~rPH!QU^o0$330S!COR(?TgvE4ete_@8xu zx#NDH6Z}S_fCv6J?m|Es+E7f-1ONa70V~jdO4@YZ;8YPO5fp$0AiTe?#oHUd4LqO; zacR{|x0X9V)twIVueS24?`&_=38hI_Rf*<@9^KcKrqaGLMYk~iBc(Xq3&3=S6wT8j za$(aH7ugW0(bPkT>+N9o!mi`@qClNkl1%;VBX9gSgXTKgYrI=nO8&3gRmb2Q39+V3 z!1UKOBF4p8A?atH&yUnC5Td?vAI35KV#HzpveQTYl4wXjqtGLb*Ur{0T(Y2S5U%Gs(i;*!w+C~QpbtD;Jz<^jv6Mk(ghe;Q)v z563GPwN&gpeb|OFW|Qtbmmaz;^ZTW0L*?&y87MXuF(Nv9NwQCLdPFosUohLLyv~sC zszlqsqR}__fcX&~$;fQKM&4?8Emv{?e>H&h$Riu@d*_)*nH=V+_9jKfYwz6R%oHPv z2}TC|vMtzWe`AoWN<7y;OI|C#JHd^nk=&lB-Lg&D1pI13y_F?MNfTLy%J$v9SLyZ* zu$kmfF+7AYx7DA52Jt*%w~f#zrr&2r2sa~$f`8PjhcpIyk0Lrw6Da=ie=HEAi7HE7 z$i+Lqzm1b}A+I}lTEBkF$DEGf!W;c!-lqzf+kp7&iofIs=5oGJxM#w_O7qPL{`aZ5 z(P~sCApcIhOWIGQkWD;A;drW%x{`l2?7UQ~8$L#Q%@?reEnT6FVDf|} z9faFq);k?~4vguDsA$Z1k=E;g00F6@Fy;&_d-^4w$=DjM&4q?RKU5mR9mZbN#D+3s z?;Bzp*I*U8dA`xjJbc#-pPeH+S4PKLYRN%ykB=wo0GV;}SUa*G}xg>!S%A&O`g2w3{FQvf)y8c;;jl&RO+qy~=d-deIST*EU*+hbgx6xw`B7ZE<&F z>-3c5qp`JD6fu9laewl@u>OdEX9SaSVjJhf7g6>v|G47WOI*1_#X?kDu*z60%TtO7 zEL!$kccieQ^t;1ww}p&*`}o?E&MLMR;q`CcDcfpYnTLL?#02&1Su3EWz+w)2dlI*A z;vBfsqECb>d`!6fCj#L?W%iDp{;(a@n=Vt4Ahhxpw>I3X78kj)Bps}z6-8;#MvPzD zQ4dC48_RhdN~B`DWt8u}+5?Jb$hbXTd|hBe=&V7oeJKJ7D_GW|wczc=xqtA=g|`7B zlCgzwS2ZIG{lts2>-d~VZ&D-}V@HB=f414bflAG^KDwi8_T$I;mc_L+)4)K#=47%$ zM;b|ym70+$?DBL=-TZR7`MOOI7+p;%GJ;WM4b2S&`fwJubkb%e61|G-&+MzNV*cz| zPj6&hi3BYVm_OZ5)*C9_oU1=iUBy!CF$wEl@ro1wd4^IiCHN;A_AljJ4ZK3 zS_-_Lm*fBcQX2>VoE?!#@@ffRXn%Hv+?plQ8o4$f4SO$D-Bd9aS_)g~Xw5 zyJUga>G4Rf04_QM7S8Nf?A!kHjk6sz*r9MNojx1dR3;J06jzQI#($n5)SK zGxiomv@dA0fNt7yhoVQ(tb?t|>4CTtlIwN?q+Wi-?f-uv#Ezg}g_)}Y#^^cM7gdLu z-!>;072=JGJ+RMKh+8fZg_tke6TZu`y|z*<=j5BF@L%rC_5FOmk+3M5#(Nm=US0%N zCcx^_C_I#59`Ta8xX3D3W*Z*W@-&6VAsD;PWP#-cY9@OJM;Zwl%a>ybJs<6nsX9C^ z#P-`I!=Ya~R{Seo_jfcyC7@a#+%@CIKY{6gZO{JZKf6@==ZtdPq}#`W$)A) zUqJ{}5tQON@W(*>L_iiGBCxlb-(P70Ka!LaQD61%X%9A*dg$2bg1*pF=#>s_cI%dF zM*fbEX(9VYCs`wc6VCaXLq3oPjj!mrZfDhOwew2;i<^9_t_1Y2`p7@2C)y|2zly{! zarwxlS89WTRN~Lsy{^&hPl%s?3Zvf_H5Wwa;P9fYoGZruG`uzihX3<3#$i%xlaC`* zjrsB3%agRdcE#dvkxQ<8V1g^L>DH2fDe|7kK-;47m-A{SJ!}c?zkdGzGHlF$f-ZX~ zM8(h)x20L^@&@*|w?g~SFr6mXRFL`Gq$1+4^1XSpaf+fZ9g8UFIjx)tqkDH`o0pna zC#1=i7t`jyBcDGW38rP_~++*I9=U>fRu^SFXXa%PAyRDe#XhH!zT z_sIdkR=LT!u_x6?E$=%e0hWW$?O&n6{T&iZmE3#6(_)bk=eZG>cG z;8hu-(>`+1yGx4baY5o5WT1-8XaZ*{yOX;`j?d3)i+5kon@@fc>l?G%@pUyT`Bjr% z%x>$QSvnwKL{qk6(A-uFP}ud@VfSQVT|^r7EH|Ilg=kr97*;6dE0A+G?O=q)~X6KJ$hua1TO6^ zv^GU5YWWiHb_QWU*S>A+DtUg*4vz+`RfkS%@HWj7L!@m70=bz1B-W_^xs|zM z$vR7uZ^NdE)2?2T;k!eCW^|)>)e35rBt7_lp1x6xY#1k6VsGoz;iZuOf13@*Rkwmb zrHkQzD(&_TdKx_j#RV&Zr!?@2JC$RIVpU|U9X~84D0``i1*l+6GUJ?%mMxpRk8P`0 z4;b{VY4K>d5j``BsaltroQ#qpnTi^GZPJq8N~B#$Ga)4QL0@xFzP%!66?fH^5@MT- zhv)<|)S=#rDBB zvx>rJm8L4sXg8wSpQ2e$uJ?yXsf7jmWk!`YoUneo$Tk7Gujgu7{v(koeO#RAuH<@j ziDT=itaF>AU&97=qlOXS>^K}JgX)*>Wa11%{xi8$2VT-eLmpRN5=}!QY-Dy69}>(> zuGE9SXD!L_7G)HF~YW#rg3F{mbJZ(kRX`lurP>E zj)J0R1nrMSBz=H(t*jlHR8~YZG!rv#9h;men5LTfPrYFJt&%c&*$BROjAl!B4{gBqH zpO$V7!h%}B@6n)OoNEV$zyC`6z(joAKbZK%Mp8V9*_&BlcK`k@E8vZPyfxLUHxEBhBq5Y zMdp{M%yW}zSAFB8jbZ-a)u}11eO!)LMRA))ZS9xLQKCCIxWB5ZmJ9cOF*Ge}6h?Ya2j!4R2=shVd|0MW3XHHHBltHbvZcvDiYx24?VLVEOM_5<=xyo++1TGw)$~ z9Rw^jbiBGY>2HC$UiH9&lQP%d*TX%9H7e0^(2`!=1m8yt0vP&nQe-QyYv+O{%_U%e z_mG{#`#^$1WJpg1RS>J?7ZZ$h9^{<6Bi5WU)JStt;~>FDkoh+?Na%~{PG}uV4l_@% z5oxYT2|Mjj!=W0Hj5MfDDSNGy_Q+qTxknBT*_Ux~rtGDDB|mUaauQ{CRou`X1-u=bJA+%4PYmr9&`cx_gMc`ZuvSI-qr1bc=~) zp+^6#nWOL@3nP`u3=LXV?%|Y}tJ7lvfZ(L_3xCpjf(GzpDuy(x*Db08l_qnJI2=(%E8$wg8 zX#F@pWT4H@`fAnvFKu8skb1DQyP$&iPH?l=?#02nwQn{8hGRNrh|6+!&Sj8Vf8ko8 zkd1rYOD#<&?cq!_#pU5)m525}NsrAE#5f2|EblrUMTUjO9WJrgT_+8c7^K7kA zlV2Rt6Dn3~Ps`i3FMSt5SLUC&C&_h?X!in(SgS20EqeOt9nc&{;4#}-Mkv|Os1I<6 zo&WoMfAx%k;$AE$>S%s@j}SBG(1fP6i4FT?7Qw21(6AGl;pc}qj=$w0XNmZ4*h{V| zdVH+ihxn)rn{j2PR^9&r`HXTh_QJ?qi{UiD%fTH7bZl=kaflv2Ll4b#9S1~0sHytG zQq@ED?N3&!^;7UFPx@`Wd!(HKEKe89YSu(3r)-v8X&7#e)UMo%OgacP;Hvy@Era|7 z8GYJ)0PVao6P!8%26zl&eU->X=G?^&*gFBeF5^>qer@2y9Jb%$aN1N9RUOhyhhDSu zS}yTw)C6YAhfi0J0jw4VHh3;un$dbR@OAsP6{!(ty}A`1FKSGN^B)^iW!{O5TtSei z9{?Vbl5Yal=y&BZ^4_*U=#^J^w{l`@%s}ZKPb*I{Sj5MUbWcun;MY-k`d1=Ubo3uC zz^=>SD|mNtD^4DvhHDp!<;n61>xPx9yP0@ER3%1%%+w&i0ff!`reJBK8dV2L74)hT;Mkq8$Z z&~1myK8hSQGRD)9B0{ovq=)1dTg{WJH>A zccPQ{)t{MVPGSjSHh8ZbQl;ID4g}~=n4jlVrutYqdfKTknc0^gWOTDAC!`-PghC{V z!%J+(lw8TodRXZ>LNb)a?nk%M=eblHQ618qNo(|vM*xdi+L|^aKdK+tO8txguH$&> zI_UP)-T;g%We0qB!idOvf&A^lP?!^$q1VEGP1yFP{FdNho1cemtrax*29aMXjIqVd zoYc2E=N&-Bl+{5#?uG^L9XhZ$1WT>*ADY3t&JFJr5`sMWMb&BD7-Q5>zQogML7?3XN6uJz~GRB;b-O7vI>kiy2N$@ij1U*U0 z7rk_NYzZ!O%8KdS@{@Q*q)!Ip(B<25^pYH>WF?~Q-^^V)6KbN0|gnng^4Y;Xc+{T`?N#y38{XMhmX z!%Kb&AS!Tfks0JHTgDPPJ;nJ6M7BlxbFilML5m=v^K)z02V8Ej_k!gr0|V3jx7}k_ z_Ikmu7DRTT->IhrxD2WStuVTga6FVlP~83bnbYsZBX27u<9{Hfhe-E3cmem(s27iq zQdy+t1j9f5#F!7_Fq2aMgfb4esB8+7F&35L%pM`27-VZ`{l}k}P4P7>?qH(430_v0 z$Qv3T|L66A@T*xsAWC+2jtl88qg=#^6h0O%h$0@CrQ8SFeVRQTpwWgwi9Y4=_FWm{ zwY)*}kpMj?t+e`?$pB|Sn7>Gy4m_|Kbe5^poy+SJz(+nPdUi-H_6J~ahw{^Cv&EK# z1GL(3`D+>$#-gTGa&_jFTxzL1`vUvbRAz$6XrfY77vQc#`pf_RC_a>UZi`AwV~beQ z3#!0au8ZiafBN3sxcO?uxDJv?)kx&;nIuG#dmUhWZDp8(`I==97Ztq|8IW*?RQK!Pl>*5O~h2a;d%ab|EkW1`v6 zG$xdMtItw}8^qP{!Hf*(z43`15Rj1GY^?wHC_7^x*eY~mfj<`;jw~r7*$LZ*&et@f zJ=%b=U_IN$5>|P(82u2wi@nAbj7i3i!^k{tejg*6t(rmIQE>~y=+lCa|G21>m)LXnl=ml_hHruMHk-(aQ3$fV>{lOv_!0jI)K zgMmQYO&#qq*~4=4oSJ&tcCfzop<9_R$Mygxk331l)n#;0T1A2O2?On6WCDgu3cqau zOv(GvKo7l#l6-U$?X4vxn1IYW0-O+Cu#JgT!`U{MC`iRIdWD2#roBQA-w#7dtbdtOzoNH z5sbxK<`4S$^3vIszomzzLe%B-HIERUWDYy%7-6xZWy^1E_%*IaUV#XEarUr>%c77} zPy}Xx6tV4gX<1z9zc=1Sk9$^N%0zFunm7Hn_|?O-TtV8maH%H)pLpiobo7vN8~?A5 z$tm5r+`HBna8X-QKGbw$O`cZCPDbv1zej@SUMPPd3nn-S^Mj4H;q4y!>&InmE(HGe z^+#q9$vl)E%*D#R@WZTY*MhDuo1J3=$kFw45)0FIx7sO0VMjtB(3Vt%-HF=-u6grm zb2hoikmIldrSxM*@@_dG=OJ;$U;G@r(XlMu`qS5r*Wj#M1RxZ=k?d*wDc;^c{4$KG zOOthM0q*L?B(M2h4qAXBSW4FyvnAh~*B$043NiZZWEaW^tADym`l6I(yI$~0MxDBqh$ z_|)(OAk!CSdq(4z_IFEYP!DG_a%0)w&%dbo6Sv>M@Mvx9mB81N9zHod4|_!;igW}Y z9>6sw-D!8i`b=T#5!IpCbMdPF9r>@18UrNtg_;!u8?gG|>%n>e00RM}Px<>gLfT2I zcyckyTvrDp#+!13Syk_>@u4@R-10N%f#vlxYA6;{nb)kTjTd4}9e>LbB(ScHi=z~t0C}^4%lV%0&eA9EWoZma| zApK|1d{R|uF4kXVVY=Y$k0<~Ay6?w?BI!PQE)V4b;|oVGjk`zE{7P5J`LobQ6=?&| z#lm%ePMtI}pJqreM-G`~0w}rqxkpLsOZ$Z>5&1S%OSDq&U4+>V)m+Q9j@DZ}#zQt4 zWA^br8H%zgB`T`luf^SUVQxO#>5z88u*N1Azpli7!BJa`dTk>px5^V|1%Sl{EwP5| zHSo^Bugc!%QR={**h(e8>Hq4G@U^IwD>&QDV?qu8r~jw(tjAq2GkSyC& zMCxPoS_j@r-?sV~u&HDF0jVP(T1Me4Is~Mt#*wYE=OgNphK4=y4>%iZyn`K+YsWn% zNTwNmmXtx@I-BiOl(i26Uf+-?``Z<_c8!~2yX;wug#TGuWmxpo{u`D9ewZc@jt?7M zts%}e4Gg3Yj4P~B25~;RynC{mjWPNSqbb&SELJ=do$by)lEKpy?uy)%JRaxDL%1W> z;XNXP&_29#G>me3;qX653*=8by5!hIrLI9@OA&ThgS8OZNPE6Ns0;sDIeH3@S zg|_DkAY#zD)FKel-w;->jO949P)tSLsBG&)0!MrpVH)P;HF3pz zg#;4{!Rx4s>l$wNVUT(49F&BQvj*EqkL3Rmf{tD6EuTPnwgJ}%Aw&}XFS@BwqAK!n z&HZ#(MLVr?)=q^SB=9)v=0JZ)5E^>~=MbV;i>vxq7`@510Ic%}DnIBSOgeFo^&(Mg zDcc_ydtZlf*EkkQBE^qxNc}S@Tgfsrr{~RJ<#4G;kAlk=7C9ZQq&N2D2p7;4NsPy^ zuC}>G^Mobr(}c;CdLU%2!qlWdGw%oECo{?HUu9P6FxwfY!c2{90cvQ)wpWM`uI`h< z%V#<3L&AKU{Eoq4WsK$!L$Bki3~e7fc|r*X%CI%1@PSgy+6_WC93K z4JcH&kpCF#nJnigp#%P}#8K#;a_o;|s%^$1i@&Yz9eE7fL2Oxi`H%S3(1XFZ5tuNT zI%@C@3V*DIi|26DsXNTpG?u;UKP*7Ws6GeZb&Go7`}#gR&2kYEg39SB(CiX`h}C5W_fa@@UbsR9 zG}hUYdk-iqv@V*usNVn`9G`DW`iy?X)+glplX7P&>4Z`t#z#X19mqcQM`t`iqDw>* zUvDZgMN4iOk=fi;P+b`aD$JlUy;|wN=)IBh1XZ?Sz0FU&T(p|sV6mFl3T;)8eBS=j z4JtmvbaBIe!x}mr!X7%J^Of2XK}#p&TGkT6&2wqA`P!J5dRt)z<$lD_DxbW8CYzug zGMNpYGB4e3B`jR*GW=ApTbeIIN`<+SeW__n+eSZ(v>(a*Q2215@fS+!O%Df{!CbjC z0gM70!?pOOHfWdirN5gDTu#ZLuv83=oZYN_(R=^bgGEl!RLQc8XA!o%c0Q4ktAI7Hbp_L8tpRrGzDH`|Z^?#KPESHQcd$N&B^FjEhF9b_nwwD}=Z zNk~K<@2B3t#gK4v$LD19T80nI<5Ku(!0H^$h?%3g1u%UV^Cv%oWJzHKDP8YxA9{JM z#!+m^5__pttLcUX}JcK59<^Hm`&kXQ@sWt2)w1WoW@mHQ_)#m!+`&=LIyI1kn za_rXI@2(Bq8+J)+v6H(&(^di~W>SYs4M3M?cUIhL5XkKmjpW^Q*+L~W=nbzTM*@|> z%LB_MF~JH$Z7_~TFUokgY3}OZISjfAq_t?r|NmCO&`gpInlw(np^o4gznpqc7gDHx zyxJbypBH%AoP;*=a^#%stINJPVFrFK#Yec8doymC5eZ35j31!Obj==5t4_?52iR%R z)3}D`^1v%4S`;QeVj8@6De(l7qqKK?sF|p1>MT`;ScP#T-wo1Dpu}xlCRShO+N2ohrI_)4iffR^T|1qDr5iKYr9Qu35_!Vc_w-qrdx%9;vL#9Dewa z@7SE09I<5<3HEm39rSD?4b>t5Kt4qnnr^FS`?#D3Yg)yXFG0NO^v8s4d(Z z1!fZ#w{n?k^Lq&XCNTkq6?9nmQZ&)e?DwYlCEhC<@$L6=WjjNwoqosS)zAN6CAo1N zDPkdtl~mP7sn>F;`EkWg5h?>1qd5OF??r^slqUK(aqXc5%AG@Z`Qb{1#H{O(CRz14 zb4=ES4z--+GJ99D{~;%k9p~fgCSW!Fxepm=DT-9ZYZ2vS6JGv`u9nAnm`PT5qeHVF zQ<(co&2)?jfWoZyR`Yut+4+3xXQylm=mg}kHDjKTB$V*h46ffDSUzz+d`U>DT(5iJ-xsrKzRL)Cr_>3H zW7;g;FM9{JPI|6;q;Eb(0I%csviaEOdtY7RX}9Bqs`c>}#@1{u8#Q2lx=fV<#QnOi zTk4V>FUJTtsE6>E;a)t@-LK>S!)lx|udt}goc_-L1s2S|`+dZ7`jvMUwi8fj28opuiQ9~i(# zCTw&>JstCygFp?g#x;Z#`E!&X+WzgrVVFWpg)lt-?EM%5cb~dV_r29H8A_p=aMoL7 zI=0J+Hg6KBX$37Fx{V~Jj7sq!l;1_xkD?&k8#g{aCZ1NxLkdZ z>XW~yeuT9&44ZfaJzRy^?K}l&XYws~3|)lAT0hY|qa=NN;)Gc+@~p}wL#STiK=MOg zra&+JDh$Y(jmF(wlLFH1qisqdJbrD7l&lV&uf0`I8}@p_Fqa1uT<_PC=#ueOx*BYE zMjgzb*?VlZ0ou-IH54VY=R720;!_(r8{X%RK04Su0&GGYfLKkzCnB%p)H7{o}&)|1(U2;*4iy-EHY-N=l^L6 z*3(!cje?(iz_NbNr5h>NN1tnRG%6&e)83aXA?^s_zQc@6X@AP)6W&ii+5Pa5HkQEvk;n9yHEe~k_igf1Xk%hs3NJUDq3C9Q#YC0H(+>7jYGeIaG&0VUj7FooolZ6dst=`S<97vJrNjm}K_OoLj% z*w+3@ha}J3$c-BrF%7i9kS{`D{}i(solTh_yf_&=KV-4vIHtnaBe3OUE+!g~m9dAIo02rX*pJ~`SEKUuQozouU|d8Mz;5x7d5 zQZx7FVCc!~fK|-|xM9DH&}{n#1PpBPX12%U>)+*$<*QIZtFB1sISV?cLrN_oG~k4^k^)G`4B}XE13gFLDFAou>JrV{kjI zPRVw}M0faLy;1ePkjm7QKi>ab+)Qad|30~fEPwy)&%#q``So|5kgh5d+4#PfT$=<1 z0NDypotA+c?dHIfZ`qVltiUNOmq~JMV9B_B&1SBP3x%V8%fL>jby@$2000hf?@w(| z2OR0fd0a2_!(}|SZrlbclq5s8`8-06Y3bC32h}C{G7m4B)51z>8mFRvi6PrvS(9P% zGaU7=FMF;Df)+{)UeJA16XY_A4`E86rcLXb8QnLzZ3%?yG+po|Jaj6`J1Blvg&a*{M53{&o_@ON=? zv9i-I^AMAEBD{y|jtH|Ns6(Qn824(8~*y(4jN?f0K%2|H@;!pX^V1!oxlA_>v^c z(F)+&RVj$ERkx4BhmcgqmNy4~j|%B~|Nh_ch5Do@l9X%hlf(z_7pB=oZ%-r_ha@X!qYFVD-?93Z29^3;3R6ML*-uY)5HA)-#f?^y4Y_|AjSa`iEY=BT>mNtW4 zHP0rjwr?!)<_J1d_~NvfWSe2KYtSiZ-?QFYW$z2%1(oB#Da`2d5U0Z2Kcp77+l-km zC-9@)^@@?CHftzzvKe4m?EA6$I$jOZhD!~1qIL@{UGNjblUTir?qk znRFqH!||65yG`T7;V9S7LWu6>fl4hw*B)qL#wZ!QR0 zmO}erBi{=hWPEuC+{2UR&Vxz+7g1$AIx8Rx8@J?~LVZzvjZ!KcZ)O*-tR)Vo@Neg_ z#)Ro}l)twHPp7D~+-a3fx&y3yF@PR{`{v*FgxYyPvC->sCL=f~5aWZ<+_AAj2C z=Kgzgepi@u8T1c%CCxSQ%VW4;uA;XQ%L3>}xLD}o_GF=QPZUa%9=;4TmWy7Ip?_9HKFo8UqDdI+P$o!~0+bVFNngrEH} zyZ^0QFXYXrEl_Zeqb|H=))@4SK(Vtn3pcYFtI@lLtq`|&?Wd@|qX{VLs|VkNXJ*p; z4ft8SvG$6ayRZlhoaaJ!%QL5vSl~YN=povmVkIRp8)}Gc60g@Uvzy)!gG&1##__ll zwB)smL~6f7<4?nxc~#t9^LlW*#5c-`xz(ux$#Y-P$LQ@S%1~!qYXm&SxIOq-l4I;~ zZxsfOxh=Icy>NFGEZiCj7Kk#E8B@}cOI9|fDP!KkXTnX2P@{SM+6+QlNOsCcu1OP- z%b(-gx1y5)(~{C=E?My!WMoS*beWy0zYooF5us9uu?!*3KVC=u?KR0cBCc1=G1vp$ zGvgFaI#Hf*-5^wF@Cq58C!oBh9o&b`LA-0qIB2w%mgsJ1VV;N$y*tCF%>WeT-a~l> zm}Mak*$l_usPCd%zw^J^cz!qBh7R!kf7S7%y9eCwc}u=j)g`cEHw#g5RKUH&9#8|x zAUJu&pvpE;Qi_wLdC*JL>c3F(<9}a91e(~00(FO~^c@wwOAe+8PsRpZ0 zq)r%)W4PnkDipp^eAE079`Qp<63Py#rzwn&a!28=y-EoB@Bi^0|M_?C|JNxnY$sfG zMt{5@s~!S*t4nS(KBK8u0=dJ^dz73fZa4(c9_T7_7g+5ygo2+N@2~jl3*39G*v!0c za2H%tdDpXuQEQLH45~6iF3{V{aDPqjZi37MV@F2a+srckX5{kSJ)djL9sW%KRVL@s zRKHyJ_kEMYujkW8gkO_QYTs#s7K?lPlm+1~7t(RJIf>c?bu;ba{MZ!+MgCsA|3!Y9 zAE2OiZ0ZBP&fiVB;c%5e-x6Xmqz*6=QPU#S7yBdcCeru36(jp4lEio-wYT@eGen#Z z_dJ%SUXAvI2Tr#cyOXS=hV6@(dn{^t%CIa!1f%9av>o4O5FlVF9j+3^d7mhR;0Ln* zKale^DzVuGS613n-(h5EPx_e=0;m?~0wTs41k^d_ZmgG)bApTl>ejbS11#T!-(0Cr zC)g$n;OQ1g0V95U2uB8UG+l-x$%htuCb!1rCi%Trf~-+*knV;q$%LZz$nyp9iuUgW zN5Ra!b6FBExX9>a)_Oi~$j2@!-Phl!Pq#142X~5;sh{0gzqI+f7vf$d`F+T__%vEJ zbN(mq?9DuL4_&44RAdKdMLUjXTN2+nF}kMQ^#eYVW%JWA%q)E1= z_6PzQ5v1*<1+L;nttBGHGp{>)QMB&*V~%iisAi7mKLU-Lu$W$o9R3KLK`kR?1r37A z@ym;Al89$PCkx+ui1br~xRn5zk0$&D4+ zJsp09kca*Y8w1rxKs5vOTp{c3TM&z0(*v%OZvnJ=_VNSy!wZ52`LHwNW=n3E86njx`T7tqG(ux27|Nrv)4)W}fANw2tO#DVX`Yf;3 zOt4ZZB>dA{%6O4DIPj>CO4!GXae5Z!;^TY+F@M|5Nl|msle9~U7YrO4l~r_B*g*yI zzwWBV)AbNci^`<(E?WayuQnc0tP{l}w!@y(;J}vesRkXE(O@o}uSMM6lJy0YW*>C2 zb-30pk->!fFXYN=n06E=(1WSIc#guq<-4&GoB^3#t*{)09^OmzOwJkz)_il5q!WDy7mlUFO4=iAG6@zBMqb%(z((SE}yuLN0h!r^&#r#Mlm3~R;lzsp< z>gCOuf*T%8<$A+lj1v#Z9l`B+(6Ell%1|YmIbP0~_R%hCMFjK)l8}7(6&u7*$xr|3 zoY;zj-1rC`iBS}8yOF}MYfYOY$(33O;|)VKMhja29t*0%bT0*BK#fc2b@cqHEXLV* z^mZA=+DhO!R`;0y!Wm12I(XXe^2vS zAw<%WoA@jku3(ds^*z!+>a|z;<1L(Eb39>@^C8nDp9pTj#^OjqgdeSUWLRIB24<_z z$5geR7Z2v|nFi9E0dZ6Aw<71==2&w35qK*CYKh%0=?@qr^*xWu1|3#aQzdiN)`tSy zF2c{+K)=*0hNutkzEX*tFY4=NR2?iZRmk+%JspR1FG4RhVdAu+mbDrkt8^U(IdMS& z&2pM9%#jK`w$-L);pe6KH58}Vcrgw`0JH%_nK<1Oc^+X`$Z#w{hwk(hmF7%xqtVek zKVg#g{oX;{Ecb(17GhMcm>DhNM{y`r8<%V&XB%`wtQ*s&IQpHk30L0GoN~h4zy1N& z#5?q1o*qAMYu*n5P4NV{aWs5s_xzv{zDneqJm|<(aD5NdXa|7TeZBmT29RZ4=Qnuh zeWtO9rkdsSF*weg@2hqeb<7OC-G7hIz?xbe_wRE*mf|2eoyU55`>3p;qHB_H;PSO zp`OFEzOx~(Dx9`*KreUh%B@}c;&$@k<-%DY7Y|LjVS5C=y4~hDl5hG1c;nU;bPWfn zWO)WXgs{I>tL0f5)c>zq0st>#ZPabwRG9Glf(qu6LUe=yW5=>;F+2Jwz+2EanX3;X z&5dY3LW0Bx3me2nYilNmwPbIj!(H#!Z+toDFnR3=Rv@&*pkHlH;AcnvBm1IHNV3%@ zQw73Yx4qa@|6w|*%YQ7X98|>V)Z-kq|Fh@K<`5}o1mqs*&a}HF2_aZeI3li}0u$eF zD^1XRG3I{4LD+5IZvRcKo6B%^22Ai-{?x^u6PtH$vxH!M!RMff;#2|7Nxhu%mv3ZL zpI7ezG`ljM=RI4oRcEF>m#ib=^2OkCIar2cl)mKdMDEmx7v+}ucHD~DPD&R5p4lj# zW3$z?kcg1GF>Uj^(7T}O$^F0`iK=5uX%=OmM_cpZDG@HVh=9R?eC)&K^Z6II^KHz% ztKobdQjob*FV;xSTrG@7TM;c#aC^6j3ZZwYBbuR*vHJXf-&(_wJHwO%#c0J)^oi8V zV%xC6I}ff_x_P;=v9g^rY>9A+A8xcaAfEWO?Kc3NreARX_jWi_Z`-3Er!pkkT%c}w zj)U5<=(MDKdC{lIqdJQgg&MimAZXudVec)OzgqLvKYp+?3N>OcfvdASz6@E)z&4qP zlSHrQf6@y$9;k)*IbHh~0fh!p{ntRE{h#c+zzQlBHN`KxFCSiFhuDoz-=^VP^ERua z1hGK>s~in$tZ8i8r=o<(gd|Tr36D*d8UZOh5+E# z;hvKn)huJbx;_B98Gy&2FY@eWgP4ak7A_vjKmDR63L)PM(1i6#Gd)+N^aNp=?LLJxshn5J_oncn5;Xt^w=2Ka zihE?}7;6lFedZ6VuP2xQZH)BdAs{Qc(e+ES!34&Y98vOXrJB&Jz&mW(Dr+-o@mb+$ zhF4=O7H36f-CO2Mqw^ii!^erHRvh3fl#u&;#2#7d0!=HxF|U&77k5Qi_Kb zsAvNr&t-v$|Nr;dfB(ko`keXyJZJXE0u*`jyzu-r)EMTn>z+1NnE$nIbR1WO-O#uf z+jcu~oP#cnuIWUwKOvzgtC{hFy=A3`ug`z#-1mAkYsU2#PxEy|fADBA3x(l^$;zn4 z^Djz2ca=X+W0eAhHa9-M3*hi(HB`Hp$55PKL0|vzsW3o>p(5v;KE~S|Kj$rAkl5PIo;V%<&BEf)Oczzq$E)-}bKHy;qGfj(zhF zzqKJdsk0VgMi>RdX`+gJjb3<`%`BI`EWH@y#xS>@K`NOpmn7B&`t7wD;Y_EB$7oSH z9OfXDssKEgy$g23UpdfZITK&DOq%x&>VXj*D0Jj~Aa`Pzw^_b0V;VZDEwxqGTu{mB zlCji^aA6CVwSL=`lb`KDithggmq%cJqKkN;?if{1s*^dvxEf6M>sUISpzf&ntVe16wn z`4flxJtHc(M;jv&ip-`EaZI3e355|@7}@o>=Q1&VleFK|6Ly zZp~F?MBdDZE#%S=Av<8evRrh&WVubStvL)qF{YLzD#HcSH>DjjpPQ+$U5zuB%8%2G)rO zlA6kvt)AKIiVDEJ6OnTvbtAmMW}u6?aY|-urH$xD9au=i()0x8YnZ5m-E7c&oZx;O z<7@xR=m!<~r*b#QbHoA*7+@gFyknxy`Z7q0R)Q3@^I%dKZryxJ+T!^rJc2I?ML*S( zcZ^}=j|?@~J??Ja)mvLc=fD5|X>d3F_ew^)oUm`0RxO__NWHK|M)-u?{*I) zZSXNm93S{j&q3jGk?z(3AXtPGGt25hP(0KT&8E;pR;wF4SmX6R9b|&yf(b<3*f~pJpEH^REcC=2C@fe`@}sa5ql+6CDvT!ds~^bz`V}YJ zL;;88z4OS%2~L%VMH*Tkt#?m4_*8L4pXJe6i|`yl8Kvpgt&MRHZ+z|kz0;q{0x0iR&W#L-a%r?ge$mOjB@o(-@xP9PM!LC-C5C_jG@#RO6q37y zX02*k$8HA#M%yU4*9>?f(L2~X8$7N6BMK*CVD}YTK}W-Z)5?L@C6D+;L&0ZRoI zEukSdFGX8wZK``#`iMKmsQAJ$(W>^gE)w#?rY@*Jt=ioG%{<8_zq40JNSb#}B?vZ#FGxGcmhvXLw zE>h0gGZqQ)^dR!r#v%@oK5SL*j{a|d7`3-WNFy4qNv;EXCfy&m$fqrceJ9e&pMrP9 z=bGQu1myVeeaXFqvHyzYyZMVbsQ!O#GZ1;Le8@~broDy`KKur3 z>+7k|;ThQGetQ?foq$;xr!X{_jHYjJ48#-dDHcH)Mu*|4AFs)edeywxy&x1OqCv1} z9%Swp-ydLom_?`x5TdQ%S6|A=G+#7wTRm88{URJ|=vZ|0fxU6op#WoZd`l9&S*eXG zP)r=VL;?*?v-FGL8a4~>ITP_x|0+DcK6$2GGYC2GZEpv(5gH9-6cgOD6UgB!-g;k} zFMO^{1qtF|b(x)4r%U)2wp}=c{bf*Pxq1b*DywCNKj8a@eglcus_IKRh%rVJd5ds> z@@SjhNdzRn6*-Z-^Xb$rl`4o|@XvGZ#j1SRe<=7%#B3;{7@ zrF+p^Y9$v!H@Snl6$vzy>7f^btJEdg9*5G8cM@-{{I zx6eX8m43w7#}lFDd8TT<-XO$+QK$j9C9$(3Dk8;vtzHl@ah)fCrNgtKqum}x_IaQG z`$KD+$S|*4kU0in!P=l&l@v_>VT78ra!@RAD#~hYiMFgS!a8@1IBRfkDl#Obc20-W z@0gGhO_gn_-<*AdnXN@YNc~9OP7^S9BJTVA*vg-5q*x_P@i`b2hJ?SMr)Zx=EfD%# z#D=sI%jE7+X2IEbS^+)erX$-XwZ#`jL+LW+1NES4{-{!cNCtiH_Pr}BlR#Q&d2R8Y z)OMl6K6w$Xmn1l5iHrMZSFBxMQF_n+%;iBCy)!cR!EBf!L0O#V=sJ({%x+fVrk#h) zcq9C1HfMz=)i#6+r-cLp43iZNqy3t$Qd+|AWOE9 zLxSLvRXmaBO}N;3`(4s*6ta=i@@7tp)DT?r?gK~PTlKN^tv~Q zga3k^XtKO*D=EmDZ^(af|wZ$*r z87JV@R4*@E=D`jD?wpG6wNLz;+{u@Y>z6u?&pJjyNG28HT{us)g$Bf zWp;$wPHvcaQr>m6Y#F~~06hvDg=|Nk7%=NzE|_;Gv(?JL<7H-u${7d?aQ5spKK4|7 z8;BfbYP!i}4~hgsO$AmLYsS?);zz$U5c^$1Ns;UGlI3@x9LU_0hYlDtzjqiJ#jn>% z5)jLP_x|IHmbn^?#x#qm?69R^)fkzcj7S`Fd&ve#(l;3d=<$mEr6x6@bX72lSO^D4 zi{q|(@gor9?_?t_J0h%YMYpz&U$&V6Q$hl;!IY!`;d$P$K^p<@nbdEUm)^(;q$xJr zQ6nzUuIu%Y>%B?V_m?#>#@x9d@vA9$Iq9NH(+zUQcFlt8vGYdc%YN zBoFNJgp}r;jR|aj>>Kkbey{)l5J}k=nJU&iwHqr@AjZo801senC91o#P&EK6b^rmg zvlu$W%qhKi0G&kQv0^$6AQ0c~r8vmY0sk_JB9wp@x_g1cKpY|B`cDF@cKH^8E>m)@ z!S+4(O@W2!?}!qQy0amhGjC))!eP1?e-}mxG!>QwXVu??tU+f(eYh_~ABE#Y3oyCF z{u3UE^U=}}s&vF9nP~J*jt-EK<)hIoqbTEquUQG||K}UA5L`i5lVm94b5GSD_!wN6 zwrF7gY&YBfUCFTyaWm+Jw~YOI2L-)f8nXn7yLqFg@_v8o#~V+t`r+Vs%Cg1As1EM` z=F}M;1oz3z$KO_>aIU+Qd4tQID4}@&5KMxkH9i!e(w*0kV}imygdLqUC1*BK6wBKU z)x1H|#`ztopJv=)uYc#{i8Yg_E@@0+RB0 z000932{plPs^gtf!M)?|+ER);(bJ1dUK8vZ_k8_7WIAh|FDlB+Y}dpzeOf>TT_^BhJkU?h?Os6XF`aD4&J8Fs)S)fPYK@z zk13y~5Key0@&G{}wkh(84eoc;87-v*X`fR9Imb-^DLoYZ&d4v4UE_AIRH*N>FaXFa z9^wh$?SJ&hwbDl6Xt(A~*sPMCQ^B$G+tyA>UUVE+(cpYkD^eh`t0=vEB#;05?G-xp z*Y>!=o!$0T1N1M;yheim)+o)Sg_FlBN=&$ZnteWQNUerL>6%t6U*`)-fMcksB6yw| zaWfkXZ9yY!y{c#kbPa|bDUFW*p&~f`T57lzGTbJXq#Wy$+v+Eve6_~2z>c&H=jZer zU@D`!q!gB1sm8?CyXTz7ACRCK(+YuT7GGdm6Z7rS@5CY*>Z(1$s>TUf#ciojAjC0q zelM3+4q`l4{8`vSF!4fI{ZhDYM(U{n(Ok$Rz9~<+AH5I@?IZ2$bBX8BV=VR9$Hxm=RWQR=;0GqZn zeRntdhj?TQ9qw3U*z_jRk`fYe_pj)><97_eV@N7wqubpyfVsCb_Sx#GM?QYN@!%uX zoM&X&9@d>h*w=2%tIaidIfE16%Nd0SF4-8Rk02>aaqlQVosPl|RR9130BUdGeWOV3 zkjb{1Ic_~8_b^$T`M(UeUhKV2WnpGb!v>teeYF1eXHWmoG4U5vy8u<1^#(#@F(3cz zzs3q)+FbDn-gyKX`A=j!2y)n+mN!`$oTw+QNTIpI*%{e!?Y|zEtbnBH`$KTb(c>JL zTkGUz$c6?a(jN26fBC_JJ0j~OnS|AQiNSDAPP5PCK}*PbpVXko}GDCt9th`ai#>anl`zf1Z zz0C94SI_1l76~vuZ&znbPd?(Tspq$+IO4^jw%niidH`32!&qd=#L{$ie}rxkEwj`5 zUJR;Z)`y8CKXw}}q^!9BL5vUXRscyrw!h(!l~RcynAh{dTY|%*yyE(Rcmf55Q~y|l z;-RbPQw%yb@y>6;a~PYNk|~)zvUpSJO40b!AwX-%_jG!e3H%7|g4zqW0ni|62Cla4 z#nFgcNoRf`#D;aj+kPGju0qqa`@puy4zZ{dZS7(PKrvyKZ4CWI{cQ82{T@_YTZ#jL zOpPRMHqR1l-LS%6zseYCyhN>d+lpa6rE|^kEa0=RO)HplZwV`FyEb*f+g$k*&<@u7 zXQIaU@w+zZF6NzQ-B3bum=_Fk#R@w%V&R&;KZWKq|DgptPaFHb6IlUz^~MKsk6E`@ zfBVRvyM}G&3InHvq`x3>9^qxF_wZJkAJ813cu{A7-SOggSDrXCR0-EyeW95uxnO@~ zMH{e_%ddxz@O-s{WDzx%ID8y@-pTDc)syISAvSwmAYZ2t@8l^i0GN)Mk-fMJU{XS3 z$i}fx3`|Pc$O~FY76=UsU_3F0{d-Qufu&TV1v6;#Ql8U2@Oi{Z9qJ{c)`fChVZhXH;?+YNf`1Q?*eT z&ABq%W<}!Hs?PRu=T+%X#EPHFsLH*U%J14%X(3wp3E4KxWWQ}cwBxXn-yRA|w$(PxoxvwK6WU4?OH5tw7OFvd4AXZ14XDtC6tYqPS!%fQ ziaawKS&S0!{W9F!Te{fm2*FB^SCNMe6{_p`v4^8X24|kFt5F0H6pEIDhb~CbB-uPA zjcSd#691}UEX2LKvlR5f*sZuDNC$ukl|-i5bCGiu1D&rR&^JV zL-Wm{K|eV^oSu^=0XSf{-3)&_({WkI=E?Uym*|q$JnfMD0OdG;i-;PhEcDP5^kUTrH6Fj3XGcM$tX7bX^A7a zKmKdL`i?3_r-4qK+g&THOTP*RIT4cd3Cl0-wyzoh*_7A$o``s-umyok<19uv<VoK2vc zUjb{ZdS+2|K*gQb1m(*{PF7SOg$ETX-5b;Vn0gde@v*qA_I*tb0Y6Y94p*B`H1dJ( z79*7Lr_%t6ZAx=#8rn>;w+w3+zw2LO7R;&^5$}cJZL{%di^z)|NZyLhTES;`n3+IO zA*`X8ea@#W8JM*NP1eV zX~$nQm^62z$uiV?2s#9ZuU*LNIm2;$c^#8{ZtPbMzbo;#gOA8*T++6_*w;_aGa#N5 z+kuuQc6@}2>I!DpTunI=<|>t0{r47>+&1DFsKzdj*5K{Ao|3qH$1b!!5XsWQ=IWC| zfHqrl>{sO@dRakoHK|7Em9ID_2VZL-0!u;#5ygws?zXV?r-~dY+cx%;xPu^ zg{9U!*eXYVsdY7mYt)v2Sjw2oZh!Ls|Ich(@6@K#cd{XQct^sQ(qpW+wP1|j(dTOy zCSP5QJqUrI$nk>DGdOTGDB!#UaV5uKiV)21K%FdL+zd-p!^uU7qISmfKLhX>g$9>z zsn0HN{T2tAIzEaQ%_AGpI~LbJ|Ck#1_2XSA7?z-ld28#&yJ4(g&lG2AjjNw~XmNF4 z|M?WY22}y5OzrvPy7laYy1wx@rviC5yPDt5<%nmXz29Fyh?20-2fA{@nJkcWQF0eK zI5)e?h7ed0W48Lo2}+;m__l-#KfHq_iy3Kc&3v(iNPq1}W%7$?=MVR&%QJlzd(+Yq1XGGEhP6$bNO7D9)Nw>$DjFj;r z;7Y7|TJu=X#y{{PU}TOJf`DPRL9VKZ@1wk}^UUpQar7J+v+d~=VMZ^cs*;|^v!T*J zKZQVsLK?ca#z(^lpA3LqLn_b9!f{?&07#XY_>KIJvK(Vf(BsscQ#`;a2*HOTbiVoe z(WjoKkE1#?nV_4=uV}q-TPI5RW1v3d7dX**cFhgOna_g299DF|tywVjG)>amj#xFV z-k)nAR`g_=d|{+Y+5w(J^P6?j0;ZB1Fvd4lTh=DkipEg$A3|F5(2|_ng&Wek1Tc|* zCiBq66sAtAVd1u&9cpqY)Zq4<0&Jz=3h@+B_RoQW4!?ccwQii7>bLWbXBy)Ym3~2z zZ%I+qU-?r6Y$7y6qqX2l*L@X_gG8mT3ba9qiacCt?E2<%DVHWc3@L8={xiMpgp$Pt z7FUm2w?k0YWpvl`DUBJ2JAS4!FN}OOEumZggz{0~@P&D}PcPp_ZiQ|y7j06=51K)S zI|e9O{#NHM>tmGCxI>5vPVEob?Bw_Yb%>Y{q5z5?fHLa+Glj5Y)7MMzR|@`9Utc29 zc6`(7WG{4Nm!xJ#9J(S>5RPuUEPk8cc5cvE`90dvfG+8EiOT~8v8NO$_{dvh#-!cq zUR;YzCOrZWn`IYp?j#zxCTpJd@>n;j-B(_Z$%Wu{;sA3q#_>w~|M)dMCiHPRzRV9G zr+qyj9aof@fSB@IgHZp%a8Y7a4ATd+kkM$*UgBE_EWF`;=mh2H-=F;gzviWIug)&R z)ZWm=CMjIzbhfg{fA(KnhTeDcscv5J@*is8Eq`ypAmbBDh0$_5fDut6nj<57Ebmkxi^qd(fb6Y0jYq<@Oj7Q!CRA;pGoo8X zm{^xmj0Io5h#9d=tp0=}cIsH3l!GGyY$__x*(c_O*3A7KRm17-esm9yJ`Y!%oj7qZ z{ok~ffjr2ExMlCLC`ix}BuJCnR5awG z&)rjEvp);txaCe%g}qSM`e6{i7JgC-NQ!#(5Kw$UX)zAY5Fr#Q_zjf_hZzq zmP^g+Xb1bn_i9iYg&Mwp|J>A!K#tezz1)~>w(*>YqZvkIYtEkV zI2Rk&Qvdoq`>X$}@9qQBLe~9J{hP29*SFoOa5?RY#zXEo0|&$lg?N!M)z01(WKL=8 zc(`ZSWV9$@lIv1NPjH*%rG47>$Im2wvnk~pK5fXhjnV~LdZO<7u?zk$pL5@QOn$nq zg3cC;@;G0_mE1eQP2}v)Py6B?>Hq*5VpV_;(BK7pfg&)a5{;M-V8{kgn{@01egEN# zCIM67SDe+}ad@(S$@BI7w@I+0R6^oR`SVymSq!IA!6rO-flls$*Rpdw3tyY}PU^n0 z78bsLf`TzduLBc;N!6gWW2aYmA*&sXkqbqv!rhA zd>}16V}e(lmK*@+=*QCqv9%T{X+83>GNF>p8bROpFgmoA{?eso=d3^R#LtfA%x~!! z-(qaquv1u`8_`B2Hfjvbcugogz+HwW@D~upVdj>49iRbkH=&%5BoraxY9iLJRuFFf zRhT~f1K;jUZ5rHr+naCbf<59l&_1B6&%UY-`+@N--ym;svl6y5{}hbkGPI-MKgY@D zg4*`kWuM8LYaB2|qlq~-66${JH3wS=wR00u?!0KvZKKgoztCqn$RK+*$Xw1+zs%pP zX)cPR1rM=P{iDf!hp}h78*YB&$TQLy%6NES@DaEeD|0<@5$=3KKG7`4&K{+7E{k{; zaf!(i98Da>ON!*_3_-WBO$m&uFg~K|?80$JyT?c1uxnOvZP?yZeQZsVkF+bFUcak# z;~z2Ogyq-uX@r&LbZG-Lt-X1^t6%&A8mnpH+lge~?*Z~mP(i>ObC~wL&*rf_Q6XZc z-!f}qeL_oM1vbyrm{b=R8uM{A7Kl|OFS`!5B8-2VwX>ii@BFpGWPe!7vn#-sMS9#c zeUQRkPaK;qF7CWmu&{b8e1y$A5zU<=2O3*2MP(F6i-zZUF4O}mxRyVZ=Q6Ey4njTk zn%JO`jrr_h;|=0oAwzO#MbH%NlXfeIcl_&Py6Dp+P0qsS+~gyZBg}#goCq0|%Z*`@ zP{l2bJJFj6dfLq@YIHU3P^2nr!0Dme-6yzPhmwi-VulV-YZkPiH&PG1%cZ0todGB( zjW**oJ#Z0Kbp$*4_?etPSQbj3L?>b$hTAN6ED`AmLAK$1kqrbv!%9EE+DQk;;azga zWm#NKv;05$lq_m1T=m8PX7=b(hV478Z9_jf>d4Gpet(BaXFzwfMAEURDL!|*nuZ^4 zxhwS&`s+kPpTq&J<@#;CEYVQ4^(^mLVwMAWx|~8SsvtlAT(ydUhzOuq?I%G}X>V6i!L?ulJU)B3`@K^GOOwcT;`&s}`5uv&zX96cJ7Onp5 zUyCj6P#n^!%vn*@KP(=?8Fc1UrEc<$DQ5U zSp4?s|BC%8Sea>0KxaZ4m*gya_AOR!fwrR+0rKFtZ8NJNVi~>5AUJ&2} zaw)`)a&WZpiqb_h_Vb97<5A(668M(*Ok$|;&Sl?hn&!k)Bd^~UW*x}l#Aq_;N{mS(lWIw(Jh?ri z#*#TqPTE`Cr=y2%6ts84%7!bB;mjTZMEvgSoB1`4ewuCuD)F4$2mk4Od7Lyk(d(2A zF?Qd0X?7Rt2urwGf3x_1{jXD&T_U&@qc4pBhEBdg=t`@5z$kP^WEJFNk!+CYFZ_+% ze4z~lZ993|=u)K_n4aq%V+WWdA(jhmj-BWF`149ZGDLCE85-@=+iQSiih$W_SXdtX zR&eH)`0r)H9hx+#{kSk1LY|v(T6Nku8Eoq+ z!t(h**kmA3F`6zQ1gbEgG4uX+oW!kb`V;%sRPp%tUb{^w;yqWX@F{>m?vkjM9BPAfQWFLR~_&;)HIj}7Q&I2PaN{LGgQUu zk9dX!$GtzSddy2jQg^&Qdo<)hpuC|_Ii=o}QrrdXDKE4g|AIs&yx+?tZLd`5ol)x_ zl)V^A;i%niMRtRknYF^3W{2>d-~OtLK7cec%KqUYp4SMPvN3Xx`_GeNC+Bz6@BjAN zbJLWi6tXq`vd-_DpS(iu7}7eEg-m6plo0W&)@tZIQV`#3$4Hzr;5-UtIEj+ZEWT?vJv0CQ z@04~F(*7~%7G8J_-+2(Lw*g(EQ3pS9!%&;Ef8+h@AjzJo1|K?v1g!)wejluJ=ZAWJ zZM}AjN0JIK3Ao>_+ZC6?oCBy?-D(BidVg-~3z8aTzjvF*@gXzDiB!DV`ayXQ2R-4a zWx=8|0YXZ~_T-!YTee`P+eb$wb43lc-nAe{DUbjEfhtBC>KHYy$SB|-GuY}EU*$V0 z9xS1XN)3;sl{HD~#*s)-+XO&!S&3B8h_1Oc2RX`ho_@|=Rq@E3Wr!R2&}mVx7oi=UkZi^>fo}!_a4NJUpBTb9~iz}28oy84@Uh}9rSvpFgK4Pz3|Z} z3{Ikdm};&q?g<*Taj_Wc;g9UJQ@`|7+pa}CMa|Dj^*bWX3jX1^2!EpM@FN1@W~a7+ zHeDtC(qi`#k)vc&^x}fJVj&X|X&VU9OgyZazx9UGQ+92KX~#t9E#Sh%#QN%6MzeUA z=R*`{aWCM@^!gYl-l9W4~mo~T)In{<^h)RNu%ldOKj;( z!zu!=z#m==FVY+mOq=onrEKr<=FQvyx0yOoX%;?u*X8{>g z-F7F=>tKVB#~K^-3SWUcg@9+iceqdQFFRG?ipf9e=MXu--k}#GdTmUP6!Nw)5@sJE1WXU`PZP&-igzWuF6BO6 z@k9r1U%=a%{A_E@lHEMb&^!Ch7u2>Lm0}4*(34BkbnM_J!j3?LhS*8l(+uuK7{M2X zoF`<{+tHiC>TS)d9d`IOGKF~XT3|^2Y-w>&_->+!W|uP2aVWQsik~|I$*Vl^A<-vv z!3s#raV;=!_fElbTK8t>g}bpku6ty6TPWCPUK&S5AjB=HsT)0OiQz16#Rn3smC@&h zWr}#3*Hjt;Iz6NFg6!zvd^?xAUwA$IeI6;yQwZR_ptudTHbrH4I;vHvC8SuA^9MRv zHp7x93(#miOd|U@Yx+@Ow@#h%A?FUwl7j0B3jk!C{5=@G-91xn;$ZQd9FqBRtWI=K zl{nfr4LmiBUM+SbM)sjib^G@$J8`=(EZG#b%>T!hH3;M*iLYxh)496OYd6xE40KA#j zM_NYI1yf9Co2d#qQ})inaoZYo-*?JFL&u?=I861$E%slL(f7znj8I?QJD>{95Iet+ z|4Z$*Oe0`)Tyyq2F5YVhmRSXVFh=R8rBwtbA8%vf1|Is)8JOUAJ+@?hs%_5FJUpB3j6HO7c`9T z|Nqb<2ZQ`q*Mh6F^Z$bNn5qk*fqp9}|KfYhYRUQ6d5S(_V7TXJ%ZnFgtPi>xjhh$k z!bMLdYhMXK0{`+b0oY*vy>l7K_e&HNIzXlonQz|;vwTT2zhX(Q+4yOWE|tFU0LJ`e zMm&T;ZBZYm#VC8$!pr(3%Y?cnn%D6}!_KueyZ1i(4Kp#tYsNzeOW_5Us^`SP4=po< z!O^^s@#;5l&@sXYCO{GVdPpa+9H!|b4|BzCBhx~9fEwO(3s$#*Qw1S;zxcnc>0m(s zJt*|7R3F4*yw*T4S_j|J++pi{1UWE?hcg#Z!Rx2WsOKk6X;p&KnXlm`ABBBlCgi3;EqIMZ0YdHS9Jn? z%~(lesJWDEe}>olXN8GlR$17D!g_Vc-4QOVwGXsoGbBq8V6dRr`b2V@LF-%8SFVM% zeEHgs_a2|_7nwF+HEnX%Kq7m~;lN`0G@Zb==0S*M0YN|hcw6(9b8&AX9_lwa zwdYAtus9i?5E~P@u4OykwbSZ?xccbF8=r0g5DsQjJs~r`OW^0~Dd8gsio04kP zRI0OA@Xz`!y7)Q!KAw*?0e_BGeTFdq7B;?sjhJ+>b!WU|CEe3eYY=?#^!>B7oHS~_ z5A!9S(8VrXohl->c(oB!WqjLn^Z3LN$c`23<7qc_4Ki#;La8-)sdxjhdG_EE9u_)L zpji|>)bg_|BLo}syXRPCi4I#6-d9#NC|EaKU8%rWXxXakh!9y9hdkmXBv|Mw+?K4n z#NKM<-O1+&!>pA_ZWPnDle92InN4(nxUVr*KSzv+PH6snL(bf7XxcZPl+SX0DB{8k^LZZYtsZshPSX_kyU`n@v{ z#K~wIN4sI@frZp6Z8ftlz$9Ud?a1j6QtK4R-pAD)PqeG3U~(MLXF>8^MV&9gzypg( z?n85&8y7p_djTsQaveLlSz49#b8E;>twMfDVyhEVD07u+M32O4%Ax#4>2l0j2`8>1 z0=dFEGiW~=ap66?Xqs(&zfM!0wlVV^G1q*qHNLoZ*ZW+4ypx2Dj@IvUw#R}to41wc zuwS-^5hsPls0CUt3NPT+?JX%Flx3%15TEy(KVrKLB3L5Hl|!=^f6v%r@(b>exi>I0 zJ4fzUjFCb*rY;ssyX~^8a)|muZcY736^|x)GMK~7KA&t=@sHmN03__2wsgNqm3Cx4YF8V#m%jYSs#KX2G%A4Y=!t#G@ojS}R+ zP7A|jI1z%`I~*sgc-wSD#r={ z(d&E)D*OK@E`p^XOTpPZiym;#Kb~bf0VreIrWNfI{NMFIuVl8B{9t488hOf^m+ZkV zw9Pq|wW2n#m4{57_850$Q2*J?{NnH1yGLqA>SN#%#u3MiI{TA=@r@7^^v_C%K`MVh z2DY+^1-2S0JJ7lcqkZsW&hLgKLEE+>I((g`5^Dp3BmP0U)wE#mUJfHse1BOwVVPbZOGbnmhppi(zkE!OU%qR8}4&NQ7GcL zIZ#9y3j#+kuY!I8A+v5oFE+wbg2g?^bC2Tz!rDOI=0kOKH|aRuf9M~}BsXm+Cv$0r zD^*r(BIWio`O&@*lR0nSoWHzrs`Ga_3tb((wnpeL7m{FU>C$4zgJ)a2nVUtXSK{{m(-Q~JN(JL$_oiKv!Fd$PsP1s%C@5rK( zO4B?|^->MHAP1#$UZ7@!wa)sCRY}ptTLHt}1z7e3%LL#91P;r(G!yMVM;y>}ocy1e zRKz$Ss zui9=!R#>5eVWiI=|Nmq=xfNfjt#)q4C!Iy-B*F9046h?>CbmORt2G%x04tiwVkiJH z;?$nSxdZv>M8YG)3vX{oI`4xM^q1SuxX)5ot@tzhuzCk$CuRuAq2Mp~QSrL|IrtNZ zo>c_B>Eer@l9CpfF8@Lr__?bI-wFUS8YkHT=#o)p1_c^8eTRwvhudHO^8f$VlwYj4 zg~JAsLw>}m%3w73;Z;Xs<4S*_jK9)X#4du7kA$UM{D1%UvJYQ%KB|9ZY(y%6000)9 z0+QA72G{+k6`W`C0MP-f@3)zjlFmnxix6$b7pw33oA{E0``!n*gAy#eHO^z)$M<}< z?+oujL#+XJliroi0A?G%|1Q7e6XaQ;6e4G~s0U`5^5`%bN~UG|?Kv&szJL!lp~qTt z+|sS|FHq83XR`$4+nDJcxgW#qfUvcuik8nQD*6fY$K81y`fcA-kIn!39X5IUFW(hm zmvr}a&FI{_;)Pb4Kue{iO|#ly?796>_YnaQCd2<4?vvzcN9GkVO2%dK z7OGw(RW%xwZE@MIA7~utIwD~O%Yxziu1UyNF(rYY`k!|V8TZ^KCX~+=8pWnb?(t=^ zIq~Tpu4CHf=FWuc-c~QRynoYN*4uy&uaW=F+MJS>jqU&HGZ8X~EU1=g{K+fY+UAW5&Jiht^tg*- zc|92Fwn+}k=!%3esNStjo<>>{|3j`|r$y41z(Ci*8}FRFVtx(h|JW+hZRZAO2B9kv zWnO_z@3Gvr`~;Dvx0aSNdWTCwWcnWI>cpJ$hx00aa<$1i(qN^KH0*ea>+jIrD-C+` z$8un`@u38rK0)7hg}(`*Z1OPded*_ufsx-hW(3xQ&2M^ZsN`=!OfiW1O%@MTTR~Gr z516F}7Xl3*d4KK}Jy3vKCP365qXUOKs-Ox8Ej_l@(bT(*VTHo3I;(bI#?)EndMOh71t6Yk3CZDC<& ze50Cnkpf77jntTrNQ2Sn(LHXRTm|c+Xw78Z2h-R>+~lR7U_N>i-IGOCMu5&)NZIlU zbzZH{MnZcfT%@Dv?X0ux=2Wa-v&I_05cmK8i?fC9t67(;iWdUPZc%raOTj{{k+uT+ zvx*FNjt8r25+WeE@Z=Nczo3(N#aVW7AY0|@%W|Vr-r_US%mz(>;ZX7=a=AT@Q~JPp zMX5hJBV`Hde8QVl^YZG^tEjYF_OsAc>LQ8Te?oS^vl~h+GE2S_k^ySl;Qc@&z zkmTCc`b=pbl*6Oafk}pQ=Y~Q|xnkxEgE86>)bt9}{S)&u?S&Oi|1jdaa?F-GkjqE< z)-d8^OKA6rIC-o+brBRn-RFe5=RwF}F~$3E5@FF?jC{sKg`$^{ytJEWC^W#7iaAQK(S}I`)TOrZe5Mxdxs-+4Q3QK) zGOa$|7W!6QNIXMwh8Rp;zjuQVIzsk0e&8anB@G~+E8FIjP&c@mGiX5x0!-y^(HX9xG7JG_@<*eYxBN;K_i(@=1f#xbP3=;rOsD+mQ!Hf^m; z;CT|aHUbapMwKZ-CAAnC7D>baa3oG|fUy@QwF^4ucatr-90wU3I>bR9tv;54e3fQD z2KyyN?J;~q9qPTnCx3sEmoxLr_Dv1UpH!Nc!M6QcAJ<&iNn>Y?Tp8a6Mqkm3CnnvS zCyW&&z17P{sC-{M`#ovGK8a|wnublMZ=f$7R%Uuss1q`XGnkLmHs_i3mii=R%?N{{ z%gcJ25-__ddr_M&_|7ZGaoHz}2jR1yRaWpWn}}eM@HBvw3%Rv-Qz<9k8P9{C*QV{d zYoDW)&I^~^3#Y5S1;`+r0009300RI8-#(V~W-Lr`XX?N`{}-klM_`9xSh$}7jL_3! zh9;-n_DBb_FuajCG`ks)#o@3=za{$Y<|*z?$q9rvMZw#iV(Ai2=Kl67{G1~>QXsj+ zlO~6cWU~>Qs~NuAU_VS(vI2FHBHb5`S!9r}M5uh0W?i{N6lhU3Hd9eH;thSe1*UJE z0EO4Au-Ot3{jyce#({1uK>6aV-L>dwK<0BW#8}k-$se`)yRR*Yt9~5l9lFl5NnYFg zcul^n&D#cgH%(quy zz|acs0rhm*H@2VP%C$IAT$2WGW&N&x_|Kh*5 zNHmzi>M<=ZdX3~d6aPBQWnU6-q{QrOq5CwaU%t>iK%pp)$3l8iN%hLF8V_@4dhx}w zFi74{vKFMt5Q773`FInO-#r$cMX1z#JcddWKRD_C+xdN9mr_LC58)%t?Z0TLU$Zh? zpoET3BFod~scPu!XV%|m1(O9PSGaA@6N58MSsQ7m!WvkqCjT}tPQSN(;Ou0(xEmBu zfj_~Ii$EN2lDe4~fF|{t%3cvT7&Rxgi3Gz4je4LR_?2KVA;g%YvH^I}U=tF)p{2;y=T*RV`>Ad9FmkFNEMD`UHH zrP$};f$*$kfHcZhKFCPWC*b}?@%nu`R7Wz3|MexzQE~$~#ZE=~MRdYCJ~z^dBV9yv zmT&qf$qhb|sW0yYulK@tzTc@1vo!T*R@katBF*c6z!>Spbb>QZUSeEe8p-MVIX86L zIbXT4?~#wpJ??j*N>s@U5DD_j&DlT4gh2r#GTEXrdsj)?s^}V?eu>5@j`-+x5m$ zb157z$~LW?mdy4IpZIOa8)Ul_bDEtLSsltDg1r}F83i9ii`4wmymz$8zuYHeIo$`2 zxSRAk#`NQWGMp;6vnEgb%9kAuI9rk!ZzP`%CO4w#C*q6ZH5kIeThQ79^Q#u4|5t$C zo;b*F(;U>wW_MN~< zN+vEELOCZlh|b0Gb527G;m-w%m#j!PEWUk~>2P%&#qCl4KxzeeZggABDQ z6_x+!x)10BUFP}%cbS%^XHI^5>`lZe3ZBvv?f>&;s7Gw%_Jkvb9gC55Jq$XWBh2^* zCQ})S@okPXqhY}mvicc;h=2YagWyT2uN&X}(iGPB3Z|YmDc!+g`hI%}TxO5MtTCv6 zzVF(cy`hU>P9$%tD0dpbZOee!`+8meAOCe5TV(~(Ic`TLSUg{-+At1@!clcnUdLN% zQrF}@-UCmnY_dVG<;-`XEg|kbZnh6uN_C~cLh>ASe{KXNjn-~Gw?J{j!rU)NgP}A6 zqY(p|_xJBzEjsJ{1G#KnGh+-%nB@I|V&QZSh$*`29bC{HHIQkGT~6o>>qPPBeyqi3 zef7QX2?ep8uNd=j?0ddhxRa$j$t?Vtp#X3cqWk;#t+aJD31;*Czy@O|u1JwI=0Exi zHwGPN0tB>+eTDwI%3Vpng?Sjex%~}qa?Ph{R79mvq9~*PgMQj`#XT2VLK>hgRLb?2w`deU;#ckY0DLs@yhAdS>pv+~>E@v_P!CZRrn zuHQZkx2+A+vO7zD+VP^IrF8IZ=4PqNf>vzCd0n9G^MP%#h%aSu;TR|!x3U=_Jhx%< ztL7jCkS*r7q~?~b;dM3{QDPP*Vo-xmZS6UuPP_ruFrNwIIETUqvf}a7Es!X^yWf@q z+gAcOC9=H^Jp30MG30w5&UnJdp)vdN)z4JE@c_6_{`!(`H_XhiLAn1L^$rSH;=G9z zs(_AR=aqeaBMWNRq3^81d1Rp*jtaB+{<(lG0zd50kbDDMhlJM{B`=tpR1g83$*)lRtr z^0+OaZU6uO|NBgZ%x6)h)bJZg^H!bdV-l*i&5!m}Reh*gGn*U-H=4ko)E`~Li=0#& z660d$t(ZAV_XQFw$PYetPy2MfXs8myPO2h6CTzdRe<-{0|CfU3?O>i((vfsdmtsh$ z(`U#|AicNH+Zd7F>QYB(X86h0{J>xJ312;#R3h6_tlz4P7L_n*R}>tU{L4QO$ffeH z)BjCniO1*ys`SYsG2cVR1V68JIyL!Zy6QWL$9wxHnD&E!{V`RX`#{HV-PL12b)T*P zap_#yzyJ0YFf7#D;p#1%m0yi6SK*Cpud(BVTd=Cu!|D z>E>O-+Z8}hy;Rq?oi=3?`pnz|h8F%?m1;zI>TbVci8fjDKE4xaEpasQF9C-RhOVEy zg_bOX#;buqTKdIp?;7h4OR$y|p@E>zu6d{{v$$M)U-aGS6FIGt&HxUedW5UIMYY_| zCVgr0@?6cA@!ou_`=9=h0009300RJGd{06S8~0dvys3<@l*40oee6VW%RJK$ONb1R z=xVm;q;>nhbC_5nS{&u@S@y-M;?es)ZRKh@a~-7bTy3J8>!u8*-WK&gcnX`u&2P^b z(e&U_N zR+H85+Hx#9Tc;6Fd(DEWTerb%$lY~{a+k;eYt=~kF;G(~AQtv^-Hq}dKNFO6o}sxCidKKlEzG*Q)`s5?+Gwv0ZPXa0-}fSK4Dq~*(> z#%=S5uxm_yc`JC7yBZ8%Oz?KqS%vJjzuOo4Mg24S<~jdArGfPdEfBh93m-8Nv&t6f zoImxOWK3g3bv|C~FkQuAT1Rt8#5BG(MK_kbbV*Eed^&a)Nos1 zHB1i+DAq7u^*~>}k<_*ZOvW5J5y2&1-brCH>FD6uk810I;;@+%{HNfrsXj}DREyyQ zx++ul9*fyBbJ$mV6MWh%bmapXbThQr!BZxKe1DEKj|KZ)HvpwtBu4m^*xVB2E|K>U zmdB4KTwOl49@yX&QtW5ErToWa?l2T_`kk?$5EkG~uAh0}uhr@ha>K*|YKpc;@6Em4 z*_71X447wc0>&e>mSa(H1=U<|$qCIB;KdO8H;_Pw+{2WrFFKmatQLl6HvjCck3c)V z4=II+ak-- zEx2v{GXWiim@?LoW^cId0B0)p=!J3uJh{%=)NT?t{Us%u#E2dd`PfE{|M+-Ike2djmvBiIua1T+p0ugAF+J_rFT4zgE@UnZD=nXerEC7C!#dK4MKUH zE@%NKYZ+6{pI98VyUY3dmH4!)P;WVA2FzT4^%t+D5pZ}FT?noE*mWY;t-76UEaW<) zn7Jwg8A#J*-XhLtD#@=@SrNVQCIVqG1lCQ-6`O4L65Rm|q0R$U;vnK79*a^Kx?8*2 z>#-97c;5y6kc>Xe=!xg(#0M-3Vs|XbXaSXNfvDO)LeftE#Q*u_$77VVT2xdzH_F0D zp`5fFSKlgxigP7s>sk-v*a6pjmKpp{8s7mA30>#chMI3Y3WOxVXkHu#JiYW+<&!WJ zc|qlp;62#+uxJgao@D43?Gv=bel{DttwSHK7ULjH%83465WO;?fnrMEJ!{o+s_;Mo*Ml4+<}uER54JHp03P9QrbJhb(RB&pJGt!w#~{%Ck1a8 zllzwW-m_0bidvNKS`KDbO8uC6xgIqmgkT9&m9C}LLVNmR4%A)8;(~t?C-$hbIbN46 zTm-ap@*8v;3t?kG)^)c!U#e5StDc9`Tsll{u}?OL0fpVT%=lMFT88BzCYboai)y;Q zk_a~VDcbRS^+xCZNcD!3q1GA*;p66Z~%6E&v2qS}h{kdyJ+x_sS5(5OY*vIIz&8$cmZLz@c@Y zejq>!h{BG@sC7_J0`WxeP+7Rne`_Nc>MJp#Hh&{MFuaf>S|cEDG6LlTK70O`3Rgj* zByPy|_8dJqpzwnYhG4JwFbauo)5;90wW=oq@#Reudf)mp(VxBcbEA5V;-4-W!e&%L zDa<8f4G`{=EOK5bXp(>PZw^Bbso7gFEPDk7;ThUxjnl4D}P4Mrj);VD7Q z4hn1I%K}wIdiO6kn{ui-t~PZDc_U~!5*HFr#X zLZcVh8zpc?X?S;hnr`hu_W9rwST}$w!MxIaC@mvksIJ;#d2Gd}IfoIx z8CtR`S7*gqW5hI|Az|Q4UdZGHog2fC{quUTj5xtq*=^)QHe_}d-$tBZ7W&&dBLZLP zy8&*MIfm~3@u*_`v8QZ}?j!qFtV);&SP$7Y$E!P2W)-0X?Sp|usf*~d>ps{#K}F-d znAmloI_n|niAmvcSSah8$36StQZS;3(SbsS%d8hb8TuWUSAG67OrJ%Do@`J z<^N>9oEqb=v@Zbh*BR^Riz-O*K8;fBk+bSjd*G33^#f}(PLK0{McMjPQ;?0NKCij} z%ZHm4pc5(k83!6oJ0~X_ZjvVnhp0^UsK3R5zZ;pb$NfUYW_lhYTz2Q;){9x$A%Q&k5?Tv*@mKG+KK9#FYbbh@^MTsGR!aoA^@Hb!XPZw?5&97!k(Pt zY=K^jqnLAuYSYg-Mkxp(Tf?t8Y$PAf9SuD^s&)M2p7pXQK6wD%l=ypp|KpGaOo6Yt z1B_Cs<_A8`tm&&il;ubqFG3_QYQq0DEG^wDmQzomdQP(Zpv2EL)*qmr$+qP}nw(VqMO*pY_Ol-Svp69*q{l0&ytGeq{pQ>N&v)5UB zpS_aLq{D$zb-F=neHH!)l6Jt1*B})$N?hjPQgNZO;o{)ijMRU}yg~Y0oya$;W zIE=l@VcmuyHhGKx_~R%J((5d(PYoG3I*3KSRFRbhHD`Q$ zx+nN*eG{x=FqGFD=fM`;;4I3NtUsBS$g5C7ogjRvlo=~AME4%nNo+H)Hd<4OUzjZy zh4=Ly%Zg>K`p_jK$u@Nk$s$r=5ti(LJnEj1I4Ds@Tp>DZHLq)spkaTbDr@zj?(G$d zZJvVOqkysphjRsCWI5xL85G=6rA~&7@`JlI5eUD-nCME84CpnfbZzwU8Kz1M0Cs}q zoSylobP)~|L2@1;^0Dld4~I*q)G>x54=lF*J*k*z8Uf=vH;VYU?J;pZ{#U*LgRY}KV6khkx60{=Ks8OsIn30{qlsE~54YgWqmZ58bt;RumR~HX zQzi|FiBKZ9h0x%nO0pJExAB81l5>z_wD~VFI(mWFT^8%8qa|(tx6OP29KEnVC%;Vt5D)4_8{B_%&@ik=X5i9vBJfl#%AwY$p=rO1z3H&%@k+E$*u6 zfF_(jEppiIdvb7?6uq+Cinm1H$D6!pT)9_psdff2`-M;WFRQze*>Hh70lQBJH>U)& zRJ)u>(V7h_&{TwFUjUQ>=O!rR;#OoxhQPHFt_}Q9G9s~0)*p^4C&BR6Z7YR-bl=f_ z*rgR*yh_<*2(d@p-UCrPhnccK39biASXGu=8q$R3&XS(bp!3};0ngeYGHfvPy@?Uc zLJ(`=CB^pVz%_jqOAW`xpSbVXt$FV!S&zwc;rZc>LUZ944^ zo9+;`!@5Sl@AA?`ijs#f5Xf0M=qlEqo@p3n1#f%nX8?e{QW~K;y3zMJW6AOU)&Ed{ zcfm#V_e=qV66Fd>YC7VElX2~P-R3fM(Zh}WjCAG`MEM$K%fL+r64Qrb=gJ7u3&}7D zA*@M>Uq-aRxd=;X6j95uWWx*K*bV?zE+RMZU2|x4SSKc>3|{>IX~` z`+q*R^carYTJ}hio_S80?@J4vnrMO==^iSdkKJZ$OHeFq)uAuVZUykeM99(dl2}%L zX}C@653t4_kGf9iMN$W~eQX_Pl=?os3R&9Se+w_l27hTfQ2vD(+aZqNH>TX`YY^tp zNiuMS*7|kwElSUeS)?cq9mZI-02wd-@ov{ z_C!hrcwkj6(=$VNEXAVN|7C$8{@Dgry905VT-W3Ez;z*)MFWVf5h0v zrOK-8O z%&_SEQb@8mp`lW%NJZrNuRlY-?h6Vy$W+=8g4OeU-zC*SI6z^qkV?!p;kRzf{36?S zJ|>Z(4~p2d&n(&(HZA_Abt;VMiKZuKw}=2C-b*n{hR&s6m7~7;Jju#w>ouOLHl_UX z#%}A|ryuWT*^LaHOF)6sAEb7vko?w01gV*5SGIW2PtfLFjP#zxSeVD_6NFCmEY`Wg zn$#IP0|X|y@mIK*jO6u$-OhTd4PO_~g{%bzBU^BtpBqdz{{@-*OEYl1JV!8sV(C0B zR^CJzoqX~SBA`EBak;KlYU<)^YHLO5&}{qg`=8>~U8qmA>t&h3q8(x=d*p zMgFG*dF23OQ)fE=biF0Dqm)^h<_~SBSw-XU=N20Vogawi@j12)$E`OFF-=HN*&d>? z7&JmrB;^fIZzgA+oh+V+Xl64Cc5X(?FPN=fkWG#;%ucPWdI zygSzLIU~EgSAr2z1NI*NsB05xXnYh}$iXSwmOm#pKyB6;VX#Vn3`pK_om?)u+QHhH zUR9O*r+`sB;}B>at@?>%BGPbj-VG_e^CiHvp+@F>)<~IHxRm*qeBVI5R4N}&NF z33Bx7Yl=T`yq1YKm*}gC+$2i9Ckmain!)^JNy?@^%{S|AjZUy0QO67lb(17bda)-#MYQrR(?;{=@*=^`v?Qq46#L1Q1WGS+UQ_Bg%k z^n8yT;=YS?<$8k}3aL?&t5RQ2Lv<6BqQ8X()n%Z{AzqGGW(7ZkzAga$spRzUhQ&nP z?xjPB8u@ATK<;eIWEA!28ryy~tTRyhjZ6`v^!-7gfhxn!@b%K9V~>9%%2W&7h6#MQ zB2Y6;T^k>$*_q(r?r%OI5MX9fE7f>-I3s@L`19!$Fx!&VVt3vNE|0k={{{lnAz2T) zO$(y+n8u8hHs!2fj9yI1!%ldCgk&p+NJ+A&mz*n%Fzr#Vn-?^kaURdd1+EmJjxR@w zuW0!yDZ+a0pQNe?*+@iRQ7C?{JP4shDYqP|zv!gO1&}x6xf1l4xwwGs$g|B?QW0b= z8c~X}zB_9}gX>Erqw z!W9qC*WXF(2KTl3H>Nj#aJT?PPtYhyGB*m>95}&kaI_7s?vJ+l0}9DnLofml>mC74 zp7_l_L-6?GL%8o_9`6rcD!RV;#Xv~?_03ZcpW;*n-yx2n} zAnKYkR3RnA{5~F3Q2Ial%Dnb^Mmu>aQz9)!m$fCR5v%Ur^o||~Zq-M&Zhgt=p$0AE9F!Q zYAWR(AHyJO*$+LlxE0&6@XFJGhj>VNts~RiR!+|>;;#~FTRQmgb0x)Tb9q;xwlXxA ztv{5#5i841I1e`ikFGSu`@WW5QhE(pQ|Ru7fpyh`s*kA5tS*xBELfupT2715{udz| z0>$Zc_~YT~@P?GQNY=|;EYzcEy|^>6yQ3;gGy;@$*;iaARJF-Pt*T(4(@SCG=@UU4 z*^P%mO?aWqHGdJ6A~mvjq@!r!FS`RxN};bov95w{LrdSF<)8_DeF{0mY1YMzCc!T^ zZfF146I_(xSt3w|y2~8v^<}3aX7fSox@9oHnT05c<#o$-w|DDIZXF#jcZVsRbg?SpUf9gKlt zEtA*Lf?`LgkBhuj^O12EIoB$5foP)OxlzPiHD#5Tea7-%!ox?sB9FGX`?Ot{9iMV% zK4XkakMQWp^ocsG>qM6bCaMrwaaQ>O)`r}Ju+QZ7ys9%GSPy8NruTh1i&G(%UD%j7F zJK6Jo?#-=dU4r%W@Z=Ty$rxqm)9K&iU0{lZ*il@&$VVq3K^w6xcr~SIo^afyLS)fE zMpPuB-+(5FEYST~{BS?$-!-L{YhMM$MEB=GwMUQ(FH7IoZ^6-*veGxH?vCY>S4nwy zZ|yhGR*f!FNwHz@0)~?fL)?Q)jW1rMX8xg)0!GrPsok?29~7ECk$7%>9H^THbEr~( zc|3|H32kmORMB3Bt6-%X^8YObs$l4*3r|KHi$Qxn7UkUeEpvi(4gct6Df>Fq8U30p z3>T9A7q~DnF(%a|?UTJC{M7A(-hZ1Li%tMNn>xg&0@2fuQW^0 z_=}Mp_E$pNH>>KkW4&4aOa8|0yhK}*lVzMw#5CPa-&|2XT)v-pj2eBaXg?b3mAa>$ z0uV(^>}UX+-dr^K!d``Ev$Dnt{9_{33^a@ zFR+&Mld$@2g%?&&I2vXd#TUGE8*@TvB(t9{UI4o;0R(o(c*LHEWB4OMb}|J{NNHQN z84BI!uW`l3c9_}Er@7J~AD3p=SfC%mecqcSh+!%bi}<2hoEq_dUoOua&al@w;}TXw zYO~~Jh3y5oj%62(e#D)#Ri@*3W>tz@t2Q~S0Ny7-*H?S_+pN=72>aRk54q5i%5^VP zLLfc4yl~~bexH#NKFMZN@6Z0?LMHxPk$%&$yR$G-Og0Saa9uT;Ew_w0!W zv0|%VGghj$x1{K!o%OzG7uPlq}HQ^w|=>M)Q>fNx7`}3I? z0OoZM9kmYbrRQp7>Gdp9N%jw>_gKWZ8YVI}(~U0KKc7>ol8qCjwdcE<^hP;y;X966 z1)C`^mrowCt(kN~5XmbPeZ7Bz<=Eb{_no%wIBe{i7D$vKiV@6t1Lx@ja^Bt_#kK`@ z2Q6e)Wytc0dxr_HKCb1pR|=_d&765{NdKOLf!q_NXJj}SIM#O5_7(Z}zy>S!Cu$8> zM-f}CVcxFuj%y2s-{I&t?K`4f?AbM2X`G{SpS7rANpe;X81hvK%)Y#P7SN+FZU+AIfk=jzzAHU>z7xu0*kJ z7g`HtG;2z54Vx-)M`5i0n(;-m#Wc0-;8&gR}a*zgpZL$jjfZU+Xvr;esnZn0lQ z7;3kcp-fk~s5^?o7v)Hd4&R4oRz~CYv+9qsagtU1MxwAF5={ARynG|_wU1h&>EuU= z?;VZ!5Y@7+S@7_~<-80G9^g}OtIlhLiJcHJy}$l0vP2&GoMUoS?L^XMpOy8&QzBZ2 z31eMAe+8|?CkOM+nt`lvdWppv)F)tM-p}fv zL}Dc9_|zo=trEwVrLs+#Z!s49TUUvp_$mX%HalT8>{vhwKEfklOWKJtUZX9?aDY9~ zyDTLZ;mHl^y_=os+w1<~bS$5Z1%Ic6%`dD5l=4sW=NeY@?Rjfm%-KS%?Be#V_XQ-X z$0z;_7d--cXGHXfB$zwS|LbpV=8I_%*zTB>M4k_y5^s#by3bKf87h4hXrFafrU@mt z67NWrgLm~l5o!SSya51UAc+UBOSK@3qdj!rPG6G9p9nBeJKi@iaoP zN7NPU6Ih>b9`zUcN<Os`8`V#?Y95g;^0HAD{cPR+%}{coAt<5*zHaFQxf{^IlX=V!t4mUp_HlW|1^1lx z4jY;hGFNS7vze#m0BNeN9Sg&@#D&h*A#gUu*Wm7F#+}U2jw+Gb4UHWbX?>zZnWGZ#8OP z#+m5%hj$wM_9V@$OIx`annG*+m@(%H$ZPOI^auLL7WROq%sQbQ1QA|LUDNqB4r+(viEkxJ}gu$r=X-1d-X)^=Zjfpw&* zR*ErE5@Bi(wUea#+W3Ep4QY=8|2#MrDO$h>ZP+_6*yLOGz#Av<^tGUIbV8`Sp?2$W zH$>9O5BCi0KJK;je{HNdG!gA+=DG_F6dUfE zOfXeinvZL|670(s9P^1JKe(~1z(;YDAoD#yh?J!F43t%!*`WXVtEs7oY614EY88UM zWbNJ3L-t(m2fDXMU^Xaa zT@$*5{f#OEV_Lmt^U=62d@tWIZ7X`&>h?IZ$5S8qSB3xNXzNk{v>n){Lpab&RanyNqB7|mj~zx%w_0TFyv^<;ig)JlWPfm z?Grf-2rQcwVh{D~sx=SeCa9I0V%aZIsiMfdv{e$M_%jv|7cdNTD1|1g6`$Jbj>=lu zqiQB7w4>I7e%`ula$!Xbt!il{v1HU>!}EsQadyqaM`4bs{w|X60sED=ON@6QdL18> z6pY3dCvm*qtl7gqG8UC+V0f<$3WhBrd}90%>_ZESRN%687e>ml?l9QC2w`J<(B^rgy zZ`!EJ`%M7o89jzW7~vo6;q82P{}-}W+P<0@d;??8W>E4yOmbo9szf%g`U95uMd^H- z!TIZsvaut^DuM1|BvWw*?K4h0U7=wIbQ38v+OA7rsbp7g{D0$<%6%qE`op$#=D!Zf z3`3Hy-!H61bgCZxCezzv?#+>-6GuVezf*D5#~KZKW<*PlE8Zc8*jp- zRvg!ajPpkDv##WNtqNogo%qsH!zqaMD8slQmP3q2YEzOPwtm2wpW&`W()x<5emF7_ zaO@)`GnNmVL#zM*)`y#-4e!E4tAd(pXGS{5Ogj}k>(xO70Y*mF>h@|^a7)>rm;nG( zZ>uhs3l=RHoLzvcpoK~KB@ELf=F_GhqS*K5(A2*2V zazMad+XH!QgeRCPV->Gf3Jsh`8LmWM1Z0f+XM+RGDTBA<@0`PL*TU+Ou13)Ra9jLE`oKf*Y~1dwk-AOwyk z!L6LrE!{|2;NsliZS8NId_%0NNY7R@QFGXbm9Bt6Kp+SqEy}*(;6TdeiH^Mi1dFD9%Cv(!M!j=r$&pX|M)>pF!41aFFnu0RT#X?1wlZ|iwcN}n!Tc@&a?rp8*`#6ErtbH`K<3#M<UDgOeQZ{5e` zV{tw0L|reCaioO@0FH;kT06ag*TWd)9pzn_HV7qDaYpqCpMA!)!uDC z54DaCr6@j-rv9XWo+T2g14Rkv5BK-Tlqek78-c-AT41)dKqF!>15f_W?{&x(yO|iFAdJVl11hZ ziv6<0FyEZcslQlNjqOo$mX02s+Sv1Anhau^U;2t`l2sxtLOqlZdR=e7Dk$yq2NCYe z)_!%ZPcY_fqv8?OyEN~pZw*wHeI=|O%`Sx#vVfj$N_JgG^*>oQXae<}hsrgkDB5?H zTwWzopwt)#QJ53N{Va`6R)B%o<0hN35Ll!dv)RHX}p+g=}%P8*2I%;1e2fZqMoB z*=KzkyRnLK{o`7texw2xwf6EFZd=W@8Tr#QDYdid?UXj5{7T}}OhOSgv~4XFswcce zq}cwOh~Ou?+Te=C7+JpS3M<8>ONv95{NmTHCR~X*e}O_WSGEJkIs<9l+7z3S$P z^0jYas)pU6f8KC; zMJ05(*8igP*{*-a-FgFPuce)~ULOmhRapkmNDs~)$s`~2qj#9>wtiRFM-t%&lFzyA zhzhh5KyXDv5fRLMg{)~t^UoUS8;!iKLcBu|;h1~U$`8M4U^2nhGd@aF^>Pq%79dH9 zzfkQG&>pf2PtA@qgolpn{filR%pB%}zgt3KCjyloZ_OA2NpWTof6{=U;spH*K$y9o z27~GzQS?*h*}@l6z)pn(0G#(tDgHvayf>1D01(R`;WxkJ&iz1RP(R04V-Nnv5Gif` z1k)NZn>+PzQKvZ2_6w3rz!9&dYz^Sz+e+l}D>^UdPP&rJ;iNCSKai8O$I1bF(01~K z&_g@Jf+C=P!)D)YFX0Z}ARSw&+S1ts<+!4lJ4w9env#{xIh$YY6+fKf2qzzn%Hkyj zFicu#p;uJ$j;){c6o*GcAITXxBIE9rSW$wkuPu-dDD%U_n zZ-PB1&o0a=iLyG2hOOT}O4_A;TzwB{-*Xxxhm$;0929s#g*;P^oj7>(slj4$~XLEsFZ4(|GvA#bFVLhz(3__>-;>6sPoSYiQFMTB9MmBKbm;mdi zmUyPzQlrc){zRu4_x8fZa{RhVV(W%+6DgxQnoZl8zTKDp%!#8qr6s#*@8vZrucnHA zcFdQyiYBcSEEb4?{K2dgtgUM6|;G3zcrP4i*oP0N9ifZ4m*Hz`*J20o@klUMf+2u|2^GdNJ6VT3hnD&GON2tJ$-b zU+5nLs+{G_@~lBQf;hw2h+~fzc;8t#S^~y#dvfAuYlIm60u|pOkIzzf(Q4l@$rGwS zpId%B_*4u0X}m+cOLrWEvUF?}&h8F%No&J#L;NGby2B2^cf!hH?ivPw|VHMsMVU+6Safw&2Ij&F~-7W`jgOBu&i4Vb`b>V37y=?syMr3WT zo-mjLjG1xdH<;R;<{?s@p-DYRU2^~A;k02cmr4tlSzUM+3mhevr* zqLBdr{FhX+{#>n$AahuaRk;>x`Dj~|&0Q{9cTV$Em7IM)H?rEYk{4&rzfe2;JtPjn z7txNhhbt$gtUz28{b#IT%9q?#LmvS2=&Sv^orb5B{^*jyiBMe-h!6nNtKVIfaqige z`UF5m^pBX7KczTQab!s(U{mT}06@f+0}ZX-&&99`09XIYf6K3x+uwoa`F8@4L3Z=) zX>p!i30;iSk^ZMK7n91Jwl<#J#yGMZGlIO{@f$HEVb$irmWpH{S@%0<o$*s(|d7K?Na#+Da6@yFQx3$@d`pd1x=#IZN;)7kk;w| znKCNBXUN#d27*IGxH{#b_`K@@#)Bo`LbqO5xGoFSpO>+LA>?;Wm6$yFb-8Opzyq|2 zHWYY|z{HcJw0V=Iz#oS!DK5$nCl5 zNm6Mh{xWoo^WI-qZ#^z9L6bq020@M{DLB3Nk?>p1QuF zKe_P<2Qu;C6*(In?=mObIOvbd7%tIDDZdx(84;FamZS~A##2D=9vqvHxf_MD`j1q# zdoXmX6=UVOsD!YE%1U$Xw}{0fX2Wf-BTbEpxYGy0vmRL2&*c=1WMl<_Yqd}*5ANfC zk&bnfLD+FTNXa9lJbFiLtiPrj$h7hD?j%9yy0}e+07OJr_>tU6WH>A_>5ntAQ1SiW zCT9bmi|0KlRax)|L%@{SV9&CS9;5(8lIU%{|O#WP=sKvk5Ue}4UYSU~DA1t*wiRZm4kISAagd}kz2gEdr zNj{v;MK)?VA<6ve37j^Ea0QBa%O3H76Mu&!e+zHSJTP&A_j*AM{5%44M-Nu!TpeP{sD5vMf53S-Q6pHZmrx=h$7wYv z{?afhXXm#zeYGv!1tgZOYFRG)3T3$SzmppLUB5@mEI_&mrxtYYxt;Aj@9Z1&HIlOd z`tkV$%tZArKsN7O20e%Yp}~L08Wv~5SR)sDUD|0O3XohprL`=dh9)s%0aWTe-5)~y zq2d9srP^AGtV19eX>>XD0_3HvBBq*h15i#PiRZyc{m{x-% zzC_G4epAAbP3$dfjuD$KrSM$3kej%gvwEEta9OX~LxMLAn_eh@)YVQ9#tu2XU2nv) z+9SQ|hTeO`=xbN@@>3Ji?8V$bBb@zc%a)hY87naYYvd_yeMDqM1s&Hs6TdeIIcH;| z(2>M>Z|QIZaL%u?UcKk+Jl3$fN%Boi;MOW!n~8<7;B>zG6+2#3{iFUsRNuLIu6wK2 za<-~%H#qzwx^7UTS8mI9YYD`4z!qW*i!-CXlNW=q`uYVZu4)fLK*o)PHL*qXq4le-cUcpIR(YY`?q?vZ|BccBODWk&~kxtin6Ow5R7^Ypb3pQ5I|;7b4;CjALW3QbaIa{kPXGgV%I z+_@EO$pXF-F9w6TbyI|FDPo%)pr;4V<>wm5 zdsp%qMN`X+;&B}W*Kg1f-aiM>-Bglp%l$Oi%COdwr~EP4Z1q)-K(3q6!fPwSx>Dkg z>}h}ZE6rG@;1{)tlCu7SK1AJMpAyWSan~F5QuOZJ(U^a8iB1v&7WP8M-PXr-5#eiS zz7vN~Xs_hOKZ){@UZ_zu=E8aA5FGcEzgOUsbrV(z)Z-SKfY0QgbY0 zEC1IUI{LN83pH|inS^Q4!yp#OAHka?br1~!yzuxe>Etb*BGY%>c8IDO*}wUCJTNl$k9Xph{sWSF|54kkvf%iMmz|vvtTfm zub||G8#5!%#)YQuyde{lUB4zGU#LK&T=VI!<&Dr8+W7F>;tlrs<*a>1<{Ic}`+VL~+i_56*thJ=HS?t6EjG%u?UD-- zF)yj2tJc}t1uNXj@7M^ighZj5MH;tWP~Tc9mSCg(vR9o;)yfNL%&HIx_`Y!MK-v|(;0#$h=k|!8k6LZD)En6@H{_O3{HA_st>*T4ag^h(-(E=pIA8Hl(?KvDc@9f|>P&RqYv2qTP-G*)VPHk>x_QPT%3Um$V{J*?F1ow#ta z>Bxpu`(8{?xaz%2P*!Y~bNtEPH-A!kCX6}6x=%=MSZR6O*34$ct-(@y4^J`qQWSRg z0l9*Jb^SP+e^q`~O@zI#FmkQx^NyB6dJ_4^RpycyD|n0!o~+i*Q<(43u92D7T0PHy zaAPP;y5N&m)2k*>WS?g6@Pr1IJae0cx9GD-<-B<-3wg8%a=_(P4d`WUsuIzjq1QPHNP{CmOFzfLF0GWv#pdF?& zH_nLvFYx=0f?PV?cC-2Oh^;Pw`~8Q?>Fi@q_|dLEJWYul5{TtI`$ZMN6*^%f7U(lC z2z)?~QqZ@+nz~FK1Rf{c&IB0-%$m=n#m9B&6^c|CRJcn;Y+>#EJOnD&a3F5GOwpdv zo8h{c@Z+kpiC7YqG5uDhORiWblj08%lV*FLJ?ZZG-SBe>*g>y3lBWC7Npbk)+@c6L ztdOgN-_e?dV1FLFg)n^XK+1nSOn8#26w8WT^U^8!kxn+mf=^saf618Z8Ri!RfkD%x zYe;%pPsG=OZx?spUu>{k)cd*lZ>p*253lCP>lVOW(r~w%=GyEpZh$<}-t?=BqJFvh z{b1i=qt)kT27z)b;_eYXbEEQ^3hKj^{JLaSR~DQt{GF8Sz27QiAK>Mai{}q??3yrF zSH6^(-!&ag1D;Yw&U1Y#!x9NKUBbI+fTNM9uUS5}K-g0^%&(V(wigr)q^~#>4AXWs ztc_OB5W5de>>KVj&7x>}6U=JDvk113djAfh96X#(aHPDet_y+m#mzyImu(ZUAEx&| z`R8ew?hRTs#U%bTdy+5K)XCYJxQ*t(nuON@JX%$~TbJ!jqANt+N`niqIqpSnWaNbi zN_eQy1j&{ZjX#H2+>=?BiGSUI695E)?WXn#Es;qY zMUp-i%>&D?cb)ta$z|VmL&+dfIPayi&nfs*<{j&T(-s3YAYK5YZ^VPNjePn_7>zc7 zW-S7|$yQg(5BIevi%XaWtXbST8SY(#!BKLR7U}6{_(IsMrMIecp=`n8{uDeIPdKnm7PIRl~cc39LuyzTRUM8An)D9v)^oZ>+X(L+!B)F4j!~t1uOoGAj*_8# zE^+yvJ9^+oygpsXME~sHv=_XS1}vo^!M5B0fI46T1u=h103)7;LF}Fh1Molm3Dts% zhrerzF#xpwOFlaDpLJZ1&``+Ju`HDNe-Nl)*P>UOo33C1AjUr>fW{ZKqAYYW%{(;0 z!{^%s!~A?DM%%Q-3jnmh!^eO4E!_=mMyhT0Wx=Dn07M@)q%#5at{?fc0CB-_AtFCa zT`(IzxBoQ$kNt+lpXBbaw8jbnRDolcC~lS=u&p+|3qg2M(ReHf+yB?;e6j1$xc_Y%@r;`aT8e$- zq4__E+)|>_|LT9+KKm`mRgf6N9_{>Jy#D=b0M$V$M{)AA_n(=UHKfFF();oF$K$3w z`zng>3J-85o$cvo`>4iOheczb#liJ^VOa9g$__DpJxEf1+&His@IG^fn zcj|~1VL5!eSZ_xqqw-afhMo2#bz zaMD~oV3Ya{=Fl=E2~ET~D@!DVw#)lyCfZrIDxnQ|pLhaw z+5t&{E?u4JhMN#V1`5HL|!@ZTFS33n)3 zIgEGg&-q04>dOBW8s0+MH~a|8a~a>l{EpG||J76#k&%rwO%(YP#H|3=ZO{ zmiri7Z|b_cNgTeJvFhHWOkJ4WNhfaO!&2UTYv1QaXjePNy@XMq{s*kHI=*=hDU1k> z8*-VTM%Do?bad}%^J=XWv}bxeMoXXkE+k998R?39Dsa6ZVPQ5CyVa6t39N`$R3Mf@ z+UErUGx>~-VVUR-VGWXhv>li={!!vfA6U&;kv^NOL~xGrGj$C#$|7yly~aqC?{O~l z96E!8og)%ME4fIB9acF{US28cShtdVf=xg+VGDY&Ya;WDLJ4q^DU1(rzd3y^?y=#4 z=w249A(2pPM0*=$Zk)7b#4h~YiVly2RIg5rp6iz+RZrWbhh!*0 zk{>X1@I8_p3*mk}&wf8~Q1&m+jy1}YI6si?WCEr?9035@M_t_cJ11beguRYhlSs<6 zIkX<0-FK?7?-!UY@?e{uE&)19I{^N)U}fu54zC=zt4UyvFMqlMr}Vy$adaw@9{PtO z`q{ne{geNqF1F2un`rd@v|;{jcNYMOX>k|=L<>lN5xsLFnUou>Hmxf9>8CL~PrN`u zQKchEv~{C{yuVsnWAI+37q5B?X${;pEJwWEjuZ|1Fi=~p0p|Zu#~2TuYz1{1ES3*q z*8f6xhFIS#A^xzn@R49^tU{02m>n+ue{URU7m?OrAa2)rdq_-MP=hv~@+E!UqFJ~6 z^z0(&s3Z9Svty15k?Fbv4h2wv`4b8>#arPymKyyx+tCk|@^k&=kl%yXG+sC=$!JN)cuf8}k z3z>k%_UTv$|H&P0J&Qam@U>>UwL<;D?PVBr@BNw36h8(=AK6W02il0*=>^(=7C{DG zMtcoE6{&Xr2L#*ZP3(^e0ln};lZd&PlJ$miFxhL&Adw-=3X_6LD|OGIEQ$Ts&A0#@YBfbw=6Wo zi~>IzRm9+R)!J|H+OXf<*9rxZSye%0*~6U9nH>+Dy7TX-us22`^UJQA>J(N-_1DLE zSJ596+)G1hX>v63A*=bnO6m|+|AE>|Orvu3^AV<%d*WD8iUp}nFZM4@fnTe;;~e++ zfIsQ062=(|AiaLes{O@G-R%l;RFK(Mlw_%C z`KMO;Ub~jWWF9!Y^V=zMLzXV9WXpU7kA0d~8cKX+pEFU>jN9T|yPk8! z(bURd8)XJUVU&c!15|Ajtrwp!n=E1(jioB8#1biroD8x}QM2q3Z+JOFfRTg>EvS}7 zjHO%6PgyR%3u*y-x$P%h%zLIwr~XQ@JdkkmrSr*QEdzJ1oAsIGUlR>zK*<^F?D=5P z&A-SBS30gMm}e?My7>NL?^%hc6%PvV{kwpAo* zk+VEEx1Q0nY+wM-$8D-pK`ooclRK2g`BNn-&J^D_0=+B`#Qg7Vi^7RPuF645OMAcVZn&kzN${I5yyAXiuMf7Zx;#p3sM0BfPmKj&u}Z+ zrhrG!NO<`1oFEkwv!{iBG+!ZwTQJzm*zTh*;olowAjgD2-jI!y*co`V2(|p@(%7VT z$eXMNXgO;*M_%~BtpNb5v=opZnnb?-__GV6&>*jDCj0|RDh-fM0s|c&pFaRc7~ul) zgBJYa9*3%%8?9Dq7XV#{T^IvO3p4zCcdg+s0A6H;X<76yXTX1kNiYN9d@1ENK z_xSs(iT^iz{{MC$CjkH`8t&VM{lXPs`KIz{&d+ojUS(jC-?yWkj>iHW!bBr;^{667iKB%;i za2sD^FYK_&8s@(bPLXtAPV%(_9$}ju(ijK@Ou51Fs3Uoi4YDpHq@k^ntsTZyc99}D z0FWv6va8&nfK|3z$OWPqCg6z4gC135F+D%Al@_=T@Q_`9NetVpdIwrG!4D|^E@npr z!1p9+?CUf@WulUugBsz7p1uNYg?&Q}XI|4WkxFjK_WgLF!^TUdpO&`+WSHZCU8-it zj9=ZXu~A$qEhJ>y_28DMXt94vs~kG%i_E7L^orFu{l}YWL{m6-ZqH*<>^^s*d?7F`5d?jkE-8fzfxkX8qR&@ z$iX41c5`xR!z?*uYO0VZ3#sE=Z+XcKyx67v^6?j-exk|!( z)^Hw+sLveSncvkkzbpfYqVb~wd}H?JjmP$BJluU7_mLYUmRgS)#J*u0RAkQ-(h1AOle>|=6J0N(c?rrieMO21Hq-6bb1z7iO^-mS zV8#K2#u<%iO86@io7V%B#4?!2&w4U4bObZ`G{kxuzhN%6snHw-85E%+!TPjWv){UF z1n9Upyo+hpyRw4$fGgRw*@Wd~#$$6^)`(sb$Z!l>%j$5$dHzUxkh4uk3H{3^#t5;% zO(N<-P%Nf-h@cC24-Cbsaj_f{1w~uf$=|au&0 z#56T$UOa`V+@(NQLm3QNIaEm&H04%qh3v?LY{9OwN-`7E)%yel8|#2FVyL< zdA5JX!ZfFvDm04{zePKX#nssCaQb~?r;{oeNDLEMGee5;C>Z~pRWyW4Y5#1xL0rW; zpUR}RPy3pzfL^i^sU;0W;VVAk0k+k73#oC|}(r%~^-cotCYpt)P z`7#coxk?Puc8s#g;U~4+Z-m?K#sl3} z<@BUVU~ecWlgzT64eh%C`?7KR%>mx!1+5Z&2V|piDAhtwe{L}uIZK9U&~KUH%^dZu z`k`ST4_d=yr`B^unL!m%;j2K}L3=E*3jhaaNM+jo9L8>ZNV9{F$|vrHK~Sq=+G*6+W!I zMztmd!f1Xn*4L&ez5i^9Lf+%&`+G$RVw;Vr_y&T18B(IUBC(bae~IPVL*!PhXXmx~ zr0Y*w!0x5@EC#=0a;^RJO@}6rA|>X3K1b*W)C5z;*}MK7CWeE2K2emdm5K^y>}3vno}yMW%Dj z0Qx`}HRSatty4R$S!^I1&B+yg9l>B5iQQsyG0W*8SF_$#?@vX0SNZoz?suq6`rarx zf`Xt|2c7J1xq`^rWKfQ)-a4FVMI4!x+YHwa^KN~ghei`ZwF(pf8YU*rb-u;Aabz(R z^Gt_e)=UH+XMBLt5AEO!|9`F>+Oci`U_C?&ArbVn;U4ame@*d~U%t{7d4hE~>99=1 zy;UZ}Q;*It4+4^4l=Y3+$04K%*6KRW_=B5nBahd#CH zxpTTuxAWrZjM<}CXJZ2~tTkIxlnchYa9s)nnb+4lsJagCU=G7cmkA``)(K~q37;$t zbO*K|K&-A-DSbj!a=zGtbV0WZoN?R$IC)W-vY8j}$(bPUmJ>wI_M>%)1x1z!PWOgE z9Cg}7n41JA@|VG@FIWJ+X!LO0;u9lb70zlHTstge05a}sKCrI4-WuQ;ot8T;0M}L3 z82?U1suyfJOK(PyxK4p0+@UeePGQBfc>_;iwe4+xmF@9Nr+pFF`#wwD&|4r^rhsto zR|{I$!;53u`sjmX2jeTJq!Cdk%~(XBRT|pOiVGQjX77c9B^r_raSN!3tVYb&_hWXO z;mE-9raap4VrH;v!P`aZaig~2ej^~K*%`G9Za8=a{rK@YBH9;~^}F}CSA-lsJC!_; zwfEfyB8xo7RIKw+D&lIyZC3Hv!*Z*HhIEr|;xB1$ek~Iu1Gn|x=11es^2b+EZf8m! zK#HE!Rq4@76OFmQyIEe6__7xEbX@P_3}9WX;_wS9W<&M&N#1uESm9H6%Z0z`*YqY! zRTy`w6PX4-W|dJ#zyKk_5yF%s_`OxFf8uJ8>DKk+yq^=y=J3jU`CrB4RexMylDxA#CKYlw(lK(Lq~`j z3?Z(H=wN$1O}Sx^zob#mYJu+&Q*;##=$UTMU#L}Mzua<~>x~4dle$qV_SJ&g z^fHc-^!t$g0viA)g=XA{isTIV`p$}k%yoE&*YO?G3^bPQTPB!xRO4_Enu%fw7(O)G z{co6uWPvdMde-(6COT?(t7n#RImBke^_0bFf0$JH7c`7QDfZx;>yYK%5#O(pqfs7v17y6J2oBe zDw4pbXGP-hu7`PYSLhD5SVyuZMHUCm+SHjj8egx*CAqST_N>~+e9Ur}j;Yiwi0r(O z98F`T^eM|RiDn7WL`uAZ9AHYV^e(Fv(Oik7&Vyye>`_5K5$ip_>3Tr!gK|lHo0fz= zNizFWwDK0tsCvMqFc-JbsO75ntjcF>r`y+&32UrZa4En9@j^@}8MaR;uLZ;61=_%L zr;95P?J)a@C8CY}tMbB*8gFTzy@Zu98rfvQ5(akdkH>gW;QK^_$m^7QV@WcA%rmef zWN3Ks)u%#nd1#r(0001X0*gTa=uoupPa1&t5XZb{(?~&Wg$8PCg zbI(J_j}*js2Z~46=pSfp@@i~v^Wmr6s0=^x#ajsI^9Ko6S$)X?TK$G9Do^$0A(9Pv zbgL!H=;VYmdYfAXg1zgpEoUAvo`pgZ^-V$0@4vbBGqu8dl@FzlLYiHv=C9c_viuhH z69zB8x#-BXb4!&!XEt|f8SGW=@EQ_a1ZiP4l%!b*a-NRXHizPBC~i^#K#V>Vf;%Z_ zHy1mC*F6THZyoPdZ& zq^46Vr4hdDct|}suaViVFHjZ1=H!#5vLL7r0-JJrjGqG3{D4otQU=&d-R41K(EZN} zWgFz}hLDwgPy^`XPKOc}o!{d#9gd~6s0+Q#_iX$f4-Vb<0dT%#2w*bJegZH=U2V46 z(o%y*I60mqh7nK_8<1!YEkS*(hPlzPp+U)P@nqjM)nl4VCA0j+){MiG4i#22^5%Nhd4w5gZGjzgw4C)Wdja z^ZO3?v+=tu9c=T8V3(|(DFxysOd^78js^(W*B4nY00JU}C*+tb->?km_^+L*=a$2S zAqAv6$@Irs!3>QUq%qqmhI)=}8%cmK5ja%nU0hu>-m@}RKOXgV1^@=4f~CY#H|I|7 zICHeUpbNY&QH%>@h1g82Ngd_>0vhsyl+mXVKh-qTT$~O9=ApBnrtz`TrTmCP@Jp8x z^sevNfj>MpfG9O!gJexc|1}Xe^b*qfEoe)xS{`Em$t^AnRmNAr zd#x3ijCvL|$7=MAXUtcW#r1iPZBml6CE|GU0)+QO1(x~0m~O0V+c8Yu_U)2dgL;xMiQ!+mr&+to}!6ubhBV#JWt-*Vb+oTqwA zD&G>k- zYxnM8{1bF@xDM@pN;USl`SL`ond}$G_Sw)055;Q>VbwMk)2M3I$`Uf=IZL52gY|}$ z2g0%JR_`B}MvHI=F(IMeSyCpx8s2E>vU3JtQ%nITmtAeUEIEEli5P!7?w|ZgYnPA% z2cIO5BheH!7j%IpPz*;KyLpG&q(^(!)`{0wZ!~#JCiY@PY*=Ok3^Sw zR_Q1-xXHU)(Zcf`)}Ig^a9^~Hi-euxICI+%l&9Lh@LnFx)G6&b z_I-`z%V1|_tzjnjKl598&|E66TQk_r4Qx+FbQZsTSz|EKa4DB;1<)>&Rk?mk*X=yT z++Ng2{i5DQ3AT^j*;7&-lM=e5y8<*mu$Sle4JiM3D>T6=Cd8oU<31ceZB$f>;*+#% zNLSiRXiK`j_%%~yry%N8Orq9-6j7l9M^M2$I^M=3lH$;axPGNA$tOQ=2TW`qKJd0v z+`FIIiby-Pa8Y=BqTnY=pz#}lgnn`q?eX<$pjTG=M3`A?qqTajQCeN$b%_U z=n5wR@6i>MxS?6>?G{69^In`G)F%AIRSLMYNr~E!2Z=PhB^4;ObSfAo#O6+&u^SHk zoSwLfgEFmC5me+UU+^k@8gQl+j*9+JT0ES)o@gTw+nKTqTo2c`O$>y5lLC6qCI~^K zmzMgA4uMbxiTU$;!-nP?)X{ZMm`s3EX#Nco`1h+=XP<(fGy-WvOoT7TDguj>Wmahh zAQFR26;>rOT^}>M=VNC3;zKdMzXSsOb3dL`X_-}Fl^z?5K*pM}p{n=aP?k%OQ<{l* zTg&qjyqy;(x^%@UKnflkLE+dWZQQxctTUDLzL!JQ5d4@P*R+i(_m&(SA04^Old2tU ztF7JN5gwn+>KvXDj$U-XHX;_K?__q0-%r{dn@CjT1$cfh`JxS*k$gV$m`fsskKI8h z98waIz4e3trZ=h8g)IwtHlkhbK0rh0wI$(V0Bg#LQ@Fb`7VFls>CE4bjI{cz1^SRW zX2l6dx4Bp0sJ|Q9LFvKd=P?|>14bK2PQ>y90A!h>3^qZg9ZMP%n9X~lv#?1I`^g#K zgt^xGxwt8t0E&7CsOTv$b=3tG;2v=1V`zHibeUMk>AaaPHimM~v&$`%e)k4bBn_GB zE|94%Vp#ke0^JvA%?vWq1Re|02;VLtd=kox02%>Tb{N59Md;F{{zLUGxy`gjCpJM- zn88haADW8Qo5BZ5DtFfK{aTyIV75-UyW+m-nN%(^gGrB~) z0RzbS?_(R!=2!DUFP@?1OZe-hIHY{Fx{M;h;uWXaBLq(Nd+<;E6+0pWiYgwfPY*%T zkQ7sNz?tn=SOEasBvf0~U$Yw8k>k&-KAV6-!XY}xMm6!{tV`TXUCvo^v-Mxh=?9}U zxmY?SwUFVuE94DFX&e*c}@7Y_8=WE)&1MT9K!g;Z!vrrvrZ*Xo%U@}(m}L0n-7 zo1+rWxsOYKQ6Nhwj9+cdu@sDh47II7)ODkA$HeDPrVk^A@R1=I?mp`6Sr}xDSIB?yuCoi9W<|<6p_k% zRQ_02O0LSoPg8A1^s}Cd4%R+I>bk~*qOEciw;Iu7;RUMb%D-`#k1k9}O5l>z)V!D` zo;fE^=eBOA9;`ycd~T5QT+6*I_)|<#a6F8&3Iz=YUBc{0|k%SXS+fl)uy|pj|=3zj713=(-sg$w2a;HP(PXLZo51~ej;KEa6jmg_T!q-!C z!{>q=wyg2|**4d>2zqAgT0e^1m}na$>I7^1PK+{{R+8YnmTJ)y<@O&B#k{%a6WwDX z*ktlV@ci(EZ`!KEDGv~&%mWdk{zUSt_r>F3CVH8FX~VVe^mWV?se2r{HLz11F~}!_ z*mVxoqy3$17{k^p$X%4;_WQVgEric?2imd3@e__Ey}gMC4MiuI3){#|`0XyWXbIP$ zUZ4$HDoPAyUE*j@Qg>c`c?+85yLw<~L1B3_qI<{5j~~4S;08h~+dIg9%9jItyGN$E z;c1D9*_fiheklKUKOEV{n9)r-#IT38vuI_s)&)PeIesb*rRn~PMu_*yg+WSuu_TTM zxo&II4z@AsWvBGe38VMNTD9Lrwp4)w!^AX;wCE%l+OYviF;9Bu`d=8Qw$jUYY`9=_ zEXwF+xn8u=&Sg!8Uz)8f!8RpXM5)r2w*tkcOXmCLak1W+lhP=rQq`gj9$Kw06sya> zR-?-M;{Kh{Ac^~ae;AFmNfK_S=VSwkLf-V)X~1c^A)a#pQ4YbeGVSb=%I@1`RIH!~ zHN;Ru1li2xkAgb12!j_GOrmH~%_E{98gu_{-BtI3Jii}=k_NGlEOlT2`)QZx;Qh0! ziVusRfxzRhVxO99wRx5r*Wb*a3C#CyW%+>WaAj+r?|O_rIht*daWHC*zS$5?GxL|SkC#q_o^ ze20}`!IeR5us#GwoUf;U3Hj<4z+Q6*jX%T7T#6GNHgBD0TF1x8WC6ONMabgMXukn~ zb#N)?x^M@zW^dqu-joR0C4OqeYu{y;XV;usK+I63Zs6UnKf)R|b#z)x*&OKsJnoK7YmZ1vA>?DT)o; z5seq~KPkH{`wP&@J#x8{`d$fJ&0usqWy@L&_}SSSW%o_u#7g@`6C-y5yVnNc^$5TE z>T2Aa<4ZDsB8gxo%G9umrD7`#6Co|;E=2&OK#UW32f|8S#XJR+I`b`iQZ`v)ZU%?L z^K$+yKSBG6H{bwW{}stc{Djl!ZAw-(eE-ckksZmu;hcPRZ1(d_ZwHnTZlP1*eHW~T zj)=LTdjYWWQUQJbiv4JlHl^4O6V=%M#D3Hhg&(n>EoCorlTb<5GI))P6_nfvbq2Ti zRCGT-XdAthx5*GdfjzVVx!66b%Ii;)CB)xc;0WCm#RlVYF?Yz!A7 zeLQB*_at*OB9_>tn1qHyZ3Fc}8ozS~wiFGmzDp9%K!?qLy{$R+XO6fZYW}gfA>G2C z@D?fx7x$lmc(kFv2s?Kr4=Sg7^&dbCQO^P~mv>VU+6m?Z6lsKmB>nKk)~*X70H@Kcf)cUYm%UF$7#~ zQ{K%H6u4DTNfdE>>BwXu78LqpG%whcC1P-KX!5%d4j$3TR~*#2h#rctT9CtDHSIVQ zk2zaOerYakew=svA=AR3Kgsc0E+35*1vcmlf~%P|LdcM zrzo@aD@i{JV#?ZjzW@=WoVF7BhpG4iH5=l#;{hu-ab)gKr6b!FrsLu9@pK-GO9>I$ zWq}rFdQC@+zV_o$Y`}^RSFQ6I-D&0pJI+0rdo4U5D-;?mf5lH5a{uOsSV57%62RQj zN<4dRQh*3MZdW`Gz42?gN#hFAzIN)ZY-?1vtf%AdTD7`km6RN4lZx0D}c_>uc+M^oc>YU$B9@$6eS$#5;peBU9#UMaa3!=%5X zxSxV=XTgkRy^lB_`ojcGL4+T5`#?}}SU$soZh3Q{K4x+Qx?)HA3B%zN>m99a{W^~u zE{6wYO%U>rszlA10|<=^jz785EY$)R`-%*djG0<5rHCD<=ey8Jp=A=W!TK&D^B;!0 zuSXr6-u$Udh-t8>#aCV)F(_Q`a&o6~@$xV}6$;E-VlU@^JZMz+MSIA#g7@@MlSZ|c zU?@IHOByhuR0!0~oy=(#(mCPSdS=q%Y8Z{gCd-l6y~<&Zm`DUw1I4woXyqQm=`vte zp`r>j!PJNaUBT;yhTgFOM-Uc4rmEGz&n+gA_$xi4CNI(#NYQ?fb>yPBYDyd#9J>IIfFjJOb_=1kgH$6>Md7 zJHH)N5e9TU>#I&J%Fql16azTQ?lcu!SO98u?d6=hvD@8w3;E`{kmj}`XU(ucsYPno z^IA`qji3-04_E2!a?)cKAB2My8k<|}rK};|pS;K_TVOe$8Hfnts;o$|Zbmm@=@f2t zBDC0aAUIQ^aW9B&X=KwM;yp7>KW4F-n!us|N#@5Z3y4v1@gFG+QAE6f0ND87mb-Oi zX|k%6)@;N6!n>@mpiUWLQO6e7&RxHP1?Rz<%n7$YP0Q9tUq+d`P{Dn#1c{w9{=bH< zCqZn}_>zfl`Bjk6@Tsc3*x?)!%si|zjtIGGQnm~e674mf8+6VLA-p0o{hL19(SY6irc3!Dbq8uad(g<3PIF0%{?!c{uBBC( z3o+QRW@OqJd#9F^Lb(PqkSw+`2~@RD)5pg?d`d_j5g{CMnf;k{9S}eCHe%F-a!{v% zM2X*HX$@Y%IWkE&gg);fvvx3~0n8-${hQqxVSGoBE3prGSfrwaZZ7>p-&n{65v7Tw zgklc;H;6nK%%@>b{MQA)z7TQ!_7-t)wz_JXjf@$Tv*I#a7sYw;Vz57Dhw=su;_#HN76EiHnB__|8o#UYR2Er1?ce}m%Q@)w%Plx^Brh*^96wq}}j3c2$2sO-oQIhi6Pc6#DVdN}0H@l#|%Y4an} zl770hC0IKm`KBEew%=zL8=P2O-J6%>X}A7(!-HhT@pobld&leoGt#e5isYr-I3()v zoGc=MpYPG*+UF}XKe8?jku54DkXrJhqCYA1(abiCt%~be8>@kENDGK0u4C^V7J)=F zJ?dlec@TtNTi2+qwYR)WBs-QU3pCQ?7;Dc$L0Cl7_jd8CD+{p_eIj+U2z{vvY;jv7 z>I;upQjqa6fGV$7qN0)Wb6yC+eTUdMp>ij5zFE1s5{T#R#fG*Jpt?Y@k=3!dHe%@= zFF(|T)V6_jc{a??g=s%RjSTWYZIA^)r5mIvo``b^^uJ7P@KglRXM z;DNlRgvy1u>b{ai0z4*m!W{JO$tQE3LP1ivb%Br5gZFa$#(2T`o%P`M&Uf7bKAdte z3a5vM9{H$r2bi`W(N%czBQ9>|1{B!<4$(xb83hQXB*uFxnS^1pfeR+>;WzS~WoKwLfiOMCT@Ym`!xUlnYSqnV*ggdkJrsjX@gapBUY6Pv^6nk% z9txk%XFc%jjp!;~s>GpBoZ<2!0L@NnNQo!y|FSrXeEQqs%n9aKY2rtx5ZD1M1_QAF ztCht+&))v7EH)gJ$Wofnqb`Z&hXHtsjHSDwPvtSDAPgyGY^B9qV1@Jc5P zwWO4{{Z+ZjUtgb>GjUO`fNrjTACVWr8d#19_dJ}Ys|gZ0e5F5Jci=OrI*oG zlrjw^vwW$j+QAGLiyb zO=>E$W?vxu7cSq|U~)ik6hf?8o?y&eoTwJ{v~3LD=mC>Skhd7=3EMU*dAh&v+J`j< zogv;p0s{W`6dS@-uS%|UGO1(?$^uiLxcW5K8e=}mB*USB&+3I=-+FRwb3Dq{cZo%u z0P1SUpdQmgX6Q!lSX{!QRWHt|cf=j!73m-a8r-e7MrYQ4TmuVI&s-f{qKZd_O{bR7 z_S9&wY=tK9QfQ@ft&Anz&ga6V3w5Bl9Ab3o%Ps&A=GKy8WT?*o zJhnyfh2ay@j+tZ`;_F|Fdl#I;6<$1$isZzzgFHMXwNtqc)k%~D-W6xMM@E#a%C}l+&NMt8u?aApaJB_(ve2f&4TKAiReNlht^imDCQ^=dNC|i< zHHT3jq(P*)?}Ctm?I)l8W%X?tpH(k0w+;kJmR}A)L5k#NOLTvJ{2V4%)pCXWBUU45 zNaB2}7Xc}odf{2OosC85OhJ+nEZ(d|Pc-zNAQ>O&7 zjXR$lE`mKs#@8o^9*P7J1|CoWISu5b2p~!ZxiN#?v@QL3$2#Qkm3KOFJhh5Y%k4x2 zt`HF!euMbs%IeD*iB%YOGio>D3+E>boEJr&SEaOnbbR?9qTlEi*FMf1^U{3AejnC< z(SYHywWh$t$Tuz`80AzHW{9qXsK$a*g@GZ)2LD9{xQApC7XF3{6p4-Plcr0Cw6KDT zdwV~1!|?IvZo9}+CR*8|=7R&8z2xH)9@>q>>`B5wzH`qb-mxD2F4O?TU5?Rel`1oR zaJlY-%f5X7VlMv`xTW#6ADm~UkTDhcr9Y_cO+q&NE3cWF-);c5v&B79w{6yc-1M6; z*75P?vQex;QL#gYdnjw~kh_9?I%|j&XkzifioiiIhtl|T1q!)jKl(=W{uiBz<;o<2 z*+mqmxhtG?8qEv#-~pbnB6|vAryuuY!C%+{ z5*E)9>g!*V(%6&Tc^z!7Z@4yvVNV5M6!K%oyaDgiVPU8gDz?!Q@GJ%4VhmY_%0>On z(k&SxU_8Y<1QG%mgmJSK6LAld62v409lJhYTuHov0wnr3jQ5;X_AMd@;SRxj+JYo~t_V8YRi-Z#h8Tp`F9 z&8?*#D_3Fq9gxArpq3;&HxPTdUV@e+(~RVF%{ztkCuobBC*?9`*1i0ug~9!0(>Lv} zpiNJJ^qWO_b&~?C%in@FY{rLE8OEZ<4ak>hs421ZPtdOr27gQ+;!B1#c+tng!(r9{ zQ=hUr`dM0&DP&UH_@mfH(QtEuFPa!4k9TrbI4T^})1#8%Zg2bH^)#H+K{Uu6=Qnf^ zFXZh&D1mLJF%#Bu+j%PE`E;}2Y1u`b*q;E0L=ngcDRD&39eWssLs_wr8^dvd003lKexT65)RiBt{ek7WIHHteB9&JCm1^RboTa5ivzG6*}QxM>CnMF!JU8&c7giB|e zKUYP|@mbS2zRTwe@g;?K7Uzf2@UJ@=^g|IazpkmVH@-7JN%!UN79{4)wx;HmeV{L^<-- z-fGfGHX*fSKh)xVSrSWpV~W2WFnm2J5Q5QUm;iS=uKf%#!A8^5$v40E1kdiE<3))qu~MwVjOF@?>&%!5a+%B)j%zetf|* zh}Mlg@FQAdRsMUl7RXkl1Z?v84-I_Jg!5OlR@Vprzi8kJL;HZgG_Zy|44*!+iK2lf zeyK{R8|C5YKWgCq=7^@lhI+{jC-knrY2fotWX%1@s*(Bq4-LG;cMbjDHL&9!4Q$-F zB`GH=S+7w!(vki*4eUvFf);eY#82xh+}qmTkhdQ6c$+2=;%tY`;U0N1X+ofz1yv?^ zYV(;*Jw${iZMkxc*EgDZD#U^8uzHg?!eMbi)k-_YpK=m%; zn_5Z(>i!Y1T@!Dh0R{h!*?+{Wlg1Qjo7p;bV=7dQS24|333}Txp!!pYH(XEfVk!%tqi^Rnkp7X zz9u!9+m8wlF2jU(0sv;N^?^!40@c7?SzlextR9|IYLgy9KHKPzL@j+`w%P?n37^-g zuJt=T3??kJlH*}}FXl8VkA~1cr`*xNQeQG>$^~X7U?xG;s-sFM^-Pf-qQm#|LJG{=%&2{}E=B z?U~}E^~a$ZlN-$IRFV$|)sUxYAum1^mXEhlRqNU&9W=Yy1#MY5HVHiSPnv-sr>8ZT zu%Ut$=L8X~{T4@BT&$KVd+&w-^YU?gf4fS-W#)pzwp@$GH? zv~8pJHKe9yuFG~m6sjQW5@}PO?=@E3%9C0l6_9vDIhlFP5}mpqEGf9E3RtyiBy~1x77~*TmTh2kYHnxvB9y)iz2rjA zp{vyj4T~_v9O*c{Efm$LFE6e1$$aopSdMQ^DMUEru=uVwCOoshkN?c9GC=;b0KO|~ zqR}!Ifmf8`FvqYZCWspu7y8*a z4ty4=NKw!hbd=Q1uQd*Mwo%08fy?`9rEbC`p8HXU6N!JC94mRwk~S)2;5k-vM$y!P zn6s^3{M7)iDJm)Pn%V0V&{v&;-Kv2RuW&Is=>yr4^viX?=W;02_+Z50wt_hh#rYTJ z0YR;wpAM=AXMc4D{ETpr@{r|J&CyLu5|acv)AAzrVdD4ZSSf%vuTPLowlb5FN)aNA zz!L@t-5ao%z!T(KlaU%7)AbTF$VIw$oTlj{20)KCSS5Cr^^7vG*=r9lI)*wwZseLl|5*}4h~9Xr;CQUl-S%t_aiDv8%UnC$)s=G{P4%eN_73a zQi&f;0YM9)B$>V%$e`z{!xki`ycpnqtE-tu`JZKkUlmJEh!?!3%#{#WzD!;zmrf6u zC)Uu6X`WKiJ8B40jX*t)=jcw_Z$Yh>qAJl%l0x&<+!#2XC z_yTR>lQ63J{2aIf8vOx@Qp))8s15Zd$6N=cs0s}@&FJrZd~TB{=!K9H-GLyqMEG)p z0s%U3X57)I24%etn4vkMZDiftQL(v0ZlT(5RSSA9heO1YSnZnH(bHljNi7;~hRXIl84^tQo?!i^ZU}cQRjq!%0LxZ%DQYta^^UO@6@}Ks_v*DkTI@}~!PBs_4q=Wfh|&4(#eMb4)-nB>Erkl}o#a*h=T3#I5gf6~j60g#EN4+~{MRdoT=@NO)T zRR(`e&7|n;FoV=&-2+;iF9^u1hU6zNm3WA{SeF< zoc|lZ4N+}xZ7tO}b6)+9?9C9+L!Le1%S3&1%AK@aBlrA-u9n%O>-oj;NT=4Rs$!w} zA~^dpL*UhzI^G+j);#F47*lmz&Px=vRJGQ9&}Atu;?A-4GMY;dSAVwyesm(1oTEId z1E~-SGuX7&dDm^@z}8KOw(KPaeIfGQZtvNH1Z8GLDyJP*AU8*7?0T!8b3R zuFyD>6cswNy-?{Yc#wp2x+dltTQlAkI>_P-@q1w>I4;bf2axRn_@5?{TF#B&Gsh>t zXcVf#-F=QOd(zRX@n>K!!-**#tDPI1ZA;$4F_SgWw_hPA4>?xXND$G%35<*~t{ROC z8csBC*uXV7Cyem?ZNbm{fwXKAhMWa{f+S(83&VayX!_tzL^FJ?lZ z^>SGbTP`Dgb}0JY8L-fiIoQ+!qjq5p^^wt;VL|>!MhBIhp7rq$wc>nhR?VRK=?gUZyd3YEn)Xd{B}1uuP3(p(aOCy=)*EC#@B{hUHHT~oZyTu zh?Wpf2M9Sqm;?H{k~pcMV7l-v|3GB~MmGLq-^n1pC57AvcjC$GYT|F}HSwRCx!YxW z^qiof%6`dxKG=g+WUw5h0r)q=QEunu^XjpHYHka1U~(#K(ug5rs>J5N-{-PQ;t5=# zqVmp$iK;uz(jMNXPLocg_6;X`n|D|U;(Q$Ug4PgkU;%yq4dcJVSXevl%*Qr)mT)Go z{NWC_5wGYYn7X~X=`H?v$D$AK=v;1w&-URR(?9CSaF^FMw)~5F{At1;-qD_L;M*^a^`@$d zw?L7vp9wP-GY3UWNhOuKv)ouCQyrfa4v8XxNV3rDS7(Ef2j&suCOMN}AN(JSc4rGM zHRd~*o^l4~fzMk;SpoUI%JU26jQtQ{vza_T7RQpV{7z>wuVG-3zK|S;SLiw5w-}n$ zP0DOsQE8H^6c5df9jXdrv%-3WT#GE6eM3=Q zBIHj|%G?1;5PM!T&fV5^);Y{{4QXaYHQM`*`z{Mb3iCS`jOWZL4|wVKK0Wc?y7$P* zDo?IoM&^h&7xf+^tnx4U*h*j-e`?5sIjT+`= z-$4tT$nFWj{)OaYRZT44Z~%Wcm6DN49y(E6Jca#dRXq-hhV0?-g7H5Q=tGcBp z1X_tIv^75nVBZd%F1Yy~o0_(lAx-i#D@|X%d?1X#d4NLZ$2H%zFktRuGYxJ@ynzGE z`8Q(!8DgtD-delB>0-3bJvb4UM0^>fM6$13TXy`K(xJW4ymcygKP&39Y$lK6Y|xTbti6zZhh` z$>c^xnSOt00S3dKL0gMDx#5}ecVq?>7&9II$jqEu08?l-kNIwFdDnA!GlF5Y@!9Q- zb)t6QwcX49h6J}&<7Kb!jGJ5$M>rYox;w+9H)bY83d{h?-$L%a;GV1tL{zFg5ql&2 z1%Mql`B5;I@oI^pbeZ5m;!QhufVFl$*Pv})$ma>(NR}3~%&)Cma^eqPz%^)0O|-a# zJVUfZQ!Ja&mlMw_Rb3)GDVuJVRp{WFi((&;BB5WZCxFt+{-L^SAQY5>h5X%t!8kac zmeaH|)Hu{iHU~7v8q%||{<|&1Gvc3hG%tzfpLKNh|FVuQNR}I%wSG5FeWVVqmyBhi zrTo!n$_jvzqgaWOsE|7Zc=Rs=Z9hYN@Vyv3;6;2LG^#Ssj2FIP8 z>Unf-=5tf+K1Y+bnq=ZbV@LtwF40R~TftlSF%z{R&gus_Dhs zzSj0;^loEBAfAtuf1is5ie8>zOXq)8xGXxvzR={RyB=b- ze22CCTZIeNhKl6wqZ!^r@VkfTK#Ky!cSwXWh=8(>*5JE1>_f;Sp>;c_gSuU|mX@MC z4>q%{7}lCY|NUH0z&Yf`2*%YebM!_S1hP8NTRKQs&D339)mU=)2%hzwq=dycU3+u%pjE@ArjBJhOCPUf`ORL0D6PLyS(s zfF#du!&SXe^?aK*>~HEIlI>>MVIb)xbP`$l#Gr5|49&+}wY-Xo>!hL+Q9-sy&TI<( z+ndN#K&vTIrcH2nqD?U9DUGf2%u9_)(Vn5JFM9}|f9&#!aQ!tcLA!}J@PJ+ao|gY? zT9!Y|{QSRdNN)PF{{@DmV&VT2L*fkgPYj9G|6uPOoGbsgZPD0vI<{?_9lK+vV|HxY z=vW=wwv&#Nj&0jmH~UnbclW;atD{%@zTU6;Kls+FRb!4ZK4Xrl_-}$FQ|teNAaNr6 zuLzRb;m#O@l~pmGuI6xjY_SsEM@{ztJfK#LE9|lRr{fsubaxV$OJ8D1&*f=N{M?HU z-}*>MGF11D)&|t}Fhrb$*rZ9{E$~zNq-0z4o$TXKkqSb>9H|U&WKZpkJDCq0o{QPE zdv{~wazSPjja-G^40*@JsfYKb%zQ7A`TJrTWuO_pJlRNNMGyU1%>|zl>bnmfR+<&;sbB~f!x1>-0C*x|FS^Axc_Ge z6f(j8F9gcb?q3KLYxsW?C^Xpre1QUS|6dX)38-bza_xIUM~|dprx2cf6Sk8^(b~jx zN3Ny0%iP>lq-(}UaUPa+Rrj>lCzp4tLp`zbrtN0zj{-+u4iS82H9|%j>`I`PqLZaH z5O$#9GqZw)HiQSaht7>)C_uC-0Kv})qA6riek2{fX`Vn!D2ioLg4oh3-I$5Ih-B$F z-QW}q0N_d-&1NnB)7yLIJK}&2d_gvSrpEn<{PLc12vBrk|4?zEZ(%@uJwK6Rv&6d< zc1f8~BFOxfKlzjX&z2P`fQzAkzWpxf`mfA!VLWQCMA~jevM=<7Z@P>~ZS9`%m7alv3ZFOf*&)d^i*c`C%1?>VRpgpyt&g2{_3O!~g4(5?drBNQl z6t>&o3Q<1Q93sUYW4I-nI3ZPXe1bsHTy!Lx1JB3kk)$Nr23>4wgy3YzL6%$yO0B zp#%zBz7{AXcYge#e zO{SM4X1NsvIGd}<57@waSf|m1j=Av`TTg98M$TJ5NYK@htQHMAq+{@HN@V5;V{D{IGk75sfsMB+kjYC4^(-`LW1I{zid&2XrQ3q1yBEw)c=g6LO>F2l7a~Sfz-c()IY}SKakYl(0DBZ zyqfC{XH=hBc8t*?fT4pxR!%G(Bdt9MJYU?PAn1k$V|_+a4jSOPGo~T5in+gU{82TE z!ZPkEJ7m}hx!$me2JzThhs#@2v|pqAo$jE(|2Spey-STY(J*brqpy=(zW;zhM+-g` zZEUh0`8`@72iTo4;ayxjQd&z@QIFxG==&2b>U)pTVW_W=9dI3%>%G!jXbv*dL7*Tb zWs8OB$$CeoO|%vg-h!ri?~Nlk-4~NZpR7t8zNV}J3I*Lxu5mpQ-bV6P@?2Ix1XsTZqk=wOfbuDbMZ)j zYBaX2b7fA^tXe)KN+`<=ZF_Nxg(%F-7+Wkk7CemKzX^8o$y5n>di%Z9o;&#NeKjf^=P({i(qW`nTIrh@oUDUST@)vg{H1EFRi%u%Ai{%Y+KRx&kYa6$nFv9OcG0hi-J ze39fQdnC%IPoMDJ1|HIssoxuQg7iB?i7GQwbR-7epy2u)U<(ji}p*yYA(S;u_3 z&Gei<178M<_0){-eXMDSjE&{OA8G}E66?`?9By?^%b+$vQ)88h9D(1RMm8lE7b}Oh zJd#`9JvVMAR%}`{7%6jsCXa|LBZm-T;_Zty+f?4E1X1QYDnV<9Wb)1i05%zkMcr~- zuq4^wFw)|FCEa)WP<)s6tMf)uDQcDy>k(Itk0v*IJp#x@hKFzD|Ezz3w2| zBnQ#|GsgdFjQ=t7|4teGerA3W*WDc!wR;CwU2maO&YtPoi%o|I(-2Fo+SZ|KwPoVb z&-zPK+KasFdoi{m=k&vNg1NcdthZprg@kKos9yeOzny*vCm5il-vxaC2&ex{ID!5k z+N1>W{e!rFg}8s*{eKWnzh8v@KXmsyoBi(bV)^9sx^O@VvwGb-Y}#9A5=A(Dieicp zl(ImO;pK)=9L#LPnce|c!@KBP{fKsPW^Ai6a2B?-Ur>;X8vYMQs-r=MtX}=Yk&5=_ zj?(A_XMPmmzvaE#pt?ZLM@8FNGJ~NMoBpN$3lum!S4fnEu(jV8e{&y7Ql3Pg(g6i4 zOf0_pf9^!r3|4XTP38GDEkeolL`d6s>$Kn4w9{c;H=92^f&*@7| z>!oPh^&0`-d|iuYlVT?XPkI8|+KZ=RQb4s#1y-?OevyZj4nG?sa?0@pw}}iLUVg8% zSzDVv%-_roL(mpg_43S}-->vLmAf0JN=4Oc?;vh@EL+pdCRj0s&Dv$R2s>R|0#Lw!ZV|cr==c#6Lqq=a5QIe!nn*@!4tdrS#?f& z8$-7TqW<%b-2iFxLOBSpe!ZyT6?P3DVhlF?&AA70zRz^dZ|#dd*yvSV&@PnP{EP0ia=hq6LKF2 z24JmbDft0-2}T&wG>Lmiu8kldEyb32o{)Wl-eRRH$$@C>nDPFW|Jj0inNFW`ZD`&0%B4k>rv6f1(1khq>+&}kDvm|n{97r5hjEfElaxg zlpnYP0&==MHPcycug6UtJ}l75yO&}EQfy~@3e>0uA;i*ic}<-~tx~S@(dxwC!ft8r zS@n^L&vT|Cxd(0T6>{xbj33tColATbl~+i4kVN||WarYwc1is0xPbW|UbcZ@K{c+w z)U?Az)`&4*Gohi%LbktaC9hd$#mo!^f-2V`q>0zXXrScq%Y0c>2VR99<^+yL&<_l} zW(Nr&A_`6XLi_*XY5T*@`S^u@m%;b1tSDf=9LcjvYkrnZ(=vV$-$?o7rt_^7K=y)7 z;$a#kYNBl~7h2RvME7yt$0=JJ_v)6BxTMcWd0fyxLYjt1En9dRDz5|D3Lhy#coB#l zG>{c@H%%0oY?>q-!i3a?-k%Or3M)#Zal|xmuTz~6kMYCK`N(F{f^`2GgMT#!|Gdil zgShw&Uu6ux89-ao@^9rw9}&$g+@ZxfiI*L@b#f4C&g9U_i04b+C7OQ2aHS}Is!ivx zu4aZlHNf`Xlz5+9cMN%UoiI`;?oH|J-SngQc=pc2+*Gq4W>X3#gkGgs1;0L6f9jyy z6&BBOel7p|07k^We;djB)e`W6ae=qCK2nzHEQvV84|G44*Kv@69-0=TjW!>R?JAM~X{XQO8S&Fa#=A3IQ${&FBaUeM;Xkpk46$rl{kry2RDrnTGk-!H1A z=a!ev`b@NIg#c92I>ogIOR!EuJkdkFFzKG1|VNmUMmT#ejc8DiSo%#qsS)~ zolO8{Td^hM;iR3o`y`iOJB~rX(M>)zgxiejh%KGexNM#RrZbXI2Qf#eUY$y@w+nK* zyKg2=;9AEfn9q486|i6|r5=H(A^56PHdp1P>{JcQaDqcYD`CiM@4GSDa&R&@;WRRx zsHL6T&E>1=*yK$vG&U{_4X|+P)Q)1vYB0B!fsgf{xqm2Qgqi;qlY1!meq4-#i zB)P8xj}@|r7l4)v#ur#lx|o!D%^D)`=ILh8W$TAQxOauJ;eq&#?h6C)O5e$$&%6Dx z^7L8}ycb2ZoJvYs)>R+&@|QIN?|aH8r?8=OWW)j>&KAb|?z|1%J4|;*ZMaLq8ME{o za1vKgN)0yVxU(2p$H(;biB>%qtB?+^h(O$7bQ&jd&MqWKCC7%yly}6!-^hheR<6=|b{1Xny8a`GzZ6a8x478}Y9PcM(6bS!Jtbgn{Py+OR z|M|C$15ijXMd?d#F|?M^#H|_aJC4#B2;?R6Aw^d!1do5(8g4sqF+9+~?=nUIm8A*n z*j{8%Uo_?+5)3ZXHn)d{j<;V=Apej0c9)NfVW*9s>^fte}E_=IUR~)j!tyKPZ*o&{{9T1*I~hbtcs(*!AQ$`a?GNIEit4P8D;z|Svfj9%z3#afY zRsP2%GuD`|F@I}9=mJ7hW_U{1;XqUf?wHiyO7Rh)gt0%Z3qm9Qrxgx=9E67V9sgY* z_+MDaOwJhl-5?|Qbol*y6Xx6w)?YSZ*78RDtqF7Fu)*%X+k^?4O0>xis{aRZ{|a&c z*zJF(WPU%pJy!OjoDVr;5CyM*WT)3nl~tLQd$>hWCL}lzGAUfVPg+}ot}#Ru~hgw%sdp9 z`67ucjxzpNvmj+FOg=E_$E+TkR3(mPt|q#Rh;VX9{8++Gk5rZg8t^(`Yv>1>=K*Cta|ROQ$B@8 zdODEh3n-Q4Z?$8(QN`SD$UuYf8egaq03$b04RTX z?5#6-V=V1=a1X9lup=6eC8X*B*B3tyA?{5kloIgw>*3SiXQvo!LXG{#6opluS90F^ zRc6xF_jsM#(p1tVpteIKny}A9zXik*m#6S!YogU74n3!VbVqzU#i4J zys}HSs$vGrB;Hj#!aNdgFBUtJH@E>t1E+D-7wonO?ehjT6+IrI?Q^t4VbZ}ck@Gz; z*H%R#K5$?*9BeO%IC&PNGqJ{o7rvDsgMeCbL4jVe;}Z-a;<7Op3o?XMAb)DHz&FSJ zT=p=}u=cfFp|sD&GK=%jEc;32&dwV*jDQRL_nv zuGnI%LSC}jY7n4@)NZo-j${hdc?<#b#Zh_5o>jKcJy@zkPa|Y}MNsF>ob_4oZ%i4S zY%Qax{bQkr4ctr9)9DJ--SZ*16oRdK-33(9^~Jqvt2>70>)mn0UXKr>#Gteo@;zCy zzGAnomXYXRec9brTXLu84OHSwsA?y8>f4`aUtzh+tC{KJ%lxTk)$>TYxi13WJb7w`Z^zG2Q8Ei{~8%xcyA4)o>aKvw_H<*Y-+@Bdbgtk=ZoMvv|%Emgpa9LSeER%`e* zz-6VU9M6eIrU6eF@lqf%4RzkX3cmZJ3QV9xkyAyF6hNBJH$~*tQh@r}y%>Z^ym=EkDssJmE2Tf_ zT2$O`RnRR3dd_~sPJRe~_~BIz5p8mV=KPuWe>Ly_yaD~4a{B$=fReaNPtdr{*zT7} zso>FPu!f2!oL8Z%EPZ;bV&O1Zk7;Oy@>o*Nl`S@0v}?KWvATdu3uD*zqHG6CX& z#%EkS%*O)0Yo6VoAG+-V?3kC#>qDYwKBG;#TNFu+4`zPbgStBY{;}ViCaUrJKiluE z8fIpiT^ySW(|2qCXD38I_InY5_I?)({#VvnABm=;^tb81bFF4`3jg|kOZza<-(0KC z4Zr{P{T5J0qD@}VY9XKZl4Kxh`pI(Cj!nJT@^a^}?r)egkZ(H|hFtE|7uSg`zhI~r z01}fz;~e)ps(~5&K8?1t&*=6~(Bkh?#NALxBd7wsz1@aUP~wEMMU-F5HH3hYcAhCB zTw(jeyRSkY_+;B;4~9YULsD_JCnW;j6ywIQfT=tiv4P+sg;zloe79=yaG!VmHwa;6 zc?%dP80CKibubI6bu*_h&MmyVrR9vsDZF%3`>J`<=|YN!+Wefn1vB-#GxH~+@K243 zg#?QvC+vhS9D`lC9G;@y60}l-h=Q3;1_B|G>;*Id9`>)CH;^uht*_p-WJgBHbJg#{ zc)k?MpkPvE??7`h;yWU{~7QHuP6v#oAFWFMl11arsUlohE59Hkflt~4(c?BKF zURGEx#MEuj0&S8SZt23Jq~`(-H&?!awHWLQGJtaTj)AkK@bk5IR5BV&GSDfG&`Cog zgOk!2-K?>*aj|M`M5bM1T_W2Ub z@Oa|Z2q=Yiq<5nL4*B>V1$Jchjyr^ou{(1uX`t0iwX18@TKvJOVBod6wrhA#FqVGL zIwO~RIN-PhpC5VAnTA2rhbG9IjOm-|nq>;yK$JPOV}`!{Y{({>xSI-OS3@j{DPU8! zRy)|ua)11jFcn>ZIe>tG&>+B( zTFzP+b%;LO2iVgh<)gJx`2qo_>ykAC0Z}6X0c||XBk(ziIDid^iWE2dop~O4l==W# zgqFM|J!dT*&oKbA7fScCLbu_r1Ni+wObtkVPmtn!uLebu#vRz!pWtX4hM6jHm~pE( z3iDtJt@U)2wZz7b>3i6_oE7X3kI@3_9JQRHXdl1bP0K@VzK)qn7U%&*=LsI+mh{fE znxff}^79DQw@4}s<4FyN%2kRpg$t`<1GGSVU`~?VkGJW9FpL8{I7f4Su*aQ{0f&P%&?Bev+G^lppIPAK?iH?MgR%sV>@J+NzT-jbe*n z2Jz3X17bw zOxWYGsXy9dTXQo@@6b5u>-*bcjMBw5T#q)+=|-2k(U+lvC`TM^B27{DEd!|Hr$7;Y zWQkT69&TmHGxrEMMAT(t<6G?g+b_$$Jj~l)kv@}TG@x<$qf+ca5_hqBuwk(YBwO<7agR2ff2v$| zSD>g_Xjn}lOw$(6#T02zETGfR@fO%y(>_PNtCZshFOY!>S4x`w+L7@o8BP39FP;Qv z7hJ!#jGgf_pYOLcw@<27RZ1pPo}XT&QKK~b-PwzkkRwKjGfai`M}4s6VC6FM?k*rh z#PQ@*8xEJDG>BbGHyWdx&7~)pP}o=lA9O_xwg`Xb_v9+zlF2M&N&*)(P4oqsaG#vN zz*Pd?EvJQTQXq)Im4&u$Lw$v(yx!qW(blCA4r3WW^4`9o$BqbV8c4ehf+GZdorP1&UXj8LF?U$e5IE62Kfo68k~YR^*)DDtal%cL68&r(NjvD-Fs-(ue#*+_pW zn=xmxHj=K#U{qFcNnyr>?G>CInoYy-!QCT>+U1;}#kAD8n6Fz`I2A4%(p0NEI})B> z-=k81ut{Q%KNioun4cb;DK-$5Lza2LMF1XkJ1|A+0{d4(6TEqx3l*Hpk*=a8I#_?{ zAfQ>sk5#zn#s3og>eZE<5-L+R&x@UjCMfq2OL;P;)Yy_ZB~m#uTp;B~;V&lEV3I2M3S0DC93|1cEJS->n%Q3lZD8iD1?!II5r#pl*%^72l z)E&w!HPQ6?VuVjftEL+jF)$pOZJD)T&6b&MfceBx48P1#WE0AlTo(c;v>)Q2;W;8i zBxf`8cLz=Q-!ps%lr!{vvm~cyE# zfw#_er(=GeYS0WxxYliD=WxL(7n5Tos~Y#O1+tmMKgN$$>zUcP)yb<+mCl(N)b2WA z%T%Kv&r`Ef7j~hEzCF5H)KC!Pke!)N`F!{t-h`?+sV44Dtuis_A!RuqQ5NAEk zLVB1ggF+#Y7YXBI=Q_^}@r?6|cTCa9GH5r2kLeY;$aU`Ae}Brmhad$-13KmVJ^Mas zyoDfCLn0~`>UeDZogGSLwkISWjt5&%g7F#C)&RadK9bR{yHMXkM!7A~aw>DQ;K*i* zCtVx;^&5x;`A~CnZt&c(S)^-TVmsoDZL+{ApO{WjNmMmAmzWG2~AGO(k%=VW|>IWRk#`m`irmJfh9U1-lQn?>PxvQp$w5e^jZONPfc zgr39!sb*aLERoY7_%k=W_sM@~2b^PoQQ&f)Hxq=(8OH5!cL;NG`z28Z2bA=&oHdYR zEp;v+d*H!$y8f}CDQVt~eY6lTm!h7*s5r?XeX> z7wi_>W)dK9%6#s8SxBb3qm6h_eI@LMZt-E$Dzjv9Ty1;O!F55vm%hb{lyet*#qOBd zwY<49%21@M#bZ;dK$Vm=>1ew$@q+$YB^n;-9!xoOA%Lc8^S&B)Q}_u37+xb3A2MkA zOLL?vkCzk7*t}SYA(T}IQ2a?rpBwy$4ZmIs7FQD(hIN|oEE}6P@p>+dKILj4jW7D4 zSMM*j%gZOc1Asuuo#Kp^69HvDrVl{t8)ks}8$YYlH8jOTFv025;Af~_>q|TZ+d>4R z6NWS9a_);>S92PMYZE%gP8y35&lBoOppJdQ$wc4fdL})aDNkE-JgD929WSy%za3dn zl3{ULETrLsB#2UaXYg7t-^%J>drZ9Q8S7V1SOIaJv3GHx)u;bF@~;|Q^;dD1>_)+QJW3LXo(k-{ed#z}Z~^ZWK-`h~wlU;;Z0;5Uw}sQj(zhsjUs z%C2MwC-GFx6U;|4k0&_gS{5URUA*b68*a4IwO?!{ESS&+PRWXNyyMoBBBJU|LMOX6 z2;gQr19drL7$+3dZ@JchoMnQ>{mg>jGL3BYy(@r?@FGLQ00WLF-LFoBPX93 zzC_+lLy-+gBHLev_YyH}%@fBQ@@769LMDa)HqF2khXzWq*2Xyyd%%qVp;Q*EBwy7*?Z~rSJte5#nI8OI&8#era8}-~RL*Y7f{AIty zu_zt!U8$mZ)zW3C>nY^T$dHJ=G=Moh6yAZ<1d~DQL<>JFh+`DB6fP^Zh zWD{&15ri!SGNnlSsI;35fh}w5S}MR`+U^%%B?dum9Iza>T_{sVfr}ja!S^5tyyCWgM!+t7z?=9 zVqDt6N@regD3FlQCJH}!eCTVfz2B)(V9Smr?Uv@Aw`cl*e0=9NtHfI)R<|HnsAX7p2Ys0&g_Jhwu1ww-y7Vb!8iQ8qg@57bt-w4S9g{K%O z{L9>KzO!F+J&)Wo_)>}1WYQZ_8N4RxekUFz)8n+l^1w9CV8@bCD^#q~k&`+N{|ac4 z)WvdClpirAyE`P3LN>&2*)xD9$Q(BTd@mSHs^22WWrdCsn-HF9KvT^KJw-=pb?z`b zz2v!&8{G657DyTSjvMT+a4wx>H>V4#1$4=S?>mwmKyc{Ifv;W4zfm5PkmC9!)?+GH zS>XDo}<>EqG>50TBg6A9L(tI~Z-=F(j9Ryfj~pn8xX`^*&Xz zv*RS0{;7Spo#}BNuWZOc;w>DMR`mMIE*2UNF7;TYtB<)HE@fl7R?bh9UcT0oBK`2p?s{ z$Q-OPtH*eYE&Cth&*|;ELxfw^lzxPsaQq-&%XQ!=y=moAp^k%<*wGN;*WOMmpXSB} zq>VUdRLc7eA?#r!TNI|ypO3b+?jx<mUkqbiur?`Qrv3d?@Ojtan z6p^o>>em|~zFZ5TPF1xSN&^~|(HQ8wlzUl-*R3c2RwH3;``E~UbQ;Ua+f)GIjQSHJ zFkf~Bs%#hX@VNzAX3{z8kao3-my-^1eQP{{9OCLE{lT845|l#o7CpCLbtpZ0r5a*K zQ2i%U#Y@$-qC7Ru4u7zD($55FDUDifrWqd-PySzXF1g}w(s)_{6~r_*1e3Er`foV9 z?WCk!X<5Zxi?6(MgZnA7+PO67J-8SJ`BSUe=mYR&Nrn6AM0oa12(ug3FnrMxJE$9a zqXx8TdGYjGq64Njy5;RmW0lTyaP@(D!V#P`5`v;IkgCIkzl%KuB3sy zC&mJ`?0|J~_yS#-^)opUivTf0|MU{!#~CvH0Wiu3CcdmMu$PMN2A+Xd01KC;zz8oC z0C7Br0Vce?%M>dBhd@p`>}~nFkDcPVfE%x$!;;O+_Hvnc0K$$2m2qV${s{!m>*MSy z;YWo~7~l+xyJHlulwNsxc71^h~ER$)TZn2wU?gjNtHia8g3z7&|NtYIP#~iaO zXxuHg@-hz}(&CA8(m{f#W5^KdQj1|A5lS(>RNQPop~NZmvUQR-H>&lNO+*j)YOkFU z17mTdQsSLtg~_mM_7;8Ti*{HHW_g=6gq00Wt8M*UcyJeykN(&1}UE_ zT)?#eprY$BJW!1uQsZkWr*p<@e#9Jf)TJZ&0@ke@cj6%f1_@%_LSznynXA}Cy6j>7 zXD6|^$X!bxg`lnl8PI6xD^u_ezrJY|3td9es$WN+NDbsTyaCF0um!~x^$1hrY$PXY zFE~0Ya^Nab3K{6J4Ax>mBS-53ZI)NMjQV~ya;%KtOrZlZiG_T{c<2ENO)@ljpZ3zL zjSv_%ezmDL41aFo+Lwnup6&`3+aSw|&^}G#q-J5>c5j5si|-`^cd#r~6CcXu_4Ba- z(OwyrnrQH3=o@5mKU>SuN!Ky(igz;U!1Aj^X##rpu+YI9yG^y4~u@6dQ~u1N+68-G*Q^O37-bTbG5d^r%mZ?=FBm!@3ugy3Q@akvD(<- zIfr;`p7^>o->;gEq;O2F?Skv0hih^NRWg~gtWXGqtlq%|A65Lc^ z9!YrzdU}7C9BShkkCX%#^wlWQi!Rj>7qe+V#YXD9|BVQZ9YY-o6SZ`4^dCsG3{5myTniPvJHXMXYRq0+J zW~WF>9N7w`H>aEDsMAUM_@^1o zql&s48~~M&HI<0v&;=%YI~+Ap%Ac@_&F!pj)2+6+g!wpDPIiFNqFIyISc_X12?M$8by$dd2jw39|Hw~Ae%;t0V4popw@S0V*YCs+ z7#U?LmVS~F9&{*Kfl`^zKnbi&pQigHXVgJqioLz1_UyNlCEp`(E2O;;& za)&u~A<4zLPF=uyUSiTBPj=L#EKDcff(Uf1G5^@r-GBf#o9pzaYwFNqlJ5YXIc z8gw3+|KZ4(NDaZtoCLa!A$i_LLBy;*xhh@g#|FKp0IZR>q?Bkw(<6u1%A{%`n$R zR`lKsDmxVLw|6g)1T;Mrp-E|n>y`6WH%<*3v*|`+F9*Xege!DyGli2%qlGk+}SHFUEQ7F_Rfogp0I!g&e4stXAYMk;xyX7KHV zF49@X(*$$X_qKeOjmhJ*R=y5-qHwGE(AC=;CxuYos(8ODN@PbfODUCKU!;nP^u`9` zoJ#O|2F_C&*S9j}(F7gnN4$G}gcBi1_OEZNG`8k9xIqtUcaybk-c^q?yrgMw8M+KI zsb$|{wTkv(?zi{ zHDE_=T0fAN)4Q#ib5Kq!FrRd+hOFw^(V|eNh0mV=hUw%A%FZ{S(M0=_vYxUUTL0ud&1x=x%~t%B+|}`8Z5?n@E5EufJPV@?irJmuw}}TW zIn2Yb^h4Y-*CpVV(tW20Un~(ga|~5rTcwFS1CXRs7U8zphQ*xpa%AYTHVa}K52*H5 z-<4e5@eG}#kYI5d4WN%4k2pY45eY$RQ_VyOch`0bjkV?6q94_;2DZl`UA+q11?~-$mSibo-R0q6=Is?eWyBGCR-T>GetY_rl2!$g z(j+BUlkgG8hVww0IXUyg1uRiCTnvXCPD1v=2P(n^&Cb zs~uFV`j)<$Rxm|X%I2b@@lX+nYT+chAjWQ+UsmXkrEx_RvLT50=@vQSlvJFY3 z6yX;TPh5V}1qU6CJR2mZ(!h3Rm;egasI2Ma4Q7gAg9Gpn@bj?$V24wu*7e}YKtRxW zuWlTzgY$54Tz1Xu#{;vH4lw#MbY-BmzRyx?ez|<4}z z1DQ>EtW`PecZJ_$=p}ms#)Y3HbzLO!0|DNKLi&`iQz+5r-Vh-+N)eB@n)Sv(mhW`@+Vs4V!J~rQ8L@CnPX^0ChDFChn5XqPSs1?jmY@UA)R1a| zN#7}}-$45`$^?;dm6AlA?VZ>~k!j3lu70{X9&ykCGGqY`9pxyrBCy2ku_M|?!>JX% zJOkN~@0p7Q>BNE}zZz*u*%{9&13j`Tns3?pMD6zttQG^70&6$k%bR<|n<%VM0_|}I z7E2B)2>Z;Wm}Dp&_Zs}nL*UC7n!XdLNPpZn(JqL5J!Emj-k(SL5}IAqHIn#DeaKG$ z!xWH%9d;$Qp(3bwVV0f^8PC^Gu?SU24nx5B8Ai@ACt`(cGQLv={;KGtF9(;({>d)t zESR^LR=r8{u|bXXnTuP-&DqQeOsM@E=umxN#7Rl8PPr5nC0>G-Z{!)9=$T4w_p%LA z$?kc&2t3^tZo*h|ZUU&0`B&Jt7rO!PP{TC4#@d$YZieP>*8BdUmmO^?CcIBL8+=&( z8}VhB5`mu^24@YIuy^irZS_U2fXZBVerS1B$xQ8(TV3<(5%w)O2@BkBrvphxwB`k5 zuI6s*m`TPOjmdhGbl7VpF`Hvx63AM{?%Q6aTap?;H%<9hIcKZ2vXXo}RKBSc* z%s=64!@gEyo=r)K#|$c#()hmo=S?M0Hhc<5>aKEOweup*0yeaFv5CrX#Z>n&$dxn2 zk;MDm?>*k zr80}!1$MZzA@rvKjPFUu-pRt{!f*LF<4t`xW0~i*!XFaNP>(#h0K{@U(RmNF{Y8+q_g_AwGD7wOd>bhjAqsLggy+ zZinMBmRm*Y{=wP3%bi|Va%@dJoZx~5<_we4nqM%S=_f-_(E>WtyhM^nF; zSeroyjX_>;Axs7szbQ?RDMW+GbA&fT&WTi4+MLY&+LAwxSdqtbXx+gmMFV{jwqfEmPi#UIU0{S-gmi0I1EX-LHXBM%fqyN5)Vxz) zA$1MVWbaE)1a4yY9jMVpIRicqnFqoHKN1n+*yF>?GQv-Cdx$^8U-2vFBDggEtVHFR zzatXZ)&vQap}}L(r7d;Nx!Q*#k-O0;i~^<&NF889LKG0ej-W7AJWFc^GlL9?VL^DY zS*L=F#QlcC7Ox1Oo@46r4XkAEP>LVa+#URwcxK@#w@gO`hiA*rVpi5Q39atu+XR1H-LA|uAij3FY83((;Yu*LU*DE&)Yi1&~gmlr`NP-OR?+JuKI?mY0(9@P~Y8?|eBjc8~_ACnI zaV9|!BRPM0Z7|(%bqhYmFs8n30FI-@kacrMM!FR0a3WIsIzv3X`N>Fizh*DHw)qEp zDc64$uNaJe;UCDZ-}34;Y`wX7ZDp2^I)tK; zO}TlxewVQPhpfh9mQg-Zh9DJjB}y7r~##a;kJCSeL){oS;cK`DwIECa)r0a%bQOF z(x>;-KbzELv4>5yJ458j)up|5waj%1HqqRq>qiVf){5$`qe*+B2ia7bt3ZVZ2$l-~ z3x@tdNAvn^TGw*|-C+w%Twp=)o2U#Y!zL8M8*V@fn&T zs!f2NGGy)P-JZh=_15b!W>tu`A5vR&@4X8TKt{Z-YtjG+P#rCp<6xQylY2AuOQg4KE z1APDoqxVd}wLjWkUh&?uj(peqRPPK`RKu%EBf~ec6;wP?{BJOn{e7NS(y(sA8r_{N zvljbRsKQH>C!_4x4UyA1`kV9@L=0is#-}+GbujEQ+sg4@>gg6djlT#ik-`;w!PUNI z&pcV(Xd%vqpkrsT_1_mRy9%*Qk+^C59E5xnXb1J&eaRjc=ns{t5S%;VAcAxJRlyQ! zg6jc-T+3cG&1KkgL1m6a9e{j;lPmALL(W=C!?UD~ZaWDP`am7#9j)>d>>EXLG-~^7%7URWMu6Ko$T_)LOrzXQlY-ctNNHn>^it! zzL}9XC6U0_SbYhEFGBL%5{J#90^53F0`E#z#|ESA=-n6e_+s|RdVxt__nX>k9w5a(XIQJ$#8XBymn zhmXYO+Z}VxJrGV{-{7R7ESSz60vAaqmaZ$djASN^K(bp7(=QtJZ}l5qGJz4(lhM9_ zC7c3@*N8R^t{*)J;ecG6A*lW_0o|GXMw=$?k4Ia`MPI~~Q;eyqzLx#Iu(L5GC0&Ie z9?05-J>qn7u-~_We;pfMBN5O~n*+g6UpDWHzkp_t1*PCwoA?D*NV8td4BmyI3Snvk z8dMbujMG!AC21N-7xI>6l_im>fZGG2-^E|GiAYOzOvGo{LUG$&5>Fhp;;Xk93vs94 zF&G`L%^~dmTXIN#-#S~TT2yJ=6q|3oH!6(V`BHHy)e1`$BXalJ?h;WW^2Ym-OhBAsd05(9$zo6z+Z3plCJq>r#6Kx?$z6&t*W+d( z-VALpdm<@LwU*a9(6X=OHByzNp0YY6G(_|z3!Ta#4i9Xw&zYL%+sVWMFa+rh=_D|Z zw4gF7M@J*Qb&H*|MNaN)+27xO2%bqD*y8#W;fGPn18#r?-$V5!x_1u9DbOWRgM~pq zahTSvLN%PD`Ku&2J4`ccw|tEuJJmW}%qHLfpk_E?>Q)!&{qBM9=+s$$p`hX4QJAkJ$G zc@WZotAjZ7db6G8Q6224(o(b!mlXxNO>L}MZ{tOF08W+@79ePUZoDUlgiPVXh9;iB<93&Urjf~+ z#vYJm@V}SX zl6&9(w^$1A9<~8RdMn8N33~RTRX2dHC zsr^DjmSHYnRlTsuteqNP1Zv4XtEZq(tjkUCrv02t>v)JMC|~VcMz|tkjw-bBd%z0Q z=Gm2Zh*VZ)gW;VW<8+7RFo=gS6`zvX2olRCRkDt>$L79rFg#XJ$s`ohFBrurS2Cav z{8~DwZvXp;2U&A7%msg_Aaw*i$;TJ!hrF+-1O6X&*xmNiQ{aKM@rz(2k^)ter^%zw z2@q!d%}1-0-lqcsg`XiT&gw%KdE5}zrI5dBL4cFXY=r#R0-e97rvNhEV5+r4w6v(U z3Gl~VQobTtYrQem+|OX#roGl0catV1A-~#V_zq1`ug6xv z^<1>X)5LYHrG&v2aUE~&3~lmQe=VyzGt;xZ9euD*v4uRGKJx0{!z+`Q&-neuL($Mx zq9wP8MvR?#pvZ9WV@6)`m0svD;a~@7n0uZ1<28>4a()dWv(Iqk?*<%}1|hN-+m zp#uuaWvkr-y?7KuLDMQ*ue8=6wmU&4g+oEd47{Jfi5{}UIz%^UojucIY7>}cC|1>* zw!@%vufp}6H?c0>Vy3~~yZ=vdCQm=S%YHA*%K1aVFa-AVab5H#cCs%AA7Ph`+zT2fw92YpY$=_Z9{?V=4Jn~4V5=9o zRUBx~1PV+1OY6TfeX?;p!}T|AXMg|sz7Pv(Kb9|pEK?_Q+sdE#pXpv?er2sRhPF zb!Co8yt8oycz?wA(C-|{2d^J?_2gAMX3VQA6CMc`Osc*jNdPS`&Ur?PCsw!f(6{IyOUArc4E zeE?&IpOxj;JYEuS$OKdlU7q?ftUpMhO{^EVuH_#h!~PES_=hrj@BK?;;X*mJ7hrD^ zU}f8D`LBKFNpN1?g2IrJK>207;I#JMJ9I5CWSW z2UE3{BpIShFL&l18R3n3)SsD~dI3VsTwAcy(HG?9}d759(zeKMjAgn9sc-kx-ha!&S+10f)3 zBB~s)Y8LzAZheZ@e%W$<>>4(sbZlcJp-GVc|M^Ocloa=-Zh=E>#);yhi5=7We`7Vr z)1dQa+Xxj(X#%JAgu?Y$yqavdrHetfs!m%(IXp@yC#!sK33sQ1D4Of*C_1> zq*lyRqS#I8|Nh3l=ILUcM`fS{&;RsO@jvhuM*mwP$bakY>W#+8lwPN;YbNPOLvx!F z-k0g*@eb_Skt}6s2}Zy+17+*!^wrZ(3c@q-fj!1vR&(i*ufBf9EA?5sHT2xAkp~*b z?jH_h%tRY8%bKWZr4Yi9(>t>Yb{a8`+m2m(tKofF$sk>pPAoK%&+>aJ!@N!1L(S? zypqc^(3I}iSi{VWKN7-64HHW+<`E}<><+MFef0!m{pNMF9# zM%GuG5AUmFU{}+9xHQ5t5!Z2TJ?(IHU-V2G)HjZT&bF74myFGBPSoxy|3|273ddVF z0s|#XW?%VV@{AxrW;U4ERn9@O@aHFYZpj|v;uCX z&ti;K-_Ec#q&~WeFL-vKCzMw_GjCR~^Q1`M$m@1~B%{36!9qi40kK}cpl2@-k{2oK zzD>2});@aEvM8Bng*lH+xmFmG6&tNaMS%`|+4|GJ6bIT!#KzHDWapMQCK_I!ifI0V zCh(t#6vv`-q>kZB6jYKC`rTEIL9Kt$yFcv;so1s!R8y0ih>MAR~vLZ3O~6VZ2<5&1Kn)MXst=&w!;$RGM8D7UUzda2wB8D)e&D(1Mn+z3vm z!xnqE00093VP>+fh0=QlJZ`SOqZhL(*#~>aaHfC#lcEy{K~uuW@j&$AopXbjasT`; ztpCsJ^(ZCW{+3;NyKd-sxgXt6{mw>4b#Q6UA!xk5J=|)=|Nbn*W57F!x4-?@7l(OW z<~NIYKjcg$)!%HT1lP#u1)lQbA@OR=Z9&!;+tF4SKAj;C+g7vGA9&!C_CBkUVss_h zakOE__7?orav)Ey{2CGIbCH9es!d54A(6ayrXrLT3pXJdR8urT+htnbqxeq5MlInr zxJv_aH2k#J(Ws($|OSt`|Yh9X3U()KkjaoQTK=E;+X&2 zQ=Yy)Bt#>PU`G_re}!fI5h-@{!Eu!xuh0;z{Q?X>j)@o%g-Q zlrm_Bq}>T;boPfOLo+!k?ZlGTub{5!Esqevv@%NO>KvgW|8u0IMa?P$4!RTAB_{}g z5WrR=+Ju!Fissnvg$5Nz+-|dUEV8z}VYAFolL{*&rxmhsy%Y44j2&h7lc=Cz#--3{ z-;SmDX3l#tw>1aE^SRUtx#C3S4T-b!_MJ76`$)cf<`AFY4Ad|jV!fTeh)ALmp2O=j zGE%sb|2n>9Pq{M~Dk3b#7cLe0OCZFJV#-o%3w;MOt_5n|tpBBMg-k1?Tc!~&4+jyr z5hNzZ!>Z>QW<-q8^K%NbxrO0m0?j!P%4`{W)`G!2|B&`kH_cD_j+^zok=DV4ZQ6*G zas&Ezp(6Z)SjjUpQ(MhCK4ilhzg`FHh@!q~#`7eIn4S*NvZDNBbD%sfpdXc@m;v6S z-Smfg77m;`Kt%6b*ms&<=7UZ-{s1IQn`Wb)Mhvit=xoVJbUd{gQ5f2y02>PuY>)*5 zhd#jeX5~8$;`cjtd47bQr3!qkKAYs~D^ ziYc3%TB_}}&Tc+XwmjG0rOf7W{bnIo54yqv5clqcJ`7_y^(;_XU7plsKbqkN%Fl8V z4OzkH*}ZIX-F0}`i-|_fjv~HzP?Gf)-#6sq$Jc-vr9-tX9?0MwAFF@Uzq5Az!sbvV zFU7kYe2mKU@yfJT{IjT!c=4_R8AT2D*#@j-MCV9Yp{GtT z7J|VjDdd(=5%~0nNC7U>C)}$mye~g~NqFyUlyUkC7L!fU+p^0T%+$Do@U4s*I8n%n^& z=`-uR zLG~{LBZmW2DW^}?vur9=1H3QF&S8uz7igWJ6k=lAYiH)EzwdrG(!sWpir^O1BFP;tgt5XTAZd3v>u2UK z_uJp@WDU*%&eT8!+}7~0sGQ>9I-w|xA$R2@+jPuIYX%MlbRNH5gLiC#v^3rwawt29 z9InZjK;%{ddaKg>f$^ueBMa29Xxoabs4}1DIQbrnkGP5Wl%v)6S6cCy>A3W( zJ*uQft^f0%{pLTNFqrWt0CQBFATH=}jF#>oPV`D;lupN+O^=?-xdJKFN>G^F*omq($GDx(tGs?%@6=?E38z<_DYTXO6XY}AREf_oYK3?4&nSNxhaPW$P*Z)Q*puhE0$f=F z%C(BVzR-Q~`5d)RO+=AeV|`X3-Rh4b*l5Hg{x(dUtSNGSLX_+~8y1D%6gEiAsg(&p zyL+D+%{n}yjd;(n{2@9R@EvUl@-Mj42!s-hw!NV4pgYZ}gvWrB(h8~s|ANBC@H$nf1DWw|!P?Br-<>{%Y)}bQLoYQtty(s3IlpXAshhTM|GStYRnp$D z(Mh_b1en<|gn%GVd16U**xc*)|G5*5Zr3$W1dzxpHMs)xJ^3BDO%{q;65gE46a}A2 z)!>4xQ=3|Rr^crYe>4+DlzCh7d~1ClmqPDivTaEMD=n@Oaq+nZf+co;2HoW=XE6Y* zu70>H1qsRWx529FZ@K#51H&_oMRD_AfBFB0Ko`INtP0{aTypKu{lX$-9ebU6GueQr zm8iYf1=B2)Ucnjm@*FxU-%i_43{2Gq1FCFEV$IgT&wuJPxj9DQCZjw3bbpB=iG^n* ztmSi|$esvY#TD`oB9Nl)C!v_pY84@~Pf3eTA6AjT52|ksD$;pG_bJMjC5)WE;|8TH zZh@Sm>$mZ56B47flcJNt=WSnuy!}lxL*9<`%F8Im&dHC}6@_jp^3)xnRvHgejP4Ve3X^TdzGrMEhV2cP<+~(_mBCby8YCi(XTw zCUq;6Jz8Xmy!{uCATAz$XKEuXf*y^G`ybW)aS_)C{@ZTv;9^d#TB%rbTnp^eV>`cr zCQQ0Lepnb1kE_dJFo~KkcF`oZr8}I$7M^bTcy-r)*#z1*%#Wd~F8Y{ey%Ff%P*vyC zJpCSfkTKQ(kYyDWvR}ECxzmYGF296vx14?Td6^gCU6lCFPkmxVjBMIxRuo1X7sBAWs-NV9*~KGUve7_5=1zReV-8 zy-E`EJ$gxaTvWO`x-q6wimK`TM!-2cd#<^eWOUx|$Ig2FqHQp&d0VO4I^`qFLv=b! z`r+0BSC@Y=cX{tYWm0IN{2j^TU`ZqlU(N)jy*@4!#FJ|{-~;Y#PP?|-H?L{I7tUcBcV=tuBCLmuep`nsP>Oh=ln8u{X;|~H zaR2GQBR?Cn`?0UL;kk4uyJ3N(SF}+WwkLMV;}iyRDtTtk0otl+B_9H!z_~zXbSNmw zZgn)*3J-1V&7#XjVOW1yUEqWyanEx)zECHI6FS`(TU6`)3IG8VDrL7mU?DsNBvO1` zuT}`>ex>J%nt$#~l=i1RjJ!1o2yr`W8~}m%KOBs{t+)!#8%w+!kdEfHy3)o10Fy^A~S|W zz8GztGTAuOm;)ihYr2aGk&?C(H`7Q6+P2CIV@jf!fzu&Mk8vB!u6%|}Zr*EvhN6&v zyCjjpmfx^6`WGAN%nyZ{*S6h>O4EnGS!{71%J}0?PfebwMtA9$M+@4R87wV%EmoSokkOquF;I+`k4l%+zq*v37S@Yx>%| z|ALt(L~|&xUX)oWlOtcR$LIDZ|lSN{rMbAls^=*lv>)6%@=dDp% zwHhVdda-_tSDg(AoTc7>1lpbtC!d$nMjSa$Jc8kII-)wdD(f9;V&C&4e-3{5^}qRH z@QtD~kzloxS-ozX=ASX}B2n>2eegfyLeiV#)~SW{k}xy?8Fs<0?HF-QNqXzItapz} zJP_sD0009302FDiQSa{)2N2KO0c;-94kr9$EB~*B3a>SX`S?=4nsJ(bLFvDjW&N)^ zc<^(cu!XK6e_LEU6eHG86pmvP=oma8W}SVp3PsxKjA}za|X(SCB^OG z$FD-+h-V$V=#~05PZvlAcnH1>-u8e3f*i9L;0N=Vq=KP}%5&17SOvpJu^srO%(opq zQt@a_9j|{oj@;22G0-g7wrEM}F1oFlC zsml{ujdFO6>#zC}g`Aa|FpFVrbvWPYAiLl92u78#sR=*;01tN?d&FBl;}h5nw|K)Z zyhLf2ztvj*3Kh3i?+FzZ%~&2$-R^m+b8Hmc9d`v5vu_&e&1@m}+*>1^Lj&GKLf7Qe z`VJfnp=;L-uvJ-sYSmc~yx?b+!{q++RWhD@Y?aWP-S3H$?jJT{AuVD7(VWCe2*&o= zgKS-BaGWZ(K1vE3eP6+nL^K2z3bpk-cMcZ&jNao4NpY#T@BegkRn?4&GlfQ)g(le+ z)db;*(f=Q{+zg@YSR1WBp<=m4WKc7x3tJf(qJ+(6nJu3_Qvsf@&smUw(2nEnZ89sQ z=kpcuFT+l0C5|^ICO1cNJ9W-7f84u_ys}4bcNP&rUkOX#3UmI8t?Vmi$CI;9Z)ywW zuyYC$&gTbvv)PK)&$1jl6GJS1VN8&QYL)CbDZOgdP>1IR9VW}D0O6mwdF1nsNLaG( zG&~H(0p?%;00RI3p?6^j91WbA zR4KKw>}DDIk17f$veJ;Z$<#(%74u^;1sN|S~0-@tKtgw%TqTMDy1JBp5DR&+dLg|oS6ckTj5*&8yw{? zIM}ZTHe~1k00RI8W7Qy*ceaQ{9~Cimmi^=;g8GSC^%|YH8s*yy47mX!JVRUlIpuTIsfvaN(+*E6Sx&QZ ztvIs^QeCTF9ko@`Y4nK^FVq;Z#_#%rmiW_r_cbpdJdGJLh%e1uY0F(!Za!CD!HU?? zL93VHhA_&vGO8@YGPWJ32zL9k9MwK8g z2(&b|VAl2ts((v&^*qP-z^S5Mz)32zlHqlEclF|Q42`l1lHiUP!MtmJeNY1*IeCZ5 zS>dkfctGz=>!N&@04i~RLO1daZqEP3qS-WOxUB9;PPsU+rV!0ZkW z%~l_+k@K>SG@LGsD_zyISj}|i&F70zRKu%MkU`*W?A7NN+PT~RxIPaHPnNoMo3zZ7 z9wb1Sijlx-SssM{gdSKHofSxv3b84JE~@clktW)&sm36BkImO$y@sk~D?hsch4Hv++UOQ#02$Qvi1-wP#w+)1m! z0-)Dn2_xMg00wq#{``_D{(Ea95Z)tv2w(G#Cwo)tpLH#y|?%JLhy3I~o*rx$mT`p0?Ron<(>me)ev?Jd&q? zxd^jsgwU&Alh{P8gB+*F#1-T?1vl{zS%^HlJpHc|IlM=$-Vq-vPIO9S$&_3FcN-td zrPEnqIrV4|r1|wK!W)1alUM?VoUr7WJ5@N~Iuty^J3LTdsjpW)$n$X~Y3j3b?k82< zJ|eCHAI#aih8+?8ao%10?ucqU?XXHKS$LrIMXft!U-VQ(ZZni#C^R|}M#4CDxod2_%VJ0O-sk-2h5hq#k400SeKN@}cg8ikDi z>~JpxqzAVwV7e}x8K%|&M6yYM#7>T8k+13imfI%K!+9&k+rCp))rk~UiCF_d1fIsc z+y1J<1X{vN#-0W0=Yn{moVBoxU~t>Rk+9Sy=w6KGZM>N$%6ByVz`xoBbOy^=IXA05J_;Hued8PN9iULH4!T2w7ce4aE{V+;XC}B?*GZISm)1 zd483fZy}700x-I|Qu-f+4e34wfd47A@6VfsQj^*%ee@l|fm%KGW9W^zbzeBvw%o*c`yZ+RpB*>`lfSg9A{a`f^m0)-*yf%NRwdzIqa0 zBR&D|L*;|aRNh}x)Ggt&b@c^foc$(KP^6u3_V%aC}@0e^!w1@AEaT!mtEo!A4QY^`K_f5dFVBEjkM} z5Nu^_@bK&!O}A*d%_|GHgm9|4kJN>o^KV?)=ib51K6gf4&U;pGdqq{SHUA>hynEss zC|aY1!o$O!*Ne09TBb?JI755Cr(+tj99jA$ngm$vLQz#f9J6bsOrCHYpf`9lb@fC+ z2Z`MEfs|Gr%Su?tKv=0q{r6lswhrahEO2-h=wSX=-ZpK@>qn^e3eIxs23*>!k9_N_ zYo3phFJTHjr@AwG>etFuPKj--PHu0!%mnL=s%I0r+b=nBF%IJe6^ouLHBU?=v z`39Po;B4tF3YCxx=HwKC|qO&dN4ZAT$uqJuCocygmCVV!3Zae&l$gWy#|4NExhHdreRL^cz>y17*gmf`x zH30>H7V`U$wsTe7x7-yXH6zdNk%7hqLnvxy{N256NH<7*O8=uXy@M~0vM1ad4a!${ zB=Xq>D2r&iPDu(|&bw%;T-?6HnNGIO7LqN_lb1rq87nOh>#wF8M8y0Y8GrIawE8Cm z^4V%|^N#VwZrh%v_&AFrf&mG(x;@}$#Z0*|6+vQAqE(H*cmMo)AC9WbMJH>SQP_~) z_w_bu;=aSm=o9q)^hZ~nbCsi*>ilQ)*Qdi+pdMY@n?U4m18u@f0{U8x7 z`@jsjJPvQo(tOEk00093jc^e~xsv~f$I8uAvx&KsltI&Xlx{LE_7TZmW>xV8$3Yc? z2#Sni1l+$j=Q{|H$h*RRhgQaJ#3XH3^bv*e97wZ)F(@Yr||Hve=07&G{Sz8~Ss~ zt2U4#8n>9l`j2AO-`O1om|b2V5`4)KKKSTYfgBmBz;a?biMO%u#nualzr(C~AvvQm zc$Q6HJ2zqD5ZU&(HR};mc zWvbzAI;QKcJ(y%r#c*zLk94Vj$LIjMFYl*}^Mv7X`TDK9iot{&?m1_yLoCB{o~1~4 zPP3v9*YvVR)KM2`C3E-+dCJ{00C=-3ceDtw zGuWo#*%tVZ{<1&Q_d)421=Em~Nx}osu-^q9?aMt!jo*`wUS#3LQX6}w1{@9$aW$UP zPUFi4uk@o}xGcFb<@_(>3`s>k?9bRBUf~Oea(^*lEKN@?;cgq0KP5BWtD zf+ZDJQnY5DgUP6yxG;U68!52j?c)OKcYT!>$`4B0@D>9elIpyhS&GdUD0te!o6{aB zV?j1-i=QGJM5NMDQofJl;>$P3rD4umY&ARlvev#=pymyM`s`$SR~K>%VoUsw&&^AF z2j2bNs72PW*#fgLJ%R`6yFwC7xFW9S9eu zm0X2BJ@n-ep-aBP;n`bArsV@Wl(uv@({j0g^ffEPF>Q6loi+dduO=82aV}Jlf};LS zsi=}{Hr_-=u%lM{VyN)X)9EJ=l@m!Wj0SR?!2I@hrv2YE_f;W*S6ASWzj=1j&ct^{ zBoxB>_`8>Pi!$9iv+gz2UT7^^NW)D!cF+MBw!?7*|D92fH_HD7F$87%g3e49U~%(n zz58gw3xfG#f1jd>`-Fd|+nZVuO{=UNaK6}FjoP~PB*LYHzE4;kb@rpzL_Tx3h-A^n zdB6<+cyk$?4skmI5{&5>Jx5>I5NNEJX4(Cf+Za2|kU^bM7P`krzXJ1T^t4}6d4XZb zKq&cqjIA3h9vD?%Fe6C@*Fgl7r(GT{Q)*cDs?`t?6#P7mW=E!U;-ZmbN;{^MQ z^JGIFmxb1tSCUr8|9+gAo3A4HfYI0iSnY6%)t&}KKL^8?Xk^=W5cH}ii&yZEh z6Zt)NxApeVtH`fqCZe5m6K?B6IYFLbvV%Az^&Z2C4bB=%sjWO|D4+johMwS-KSO;C z{iA~;g4VXc1Uh7yfJ88oJ+R)c?!tD*|FWyQDC~GiE=s~}pr{1F1qYwrQT&3kuXgel zL?Sjas<%PH;19^Gde4w426e(Di|r~&X|!KRDcr;Gt``U_FSbJI#tn5uB}nQox4iW9 zt4Wdl{V^xNsabiK8T`$J;lh&)Yl}M;sFkCywXQI z>aImu-|~xq000Jwwt-MN;NiaTK~-Xh)y?B@Fw{Z?54*bVH!R2iIsyfURf35+F|LC+ zd9+K+` z*jTWILmn)^_4s(Mb#KEc zgid8*=)_T`z1{)k<=+dBL6oi)m(b5P+ zosEppF&p(e9PbvF%i@7N1PywWgU+{=l%YlxxTWXAj-Wy-M+P8OCgZ%0`6_)L^`J4m zf2ph|f`=e zq%B#gogO-(wcg&kS`iO1bZX#}>eg6vZs2Nzqjq!u;M(>T^1|f(kVZ0 z1Flg$tWZ3K=@QV8?wNHMS|Mf9Uf*;wL&j^!Mu{T?og3aw=qBu10Lb!BKf#@y7#69M zObK+g*?b*HpXHjE0o!;#M^MkV`BigWF)R$E=F{m5VpF`JL_h!XtLMcPRR6zZu-eK& zPWJ;Hrh@tvA}Gp``R}_gQ)>!?NH)bGuY~r1nLWdi^YjX$=e@nr^3I3Hb^Viu#aFn| zblJ~fq*L2|V?YOyB#)%~P2E)!5oyT-5mw#M(L=v&Hj)1YO)sTL83RU_K2L8B8ZCZd zFN}+yocKZo879GDQ&EZApBk-t7_v;E6z3;q{NKwS-WIo91s3Auhmy>7>C1s*A|=`` zTwT~%>m5#_T#U$K^3BIM?}28orjr_6V=c%_$qcyolGz*n|E=E1E3j4cpXqGUsjOqc zQRgc~P*B6-c+`xJ5unfnu8T)sfGm?Z(rYAl8oCD_Od60?N<(jAuu;9RVl^_3zoZA6 z^;R0mn5Q(Cp?KWpm^LJTw&~^m^Dot;I$|JmjlA%e`DKR+zt%F%f=5fd;V zJ`(M)!8`o%`vt9X!z2josF|^>&FMSd*wpuWHg$6zXqBAnrXO8#y6rsHpmWvT1Ypw> zz2;F~3paf$Yvh-oX1P?o9Y~F(G3T8Y`a@RmqP!?6iE&QB^zS6>!{xa1 zSuuYvkRVPZm^{6Io8Qy!k4Te*Gar5WTQbSit1p&97^arsU-d_uC_HIjvY&J*pxSQ$ z;9Q+}qZmGU=GCuU{#*u!v4py><+*XiR-f+Om2M`@we-sFLQw^2V5h$uVQ|nQ4+x7? zToMI+JThlhNz=i0H&#d%4_PH}xZ8j5{k&M-)81M@M$s2p!59<~&G_lO>3bjO`TzcH z3l>KX89>JHIg0(LSD4@gp(LnH!HlS~l5}=%<-$8NCH~5~ zST*W0M((sC@(H5>t4(ooflx0HoHqQwa8NBqiFc<_maLS(z-}-P_H!vtwDs8d>on=h zqd>TFxD=TG+CKy5%ozgM7&Q_9d1Y6 z;bvDMwthVv@DG!eR?I?}@JPM&A#rIl7@~=OO|a4)siL3%NQbI!mAZ`@*fpZOlNOle z%~GJqL@W~u0`@s%cW>q$MeS};kOc0BsVE>$l_gX#u$PwnZzp=l z>UJHH2_nt-DN*$RLmU^$JE+!1A%lg+6Akn>@3AuGmabagkYW)rz|rk;uJ^z>A_O%- zx|TsI!rCum0tN!vkitS5X1Ge7IriKk5+)cVvaBomhE(o3TnRuR|pYvl$b<7N56*V{6?Pn0&YFIJJ+bX}2gg#>+p02Xi zuVS03&1jWQM0NrtSxe?UUrn#zsvD};)iZ87@lc^Z-uM>1w$*k2P$(V`@w4isK6b>E zy-}0|jwX81eSvU+X^vy0QCp}82&kv>jj>zxFmSw|#4h$y!A~8-pStJ>EtagDk zpLd*x!cecW4^1ZVgDE9Qkqv*dE!=PN38yoDL>$&>j)6Wi1Gpf_(|=qBvIK9tpbSmv5QAt{2>q-*2 ztYc5iHvJayd3MyHi(q0;>bj>BS&F;zY(!Rb>l&fmt9Z^C{+j7$kV$2by>FLE4)DHB zDw?2N4g7>BL#u8EIow%swracnXf@O{R8=ve0=G(torMTerW9xa(Z+ z9}p$CJ!a+K?-GcFC8WUTkdU*&q))(ik2>TPt6BL=g#&`BhOI}`L}M4xm|rh^)g2O{ zmLO{ufkO?}wn*eDGr2D1_ms!VDx<9@fD)@VJ1xJJ|HJ?%#h*cRka0Olc~i7gy&Lg( zTz?^Q4Q>1O)2}#ny9a7P!l~*6(%hZ`6fE6$&84?4A)uN@k;94KY=*E}L>dwa zuR3DgR^dM(K;^ae=82+OqS=vVI_mJ-O-5*JE_&pb*cO+kFXY(DdSRT_bFy&y6ibXx zGca*1f!N9rQvn$IoH-!({ZY3y2M?;;I;)qnnBwCQ(Y}`+VyyM~6 zNXU=Vcwl9Pea!d_!C&wBTbQA z?v$%|=VOgnLqaqM-w0AP%hs#EjnKq45k3|@+UZMpByW_9Z0TJxh5zkxwNZUC53fn0 zHQ{RHZhzi>OM7fwUmNl%2V)o!-^t>M&04Oa)F)iM!>ka-9fWQO@7cI=9Nw08qICu+ z8o*t1Yu(z_)BbgI00kO?lTh+9wXpjr^oX_cMxp6TWa`;}01zoB)L4UhO_ajdybG$q zu75aS&Ea3dF9P5Unlxsow{uF@9F)DB_Juf<4gL_dU}YXv0_@@$`(0MXZzkE5!3}!p zTs=+oC4e|d@2FmC$f8z>X_}2i=ViEm3-e?!$N|)Ozxcy2QEFjYWnP&8t9%%b>Wv;3 z_(SD>m~8@|@6@LGg3(t3$nqa>Z)I6_FyUL4I*JV6kQuCjvQ(xd1vMey#`opMvpQF# z3u6ltA+-dZfTFM!d)^g>SVZ-)8EdZ)MZ=5!cTmG zFR@mB_D&lMBI4L1v=#$pivi#gEmJDoOkg47+ujWHx;zc*<=l@|oO5?_z#2y?alJkM z8YcJZ$H!e=9Kp0EW>a@1SkQu#*f2@Ukc_*j)cf#m6ExuEvy3-RW42{1pPb3NDwo1i z*uP>(if(#E@E55L6MH5Nr(%Q^4Jt^tGEI5{mUuy89+P0R85lz}KWY z{YyPsQnt}33&$AgD>D2w-|j(}xf9C|w;5lkl2}H|ULo?OI45Heza8uJLC!3Je#s!EIg9lM_@s$JVTL4@Np(!>l%jyZ;B3OD%^JbGx&uiwRH9o{Sl`GxhUagS9kD z)L3>9moHnwx=EJq?N9w)m}9&(({&YZ_b`)U%OAm+-93}{>Faenn`xr9R#WFy7<^bf zYS^61$Ry+X{S0&3=bJ<42Vo#cBr54|sZ|5^Z0)UfZVwhYYc+Sl43IV&U}G5YQPZl| z@FGB(L}fl(jmriwY;2B~?CnvY6PF^3R&N(^J@)U^Eb5~9zLsEi-A>$>4#L_U*;yb< zOftTpq1AUx{HFJds69DEfzP=lLT?HoJ6^)zamlqY>oQZNXd6{~+bf6~zC_ZMaAW`) zoX$jFdS~-;S$&`}L>)MVzFBu1*n)(<9k_TD3i`pXfEi57nzJK*HMbtI@66Wwr$~9^ z-a};J=H3E?k2jAA{&f`)l=drdx~Ykh+V?)>Fi>W=nE$g_1tPaDEp%Uxg=Lxc?_ZogFMJ|Q^W zQZxhiUQaLL{-w80=Zud_)q%4wT+OeWR=kN)|<+QJ&>uJ{zU11P^LuFr_7U4f`>Wob;S z&RDLuK=Ki5qa}J>zz=!LrKRNP;=I6H4Fteg%V8Y(jcF_;+TlN`yCg2nar8uL64%?q z__IklfpRDn*dqYKHE8b=|7S%F}OeId1hu6GwF8WJw{F;oD zPAmybVFNFjg#Xeni2vy$`*a-=DlwEUohY~-5=gO!U^5D=emFdZvbXBr?X;b{vBoDk z-f&%;s3+6#)rz>!MhJvbf@h8U#cR^MD;wTQQE^OJ;q3o z4tcpEyqzF(%(L%mn|9U-#Nu;Gz#@Ml<=R{-R_ryH2g~z>3D$3pY#u!9{gB$ znS@0EqlxqOdO(fcFv=3!3clRLv;~|?3j*=rX(hk&jCEL2@INF5*JLFsyy+fV0Ow7<44Xd?;FCQKA0 z8L2jM{$ZPvAb9#0Y+_6+1A}%0Vs4MHsjjv*3w^A;-gHJ&VI*{LA$dT!Y;t@29gF(* z@+)C`SJn(;~{Ec=n4KBBnsd2)mrNxXZrrCi;4lcK6>LyT$a^=cOOW7m#?;O#dfDnf z|Nrs(bNeI4NM%h}**Rv5b%!)0udrtMWOcchhR;=ZMr9B&-5k62=QRrJ zLEtCnTM|+PWfz+7`5mwR=8s+OlL9cM#jQ>76Xaf3e_hK=q$wn{=Rw&n@8^_7W z?M=#l>@3iG)vfva1KnTe0S5d2Ahoz6yW4yI^EbN-1M8JBtgPXDr=_x(@3+XGaK>$! zYj6Fe8)~(Y!hiWTGKd2t9{!Tmr!#>Pc`49HCUqn;v77Mec4KsYB3dLyeknlI(<~vv z#(Q(E4a^LAeb0F%k;x&>I|vs z<*!9P86b2^ClfuD4WW7_XY$QtS|*B8PK3okVM3Ys^GvXcl^_7ggwI2C!lFMcInQ_b zw>>7$2wPYQf!2Zkn>y1r)A+_@L^_qqk4g2OKZO(Sw1zyg#3#=zL94>Lb3T?5-(>{t zEM;nnx6*{#{r~KVE&6KJ)`8O$x*nUq1Wfrf1d#8~VsJiN*Os06egDd%V}eKehj7rh zL3o(TxZ%!vE7U>E7GXqdLOu2;2Oosp3&zVQL}Gw{qXnKR>KPSkUSL~$5Y~fHp+@t= z=1O5UF!#x!kE`f~b?JN}%F%C3LQ-X`q@t82#c;w4x1ePEKZNOFL#JIZ>DSL_`l-(9 zrj$bbY~czC*pQW{%hNx=L#gMU=j-)#SpQkj=Em*KIKwXrwpA(X*>!Xq39wG`a+Ph| zjl^;p+fkPo;N>AJA8`85HZ!?;*&~YLrAb(V_Eo zLvrYU(>7LgeG$Z#zt)$U@If%9_^4@2fM>5bHW-X#JBJf0BoRe}Y)sMj-EI?r1NLwf zRl$IUH%PDYp3V2a4IqKJiY-b6-bCqiGXGwlbMVPvgYm^t*Q~Tm)Mjgc8kbfraek)VG_NyrFFcsvjrea^gMO zGA`;>l=6Lvd{+2fT-*90tI%@p*{RuP*Wq%3SWn6&$$xAtJUYEK+u@O8mA-bU(t3F? z@R}zw#+5pvVZ3%w+RgMx)4?h7m+gB~{?vqELb;sCwks6Ra|1M)xEZYUeW&41R}&F{ z0193e79V%GS91~{|NYP>2PyK3q!fPOtN-okuh#|t(V_+aw?MxCi((M+Y}@aHd0TYa zCqRgmSQQ5Cpgv_GOA3r7-53s2As_$DBgqV}_dzm4TQ|owwYoXPA`OCVz(s-g9{-9x zIf%&6lxZ&N)p#_$C*6N(xO2lR=pJR90Dx|CD`HF?&ym4kFahDH=rAY9@BjdH3pwx7~#mK>6`kgF=dM2=Nmx};e*KgFSebhPlu@CGnrfcxnG)9AwSy<%M_6yveesPiT z00093E~jw79!N_g-~Sy-w{7W=?f;np8A|~C{`H2KdnfoqsOB=tDui{lV~6^W8ld_t zwlMgRS^IGx1l*l`_YhSUaq9Y-LugHREOT$%F7quKeJp&35sOWz~U)) z93gO+4cgF)Wg<7&t6Xgrf3~8!QZgu_u&qPEZp~9I<&3b&HU4mWbPOZb!o&>WrXKV8 zq2hnZ;79igC-IOoP>90=*z$#GF;X`TsZIs2NH%-N%5bq#WNe-VG4PYa5OW{%|DNi-8P| zux@?k1>^5P$+Ks*sR3oVo}nvY809m+d(PNF@U-of!2NC98!mkRcJS*K0f`m3YITTI zsd|Jny<)KJPlwKXy(%l0V0QqhRI06ci9=xpPW7#m%)a%|rOGJzsCwaU3L#YP<7SRI zfblvkxzrByIgt!8o#0UVK37Pg9FwQ5%%Z<8T5SzTB{<%`b?y$TWH5PS$h&ulLhtSl z`IGCA?m%IJ(R))C4GJO>t(pJ*V&C{zf4VpAkH%LI;4L3{|994Crtzyr|5zTMTH?v8 zOYb%v>e*b%3X+|=CwFOnoW!00+3*<7o48Q_5*o~r8lVv>Qa1=5(Ki*vhCY0L&m~Y4 zuy@Zp_zWHcekL&C=46R&l)zzC0}qc`yI!N#i#X^3-4YCqq9UR4Smm)zoNOP@WG!41 zwJ^nGY{fNUH!Z;#9(^~%*Um}!DNd=I|?g+QarrV%6&MtfCjm@mX7p-ui4>1`x zis-oDSF-bU`A=S6?PO~-Y+`MsGbPq}G2RfORh_Fzb>)|2$7~o)0f)x6*Amr1h1`5# zElTF}QAI_v4n z83<6>_UGljyZK+#`b{q%`+XnIX@cM5@FwxeWxf^%b@VHv9@$%ak=*`CZ?o|H0+Q=@ z;tAvwg9|Pg;>`cDUfj8P;A&0FhL+l(P#Bl+ntxaWwT!k_b@}hV5PXyc}-@(+pC(X-C|^ zvR!d_%jrwR%jQRWZtoZApl(GRhYS-wCAM$( zwro;+_M0Pn$LmCIO(!0W+`6;gE^I@45mY*!JFA=g6kJ~}&g6Q0WGrAWyb~tilWHxj zl`uX4yXOosjogIA^Is@_B2X7^kjv;M-+0e)|A@APY4@@Bv8i$kC_b$F7OOOUQ+ap( zzjD1{pogj3O7D<=zK&KuF&~8 zuEYazHzbVoD%ftVtN;J{IUu=vy6K~`l;k_!!g)P3$Id6MQdX6d@#vxj*(N74|G-7D zYpey2rs}D*;r(_icCQf@5TyiW9L_M&uzuOW{tsvNr?Erm)&x>A#<;{O*#k*mKV>&8 zmNfPH9Cz1!to*4vw8~-{$;uJlVbNPk5$@A5_N!-%;*cN2e4(3Aahk?aRZ=C9Wo_6$ zgrK+^g2U8n4B!#fdPt~{$;$Yg4Y2XMjPpq#9>eHDA~vK9j$=!02hpm6OtvjH>_6Ps zIoa-FdQ9ip1}-KOZz4O|doFFF0C(~oLVw6ZoefeUE z#;(l;a5WcjWaW`EY*vFV5}bY@pR~!4U(TFkm}A|dZo(F~n)gdOM~|UZ`JU?3rD`MT zL-%3$_stOJ#)uLgJU+_X_#q*jtIga2FUIO|cv9G0Lvp8%4BMcPXVUhD9chemIl7F} zjs68O=>1DDrH>9w9GMjRM|!~=+@-xJ=Q7Xwa&#={iHZAU17i=(B(on8E<77R>` zY<_u@8p~Z{$TFuVyrCdXr@>u47G?z3WGouHH@$Mt^#A_eRqt}*C)ft?&6&lqG#wIF z79EcHVdzcd&E2&hM}#VE@OSLyhAQJuX@RX|4-nfh)qV_0_NfygEVreltb8~s|0 zoHmuC95*W#3k6Ufe3xXo5cOFy)q6`!&b8tz*<5CE<#zE%S!qUrSd{UK!`ktU_G0}i za(jcgr7))QR#GPDJ1^R({QMeUzXX?%5_>*NHCT3(C%HI%qX@N9kr#OfxcWoXQKq%K zd+3B~y$WJkL#vO5`3u#mMH7nBgphDC_L75Nz%L(f&m;DWU&L#zvf^)O4l&1T=ZGp3 zFidd}(QghPCFq7a98h&QpY}-8ymP z|JrrCv&%KdWuAHBXU1kG@X7goJtTnRRa+$FlKhH?9IsMqAW8)RezeY^+ zy0bH8P7(IA!jp=g?73luKCGwcrXaemVVGUMvB4=wiKY|*VEwl4V$o(F6Pu`ES{GP! z<{RfmiS!4g^i^MVxj(pzcZq0G*OlS}DO0P_y@}mj$l}!sJJ_5g0%w!H5t2yDOPASH zpOI33`g!x;#sv|sHWxKQ*ag*IqTQ4(EiaHx{g3#}Vd4hL;Pj#I@3?$eSP5JLybsW_ zQv1l0Mawa$5Z*OSldAp5&j!lRw2a* z&XzHVPgRc7`once#}(vxAv#h&#uNMXw~Z$BKt*v`^B<5*Gx0m38M~|@&UwlI`wF%k zth3x#h`Z4`y{gC}DkV9>m-I{5y{*o4e>dI^*YDHl>Zxr8x;0W@y}pY359pu~akn~H zl;?$nFt-Xl^CIkXx?WR>Bt3S~2z@5e&uUW9T&#)u%4$vV>a%A(nSAI?_aq$JQ9KO` zq?(Mox$q7e?_MKy^WW`J3n)UeVb0k%avs;PaDlPdCMcwWUAa3R?9f8gb-9iAjl4Sv zpGhIH3QWk^4kRmY5}xjXP!c*tGWacrGF?s^c;$eG!6HG+X^SKU48$j?z?J=QK+OBX z!MBTKk>Br!ETGTN0VScSmMW0QpbHGDcm|YRCmX7NZ;WgB=tIoPD)M*@cW9 zn>$$V9O-lmp4okQQ%HaLg?g_*E-P{{5Y8;v<4t%Aq|QbHP%*wUybhpmM3z#IlI`@R zrNzBhbE0@b`fV$M=S$WtUc{Bd$<#S1UjpogE=J<^%&KoIryve#Wkzv-lHF^iS*O@(<6iWk>c*V)9 z4tU*6#~qPt&78VhUMc-KEP>H zs{3@U!cC>e{Z^4}^K(y478uh8OwFY6)cpNq;mYC&Gk~?esWL|4>J??y2}3RUafK1B zJ2|9h&Z@Emd4|o4Szw>X}S%j7f8WkX8|2Hyek>e4O5zS|(q)H#ULda+X(&wvo(n4u~kP!)94lJp8e$?<>%y zlMk}>P9}qpdGf_fFE~@-?O+*H6e#BGE-sHTA@M#1OuK|@Bo$eqpctPf5XwR0XdB)> z8y;ztw(GoC1a=U&u3#KfTUd`x-Kal=F9;Ix^~{98>mie0P1ijd)X44C&)AJ~;=<{R z*ceG2(AoeKLEMH7Ca){l&2_x3#ZAjW_`4|Inn!H1 zBvXgxvG8rtVK$n4yHW5PQA@cSO7?WB{T1v!=)5<&MZl>A^}ds=DxMHh0vwEdi?+h9 zwWbg8c1!4o>$c=Sz1whgIofNE91I6?=*2r!zFBJGgKoXp#Hqa7d)x0j20;uwS+Y#_ zFEqH?imsjh-5)78->CJ(5wi){VFhPq&`Eq zA5PMnbQ7J2kO;HYxFFxq()luunC9Y(f6olCZ6|M#!Z~^`%6bkAnsn78(bD;{4Ax`T zZnnC6#a=N^?r-Qg9FGndur+A16`YYB>uI=lwcgP;{PwZBGLvNVe;cc3OzM5r1?n{SB&~F18d#0aztE^)5P&BBEXoO9#@bP zUJg@ge9jbUx}uEod%A16v9?DZK2+g;Sr8d;G;|D~4AGW_IxgBv2baOb3JcZWaGYC6 znMZN|pbY#9^?1)&*f+SeRE_7*Ub>Sym;AC`7-hW=NQk=0Mg4Dkob)Ov#oEmUKL#V- z$CcHCQ1zo47Pwn5R%*lEe5oyuZm=b$6ynbUszoGH&5lX-okKoo6Rf!{|l z7Pq-{xn=ry17ueFI<_eM#?Bj~0VGtNx)j@@i5%eO$Lzb20;OM)1kQj#DLhK^y#N16 z-`$ZBsq5qVr4<<%TChqo(n$yd0`l;Z2yDT*hRh@T`o=5;4w6_r#u;-S{jg=(J^n@< z%q78AmqsG^ND`oBy7_C9EuzpV$WOT)kXfMeh6Oj7e7?JW8Q%9l*-2=8vn7T36MPOYUR*)uPrTh#W-P2@ zw?|BLho+b@vVsXl#C@6VJ>X`2ZSgd*5nmGxqKo^}weiV=~^7E+) zG5p&-{vhy&Nh4!My-5%kbTRer_C_N;vzGrd446FKe<5!ND->?qYPMjB-5f1mO*3RV zjaI5N{&AXjKGA_a`kX-n49EZg0{{VgL;x1tppK*t!&EyPIp;3g_Sw5!w8Tog737R}vze*GaZow_&D7|5#T}C1MuuY+Mnqb{rV@>fOjVgXR+7sQLV;P-3Kk zmIs{+JRExfk3?48oo|r-__K^*$yu9wk_@V?P0R(e3^`QXp1!{T3iib|>4{g*RSYqW z%Brg4Ag%$D{&=zPKM_zwj0cs$w{;(R)4wnH9+E%S16^!0FL+T-A5?)gZ~T$5(DwxV zlTE0qGODrfv!IvwGDlt8tcO>%$#fPLA%Dnb#E~zU4p(IfF&u}~9Kp+l+6QZ;Tr-pK z^v~DXP*Z7;U=+1{LU)^Yf7E@+d-ci&g(94$3oi7~8m$R9-pb+5xVyxoSU2Z$##6Xu zQxVTJ;L<*KZ-(A6LxHlIB-BX88+AVM^KK2g5Yl%dKy^>SYR?-ZDv0h(AXn~+nv!Xo zq4jTHT?a$OUhI^xI+%00&*HA(fVET3>tXX!H|31F`(&YHeGzJ^I(@8P*st*`1-aYR z`6M>ufJERw|9+0tx$wJ2VLZX++9zH452hekj&!;aWqY9>A{A8it_F}86tGCl4KQRo zr-ArwM~dFKenxo~x@;d8-^M~PehK9$}djnN5d z5^|gAZf~DbvBBEfbFqPPm4cre{)1&{T8DNn zR|aZN^KylJ_F0`IoZ-O1g5D5V5S(_>C|h6%ssK#H&Ed^3s(yI%%JJlP!5{zKFldUu zB9XYu5d5xb4zi-Y2ioZS=U+3Bxx_79VA()vZi>Seu#4fA${2)~kxnim(Nv^}$ikEt z#dAU~1boxc(OLI{4mNU%hDND$l>=Kpko!O2)L#tKILMDNxCj?F0tAji1E$YP#X9a0 z8yR|E&2E{vCVYH~6(VMCHO$$+evg5E5{GA?(yCz-Oj!Nj&Y9wz9VLV0D)=INtVoc4 zGj`-R%=mm8#i8MO=(NKxG{ejej40bc)tiTfVhF4Ebh05?)kJ z>OoV7Av9>D3=$s{W`D&>DVRo;jiod zZ>(3FAj2R!{qZ>6U;3%w=76E=YEcI#^p6x!o@bq0kFQ~3mNv{I+Z#-CwPdSYE~-=A zjNS=gQ`%c4oI#Mrwkw(@y}D4K0SW3?|7B!pO&Ax}kgeHD z--38IGjn-m?Do{usrjTsFdXo6UP^6c;rjP33bnp%NSKoZaL8*_B%_@|Ns8~T$|&W zGMt0_2fv~%^D&8gs|#Rq_q4R3k*$%<97b)U_bkx?6NdhTTbE*^<;MQ|3%LvoIFPMg zEppahGcvRsB>rvT$*?g%j>@-BN+I?Q*b11NX0`QDoVf3jjhdP%RnQo8okm2su7~Hl z*#^*%Hinp#EUf%Nw=$rW$EmrH-xjCm5NrUiY$Z!d5-#y95mrucbg%7Pz*#RY|NsB< z`hWZmR5Xv)*Q;bJy=!Mzs%BL_Xa*uZS|NrW9iCiGI7&5L%vh6ekdq6JatN*Q4&04tfYK)ufKuV3*As!uab#VHo zEhh>K633~Am=lSFSGfzgq?SmqllO9s2~M(~wl}`Uq5sBZSZn|Ka&~RK+x|7O^G*F> zix80#7^1`$WZE-9);3`UE4wt6GNCC;zVm1bJjlTyIZ=Z6&~)ut1qv=wgY0Dt*zN{=&cwrMmKhVMtL4pC~&znXs7 zmqYFw5$G{H$d$tm5_iLj+jVJWMc*!k{Bu@@S|h| z%%XIUB08rh<;{T%U_DQ)CWu6BZ9W&>gMMwden)3WdqLtBBH!_Nsp=qY5#%P<$+$_A zDX{DbyiY{U#QuUIie|$kP+CHwQq=PDr2N#%P7U0a+=k?j>L%sohraX0o#ebC_saW+ zCt~1ln2X=t5&gLT(klO?Y4kV5Njfc?rSE)x8x^dNO?={DrSuf3Yk{b(Y;JPj3R}Em zFom8N%;%=cYoI3g83AXnkQ&bvr;k~(nfTz%#AzHRGj=^t{qRQ1Kd6q8DPD&^T$kUKDQ0vFNEC|Z61O_XkH_q-CUk#5iH+ z322jI&^hEUS|Z93t79dZre%u%>1Zx za(Wsrq&-5Yn5SmG<#)cu{yhNyg$CvPtpqUnv)Wgk_zpgh2s$(e27?#p%q(1|3j_po z8atWLal8}^ID}iuWI{3q(BQ!|O$E)6`HyFZFg|uxSsY*bJpY-$S>wHOnMcUuTLt>O z@Yq!|E~21>;Ji!#onfnm+<3e{1@Z)u4bLz$yNMuSjgoCklSI&Ug_T^+s#-T5IYiqZ zz3$S@LwbRhY~>17#s*E<1NPcUQK5zW%F8x0`}h^uLOZ>^w8mx&Y!7wo_; zb_-Hp%qyh*cd~76}mm) zbsy^}JA3{1h>PEycul1Uu=d-<-*wIGq5ftdywx=rSwBQTtUf8_^)wzugA2T)JBag; z-M{HVfiJl8nkU)ZQ_Fy5c&g@1X7BS~|IG*{ogLd%_oC+?_Q`mWAD&@~%=M0@Pg_~Q zUAVyRAkY`NrJp2|+OL=C3cz{5!P-DoX!&zoHq3}?X_DhyV| zIn~xK4~#I9=e8E?!6|f%=nnjsjXf7%WtL~(X~++eqDe-1%EXxV;_Q#J!zn6QgIg9=wJwL%l?(pC5?SickqOhG4DJVTzZMZSDe9?vZ(7_IR*x-w z(Lhryk{&s=eES_3u!E$}ALMa`pPoXCI3FM81>*8i1E! zEKcXC`hBifLNM4H%RS<1zo)GdYMAL+8H{Y5nWrRCPi*t?>=Xy0ck`3gJrd?~EP+-f z97@X!`XJWu2;B;XkD4EVq>Ah|pBT*vHhF%Cg74MrRbRAuR}P+6j?%p`t?%20udrUo zjR1yZl@OLhJQimpu}$I(-;cZ3Z)g^R4`S@zs<3Qi#Y95#T~_25kQ7B=!J?5Z{h6kS z61!M)G-M_LA66~u5ad0+#~{nT#DOBv((<(izA07!B4TLDY{rK(o+TqTljr zzIZ1W#JY7=37jE+lh6qc#0#y6T@6d04zaY*1tG>Z1b z#N90LVA;q62UpX{b;>X`u2047Gj$b9(`F(En zP;p|=E)~sUoCeCl?`D$X@5e4d4QjiThTm?9?UU$eiEBfYloH!73CvR78E5YRD{GtN)`>@kX;t=G!kTX1bHJ?GF(_ma3kV zMcMug2J^0O=|2!~jUZE3dXI<*o!c0%aZV2e;I%_4%I0vOb!zzWhQ|n!lpizz03pV& zE>#G>=)6M1_Niwe;g31%N?(Qe9(Z7pu7x^BhIgDa<-a<%r2DRxWw|!ta+mgW>s|aN z5&$)HAW%2rhZG`x0eMD;P1tn6&ssC97F@pUrRn1hs@V6f-5!z{Y$~;SB%0SPZR@KlBjNq9q%)wXDu0~cK2 zck{8Hy$m4+@PNgMpDcKWatX=VLu6?If)VNY32aKUI+0$9K*5(rhLvUB6-`oNgtH$z zCDjzL`F!IYsjlDzFZKWb6`aBe#6n-x^}a5Y{*3$jw@yQ>BJthsrg{u4ib40bYg;=! z#RbV0E05tJi?r@89WNG;1o*!9rh0HODB5&Z3LLR-Gr~0rD=SEKKyeb~tJeLkEo`t1 zvVU*FhRjij?i2hPb+ddBzEBC=L@Q)2aJeS$WG zvw*71=E`G<{un2w@#2dsH4atVRTTB=pq zt^x0YkzfD)NJyU1|I6DmFf6xb5g>QCU}#=Nn3x%^iZzATb!({$P54mxLGgA0JXEOh zs<-*VSE<+Vj_-qPflr#)H?w8)(P<)gzxRzstLcM^KJW7w_*~;Rqg`b`k*Bpc96T+y zUK>;LBvQ=3IPbBQcY&O?S&MxojL?Zk^L$|z^3?)E)8a`Ddh#ByCAJHwLpi*+7G>)T zwR@1)(beRDxGJ8o$xW5#isBwGN&o-R`~Q^~9p<`w2$}-Rgccrc9>|JPPwP_3fBRsb z@)6l|#A6kwGA2jfYhQZ+Ame}!61{P&$7heL0T)a0(6H^G9Pc)ErO?@*a*e979b+hm~d2Z-xXQ^{hAy)r_}GL z+din4kG`q|I0tZM5S7dxZy8KsvxshpR0#I%&bHUMh4&bLK_7&!Je-XvR4q4=oxkxH zc+0GSdIiJ|m;xU*gy68lzRsQLIi;(j?XEWgM#%%FNsZlz+cT&-J2dN`s4~r(QN1FH zXl?qZJW_Jt=a(L$bWSyrMmD_d*1ZN7d5xPeTmfPm(Pa}RO9_o{4HzYQRa_75%`{QM zRsmd#G@sjarZ z%!3v>_!xWDgt(BLsxp2AMsJdCrF9~DJ8zN9y7k%5 z(Lk!UW$8xlF7&2!<;|aXIs;81>gisC#h7l1`NO(H%i`><`Br zh)<`P>JU!Afv@0qXYifh3QlxxXCrQ`cF(6jkV@=8*&%u?&(d`$&~lqk1CD9iL`-RQ zNtpG)K|o;Aal%Z>iaysU@AKW|h6h0G5tOdvl6FT&InAv}OMJ(j!T&t#BJVyiYjX#1 zy#CAtNBCl(I8XfJy(z`%epm5^B_M!ClPezGGh_e%@4wzzTV&|pxql?90UY#u?OXh} zB-^iMyAb3Tz7$BbG8mb}`pb|?v*etEXRgY^#+xQd%UBKxbkXZk3=nP+G8Uv>Cfr;w z>W!1$v8VEJ$dgC#geF?H;KD$^-H=ge6=vs{nAvDimpI)v$P5_fQB@Iz)NY*5ug3F%mS}o-lQhMJ(ynIeLjw%#SuBSzK13cM=J-cK> zPEeKxQ`!SfoSo1%Xy23`E~!InHRNP`gqV!Qs_+V~k9C=)Jj-HvX0eR-KEg}miW|_i zA6Gr-(l4+p41{75h-6}r4~RCrfY0H7uypmU-%SjQ7wVIenjiB{OxrX*jdZ0xH9oOu z9y{dp004t$XF|NIyFIfxiVy%QyBp-x%NLe1{V^ga2G#=SD@*`k1Rd+=cisy~5C3i& z4wwS`|5JJj0zSqSiFMg*4eDn!V||NVMn3?}JfXL+Bi~LJIvZ`2p!dD=-NRK_h36tb z&IN`i(=XQOAp*~qL77&DGTr;*%q=9(u=Bu)*U!NUJ_OSr<@76vu0NHUUc>(2p2oB= zvLfxUabSb|tf*>@zyJUL{<44ys5*i)?LNmr;IiJ;#k+k)NW97`h<8AM$gjl2nibXR zXb~Pho59Z<>AXUb;`HQ`T_aya5<|ZX(KHK&h~AiU^>&pu(dTmS{5QT7L3G6RSU=QZ z-TuDk7J^HumpY!^Q8o2|!-kKZL5vl@TAX)=uIEag;ABz?mMjLm$5@d}_0wrS?b)6c z9wKZZFa5w=Jt;%kU0&RyntGHGh1mWPg8Y@5Xz92e7NWyzm0$KrtGQ2BSM|Nqk|&42aaf1mVzfNA&H zix7A@cB-v7e~!}vCzbC(Q;tPZD@37|bH!}_op+Hll_~V9pWmQvlg}2mPM7PbI2iwy zs^6mdn6A7`j1^+mn&KrDx()ZB0z@ow8{t1WohE3V-Pry@O#I%UW+b3xx}4#!AFMay3jjtpYjB9 z_5Z9Eo9&i%iJSl16Q-^*BZV^6Cd6qwZ?0M+SkG^n_`e9IBLMwn8l=Xuw;N!{g7c0s6wS2dRPSxZ~)t) z(wy*;U%nK#pDJ_^Y8t}gDQ*m~V^xuh-R@owd3&ysDg41aJSgx%8K!<$Bfj15dkJ&@ zZhc~I(GNGR-^cI&>zI2S|9`du;bJ9w0osQUFcU7|l;epxE&N^Ln9Pxj;-$Xup(;In z<3Alh0GN%0dt||%zR_z~a{0y#cR5HREe^PP4;UkDd3-ocqX-%~ojuE+?Es$f8HPqt z5@QZ`d&DoY_?{`>{%=47|7}={uVM439E14@ScPCyMX0%$?8NngIp$)COP=tG*`RPf5Ni zphIzrwsCld&66*K%4SNwIJBA!^i`SPe5r#YR^=f+PB3tjEO55<|Fy=O3qcRc6zWGc zvheR|5nAGCnR*AK86bqkyJ1t5s+1xiki6`?9>hE4$mh&}3E9`19If-G*Gu5+%56#&`^fVw}Hf!iDzeV`HORntv_{uPhL50&xGgGy90NWm_t{WRco?{#KgMfGMiu2x&Qt)vuEtzjoJA->_nEl+Yy4+ z^$KRnTDN=D$?lyky(NoCkKYNJ$PyIrG10|m%dg}Djj_+#V0!U}@}UnXSILuK9puY7 z0sY8oAHi`~sKkI?v2yp@(swdXg+jE#b%y+5;ilT?Rl}bLJ>{TT8CE%zPZ+J_tbi>z zDo_R-!iD}TXjOmzMWwx;xp*VCZV=69HWMR%LfO#V%S;hd?JHbj_e&tvd&NH$Iv8!q ziC_`5yyosJ+P94KeE*j$fRj*Y9H8@73=sL7Phnd0FwE3TrGb+jLY}=y2+)B-vWz1u z&$Z8o=^$5Yh;x*DyW z3eJ{4d|FxLPMobcxS)z`adp@EAR1U+?MZw}o981J*VYqkxL6wFF}o*`=(pkv!!-Y< zXad_N!{z~V?AIzhztg_^e&6QS+BsEoc>?&mfLNN8_WYFTW@*L!T)zMK? z!$cyo%PV(lTL@+`j)Aff1bZan(q&^#F)xp5;I*1sjQ zCYdomRutheEI)!+MDia|Y{G^5ezxo8HjkS_Vr-NqGYy11O8lER*_`RCr8sY_aK@i7fx+r#S1Yoxe)smgx7jy^s1~uyZZ)5{?}}Dd*+A1{!}zj1tN)(q@{-w-P7pbbxtI z;iM}1=OiDHk&WB&{3<=pBn@-bqgsL zCo}!D6xQ6)I#A~su=51JJ_f-T(uQ{cIFlE_Ka^viUNPtlPn2gUKr6Blbm*U|9LA0Y zf>6qy(|Ic-mef+OgdEp9LE}Z63-?7($aVPSBOz4m&U78pF>ah}rO@-HxnH{7pF)k!2|y1G(` zxy_|#O0@-Owo6fVXLKpI(aAQXxoNBa?YI2YMi^hye5zgzwX+NeiHs+TaEKC3^{0p{ zkW(xDfB+Ay(Nk;3VS+y7;X$04C|eYoTpQj_cpXmK3^U%h-h$zqBSuo%xzACYvuQLG zu-O&=cC6qx^zCZ`aNNy75;OX=>}S9WSBuaumlJ|xLemooxso=&WUdH`9)de1|ESPx4ZoZX7V0|}OUHL~AU}?p(M2u|= zYIP!aUIpfq1}QS~e`sOqJ71TRfOLDB#nsM=PEngV@T#))14ephf1es+y3r(prAY3` z_lo?P?9!qnv$F0rnw+t|KhwxfPC2$GcJO$Wgw2d#3X~5K`)K<&Q2~$hd?@4d*zuOY>n8+#RAvSR{mvhL(Ua>#?Gq z=l$7?f84zu8#qSafU-=a=eyqnexn1*gE*b63vcLn++Hq1bqeP4CDwU@0kP(2mPIE& zLl&icohV#Tk^f;o`iRwIl4Z1*g$J9>30^?M6aWAN001=E{egqcugc!1pRIq3P(UuF zyksGS>;ecFB%V7la~uEwAD-g@RxN@5{H9rYhDw`P2jV^%l{+dVkTpEPe;{2!Y*q*L z8}0ij#ikJVJJ@qL4nk)^B~W&p@8V?OS)HuJlDEXAnB&m6oMxZ(IZ^$1hW( zPYvqKfnPE_c_={4=e{(>N6kn&!7%sO&ieb4Wi+Y5GBN?iXcEtTe!1};|MSp>qJCs= zZaj{8$jp*@&U0Oh%>RVlaypn^l4n4^4zew@YE9ZV+HCw=p(g}F1MQQ)W}px?1g}MP zxTIf6gYz>|kg@?`yS-2P)oL2Dk>U?mD-5D32qqw27UT*Hetkuo(>Sw$(EtXCzskY| z3LqM>;lAqvhTN$xYkfv?P56||ui$0-d+rT`MviFg`vlCv&~e!?I4ujR@hl-1#dCeX z-Q^V7OLePnmd|!Ncx6;8JT!Pk;NM;i0E7?RyH8Nd@hWw(6dSV_%nA?5yIzMiaUar4 zQhtgPn*3RU_wWDz|NpX=}wi}bG57D=>1sF#e@UE>ePPKJegaPzfh`@xXr)G@!(pO0b2N-ejs65`k3agaH6 zY1;$fHtV$39y?N-b0K0`>AL-0H#G8e)g~y%{F);c}2NN|3KV0u$8SvFF zaXj6A;F;|Nocg&;QYbKp#Mtd6WDW7(WDuUs-<7|7&K)MHqV3 zg-@Gx1SckQkN2*DjIXm!wf3HsC?xUh$9#DR&i0PO`GsZqO}W#k*5c?D((RZudme7T ze?>ZmMBx_%W`h*Dllo9Yd`%@iroU+@_0c$z6Tj&~Bd=uG53hMHm52giWUTJUc(&A1 zb9#Kr@1S`Q&hfd9sHx@e=Piz6*Q-$`THCF>;zva^0~`9^a*4>~RL0*kK4yJmGE8gp zm0ac|ibnf8ZT;^=SWpEMJ!_b%3<)E{45L-A|MC0(&n+U#f|!mgu?rx3AnEQ&cI@yk z3<2lqP4%mvDtjZUOOpc$vrIGNjwYF+n%T%x0~U5?2JuE`UZv=-E}!OCY9kygQHydf z*6>qLB%Y1dLQ4^1j+u;tDg%3`pU;3^;?Hom-=Bp$vIl%edFqbCT5d~RRvoXX0 zC|DNK>`$Fl@REab_SEilMSWxE$Q7`$}U~=tBL2oEWj%yCjo5N|Fc(Y9zqV-_D?k2;0c}c z5phXYi)lFzPsv9A+=;`6aSDe z@TB-zmcyl9p7|mw09gWzP`_a7=l}onK7aq%TmSRPW%U360{|BBO5Vlw zxU^Vqdr4KfAIOd%6alvvx{OT9?`2*msU|N3A4h<C6Ndn7`~=*osHlHd*9L(Ko5)^YJyA2t1rp4)G8>1ax4@f^D0eCR<|AV z#{)rR{%(SMKJ~e+NN4M5%~K5h`se@u{y+ct8_Td=5#`)^ng~Uaf{)jHiLCM{TbAnG z>9QAhPcQ%g0{{RS(+%uy#V_vd;@lp2(GLkHY`>~^+VmD-F;*WHpb;8u!wdFtk!53X zdk+iTQBbX^z&z+&^cD(O0TOwDOmi^AMD|3@WtmTI&Af#_fD}$1ufNa=dkZMs|MFsU zG>D;XHk*03Rwve1+L1_HMd)i-s!Wwm+@3w9B|Gh&y6`sdgG zS@d>ZZ%fN+s*rf!=N=tD^)VT=A^A(1GRchsZb%F3lAloB=6^5i1O$F}e-jbmn#TV1 z*?r4Tn9!NxqyydsER2qOiKLfuer}c1M^Cu2gr0Ug3brH_YD_o` z0p2*V)!n%}_BR-gv+{C!T}dYCtHj68EIOFS|2F%K$>$%Xw2)PPwV_S?HKn8DUv2+r zS7~&3$WO|9#I5!gw>NGt@Hh6&_M5ug#i`+{-2kQ6T;g)A!LISENMnqPoCk)qE(>C0 z>#SpKIFkHXG;~ZpHlZ-Ai`>Y#fT_ts#28UKo&;A#mrnq!;|Ke`Bq9?s@Q39SIfFS| z29`hQ0@!E57z}oX>1wc!12`lFRB?LUt3!I|OXvSsIfOAKp}(t&_XW@8&&i%*A3DJe zp+Slqmi7szG!(}N^TRQb~9Z4%~dK4Fyjb% z?&_2mR6Z%i5kFpKAVT;=MNjEC(V9T<5!VpiNLn(Q3FaN6Q|n26 z8gS)ETlmLR(szV3;44(cT_?mAkQ=;hj9Wg%B4p+ZieI(h1JY-fv+PEjBH`Vf1za#y zD$RUEcDcS{{9GUu;rhRfx{upY(7k{Ebrt~9o_H3Q*dZ>`T&We1ZnMg^907yqc-F^i zNT#yOoj2RbnS9;o>;PqWNunHZvK_qKGf@~xv|{>GQp1%ly-fl?Q_+ueey_tI=g53D ztlU*uhvkeL@i6y>LB$cf5#pub^!AAjS}%BnInKwkt>37tigSJjqo+5>Oz8zKO$hm= zp#R%M9U0=d&^MH2znnE_R7ZKkWD_lJh_w!L;LbfSRv0S|L52Q0IkJYp$wIZ^#_<@C z1EI2xPt54lD{&b{OW#qktcMPctOL7`B-FJqNXu>O&Tn8w_n3*zYQ>DCSN!W-tM4A) z8dl^|7651f=qd#Ll~SkqnK|lB_+KrWBGYp+5tC4C;)D-0x_fzyTDY9$jXUo~YnIIdc_sfY=f39WM7@@&8%g(+Iq*%lLZ8QZ+8@K9VB#YcU zBRcp_&N@c*0ASbnqOfX@k|dh1Aod z5H>@LeHkh6#y23>NydCe)ez@x;$tw3I2;3qR4SrZY}wm@Dh|Ukb8tvBS``@sQvuK< z8@AVuCtjptM@h7_VTjwwVXvz;l_-Gz7_JMfHNXxy#$GDW9QJw@#}Wh(E7g6g-lb=a zKn;hZxca~G(Tyw0O+{Y9w6J(aF&QZga>9X4kU7#8ZAm(C+J^~!+|VeEO%Y_1ecVTI zwP!I<|ME-TV04GtSwDD!CQtIz2RT=JFZ^E)pe-hQ(W>X9;~;tnmFn16saeK(09Cs+ z=KpziGn$8sCw1&c`rAd;ZSMc3Mv^`#+Pb8mGq_h`Co5N^g2H-ws!#E+pe&xT)qnz* ziTL!M)aS+{p({~CVKSW`98v7s3ea=uLsrCdv&P*(bN$Hh{O|~QNU9SAH7Rs|4N9e=9IW!A1eh^ zr@9HrZj$d^UYvf3+GlYm2w{?WHJ9!8EA6yx3Z|W5)CvZ8!+tNqzoanAZ|#rNS4{Y+ z3eD~t$UK#TcW{&0+^=4qiM-~B%yj7tBsVCIL-(zLu4H|R-_DnA+(a^+GJJ+LT!voQyTQ93yK;Jd08 z8x@~e+?xlzTbZB%knPD5a)0@Mtn+2;gNtbBHYBpxeRx1_2O2#C^@*ytjr7RE%j{diGOnXp8B1eL(L^}}$C?)<+zs|7PJ-yujG?Yh$Ts3;xjN zA9Z_w!&mNr7nB;jvphbVc^&U0R_MF=vt0VB-bNOf)LC^$XV;DUW`lyFSr0}$3+^rB z%iPt?`WYz@l@vl^)w|+vkm#~Ou|uu6xP0R49!ji4nJ)E!@4Aam+zkm+Xxuz6H83&+ z#1fV^M6~qZ0bY6rym`+fmPAlL3ibPZ%9?GIPZmlc35lKViIuyXE;-Hqk*h&u&^{^H z=Xafi{_SR<%RAXJM@ZF&K1%fPKi$%?tqTABdz}~B@X@#){B@Cyl@C_cZX#kWZRC>e z>o32eBGNqaC0jv%|2RN5s=&RG`t1CxOXwN_xuaO@wo}cIa8tCpNL~B59jwJJl;_=2 zVM$QY?_&?#qJA@R{<*hf*|<^z>vyCbE}7dAobZj3uv=-u`WofutXGqd50qd!vYuVQ z^|aWzJ4GC$IaK&4se$*vhu7NO-U4mGeOH2sG4ISe)Z&lKGE_7g*r`yAr0qTuwcd4b z>Jj<8O?XfyZ(;W^zPDBDMwcN+r-*AN1x`nWYJhWqg})H4U*tsADj!)M{Da)#9G zWY*Ye$k02#-;Zwo(IoBP{s z2&@MkM_Bz&U9t@4*c1-VDs*3u@Ld1@mkFn^SecHT-kmWCl8U8IOlb)h`aw6i3s;NyunmG)#rapUS!mif(-GS@uSfk>E=g*;d-iK&i*hj%}mm|b=3S!fi{OYh!Y& zFCMLU@;q@;2Yd~|BALy!xVOlBGV#|C zo#?4EH{Z2tPygf&J{||TsxAIUY)F&yU%XRvTqcVbh{5&Hk-0zCth+EbKitJDy@MQL z$CIs*r@IQgVuI}BRB=4~{N2Ev#s|i! zYS(V1-5$=3*l#Z(Rh8QPYH!_xr6sj}A2C3El`H|Cf!Aqk%02==@gIHit=i;SP`l9b z(4t2h6NSFB_92t#z8%Z_BCp$}HCxgDF8Cmnnbi+&EH{@j&?UuGkhgi(Klv6E^KYnS z4i(upvKSqXKDIL2eItA4Tj~-rpJqAwUijG9YZUKz>bR&VJlIw=8Cv!2+yC!P==CZC8=DF)&h?a$@gS-3iSVZ~PWhmjftk6C-Wlw)LtCyR<^o4!KN)gU{rAhX+8=r zj-o>};45ZRy?pm0Ie}5if6IF0b0_RohPzzb}8Y&no zgGdp`sd>_V&rrp6{>BcmgeP$!1a_FZ6{JRr5d6Yw^@9)oW(PHp(Jr9Eyg<HV57LHQV4_3`S`)q7q*xJd;?TMc0yb^C(`9gALbMgby>x)RG_}h-$D(+QY94O|U_=6Qatx&@l zs^$!0yZ*hd(+zmA^}Se5u*;g%zEONy>2odD^0>=H;KEllm^;3GfM*7(2iQT8T3mzV_q~=C$ zdRc{7KmY&w?T}r+x9NtPd;)Us`#lAA0Cpq))tm=FH69tzYe|+=(?LBUx7XYvUKU)I zy@t!BFZA5R>Knu+KId=C?t~4zX&BU0!fmnbN~dv*LFuD~ts1g`02UM6-i`@Z)wAmZ8Q;pMm#i$&k))UD-Zwx0{{RI)TD&rw>$w`8ESqM zrS@X~_g8mc9fOGyaUf;%W~V17ldHo+jj~+<6hBmc2NExj(HuA0Yj0FLjUJ2%3E=9> zU5S_hxuqVZOn8mCzx|ol{Z1;DE!$N}(OAmN9Dm}0nK7kczADiZN@$&W5CD_AIuGe6 zLd{)HE$l~7Q&}o+Lro&Q?6;MIi6s{gn!v$BrC+DL=VeXyv!R>fLFHx_)Dv9LmS=cU zki;coKnhpZ%SBm&4ksyGs^+tGNb9v?f)RR~S8+88$Sxi}d0!q_mVS1&`Yr$emj5ru zbsrs3IL?Z&X-sMMkYg^6&@p8`u1=BH&RzV;I;->o_|e2i6J zOEoVgu#y2Zt4))9{o6vc-Cx-pWr0xdTRCAlRsR=w!(C?%b2VC)%BwrHXt1f&jQ$KG}aBZh@dyw-n;J3iAIu000P4}K7u7nuaWf^6h4;DvV zTRkIZ_2oj-|8_KLVKj`+zV7+J+N2-+H~rY^#PM{KX3QZGBgJppCnv8!>$T9i?%}eA zpOuUUDaT{f(GIUYMSe*v6Ux#}`9g_x1FC^qN5ynY|M>qP$a4fl0X3#f=X>B_jG4IL z#^kqDX?{~>2De@}Iw*IFp{+zGr7!>fe|R+22&HvG>g*{N;H(1M{=`P-J6sZkSaBu_ zg*fO;7=DXG`e(`1hkx-IFu%fWudTMPjPN?+proo-jTEI0(+K&EygUE>?tkq_kH?di zWlke_>pEK81pfB$L#T*7UsV^4s`X$LSh4?tgZp=f5mn|*vlrNBhNkw)C5cC)47qa9 zic@BTLh==uy!-_(TQsajQj9hzdYhuRxL;q*;h(GS2Bz8-?Eum;%i*s4TZP~l3%FLS zwrP4v{3SJ4R{}YTa+A#%i{lJ(SR6k|DYwLR_@tFK!XnK>90;!;T;+oZ~lugeYt<4X_YF? zzP5;f8*`bIzDyUj%T*0=q}_>dTdC(4_y=Z`j#NK{pxox)|9`ga^w*WUl7^i##H}O_ z)!)M?0_T^w*wUY*vB6>`4%|wFl0BX610KdHe+e06piW#Yy?4D|Sp~s}GrHk0z8@4W zA&z27+sa8Wd{zb|{wlez`h5F@Z8$*s%u)DT%Hska6JYJM!k4pnJes?VTlBU6pd1WZ z6I|!S;}W(gO36=}JXjAwBUfc%QYjpEAi=uyFap8h1Cqyr-Fg}oz$?pJ#t5Br3UBE@ z1Ff$8@{VsXuRcuWDfG9JD>f_#2%xfe5N#R|fi0585*{ea%_4Rjpu?bd+iItq_EM^! zSnYk}KZywz+D+pMVQJ9y~UjzbWkbRso>Wp}osti7Z3@9z?*i1eEr%%`R* zefeg(J2q89Gw8c4{Zf+6(AZ|bCo|{i2&k6k5E5wB6W!&8&3th@=E2`DwgOlX>RDvl zfzv`MPb;}NwfLWPf4Sp+pA-B>qksqgH||0}8ro1y&jbJf0|6`0e@fbP-r!UbClM5Y z1t7e?uf^LNzYRQ~32|xFOt+RhK-HZN@~^h?s_$%X(+Q?3ddH-qLn+H1U9 zSW5n{+f~Ql90{?eOu+QlH6q5vSt03Xp3jfeEfAum5N~mGPvuEBzG#5bBj9=rWN%#i!njhH2k*U&`64GUAfZ|0rxs?yI6o zq~-z3r$#B})PEXc=MTp#7qwLEJbl=PGG>$RJeMB2E%W=OYD4Akco`@*7BM0^dr7iS zbb3TILtil4sl3jR@2W)Gz@pJN_<;El9?8gTzee6_cr90Q0Dm=r^~fU|@O$T(NSPew zsrDvC#%u4~;>;8yiU~#r{IV_BXMbamtV%rBKTBRKzdON=rjgv9sNJ$n*#!J*LcNtG zNJ$e}hRXKczE|n?4X~NyPcb}%Ft^p8f(G$CVz-UZC#K(LM+i3~h=PCAtA{iOdXFMH zP7^5p@qa83qlqd@UC6~dzrT%>av`rfcv`=H%g3CK;KCdIV&10;nA?E(?25nS2j+6V zP`GEp!AkSZ3I6w~xzTD=CLsS#yi3|oq>xQKz*#Nr)w4k4#lZBCe;uy=tazhsvAUkB zH=?7Ho~o8+NhWqUx;^BaGT58EbagUED>j0T?@>n~v zALI5tqh}WJ^m@?|YS%Ve zh=(b*^SQd~`)zS|W9#&kMlEXz}h2rOFmTX&?eqV&7NaJPkwd;9p>lg=u(7UA`8-YMH^U73e|ti%NM z>{%iz zvLqd>q!mSJ&_;}3+EEWiT^q}J97?2OyJeK`zS;wdXUMocUVL3(L+GqQuze{42`gCE zqP5`d#kqg*%7wQ9B9gI%a91@W3;o24v+MYrNN-Xk7-L6*a(}kjzky24v_86{Yxd*E z`j*ADG}FL9zvg7JLPr`&k(HW}DeUreOWpi(x%s+H5ExxeDKdglWev>@1^RFnwsg{F zB@(@g?9c40u44Y|Sx;|dU5NxO512pQPu3eM-JGjGPhG`Q>oE!IUh#?(|9OT|FD3XV z8ul;cTn)Th1?SAncMc@d!oeYbkM>V#f>(9Ynb@WhF%kO*TZ}uY3QUi2Rb!b6F))~k zz;{G87dwUQl03n|JY(ZUiz%ot?8N><08$io1t+$Z%H_SqLp9WvU(H8N34<0MnoPRb z3b}&cWs+SOvG#mFwp3CC8KegKsGK?&%21L8F$_G zIhtfZ0)O)tZ`qV!B2Wh%QyeJo`?xO%Xrwra+)%_3Zq+6*}A$AvESr1~R0S zYVuIyu$N#nXY*x#@-Wq^_QH#Y*qi<2<&_sF5z zeaE8J<{ecuNQK0qZo6cG*Xi*{uK+GOHmo{IDC#NK97!02SdYXi+^R=N&P7mw&jgJ2 z7CRo1r%{zJDwwOu1~c{+MYJzyvw&{ea)+Wv(X4~5$?1W(6O!w80;FDk#qIxpA;gZL zUxk^g0>h$q*}bmO>`#cFe+r}D7d00|=-}|8t(+^y{xrNc z1&06gGsa<3Ym<*7RE_!Z-piA;y>`XoZ;?x`d|-krvFX;5fGP5x$Uxho@|W{!COvEk z?!SKi|1xaMe}XQ1C`8536t|^W?D7Wox3@z3&@i1Q*Hn=C+oU4mukyWlvvG=|FCB|0 z=sB&N38Q;=WSf_oRwty%mKW3JzaypOzVZ&8#cNpVC>4TR_+05)Kx}ZIpxEQ8Kzrz~ z*9SK*fZ<|+Z9Os8!0+_-9N)pw7GrKu-Cx9aIRCBn*)@y#GSl_A_Gr{Q_a+_%B0ANF z`=7{){$ftQd#DNd?8dwg@QCh|TjhFWyHsT&H%t=!waafvKsN`&!;QcJ<6r^5c{?_X zRn=%o^86ml-}q_QEV+0(SU@I7*y+}Q7aG^7x!hykl;>Z~Td^AsMrZ}L^^MC{{Ws+y z=a<+gCJ9=M^G;G-1%*Ed7JQ+*ViStU5!5B2Cg+(nRdd(120;pC|1fzw0GoJIYUTDT0OkD4^< z1OCU5k5qt8sD^NXr1!}Iz*f1*xv?kJNGB>|R^L-jIXBHnb8dFqYj56>ngSI+u! zCkv#iO4RcrJ#B4$} zYpKqem(EBKbO)4;yK3pY(#FK8123OMzVN#CcVUe7r4~%g;*-uNRvbz7|9RVMg*1~l ziq@(MGd+4_vIH*eF0?j9Dr)%>?{)@ZK-a!)>?(PF%?^(StW}3jYw$MB5<{eI2Lid7 z0VL`V#B31cGTtcRak?%P7ij@YK?2ljv3J5tr9e#VJXbs1Aaoy*HTPcpOJ3KS*f&}E z6|e4sdh7SqKe?5;V#zv7lW)VOiPNrLk>R^TfM#@~chw4Nl_Wj*f1bWkjBFSuT4HbO z)ZwL&|9_he$5pq2K&6Y}e=6xfYDRAwY@1{aMSWf3#zfJ?6k?XspA^k8houd>6_FHR4IJubQ^~0oZ@sp=kCrMM z@KGF?-_#twppcUJJtr4-Qj9g#15F02r)1fc^gWFZ|MeYS`L5&t?R6*LrQo%Pnj-u@ z)9^b9Tyi?^IlQKcv`dX#-^)U#SxmJw>Ix7{Nri~q(iW7%}{_D zTyxGZ-8-C({Oe5lgR_dlXO*TZ&uBNI*`K0WPpHy07PI zTK*%EDScd==&s~?bcti@sH}6FqhG@YcB6(7;OsaYCxhyj?_}Z(L;f?lR0m$tMMEA} zUJ^}1B5Y)K6dw}IO|H~~zh^DU@Z?lEmNn~$xtgE&eW*g-D1kdwpEO5j9BTZ4>l&OWu?$)?dbpoAC7{em0q*aul&&QRNQWcCoczdtG{Xv0EBF@?3r>hHo(#drnce~ z)KD8b!-1c*Npv~gQ;R&pZTQ3;m8$WXfp7YEOSY}s;G&aMoK69|Q8;C4z!I6pvqtx< zHPKKme-1XS3wArjnG2rVog+`#PWJRR7;^_OYBS6Rd{hm8z%&+QZ`Q)rHIMH;pk?i~ zy)2IXWpoUPhoz!{49Ad;8k%T>FTjHY?$}zVl^gpOjl$n2l!$Uvj1X3#5vC`>{LjCZ zbjOQAmmu7A=KYY?tDlx`4Z?z2!0*wZV4Q0QhQI$x`@lqe-9MQ4#YR#*iP@W3V0Qoh zEi2%Sud!S62t3%_cfw*PpQH3$??&jU^w>wXjR+%pDW4{VW4R&bj<#}q#?Sxld)szy zV}r8daru$%Ob6{AU)!<(00RI30|0yQ>tXoG)a4!p!S3Y9BTh7)X!DYpBR?jL{^oF5 znos}DqFw!9Plh)eNk!(Dr_6JcX;*#Yq>W+z;MJ)qt$kdMS4DA~M{Vtw%u%8{IJm#6 zs+J4)elavHYZOK!q{c`V(Q6w(cMWf5{f6-{S4E$shc$&`!!||Sc(K?*!v<#XVqp32 zS`tF#SDq=CXfy9&dL0BTHFUhXHtBDHx?c6bf|D}W-q*uDg*7VCa?p}q-2~r93<4PX zaZ+R}uWRRmCe0;afA^4`!}~yjLS#r!1yvBMl=jG9sJTZD4%wG+ai;90ekAF| zY-qVef4s2Tk>6l`msJu-~nU28a`UL(^JyKl&c$;pdw#KFVeJu%$yVV!C^X zy!tn>I69zpTXc(wWuZp@teKKV+cI&-!ZB{V#1`Igom=v%8>z_fBxL*Y3r^y0vdM0)}Hc zW{Asjcg|&yT7ThMp^%Mx-AgS^C+*=(GsWfMVU>sWKS__x62v$NO)T#^9Yu>q549-S zkQ4toT>>1BX1vt}IXGPaV>ts)^wWf>ktq)K(XRvT<;ZcDH2T;)YCjwPGf0S44eEIP zr({TnllWcL+VgC!QIlUB(i19HYfsDDwl94bL09IVxhKhWkZAV;i&(2IBrSUS=^fA< zN8mBrSw<+?&!`V@h@JoYe1G+ff#O~)DC%f_dyfz^=g@?vw22M-WER1ye$cQJn&Ib% zIF7&NA!mvBZ`ez&DtdgZ-G}(744ZLfrdHkm0r`w_GWNpAT#Ml}z{|lM2Xt(2GjWI> zKSK}AbR7poLa3?w!cx^k_U%trs`XRwDo^@ty?dmc0W41!%WBp{D5q?eU1=C@jnuB( zi%dEQHQ=iJZ!LrT1Q~tWeE{veG83FS0tR>tVttj!MdsYa4%j;Zy)NTZd46r+#2mKY z;&9qj6jdG4Oov{x^I9(PYSaW~%7;%^j{&R}1~zyuTbj{&H1Ku%wiT%nXT7==9xrN4 zhVvgAQ)S+Xj9fvGs2>0xl9F!%)#!KSGV zbl}%fdHPo(RCM$oF2JtK;464{aVt(9p@wT0isi}j3G0THtGk(aKvX40fz0hTqVqH| z-EmF_&;Rdl|Nb++G5K#DFtfSB>*K(z{fCM*N(D>-s0c9jIADQE8@AJ>bLr)OEWV6`i65=h+3CHc?C2W6N18WlmxVVm5fM98#s-j1C0oPne(QRHph^I(pivFPYhw zA7pg1C?}*JE`&lPiNi~5$CO;j%z9YqIYKg&#qLM9(&xEU8&Mt7ok?r-k4FHDS=yR5 zBR{Gi*h>A30IuVB>N@E5)Z?@3E5!>0Vt8&Nx%+W%Ks#LtKI;ND`f|KcfyFsdV&1y!cdqKnW5Lheoff+ru>%RVVj?a zZLJkF_y&<*DvYtk&79P?I_Dig#gx@SKJJDE?;Sd@I0Q?r@*kfbj$z{K(qH8ClD;qs z(f{TRHa9{H=2cThx$2qXg*&X0-}>eB>UE0YdfnX@YEr(f0T_@j>J+*R&N9ZFkKM|P z-RlnAD@pJ(6$Cv=$``$Kcx(wSbjph9+~g{?E`YdN_X(+9XVxQ@>HqlJ6hzJdITm`J zJgI7Bnt_>Qssv^ZYIAD~ihc@S!`OnVx})7iRtm2wGj|Wv28mL18LnbyVtJy;DoSfF zVj}rC_zBpjXLFZsbnx2aOz@97G{KgIE#oyiiE42?q3?}<`}5ju*K_vJM4ClRf^2XC zXZ;?h{l+&wzh{6D)5A-C3Lq+QZjl+}EL+ABIz7et2}HI<`g5?R^+Aguq4RTV*9Tl~ zu=j%HDgy)4{kPp?R`zU0;c)pcrIpX#K~Z zm`(9DEbd^Uya`@bm&h9$AOGj|f$*zYKp;wXc8&|_FQZ(mnaN0-4m_|Kbe5^poy+SJz(+nPdUi-H_6J~a zhw{^Cv&EK#1GL(3`D+>$#-gTGa&_jFTxzL1`vUvbRAz$6XrfY77vQc#`pf_RC_a>U zZi`AwV~beQ3#!0au8ZiafBN3sxcO?uxDJv?)kx&;nIuG#dmUhWZDp8(`I= z=97Ztq|8IW*?RQK!Pl>*5O~h2a;d% zab|EkW1`v6G$xdMtItw}8^qP{!Hf*(z43`15Rj1GY^?wHC_7^x*eY~mfj<`;jw~r7 z*$LZ*&et@fJ=%b=U_IN$5>|P(82u2wi@nAbj7i3i!^k{tejg*6t(rmIQE>~y=+lCa|G21>m)LXnl=ml_hHruMHk-(aQ3$fV>{ zlOv_!0jI)KgMmQYO&#qq*~4=4oSJ&tcCfzop<9_R$Mygxk331l)n#;0T1A2O2?On6 zWCDgu3cqauOv(GvKo7l#l6-U$?X4vxn1IYW0-O+Cu#JgT!`U{MC`iRIdWD2#roBQ< zV~sA-w#7 zdtbdtOzoNH5sbxK<`4S$^3vIszomzzLe%B-HIERUWDYy%7-6xZWy^1E_%*IaUV#XE zarUr>%c77}Py}Xx6tV4gX<1z9zc=1Sk9$^N%0zFunm7Hn_|?O-TtV8maH%H)pLpio zbo7vN8~?A5$tm5r+`HBna8X-QKGbw$O`cZCPDbv1zej@SUMPPd3nn-S^Mj4H;q4y! z>&InmE(HGe^+#q9$vl)E%*D#R@WZTY*MhDuo1J3=$kFw45)0FIx7sO0VMjtB(3Vt% z-HF=-u6grmb2hoikmIldrSxM*@@_dG=OJ;$U;G@r(XlMu`qS5r*Wj#M1RxZ=k?d*w zDc;^c{4$KGOOthM0q*L?B(M2h4qAXBSW4FyvnAh~*B$043NiZZWEaW^tADym`l6I(yI z$~0MxDBqh$_|)(OAk!CSdq(4z_IFEYP!DG_a%0)w&%dbo6Sv>M@Mvx9mB81N9zHod z4|_!;igW}Y9>6sw-D!8i`b=T#5!IpCbMdPF9r>@18UrNtg_;!u8?gG|>%n>e00RM} zPx<>gLfT2IcyckyTvrDp#+!13Syk_>@u4@R-10N%f#vlxYA6;{nb)kTjTd4}9e>LbB(ScHi=z~t0C}^4%lV%0& zeA9EWoZma|ApK|1d{R|uF4kXVVY=Y$k0<~Ay6?w?BI!PQE)V4b;|oVGjk`zE{7P5J z`LobQ6=?&|#lm%ePMtI}pJqreM-G`~0w}rqxkpLsOZ$Z>5&1S%OSDq&U4+>V)m+Q9 zj@DZ}#zQt4WA^br8H%zgB`T`luf^SUVQxO#>5z88u*N1Azpli7!BJa`dTk>px5^V| z1%Sl{EwP5|HSo^Bugc!%QR={**h(e8>Hq4G@U^IwD>&QDV?qu8r~jw(t zjAq2GkSyC&MCxPoS_j@r-?sV~u&HDF0jVP(T1Me4Is~Mt#*wYE=OgNphK4=y4>%iZ zyn`K+YsWn%NTwNmmXtx@I-BiOl(i26Uf+-?``Z<_c8!~2yX;wug#TGuWmxpo{u`D9 zewZc@jt?7Mts%}e4Gg3Yj4P~B25~;RynC{mjWPNSqbb&SELJ=do$by)lEKpy?uy)% zJRaxDL%1W>;XNXP&_29#G>me3;qX653*=8by5!hIrLI9@OA&ThgS8OZNPE6Ns z0;sDIeH3@Sg|_DkAY#zD)FKel-w;->jO949P)tSLsBG&)0!Mrp zVH)P;HF3pzg#;4{!Rx4s>l$wNVUT(49F&BQvj*EqkL3Rmf{tD6EuTPnwgJ}%Aw&}X zFS@BwqAK!n&HZ#(MLVr?)=q^SB=9)v=0JZ)5E^>~=MbV;i>vxq7`@510Ic%}DnIBS zOgeFo^&(MgDcc_ydtZlf*EkkQBE^qxNc}S@Tgfsrr{~RJ<#4G;kAlk=7C9ZQq&N2D z2p7;4NsPw;TtK70u&%bbM)QOv?9+tFlzJd!t-{o#Kr`|bS8>M+|Gr@~B) zYyoO$#kN<753cT$!pmnl>qEkPoBWQ!VP%Zw8;3@jpJ~!!=If$EIgq@WK^IIQvDfS_ z$;wZaY=q~&d1L|zPz@+lxRC!C>zOR)C!quWuf$R4o^tGuW2$Y&B8$JR?j3my+d*tu zdijs|)zE{%w-J~ym^y0k4GMp(hKuKL)8mBfElARhN%jVRPsMgqz0|cBxjD9)+$kl7 zOU+%$*4XD-*t<6;QRVMJI!(t5`xOo-!}pZY3;S>@xgRuUncgLP~|Xl6|RZOWQ_2jIP-&^n894RGy#kP8^g8ur8a1n^`*a?3|vmhps-X7j-1`BebIaW`;1w$9zk>~ zLG0d)oBb8#{#Atd#=sF*x{EV zm#|u~mCbd1rrF`U0doFiiHS{9vgh;ys78Vr8gRgjZ3$uKeY>@N)7s)k2Kf+7k^>3E z_aRy*Oom};XV`SYLNe{MTgrAq*-qv-W_c+Lbuj3OCfuSk5cjp_EIKP>H=LP%aI@UD z9AX|d&q`)s!W@hGp3!>Nl_BT)La^uxhB8pUE<#SZ)*)xbEdcZ+b05a0?c|{kvV(*K zqM-Ez78`dQkZzHXc{Ytl+L=feqRp;upapT?#z=|K&ptrZI3b9hc@gA!PR-K6To7oX z$N%zAkJ(gZ7hm6CuI9z}aWl1%EB2-_D=uxtgi%*vs_v``oPZ4V?qh*Uw)Zy-^Je}C zZ`d{6W6?e$GC;}r&>rt;U_PyL)!hrv%*~V{WAM}J4QJLw?SvtxBRliZrl|oswv6K3 zd+>RzhB`lSlr8+q4uUy&OV5 zUcR__O%R-#v0(ry*&?@BDaS+)S=x*F9E2%wzxI-_PF3`Mnm5~!0Pe^Au2;ajsK@{Q zGB8sQd>v#ckhJ+BQ%Oif9`C2#z{QYoa>wUn^jd}w%;Qq{X~60n&4`(!xdkwN7xO1S zf@Dcy1u0$cZy$Pjt;SJo#J=`>e)zWUmqNZ%sXT-xcjf-FxX%pmfT=a?Bea7C;qh0V zXVvEVS4VpAg zzM+ob8NZx*PZv_Ce!SWq+n*PB+MI+o@^a*y?5oSZIAI2UF2zTzyjPchkM1N><=Fk)leUpFe)oGOk(66=C4< zy`#VTj2@}1${c?9knh->njEoZ776xt;T`mBBMsFe06;!W3EL~+;lAQ}Pz}d1@~-P; zX(I-EaQG_zc~M%G+ybrvU{xrV;KSzhi*|#x84f; zpL}Uvn3`I)-Ii%qN7kdr#KDq&cFzWCenE=G&x$2I=z(CPGu0%2Gpc-$Sy_EH{S?C& zO5UegMJPIf{R6yWdOu8s-~ftDJstke@CZr!(ilp*!QQSk*_`mv?;H<*c>WlIh2{Cc z&qQU;==aBlckvOo`c+W`&%CzjRW~M+27jUS?tcMZ@tMc~11E-w{J+wMHMU90g>Qm{ zbN@~N06?8Xrq`^z0V~X>B>v$U9;p%Fl+iVX-zU43m7HT=LW@QqS)-enAuqcVmMD^^ zjJxInut<4+a;Pob8wF+)7PoSlYV&&t{w6U2h81*J_);{{&+PZ6_$A&e8u9J-a%DS1 ztDSzw;?>XpU?sV694TTUij`E=N2%9xsrhlmP7x{t7^67n30|{kabrXeo+R#cL7eWD{Qg zimsN&d6-F7ccVkIA5)n7O3ieP34p?^_Ez(I9NGDN>S-7k9wwoZDkd!%nZMgXtl_pu5gu3PGo9WTcSIH-s4m*HMK(A}@&|HEpWGOw_x%bfns{{mXa^>&FN>?C^qXg;y52u!lq*jOp zi)2z)SdGuGoc%Tt8ecupvo3{cTEa@GL6+B3Z1nN62v=<8UW|4ym6pLT)d_nxuaj z*AfXi5c~We;*d3m*m;qO3##eAb}(=M>B;CMJlb$Mk0W*eZZO@SraZ)8eZr`L4Y@-r z#E)^$fN*yBH@IAVkm{4asD6aCGz^<~1U+1Z+3h?9XlL>*cMM&G##%qoJfkFieBy*z zF!HR*B}1rQ;Xv|3UZy}V{3;B{nT^KXU6TUR?W1i#bfRLgcLUF$!k71P}w0;~?o+<||p1ehXs$hwW$aL){CFmE!xcx+<6TMrRQ%AcZ z+MK9p?(jM^YG$%{am;8(@s_X>XOLF?XGPc?$HIu5|G}h6HC6T?6in$8>kg`;U=GnF z^W1=mz)tRFIt#5&lB^gL-V_VwFB16WeewMzsJ|tVoZxOR>pw33Z6N6PWLX(3_M-;- zo&Q~@nNPliNaB7{s{LIC?Qllvaj$W_S4IAcdQpjimDq)r0R@w+ zSk~GtXe=^jr|17^3f9wDBaMQee894P&!rnF*GHdgb2KU>rPJP*EFta);l9I+Oyvpe zBGG8|6B|KPF^%%4Hbw7XVI~vVKFvhM*@+-r;v?ElcFo?P0Ei`L$72Q=-aueuPIaSL zFla`DCl{E1MQ(+x00DWg`b`ScI|xz9tu&1p=~0(mFX`tycgf?hmFom`%PT= zTp}}PXk$jrpa~}ZXIZtX-ef675gd7h0s!8}lKX6P7Dict0nF^smUJJ^4m%qjO2+Yu zzk6znoAy!)waYCU@fXUFwrGpq1j(AP8vi*H-Lcr5hq-;SJai{h!A^E%_eM<)=+&4s z!xnxCh`fP&ZxA5YgHwR&PA#mIvE^BJ|N0-+07mnJu3Hf~&(&)l4CJmczp|FBm->qE z^L7|%-w^L=3==Mly{-1+FU+@#=ON9%|NoD=@&3a^&$o=H@J@AOb5%#Fdb{V_>2u)1 z%TZ#RspO-4cIz?91lZR8NrxoQ+{ld^88HpCz>qIOVE+`e8J$g;AiOvkJV588B$2On z=K&8>dbm3r>pa^`8PQ&)YRF1TnzViRwQYt-^Zws0w1h`?pjL>ZR1_TUj@n*i0f61OVFB?Cg$K_E9 zDZb%w*B1fp~o)*nAx-}8FWg6D@5sYo)uf# zr)$)K-OZtp{6=}gq&Wi?G#yv~H@^_s&IQ|~_1@G%Q}8oh(FK)p+3?{p((x#3f=~ux zR7*oRy?Els$Q=~EGb(uBIm5EG&oSWp{L%q$=9h07WO}8$IN$Y4iLZ;Q2;bGD&#l3- zSGuq8Fhe7WMPhRg94E8vsOS1{BV*(YLvIaPkm1Ac>yX2=OeinlNUgEt%_C$do36+< zS~D{!(>z~TF+H%%kMWvVU~6OQ-M1u>L^9VP_9G!W^!eDyc9t9YX9PQoS7x$xFiw{yOVl=jC{%0_0 zDKByZx}B!^p<{46txm~y#6)-aV7*cGzL3h)lt148T-;1)KmR_thAe;o?a#tfYWekd zosh076WRE_mt30!1pwI!Po0*58|~)6lW*CSQLMlzESE`gZD7f`ea&XBiwlLLe#^j4 zr*&EXhyVZ%aPLoTPzN08#(7*X^uuL5wr<=8DwHHcw)s3ljcMuBg$LCo`7#eLn$yBc zY8t1ae~BU6U0IW1@-rOut|xLMT+#c0jA=FzbBBMp+>ql3N~V0^Y)wBo%1PJhD&H^Y zpJXnf4f|f-P>41JQi=maMC8l{Kni+EWTB-JR(eoKwwNE@Dlt#>&D_e`r8|49y=<=r zgDcwl)UQ6&U5L5#@|Trx^^WARjGRGtYAN3;okEZ{5t%^riOmdxKcI{XLX1RY%Om)B z19FlyAq-RQtMGSmaQ zX_6CshMC5HNtX<_5K6`<&WtDg+B;p_h8x1&CoR`rMh!!-1TR>~%r%a1jUi&7ILC1n zAxOgb*wIVsE+XY(Ff;s`+O#ynWCv+$Zh_5Qn$L>`+c4C(8iu)Gjii2LERMa^cHq#hS$y<>Q@p&~o~{7m-u&NvKWwd_QLseCu&ZlnsOH0< z?eYfVD|_jNOw9ahluF_i;w_pIHmxp_R&eqtHRA5^%pc}GNycg%EDy(5pGGE0HUWgf zv=9~j57qb&-yV=#X0D?I6(6CR^}V!-_fiEn=pK**)tof|$P2?Z=k6iNw1->lNng4j zqqe;Pqf4KM92{V@ch~S}L^t%ZVrR}^Xl}m|W7jDCrY3xU|NrOH|NsB~L{hPb&CtsW zl+d9w`+t*)WaTw84+C=B8_ecM4Hq!zC9k_D0(N=YucW%N;zKGd+H%hFV!?te3dqEI z3?U~9xGg3P)wn(6j{?Zxowdmf=<@#-KLNzyJUB$N&HMqW}NU&;QC} zx}WS%dcwm!@c5D>%h3wp+Epotu~oN^!-tSm$Cft-e~$|3d;k95@rC-ND3X+G?UTd@ z?-!=oMQ=|e5hSyd8D~pqx^ma|Q=Dr|sIW0p39UNz4qthR3~@#Y9RQ~2Vvm}Hw_vTM*OXy3EmT4nDG;02ZAz$wh= z@(`!O+&`oix7&=FE+_D#-Svu*q&90PbFvv=S?v3<`Z`_>(uPY7ccOc^%Kd3q8KCXC zBqN%Hpqj;*%nT)cn95NHZ}g7+;Nn&EA^h7J9{9e@Ct&>m`+ERrYBlWHSZ0n2DKc^n zxAKlgPmNrs9dILFrMl7B=T6T7GPB{<&TIa&nBT3G zo#)5Xpk&~*RUd!a=jQ%Z=FeglA^b{0;b7ys`F*o4c?G44mgecgr)Ul33tA^ynelpkgH@F&k=#Z4$57 zFSDE85Q9qlAja{y6SU;Di$rR_L*q}wnR!**UGsWyyTmujiMiFO0?Bh<(Z}fRD9TW0 zTx$e8#kf8ASdwGxac>m{jkztgG`(C1RTfg(a+IW69+=dSD{eRW*q`L>)?|DnURMjQ0 zVmAv>aa6#)#2!!s$sjm+#h}VIQBsPNq?7hzH!~Vwxgx2W^YH@e(F6YqxvOQ@m(@ zau7qibazDxjNvwH7<3*Qnc1j`R-^&DF!>kF4L!AOlW;^FVM|oK@{Q7`rAs5c|DyJ< zu?$`s@|&8hmVUe+NTJF%CxK9tJZdD?gF$C{J=>zj(m1kl!P)~Ee7NFMg;xS-zS?lAKJ9b%&>>mzn5`OX4W6=f+ zz4w@Bh~+Fl;AWbw+=@Agdk%d8rY2a~D|cG=zem z8}G09>kHg_tk}%FZg3Y|Q+e03h*4{g#0;u3LoU$U%W!{9?{0$317k-<-P_DE{buCy z-94Xc%pLws097XE(p0}(_xF91!>{MlM}%LKO={n1f)gR01a&j* z;{4bZ21Wi}y#GahnjfH`c5LbczRurGx#4h?K;IH#F{BPK5>eA4)EE0B?$1y@$uQ{Q1^Xixf?5dx?d=mH|f83fch=WeW*k#mBK z0_xVcO#>|7gx_4LPbb(W3*hM%NdY5%dk9Acb2MFsBguyrdnUKW-E@rw5E1V_Qly>nR-FSy9)WY&5q%?Edil&PQHSiiLS zx)8>Fx%f0%Hgo z2Klfv<7P{4m>DF5y&L2r;&xy9BCF-g&p@n!K?5QA+}5J~n0q%}QD4XQ1*yG21kZoY=voMNx{}`UTLi<8HIk-aX8n)jT-~!I z=Vx4mfvHvbS-&}UyP%nc$##T0^U|^Oh3m8paG=H_d2%BiOjfI|6q|-;Xd!}HtOZgnSvW0OyzpRV2l$F$sNJ%dC;(q$;wbAnmJz1nD)^wYDEO} z29l6`_!S$(P{~jK>73Y#g53BB9f?sCZo84fuxm}5BgvIo3F8ezHAV|t03Hjf!gMbM zVnB^c=ymk`sVv6Xc=UD|#o9{XI9B(V|H2td%s+Ht&^;LX8JKz*d51vEM%q3(I&Z`E z%?|5W$T@+t-;jx(l*AG&Wf$l`$4{HIU$3SQ&xss?NWl~T|NsA^|Ns7eCou%|zPkC% zT#vLCn+EA54S!GbSs_HylAHJ}7_MNGll48)K#B=tRy z$_5=)RZ}H%)z*gs+b+V-+Cab5D~6~K@4ixroGg(4FjdI(*gYMGbT2|LHDThk zqL#H99jkO5203v-0nKunF3gb%J+{@RX5r_h`85=$*myAxLjbe^M433<6L}tCSIBTI zL5J@26_w^pa--4FJU?NQ_Wj;L-7NQmSr%ecu9z7u;zw~PR2!FUBWD|QL#!Lqra1bY zvI$q-(42C@+`s+-*Tg&YVV)j8Z)@HU0Zs7)xN$UmY4`k~5xz>~n>^^qRd9U|)My8Q z*L}VGj|PxsUFSD==zXTa^@0Sj)TlDg3gPEF;@}NjCTqCgDysML(A+JdOR4?}z3*3q zN<5To$kkjE_wU^Iil6b_@c6_hmoj8L(^(S3W}Akm>IDsq?puivoK6aW{O}xbYQBek zyWc0FvY$duExd~p_;oELrXBWhu~)Lf28Dl_Kz-MOl_&916*@&{lYd`yy4ZFwf__i! zNfLyIYT@pEt2c^GUZI}Dw7#<;uPU6jazHP4?#iuQ`r>x-;pM_vAQul!xnX+*zPjD! zIFfJr1bE}t6?6>;sAPEtJ%q5oR;%S%8r1)D1#KwEwf`&E^m(X9VOP=+3me zB?%!|P&gv4p8^x#Z!1mEd@<&J!a>+=-){d+t((hmb_PuFS^m_;o)epQZ?lA8eZl9T ziQ-fN&PlzT@|SO9RG(Mx0W`ZZp65MVu~lcLJ(sK_;_}7dayeLrW0bz+?nLg?h!^FS z`F7lj*-lCq0G`<>o@2Asw2+99yD@F^yU@F!>dF1U9f_)AOKBEmphsKt;VBU=wupei zfqd-4=JWX%xASexy{qAT9a50FQ!my?&0H;vMq3drP;h&A68xXl z-5w%WTzlX?(@z3vEHzA5jpC2f! z!@p}R-|49_sD=RG*WsR%9n~yjzq&pEx*34SpfB?5W`mfAH5M)&%0K<0CJG_n3($o1 zNi#iHr1S)6w?%Gc_ClXdl115k{MKteB$7QoQ8~$$$LzV*!J?XB%%VfQ{Ovx4G^w0d z%J-)5p%OI!2e&J~){1*%=oo7Ze|_c;tFI@R0Bwx);vpa_xzY7Yv%v($l^jv>Yo(gd ztiU^L+A3=^Y4KU%Xogo~EEZ=)X5CxnOQZ80%)`ftrdAx_E0mD?e8e7E>HDXmMIp{=(G^x)>jI`;=E{sx zv+fJ3kP*zAU;p*-&l9n|9P)Q{$Vm59an38=$m~@Y_Joa@N06#2~QAd&=z_HGiOo>sD6r;Du7To_-Q0+tz8< zi%BIrm26@hE$aX5_o!$CA-wDe|2${*$O063^1Sf;HPjg9vg@8U zR+#^_Zgd=1h27A&7u$9_ah!uLjjriLvOgiAD65(Ag1u#>hp*3n>fHBwG;7B77fj!(TbjWH}RGwoID$4(fps9Vm31zsx7ru*IZD^>5{S3if~~Im$iP|m6ME_p7n- zk|ZjNSYN9##}55|=>^XttGhDpRMeHfKFoBBjtm(O0L!ECvXB30iGqlC!t^9SUw_O0 z>Rtn2(1HOnzI=YyUilM;`#mEnxJMf!5{k^G5OGYPbP0tKSQy#$xaTr4sHu{3Hr{7s z^w~9E@vsEp|Ay!P=Cl9j&(@N1c(v1b`<_6U92D+ak6?QYho5!R^#B30g)dvpK7T7_ zRn0@O(d4Xq)imB5@!3}BzzNhq^@T|x>Hg#f7^CTr1(EgL9$zDtGhGY{!anm1*moHO z=ehz5>WclH|3>8}dAGS~@_w(vq}BjOGGl~S1KZhr+G-#7n711~R-pz5P967@s*nGB z7~*Z;93D8+lX!l>>&PN55Ek9|DHn)!a>SR3-=Qx1BtnR4ilaEZ2lsR6JFC)_Fv*_E z7bq-e>ea`WQaIacyueW!qt39hC`GD-*-d|?~Sgi zh}xv4%y%UjhA$23Xz-FL}xp7KnYo(3oMjcp4!_xEw z=4+U!gWYV$aBO33m9M^%e-Tv&iXP)idKRYwew(77;fEs zO4{Q2C_I8M2}M8ElXr|^PV%F$6Qhe8 z7b=V<^s67p{`wUs+e86}<-POB#tBZ9heaA%AFX#!f9{}o`!+vx@5p{1|0VI7jQ=8I zBM%j!lr`h&l)7cE%^ZAF>L*bAg-I`FrO>Wt(nO`|{Av~ObCZoXZ~RNYty@9xC}Z9K zayebL79_D=#il!`GO=tB4eg~w606L9u2DZ>3})`je6{@jf2uPuc}ht`%GK7DAfxZp zTyqR;?e;p&#g!$On6#wi`KwJw!_06>c^~+~@*GLLz{eNZkLdWqKT8d$L5v5I#ye-E zB-Ssj#WJtF)*T^2^{##oh{tC&!fqJ6H{d_W%_rDl?S>}l33L?koJ(Av9;v-b-Z{o%P}4F(Te9V z++W$s!I(lmUf!ZwJmNI@J2RtD)ZI1@4^;@1`tSr$EC*`MW>%y!d?B`4gt7mM<-K1$e;_mPF3=C)-0G!Kn5h1LZ8H#g zt$fH#KBm2f5I+0{Z0qZ((BT=_=6-t@!kvIw8K*Ebn2e@xa16u~?I{*P8AgZUsUNS& zk9yU-*u5YWCZa*GX&z+m7vCRXeV9e43J{{L;8$PD$TVLxa$7xEZ2ck}Yv@>X^ntx` z)}a7nb9_q@y;-S^Do{)uyF>yFPP6oj;2Jgy?>Q6kQvWJEzdm`UTr&tc@NI7gv=JH& zWE2zJvlGbSE8covnlF5=Oa%$zVRf0ESEoz(7PehDg#BeuWx09EdexFxZ(BPt@re63y(F>#$I zfThE;p`+a%M)rB1|NBF0o5(P)TaY;hVZqvZz?h*q;^h+)9;v&5>1tDso$J^f|;#FKuG;a-cA!RcOvfl{MgE$Y@}EvOz}Aw z6o!Pqpr>e`MJ*8eT*QX763gW7QD(u}cv=BHFMRP?$xh=c!vm~CZ!qR%hp_E9xEF+0=g&tg1$0s#>~L8vN~3oGmPy{q1+ z+2+REMD-|3=(WW!-x(+FsK`thj~$$b-tduhRxU<6(knq>LKMv|E#jU>glvy0yzb|N zeY=Qd2{rwZan&Q^_GNa2*-mblc~ahWv}_r_WB@%18-;8~pBOOfUM`q-C$rVcz~g0R zh{_oV3vl-AG(PrJeH(}zWoo*~WDkl2Lrn!%7i-4VJmN>cG!Xk;LP?S9^OEIvpd85D zlZOr%G{1Kk8O5*HNfHptfcO66ijK(yJsqC<&VAU9zo{UHwb9>1KNzykN1nBXK z{iP-~p>$O+idYB-M~maGdhsI=Y@H&5J>BQmyDX`Q7Nq{q4;rRtE1!P*RFJ{3pk*iR9^sqgXZA;* zlyNB7mlq!bcazVB=@C#g)!BH-DyK)G#(;Jz1`9l20yb6LnaCy3R^@ACbz4+Wr@)s-BK>*Y2pSeYn%M-XTjd8feXQ8kROcxbQlgRKLcl_Jr zz2(!kgbz6TX=_6Z!Ew(M{Lq9+WAkwL`R-c0DWdji;5M-u#6UCz*+j=PpxrO{bum-v zqiyU{HqJF~hyUqw`vG_+fA8e~|Nht%a@A)wSg*~y)*(w}nRBR9nP^FijRi@&hx^{* z^a)Ut1>x~)>_&>X+aGfyyE5}^X{B!yyw?4{V%?KI-lTPZs^x(H!j_X?Rnf0IscpEF zpK8@Z5wJQ=Oy3Z>fIbdY$SXo3pa2``Y6#No>Po9INQ{B3g>8pV2BX6OgoNi?a5MxM zYO>RpMbBMUULPZs8#QwNVO_u=8jQ?c`yxKkLXh-??B57xnU~dzWfk$4rDi?qySbad zxL8#Dto?os6f9xCcDSog301!#p7nv&7JhdAuQ6R?4000kQ zY$d9@vrshvD|P?@va=XE#LOwZcmSP5;;~{n4ImKT?xi@$&;kE4iXxPN7P@WuEF*__f3I?>F#V&ETbsngs)i%>i_2(u@GEA zSCeEY<8x2dANUwtn6_wO|7&F{U zulnKOc*?TH#;6YN|K`*g9t8Kv%*WqWqHwOelzD^8o+zPs{}4=qq%}SipwgY!kYj?v zK7<{eG$m&?Q54JD4b{9s)5iH7sh?)tVXuGZ+?`%hWQ?QjbMl)IfPZI9%OPCqFh+|m zgX~ttZiSPzDFTx6cmMzc00}k0ZmQ#*Qo+6B?%Gm{JJH#Xi{A{eglcm0M?PQw`^sPc zW#|5Y%oH!fPq@YJ_SWkZI@!?Xfdq|ECbFtZwe}JiK8Va+d?d|-v7qjL#q14k`gm_- zYJYtw3j4Uf%;$$w0C441`%%KB?q1{kEnr_$@W_A6Ix`~Lzf)CGc(RfG^V`-=N?vpvSJB{nR4Y;- zva2Y)d?b(m`|TAv_1E^e!kyjrRRi=d%e+Q{|JEqYq=l2mDoRYaewuwgZb+?$L+P4U zD_`deN`PaisUmou8F4ck3~fOpY`v;z2y_jG9Vv~D|Dhr{{#t6d6*Al=mZTi(liTVi zpnSE)v%rqD4d>_d8(=D2QJwdrH>#fOL6ZgK%I`l z4pjgE0|07o;C-V=?vTm0nmKMgBlj>_oB6*Cw_fbMPGwvot8IQ8Jwsmtw^D{!`T_xaqYhz zm#l!K>H9-)%F*K-m|N@QX2^yHB+?%9%YXU7f;%GXB$l zwM5Nh_{;}6WC;eEmK(T+Jqin`{)D(!DneKm*@WXaohY8h%ZPJ4vcsvsT4AnnCo)5V z5v;sX#>U5gcKa!tV!h1s+E>r!Ar=WRK5tiNOiw=Itf}X>r#Rxpp|;$g_<8_Wg~M26 z$;8rhb$^6z5iPUR`d$pGW7da>BtLc=Eu^fu06~lo?pEQDl~RcynAh{dTY|%*yyE(R zcmf55Q~y|l;-RbPQw%yb@y>6;a~PYNk|~)zvUpSJO40b!AwX-%_jG!e3H%7|g4zqW z0ni|62Cla4#nFgcNoRf`#D;aj+kPGju0qqa`@puy4zZ{dZS7(PKrvyKZ4CWI{cQ82 z{T@_YTZ#jLOpPRMHqR1l-LS%6zseYCyhN>d+lpa6rE|^kEa0=RO)HplZwV`FyEb*f z+g$k*&<@u7XQIaU@w+zZF6NzQ-B3bum=_Fk#R@w%V&R&;KZWKq|DgptPaFHb6IlUz z^~MKsk6E`@fBVRvyM}G&3InHvq`x3>9^qxF_wZJkAJ813cu{A7-SOggSDrXCR0-Ey zeW95uxnO@~MH{e_%ddxz@O-s{WDzx%ID8y@-pTDc)syISAvSwmAYZ2t@8l^i0GN)M zk-fMJU{XS3$i}fx3`|Pc$O~FY76=UsU_3F0{d-Qufu&TV1v6;#Ql8U2@Oi{Z9qJ{c)`fChVZhXH;?+ zYNf`1Q?*eT&ABq%W<}!Hs?PRu=T+%X#EPHFsLH*U%J14%X(3wp3E4KxWWQ}cwBxXn-yRA|w$(PxoxvwK6WU4?OH5tw7OFvd4AXZ14XDtC z6tYqPS!%fQiaawKS&S0!{W9F!Te{fm2*FB^SCNMe6{_p`v4^8X24|kFt5F0H6pEID zhb~CbB-uPAjcSd#691}UEX2LKvlR5f*sZuDNC$ukl|-i5bCGi zu1D&rR&^JVL-Wm{K|eV^oSu^=0XSf{-3)&_({WkI=E?Uym*|q$JnfMD0OdG;i-;PhEcDP5^kUTrH6Fj3XGcM z$tX7bX^A7aKmKdL`i?3_r-4qK+g&THOTP*RIT4cd3Cl0-wyzoh*_7A$o``s-umyok z<19uv<VoK2vcUjb{ZdS+2|K*gQb1m(*{PF7SOg$ETX-5b;Vn0gde@v*qA_I*tb0Y6Y9 z4p*B`H1dJ(79*7Lr_%t6ZAx=#8rn>;w+w3+zw2LO7R;&^5$}cJZL{%di^z)|NZyLh zTES;`n3+IOA*`X8ea@# zW8JM*NP1eVX~$nQm^62z$uiV?2s#9ZuU*LNIm2;$c^#8{ZtPbMzbo;#gOA8*T++6_ z*w;_aGa#N5+kuuQc6@}2>I!DpTunI=<|>t0{r47>+&1DFsKzdj*5K{Ao|3qH$1b!! z5XsWQ=IWC|fHqrl>{sO@dRakoHK|7Em9ID_2VZL-0!u;#5ygws?zXV?r-~d zY+cx%;xPu^g{9U!*eXYVsdY7mYt)v2Sjw2oZh!Ls|Ich(@6@K#cd{XQct^sQ(qpW+ zwP1|j(dTOyCSP5QJqUrI$nk>DGdOTGDB!#UaV5uKiV)21K%FdL+zd-p!^uU7qISmf zKLhX>g$9>zsn0HN{T2tAIzEaQ%_AGpI~LbJ|Ck#1_2XSA7?z-ld28#&yJ4(g&lG2A zjjNw~XmNF4|M?WY22}y5OzrvPy7laYy1wx@rviC5yPDt5<%nmXz29Fyh?20-2fA{@ znJkcWQF0eKI5)e?h7ed0W48Lo2}+;m__l-#KfHq_iy3Kc&3v(iNPq1}W%7$?=MVR&%QJlzd(+Yq1XGGEhP6$bNO7D9) zNw>$DjFj;r;7Y7|TJu=X#y{{PU}TOJf`DPRL9VKZ@1wk}^UUpQar7J+v+d~=VMZ^c zs*;|^v!T*JKZQVsLK?ca#z(^lpA3LqLn_b9!f{?&07#XY_>KIJvK(Vf(BsscQ#`;a z2*HOTbiVoe(WjoKkE1#?nV_4=uV}q-TPI5RW1v3d7dX**cFhgOna_g299DF|tywVj zG)>amj#xFV-k)nAR`g_=d|{+Y+5w(J^P6?j0;ZB1Fvd4lTh=DkipEg$A3|F5(2|_n zg&Wek1Tc|*CiBq66sAtAVd1u&9cpqY)Zq4<0&Jz=3h@+B_RoQW4!?ccwQii7>bLWb zXBy)Ym3~2zZ%I+qU-?r6Y$7y6qqX2l*L@X_gG8mT3ba9qiacCt?E2<%DVHWc3@L8= z{xiMpgp$Pt7FUm2w?k0YWpvl`DUBJ2JAS4!FN}OOEumZggz{0~@P&D}PcPp_ZiQ|y z7j06=51K)SI|e9O{#NHM>tmGCxI>5vPVEob?Bw_Yb%>Y{q5z5?fHLa+Glj5Y)7MMz zR|@`9Utc29c6`(7WG{4Nm!xJ#9J(S>5RPuUEPk8cc5cvE`90dvfG+8EiOT~8v8NO$ z_{dvh#-!cqUR;YzCOrZWn`IYp?j#zxCTpJd@>n;j-B(_Z$%Wu{;sA3q#_>w~|M)dM zCiHPRzRV9Gr+qyj9aof@fSB@IgHZp%a8Y7a4ATd+kkM$*UgBE_EWF`;=mh2H-=F;g zzviWI09Zh$zpu_N!_?l;#U?3S=5)5Q$ba@!x4FF!mek4@x0;uL}9(s6HRPf=q~-Yjlm3YsG$do1r%AdAO?Y=G>oI*mud zwMO!6sR>tb*_>;?+$+IY?Y=@g zq$Ft!6w(Qo3ZmP8L($u}f3YGt(6`e|vd|PboSzhWm`7!NeTgcKAl<`90nn%1>Ryyw zx@r0|Qd7{4%=cr|u9i#9>u3l2#rJAZ8igQSaJ#94zxWew=-|iLOXMm0s2KF|E=NC(f{1kj6jap>%H8V zZMN~8hoc!rWNXfz@HiJ6*HZubJo~HvtMBdu(?Zt$QT>~+6xX-is&F~&ipE3kIRgj8 z3x#-*G1boA6=Y6n>v*_l*krUQVUp`oMo(~?<)wYv_s7p9ezPg%8$NBwwvEyST6&`H z`mqcCFQ0SYd`y12u7b`Mi}E;M#FgAT!A<1s&rkc}9_j!98e&y|5YXTSe1Re`r4o&p z4`9d!P@8n@1bzSEiY5V5;a8m1-f?)cf64Rp{kKW5qf|oTO!@OzKUoZ?Qo$xXc!5st zf!DHgJPTi&_fG1*vKAJ;f8(ito)1?Xc^aj^_Vek4YaE){=La7C5RCqb9j5C>DZT4= zUHSk1=|RFjTX~2w5mZqC00RI7j8fw5?;8|*`+Q1U_0a2o$e{hB|Jz~(C*I(W`kZ0A zhG{8l`-iX?vxG%g3^l_Te)&+mxnKYQ0{{fJw=>4qt=U*ncGT&(^kKB0BF&qnr}%>2 z%QSYa_fbN_TrhcRW8LvN(>zqa`SXU-?B^~pCl2fW#c>XP&Ea`-2S^bhZhZ#5zy(ei z3_OLQ0^}iz8?w7^@_R+06C#jT|K|6TX-j>lwGnJtNMS&xfT;!()WHjnDHt|*Q!l*Y zbftuvEZpU$NQr1{X@f>`u;>i<@2a^UfFe;4DZ$Tccz!;kUQGbt5tS4ew6cnBDSfD<4!w+*GvC0ZLxoz zYWm|SvW2QozC9;kMPX^5B0?>1H-+1GSAYNd%wor&$W$s`nPtUctnV~zQR+EA9Avz> zNR_@v?`UE1c(bH#?R+3DJY#}aoR%B_=;+7O1+ldjDQP|Ou`;2O%o;)8_b@uNmHyJD zW#_Cv@x;%L=FD&D7~f)S+OShto*U6dBsOXc&3H{HJiuLsCh!*!#bM@_dL5tvZ#SWw zk0cZ!;c6n*uT~Il{#BSh`~%@^2l2(@z)QSQ8G&uyd8PruM- zImjS;HppDgQoqdKtZ6QaqXiGKQ~jgKeTT7UyBltP9h=?p=)uuTb!sxUsH>+HgDN4v*I;IL~}ac$V% zQ+;erl8>}2pI*PKb>kl~2ue31yY{y)4mCwe>9TSYnm~dAgiJEvh0m)n+?; ziJR9&xvF2?Cf`1&!0TgntkSJeufDRvZ8~I4-|BuAzC|cv5?NA?Lo}Nn7G|?SoGX8;eQej;N&#v{1^}F^8Ji||xM(|QA z+w8;->R(CA)W@CO+F1Pd>HmuTDp;9mPe5lv8kgiOd-g3>Zh^L=73Ait=H1bbU}wP= z8$hwdQ=OP4|3ExkR%HZA++$(>c-Wb-gj+MNBiG#{1hjymRTr5pq@*X3DiKoUbHiP7YtS8QBw*A7&lM;>2h& z=t_)9Ba>=LraZYlqsEdsOitQc+^3_5ZWOe4!^(y$j^WH60Yv=n>znyCj((bM1}gEK z+z0>Ze0iKSInnEs4Ka4#cxiSQ>Ih4?S%0(mfBmmhmR%ya6{9bW0ESM!LFh`Wd%!4k zMr0M_W07o-=r8<@+0%- z)7xu+WQu^-2QC>;>mUXl+ESZO-* zx>|xSA5P6{Mc=g6Y9P0%^^&&KYE%TSo1HW1q`gCYaA@GeC^6_Zqls3s2Uevvxu9Oc z%$L>m#eSWC0()>D|K~AXy^(Z^vKXQ6*8>FUVXJgAaqH z5mnCFSt_gK*T$|S*~S@q4pw4_2`01@V`L8s%P$w!ragtAQ0Ir>Z~y$1(otB04yE{c z!sIQ@TqyYFtSz=i!)A4ToT&rT7OXwdJ+~imf@y$ip_nIUutdoGRe*?an^zt1IMg(l z2NuGSmroq>wlh@4>W_Ga1;@QVta{8#MN)UXK6^CeL7=>$P&uXEl~UXV>?tp_9shzv zCcNLvByF!$=$%pPAC$cqO5v#8Zbf#3nVGf1n`Vdbo!|bdi#~ufGs^zqA)eO=nzAu+ zkNeM)VkhT!)bIcH+H=#Cr4+I?{<6;Ro1eTw?ikWKlZ8xWrj!uztJZ4hJyH}N=oVgh4c~bXtG5ANqEQDwal=rXvw!3L>mbRVsRkc9 zgaoYwFMc1abLWS8er>&Wi${_QFbTNdt=kos!<+-CS>0*{-gkE<^Wxscu$MGRE z#)(wC+4@0w4+lNrsAa*TGXX+M#`ff!|68_TrrSqHC38g$wcfQLM=6j0|A8t-8tND| zuE;3hAT!wN7hmN&DjqDMib@TSq?I*E>c){sQQHJSb6JU0(1@EoWriw?LWsX@&@+abNnEYMN>Y=(pLwPG1U!3F_dozxN)*jbAplE*}`aT?UDl;15Rq zRUPztrZ6{;BE9g@C=5=bf0$~nE$#^#wQ;c+>fw*+mB2;by0{fi_(w{nBFh5|N{1Q}p73xMCp_5osF;(M&w7nZNah(^GbBhiS(| z=q=#F#l-sRTSl{Zm*+ziXL7XyGz7H|57{*lpIUuvavi1-!oUmsT_uf=Lrsv@#`E(nXw5>K;CXgXt{UU)vl0b!~NpsZ)ZLmHEtl+{;=WHzzw$!{gxB4@UE<8WU z)(+-l&Yp;|3a)Gg$k7Ih>au(7yKa;~|89vZ=2$S-j;XqNfc)k{2jT7`jkmAMVRywW zYgfqx)BpSt#}iE6{R|`j|9P)#F4I|3&734sN}s>&fhZV~?ecZGRg~J{&JT)|CS1Bp zndSkO@kyiU`b%u-Ov5SyujIF%BsIT+#>Lex8&=@7CKmkeCz>9w*0Zz2X-YrPsqNrW z{qeYc5M5cXAp7UCdefm#533MoOz6boI^may*qOmfbR?y{9~ph&KE^-t+JLDdnV%$X zLlMkU<|&UJvHnoCYq!V{Kz|-rBme*N*pTahO7}({^A;tr9l_^tcKjW~UH;z&EUvTW z5}Uc4QTW4(i3~BNxDYl3@u3tA5NsN03Fi0Zb~vmSLdDLt8ezJ0hopu05-d=hhA*YZ zNdh$WpUmjjVrKyvQ{8qa&g)=E{%m)91PY zM+OaY&GB3ocH|Rq-5e!woq0!s~vXuHZp~H@LFI<{%mP+Q21`5iDs8F(QzoZ zkBXl=0?Dg9@gdPCbioQp%W*9*Z}(2Ya$5Ih=Y_kmJFa_VcUvgfXI>gdMIgj2si_-1 zYl-13Zp8-@td-H{hGmL)n%7hs0y;gT^MdT?;Cwrmx?gxb{CyrN%u@*9y`Z=awl+m& zcsi<8sU@UXlJf^TSvJFxCkxPMJxn6|IBWV*V7E@4@*(FA&60xa3JU;aocui)z1=-i zZQ@|@oE(z*a;#2tPn9^@Hw`>Bj9x8vBS!Y2O?CVCEIV<#Ff7>=wdEBuXOd8JM;=z2YS`D%Lc1g184bKixV+GRkp7H&)@al1d+6(%`wnCf@ ztqjK+iFuaxQUJV})<;@K)CE&aXPc=CI#c$}!g1Rgb>DZ&LPN))oj6SO#Vz(b7P%O~QFt z-d!c?u-@E}uw$C}B@VPZ*Dm&V=?0|od{K`!DS{B{*#Ce3y7feJC6bDgqOS$D`oc5W z+PG01nWWe&TT$V@NVLv5Gev1lpN1I{gE(Sm68`W!w{ZGWS$xYOWPy&u;L^oPro zaxY;qo(lWy&lfa|@BjbMBL{>0SJ#58v-AIg^_Z#)p@DuYDF5Pn%xcN`*LjLQVqm!E zXUmHhW~>jo8jYJ5?ZQP*C2L;^Kmz~rFag+L{=IV<$@fbX6*@qs5t(n_3bTAkGrwX< zuG#o$jxLqH@BqgAWJWxML2XeVr^P6H*22sBB+G=lCYsmrM8nRtHM{pd`wcTO#cRex z2utAwma6B(!4EAngu&6gkn!p_aL_Tr2qr)g{CY?yu^gu9BM)=MZX?q|dVm_8gb52HHstW8AW^_7=TRryF}x011c zl;Dm;Vr=Q~$yap(ea%=&W2m{5Y=4H=`)7rTV^&$%gu;4t$lVbxthEocV>2X65MZ#N z*!o0rn?dVa)K{*BwS4*7kK|GC_gKpwtQ;qY`WGNpqZieNDMxEt(UZFoyVVc+?~ewK z5jeFk)wO`zv5(YmO*P1h)1CmEX7?VS?iZOhUo~xV)<7bA%i+Lc`ZS%ux8^~JWdT7y z{&-vSmUD4$A|C2DIko3WP_Q@|pAZ`pxvph9-nG-}g1GwV#~Yt+0T2#mQ#~OwzD--g z`VoqApW7G!&516aP4PRfI3mvjLWJ=)1)m2(7GD8bHZE{ZCJbmr)!xjDc2Y0lKC^iN)l{mpSMbmJExPzQ`#zqJH35H)R(*yr{}wjBfQ^`Ruytp=VRAqeIbMyGb5Xg=d>*HxRbqz9XM?$GJ zc&T^;uzB|25*`*hQJ`5AJ=F5EEF%OP^SkF*Wr+@36W&)=H7Hm&TwSTaSZLX*>xd9p z7l%CJB_vqrD%_T=yTsmV<=x5W2*a$ENp2L=wv)6lM43%=fVi(QRzF9Kh)!t!dqd9L zZD`szp5)Rsc<<<2NmH8NX}bwO9a*9$g4SRp-gv-A%kuQvd2A5h1T*yp<$f>$_C019 zw`&$&HCS|L>w@Nm?%}XhlS0KyAd=ljsAlEdNJY#e5X8x78%Mig=z)dQDs45hF2E#Vi|xqi5K`+D$lk}*9Z$5Ys9b^;POUIx}cL8gb!0yJ(tie7{app0+Xb9WmE@t~I{6cGvq{e!P=} zjgHpubGFBVHk-GV=dfS4hY=@*#;65aFA6W<*6l4RAe3dNUl5=7n?GW^4I)?~$(2L1 z7k|&#V)6^_khwQ7G&@J`SB#NDI;JibOS|o|t8$3?LT*j{NfnPKc`}&8%|4(cF36Y| z0|V3Cx|(UCL2uYsQ+o*i7@*#P^v`A7&NitfQ~0rotb>ae+$VpPC>jl>bB#q806%Zo zWFJO@0IhJlt&I}o!A=XqWjGOn**daGgTyeaMIB+_pV?l^54$ibh)!9;Gqrv*5oEuB zZ?_T6pM)91Wh%!C0MYAw3M%{mCoY1eAWOm7Jc}N1&p)1JI{_$T+NKrl6a3%xKd)rA zmHc31@fvx`nwRXsF0{=#mbIcbu$6~Qo%R@aWKjRv%>3f-+q*|hFjMw5wRiX3Zg@POQsA?jdkm#jh1vK->G`?R<)c0CT+;tb(Zmib<($Q z?n}(fHXH79L{TW>xH(Wn84ChOFRy}r0wJ?*L@zeNQi8=j$a9b50m9lq-sVGfbT{cZ z-hb#H%Op2#C?|7ihAUN8Y$E0MGx^cJ5R*A?-<-d^ajNroISXAKy|zZ^FBg(vY3vP+ zDd)}pg7E97{FPKpWp}cwu5;X z?JyuyJx$nM-S5bvl1kG&P4!X@yC4Upb6%ikgSF23j8#d|##;fy-33_o1j_{A0|XAs zx-=8*KSvzUbe#O3nN-Djf2kjUhQLoCN7kUy1(q01QO&8Rdu%b28idC>$ zBx(3R7JU4*EbE#b7$zmt~G2+yo#km9d=|sXK#0zh4NILI>6ZDtc&$!Q0SFQLn`>=WkV<%<^ z$)Vsc_fhe>{yF#)h@Mphz3JkMpOTUmm@fZ98u+=Z3Ev6;G8!k@0_c)aW(EZsIDLnS z|A*UO|MLI;)|6kYxP`+8kwbpOsmfq9_~BJYV&h7Gp^U%MSHv!Yk&lF>T>O9k_OcIO zbv~+pWo$$$fB*m%odS~8@dnrZrxl!M@&M5RtM9j&mXgj#l8X>+#uuya`kVNYgZthG zxPuZbyEV>Z+{gEPx9<$^K|`$pc9Y(f&H!c`zyB`3j%GaXVXaPQ3Kc2QvLzWOsXxyt%i|(-oXwMc`w1F|zjQQsjIRxu@kpZcG74H@^` zCMJ~66&l5+N$&AwvN`eT9)uu`w!DAST-Muw53iB`&Ewffg?i<8Xa~>n zRP=!$-JyBT-jPTwENb`7ykK9>Kji>6WP>Dye}F1fOxm21mW}QI>N62Ch%BgwIV|hIo>b6M^%IJ!OFsRFUIs^M~^)esZV}g3dk`TQyT)6XWUWl49gUjSX*rwnt5%bQy;9nNdRZe z0FoI9KroR77iSYtu2=0)@7yM;Ol{UD53-~l0du+$sl z>`Xu?f)nn_>1|U$qiD@!-3QayLfqt~pI|Funu?B-OgU$e#&tSZQ{Lh;(aZ)- zfZU_eRRP*xc(W|JmTlTZiRq7&%+kYmUZ~6;&dKusP zSRK#=WQX=hJsyJ`$x=94=YlgjRMifwwVAWZFa4&{AE-~~st2bdF3aQX1MW{BF_lzT zBrBybE%fEnnNm_DbdcoQ)%r|nAC$wR(t$~abLWOaOu1s_3xhG*5!Cbw)cq6lGwp>H zPX93CyK>ByI*`jp`qnVwWJ_rGi8y(zJ#`TjLEYzsy5~X2VKK$~a1v-kQ}bft2{_|g zWjSzM@C|X^m(l_in3%9=iml-O6pVbvM1`W4k-W5+`Y zT~NDaL0|a6cu$B`PTX3UfVG}jr>ZA=`MZYxI;Ffq{YJnG)L!LkS%mHG5_Q1t0N%pP zr}61z9EqD#zz-?t2k%S8>U;bE4!sH9M^FyeJDStD?mC#)0mfwU33M=94n31@idvIB zYQF(3FyOAO~>qeC+LM62r85T*z0B|HuZ-B8ECbbJX=XaAWxf}-> z96H279<4r>fqa!_KL-0HMeQ+sLmle9z$bryl9w~{%l1tT%%4=6m%+CES|8V3*hyn& zja(Vu21Z}eizg=Cn!Zr*EJy9ad&~RHzd&h%=av z)Hdgt^_Kc1Wz7hKqRY#Ani4R(DSJ_yFZj+Y$8p&wiwEJepH)`yE}Mv8k?=Htlnc4F zcT*`R-x<$?pVy}Cx@(`KmCg&7+zY3xy#>f1oB#j=000931>ZiF^kytfacAnlJ^vS` z97kY>VOY4I0gTYoVumKC-1bNZvoO4oI5fK%kj3G!N53Wd?B*%%P00y_H$}nQo?__| zPUimhD*T)yIZ`0G#FHk6k7TnEo2wbV+h9LTSJdU8*%B?$c;%K!3iL{c$!2BSltD&? z6H{e16K*1Y=~zPuksMa8N#G{qo4ZwK9E-yL@n74d z8cbmI7?zj4M)DmA|D9$suZcKPVsA#A!Qn1Z!z}r4v1mw5RMW<0}H6ITll7!FBI)C>5Usxs7kvA>eH{XP*U$Zh?poET3 zBFod~scPu!XV%|m1)v2cSGaA@6N58MSsQ7m!WvkqCjT~gPQSN(;Ou0(xEmBufj_~I zi$EN2lQNkYfF|{t%3cvT7&Rxgi3Gz4je4LS9+hA)A;g%YvyYZOR>+x z1L0W70BMx0e>#XCp<(s6$&(JgvGZLjAz&P4V~BNB{_2v#-fiA>ZWl~1vTP$hiyAMm zy}`f{c*jvqGQ8MtPV9H!CWzFVDT8oRKi%zLQSJrFE#9KigLo+6$Da=z1mHtELgr@xGmG?|d(9l>dl~ zkkw;}vi|To@pBvwPwe7(@>Wxxh20OKXLEYo)>PuUK^dC8AnULS+kgd}o4RcruiV)8 z$j9a$_dC#~DkO!71o>s?1NYXO#WvmYPe8cTWhkQ+d9x^!*(%-JdE8nL;iL8??|>V1 zMkz%PZ7thT?sY@PeCrSnIB&f)?{}Y@|D)#o{|@B{ON$f9ei2x*z@~{!polCZ{vP~q zPM&oWU?MyM`EpaUsaZG|1KfwmRBuiOeB#P|?lMzp0udj^hbat&%he+AtH48gM3Pz_ zvzEL?9k9NRPv*Ofuq`5sD{$K&E&2OZ6Xq7H2hx~m5K9ld`q=bNOy3yT6cK*H+mTyy z=NsBnc{8mSYJ`r!OeE+L+;c$#mK37gQ%{RfuMF&U1f~VZTGepxE`xt0oo|)`_=2F* z?;guIn(`cYu2KOMdk^C|Ei;U2QgzCry+e&K05Mf}gE%YTEjgh_@}Mz6v~V~vF`e}} zl*c8Jr2`D z-vC&(r-kQWC9gX*v=ZPM3u-HL8N1;dM?LEPKhUZZ?gs^R$c34LU%kBlp4YwHbFe z1D>d79jMB2+LeJGgsdKVEwi_N1=gjQZhUv3<>@x@^qaTyUz2A0RKo!BYJFT6!;e1x z;M}D^uMf~McdhiuUZ6dfxgDs9bqeJVtNq_Ty6~5~)|SYqAkRKpMXjdyLHMbv+C^oF;fpezIseO=*#rv}TsD43CR;^`Ok6AQgG^fLcRe?7l@n^DqGIunt?zh8*@5MF$D5C1-SW-EohjZ& z6Jf0g1AwJ7GX2xDNuE-$dm%|p*htA$C|zkWiKR~K?@>baenc|#Vtv+AS9%!n9iD!X zn=7RhxrNXPFqutE7R~r}Cx-;qOu6E&lnEI_)^ zcI|_(-mu_iciy?~lFA;IVD3+WiQozIG%J)^j{VRNXlpMw-Skigw!X^ z62=~w%#`9WE+i0^xE@sRK_J-=j zl4`kjGuNHWcwUOZl>T;aEu1NeQs_aaw)ULSr(OW-6wie5oI~LQ*>QO47RVFUzo7{B z1SXR*VZRr@J()86@v^jLw;Z!1QvwX2I^biv7!p1Vxf)G)O}N|{s`wJCe0T(Z>9`3u z6?*et9liN^bFzmS9B|*R2X(hr1{)0-X7D9uPPe~y@+Y^{A8;Jq*4pC3#Z55o@cVCv zy1F6dhQNXAbsecX|9>59Rl52)!R*r^Pc)!c6AC^?N_reaS-Dxo%}rFV=AKRtbN@)- zgNw)@-d18|RrKQKoA}H*%2B6d4ih;LwL-X^zA6Tp4Ot_#ji%GO;sZ_@)jqMDf8NNa zl672-@CdNi=0rP@fgvb*QR-$0=>_DV;*MZ&%a)xJbnoqS1PoAbe&l03?^Y`-p-Mm% zFX+8`{7@Bc1Xv-JNQ6p~#?NsU-3HU5zX;Gh;}EaV1D&PBeGMY<-taPrlW3j8hMzN? zQ^#+nwzIz0$c$A5TUhT|(+}#zrS}NPv^^Kc7-BlMu zSPK|uf!|KY9WT#L{5U7C4a%c&8!o7|7zgwRbw{V3Ig$AWEbf@-&Toplx)oG}+d~gt zc0j`|usC%3=0B##!lZ+0?;i4;^JYD>#}h-C0L0^oF(Q21;?C{8Wz_6BgfgWrNw}5Z zG^gR$FKt*}9G7HOv{&-qH+TJJztKjy3GZ$M=O9?(%h}aa$Mn#J5>jbH2~81F85&rv zz2jX}GlF$ zDAT7qCf=5~%`1}fRki?aedp$y64FI#ct@+&-rXdygZi}Wj&?-e56@7xKsoCbC(FV? z*6;Z@nl`@+R_(!y|NQmYOb7p;c)ydoWqdbQ8;mZzpT=$Tha7d2E5aH|Tr1MS zhU=y4BnNjN z0!JP`Qkc9OgZCg;Xd8L1Z--98=Oj7$|7!5bsVlL|ci)+Es418Zx;}aGXTpt?NitKb z(;oHj(9KcMV3basvfkvQ=roFvePpsfyYx8n&k81{LPPTV#Dl;45k{i`y_3}eev=4h zz{!}wz<((7eqzGRYXXU%A4YNb&u+m&5U46(tyz!u!ui%FE!pFaAIzPFW~;|`CfkdC zLf5zGc+SZdt4Xq#JjUVp=C9}}LW#EJAEY$5U1~R_Kylng+5QUB>Hs|3wXy&}ZK;I$ zVquQeHC8IZa;p*RBv(|TGd(d`fcr0NIn#3ZYJ<12zii#^?#!Oz2rA-kS?$U`H-r5} zz!z0{zv<^RSAyrWRnjG)tMAsS0KDp1Dv+WXoZJ8ez1qL6aejSV-(Wllq-*zKT{<5l z+GM@v2;t5#|7K$J;`-W`e?(O7H&ZQ-&KVZt=hMsODt(zgjIEUIYUk zYW1bZ_i!N4QUA5u(GxYr^$@u^Q5TNv=hHo3E(;PjC@n<+CQ}=_(mbTBm;syZ@-xSc zhJQ0~{7-On^>4{wI@b6^F+rFqNilp7WbA5}h>1Ou*fc7=tnnC&FO+&a1^EJh`^q1A1WjO6MuMP&6H=$1FS^BWwh==zef~sYhKy9%r<9s%Oext@qSqiZXQFjdV=9&|*;inAnGS^kQ3P(!z8j_L z-<*m71js=950_WnJ@|?U@xDt9)w_TBiVe^ajWf+g21qjczW{3g$`34;0pH129D!9j zLA4JygyT&++~3B0nzuW+{uh29haUcwiqR4^<_TkDkDDhR0pH>JY`QM23k)odr> zDl97_TbkzZCn%@d!<7Eob>};&q{5&JBV>jcQ6P+?i0vGT?5~Tn@uNihp4SQ4-mmXU z2eS-wqC@SBPXGw*n+Ck=$j-d-h_S@m&-R&a&v>9VM#uB5=&2wNiqx|t2Gyj(C%lyI@L80c5=69##6a^`7g`Ob+N;!AdOuZU6GWuuN^+^Eq6gEONdkz3 zwP`8wlXZjvC^)uxw?Q?mMtfTBUKQi>3G;O}+I>X7d_yx<4; zaz|;`TNY_2R%?8$QKJ7szRMlWrRc;In^0w}@Oj#Xi)a3|%UMxMT{W$*sp4)v$8il? z+*(S))_#oD2{`X&e*eT77AAo^jT=I4?O=AJn`0k&bW}QS3V6nPjfaw8OV)Tj#P$31 z0E)o2ZIaMa*>a9xhY0nrHiB3rwc_@xa!N)g5C8Hvv(k&Dp*qaaovLcdTrXlYFBu2H zfK*F%o={~~t)j1P)4sI#W4TrDTug^x(-&rUbnFN=MjOqU_j`mHY@i zm8xh<#W2Wr&+`=!2bT>pe5qjH_pL5q2-itb`rGP8Iadhr_^kz)SPqNSl68-w^rYg~ zi@mR;7&%xnNk;AhwQwuQeAB7rc_dm=oGgSLGCXOa5x9)9R4#2V%Rh ziV~oLL^3ViYcN!@Fefb;(94RLW0~WZ$&f_BWI#l9JXd$Nlyd8-!oX2$!tA>O$!^c@ z!n$A^4i$-$J%~HhBNHrRpkwzNHCT3lH}7P5THR;^&D{SSSbWdwMK!ywB1niuZMZJK zJs~^#tmHtMT>47{(|*ocg29vWNODpUenos5=}j~6-;w-zYr21>!IoO{_CHQi=K7hJZgps6 z_tW?h!k4lZFyP4d=jw(jZq_4ctiz=Ak!99qB-Gw*f)yGYC zVoD3(QFz5eGpG)@(%s~*YYJr1a_LD?^ld}_4; z-b7x#*;BLNg+0kj=s|*D= zBL!C~LVNUmbn&+8PUQ_&8sU}D_EfIs$55J$T?Qy%RttK8=r`br2mk;B000930M!05 zzp}x9w(tHmN)3OrH?e#~wAc-IyxAN|xZBPy{IZE3sGZz}Yr-RN&a9`vlNV$3H5|+T zZJEgZ-81-KD%&FA3Q;Dk$k_hR|F{4D4X=-Or6Cd=U7D)H&XJvd7n_$I1#}%O9HY(2 zaS^WFDIfg-l13`6jf5A0JLE)X%13;IobrA!NLZ(IlJ(Use57Eg`Z&=J)kM_LCT048 zhDO`|(pzy}-^4CP0l?<)M7UItJ3rS5>^6`wXQfnWQ#a8#!YKEOxiQZmONy{aWg(L` zNGislX%OUcxPVVy@QRyoc-Zjz(SB={LuVIcobM!Uc{X7a(lf)G_FQ+-a=(4lUtb_b z+2(|Bl7qK{o%I1OG3q=_!#|APQ6>!({1@WLeGlX-mv<%W=RW~)u~ltqrZNye?tteK zz3*3PJwRSH#9??bE)*>%_h8gdaqE&vM(q zqIMY<#GB*)vwKNnwB?-aA#A9TNz;bF9JXmd1(qN?y!7L=+wq&O z{~HJRTLgc{!(o^^;Q{bhWhRTXwFn)(X)b1tCno(*lCsGYzNQAo!0fc8&mjN=F z{Nyf6hu)4pN_6`)#_{^4m*;nSjCDLT9je_xx*x;ClPb?FOc->|WCoY#J@KYFDK7&N zfawN8q)zvcv;y@MVUDI+S<|_?WdNi=!DgQ7W_SD7%WV;}&PXw>P!QVYEoLB&uxN(N*p@@XtQV7mK;H$0PQ&UYV|Jm0J51k>3& zE}B{(B`Y=)zV1lv<4|gqpSqobv&W|kLJvhRS&dbvKYOLIbF8XBWODiY^A}QjTZ{k| zm2=%bZ#>J}MZ=Hm*iMHrOlxbOxb-u;Fxp$;XFKHD)O9sNIv5FyvR5vpQsrCbi@1)C zHA0kOJkV-36O++T|K|*B(=0ne^DHpUL5;pI%m4u$&hTSX?xK&crcLX>$3M%D6~lu! zpk2TU<6E!{yhA$n@K1|r5r`w@npNPVK10^DYMDIJkIX*8t&TI9EI=(8Q>KxXv zDRhxXc~Af~iHmJ{QCCjsWK8{HUEx#r*6*0pR2;<8t{39X+JG|?dr|#8AYG~YSZd2_ zyJ^HFE0nSJv4LTPUDta%$?DWAUti=wwDe1ah744ZcT!35cINrBWM zX)U7Iy-e&{iA5M97_GZ&#hEAq$zF|f$VBI8x~;L_mcCFGwcr!~e&-SYi?QHgD6piFwCj3nbsWTzM-Nj7q+U#x6n z`RL=#Q*5C>8ZfNLXy;71slvsFp{W4xmAt-6BCQvL0c58O`6M*Ph)+qIc=EpYdu@Jk zYM#qP&2LwYS-R#&yZ-=r!o21C*GfmD`9#Q;e7Y_VQ=Cy%xGA@0Xb@lW⪙xL23=B zY-z3AOLQg##+E8nVfHWtiZIDkl0H7RF_TF-RvU{Ugd;a?LYeDI@pcD4$i~>|RP?n$ z%@?Pi^)kz0x#)|x0>H(3e|XT;bby`Rm-jLn+LuKo^l#uR-)2*EO>s@)03Ov$WR1(+ z#ks&uB}n{O6dvH0Vq|(9ntrh^f#$TD+qrB3{2T5vbMJUG#g4KCVwOOs3B-!YVV4rr zB$_%3N!X%zCLI6(0{{RDcj3W7FD@d?&^b*cKWMh;?8@G@aUKz#>t0*ke)5k%xx&DX zd#Z=~g`jIdveELbbfAkod;x3M+oFP_UnIefS{x`fPC3d;+eF)Xw4q8HW~uyr8n(XQ zugAMI-UtLvsxBOglHMXmepHu#Yb?lDQ)+SG4%@xahyBeLP|qE{K?)E1qFrm5$z4X* z|NqH99@IKAV^3fK_~<;VV%N|W!fe37h%_8^^{{4H$*lOzL4x5&Ft{Zma4T)?;>iFkM(x(P4jLX3b##?h|sUicabe(lMnZAmyoK7`2BhN+BO!h83#fc&NkR{+jv+;SqFp|J$q84CcAD` z%Z#oMBgs-~z_l|QWrZy{pgcO{taQg=yFuDY``=+Olq)3{RD!f3T>1p49F>q{OrQXM ztb({EErS{T-xzP{%m4l~eLoaEb#R@3n?b zV?jx-9PyQZ-Hq#Ym#gs7uXs-@@l%ip`MKjeOGIUpGLP~xQ1}L z#sc0j$#_Jxb}MLfKGfO@I>q;I=yj!ztuwH3R=p9={v>ROFo|wG?<_bw!AB7}>TTyR zSy_-L#r7|H$Ciz+HBW<3TV0%!t8YKVnzAuBW~;hu2!!?w>r6Q{LHe8#O<^{|v*P2A z{J36z+75r_<%)k8RORUF`fC2Hixa{(Pid@}Y>ofcLTJUC{^^|`E=O;wKeVD(^(TsU z$x^)Fy|)v)OLL`4-ojDvTR%`IMeZJ#vzkB&-icUe%8tfIe&;U@ zU`d1ou0PdGN<19ZhBO|yF)p!4%7s^!yvK0DTo|8LC-e6Yw4xmy;u6o*@XPM-;l!dl=v*AI zCMue(Im^0Od2r}kU^_BlO7~&#N~HXA+H_BOzf%-8fw^KtVcF~oyXv!X$wdI#ZceZW zYIihKmjl(&XiheSwWOPV)Y$1F$pv;n3Pw>=L(n(Sl6~Qk&SMYKM{L2f?(ZAV0_pBl zBxCEJo3h>~SlRja5bC%NrVC*2WN)_%4(qLc*XKWd|Fh$psEM-p*ZAb)A2`ZJY@)qQ z65>#cZuQb#{=y+#byF3mBXIWx_*sUuO5x7rYY^a(7tY1)rs`tE$pOI6{Ry~=g5Q!0 z1ipL6)iSxbUVC8be;MwZkbQx9J>&GKx@}je!f8S$*t2}GK#n5CNm=2a-ux@{IqU5C zyVQ1KT|cv+o21f6uIvtL$3_JAstps#RsWg$)XpLKm4EbW+Gcb}r}}dKckv8LdvqgI z)~YYU-1hmcb~PeJZl^EF@}Qf$FAC`X+n0tr5rTR5qL?57t^x#Y_L z*@gdnHcN`;r7)f&ohLsPm15&O(`1dg5680n0HN#Z&t6?Co=i0!K@k1qwG7MebD<*^i0qd^6Uv8=|kKAkG z^fngO&eUWw@QSP;;t}AG=kh|9~RgULo@X8fM$4+2PXQnk1^5W>Ej7r?z^&5uRq^1&+GQ)jl@o#g4h?8oLvKp4W;ax zJh+v=Q%tmOZq5`V5z9Gk$nx(xZ2>+SiBTrSSjKMPN5?=@nBewoDk*WU-#D&>e=w-` z$M1SbCmUYdG6n=UKwVxna`zOG(h`D-ZJ7~zU{v*pMYn3Ff?BYcg%cbQb0{03GP(bt z3x6?M1SD8dygKWvK&Y9_IuftWf#Q3cm2&4cMfYCcN!Lc1_q1U$0vjm}W`DHlJKf*k zE85KGl0VIQ*AhU`3swF4r;qio_k=bM=TM3Yx{I4wQft*UN{f|Z@h_B>;zYDy!Xe#^ ztQmgG`U}CJ^LGc2i0lI{H{^_dk*O+Gr6je83M>eSm*+k`V?uf9tu|OtW#kSjAV< zbbo4`VZU>bo&c3=aKkKPi5(KjObAU8K(J-?E^|7%-j@{BkqmSettIZVZ;0SG);a4- zetNw3UvvFjJlZWI-2ePeu?FR# z=d5S$^2}F`zYp4R%x7E*8XTVNKp*Rw$t+sT!13GA1pR;y!d%p`ojoGw?Df-EO4hdXnZ~|DmQFm_ zO?dRMFR#6lNsMb`&1*sWb{+I*pDMl}!@bPjT zF{5h=MZ0a?5$a&ctlCOp8W} zzT&3OslK|9`18cDj29_#?w?h7nmrQVjgubyBD<)p?*0Zp0?Ky_m46TxPJG3p?@U5R ze<@Cw*ffLO=o%WMA@x1BnEtX~GtrA1qa|xHm9fhZDN_zxz$$7 z<_n7LZf8NFd4x7H=@ADo%7+1c|coAl(-cW)*QQ@R% zEre8%B{|rC9hh7kiq^-jJ;=a`U(^gu_=}V~u33NKM&xS`qe$Dvhl01^V=m3OPmu7`sc7dExG_RhCR5PYBh?Wod*ywNfxhR1PK8ea z{+T{3JrtTOxFE2OMHhN}Pr-Ide>yowKpE(_yt-ALqN;$>MibVoFJDQyoIlFkh|;VX{=k{NfDdocEqq5_Dw>>pwUiCwuecIrb;31-7@n3!gJ^oME8qs51 zS2_tqt^JW+@M~!Cl;9z9N(Rn4+mW2L+K|FF##!oWIU#IL8sG6d@2MLc^sj;%yc? zxhj@vNPmkmyvkv*$0zFHTq7j~5px!%K z=v$Dxq}c3BXQRR2$zgNzD*?qk(>&P*Wj%YII`DJW5_&flz3M%F@oKU0BB4UZKu`6s zF2Oic`}w2Z#zyY2I^ONJS#jj~&?(XSD9nc}m88MqSKiiHMz#g^By=d*Wt9^{3Ri_ zMp!32y0f*QMY_s+^{J;`AN|LDAOvHJjFbG|9ju{CpSM&Qv)D#rf_YkiNckiqD0DQl zZyUb|e0;^>A(xda9_(Tr{QA)*S5h5bj?QLo$dv;@r0L>%UfKPiW%{UVzsdP&t`KMe znI9!O?27@J0hk)Gx9F_6Y^Ggy{mU5G8BV{*Wl2nSt1#2E8!z9kWmvIhk`ZzIUb4TX zBXn!Z2!q+GWLut{H?CQdCKzG!#^&P&#k#E!)*)i;75G$*zY1?qEoO`rvE+i7z({A_ ziVjwJt`Qk*wzM|85DVw3VW$0EhA39{z7&DWlSJ7y;JU+;3F0V+fPsnoP-f@!IBXu& zVFSVVVSg5)ZF9M?Z+ovyet{xI*e7r?Fv_5_(fs8m$oYFfu8{^*Gn+Iyn;XrxGZ$Hn zg9Kpx%dwwi?;YG0_Lep%EUi-e&n3FttQq*4pEhYjUzSaEW*N#>-LQX8oNH>_r|^oo zC7N-}AQye&ML7=;$A}9f@qoyelik>rSF~qBFgReSDhp=-=Fgi!q^MYZ)^$-m7TUS4 z$7u^MgeY0y@bEQejA~!WuZiK*6*TpMBZ}Y}a6Sse$Y(LmAM4f4Z)*a0Oz>H^aF^1N z2yen!fT4V|~y$lrni!jxHsAW9kXwl>mUYn5D z(Icp-kB>f1)>Rm^i}e|jnV)35&RpNoKtrqe;6i#)%~H>@7h2>)ob}U)+JF&G!4GpH zqo-a)CJ!;=p*YD0vAXuGlTHwF`M1?+m;i~^pWR0q;4ynysmzi28}kL*F$JWAD;YW` z`M9DfCtW%~g)1!4XIm#iiak^x>vJ!>#@`cEN^;OlgO!?3b!k(1x#Vss9bB@0eP$vpsoy zCtbpVcENM-%|(K=2wG0XeojbdvEqqO+c*pY*g`SP1&!b_qpy0OdSrjeru``-q7Q53 zQ7hKOLY$d**f?+txtbld>}ry4Vs3+5$Doe7V?Kk2t&v!##zVV0mobveiWg6=8mf*R zB`eb%$@&k=2!4Zc8EAGAb3uDl6g5rlw}WUV>CG6R-15^F z-|x;~eaCdXyRyCXc6KbHy~F&6i!zkBMta>dAO2f!J@Are;JB$>k7`%&O9;BI<8Ih+ zMws#VDhe4L?V*=rw&)G(lW+$%AaGlF{bB^L^66X$Cx~vE4dwpPpR+5mbA&6--{d~9 znZfHs0;>7xZ*AA#{d|DJDtt?EcQsx>d$V|bA}d6^XBiQ1jl1Q?coY>H}lK@z>{0a zT8gh0JYOa-BYB6qpx%;}$~t;~g3`jX6Z)1dk+HZs-|F*d^evbLfXZ2`*<^>%2#|0C z5KFJ&lRk@gv0A4P`Jdl-6-B6DX|$>qLEQ4Yb9FHR05(VQ)hxR=QS!zqDBZsz_))+3 zK&HO>yc%tdz-SK$_#=>>sjYwPBoSd+9>r+8qca;_^TMylCC`iyQn$|{;T~Tol z&uP)0CjkZx&!n9mvM(2DPAcjSlxQntd}R`03Uc2yjqcMwbEJYAV{m6^u| zJV{d0s`PmBkC;9U8@r~nrQ71tOk64|*fZ135thhH0y5R##Atj#L8ozg18nkWUew4-&7 zVi*x1c7C{|Xe3!nbU3B!=+0o0abBi|kzfo2c$GXLtq4uGodN)&X<^bS2I z%JGbG{5!$_Vb1|kU-<;A=XS;)Qs10CHcjTuehteHkB0W+Gx(KmuK7jFI$Zr46eY5s z?u)MeLX@kERuR_GydYKzX|2%Nxz$ix2l*M*6 z7V(b#q|B!35othE+@_s@JkP^MF<53Z^L9MJE^AWz0mQXYLfQ^^A@f=u@-pg4JRMGK zy6c^sz#o>;GclHPf^1lCiAExl6>zoQ7cz1ypN}z5Se}HXVgp&OoX6y&qKYlsQTn>a zC~Fu;+hmoz)Qmw(WP*%`5t)G7VMlrHD~meZ2J%;0;@HM%U&l8pS>QyZq-B+$Grbd_ zNP=692Pko}&7<=Kbxvd7jLQEJ(7?W|*{#cYXE2C5x=DbTiW6d|NBL6cW6#~Rz2ILs zDlPE6BckeZK63c16Iq=ORxT2-L-1XHf3g=8uh<)`1N`*e$D^@fEF8ep&CI8(03Z30 z*9$=O61TK0?fLpp(DcmkY)k1~7j!$Oeub}T=mEZifBQn{jrx0rui=#U}qB zVJP9Y6wz{6&|LXOd|T7S^W$p4F1ZX!dVcfuN{aD#tEsr#A%+nkch?xPrXG5_8c%GV zd^SY57g`dwVQ5y-s0Iy+wm>Ef_5+N|nKwO|ku558&#!<-fu3(NLP-6()aF>GYZFzQ z{vMS$VbvI^n32Wx(WD{?i{E;JPk2cYMKr>2^R^-vJw@#Se_lTrb~vq*I=ZSF&aU=| z>fc_Zc%HmBsVi*H5Mrzm)a?(De`OCwcK@qF`jZKf`}D#s=^Qn$75%9um*mdxYoWk%LXFAcVMI=e>klUvB3XKE=u097*opRd;7I`Zo=3Q2-IhGfQxxQ8tQQFu zSUUiyqgkBf(YgxL6(oC`TeMGO-Ein}CL_Sg&r(eFQi?1iZ4sV=D}17{hJ?>57qV*(rq$rz8vp3OVU7-s(28M$9TCxq*7$zzIhjKA4zuZWiYKDnJ)ZimBQ-m z?>2#_GRbL;TaXaXw6@uPdUXnSDXs}cA9~6DhPM^>H_8Q`2ZmrCfX5`;03VR~8X;xe zE%<^}H|^qU^+|e-ET!HVIt5gPThgjZ^C*67F(x!y6F)^qJ6b=$CQy2p!E@3C^N6W> zZV&<_TwWgl#Y?WJ?dK}j@q>~daPF%=HFJ2~vP;=VzgZo&&Hmp&-2XF)^}B=w(v@Z* zAY2Tz3hZ9kt^pxkW|Js?c+q`f36sZsb3_pjCEeT9S5OcqZ1LuOj_36dL|m)PjMC3j zzPyL-N}-Am@a0mhI^R4>HKKswO6r@wtjKAN$?9|clTS8237gl-X|9bDbaOa3Uos-G zGrJ~oo!zZ2#`u^51*GPuXhE2y(0D9}sXhrJ#b3C7^r+Xy_(`4b>C8wj`3cWwJK>pN zd6~<8mO=^#J3VVYO)gu;!gq?X7x@!8UDCd<@lAgIGZBj`Ce`7tJv$DK51K7&x@OoS z{w^L~Z+bZQBG^mIg(-7!D|$ml(W*pTTeNMH6}!Y=qwd%ezoUKQ74W zzalur>0KPJA)1BqlcYY-p)D8qelH^CkQ#y|7&$tJ@I~IE{UPuDYoHI=V<~?Bx~@u< zUbu!y`{Ega^V5F(JOQ!;zC<{MdOv%3^Zg4c3MQ-D;)qW5@}$c;!L^b)3QWN^(j$_r z#@`WHo9biqP7Sgq@1WuFPCBKdQ?iEqh4@o@7gR-sUMAOVw(`O5u9BNiro5 zNAL%Bs)4&K1;5K&-M*G`kfy?8_G`35o9g&IZLssu@0eLvbK-2-Oo|EcBG_6v$nW=N zS~Kbt>e3@IIGk^k3}thLJ)_G~zZBXuW7$-L<|9StNU-4(@gP}fR_A{YoZkJcf~Xvj zHMF-uF^AwZ+710h_XhGO2ArmqH1H?Aoqru-M>C+T$zs&>$iqdEM^XUM%oPo+wd^iX zOw)`WT`WijS&|txOz9yC(2rz38}NJn(JxIOb(#KlKz05L;o@p!MDXI zG)-PP4o>h3mGGLLM->((oV&M zUNOFQwqG$)HGeYo<6Qwl%!ADyCZ^3M9~Q64mjfa{L-1@v{z%En5xnv8_KkrOG$a#9 z(r3eaC>^1O8beHU?g;ARdMk1Og`!HS#L}U38UQl%-4x;`H?>mA%}3V!Fo``405TJ< z$PKep9!73g936Ba`uAV+9NsioK&hjPyNbj##fc&3x`kXQlb4_O!^S)&H1B8&9-@p- zgc9FfK046e?YC|CRtRPFhXiWmfYN{9vkF|C4fR=mP@x&HD4W&BbE zC0UbXPsX)YrbHObQ3rsNFBmX#zMP2u%mcIo6L(OT$~WQS*|MVQU;_C5lWB8Z6;4Ds z?EcT#dTo4_0$D)5?N9m){JdQGk2rQIh)GtW+1jrUuQHb9JTD(hDe#43iS-A`Ma5NQ7k?5pKg zQy)BWv98yv_M{2MMr0f^4W(R?TW_VsuZF_~4lj*_r~&xb>bxNFN@f%;udyySg3|BT1YsI_B9ydGpTMEU;YfKsJ(ySd|1{Zwj~lw)*qN7GL3t{df?#z<+r0Yar-){dm{FV-q{B1Q zItX`TqCJuDH}jjQ6#M{c! z3Hft;oeNFSyMt@CrgCFO@8TRYrgWD1priolK;Q-hl~3d7o5U-0L_tDXXys_%Z)z;Q z&*`p03J@(}$rxx8msvKU@r=dhNn?hcmaI+M~NxBJZ?jhxlVP{$5hX39d3_U zSvGX*iwxQZF56wfsgtLn@fTK0TA2B;Ia!^OPzC6S8~Yke4sS?b$vNd4$=8dH=3Aa`GTqlxLnjEPudzS@toZXe$v7t%X6*U~wd zk%1&1KmUreES!6@1Li;?pF%aCMa8*ex(ZXiR99%&^b$!3$LX;!SBcnh{;N8Ln=4iY zY})u-HUNL3oNr4}b8h;nt9bOd(mB)2i&J$v?4kSI?W}Vh*$~r^A9?~!I94_rD-*qx z@NuwX75CUqP47|c@3v8%APCbPoHAY~Q1HP|>LkyLR9BzPUYtd2gF)gH>C71`p;^b; zK_JWb%KTHa>w`ensvoNIx~x%)vsF~_$d?t!%j6^7KJd151}p4z;8MkG8wo#nd~%g_ zeRWvba}T~=DPuu!s<=Y|B+cT|{Q6M{woljFWJb@Heb&-N!L~|&X+Bj)KeJ=|8c)#< z0_j<;|BJo%NBm5^m$KoVPJ%E}w$8i2Kk#VTgpv%e-2ef zabMk}5qiBi059JLyI6;Wxo-BA77`rc-9G?WF3R{8rx4%QgZu zhSJPMD1Fv%EaAIxc*Xy4*9RbHs-;ciOGbV`?0o!nFix7?Q@;xqpllKR3?ubDBsYmv z)KB2<#^aexfYi|ts#y^f6;pL&tH}Th=?b~km!ehG9RmD3->g5~6r->CY+Ycz1vahf zv4ssiwPzm8`|syq%>ewi3u)Z{J|<6Qh!S$4R%qGEA21Tq7UvY%vO>!?3JIzV`sa2? zr6PlQ(*^S0v`qmu2iS}QCpYUWmJpwf#f?xhYg^9Q@W*QuV|$Ohfk+-V6-}kA6&oRl z(r7#-utVoA3o{tGccmafpr>ZXhOwlN{HnEwb+DY3VQjz5mA7K8@rd)k&sEZNlT2yc z0;@OXPOgT4m5_#cG}-jVRB9hvk|H=U+yBTb4nI#6)p&!-+kzJzXep~Dvv6rP9gcE) zDPfs5Ur>dZJcYc&M;bvv_grRduL;LQOuX6Vc0LqIe;Ico?jKsP7WB zzyt(w1~$unb(tlU5F17bH;SiZm-56)x8KDjjpc7+((^Ehbs8z0QJ!tD%j_@hiNll) zL6i24G3=b54fQvCZlFD|33P{tst9W#O-1)cv|OyU=eP4BYj8r%izGZAVs}s}K+?89 z%;Vq4d1@0=oI#B=u19I?$R;4(&LxS<)Bd|!Es1yTyOA_#a8|4Xt1sA5*VexT+oK8 zT-_l<;m0xfLtb$bWFtzRamigRXt27z0c;l+8Kd=$tsIa_SP!B(3%b_oG0KTb$t_vS zt>1--w!iLFbv1!Eg{oqH=+fihD&YIQfs}X2^dUcUCKhv&Rv50?IgbODnco78>N-;l zCF=76CTc;Mg|}+%?qxXr_N`MV#ur+HCuMp@t`=I^23uIV3sS3-(X9D3IbRdIppnFKXN5=_Spa!F-D{VY`Ws+Pi|h0@PC~VNbZQ9Y+j|22_!3cPY+xN77biVkOG+24*{;ON z0i%*bf4}e0`DdN&AH>{Xry>RWI6;F#Uvp_%UmOA*sJccIyUvkJoy}#!5i@iza(_-m zM?Ib5?SK9hpjt~yojY~%55>su45$vHzi`s^vJwce7dGN{&s8J&fL}4dXH0tPIA-82X;2giX3~!eWg1mz7>6N*BCA5tL6{-dHx=U7i#5X} z7w2Uk4#&Oen_DdfxS$X$P=`MWrS~I4HK$6$ihg_o_~y;{La8g6oO#(jLOzjRXJR`* z42u`q4YF>*YCi3|p!NAHLbnLTN{E+eU-V~6j;AM+s8Mp@Pd$cy?U@KlTl!vWyEz}A zw)@w)PeuJ*3>m!5liEx@hv2WUEKKF;c@Q`5gt~st71Jct8Py9^u;wQBlMkLwapMZ4 z`Qp@yQM6ygS-i3VaRn0D2dM4z>twPWJZt&z9)wmDa>=$YCCw^yM+Rg4JKE#-t?iL( zhKX@oV?>c(sy}sjJVvCGk^o=_pYtMYyl#Y8NaC;o%X%_UvAqD?e_6y;ip?$@VgHN# zP{5{F=y3+b9*Sh58N_zKYdKPt4;o-J!5`ZD2GHUtt~^NlZeU^B&4c3K5^6x8fOs*) zv%lB&nl|5;I}+|cax4T$uUE5w7ft7A)FH5;PHE9|-jBL+Pn-k#S0~c*H3h>4rJ_P} z#g4+{@o$FjDvE8K(VWJKtHQ#Ca$Sg#6B}CKI(qL3Ls{k~I}-)Eawl9O$cU0b=etu+ z)c_?uuUuqR0?)WtpsoaxaYm9v*;Z=tI2e@!w-8D{?ELin*-Dz}DWQU5CfV|jUm14~ z6Y;~RH{7tS2o^LqThrPb)U>EgS+?1;P);HEaQ!*YR{mw+w_mt7sUqla&c57SUs4#g zTVwu9T>96D1_N;Dyu||avfo%QqOvWod3J_0X@~8~&+-;2b|J6|IczHlHL~q7N$mQ* zArqvDDtyM{RdGx4M?f1=lR6XzDciF7UEry$Wp7eXIGnFPx*za#4@Ffg*ucBPG)?qo zC_WY}(>a5(VOYST{<^&vj0i zs^*S(=l+SA%>?lVsW=?S0c>(Rh)4-n-PnyISL&$rKz5lF$t^{imKsoX91UF!u^|8g zqOT10MK&eT-P|chwKeY*{~pLd=HEi1kukAk{~>_iHEFb?)uKe=+&s-3p+snyx86Sh zyO|vXYrO$SYu?N4h;Gj;qpZkU>=65D(ynEh7dLCm=49Seyqr61b3&BD50Lep@c&Cs zrL;tn`J=ksn~66X0MIxuF(bbdZOrA_irK*m?Rt3sb82MeOwU$hVjpNBE%6X!{HXJ^ zD@xKbQ4jK^3M}qoYojGk%G2jr(FefZyn-r%ZHR;JHHAQLV+iiteiu-Py;;OUUo=D+ zz7H@C|Fz|)wq7j4i_6(K&ANE~2ZG{siB-CqEW81rM_$E2Q|G87%(Tb;xM@Iz{wD-Y zPZqsAo&Q<@Kx@C`bQLC~Cg5Div|QfIxP88h%me&ig-4!^RG$EFqmLqxmpzkN){&F{ z82>kZ&A!679&pSS0T6m0IdhnQGUIB~;&OJ+^8O3Z5GdxjMvT(sP5~qYM}+9tu}%i! zXp@dE|C=cmic@Hgwyb~p0V;uso1n*#KxSbs)K<>_`>>3+)Vu2+rT^_U6jCT&^sH27 z<6H^!e_?frN9w=p=4gI^3UKUt;C7Ii{mxEx`TsjD@hJOG{rLZEp=0gK<*5~7OoQY8 z7m_D=q<;Os?Tzad^LYRULyh(S1NJ13G*BN-B?}Hd*G^nublfYJ13h;cP}lPp##@1Q zC*y3hRAsnN4G}r-WkpXJ;>!Nz`#1Om&WFBqEdnut!04+Xys-J02VLzCjeFl;@Y{je z+VCvPzp$%?eWw2(IsTUh?i++cj&*EVdd{*7^3kSo5WL^w;plRrJ->1h_W~_OeG5_ z^Yh|a#t~-`K|2oRXX}LNlv4>zQ8=?}HsY zn467^d9a7vCmd;1~ z1s7&!j-s;dxm5$^jpjp7zOZyhPnYPpojptVf9vZ1`Arb5FSXoIH-gZW2%m1L%vaEl zqg7C6U(N-^Lfv838z>3L@xtoKI7|_58IBYQ|1d z@%Ltur;?_J9tKwr{<(6h-&}_W;ne}ovCo+osWOHnZX?*nzGgNVG)C|3xW*UBO%f|i z{ZdT2!5?DglPh!Tsj;cr11>x@R{d{Hq~;F}kSxpA8w)7iepFOQV>$F9Pw}5&Pw1fF zabF~L$gFa!s{^}!MoMP!D&?G{VDiNrhmTK`HO}h^(v3ogYY4MZT%B#X`znNp;onIe$`>&=gKK#p zPix9pvLDUa5{0kI5e|2F{vaIF9>)wJ;ttV}C2(z-P}IAS0W=F$wYXWSCHB@50|;~( zW~GiELmygzjPL@-th7C^NkLEU*g<|YwL zXej%8BXLHN*9oNd#``}bPNH{`nVn!0cCw2z#yJ0hYW5xZDs$EJ6!fo7E>A<2q*T(! zcENkiH^8rzon6*BcrNFoxj6wGKfrVbg7?niUc2uXMEtV-;8(U?6MZ+4u1yk^oAwX& z9#@aro`vo4(+yXl_zz#+Oa%HGL;%3xPmH+S9XpI~5FZ6G?%*Y7vt|XUhNDh~#wRQP zO$QaymloJOlRXC9ZRn7~px^o6iS1V(0=sL>qa-fd0cdlv>BnnAYmG9#NgZkm-cK)- z0N`z5+OHJ^BB%pPp?!|xX!#=1?GQSw|GMV4$DyyjE#pEj?dS}WnslNEtnKHTo46FR z?EAQc64DnzX0cKlnN@}<|axh&y6)Wg-OU6z=hogNH8c?~?D1kZyp zLjxFqilXvA|A-&ukGwBilAutxslsjFD5(8W(7mkBRnYM|lxy&tP$3eHs32=cJg)2} zPx&54MZ)&5t++9yve2q6 z4$nfyp)!Bk*T8>rgj&ub&+>k)S#PaSesFjg1Uz_t#x=x_fzgI{64-#&|7iCBtwRkX zfi9uGfu9Ojedq(hvU>Y|sE$V~^SN>|%en-50_KAFU})te;MxU}2udHXVI}T5mO0QS zs|oirK&)m>{r-(a53ulP*rBVA&$Yy`cJE@^Aqw-Ll0m0rWn`2^xJS`5K!5mY_@_w* z8e&GC2bCgh;HF}&3A{R_sq;oYFFd0npd@pM%`v_0kxgg*{Rix=q2TIBVMG}kDZG{ZNqvqHM~zqi!zKHPDh^>spAU zX2*hFOQ8* z6^6JL1$>n}x-9Vc?tJU%sAhO;nl~6>aJAj8<_gLh&-K*s)IX(vyU|Acn!1S542>V< zWfn(v!31rMiLDo@6%TsOz>ySc4lr}g3LNRGcNj#OuE^UTUlXBtSQ^L09DMQ_30g^| z=+lm2xtmfi7OUxy8y3BTw-Do{<=bU|tb+eEbpOPj%R*?|RFS%g2GOy`N7>6;4tF>3 zvLzqbRN>Q*G>{?_`)^!zzbp2g{d+=D4BTv&0E(%eTGuzT?g8L&^;QgK z^*gQZ-|nIuPpwV!bcf&XH!7~5);jnnm}=hPv03>(6Z4So^j7mjtu_M=f;%j9W>}Kd z;|=lp7TSRl;kW)~AaSW1`&`}M*QK$MxyGg)yn<#AIwr~64GE=j=$hja4%*!f9}eML8hfg7k)Ukn z8M)EY+l9wmX)T&8;w4rkgGxYl0*CMvZtfq0ZUvqy9gs1a?n^}{J5&e2+immar1h#FlsblrGHlTyh=tDR>ny7(s{YM zt_>qgIoCN|Ip$=+{rR9x(e16VshwL#F3XB7Wi@?)CnBYOYNVu^eC0TPuZ?z7An@}ncK>>t8fS3a^THANS6t}N#ixc1&u2q zhr}vLtM4KmmMEU&A~qbY=4J4ODCqeIUL<=j6j*(pYfEN?tz=Wj5l}r_OioTOWk8)P zf7>LKC3+{Bg;!%_apge|nmS9I9WkWQgi0GaCw_~8JqH`N?r->sC~g~`h}BQZHaZ*W zaD@GgcUWd2S;0))ZM_Wgfkt+U+2pR4T%gf4p#D8q__BYz1PzoDnl2LDa=kCq-fOCiB%BVnqp*lXf3R+f1c6Or z4Y8_BlMZDI`A+Met@KnB5f)~PXYMbJXjA-qevhWh3`0`HVN>9rOx2TO|?qhY% zEq@EL zFdWf&8ziDgS!hn1kLiZ4kD3$2aItD;m#9L!Q9SDwTp&ktIhBStj%7d-sV)*~(=tP9v40;rsmb%L9WLu^p&EU&slzYUtM8M+mpXZp=W9Q@k7^)` z0t0o`?k8Fg)eMdZrDs!Id8fj}+rCC+EDFiO5_J)#(sG@O|8C9sI^H^$N&Q*>$)}E~ z&>qT2RWa7!IpO<()T^J$E;{I$fO)`wlACkE;FHHrsb~UQv$r!e?Q)$>U6(a7v4Ey& z#k2q%cze})6OtANuhT(kkf2*+5@H%yt13rLVuK!ZUkHvL-v$D8zc0s$P4{Y`(0wW3 zCw}eW_1uT-Xrwz13K@Aem>VIsHG5q{rk|q|BDxIT&N6Y{980uyApgUtj4nmCOK#93 z-gjlcm~HQ;7RO*`BNN@&x<{a_t_-#D51m|`EgTQQjH6@>)7Z{d?5Hs_;dv62Y)5rM zbwQUY!L)j!hB9}P=L734WH(Dv?grTml-csN%)N4C%1I%$hXi%v*T)mvzZ*vHf79w4 zmdX4G8TM${mtA{Q*HJ;GC2bSP@p4I0zITDjgO&>XINsk+Kq7mn;APEMMXNjJ>cHe{jeaxuGFa`EDffGl=uegb56#d=v1fKFEwkj$ z7OZ9g$~IG!meS@moRlyr2tpYLAvqy;!FQ=-D^HH4OP}tMXY))!Y1m&1kr>({G^h6x za+8E>akw|2UO~97DYL^7A+O7&I^6^A3{mG-t%<%up8gxU;bz`?wXYP#>CN&NZIJk3 zZ?-if3L>C3l@R!fvwkHxNe^++mjmZP{v?_;!{zzRHdL>oYh14itL>Afb?J0?Tv{2s zmp55_zyAt}@QJ)92PdQWut`lYp%U^6S4+;VC#;29!F<-6*wjK6{Lt zL(&*kPUFkH_Cfah$zAz1Z~~|Qn)p$U@R0U*>2%eq$*JiUexd!f3HSv7fChq;fdC+& z^}aV$ph7M3IJCd;4?kYwB%-4BG;xpT%Orm04Rrr%_0kjb?T*ZorAHvG%S4KA_di~Q zTJF0tGVUJqB&hNw% z_QQSO1qb;}4SxB6P0`7LS}m~)PgT^Z9zDZ6GkxKH;$q`75d@EstTPD0o;8FLst8(K zesj_nyo_U)ph5tMezjm{QzJv5(q1S;0D zO0svrQid;d#))+PiZ9~oOQOyw;W8yjIYIEiWHT4$7A~QzBJ)aIB}yx-y>I&pjuacB zGR(4I^NZI170)BA-LV5j6Os=set2k)J4r0qGQ1eLCO}RPCk4as^cSdEh!`f=gj{Eo zTO4YLeAry41kGK+DYgfKKt3DK<%)8uSj^1>AORzUQouOfkoTqD6N|K<(&QG1c) zpF93VKKTW7Rsg#cCfwVls!Nr!4+&wOU@yS#A+)G;!o-e%dh# z&`6ZXCiPwPW~;z&Tkk_w9!yxEJJ{;lWylMgcAXZwVV;k*`qK)>PN+uP>feRZ;N#Qh zW+rAxFnLen|L}EA(V0Z;w*F!#9d~Towr$%^I!?#7ZFg+jwr!_lJKygAKR5fFi!(-D zRE@f+Ra#ZgJKs6CN?Q@pQKNr$hwr`8pU2|i@hmE1gN@k-r%o`5@lLKxBCG_*wAO+B z9LL{scnWZ)6vONT`E0XU@{!Jq&;8Gk0klR_6G;GQBLIlrf49K^ApeCx|JnDy7sx39 z0ELHW4;&yUl=uDbPQ`S0MOlHB5XMNybBSH>K#n%XMDY5!@FSfIZ6tG?!O59BFw!H( zeQ}3_jcbS+Mg0lyQNzIht%pp70*d>vQT!fCmQ+eKj}S70t6iXcnb5!c9hwdHYnn`^ zfK6g{cQ;9kPDf9II9cFURTiM}8cFJhN&^MI=N^A+|Fg1rIcs!|xCe8VuN&|N*Y+!e zoUqnittH_by5r#yZvJ*R<;Kk0^EkRGNd_Ha8exoAn85m2iO(WWw}SpR%Ql zj-SX{8$uW4oXuce49mRk2u3t107L;OW={yf^CoT?>NP}Vq?B8Np5TX>zX$7p`$mmq z+R-(YN^Q^cF95%?^^qN>;q3t(XFp?;svk4w*D!Bs5tqsc3p;c>dm=1d8=ljyf=O|b z<=8^6-cB%hdz?oygZJe2z97LG@?`90VaDJ!H_<%RIS7Xw6$kyTB=?3HNm`i<{tY-M5@O1;)0~k_>x3HesEIvuhV-`8i{2wM1oDBj;}WXHM|# zF^$u|6v$!1nkcVSsM@^NXP=Tj;I>rfk9Zq+uQk*UcJ7=kbuFh&0AVa%Opt%v$+F4R zDYciUf6FOy%hi!_!vTBBN&ZuZM}f!T?XV+*r`bcg<7~-+`_!*X?AkNcspbGP$6vDl zoUJE46f&v4n%#MHat4i_#d>77ynLtwn_O^q*7WD79H%Nsu4Oku6D(DFQimO$6syaJ zjcUcRos1w7uFEFKfMR*XSPCM6=27}CSVNakl3PS;J$6+3OrQ?UhhQQnW>C&QUA?(m z=z7uhv)k68%`&&77~yg}Rz3znb8QC%Dg?97AT_V4&C(*j7+HN@p(QrKy*isnNzoC_ z6*7>Tr~}5iSm!456=hL`N(GxT7R@*GcJR@0uzA-qY>wpwivjm?8H-7qn+z8gb}UhY z#88nKc2;$fM$7!sbfDM!juHlUtqf6O!TW?%C15`pmmx!L5xg*zYNy5Wi4~RX;AS^A zQ0lMb5!u3e^L&~gl)5ct)?t*M*q-k3wh4b4(46qO_l1(y>>)JsOSVr3_yf?ZKp;Re z7%hH)_N4)wS0m^JgPX>FXkD%^)&&(z?9^!sr+jC6u#t1n zVtE2~{MF$Z{K+qyGHYGxCS6-tWtW$RSJ=_h8Re(YxqBtbf%?{%I|!IS4zF z4J&lz$2($s0xaL%Zzkz%=%4wj657}5RCbl1rb!*QHGZpiHBR_0g5(pku_k=nKDvl# zQ?iNCGd9N973io5SKcKb-libuuia|UV(}by#>2Lyn<=)55`D+Ih$Yn99&rZzW}}t* zGm;!3vSa=u&g;+gMsDdC4u!*q*&b0X%a}iMJxB(6sBar{jm`G%ZOW~7PcX7EF5S92 z8M%GVmS)P{uQ`@x)v#_O1BmvT>th=OZLQ9KKTrEHMd@Ya9UZKj-wDC>+`&EeVB8Mg z#=zO(1zNZ2*DtV5ggL5M(~9> zbR`ZkLTctVeSBl4|~aF zpSQnz!~cl!-}sNQyEFfpfRK8wfO{-8TML3LJ&G?&6H>xF6xtIWf?)`n)d5y@oVS^JMI|=vAI+*7R&w7XPHZ)Ye1K(2`9CeSmV_Y&ASp7Z2u(hz{yjczzy|K zk#|&4^T*m`!z^_TI`4mM*99;8HSrF%^DK7;VlcZ_6_!GLib7vv+`6&B$(0Yi`ukZMq-lN%!gE{wRH zUo0PQahc$uNV3?Z4G!B(ws>V^5VUX>cod*LE#+gtGzbJlNMAyaUoA~b){gm9yGmkQ z2Z#uAzADsp<+XXyOO1a+n{$Ma9wwsQ!ev0Fhz+N8OVQRqA?3M$wFg(^zU8vpMv%?x zy)?PTVH}D2@p?WBN)8Wj@kWrFE#QA1n9dc+7v9c>dd5;I1%%D5->%JwaAG6-8#(X| zmazDJmM$;0b(Nab?idI`bLuDYCPyKueV1%XT+!Nebv~vdn&m=S`~>xvR=SfU`pJK* zF#6g@U6_ncR3)LBe{*&#n$;voW(Cz3>AllNw<4=;pW*}+ud4j{dKtyj)^K`KN`pFS zcQ|Z$df1H_M)Xm7NE6jw5~rCPNBYW7ZCevXU%vZYyXI`Mz278^Dwg4^hV(S^+_uf4 zu?nIEaV>fAJ%N($K9Twp_Thzk6Vlu;5Inj+Cc!mJIUERK1$x?mvMwVV8UB(+7aT%O zxqL*Bl61y(mWGo)g#O4XW4%=W2v!}!ox0q&(5sTzllcvy)-7Sh{o zzL!xv(fS|-i%*y>VW;1Chg0Xko70QKN#5p5A}KG%An$1Z7TNHP!E ztO3u;T6@Pz=0B3%Frr7X9lnLH(rcx%i`zizqHvwr-;~LuDFmtjZ^JP4@Nn&@^{_uE zN=GyCjr7F}tw)*W0*$F_!myjDACGua`O9Js7B8baE03$ydoWm=hX8vSffLucU@>d+ zTX=4B9UTm`Xy5vkb!pG<)V*#2_+`|d%W#L@x<`? zuC$OI0zaT=WvHlt_rGb9;`Pb=tNW9Luz?d9rPnk;LtEmE3`Eh83EeJakv3vF`bt#q#o+|2`{>M8Oh+LtjCMVq-GzyWpBwQ z2p7UCv+P~VJu+P7eoU#}hDL>>)P~xsChOf3$$P1J1djPy=$q5&ZIFzQDy*jkwG<8) zmp6H_bc%C`_exT^`Jw*<&cdLe)zYBRzYd3d%gT_<^j|4ixY3r__d=#E!SwD~Y>DJD zhfT-tG(48h9{1(5DI0Kfm=vR{J1%~D50@>F_Y_1HeBd}iGJqrK>u>Y6Gu75hV}PLk zN#g~xfoVK-1})d1>M3}VY1Fq9Ef5;?7g?8#zjzbFk2MiJJzMrb_NVo1$4L$t-Nqtv z*R^6&ft?VVNR{?YS$e~;AY1>!Ns3xx9yWRdes`{-cm(tz728X`^iYJb{sYrS*&h;N z2q`C|vXYRO!8yqne^X1u{?=wOAz8=!cq0&M01wN)&02!@U=5q;wq4*G{67K=;OFk z_&ilruB6%heh1nex8Xr!$J%XH|TN?(VO~hoW$fphM z^Ev;&JZsl0wk{T?V`CavK>X;Iu!=*j3x>z!RI}P@JMk&jE>#RWZ~3T$lVY#|dMvi@ z?PADa>rK(?2RH8Y#8oPDIfF8pYAo_Mcs&H>)fViU-aV|C6p>aWEY}xyT0F;KX{mY_ z86jIRz?NF_@UQ2uzpnVuJ#lmNzhi+4`?Z1(upV!2NtphbU?~QQyS>2`Ar3c#QWbdY zkam&_c5m)D9Qo1pWuWbwHWJ9A0}&fw)i&kN)iJM?NU0tlt9+2nEab=_$DlQA4=} zvBr{FCi~68`tX&N5u8-N=l^z8#2ZZ-Ug*pU3 z-hLgJXK%Q5Mt9CyOwc+p8d^O!7tsP}naQ!m{`DLh?_NKcteg_KX!e~50sw%!e-zUn z;r~xDyMI0czy}Cd!=mVDBE3AV{t>xK2Qqg9k|K%7Q~&Td`*K`_8PId>o_1^>gzYy8~#%2Fq$DaGg%y5bJAOVI#z2D8${&1Z=K|Im6 ze0XCV9r~V}u2kK;xVlpg=yiEmAQ(1U9ce0mru%SQ{|GYe?)Fgjoj=2#N0MyfOTh0E zEN&9KTN&z&96*9v-)~d+g{$T}*@5=KbPHUwKLR*;Q5o}?)?UaMp`JIBM6OR`^@s#T z*72`S#z7r*yG58<1!sykA?j|K0sd%o@Z91v6A{%e>KI%{%%lKP?m9m3zURSukZW3P zPaFV_o0EPvw!+h{N3|mqPK3xJ^nG^L1oGPjZa2>G-)5&eD(!a-;9BT=A^p&4E+8= z%;&RLEd<>G9yb$O7CNT?yqTmVszW+t5syEwvQBEwH0>vH%J>dwpCKN3YWlrAnQ&b^ zy^Zp;Q2q*9`mUiyhhC9v!ky(|bw}*aQZmr|v)`Pp zSG@U7%8L|V_os{;?`NVMi9?R(IntdoS?E>5mA@*Yzec;%(Yb@tgMOw3FL;I+ zaRVkw)Nl-GTSOPj>wV4xgX}YdYM~$pnL!)kgowPyxLRvK{D-k*-S2KReF%WU&hXmE z_uukJE@G4E#B#g(?WkDM1#bG zLTRW0%yy7rig?(MbOn3_f&_+PFD9BZ$Q{V?1DWgm8Mh}3(;O_GwbYD_>l5#^_Ky!A zR6p;XI{6-GgsV@R`ffaET_)7k5@jKEC&G9~*GFjQV)L78lZ2!}2c*AYj#cqZ$#LNo zv&eeb33UdHd$mR}35adT=8_6bfqMm`!rBWE_ILSE#Rjj&CvFs-tUN+MZoi`xiHiz+ z3n(JKVBKrV*PBr`3x4OQej!8}U37hos6pG#te|7ZMu?e@>6s#LpsZ|{N98Dr)xCS7 zZX0CVZ&G@nK0MGa+db4cJxa$yoA;piz?W?UG8E~zIz2x%Ihr(?fMAlNgfJB1A`x-4%6jZIMvIpo3JJYZnRtl3fx;vdB-7Sz|GGBG1!&8k@jEsE&J2$Igyfah8$> z=({$7Jy?FGbhXRx`IDz6S)Jroh|Hf^F|O5}tYIK|COre=IwVGS_;R@{`tXjrKZ3Y0 zw;*VG3rLawIhOtmSu*LXjfj*@+6~pj;(t*XAa6kOSZPG{&FD{Gq&EL`%im#$_LNp} zXEZ?+_9Zh@83M+t{?e1xNfcSg5sQvr!|^uyt(myf`rtrp@ktVA2Zc}fH+`VaN%=Ie zpWplKr)}ND`3)(w4x2ZgaO>I8M~_}ME!>P^%NH@nw-h4^&F{F$u=2x@=5?wL(FHwm zW9E{X`KbHdcC9$?I)tn}ZJzI50Bv7stHUp@2LaDX_-7EQYKG92)i=c%@kq~p;t}xz zp(Uo}Zu3l9d|aXhm5~dMH-sE7iU7f#bW(h2^vfZ>ROvfkQn%x~QEiP-+TyBgzVjU^ zlFx!5CgDn7y_y^q7NNV@+V?$8_l{T?;qRmcPp5rb~RC@=(inaD@& z+MNcYV)?XhCvIG?G+yxGc3{S7XdQ^<5wk~%sSLZdraMAhlDfia4hJ5|9i>>eFm5f$ z%zdCltRX}DA@4Y;Mhvo7j_#Hxh)hGT+4kSw-!Uk-LfC`D>|nLxpPfY@?ZmD3*!9tO zI_snjuI<8#MS-Y-a|P3gqvie^FpB+$?G&tB-BpcU9Af~qyx|iyTP$w2Ho;fA zLgNKc8IkvC&q8}TC6&Y3?^TMgAMQ2J(r1hv;{?X6jYYi=0GG?iL=6KEz~_P<7CZ(4 zolXoug7{c|mmfwi*q&1n%qc7({i~pcpYQ;aKBLGjf0CUFG}WAndX{Z{vuZR zR{N?Jto|xJ@K`qea5xJLu1uqkqUIC^Iqo~=3ED1~jGtpnb~n}+fa&xnR1G3_f#|)a zVvA)a*m3m!8IJhAIC}0nSdv;2LXxx5L?<#1j|ya~C}_9a+U&Z42=Ao@ttVNHUNDaF zY+a_K9C$!8iCM!<{NS^g;*75Sp5$}12N!WBnr*<#b?(@C!WKE*=8noVoy)$zH{mHL z*x-FsRfvFbROj2MHF-C*h-MUV)(bLcu$jjK^8 zDrs{OidzXg@_d>*RHi&9j@9<lWf}(D4VE4 zR}_W)a5JJ{9C#`YRsqc}=4!y%V92@Q}P zoQ#-=@7CTY_izoNu|N19oR5(D_>}0fBz5=kZTnr-q|7?E5QD$ldPx4c_d#}}xE`2; zp6E}?y!+u}2(x4lx5yYw@Ua}f$LF3%scAwD7f{*Y>GDf(c@)?CBBfP#K~J8t`4d)j z23rJe7$d&ij06aLtd1l>m~9!VqX`(c{hr;cJesE6AS&5=TwvPyb;tsmu(grnbkb04 zed&WMB)u&qvAy46ORx9*i7L;%Q?0Iev^-HKfx}kMnP+hw5-2yAQYo+DqGUytjzB@w zN89x*VYc-#oy9P}GY@Kw1Z7Rk*gT4)X^Ubn+qTIL-)s!Ahv@rTye*^V>rS!KG)pTH z=K|H<4Dar>@!&9>HFH8Ghi|>Y$sXjc5zbGNjuZ2}Cc#_|(!-gE9c-D9RhTd0?7a?q zQ8rEAVdqis_JnnYpdnM;M(%g23!$=PIRC~n|A3lB=omJ!MTseY3#&14y-BJ7Edv4@NdtyPkg4Wu0LS^AAB?Xihd5W4h?+b{#`ucmiGp&Bp>*)_YO z)b%;p6g&lnO!X2{Z}wGHgmn0)(o_%W?Ku*R#4@fy5_JnBpf@Ia7HC1uevK3H3n4u9 zx+p;cq%_wE!FB{G(&DI$g_8Q14W&mBFIlWpkP(v=`5AHxHli?eiEX+?=T8N)v8#OT zzhyLk4u)ck3@4o}3Eqy4Nc9(PYWoq5GpF>zrJl*|1)dgJ=qf!H*ubc%HCJdE>ark% zv|F$$ZIrDdi{LrC2qVganLto%^d@s3Y~ zHAP}$_U^)$E0a(u-p{2{!*SVu4O;TR_xfUyy{|CjIA+y0(Nd1&KOxGnBXhMdnJ0t9 zO~%Wmo5W!m4pn)?U5xl4f3qj;y!`V;E@W4^>=#etcTBC5yyM)`T>?Op4B6v@6JB2D z!Z8*eW>}?KT6CuJT2-czvrGdBrN!J#m?|?<`|Z*XS&WnCman2J{tn!@T#=u+C|;aj z#mbd->AOjjnr(5d|2$G)j~gL_`s;bxofhr}+qqE2HFWu0joNEd+4@*VtQhoY`lMKn ze?}7rrz*=svVuU zXWH_;Mg^I8`dCj|OE&V;?Uf-)i!8G_kxqcKM*M~M8TCLwuGh4{2hN@q5vk$mt{d2q zdTE=$R`xrJ#hX`pFp&4k{-s}1CQTtJU9*E3+9@!>ophA^I=R_hG?deF7~_g;3<&Jk z$-{@K)Ar=Ae7Ccdu?0vn+4(7>eVR!Xpy&l>e<|{R;thIJr6|u;t~;cRpoU@);-nCQ z?BgAa#bEpuI9jh=Sh2FSn~V=&5>=k!Asr&f!ZMR^kSp2-Ep6xX>Q_0z5aK#u>iKZ~ zWsmjo3l0uJSCM9GGUwG6f%HSurm9vwx`eC1|LWi503_HMk+w+`R{A$j?6R%-Ll>c! z$?a+4aur-^fFI#wc=X<5ft8hUdHksZf32vf#a>W}zYn3tN&oF^u@1vP$8CP*athDj zJA258K&J80p+Z##QF&WRsRVs?wu~On*L0}#{mKOM@4|Fp4cp(5q^oK#P{+n3n*H`G zH~$P0Tj_dsEzx$OFpWhX^7a6DGMh364Tg`z=Q46R-;U+uDDGdJyc=w@cspx4+=C@* z@c!7Aui2dZ(e=(nN$1w};~cKEhcUvm57lhJ-&eHN@^xJZ)KL<_?iB6~n%h2^$1120 zoZU^HBQiogK7%QXlpCOt$3#7Xk@(fl&dBo!iM-|Nzdj&*%IFW3xx0d1gd+U|?cz@Q zhe(6G*ZjjM|Bt=7`ujB1yfun+s_q6E0x(8c$vMtMnHeJN%_e16ZYB65Z>3&RtiMqu z^@&9$_j~L_^N&0O)^69n6kv9)g8v|+wKooF(EBCLzmt7#e!4p^qJhRS!uK8fue0y# zCDy^#d0Xxdsl4ocuQ%VCZ?KZ|S8D2tlATU}{Ws!KIz1)1nfHwjac|WY;fC6KG2%>X zkhn!iB|RSlON-@!@y3B6E9m>E=dR=L>P2oPk4j5}9ygWNB zQ`eh=Lh$sSazQ&;45$;{hqvVtk_w*_4-`h#+=qz{3sqM&+vjoEc~W6@dTyPQuFF_2 zKkkJvfM+_4y0>*UlXxJ71Ow(+hrPc;(5cY=6Ea8gt^{|Euqrs{`W|T3FaMMFseqJ$ z0??spfbW_B;O3rPy9W0ib9pO_$%jI+ZdUXm(}hQ-d%;Z@*9xlThaOYQ;OYEzBFD0m2YfkGDMq_8#d9H%u0;?W2P# zJw9WCYoP5cMv~O4AujW=Iu_7e&1J2s0LaPL5(sBSowhPZh{m@d^n;6))tEd3KMmv*HFKB;CV9IU|h@TX{zwpNpJs-=v@uVoba9`U#T81o$gfG)o ze1ijPPB?$OuoghtN9^gambo=7Nf{6gnKjmA{3kYEQ`jiM1LUNKXdXJ;T0=#Y*eVz` zc}_~w;?IGOn5CB3iQb8a%^txX0D$OEv5?T5lmu&Q8zc|4dN#rf4?4+sF%sue%2AhhY3)Q7Orheuuo3kj2!6>HW^VaUlSDE z{Zq~dfQSU?4K?M)H!ce{y>c}7(SDvZrugGoGV`rLFk3V3$G;)cH?jBIN&@@|A)v#b z6B=W2KU97W<5C@F17IPmnai#8@}K1|awfa~^g#?Ii*bQ&5t)m%YM{K_!a&`UF!;6L zrJLngh|@yCzV;4Nx4hN3R{docbm~)vIrg7A3q-&I5T*z15%0(vd?n+Ab3nG?Ad?6R z)+jZ)K?r6TQdna$UNT^98vJ`x_=YLsw^A#CIQZRf#Iq`~c|jj8)C+bLUzukxO6r#Q z<=Z=l*LU0D+o#{Lg7J(c!WH4`dh`0Xw28^7;%HJ89N1U)DxaWgu|2!u?-P5Lh1eJx zV&=!&vz=@DK&g9&ll(F?%zPr+4S7@TaDcKo}_s-IMP}%dM>MS$LL?kO$msDsvJ0`$yf2rGi>7GcxO*3 z)JBY0<+I@IC%IqnAmQM(=$ICxE`-==!^tyjV3J-w*SUSCRLg*eKToW>>1kQ~kS(q7 zSfY+pTSDM73U^84vfP5q066x%Xstl`HS{?G$>Sl+;E=0k!{Gx1N2)hHEF+|3>q?_0 z#7&I00D178k;q9g5Y()Q4oWr-{0cb3WE*q2;<7EM&qOtP-@jPWZ>nYFw2K%^LR6artK zH0pONVU;S8X_x0O@OfJ_nJ*(1(o6|6o62DU(z-a1kPd-h* zN)hbzOf(%?gButoqX={hFV{|NxMPlzpwif>H!y&@Z2TaK+U9I;C4UD2$!{`}ETv*$ zrk=HtIv~pA33F_!1N1xXgzxjH`IcWuh813lP7%Z*Io-Bq`MJHoSv2@#lgh{w=UK*g zb~c!B5rjzF`Ga8=xo*QL(m)CfAV}}ZVo{)0SUryPsEI$dg0BdAlD;vtoY9>X(zjg4(ut&&ZxnF$O$cs04dSY0By zIo`ff{u#t1zMX;z6xN_4(dvN5K1{-!8m9EaJgpX=hFxyGUOgqWC4c_y$={N3y}<)A z&HcLb^4Om1Ko4g15d$S>G-53t9TxY;QwU)evS{py8K~%(r3nEhOHo zzW()whoVLXr$U5v2H{9nZEAS{gEtv#i}KUi=Vaq0I41=c@u z@$y9=D@0TMKEM5e^7QG4t+F3W*SI_@@W3_U5_N+&)#KOuyAJ~Zz6Y8@8{pH9y@rXD zCL9w}obLNVK0It52|D>b_Y^)}-G*T7=ypU*ORYbgDYO1HvZyLG)hAGw>{(euTeJy# z<)o{pBfqDoF<)yw;P&H;BB-%(bzTvOErCDr0?L$6yK}gl$6AQHbLkNlJMUvmOAH$K zxhE*D!%mF^>BU*b69kOu%NI*# zYD8r_k;*KJ%AHg5bb2Bh!|~sA5?RV*c<~L}x1Rz?_W|9#)L%AMamLD|d}khAiEn-) z>825lgrw`K;Jn2cF7L9u@k#6P+YLWa%DpSw-5OB(E5v{uX_bHhs^u$`Iw~eO&Moez4K$>gf0;V7SnHP1<%fXLn@XV3x7up!YMTUv_e@F@(u9o)X@HCpsT+?tSF{nOHd)8}Au^xI<$eIx(tAI=*UA1w$kU-y~~w`dTO%A{n!lV4Is{yDcIh~_O0SIhsA53NbO6Zz$3w&w^;I8-8x9@kz9 zY``9<00$Xc%|SipzP#7VVs*4ik-C}GwUDtA#EgPmbJWwY(hF(=bn4|xxjwaVN|4@s*(VoiR^kJU{p`yh}{FE zMu)y>?i>BW^DHtBzdvx6i~9uJW^Ol=zUE~y);aC`qA2sw_XVv!^~2_=aCt^CHQ!?+ zRT{7FMs<*L0XNd!_0-}@qKCMKNKiWo4Up-He!rW~W}*&o(M+ib{k`U} zT(gYF!Ov1Y@w_##1Fd*MTc5m}Tvq@3VE(;o#7;J+dULTnIExfC>+IX4CC#pB8fZZv zWZW&Ei`qvNPf?Y-?i=i>i*;95Et2n84w(h6>|dL_Wx5t&^M{StpRT5KhyCTN{u3m$ zNYQR`MV2J*4@=&26a5z0BP*UOV8c66;gmrPQ9_TH)|?GB#tVG)lmr#?Wkmw9lBs&;Wg59xG_$U?8m1>+0h00|MaV?% zV~Hbec{3@j&kVqB2n9@&weuZ8b~7l$YV+Ln zRu7;sYyqAgoQu1?9&#UsDcsGE-+uco@QPC7_A-+O>S!65F|^IA#~V>z9OjL`-jn`*>bbWd zm1Z90^oqaC+FzJTR2K$$XO%nYz-6c2EW8yEOW|Sl&aD z%m1q{3VpRF-H!a6bLJH8?~VWYWYu~dXirK~=WdBUrh!>~$=+|_Q!*Lofp%7LHY+oQ z4S2=q0?m)wdn%Vqklo%l4h8sZnY`0!(5 zMthSXpM_U5SsXRK5@Qt;1(H*USqYol!g;Psq77=o_9{rOfMRKKc(^y?@pvnokuymK z4goJmkH1MeNjJLT^WcX?0axKp*c+FK+S))PR)*fC?CbTD2jE(0D%I3yKty#sTvqLi&cKHD(~`0uE9* zajyhommg7{xE-85&lTqLVrJh@SZG0?(Z~t0xG(uvV!x*_+qg5d;EHr?4@iSV=zceL z^sxHZ#(VhN6_^r8V-8miQH>>4^9FEav{h%^D1<+{wf^Xf@b)BEDeam2_LcDhW?izw zVo}zt0AfHbCsN2-;f#G8(8G#)!!N$U#gYPbHZ6q*JGuvtkVL3o8k(J~Q}s_0BJeec z0_}bfjrK3u$Mzr`1S74@0DJS%hs+&sVXFA&&-^*NjZZShF=0`Dk&*Bl=NCCvVR0cM zg)dFT7giY8+316n000QD+{Qnoy;M%UVoekm|X?;e1-HAgf)M>~n;ji6un!iC} z=K(`I@wV&<4asYHtT|poq@l>?Xh9YZzu*J_@Uzfewf`kEFplj1Av4!A&_A#VZ?I5J z12`L#_tQ7?cRcI@*YbzKDNJwIuShIqxt>dSBT-sLMFE(G8d<`@KKrbr+ayR(rT$Qg zEvZxo-(=bY%R>INgeXW`^bt#x!uc-=nV*WJNo5I^AeEzos~G9{C`Dw_SJ77aJOIys(K<>P-pkEr5FKC zPH*&tfQn!1kAPN*ED9!7-Wg8z0j-0ML{6yq!o<#OTIEkbi75u|j8$)0j7IXsu3eQWa^3$haK3w4v z;7IuzZoCE|JV)A+dRP>>n_dvP6!Po91~-s(e}@ZyV6m|yV=odDZI4(3f9KShK{m%) z5`x!CJ(j%6p=fpG+q0PP1ryOWhbM}s$Qz;cpb@(&NRXlsREUa$cxCX@>vbV^lYf2B zZRqN2%I!!0G)zZuuLe?xUpA535~^1>kaQfw&L_lEl>8}c+Mof_@1Y0nLgL~b+ltP? z)Qg(D7u=O~;xY2+m`b#q>s&wB7A+km4zvB%23yL|xpD=u*EqnQs#7?0@O7bq>}!Sb zK3GE6o@9^FvChTm^~(n%_GLpwG*#V%9)98aNZdA-KNq*IZ(hUbhX!@Y!`8OPuPK*Y zL2M69NqcNAF9D5o9WE7f68)&dXA{#~`dNXrSVnln zqhQNikA?Xt>HKMO4~G;6gXy!2p{InT*&(^nIc?~0y4A}L#s36KeXLUoAA;E|fCm?Xy(?i{!JNLx$ zKl0-YTNXAmUGkoBc<&E;cs9T5VhOO}F2c6yr$TL0kTugorYZ(-yx113>k&dd zrY|#E@O~}mnDDUD*d5H`N1l?4frbbPejm)U7=BXg6-Siu%gL$ynK;qxkbM8MnQXbo z>(!KXd(Hx~gOkwfpQPuMp@%u6o z+)br4K}fzjOnhISW_MWTloCupEU`i7VgFup+m3YT zMP?rOReHAun!|U-0$~10nf{LSWe3*qr`~<>sz@SPQ8Az_;)D!)MWzp75I#{*Oq^Duu z&!G42aVH2t4p%+Jv8fN=Y9@NbYFT)1pKd396N|0y?xi=dCl=MTv$fYGnq%xGv%R+5 zi*UFA3!_x!zEb$I@?DR`q>aYBHI&%r$CWz#mIA&%C2d|k8yyMPdi%o2LcKI)>T_#R`A8wXQEe zaHo9>kNQ~JraBdmcK4UltYH&9zhXz0`h^JZCp^Z@w0M5Bw7=-C8GwAMQ|d?x^a?|M5v6^7)&#m~?NkW1Ip1~~g0003J{0U0X255yj_ zT44*2HnPOlNBK67I2S;C%!c5`LOCS2yJ{l7wOd$jRZuj9pc3P*yUv6d`8XrQM%u>; zM}%wCj+#v=Ip02^-YKIp9_Gtd3X!-~xlgZG+wkmb!-&z`MA5aQOgj8GR@vW1WM@=h z*}w2m7qOUlUIMZqy+^dd*1EuZQJTL{=0b7YP!mC3wNkwr{_foINbg>*aHbLUsnxpp z-jLqOBj;3bU=jtFr}hp{cS2``s&O+prZcfMYtq@7Iq!eid&eJ7<8aOMSGH~2wr!hT zwrzCTUAAr8=u($$+jdQzGuhdl%_Nh3abC^-3s3SS-_LblAf?Z!a)!pkqQtCRGLPDM z#==;O3hKfAn4&ms*>n+Zo%8uJEUXVHCbj33dCDe`+C_&j3f_F#`KOg1_$^z_lP8+0 zKMdw41ah;Su!~gi4x`DTqo`6h{`(dBBnp^%qWz_0X_SBVc!j=NQvxP}?sZYWCbmO0 z+%yeSyh**rQIW3e&5-u7&eY-~Zr(rOHe~VjIzyXTHu*SzXdJ9SY+K^*5WB6z;;>DW zRk-csMJRQ|FEWOz1*uHLnLo@Lgw5p}f?-p;YKEcaDW+dlwyAe>E_~lUB7)jPJV=Jy z38Q!r24qtSo3?WgZXnf%)@~V*DQyQ-Nx=$nUamn9?)l`H0=v*x>4!4q&b?n!sq`0B zD*p)Rb+=}E_+B$-Bku6lnkOXXN%B z6n%2I-Wwt8bH6)I+Sk*NkE6$9%BDR?7?~P!$o*UJ8_3rgP%XGAGzOLlC+J01_6JaO zNhZR4!{Gm^I`vn;8#^h|L3GPc+?pp{di#8;4ldWZJYAKb(zeW#kIlDO(}Mz-Bm=|H zv>}%XC)d(?-+e8S>If2HS|ey@AFi`N!%CUGmWiwu2cJ}q*dGXT*p-Gg6`N9CumLgkFO5niHq8iVMCfm zSJOS|WORNy;tu{hBRxxzACmWH`#4Oh$xeHg4z)?3+L@929M9~>i$Sv57@I5PsN2|n z`V-?&hQ%X7gM7XYu#(gwHBCbzFyX%%9TWhrlXD6=vbauAq>rV_WTbMlj0TVSvEJN3 z2?`R!$oNjdT3-|~s{HxmeZs&rz{+uEED-MZu*x9b=#uz)H(4?e&o{{f-iZ96{Mb^= zz-;?-c;vta_XFOGNNcZ`=;RsL(+5^F8Di-AGgk;YtMPE9{*(>5p>UsLKRyT}&G(+7 zrPuHjvI^HHtdkt{IMfP-Cx6uP0hnlHHPr(4TA76j|Lc+H!{2M#VR=?+ zMTPi%xW#+A0^A7AHd5E>y?vq?3A{Sd0>%8@CQ8&Qdm<~uKUfQ)2a59_PHXgA3)Ro; zbc0B(n=We4=jtWRDFDlOsOg(O9eJK42$-HcS;>zbCXkK`2idUm$*vb(s_U+}mKZqR zM5RE2tm4N1=%ik~k(O{0?p4*Ua}y!SOR*M^rNNyhJcPiKkD#x(bbRnn*evXp1>Uow|Pp0&{YUopA95DdmoD+I>y|Y9)Zqo0pPEuawltd_(tXBjkbZFpj*J@bfgB04T znQ3>BXM(JS6Xa4+p4`drddr?qI)u|STJwG;C*zz6aSQ>t`t>i0Jl zE(jF?9Y>ZAf5!-c+TbymMtOGri@Hu9r4`kCH>gKG;S$bYAi2cTy$n>?8Y;tW!NG<7%qqnt1w zhX2M2KJ(7kVt9-5>7&{#5xmoJd3)vX(*awng5%rU2J0E%CwOWeF60=EZ?szh*16DS9?gQWFJ&Af_mgv)iLRLCL?R&dDQR? z+GlZR<`4nD~bjtyQc5p zQqDb!Yt17B?i+gVeoUiZ+}t@zitKztW3@-auhk$0^v&iK#O;nH#;=XBC(JAht}G(M z?NL~wB7K8fh)<7Tw)#^jyg6Q`3hda3Me737#vkX51;~yz0do+8{SE-e!L^F(#tX!n zt(gaES0e0?=&c2}`;bk6O>1TuQP+d8G#-ow@)|}ANMjTDWgxmSPBa#RxdTQ2jrJ&l zPEF#_-(&m}Pk&R%^;V(U%x+~wV%!05;$in5qQ-qygYNJc{ixf)h{MJw0bGcsFy7WHSj%*LVwJ|_yWMYvb2S1!dOW#8PI zhkfn37w8t6)rWxVG0;rKj7qRZOC%b9Zl-NWv_TcZ}b55N=$a~qDr zirk8g!QyNCc)~R`!eJJOg|{1+@-NIQjHPfp3>c9EM4LtAqufEX<-L=Ao z4|y+b!d(lXyN~*R;=aNa+X%%nNoHqR4IBT$2sojm#t;_nqr%ro&)&o-0*x@CvSxq@ zQfl?1M!${+#T+%5f^zYbs4@#jmPZa$d%&jw00@>uJFtMh|EKffyp%xx|Cv9dN#2!WJxx+){g3<^ z)l|t({>+wQkf~Luyl)+>-qi|Hew-?cTYM&Vm>;BzPRh?@6rji!-i%b{6;o^XxSywg_0nhjscNB1uy&Dxz&fNxRgarQmVHK{H9wV;_@tqsEy!4j3u$$91 z{lpjwFXR0vD5;QJEC1SnpFxQBs7u7d7#y~twcz0l63i;3Jcj5`#rSjyCM4QxEHCJc zB|>Ofc*?gBHZI|XJ2uKf)Bt%z1Mumfx=sSJ_kyh?zciN)KlU&rm=8Y4Liuq~+EqM7 z1ar;e?42i`F9Q)lKul)7?#5xU;q*^}MOuH}TNx5e6=8TCDJ20E{2@xdFqTn#Q)w3pd8 zY}n7BUJY=7oNy@6qK!Zuh~tMsvEovJRe-srm3Z#Lv;ZMi!l8HqT8n#?Ny`S}u}<2f zTt`g5oR8z-R-J}pt&}`S^oX5!UK@c;oTia*}jnPV$L(zf>Sa#glK|liYU57z{2mdXB@c3 zQ@XF%dsbBYc}9`oQ67CfdkmQP2vW?0lz|RW?>L?fPjE5oT*2cf2~ajE(vLyGoT-l ztj%meBJudEmdVpTqLpqJd^g;!fwaR4Ns9#oj zhIX9E`>7TzW^WYLNgzXCgDC?phys=I3~OG339*D}ve^OBujOeYXe2(Z{vZ`#tJXB8SYu_aS-A z<+=+Zv_)@yDjxsf4R*?~jet$GEuE*6Smg56(DD@Vu3HAaX8i&b)r{SmyvjZrqRL9Q zdNpsQ#|8U!SzPr+;1sCCDw{+!8*D?0`xy&Tln)}!DAU>anyx=)=!S4rdEuE#k8x<| zZ>G$Yx@u|!wFV2hd_rnvFG%4mN`+1BO4*z%poT3#cz_{mCAyVVAg3Dvlvs~8Q36bS zj$L$s4kSBnbr57yoSk z_3mhtt=Nj{bxsA>k zf^@DjNfz0R?cv6Gc}8dx_`>Z7-#xGR^P;39-Z!HBs&KUA}k(`E}QpQB!?IuQVv8fZyhXY+s{(M8fn7L zC;U6EJ2z1n?kQP(h)t<})3fih0dodL#ASVvlD`R{yHv#-)a(bCx^s zHvC${jN8{lSrTRUjDWx^IV0b4VnY!@Z8Ped@8z2t@W7FBVpNgs`y%vC1Xn?Ol@d#3 z84j8^C)>9;(%f}>jL7Wprx_``v*?u6h_m;zr)xa%Tw1BzxmIsqHpTZBPgo_5{KOdY{~U7mIFPil_^`YSy;v=Q$L1gMdHA*?q?0 zWQ0r{zRq{nOT$Ko96x2bb=g4slJys>_=vz8nLedH{kmX}M+!LctqkM0+TSn>nm0IW z=c*GY_<-))auc#YSnw5)TK+Nb)lb>Gx8oFIrS*hNHMREgQ8xCihBvD8W_V%eric+d zFmHr!<@k2D?)3p9CkQw?bXE@UlF(C2x7dmIZKZA+9GZo}{H&_clvA!52Rge)ncRwe z7kJ}s@cT&efU{~X6~9Etf7nY<$>F&-j2ISW3ZBBaF1yx`5n>j8GlE0}=NH!{}==<$AoLosB5(MJVv95@yI? z-q>TJTRv1<@F>lXc0qpTvojC?7f#^k@xLpOSyL=Ek1+V_c~h!ygu3sqkY}IkVkKy# zxh!YO?3XhuG__%tGV_Ej2k@Vq^IlG>eK|_PjlK7iZ;c&PE)8{5MW(6sJW-y?haVp^ zc(9PsxUhcDK@bUj?}VWaS^R8Q}zc57n|xS1S0MvhDBxf>}1%${RsUnKPS7A`a9|9 zqyG$JT`4IyiIf?ue|lW~rhbQsoM!SbNGo(yq|(tynmivz7qx7UbYzQWr-_cwaT4LQ z76c1hDK_ng(bITW)`Fa|T!f$^M&j;tuPdxgG|=4j`U?&{LDi({E+Y?0*!HHe69(<5 z4C__0<>$qsdz!AG`%ixGxRUp6IbRF5tT0UmrIW1j(+kNqp8do|*7}v}xlPw}vb+n= z1~}u4l*>V*d9T;IgiDO6v9>QY6wTmeCr0r-p<{hx$tbySGbu`2LZZR|Iv=+CBFBMx z)k_%z*}_?kL0fLEd46MqUiZ(F*dqMHcbPj!iL>OWiS8j`B>^6Vwz*dLPtPGGuJj)U zK{<{6hjvX^WU*W?VjPSWXfTVSW9&tr1XHAewT(q zHK%9BxB;opw+vT8?$jZ+#P09y!2_2A!k?@53?mI2R4}YHdEju7O_=3e$#&10Ongyt zv)|5NO!sASL=8A_W<}$X(>JZXqNhq(n^~PyNz3VI)Q{Dn90NABtY?oufwxyh&|q^^X!)r4Du*S^;wrq4XK>jk!=-V%5NyHb>rl(oim zF8mEY*!o!3;}LmUQ>{iywuMC5CH+sr5Nkw7D_NE8w*O#)7TGqu3#M4kSdX^jA#g5~ z*7nM&gElcNJfmyy1Np9ATwjeOq}HLdEE%zS$%=}=qfh9x%j&~J0#&@7BWg}4pwUkm zKJKCQ|4#h86Fu7gN8;zh3~gAAYUM`{YWmTG0_gsW^`OQ-93lS;H%#u;6*m$S$He)g zzvsYR**;mRfk3Lxi<~1D`CV%U*=c1Kb|)~-v-SwVdOE*%VhjY!Z(5vJpx}$z`fmxx zr~INc6j5@i1yEBXKP02 zWO>!4OmR&5BJkUP^dd#TWK^K3M+#4RjK~IlU!a6ZtKe=0Sa)yl7ViAg1n|X}r@jkx zU%ZdmefXiw<>~dJL+4Jhjo2p>{DLihgh>yZrf8Y12W#!yC4P)M>ycMDN#Z1=OcK|2 z+E%aJj7{qU_4mj@?d!9Bo&dUzL}4T7#uxhi-ZLwNv?)V~(X%!cSpjy>`O7n)ZbN476mZ0y?J&^ZdoQNJH?Px+OiHSlXUJeg5um2o zOe}wkSrljHk9skiPfLgeN}^5CSqG05forqtC++ueXV2>9iP6<~iMyGw@e#!Q8jvFT zRv&b>Hx`LEyi=2DV)K~;wru(q1!lQJ+@YAd5y-D_s{4<_5f>7|OA|PsodLgy2Ktv# zF; zM$&XSH41Ciu^{0?mQN7pEU}n#i+h*8rBJ~|&{lJTeU4eVrr6sUb5}~(%o^bM1>^s{ zLga%V-}-OWB%tapL}=_%&0g$u0TFr;Mg?1hOf5NAmJyNW9@hgZZ;k*?>1Splh?P@l z<%*S}9OJhfiV4_!XjLmQ>2ujyyibx-iw|2QBJ>L{M7hee6w}6)ffU|J8pZnEO#N4x zBKiyf@z2wq{Z;&4mH>6 zrtFOvOhg+JO`N@RduoY%GbwNmYo!E=I>+q!xj&yWqIXmnyL|R=c4H5Cq5e*sx=Zr9nSRz0f0a(Gs-Xc06aP;#WigiX(Mu(E4bel$wFQ z<3Pno^isbHwy=43Ze_pItHptDfMys>yGA{bkV4&!(vHBnX^+@-Jty@%$K<3_^-TJo zq~)JcB5Fr^(=+xIPaf>!SHw|GqWC9 z^cWw!J@V9={4TQZg3hNV;|HCJN+oC4vrXOwAY?gvfI$Zka z2+#Jm`hT4ecE) zvQTJp%V&AqA^sJxo5p`op(+0=;=LsDGu#8?{$i^OiV%o5<50um2TsuT4qsvv$b~Abh!Cu@5&lKXW5#sP$nkrB$wDauIvq@8u{duCauaS@bMNo7Q;t z2P^fSojEk2WrV_VZx* z_fLn~ZLdAAUHLkQzyN}7L=oEWC~^|c08l}%mdErRUh3N08|+CZ8ufm>_<1{0*lX<4 zwWG&iFd{XJtId4c*P9c@V>?}A<}egv>>DMShBiZvIbFr`#VPR#)MJU|x7RxJ0HwA_ z;gTUXiGM%p4`}V$J|CDt6T0qZhcX+{I<&em@*e|Ypp}m&d$qvgj5%nCLgkSg8&&IV z*o)ERY4J0uB0z37J8zSFTgBf4Gp!LsFO%(!ZA8p<<+eA|d~d(_mnm^F`~9P8@%Gl# z5enFu9QLM0dKvBc~*Xl`!NuC*eX(XtL8=9!L%k$q*L%?n1aUZOai&L9@*{WP-2GO zDGfew+h^@}YbG`t>slh;c)x<>m{?~jJ+!#ju|}VogW&k>?uVJwPciVAZ-x@YwOJeW zUTomyI{L0yM7lv%C;D$`d-%z(JC~qg=lqAhp7|PNf}Q&Vg1~fk_6{dlKUA!qjNaWf z7Lv$jmLiapf`Q2>80E%IAUZ0~_Nrx##}(708XKMbowImBtJ_<*2fS2Vf-i%Uy@5)( zS%HbaCDm{{Kqg5?y{1!26Sz(GyK9cZiPeMg@4=l{H|bR-E$Q22LZ<|&`$$3sC2?33 zi^;MmG@WY8A~pBcl<-edAA9N5SFDboJH3<6Kze)BAlXzgS#TYZNiU_xk4XA%jg+XL z){2iik$l9wF9#Xt0=0(>Ez~89MCB`DEGF=GH`d5qK@ARHKhl#y=^wa6?3CbQfvN-h zlxe<_*SMASmyuY#c2NlbWwuB1BJs@t(bIiR$RSxKHo6M^QUg&>8GV%egam;+Tn^1; zCm=5^+`B}hVZ@uV73;eG;)7V8IjXpA?k;GevXMVJIm~^k(jVB)&}C9!^CyywU*`cM z;qw+=X({lQaGadQz7k&JbTR8_ddQq)^a?A3z;u@XMlw;Do3QQ^H*j|*yNjC=pj*nK zP26b%Qt7}&8_30K`;dcnz1{%Bm}F41X!A8uj&Vd;(oraS|? z-+`prY`iCP#GGbAy#!s(+)JIQOr9Br8CWATH2M@Cj(AdLF~Mfu={~h3m4I>nc6qqN zqX>kxSE>}qKUhbt4He)i6L`pDkYyFL;zBaw+n=M&btu+$KB;YFtX^Y&5?(SGPW)Lf zBXWm8*B?3(->Lb<&omJW-&NNBhE)E1!%qV)kZq+ou`1w12Km7U?%1h zMB5V&Dg-)FMekJS#Y-{rtKnIMV@}8DYmfVeu_Y=ijn|~x-D1A9ODOC-oqMSP`Jg_$ zN8suuTMz6^P8Cewq@p)GyF?U1UrdYe9YLdR%CnPu5oWJ=9lq^;wZ(Qi;=(TzC==h= zm&rS|pP>$kZ7c2GgJ_R{q8S{&%}6>L*x*Ry&}ic1x&rNYhYG&C9_?`Zj5cUEyVg<~ z{en~riERQcKEpZTa@6nY!cLu~bYFRs{-1epheaob!9m>W5_Q#CO+9pxW&>Mspm`X$ zkWH@^IxvYoJ6w!-&S~R3i_$p(`n5tVq!5Qkd|U&?Mz&AHx4c)uYx(Sfj9{Q!GiGyx zWF?6FU$9rYy8%n#Mi)FOrz3g*(G_ij4d6$=;4O}?VT9y{4Dz|*rL{9QU8RoH5#;t zXPJ9fLE*UbJmj!2#r3yC2jz>_wXNNs18h+iGFE;Ob6u-}qdh)=wU(gtbs{?uu*3g-m&20Nz&Q^TbaF1s8s(LME`nTpzf`4boGwB?M* z44t1o3`ruR%Uhs-(Nhj)?ICw1(*6mwMk#fJ+X)d_)J+UlbuS3#Sdjd@B%F&L1wj~D zdAoY{eqYUkG_yqtXK3cv754pIA@IIebSf!!+qb{H#qKZMNr+!AdEgM!-}Ks7s&Mw@ z!bVEHggZ3#o28RaugSE&_glSZ)x=*jJpZ8S*NFzqH8oQf{fTML0Q#`~Y_@+^9HFu8 zuBHQ;6CtssOyb+F)&Vm(tMWauucW2!L^09>ANcZA+U*&M4i1d&pL81q4N#SmPY0=_ zX&3uTEw%EIR_ad!z56m)87yN7&EN$@WBtEudFH^|sF3NPj1)u$aq(4>h}x#yGKa`& zM<*%*PpSI!8w^R#NomSL){0}r|VL|!7(EK;cgz?w!{aQq`7CsUy`p4S;j^>Sn-(07j!GZ+9 zI8@JVl;41#+TY<{_9`-c~dt{ifHBr z&rt;t&5dO{Zq*j9*9B7+J^}MN&&NKslEl)%v@kV?tC z!P3Enil$x@YjIdG=fHi(T>s|Lu-Uh94B)M*W8lT9o&4LZQL8I7s>WUkxIAgQ4v=1i<;3PL#*bl;$AO4&RoIh-2ze9gl8J%`C3Y+1>tF`Y zXx>s{!E$Y~acx2(a&9A*!9zmM?yUT6$UTCO@R^c6W2(7Kprg-zI1c+DEm1t3t|Hb| zM1OGfkbSsxWZ!-VFiKh(+o128ujw$Xd76@MazB3Gjy2}K7uGkxF*j_XSUT|72x>pt zBMbL_5?WI*CbhS)f8q1U9CeWWRu*tVGq;0S_!6gb2}GNPBlfYwsUx|`k9MD~ar&uA zOAzLKX%vYC$OVv?C&Y&qLZZ0j7lSb&#mCn*mt`3>`7?3r;w!xpDMCa3P{c=mBy=^Y zYwDC?b>zYs{RZxVP5p2y!I)q7Huxy@)NynBXrlG4E33Q#fSX%Oijktc18`Yaz?R1@ zNP6Z{WQp#VR*r5s$EtmKAe6|6=Ku2WlsC-eJJcmp;AgJenVzQLF7~BB>AHGgfPA2= z2SoJQV;SFP%(tB+vsl8g9*zG~-1z4gz%5BUBvO1JiQAbl*WtT=3ONOvjw$#<-h9}i zYMgEJ!}G3R0)X5?c1_XoByUI@s*O5*h6$(}B_XWDYGG(Dg zQBPKkoT_J&w$6I=O3n4iYg%I|y98EIW>CDg{{0$^E5wO>sL7!cBO6)6J?Ky z-t7``+lixfB6vZ{NxuAWd`yX{ zi|W#jYH5B28b-)hZ$-u>tPupqoY*-}79|n9(D^!6=f=5A>tIJt2Yj$J)VoqWcJ$Zc zO7$2UIzqTqaa8J#NjX$r@S{a4Zt`rd-Ti2JqZQaM=5<|hbPwrQY}~&Dt+Y@V5%Xvv zoG(0W72%?B^+C^${@xeC-scF^;9>EW=9uQ!MRe&tSKQKN)jl?gyi<@qP`BM7)YK7h zb{lnb5pUXc*8)k?60z=E-X^n0T}(*oViJMyY*`;qO`p|msFD~Desw7fvlVnEtS1IH zJ-WW0Xx=!Gz6uL-&plbLZJV<~;DN2)^uLO#DyBxmao=C@L5+dWZ*eHrmHK6Dj|(-l z>YPKqE(d|{>>4EPfW_%VvBtKo{p9d z7Iy7Bpyk2Y@9(iRrgL1*4PHIcwkcN&8Vp@kVIibadmxgv@t3KTAa9)pVL2nv-DBP;(I~lR_S@Jh;w51eflAc^cNIk zDJ7RhB!U)=&&7ycpo~YQR(&hY2>wmvv4dW*zf1j7m6;oyHUNNA8NS2x+X|3>A4h2s zuiR6b1zEJbmt!d^Q}aSu$7enFIg))QKLHJg1D~q+*0!cywUF2y6x$d!|F!yhnRCA$Z=4c(Em7t&!LV zgIYnh(v!#QX?G$=tHJ(dA3-OGJJjHGy<|0~@ud}SLDkM?b14xd0md~SHS)|Gvwm6t zb~5%Jll1q&Qi5azB$RXS_j_$b?4nq_i$E=J3D!9P&lA5b6WcexFgo|IBoqWq(om2z zXW1na!rcCcBGSk%&lbjTaRpZvW?X!i!@+xLasg()+`yGzZ;kO{D}!5oLruJ^0UHv} zkdCO6kmW7U{mS?Vmpdb?(Tj5u%)QzOkV!$zqWAF`Ya-Qjz|i);9s$-^ohda zjO}kH-VRwak6mi37N8to_)io_5%-aDXj~*=c7AHzha(pHng*GVFT`xyJ1Y8EAx?lR zIW)!K`J!lc$aQ8_G>ur=LB6?JwJ_=5KyVM*%mUI(K%!&b*RnnY2nIC5Q)9)k9!AO* zq}z=p!f=cM(3;Cp1lUglq^w|V=ImWQ=T#G-CL7Ge`+OeCJYK$q+0E4kqg-^@T>HN8 zjr(?s8Wm}4ff=JSJ?`6>{gWE&K4&irk+eH5P_35v0QD`3D#H;E`bS*1{aJzfF6bmH zH=QnPGZ}Ycr7+cD28m;xv}}=jh_egH$5(-}+~ox1a46x2sPb&0#;)saT5e~~4rwkb zUhU*IP;Q+uOm)rDtgL~(%SP+tekCvX{HJ0+)OwbWjd26Ev>+hP}zt z47P4{s~&Dcu0{)$B9?pt50vAcd0}fDr8tiW&^4IhSF8kHcjGXQ+~8k+#aAMVXJm1TTQGuCK|*}LpI(BNDCrIa9XW$y$Jn-=&+%$5)?9AmzN zRN)#J)1Lmu>6=+d-;)&dLF5hld z%M!JU(<UrI5qhfJIW;8y{~>83C4SYgdSp<%Mp zOBK0+KE=;}mJjEDb7VV>dJHAUjqX7;d@bTElaUyJQ?l>27NlzBR)MYA3~$UmO=)q> zdkKFbU8VtJf)i}@oC3`<=0iX1CEa%;;~pEtjoZ`)&-P zxOZ(SW;6+;5+L4+u{8GURA4_sjl6|_l&N@e1M{tKC3gB>Cl4%#`dh{%N6c+CrY1JZ znIU7_N9X6z9l}y(>!yGag=dQD3j)!H=Z1b)m|mOOqoDtm!#PKiNym3yMRWOAF`V8x zr6rgUk}au%R4NWM5x43evm$w@pUK(HLoS{q1#Sc_nvwP!Qe z9rNwUswi`WP@3|#+(>5&kbn3EeLqduUQFBv;|n~X&FYV2nT0k+8yw3kES{-YQd5_o z5ZA&tNN4d#2jTeJ>A2*fCx?1Z!!tNj&KVwGsf`)i_(_&mkHP`z>4}syRGjkW-!}Xo z|KJk^M}n(xJ#9((P;x>NB(n<7c?BZdz}}kcZuH!n206LUjPQFuSH6z0kIPL__qv6_K|fZK)(%i(XF!N zUuv}m{Lw!#+R}h=<>GH;sxfv}6+juW*E$Nb{fHTQ_f~WwfIrtqti5X$Wu7 zJ(L%dl$WP=<8eolun^zeiwI9>XKN*zfP}Y6nv4on#ve{2`=RLozW-vH{?F_~I$!t6 zbxtZNV`*TKvcfqKe#6WTImt8Te|g}Wd2fcc$wGv?0% ztGvfd-6ke~gI-Ng3&{}%LHgDL6C3lyvx}k+AU&zjw@IiZsgMK+LI`BIXu*dpe{N-J zupPrZ(L|W8(^*!(I6C6QtZ;_=0l-EvTC-}nPaa9yVTybZA2TuH5pg3_?gjxu>(opn zf*2!3-$p+5q_w<~<@eDc%ST2OZwE31qp{;-j`>trMcuWUt6o^3XJZTO27}_BV7wgp zp=yMG!DYwd;DOOEZ0Yci_&ZcgQjX_?rQ?*RA1P>K8{X%!yoF4YplJeDB<8A8@dH5Q zh7fM%poq?%3d*&yhnCAF*AQ9Bzk$|ZC#E-bw}vje{@KS8X4-$v2@d7^zd})H5&{{@ zbRQcjM!wJ)LTp;Gr0Un7$fjNpj9&Gac*GbA2<0%#{p zSRxjorOVbDQ)s3g8o=M>h?;{wBKJAJYn1fRcGJBHFk)-P9-CumZQy53c1k|`Aix%5ofkHz$sxA5`1a`p-ayZddX-`eDuy(!fyb$iSulc*iTDs zu*;@@Tt7b|_5W9>*M4Siqw31ooB>$%Nep9C-%G>=XL(lh%`~lpx54Ae8z35!#V7LzW_t1}-UF*b>*|YVn+PG_)}(r`*^G)XONZMi`B&@g0qCBHXqz zlOGAxvouqXi&Po%V;j7(sIO$DgVg!+Jv3{^#f(|H+Y(3U=h{2F9Nksui(zZM2NI1U zSSgA>_Yl+4rmb?`cx+ra%K1q{4vrf7elIs=oLstM5qRN3y$49|cuZPg=JzCXC1&`? zKNKB^93qzs#^E8f&|(uYK^AB+MhknfK3T+thL{yIcONGgt8n7lhqYNsA9nmZuwW=) zrw+o{x>f`Q+L6TSt4$NEpKob@&&jZd)jrD)_C$RW>x%Et10O!6UvqG&zb>B%2cvC=L*83!Kx_*IC6`KpIu}&rre(yms_9*|2*-~H!4!*CDvu?w^!4) z2>hG884ZFW%~hw*Xi|2hD%ZgW2MMuAr2LKw0K`HqidqNDg75`07ko^>gjBlS{znnm zFM!sm8*CYvw*vbwT=9A^_3g3>`F$9V425c63@+8{*tQ|`3Ui$A!-E=SQvmz_{P?e8rNJQF?M*n zH|1XTb)#BqT=Q*KJ2@DVJ67mft+1oy;$+C?QX+N0x4#$YY%jYwh#(>!lW31eTja+^D&i{KT6bSJLKqu=1_CDwt4Edn@U_(YjE$<3gad6Ay}t1h z6hH9_fVQrP$a`SgtUX-5Ds?YcVIYIzu+rEou8s8Z&iuF3Cx;z?nHu* ztd$4%<_Lq(ft3{2wy2JoGx~XI_3)fj*ppj|Leg(rCWhL^muxYxN~!}$y`&yE8OE0G zvY~c2GirZh>5I!5+8JHwD zL!MC3YnO8f_tY|d7(7+)?L3#@$>d(wVp%6HlVlv83>pFauXnu)TpSlQ5Z%ba!t~xJG2A zT`B;crJTwoFuN;ANycZxd?@hukb}=1=mu)ES5E1R{w@8VSHwYet@71I-xU0WVF{V;!}3owPlR-q(5&ka|9_;*mKpPGXQ*wm~P(`!1*7Q96qLLviWjOlE2yw3ZofAVuoJiL| z!dtRK1mp7sPefadSfj=CS{9TNDtQ)bYIo++uQ%pzBlYg( zuSZ?BgA>a)W*K(zK!iUU?UqMLCa$2*(hk2yq7;D2V@wN!0=h+1A>QDYXH>r0Hv;zR zo*}>q_2SVzIY~Wenq^~I!X6iJGZK0Ksi~=`3`8A!P@Adl1UTBaiQObNN9<8Y*r9l~ zB4V|N9vVi>0{=fx7Rm6t( zwPS4t7D@Vb9%UuPSBqp_GY!j6vP~(%0U1)%K$OIAcc8xb1cy$6xmA!}_k3V{$K%r~ z^eefCz7+bIR}BR|8hxkAeO~(^p)~4Pwm02`99%?zm>tGaLHy zRll|C(}Zx5dzh!(to)D#p3tv8!peZz_4cTE&ok;Km~giyk|wnS#*ISt$12!!wBU-( z8Aj%&pVJm!5vDJvG7K>u7cpNbpHy~{-=`wMIMkazN(BYBPh^w$ds4)-y@=yBD!@yS z(%k?iP3=mxY-VbWk7a-bcisH^aWNcjY(4e*S(P%<$inzJW*=#mxc9TV`x0smxpuNJ z`5hE}ra-oBB+f6uJMx2ST<2Ehtqzz>75&(jU1V=9ny>g~qDon~`a#se-UDym7jg^_ zZhhXAV1>}*wR>XYB5}I8iPUoAE9$y?+8HAuqqcR(k=j9rDCMw_H`Y zj{K4Ne#K4=U*i*pAVInF@_k9+&Sd^lRvwq~RxX7zScG9_PC3W4cD>lMQkt69tS3$1 z_w6=NvLy9dmo);KBlUAwi?jr|P7P8QM6`IgUD+F|w(RzQWA7cjJ5kpx;a_a4Vmqmd zZC7mDwry2xqheKT+o-sbifvnyx@Wrko}M%J>*+Q3>odL1TJPVm-;L+l&&W%1UhSQh zhvlyNooTzttsQZ%vT$>MeG@b2KKT>y(mqpO&w$VAgosoKTOTdkz-zMOgU5yab@Gsa zpEwS_Y*mV;%!1D2wfWA^w@?}vM5DEam8{(Yj4YYuY~GHYwl-uu-D{{x_D&R15C>Q) zvMVGaL-W!ZBSXJ1--01#Me<2_)b*hkeh#Rg=lW4TrkZ`nxl|4L%(5`X@AtH%X{4GX z8VS9|rsh>yns4Cf;uAr+nnbZFu!vQjn&n9Sh_@&&*E{ONqyf4qFz|O8w<~4-p=M^< zfUGK5$;75Sr}6?j2w8lz{_>^Hklvb9%PeCPER@sPOGB*a5}W$Gam62$_%B#*`qC*= zT*N||%R3@023lT1=I<^yj*;5XTK(Us{RWcj|o z)ZiUtAJy=hlVgXWW`UOXE1BA=gnZQf+D^RLoUN@_E0FpX$uT|0c3LcQB==I8e1u@{ z+o>g}dlfsZm!sv7F9=8|Et@j5T361fBZi^$jLZT5hmLy3k53hbcmXJd9VSl!ns>$( zMAWejN>@CKs|GybHd1jfYsfh8-u_48@1g*)w;;5g_c$`UK z<6gB2o9>a~*cyS#fYELd`&9%rP$V!s=R$e&U9<%k`H*WuY_mcq;kK+O?9hpiNu6q9 zqt}_6+mf)Xv=entuJL7(QeyURmETx7uQ2DtjUb+X+G#(~h8+&q-hOn4+`cj4Kq*jE z#7;(@o>Fdky50h<11J>buI_5H-^+r2EiVQE5ezaavzL<&XSGa0;6%ON8( zEQhL-GB1!#BVw$FSpr9Gd|EuMoQ%dOM@OeJ54b#-p`nKfQ0!ZD{!l8)jgJA$*)|=7 zHM$jT5#6cNQe-9|_~C?$ZmU}&z&d>zNm7Hjw&+ zRZG{q4BfPc|6tZ+EcwX5*T^xwFYR($zFgk6rPu#Z+CfkQ^G0_k<@BR`;2zlJR9E75 zX07Wx<}D+-=G^Asie-_uELbC3#%T&g6l_0T8OiXZ*5BB zjF*RP&@N_+%ZkShUeg1Fz>S;=SLw3;=;*c!9$eG!E#~c#l@f1dhKx7;AI@1nIvI^K zNbOEsf0yCO%xp-8wPDE-kdBXc%?g9Acj)m#;pJ2GZFWATBbao(ryy=23&uW?o{5`l z*@A}T36S(O*zbFlNWWik8c`3JkVmFEgr%)JIoz(Oort@VC~lxranwdRJesVkOu9I+ zQ@{D49&cpO6(ID%U4tjVp)8oDQc=$g()6IInP?3{x(55`=EB;G8&x%(>wG57JZ)x$ zs@YYulD>3+!;Rm`znddQf@}327>2kf3{H%TCaCVc$IID+n3C8MqoD6WKM;uP+J^(o z|MJF0c_`f8Ac%Ya_ukm`+{ka<*yur8+AnYH*TEMsfbc)r8>@{U9ni-H;lfX>t{sMX z#JsH<0X3sKoxFY=&_yQ|p(7uIe$nN&U~DI$H#?r(S@1>$2hOg!o*Q5A45D^r4t(DO zVO03nJ&-`AB6*-jpMM!Pxue7S+a5@5AKd>kY*L|T6Y#fT6IB^#ZXH5HIbAi}QpHeL z@`ID#51aHieQ7+XuM=B$Kj+l9vtf4ShW??#eU;48w!X*MThx+GoRt&Jd#@YDBjGm$F zP_U{_L1|q;z_Q_74>;387NFKgJCuU)oGhl>Dg>cem7RZdB9*;F>){pfSrS=2dRsLh zU6~epe$hsS5_xVHVBRcKM&T72%_vfO0uQo}- zj2nZ{Pl??>oZq`cEwWQkv%4M>tj3$61cC5jExxV@IUBQD@7+PrMh-X`HLs3^l>jjBp(li0>~a>Gw{OgX$D;;T?$~ghj#A!p3FklC77d_;b#UTQ`Ixcu%P2H7}8iZ7Z2E@!bW}^ ze(5FW^Avp4>%%^S=6YV-jTH+cE{TmMHlqTA%h2JS0D!S`U7$QaZxv9ll&_X&RuAV1 zrC|>~w^h{pUPju&OqCO|JT8|*ZA&^WGzJWmyxl>2!>)F!-nb@|ZsMSdpDk}UcN1g= z_(c*gdj)4ym;y^ot*~YJ9NgH#K1jYljSz=6h2N-Aegt4B%fSLw8&&v=fORfMK=1d; z%ju}CEKLvgxjIQuc-L+rA57#NP_e~vt4bo>CP=)|)N3!#m7;0M!nJT!wHL9kk=k*O z_RP$3yWh<$PM?|_Ig6!s(hSf9=d!~@*$!=B(q!z0EPwt)epv-S2oL}jJ1L^vbZ;HG zN#+j6_b&4fQJi6M(|Im@nJ-%<3_Lf?CHIrpKPb4V*@qi*nHkR!3}qhfQ2jcA;$S~6 z--=$Y8_fbLHH1MQO zPQDG8KvX=<&h2Ny)`_SaLJo-)swowbfXd|gc40;{A)Ex~2WqytEmx4;gpA{R+n;+Y z;Ex`8zN;wRo5be3u~1RT8VjyxgH`5)g?1UmJK3VA2@}V#h!jJe^X|`R^*PYTxzyrh zpb2K<3_CEzSyspdB`yZ!ROZzbtkct36LnfIAdhG&!V@ij$N4<`Br?=za}AG`3)5DG zn$`Jz91j0@*mirO4f4f^4n-*)eJ^#S#0q0LJ&<>WKILL-thc&1aTr#`TKCmIK6-Vy zgfAivPi*M5Vb{K7kTE-wBVk3Aj)Hi|WY(T-ur9Vfu~2>kv1s7(Q?)OT5M5u0PrKC& z{Ts5dyO1x^zO=q#B-{{NvMo2q?bLi$s^t%B164|af%keO2i4vhC|IvPQ}n^p>wb=4)X^0L zr5>4BgBYx2U>f3si0XUOlgg6-A`md_p%qG2GAzMcHVCbqAfkcVRDG$A(si99+w5QD z!bV8MLVG@)PxGCn&F9?mWvtr1p`!G*^Avsd->ufB0p;*VP@(nqVijP8Bi-r9P1v(( zdc~R|7Jy7PH*waVu`#*(Y$g2Zb4KplX>Q#JA220o3k!IG8Iaap65;%P3r`#Qttkjn zJZipqaP1GTe!XloqbtJ6JH?+mvqMPV4C*&L$tC%}>!!a+e7Q+}5hShr5CtKp+f z!cJ<=D#A^$5M0NV749%}z7hd{t|oNdz|VR- zdK+~;4ud#F2ga?sX{ZqxP%#zwDZbnSH1*|5Ev1OInkxHYu*y-@6T$C8LZZAbI;Eln zfS%`KJxK-8U4KrK@8JBbxX~RddY@e*(VS0Q1Yfoe)MrrJ2aB+1y)jt7 zO*n*C^d*&D#CT!q7<$<-+zPV9vH?-I(4sPbX~f}0Q9~|1*ReZP2|6spY$kUt3q&ge z&4YnJg*O*$sSx|2hHxt323A}h0ubY7Z7acz*vNcAGr*EVw10P_>O}S?_j)UgWt}3w zodiQ*x|pj?2hR}NQXGg{iXU<>W6 zd5d_JBOIWf`gMLda_XD?p$`Xec+Qyc5Cmh=ye|<`1hLBW8Shh5*_#iXE3g&b<(&ld zOwJ&JK*nxHaX?J6_#n8;s<2~@H%5PLMhm}$kVcTm9l#I!-Tqm|M z3pH0;{H)};&%f-yo`4ly)V-9JKLW4eG`q>a$GFP?Mq9x6R_EDNVFDXm>@8=a);ii4 ziQLG9B#%WJU%@v6V0Yj?4<4ddfd$sj?AZM7*L3Ag)5u}HsM9K&@cpfwcV~6ghxe^R zWh#FofMCjzXxgQ3iYk?<^R6r}508}OITj5{cGDJSkxxbu5^j2N(_kMNc#JcNXmlAS z8y{^_@OXB27!qIY!BjEzU83`7J+nd^79orlyVm0(0Nf zSt#_2I?6^@7G*;HT_|?igBi3(Ew(W&ijXuPn&C}?6Ny}CdCv7$<`pv3A2Lu8ard@1 zi+uBsg8?6L8TnOKzR)i{q@Mz_savXru7dOz@&~MaHYm#Dx&LONw;NkrA5s1gqxXDp z8nD-^j|oky4emNtfTdRz^HMXC&MZTwv|++K{gDvdORaKomdBwwj1Im~oKa^|6@?j~ zk+A*9`#vI)@lk;)7;Qo&dg)f-WP}ZQ+7VIZFiU!X+)a59x?mVa>?(}t2Z`oUPbY)5 zk}Ef0xV6$|PHIxhdv0F>Qe`@p(&lR{!~Uiv_~ZIP_JY`^AfB7l?a!T@+m-U=pIziJ zN&N)#c{1%&rm>D;pUfQcG!~bPNW>#dQBmw*#hWw_!{}STFnzR#SK576f29jJd3hxr z;Tqm>TiZ=&*}&7C&28~9?m-d){%MYyh=_Q+E~sqjWu�c$OYg`KdDWC_#7%DEsXK zLp}Ea7oO594izEztd;(UO)sasmopJq8ToiD8*Y<*_zVeb-CKuYt!nPqtrYfg9{hsR z@_|^XIKEFfP{&Nx?ARfYY&UwM?iYcb&9`%zD(f-s{iMX)dA2AIG zXrG3j+oGqi!F|vp4VqkJ5NyEpNf7TX3kY+(@tBjv_Ig$RhODAt=H8Z$L!etwnQmeUVW=wbMd!Hug{a`${WxQDVLtuYJ zRm3y+L&DE63N!OU0sa}T;2*U@)^OMW$bwx{fua20=>+M0Ol+8PZpphAFDetUpx4(Z#6P_k1`Wsh90z!SYNP~BeYI}EQ>x+ zqJ$odh{7yP70kb)KFbSnee;kux6pL?cEh;}rw4JnD_7OG#Xq(I1OCdV2dFsqzt3>m zgqPr9cb`s&>z|jAYYDf%~b^~?<)~!&64e1x)1B}-Gqnl^G`UTry50UHs@x0JbY12 z9cU7H9|=iv24FEyhMkbW;$k6m?t-zCm4ZWF4;tfDp_Jpm*Z2)BOlurQe4E^#C+(@~ z14XnMpaOS=Vl94`x*+S%XF0NwvbLGf;MOuh6oW~mUYY2dL3(A0brie_iRQIEemrr32`kaN2G44YiU$=&Xm{h95U%CX4@z z4{sVcR&6I^N|k0zx=t=G+z_E2#dd|bI#>99^tSxmWfw1=dS#)XN|eoEf~ltpLLQ27 z88(-m4{L3U<=alf0{VMf+}v4z4b;=D2ws)i1q*+;fA|d51p~btwCUQ~1wS($Z8H|j zI2@v4BfhuruPukUL9qoOj(~mBaUUe@BG|9ODy&1HsxB(^q1Ovv?h6(Qh(SjMvj&%NlN`)BWMrdzF!-BpO%6GxBPzuQKUx zvk)88CVH`>6Jex0E7G5|-e)1Az&zM%KbjjLaG3K??5bcY{8*@UE?S;ZIMg%mJtnchmJ4+HkB9u1Fp9NXj1(b?&ZHA;cI6pO=thr4O zT%C0XXlazb@o$ZE7i_YIGRy~0lc45KX56o^Yk)CL6-h?)U%!nN#%d?M-ZrNy(E2)s z+>JLWaHmQwdpF|9%#~4JD;#Lr@9KQhm)CHc@l}r>F%_+S9gGGByEW2pRhoe@ytm|* z=ZHQMJJ0}`jXC^VzQ7`wQ`&4D18KSJTTt4~)iU;jJv6!xs&u46D$=NC7|m*^@8Ud5 z%n12cp+sdm+z@E{kJ3R&OhYeP%rY1d#o9U6@E_eH#GWSNy#$W2Z90zoQ|F{{nN3H5 zc}rpzX9~U)v@BuZ;=hl-T37#&9ts`}5Ngs*_HK;61hhBIHq_pluiv(oX769D37P?buS#L6IJ z$sNe_BL{PBG~6(-#hj7U_MsHW{9M4+W0ffA$4%QfyCHy9B$)0%cI(C%2Cmq2hr;sp z5NVjiZN2Ppc=!44)^ksfGDXLnu{yz5$xZ+kVA~w6@BK`&pmaQUEU-F``{2!FDi@ST z#(|1zDDG?kt=W1yF)+l+<%%jo5sd*@#7xri^P7@$TOf?~&bR!S@d|M`bE$IHWxI1{ zUafouzt&kK2fsN8=zWi6=&MR~u3>?yP9rOF5(x|?a{0&wtpNSGC6cxFXolf&_6uek zC{qq1X!LYMZ2SlR2dE3aW4k80y~x4a#m|F{0^gvJON-lo=I2UoY75Il3Jg<7>^!Ri z$(4lYt=uxvui1+3F_T?(OKc89ngd^qm z3WZ8FZgmbrQ##tw6qRh$j7G2O*6`#PCmx8d2yt-^UEoSJ>tSC)o6h$hN%S+}#JgnE zM6gvTO?C>hqO~0c%zWc#FW8gmMreMY7Srs3d%VuVr#7#FBo;#4V=36FS#cvqWNeS| z@3MH)z3eEj6DY;X8?;ODD3B4ELtyK+MSW+96WL+L`Y6tyS7Cl&$2ODp*DeTZaA?js zMTN|7R%CzD-}4WogUzU8{YWM<4Pnz_!<%wL0F6%S=G?Hnz^M79nkaoV&<_Z+?TV`% zICksPiCW?Nyp@$@5?dm<(<~U`r!Hcep?d5g!T>MEpqfu`)^tsSE&1m_K%&KG>%~9T zrK>o&+M`Zd>X$%lVDbl^a9?PV!{loR*vovCu0&T8@o|f5?mp$*$SR4-I|C{P2JSx! z-g>%S{~AL045Mi=Z6*F#yZ8_s-hx`UMLw3w@= zVzv$i0aFM*lq>8AnxlsLR!)97C~r_`*iJR%@>{bL<3x*Bj^#K{U(^>#kIhiV3$q1& zOb^egV;v&1eQ*9p9{FhqD}f>r$5g>(8@L-bOTeR}A8iB4&yr6*mC(UCxGT}lZfp{L z5N8M(cv?$-2Au9tAB|>gg;YAc&1cwdfn>|aKe4bYuvICW26R8k9oRTXe}k5Y+dp!? z9){2tkou6hm1uLQDBqm@dA|alq?~NT1kx!&wWEL-9}ZHvkk(;Iuei?wb6ee{(Iila zErjxckK}4Zx}{|ncVM|8Cq*z*@TeciJE*t3^MuqjxKOMIp=M?hCY2}8iLUZy)s!M) zI3>9fEA1KPt88pHv%iOJWPvvbb+e>uU$TQ?2+j}Q`E5HS{f{%HjQ)Gt;y7zUDjQ{M zvnJT$!rT=rEy}jkoU}7Ztcc5!MWCn`>U?yes=}YZr=Fsh`U|GGzC>?hE-Dolar6pJ z$hG$lhK_KOFHoNVCC>^izqldXZ?AA%qqobVO&2t$Yo@>?nuv9-E$EEm^||7)UBC+% z-pZae7H71-uB?KXg)wwsNFY+c_(VMimgdo5u83WH43(kzzCqv*fpDvn=8;^dv%b!> z9?YqJcNIV0QtN->XVYljy2Y?tVmK)dXmu<_@nt73RSXzK`Wo&PL&ZQV|7xRxWA&`p z+`*=dfuxX}_Th)A;@e>t*ZA>}ZMMZ_HD;Em%O6t#HoSqWRrq*qExV=N}? zx5+F!lf5PK@X)hsrwVz{xa=i{3PY-78o@AHYqMk~I-UT|In1OUZyy0V2yPa+LkR&v z{4dkI*cWy(c$0`7$hPSUl*ZSB^sM}k{@CV2N8?@-xh|U|h?9ar*ugfJBI7ix%e5hduaxEU3Dt-s_B2W)}-D6ZI4P-D*z zQ+CINavQNPt9Ay(=qzhRH$^rme8gSWzLQwowQGkCMaIEg_b@lv#Yabd~+iZqPR(mt|9*?WvwP3w?9 zI{6ZQuR_0OO6Cb;md)^XyWiuJTm0NxBx)QmhG<~^{qwqs{}pO+A}A{9MIlP)5llki zXInS$7%Rww*SFO(B}nY-d81^^$Fkh-FJL;T&c>+Df8QqeaQIuB+`sLsM*$Us1C;*R zA}$J6dQ{zv}n933dKlAzYfG`&g8{{O6zqh0);bM=|^ z;oVbplB7VP!8*{~24w*J^a$;7gg&PD9s9VgZZIxi@*sgnJXNsIS1+3jU&WhIjkNr1~4A3w4}ap2A<5zrJ28UE-tRiIt6RpN*`k)@>o9G<#*|E%d+4M zf{LBH>o}8zZNGC=_p`H(9XH>#zQ8--dY0pn(~FJ)peO=%vF`=RiChSzW|Uf=c7fkS z)=ql_FPvCtxu7Cle!#opPn6|Gl(L$djR9>=gnIUjx(x&7Hr~qwK>p=nGqcyp+$Zw! z63G7Wt&NAZS2uc+aKaY0&{)sF7LHbY8qz4})etPdPG>nK;3%06O$zB{7$69YEA(;8 zY`5uMMyLP+4;jg{$qA3y%T7E0veDP%vB5UwG=dNAT8uuQA-gcx$$~<}eJ_+!=c-bE zF_CAmOU^D+JN=V3?525GfOKo@T3HQx_L-gWG-c4iW^ovMsib*wpsa(~=i8(Ew#!eS z8&R?reH=;nB{9SG^QN!5g*}Fl5VV@YJ`tBxrapEDVts(L{oobi^%5aD!d&8!2wf0} z93+(~wgFRjBQj>Gtr-?y96Fm=skIKEH}nwdQTqH-j5Z+UR+sP@hocdqzb$zk2d%NZu6>Zjg=Lzfr2g) z_!*0tgF>amV)ETtu8a{Wc8{_L1Q9@pQc!D`r-KpuCSS%4b0$IGmEu^GJ5y+>0r&p* zDMv6)xUb8|KY^E4IOm~HnGfJMnn>efu*_)6Z#5^s)(79ljjAGKIJ{#FfM&&~2+tQBWXydwax>>hu~m`a`T?tDzV>qJ z!DNWnZS@4Albh*(b^xC}xn}y{;}s|7F7VW`R)ZiV&#YfWn#34IpRd*(ut< ztN@6Kl@%3y)aL2uhTf`UDlZ(j8rUsy5jhnILA(m_?RBVlNi}GnfvSW@vCb3r`!20S zT;?6QJuzfH9qz=-eT@ zhctcQE8EnN3J(+~P z_y+F%$DFgQq&*=0W@v=Q@8t|qZehyrCx4zk5ZqR*P+^9(@_>*=vo?Im`Eo=PW6QYbW#>G4f0F(u5idpaOarG$Vv#S>Ct;HprmCK=<@ID*0;6ox z9VmwOGlj%qSzeX!3n3o&X6uLG^fV%)_91qrnKG6c*Uu-(HWOh!#hrJz3asAys~$Xu z&?)k0G2Icleg@9~ylZUcPCQlwP|e(w_uYlJ0krtAy;M!=9u>_N@Al5SHla8ZF^&aY zh~Upl(#j`eB)*0uFB-fP2g-egjHj*o$+M-y#kCC1q4pym_0RhS`44Tc)l7ZmfCsP* zdJ-ngoSNC@3gl{HvR?@BXtp*AK53ZJ;^Vo1gFKg#(B-Ejq{G{u860legKynd2j{AP zCa>eX8{1JA;z*9^vbbTfy^1`Mr4loNm6l{K_Mfi z{Ec@sht;pM2pr&k)CG_(UD=m?6B-)P}9UvtZ10UE5k7n}tZ%_upAC=V@V7_!p4dE2RodF=A^J_3M{T?oNYMFz> ztcaCom%CtPL_w-~1kajskDMDFsMP=p3`g#<(imr*Q5ahQ48FUl##9dz7HIhzgDM~m z6V0)ME2c|Q;;zO9gnhNn9oG)Z)u%KKeML-@7NN>U!sdHQ=#yg_zS&7;K98wyXGeTB zFr)#K2rmHHnkXfA%x_OS;iUEyX#}v(SiC*}7At|(2<@yHYrp8XA7w7&c9O_F{bV0u zj8_gZdt#08@>yhwbG+&9Ok3na?hY!UeKblSTsE?7zZ5djd+y#p!80Wtd!qN|B0`z^eYn%9EZMdKi-NFF}#%|$VUdWep+C{TQcgvmY8;d%oKZetWry`Wp9zfr+JC0BI{VEG`4 zga&4p_CyC$ANTq17S9$J;SN(igRM_mPzcuIq_ZnZ%Sf(H8)lPfwqwm?#Sb$dbL}@p z;B_t(pS?5n$AI`}~xXH2G@hDvVu@V(%Oda3N^jt_GYObq928 zb0A>Q3dM|D6Ctq!^ zywTtFQ{_;Q=&TsK*F|l68)h!q)gRG2?7}aKF@NH+o70}vg9b|ptsEpr<9YU~_9FP+ zU!}!nx>G4ZGdgo4-5)f7pJwEy`p)PY`s}2+`#rF3oi&A<02W%fM>@8ok7->=x+T22?T_XBx^>z zg6{?wp5#E%^r;39vjl%UzYXR?F$_iXXdB2g0062)xQ+#s^B1H0BSu%%@!HY_MiZ@m z=D~*WL(uo*XTj`C=jLs{MwzFIubGEps~6rLlMcUZ_#TvxKG;;ITaBq1v7+O~`m$gC zRy1Tc)JtNdz<(imJjn!#CAd*a95|WK*ukC}%G71Nu|x;)+Y#z9sG--H6Yk6qDr!J6 zE}$~tTQ+(Lm$1^Hnl8BGM@Rz8NSO<`l|8 z$iWrIh^Henpum9cATKj>b^%nj$s{`6!0fi?;(7$#d|krzm2skG;HBNm=9&n*MfG{N z@05d74oe^j_NqI>us3=-l^3S*1!# zw7{G8Pc=V+7^Sgk#iusS`xc;m=5scp2EeR@19qq$kCKcxjN$OvX_x`coTFXb;Pyox?I2vf33ZQrc7A zH6B`&nj9lx5muJ|Pna4-nhIGVN3sTQ5{%y3U!)b&y3i7uyWMDt7ve+&i}=snKKrIe z-|(aILgw6ue%xGG**%2UYm|7LUQ96AIB(t-`vG6OiAaRAjFN6o=FUr$Ska7}(Gpn# z6{Z`d7O8DJyfVevI}1vussO{zp7mgzS8Hm;SZy0uSw>i&@CNd9;6RS=z7wmDZSM_1 ztCW2`t5&Z#`xMNeF^eUdxlk;f+a-e#N*WY?FRrTZoazw8Mp=UNiBm)KrB7=vx8pK1 z>D4ZgaLPv9(Bs4GL$ODd^B5r^me&ej;)7H)>7%BHpqDE|UFBkOsU75(rvUH@P;}V* zEyX}kBnR{g2tE(s5=4Mcz%?O1M`TX+P>MycyQ<-c+-|u7?@nnkGw$*|*$}D#UflhK z2a*uW(C<$p?wZW~?KI+6igLYTp)LRbvUHH2-E@cs`K->t|IU z=j93d- zt(z_ab06}6Z_&XA(r?Ws?IN&6V3&vW74b{-5%=a;4 zyB>96nRoZX;D}vDrt68xwAJo^Fv`#75M*P_^I(XJE;(%SJ@-?r%;&rpEuV6Tr9h%tosJ;=o>O=}}@& zF{5c1N3@c*?H_cAguW25k~DY5TlwYZ^pL3d>yI=11qGQ${jR0Q9xc@uS-fwi*iCMe zkkHSr6Y|3^$^K(e8kkkUx;g0#mI6G9w$VKaf&)3MM1@2T%?aN1i-Gx(8^u@&tT3o# z!pt)2!{C;@G@AsiT7o=+n(H?tg6Abp8*E<4PzRDl5}v#xX80R9vIZi|8i=x$P#VX0 z#aX-BQ?#X6*|c-?NDCC~OZ&N{%Uvo0A`xgyE3$PpfHl970v)LNv;m*sj&~K3X2GrY zB&|YMC2EIcNHfaT#&f2Zf6LyPesuh>Zd~&%Z}Kzt)xoZ+;;=j}_;sOZb)-yMNGpVK z{{-L6=^<#n1f3ffDqNMum^Ssyq(a2H_c)L=9J2!ry&=WnR3b2w@%ME_bV#p&d>r2! z$P~FeOG>-V4{BoZvJbEq$h>PWXTX!^qAFRa;)d86!sNNWG;0X~c`vj-5eyogu$O zE|2plM+j$;@Owehe|H_=!CDN?v%z%*k^Ct+ErZOJXS^tnaz^tAj%h|d5id3woP2O|c zHz0eOvuR8PEk)LN+=g(`<@ka~%-*3^Ho>r{HbC_B8S|r7f@b>l%m=A_VqNCeYpkyl zuAoVQUl4YFOfQWzIO?*4wGYW4b!djdb3xG4=jLbC)DM5_I{##OF8aSSz=Fm84#3^ z`j9}gz=#G}dM`)#9y#lM4|f2g&cZ8qY0PR)ACE0l2#`}hvwtWTQBQK>q_$o^r7AoP zd-do0EVbscCR!f?XAd@~W})W#R9HlgPim)CLOl*MS2imzJzp&15ZgEuUg9EikJFCz z&Xj!+$I~a-)Zc6TBZ_d!v5vMjbDSAdSv~9c%(C7CQQS<8d=i=%&=0G_ zL;F7dmVvb8r9$vog62ZqJF!f}A{MIMM{PWcev8K7}+cWhIDl@XQ z9}D)Dg+LfNPl-2mJOh_BCwfZ*?cTWGP9GLufF8QXOdUzB6OcnHmsKubqHu#kwErfP?fhPDpmFsibQj}i(Z~KgWmxyOdRdN z1_Ke|{#_m(60Q>f1ODO`f5a{R3X1=)1jUYXs~-l=q2I5uk7AO9axS2+T)GEpIEJ(J z6uB?0se?w^My7Y2*)pMW-_vN;F?fEmlr(}rgeTL_$)C3H9_@O=fspwQ%$UBD)~-7z zmE7&jAR>`$ghBSgG=O4q##nU(-3RYK9EyB=k~PS7;!{Y0w+TVX2JmP<+fSacmRnFR zTmffmz2UI^5a0qX$2YIH#d8D2DL2Q^p<}DD38*cK<{Sj4``&0#?~!;YvQR zJAvDm@C)0kYgh2ofrhaToZ{CVk!BX-cq7*MdJ%0Bi1|q#F}XklQe1M01H<{m=}v5GSZia{Ae}8 zaX7o&r1DCaYR-BNp148nUEsT?`K?f{j!%vtE6*;ctRQ+1@I=9gsM_^(7m8Z#-pkYj;SS%a)sUS8Q;u=7f@ZU@BP zURb*^Y& z{`k5F5Cq%;WT>Xg(3-Bn=<+19Jc3+8(RXhiUA50hb9+I^so;A^pZ9fPSa%5a-z1zB zeHi$3c^~GBeX6sS=NP&`qoefH=j2o0eR`mNpkgRM(4PgG|KH}=B7WG-Uz6k@DVvX) zuzTC}=h&#WG1A@x7c#~?g}zVIZdaZLU?EN(7B(+ff=Mp$ibCRw1>7srt2i7Fy2364 zJXe@VuQV5e{5cX9v8LjBRzuUDHVFAJZ#RwOA>$1PsNGVdxJveRl@vW#1L#RHUs6Bw z%-qQEId;9fbs~i8B*1)s;qxEi^Iw6>?-=!eHgNezjCz?;9W?2~f1FXXjsFp&?uGq3 zMm_h=sKJ>35u;Xrdn?8hl(f1Ya(6S8*>60blP{vR9GjXx@?%jeq?T}59?d`4>AX#7 zSud7)YtVg+4W2>Jf3nD@QKn-H=*38#;j2@=jAOXeNG?c@nlKbv8|!8{p}sxwXf-i} z6tGgGzfqhE^dv2HXSM@K_4SuKv!JLx7Rw{p+D*uKro!@MYRcl1AkCeH1!&9RL)LW> z(a;kl_aY(z`G#~j7lb%O=;r%)LFqmD>)0qU2h$d$Wj_jKidK_LEBE1{Ypic09JXH< z^Q9>H=PpjMrA!Jwjk=4_!2&acrJ6~$%N4?UU`gU=m5o|v_sbXnRg^w&II8^Cp5yktq`R*Wr^Va{&Ac-ziMjb3?;_M zZ`F0pFv=HpGb+&Z!&?H^ox#J%=S?lgx6+bz0zCJ<7cy~i10D3Pr)=NC7iK(qk*;HH zMb-tJML@om3}$A3q8kIlRnhTuMq$y4P=Er$t{2)Oki#DPyLT#GhARN`ieXHmgrGHRVIx&wsB%$>UuMI2M-2EwsXY^3v zun7Iy+9P3XVfrW-72arD_6@l5wBgXEkxQD=0UXc47YvGO05X(`o8u(wQ8#|6U7H5z z5~pQhi1XeQ^`&EJ=C`cYK4A{M;m&@U?s39Jk}+(0(B(9hvS`QjTBo7P0?Mn1f{vrvNnj%sb{HTKF*1R@9ok-Xol|eDPRR5;&@}J%a6CoS;i}1rfWWk~2g= zxMVu$^uyP7Q&lb(F@kXaNO)$Au?!s7Aeb4=Xy6FQX}n`+U?gY}z|a+fm^#pNq^qwX zB!L>{=yg~@E>~P?Hl_0vP5nq$HQ%p94-|@UoeWs_FOKj>9O17-@9#9+pE1$)G z?Z?AJU~@j&+8Ad=yDvHm%w0Ek#iA}~3><~3U4BHc*P6b&_TotqARnQ{TVdw6h$|5Q_M0;m`okoaeT`TwrU zj|qyOo2p{0(4^faGms4z)Yn>%A^^ykjCcX3jZN;O3D&^!TM_QMyZq1$KiCm!l8<-b zhKR^F>w8~VtqpGxI_#zxVn2YaD_9w6EU{RZbRI2UD)i`n=&q%v;4zgy1;K&KhaV}v zVeeWVWQA~@0@(L2c>g1K|0`7aodo>PZr}YQ3HV^vO8t13IPuP{$0-2ha2geg_`x8vQ z{A}`oqpSD;?Ij8jgsS#q8(nkyBJj%hRot+uBrcx=?m#ly04tjr!5O|i605stWfsaL zX-jaPFI}stOlphimeH|G^R~{aS!t}QKPInCKoRnLx~Shj4#XLGyK%K$$2@co4O+rsz#E?R{WWy)_k3bb$Lp9Ql2J2LZsevUFtxK0I}^A||}5lH`) zqx>BQ|IaSe{J)W--0#q#4Z#Y5OApH(lG^)Z#g+=nl;Mw7Adt4x7^^suZXVsqUGfDY z_l(ta-+5hq1J?2D(h=)-TS+T_>aGhXkOE^_|Nk0(e$QHtXj{c_t|rN+^sH=@<;CRY za;ZQ~$Md?1X%L?v#Mprjk?8V77Uj44=xSogaxXDANqjn=Rxz{JqbmQw_T@{&zuUh2 z6{Ela3jQp}{NI&K|Nju9Y!a^10C)Wb&wm8Zf5j-j%$@lsnW!PpXHrL678|6D* z9H&9GDmVsv%vw;P^i|c7@p~&W`JttFEi@atntWp`#eUO%_BK|Cdu4~;mSpiH*O(`t zqU8i9;cxn&PLAo!PGlNU*)Wq)!OXuD#yx~HZZ|C+E6kN(WlVWflu_R(n2@=A#Avyn zSt3KP%mSm?vo3lb+yB&j#Wdfv2B{$5GEw8Oqy3YVQ{#E3)=pS!SX#E?_j@3HLx`YAXb25ThvmfvAsnth-<-aPpsE<)=rD2!&<}*qOc?e*H6Y;rF6%Ss7++M zCMVM21NC?P4tp~Rrly}hkSS5c94?m+d+S@e43IJek!3vdQUDc&+%`&mM#r_Pl!{^D za}{_l)fM!fzL8GiN1)}!p&~{wfVs&er)N_X*y8o6aI@u<|BYw+Tm z{Z{03+Ua<8Q~$GmgZ_=BbPQNsZm0$B^V?NY4be0~5WBy|@@=h!bFIP$->|XPHV(mq z8`Z?(Gro6&>g7-Vysm#~bf|aDTey821>zISV~$kHBt) z#5kvU=)}kSZ#sEjJTZ5u8ufH{Mi~G@Myulf>ui<~sD3YZS)_g%HP(5@_Dy{Yxev{< z!t;Pj8sbt@-y{~eSVDagpR*Z^>!w=i?+(3@mcDjyDAZ%KQ*SnG$f~X%{Fln)z1*yT$LgQya!dQjgSf7Q2M@*PEz6 zw=ur>gBPAZA#e8euW#d2U%EL@X=S4HB8U8denVWp)-ViWGt7g&m#xs$1)`RL>(9q5Aa^TXQimfx1rUf7r;Xe6;rDD0(1LnL^|-Rnt}V zeYCYb8t(^ST{EG#!=DxHUMB0(Bb88CL=xiqhr;F&-X|=sC9w8CMXvl6jpQs~RFm5WR&7gg zMw(-Q&b_}YVe`K5pY=SS(zv(0!ghDkc(|YR9?D4^{egI~48))1rZ{3{%p*Q+ zF60r?1Z;jL+sRbGy+`E6G!Y$ABrM4%4U%`7rk5--@c7gjC_?WE-M{32fz|x^`S(J+ z!vM1Lw{ZDa!sYL5=fC*MzfQIzLx&$p)baskf=K(y@BAzIl*(sxqDu7X`YpI~!6)}! zD`;Cc1r?EXd>k*jgLBUFc`)3f$ZpCoyU|z^BacNzp>@3UwZ|_pLXR-UYAIeMsSHJmlx z`T+6phvXZ?J4~QJf0O)Qk^Ju%=f7Fdzf6q7Vd(g^ zyIB;5M)vZ}O45qmgv1IP0Zr!cJ|f5OwPE{g=}+fc(Wyk?wHY7PjcizEwP>sB9l75l zj^V0l>cfd;O}RKeP_)`A?zsUr~H_b#7yaloCt!N%TbivrqN&TabTU4hJlM^;TQ` z$yX)tmGB*q`+O9;2%6E2fAZbva^?-4RN;UJ?3cvPjDDgYAQOpPL1rTqUU8^u4>G-e z6c>7-g#5*V`p#;Q!e(}4PKMBG(fz|8f= zqeroJF+LkU<5#a0KYYs5b>J|tNY`t*dzOj@?hO}rViV-n#eiYheJ{wgWN+@bD?s}} zMr6|O#ZWN-6&ikG?_@%8PieLH*E81%hNzvt%NP0-IEj&bz$dP3^wyB%@>gqu%1Omb zv7vGcfA~H7HCOPecj|3HL_sA27dLIYtL2#~1&kKuvm~VNUagCScmtcOl^fNO3j1dM z<>wf;8Ar-GlV-B@o=EfVzAzc2QT8r@g<=0{Vd$Am;68ion2h^H<0JY`EDme!7jGw? zdVX>rAMTxYE$EQV@Owu#n#w$G;j1s<%a+6t!Z#9iP}$ENvvgTq5}fvnwyx=W;tqlY zSjx_zA?E%c`)k_nFLuStm^IiA2a}Ej#$T)yQ}jRd(Kd*InGzhk85kzrVh(#xuQV86 zi9nb!_+qwAEf<^7*oB&|P=#Ch3gk0mcC+lce-HP%2^L!U$qiihA4nHlgzyEAvdU<3 z6gsNWb@XHA1poleG!djhpn}g%gg#JpyB_N zk@{CPKy3H{k&N!;w&QtWpd@3)C;h^>*X*|o|1d&xJuWOB`c9V1{2U%&cT#Rld}w3u zf$o(Mf>7;fQE}7i`Xx}{E+i4Tgd0&LhsmM9y>H~mw4=RJMRXV)domV2!@Lrx7AzuC z`PK<3t$b=jkaB;V&;#)f8>rCV6ZT(C*uTTL|K^1LI$@lJemS3LXv00ZD4h|e!>_>-~yFHF)DP4N(Aa|YZ#$?V;vQ;H{{bQ>P_HD;fOk6MBooO>Lpr3?@ zIFcLtPQ@hCn%v*jNGn{6K%#o7$99C!aEx2wnRGyfaG)k5$FxaVDSs|uBE7>DL__iD zk8oHJkr@49_@BNT2dL5C4F6XQ|2voXFD~gXlS};1y#WUNMX5hyYjSxP&2Pn8JR3Q8 zTpmtW((u980WAwQn6~7$mxY@4aPRM6xyTqITYJdSvkRU72g^S7L~7=2|Jir*X>Qx7 zI?^&3``_%lf&ZWM-4KA5{!?r|CdfhwsuOBf!A`#L*eI&+m3Xo!)g_oo))i;G}={B{G7o^ zo(0gi9zt^cR2nWY>0CE2!!O3s9o&qON3z}ET4MQzx_Kv!GC>T89IhSC-=$u2n2h~@ zu4HQY z0cDIs8?pBW0x2{LFd@WPbM4V4ZNpg;4#i0${E(KIz5X6V+>^F~Vu^e)O}#yqVXpTX z@E~E-Q{&O6(PTk1qM8!t^s_At$fSIlC%2o@{qut(n1g!%%qSKX{+L5;8ZrL67dd19 zddy*E1yG?bPA(c_YP&CNX55g`p2a{r$LvVwUW6Tdjm-{r*0dOtkbalo6Z@5UqYW61 zNeCI*LZ7Ovrl2KbTpX_8Y)HB_ zzVeoAQSm@(b5CpE$18fK&|sR*?$XnwZu_2b|dg-MO|g64|W%*!w#ZmEAQWZAmxX_u+&(9=BZD4SEeYZKM>h zB{QnhA|^PVmZCU_{40UGils6ntF&4{eT{l__Eok|LiLDjW+lfjS@~Ok$nuJ`v1BzO zd{eS#nTa;ofAvf{_|QCA#n3QW#Io6E!iyK=a1QMP^p_%N`17M z%UTF?N&5m1|1f6t&T>Lcue^}xHg4nwq@iA4f#Rv!4MdQju>Py~cq0PTG2?lcIWfR1 zlF5XtU1Z;Z9DAeWWSMW1E^5G=xSF!^ffeUc*Wpr=EjP@-t`*UlffxRt!Wa)|!QYer zUrqkMFX*Rg4lte8CC=7+QZLh~F9TbRq1k7Q7G^JDxvqPmM6pGEP(#g_raj z8Cw%&C3aDIqL{3qEFyA+$cB1}Ul!s@^mV$O&2XgQpM9Jhu)tzgijrT0e<}#tJW}r1 zxWEU}X1_WyL{?HLG$+cfGr0DHvyuqz+tg<^hfj2Huc_Cq{>O7AClM6ke>@~LOkKS* zEFEp(Y*>1vr7z+_L_mY|#ThRM{+XI%lNcEMe}m?K3S)>shyN)w|I6C9!_FUXx#*O; zwE#_pv^g9fpr)kGwp-R>8P}(tAHmpoTxa0i;Bv!>^eKFpHo^%V1*4;LNy0NU&H6qF(5-N!Z^vW3x27 zLUtMuaWHe~Kp>=21AunG^UmbgNM9Zxt12M!nm6ZjNy%QFN z2y3~~qk4+mw@aV#qzNX*GGut;w>(=QXdsSs`O*_iFqf{!o*-jTx30W}1EARak%JDW zfiYuN!%s65$PrfUeCfI2jP4{W<#L{5MXwN5G9f)aAs6!Z->lc-nht284r#3q^igp# ziy0^Dc?zHEFLSZC#8#wj(P4ag2u8g7dfPqc?Q4@Dq0;(tU{k(Q$Vq`#@*O8|U@$zU#EqsI zQ@4O%QtRGcT%=A-TbhSl<>Lb*ao1kSST1MARr(#2ymp%%T6YJVp-=9XF8-}v>()gK)|`L z@h4L!TE-A6zTSd6&F>dOfD6}t*K5q zl>)mOQ^|KY=y26Bx*)XC)pKUcvl(o9mY)d+eL|KZJ}>P<@jiPxJ9&mDW@%PmpQ{Nf z*LQF~^>8n?`@BuHM~~xNarKCG#5i`1p(pd(%$CQyoh&tOUThc*krUlo42u{w!em~jUsO7-aJ`ji}4 zMo>&vD!?M0m{^0TNUvQ*SEPIeW_te2u9{RYGX9kKy}n+>eAXA| zLk2ZYXULnQLIpWyoFvCW#AqS_TLD%fr|9t-GC~4hLA~{49ZHMDvue97zQbB(ni++i zE%ezy%y^gRSMkq6B|LJum0T&{^7iS$Fms;st9Q6Mz?bcuh(iVh3An28?n7jt$gJNN zyan2p48lnwBS_KbH}u4D5glV0uMu#BFslW)4jC#hemn8zlX#P%Zn|z2(3~x)?B~Mi zy=_UOj;V(9Bd9e$C2upL_egB;q=?Tkb-v3zOOu&3qSxmpdlH8V zpsN!a-+AZlF4bnfi1o8#%dmyfDMo8edN@ZxBDa}+vLuc(02pU!B!QOIqqnZjPYyS~ z2^)MbFrX-I<89L#$z-KZy%P5v6uu>Xxw4Zjt6H+;v9*zHC1BLma!X?-L>-o1o>(@twOPzT$pUi!#JPonzmI?$Mqz#Mh+5{L*ogcYP zU>&x(KLAUq6Bt3c6UgRN?}Z+OP-rC*pwR`Q#H5$=OOMCx1mAN4hgEY71M?*Fyy>c? z2)!2?6l}+W)et*&@)X-L^L=pbaG<>nT@8~gq`|uu`?E1+XIph5Qtk}8I5<6UYs3|p z$m^$qn}8f<2+jx+HGa>A2kLdNCv*&71QWR;}X^MEzCUM27e30{Rn4LQ} zp1otB5}M;Ml_9V=3R+~q6BzY5Z}SB>tR&e_v67u+%ArsS7RAB@IC(CyK)m68;Ga>p zv5q*+5@7npu5w?w4?SJ*9U@3W(Sptfe$RhOo9ZNt)RK%#ggTqt`r?36Tlg7~49ANt zB+2xK>1YgJlN`(B)L&*~Bd7W!)pj;_qV&{ZmN#1u{o@;mB*kb)M`8HlnPseJQEE5h zykolH1;4m{d1YJ!c8FXWsH+>?>(w5NMVU`gkV8uGvJj%3PRC5WpC?1piYg)|LhG2H z-*mnmVTGK3z5rJLFD=S%NmZd@Mnz9yNO1wNSpL4h;*GOUu5;5Is2Dj=y$f=1V2&+M zXK~gfEsFsV7c1Sx)e9(`uXf6uY9gT$gX!=DCeSmuAPr0#vXTX@Lca>52VR3m_rW=b znFMc+_;Nv*-C?{=4n{F&_TE$Fa6!plYS=ej&}b*~-nCQN zn}zX)@S<)S{TC}^u|=>&t#c%nToSJ|fwJoXN5mFUn1^{%w zVTO2r3b47|K~p}56JETI$Rcf7L*=U;7X|XeYTv7Z9t<5OSud^Kb1CscMi+f{O35A3 zgYnY~n(7I+r4GA}LavS6fyI|^t?`!b2@_6Co6K7)c(3~1E^3)3%v zx(f?bL>f9E;0lC5r$gMU2WnhtGcfL0%u*XZpj? z%&1}74v71bqmL7bLe1^ItS|ed#W45}7*Zm@ni$uW+hOtfnpp_;Y#p zJZKl2%j}h`n9#;<>B{tcQ}#2WVw&y3=LZf5;FkNt%>|Pf=ah4wh4z4gb;49Dp^KEX zh54HPIH|Q-po?@~RaEh_vy%Z1eB$Fs_`axeor!q~@Fa_gX$i3v+KDiD2orCCA3|L# zbB+QMg9HnoApYoSW^Mc)8BeykoG)erIzTBTA~b@^zu2{6ZJyrNv$~ag%vLhK z^Lp@ITp{YiyC0!v7bC(W;aDSMBIxL{X^ncm3USMf`fX3>NmBrTDouaH>tKA2Q||!z^n$ouNLd_y=#LDW9`xz+NlKy&BrgeJOOy&n*hy zSuDRb(|0v7i~R@9Uh^*J{I{x0ctt(Kt}fcG8bSmzJXG;L97J9LZ&ZC3#a1jy7?{LJ zBUU&=k4^HGt`uB4eosUpn>99=3nNSI3Qyke&21q0y2M21Oi(j{8Vx25nV9&jEmNZk zUyFCH2yuqI&#!!scLdj{3L~@({(CPefYGlGSz{pGJ;}Fh&N3?|piC;kgqckB&ABomcUw7N&DoF1S|9|l8+$SK z=Ee2~T0H0P7!{*OrL1~TGOb(^Y4o$FhlDmsCn)V0%?Hrm4wo*Nw!|UNyEj*9c%r>6 zNejbYF zeomlCe3y9qFzx*3XM(Z1SXT=Rjw78l@%r?RJICLw3X5B*@DMg2?BiQ{lfZ#^hnH19 zn|y4$=1q8F`Vs{oCj4F{iV?(iQ}xceG%tfN1OOH}Z?2)HXw$;f<8c`sM1 zJ8nJU_qQy+s_v{{tv)jZGr!`#bDlO*K>BVwh3_015UQBT7coNu07s9)-ZA}V0MVDo zFDCE8JD0%t$g2s!@Ea3BH;QB?OwT<}%b#es~HRAK9qvkQv&jK6X6Pj7L)GLIqn<3pSk+;250>-cwX(Lf}Su<#Cw07Y`-N0W2Vg=uK# zzAfFZ&Y{0=_ON1d?;e|vY&JArhJ#kzEyaf49R8(w9X`!LyI@Bew_BKnkoTR*V@CI} z>}aX*2&auVQg!NHHQm=(UH3O4@=%dkM#|u7ulw&D*L`o}PmF=oVvV^BCe+3sX$Id( zM#v4h?67<=&2l)f-80+FQTmgol*u^uF8tz7UYj7#L~zn1f7S*(1f{D=78^| z6KO5GgoSL-apKb=^Q~y=IguCWC|&M7mKQg?*9s#$K4XFz^Fs(v{5c8qssy%c!csCkwG(}23su!Vw;}F^8HA9>CWRt>e%OV|QEPvZg>h$)Ur!%~EA9ORnEa6v=x=4OTgVKrJX&+#r z;o{Lu)_De4E8qd7k0>)^M+SS-iulJhVbm6B2?VIqdNLY89?7+}OWm0t*Adwzk*+8f z?NoXuPfuhvmfjP8dly{@+b&d9NTO6fS%^XnJ}MOC3TTAD?zxU1(bTjV$;UHB)CdGw zA~5qZQ`j>M^i&SV@G*`$FA1u@OvVJLBE}YARolHJ+w3}*NW5itAB+<1Hc$l-`N9c+ zSk>smQTfv;WI~;Vt8kzpByWCR)V(fF4$GKw&8yW6nLs$hNOdaBqQ9N)=|08UeLdYk zc-P+Q6qxd&j|6O=vAo?_u4PDSxAPH4%BkM5JJttC%i0Z%r6968>Shzj4~wkl-kR`Z zeOHz2Z5dt_+%ANng;U-})Y`ZLw56CwmQV$u9liX}Z&}6FHjAj8%$Y~At-YC4U zBpb9)d~1}ncYJAMM7l`i;%hI3a7X=x5n3$&8>;#M^5m@(T5iTY?u2fmo{x(ja%*=g zg#zOCJp0+1wGNb0=K;NNNPRRr{&xe!zL4fG=GyoAJ7q;0+$G1f(9&8>dd%~G zj{gZPFM1S8e9GYKhSZYK-V@F&lnmW-^*c#Rd(yEf;#!{ftI% z*GdVC!$4|?68SFv8ji~W?%Vo?k7NLA|CE{t)VUAV#~BE8YdOU1Mj{Ht0{zQRQ~-C> zq6A=C3`}yEBUq4FDVizf0vLvq1-oMQjsTe`fhO7rp{U6-NJWaDxkA(8nzjb{ znB_q4?7ym@CdeGKqq&F625e8R4}bfCDaH0nY*yOT42OOMZ}yLYq6ShdlAd5!xqiv2 zM5hGCiF7Z^>zchgiF*09h&&G8=)s#(*z&g+*>N#q)|n-84xVCkOgL#ySBW0c-BinU z%yl}=vJ8L*rdz;GYJ^Eft7Xebcw1^k3*~9AkbQ!M$d8V}VylLTf5Vsd4&PfY&n}M|OLSL_;Eehy{yA8J z%PuE@hC)w+yN;6H!AJBGR21%7-6|b$iwC$91l0DuM2BiHKx$c4ak=Mw6vr$=$KAM6 ztYAGT@T8tFVvr&>uf!H`T6&5E9IakGTMs+jh}7_{;<6@U@{7F zP+(&MXO0|}OD*HCz()^JYL}xe!a2-tFhyY8UjCukIwsrBeWVC|HrE#}zD=GNqj!!! zr5)(YmlI}~X%e*9R1=OC(;K~4&m+Iya;SriX2hDnJ1YK5`a{V~C50#sXS%F+2R;ji z_jYriUysV)(w%e4$ZLg69inO7W}~ggcMYUFTgY?xajc5<3K8Q|D?vSyjkgVq^Nw7%o>kCCyX5 zprcJK*`}x6t(CtUB3&>CEe$P+Ih7SR70o1P;>qiuON(vlwN5^i=i{Ts$BnSP_eeCh zel;|ueRe;-@j1CL$C5~q7{L3xXn0#^LfK%O6QCBcsTQ*yxx(!1gsUM&^$Rw&!+Wp& z#MIfS6y5O$$T6{4qzL~V$uGd~$VLtK+b6u@Nw+F%&|Mrr?XSs~w>qNG8{(6yzD}cW z&jh^rz#ST)rZJ?G{yYEFW1v6~52E`%hI0vhO<-M=>YmS za!d;@N1xVL912s#;;bWRi8~Ou2!)rn`z(nodA1(zuDoc*k!T! zJS#>tpBr9J0UKL@<`)pdG!n2AKu4QJ*i~%tpFc9@(xb3)=b>JcNWKqo5DA;Fo+{Ty ziD6$E0DI(JX%)K2?AWnQ>t^!{OrA5T_4=5HMmGnZ)!fE@w;x6;uUTto9Ej|2*=C6{ zl!~cVZ~{d3qSN6uE~5)7UmV{(%kkD$wpQMx%C&z;`XE*wG*8*%d%BSvb4E6Qp^+qQ z9MAClrg6)u|G-LMmY@;Fc)k;QZ!>)7X`C?3dNRpDlM&u;NzETRD%DUJD2LZQ~Yaf>L2|FyCtPdp@Zn=a(ETEk(~a z?FKA|oZt$dF^fOL$-~`ye3`9uC(3h`4SgVo+6e{x^UDt;1sUEhe%eCXlc(s*@{t-ae!VP-`CsI8^srP0kNHag&s_r~=ZH zNDbexzjoikGS=eF=)gLA-oZt9*{oqEh`wLgg|TemYym)AOb;mC2!U*Kizf>{B6sRw z!3|%w7^4xc-Phpj`;g#Zq|^5sM?TN#W8LL^%`rCuA8HQRnSCyr6q}K!%XT|XJpKJ~ zGl-1rDvs*oME7;_R5AsOMC+-^?j10$sD%K{S>Ly>OQ}f* zUpx&A)5{%}Uu;aTRb$AXvwuRf(cC9A9(>bKRE+5Nvyyn!e%5Yu3&($s&06t}z2Y^! zucu^l3vk|~xUnU&0HX?u*`E@$gAXk=#>==?B4JzT5%NIgyKEd9GUO6!4z;`N@TI)Tc^qFu)4B{~=q5@T2N+t-T1a~Mt`3iS|d&q<4LWQ0v? z0lA<;?|CbOvM;Y=S8;af702E|teUzi$9fdW7fCe<-OiR~JHwVJ2xWo}~C4|UDP^hnmgEHc-b7ro3L&T5KX2Dh5#_n$!Tq%xeeC zSY1CeonNODIGR%U5~d=VZRu3LHI0li`WoVuJ7})-xTlSGoAg2k*vS$TK*<)DHJjFB9DHE2`doAhQ- zAwS+-&k;g>*AsH8+z$H@2csXyaS+IGZhH}1eF4W~+4lqnsh=TJB5zU#9#RCM0Dlu< zBdU*Cl=v%uhzJLjn3o5g7PC{Ge%9>v8a7Z&N(E@($nv-2U7`G+W1p~@&=2$^JI z6kH2pev{86_sYTFmY)w6;88ojI>lXv^HtDkw(GpKYOuX=^T>I*Te^V>cYgyNZ3&Gz zuMF3(k*21?PtgsGy<``=RBP&AcR;EYVFm?D%GX6dZZe^Fz&??-h5OA8Tkkxf)Y4RJL_w!DJ14|EbW?Nc0w{+H=1|*RNh~ zcE85%PQZ|8aK%kT@M$j_NG7JMC?t2Ia8KV-D$#UO-k-F`SvQTv8Uv&F+&v_SIPbjJ zas9>jX(F#maMAYToLySnPn2A%PS4oXJIPTKc_SHNo^6WHXM;AEf9SC%y=aa91gqEJt?onBlR!Nt)| zzDh~C*U~x=ep7E~<9aKFeL( zIH=V%Z2*|vqw&Ms+u8p9!) zjflooIaet=+L!orU9@thcNFCBOXcy@r-Sc5ujt6ie<_d)UG@-bM%TkIc($4(TMQTJoi*cvg2k$2_ zQQLHlS41)DLI|19`gCH@n!C@o(MXruiE2uOpr?w)?7a1Ye^7l2IW-sWn{%{+I6qgj zhZ2^f!oP>(@X$_QH6@oID;~rQGH+)_98Sixw}HOBL0>L)5tfrK=tDVb_5I(s>?Krjev{NT?G-C|FsUknJTJLMNxUUK2fu5P9QgA4|;hj4Np6<=wejx7*u%uK=aYI0uKcfSC|B<0wB zS9BjhwW`XItRabO%VaH*#(6p47i&;>;w@o*lpm;%en-&7$FHSgbz20KZJawqD0{#N zcM2OcvW3RsQtz}@q5?0kfi!;6+#>Z2)8-$^Oo#4Z4<2jK#km7yN3BEQfnSJ8aGeR@ z<(c4Tczh(DlWzr73lTipe$}D!EJ<=|6bQ?D>&GcZvTqz92vsiwE7k`Vl8s_^d@;b;6c#L6DqDl>86Wc z(|Qmy$6kNr8rZdmAx zyL-TwPTwywgZC}sskxq#2jM}%VhWK8pQ`;VtbW$vyREwIvc~yXU10;XAEaT%Pfvs* zAU&7t6tF zY=T2Mj5zLd`Gcudrw z3{~Xz2m*MZ7^dV9+_qd_hu#Jpll)~@#3p%DmMBdN=i*q+G%Ze&%y6&OSGAywuD#Z; z_pTYj>gsu{Erg5b&2RB{`1p!xK?V(9hZfTMY!0!h59Wz|x%>1sZ`ZkRz@|Ie4T4DE zC%aI+^>ygZ4I$gB3YDnw0pSWEVBydu^t2z}=2X346NRM^DsDN^z+cr(dh^lgRn2+; zn;WgyBR=e*P;4|ZQVE;n+p^GU@F&yES&Mz-WiznwT*v-|V7bx*3K; zZcjB?yM=zm*GyY*jSQ~B53cDWfBx0(UKep80v$V#edwud-BXx-meflx;5fq6G(PO- zqjvt7;83Jot?X2@8xwCC^cfO9xDi&SMM?yGjw%JI!p zbn=^f8_me-8>NURT5S83Y5ZGxeFuym zr(c1fXV(j-_AAUr2Hz}KWKY+(f39%4!X;1<9S+R zEp?OV1mhwu_2eye0O+~ z@S^;Fnvb5T+Kzu}7=Og?poWE_LWc1HPc|H+myISPFrdLv7>`o%@%YEjvCpFk^_JZm zsM2|xm4oBtcap+8FRF93utc*U$y)Ii;Vl!#5uA{#^Mnm0)6l*7pLAIg!T5A# z+zjR11r?a;nw$AwEBo8C(lYf35}|B;*yC>J$47&|3GNc38zn=A=n5bhTdJ1=30BaI z^PrS`n^Lu5g>_oQE#W;F>k($Rp+VK5z_@&MJJaTn3?Ls^H&|1dOL=@ChCG7R+lh76 zCq)CsY?SxBrSK(CYpwjnSxI_>&cNvL98O@57OQTwmR;rL2%dk6iSlMX^hm((o+yhj zi4M|bo~MCSL=Pb>Qsm&3mWp|Ej)Fz+;C@$F>(o);>ZiN-{tKDpLzwid$uvPv21F30 z!1FpIg3DOT>xUvD7tw&`(U-?A_A-CLk(xc^^#?z^$2_V%5pzw-K$NQA$$^IRbqN$*Vc7O^jWXIFp(#-Sf z>kh>h_#sQNa%QWd6${Bi6Fs++4++DTqGafohk&D*U9L7v!LD0z3}jA^qI;LN^VmtD z?&hmZR?+{QE!`!WwuSXVnh&fF;d=0H&OK7bzo?j3X+g|D2k(-%uZa~(hThBW{vHD6 z{joc*IO>()E;UAB1@M)v^Lr>6gS-hixBnwtug*7Ll|&u)#od7v(or#ptO6XmDI-GV zb_c^L^7{7OGlI&J#xq9<63y?#Z3LfSs;{Z$DF!IiWH*r{TAoSF$ruS)PulplRhRJt zpw}_Wn_$Up48Na+$Ga!{Yy;Z0V6F+;fW^IO$3CIGpNiBuW6@=6j&Sk{iBO(DbgM1G zci4%$oP`k=XgA0{mTW3NMMTq$8I06>8pdmKaSXw1#s#X&3lwW6e7CMndL;#)?KdR>_K zG?d2wJac2j8m7`@DM0+t;i+%{yhlQ6yR!ZQ52zse2F5==ig^~%U0(tEMd-e|`Lv+A z6V!SeV?>q=qMlMdUOWShWbrX2S)IC74hj;MPfRy`CW`5`fwWwj*k>agm@;V>`mq9% z+gDx=#Ij{n)hgQ3Qqcx|GpeuBOQLPt!@RUHW3*A$vy9`BLP1X4w{H4^Ag_EVX>EO- zU8hjASvIttyO0lj#`p#m>W#RGLQ?=xF_g_3Hat!3VyCBbxp@xA|2!uT&tS9AP5Pk8 zm`RceES7Z;a;#!Qy%fdez=wIZx2?GDepHeYPBKctr*w@}*-x5SEn3FQ za_h+!=>pBO`So1FE4xJtL18A$t2aS=Jkdmj7ie_rTb7C1c!ep#M1@D;y7T*^2$}|Y z#5k>T`4>!WP`{f~X)I;84Hmf84?N~_HZp9Pl>OZL0Z??NP`<*YwQDp?v_9(EM2aBu zKk+q>B+B;~<;cE^-0lnYRM(ftE^oQ$4wc=;){3$;K8u}6w#z1X)LJ(gf9EUq>jOM; zGvW0VSEPmEocHLp(Mk_d;n-qN`ZG>Wyo&y00(-i5)_sCgkpQmLhq&^RM*0~Uv}WunT! zjygAs5Qv~1p1P3Es2a0V9nWe83`X`t_Pme9ugRHj@R8HOG63+}iv(*en9dkNr%LJi zdm{fO|I{??;MS(BMiZIs75}h2l9{gr9a}AJ>ND933I8Cjsc5koDVT`cQaicuIfD*c z!0(&v()%HYzgJ_FbwJSFp-fw~cw za5X$SDF89Bg@R405`0ALn|Zu+ce69NXTZ?&>^0svWIdt#GG3%W#?>nuTSSOmW}*sUw^;H0D{gAAV2 z?Q_2JZ6q(JFK*0ZS!A_4UU$(fxljg+Gw#BtKXmYGflB?a6{deM&lXRjYstH{Xsl{s z4FkKv++;>6wU`v}z;cFnJ|%##7c&_s^wa~n5XXM+-5$E-pQw>z|Qf<-^% zy2E)(HpoA=3$Upm zgm(6ESF;^y4{O(Xb|XFedf%pPQ!8;Ol6uINPY4nEF$sL6nI&)p`SxoBB-}tSb$-M7 z=K-%ayJy>cbIzd6N8lKah%LcZWeO592Sd?U|EA%+Q3iY-Wti44dd`JWsEMw_{Q%Az z9^_aC+P;>4(sbZlcJp-GVc z|M^Ocloa=-Zh=E>#);yhi5=7We`7Vr)1dQa+Xxj(X#%JAgu?Y$yqavdrHet zfs!m%(IXp@yC#!sK33sQ1D4Of*C_1>q*lyRqS#I8|Nh3l=ILUcM`fS{&;RsO@jvhu zM*mwP$bakY>W#+8lwPN;YbNPOLvx!F-k0g*@eb_Skt}6s2}Zy+17+*!^wrZ(3c@q- zfj!1vR&(i*ufBf9EA?5sHT2xAkp~*b?jH_h%tRY8%bKWZr4Yi9(>t>Yb{a8`+m2m( ztKofF$sk>pPAoK%&+>aJ!@N!1L(S?ypqc^(3I}iSi{VWKN7-64HHW+<`E}<><+MF zef0!m{pNMF9#M%GuG5AUmFU{}+9xHQ5t5!Z2TJ?(IHU-V2G z)HjZT&bF74myFGBPSoxy|3|273ddVF0s|#XW?%VV@{AxrW;U4ERn9@O@aHFYZpj|v;uCX&ti;K-_Ec#q&~WeFL-vKCzMw_GjCR~^Q1`M z$m@1~B%{36!9qi40kK}cpl2@-k{2oKzD>2});@aEvM8Bng*lH+xmFmG6&tNaMS%`| z+4|GJ6bIT!#KzHDWapMQCK_I!ifI0VCh(t#6vv`-q>kZB6jYKC`rTEIL9Kt$yFcv; zso1s!R8y0ih>MAR~vLZ3O~6VZ2<5&1Kn)MXst=&w!; z$RGM8D7UUzda2wB8D)e&D(1Mn+z3vm!xnqE00093VP>+fh0=QlJZ`SOqZhL(*#~>a zaHfC#lcEy{K~uuW@j&$AopXbjasT`;tpCsJ^(ZCW{+3;NyKd-sxgXt6{mw>4b#Q6U zA!xk5J=|)=|Nbn*W57F!x4-?@7l(OW<~NIYKjcg$)!%HT1lP#u1)lQbA@OR=Z9&!; z+tF4SKAj;C+g7vGA9&!C_CBkUVss_hakOE__7?orav)Ey{2CGIbCH9es!d54A(6ay zrXrLT3pXJdR8urT+htnbqxeq5MlInrxJv_aH2k#J(Ws( z$|OSt`|Yh9X3U()KkjaoQTK=E;+X&2Q=Yy)Bt#>PU`G_re}!fI5h-@{!Eu!xuh0;z{Q?X>j)@o%g-Qlrm_Bq}>T;boPfOLo+!k?ZlGTub{5!Esqev zv@%NO>KvgW|8u0IMa?P$4!RTAB_{}g5WrR=+Ju!Fissnvg$5Nz+-|dUEV8z}VYAFo zlL{*&rxmhsy%Y44j2&h7lc=Cz#--3{-;SmDX3l#tw>1aE^SRUtx#C3S4T-b!_MJ76 z`$)cf<`AFY4Ad|jV!fTeh)ALmp2O=jGE%sb|2n>9Pq{M~Dk3b#7cLe0OCZFJV#-o% z3w;MOt_5n|tpBBMg-k1?Tc!~&4+jyr5hNzZ!>Z>QW<-q8^K%NbxrO0m0?j!P%4`{W z)`G!2|B&`kH_cD_j+^zok=DV4ZQ6*Gas&Ezp(6Z)SjjUpQ(MhCK4ilhzg`FHh@!q~ z#`7eIn4S*NvZDNBbD%sfpdXc@m;v6S-Smfg77m;`Kt%6b*ms&<=7UZ-{s1IQn`Wb) zMhvit=xoVJbUd{gQ5f2y02>PuY>)*5hd#jeX5~8$;`cjtd47bQr3!qkKAYs~D^iYc3%TB_}}&Tc+XwmjG0rOf7W{bnIo54yqv z5clqcJ`7_y^(;_XU7plsKbqkN%Fl8V4OzkH*}ZIX-F0}`i-|_fjv~HzP?Gf)-#6sq z$Jc-vr9-tX9?0MwAFF@Uzq5Az!sbvVFU7kYe2mKU@yfJT z{IjT!c=4_R8AT2D*#@j-MCV9Yp{GtT7J|VjDdd(=5%~0nNC7U>C)}$mye~g~NqFyUly zUkC7L!fU+p^0T%+$Do@U4s*I8n%n^&=`-uRLG~{LBZmW2DW^}?vur9=1H3QF&S8uz7igWJ z6k=lAYiH)EzwdrG z(!sWpir^O1BFP;tgt5XTAZd3v>u2UK_uJp@WDU*%&eT8!+}7~0sGQ>9I-w|xA$R2@ z+jPuIYX%MlbRNH5gLiC#v^3rwawt299InZjK;%{ddaKg>f$^ueBMa29Xxoabs4}1D zIQbrnkGP5Wl%v)6S6cCy>A3W(J*uQft^f0%{pLTNFqrWt0CQBFATH=}jF#>o zPV`D;lupN+O^=?-xdJ zKFN>G^F*omq($GDx(tGs?%@6=?E38z<_DYTXO6XY}AREf_o zYK3?4&nSNxhaPW$P*Z)Q*puhE0$f=F%C(BVzR-Q~`5d)RO+=AeV|`X3-Rh4b*l5Hg z{x(dUtSNGSLX_+~8y1D%6gEiAsg(&pyL+D+%{n}yjd;(n{2@9R@EvUl@-Mj42!s-h zw!NV4pgYZ}gvWrB(h8~s|ANBC@H$nf1DWw|!P?Br-<>{%Y)}bQ zLoYQtty(s3IlpXAshhTM|GStYRnp$D(Mh_b1en<|gn%GVd16U**xc*)|G5*5Zr3$W z1dzxpHMs)xJ^3BDO%{q;65gE46a}A2)!>4xQ=3|Rr^crYe>4+DlzCh7d~1ClmqPDi zvTaEMD=n@Oaq+nZf+co;2HoW=XE6Y*u70>H1qsRWx529FZ@K#51H&_oMRD_AfBFB0 zKo`INtP0{aTypKu{lX$-9ebU6GueQrm8iYf1=B2)Ucnjm@*FxU-%i_43{2Gq1FCFE zV$IgT&wuJPxj9DQCZjw3bbpB=iG^n*tmSi|$esvY#TD`oB9Nl)C!v_pY84@~Pf3eT zA6AjT52|ksD$;pG_bJMjC5)WE;|8THZh@Sm>$mZ56B47flcJNt=WSnuy!}lxL*9<` z%F8Im&dHC}6@_jp^3)xnRvHgejP4Ve3X^ zTdzGrMEhV2cP<+~(_mBCby8YCi(XTwCUq;6Jz8Xmy!{uCATAz$XKEuXf*y^G`ybW) zaS_)C{@ZTv;9^d#TB%rbTnp^eV>`crCQQ0Lepnb1kE_dJFo~KkcF`oZr8}I$7M^bT zcy-r)*#z1*%#Wd~F8Y{ey%Ff%P*vyCJpCSfkTKQ(kYyDWvR}ECxzm zYGF296vx14?Td6^gCU6lCFPkmxVjBMIxRuo z1X7sBAWs-NV9*~KGUve7_5=1zReV-8y-E`EJ$gxaTvWO`x-q6wimK`TM!-2cd#<^e zWOUx|$Ig2FqHQp&d0VO4I^`qFLv=b!`r+0BSC@Y=cX{tYWm0IN{2j^TU`ZqlU(N)j zy*@4!#FJ|{-~;Y#PP?|-H?L{I7tUcB zcV=tuBCLmuep`nsP>Oh=ln8u{X;|~HaR2GQBR?Cn`?0UL;kk4uyJ3N(SF}+WwkLMV z;}iyRDtTtk0otl+B_9H!z_~zXbSNmwZgn)*3J-1V&7#XjVOW1yUEqWyanEx)zECHI z6FS`(TU6`)3IG8VDrL7mU?DsNBvO1`uT}`>ex>J%nt$#~l=i1RjJ!1o2yr`W8~}m%KOBs z{t+)!#8%w+!kdEfHy3)o10Fy^A~S|Wz8GztGTAuOm;)ihYr2aGk&?C(H`7Q6+P2CI zV@jf!fzu&Mk8vB!u6%|}Zr*EvhN6&vyCjjpmfx^6`WGAN%nyZ{*S6h>O4EnGS!{71 z%J}0?PfebwMtA9$M+@4R87wV%Emo zSokkOquF;I+`k4l%+zq*v37S@Yx>%||ALt(L~|&xUX)oWlOtcR$LIDZ|lSN{rMbAls^=*lv z>)6%@=dDp%wHhVdda-_tSDg(AoTc7>1lpbtC!d$nMjSa$ zJc8kII-)wdD(f9;V&C&4e-3{5^}qRH@QtD~kzloxS-ozX=ASX}B2n>2eegfyLeiV# z)~SW{k}xy?8Fs<0?HF-QNqXzItapz}JP_sD0009302FDiQSa{)2N2KO0c;-94kr9$ zEB~*B3a>SX`S?=4nsJ(bLFvDjW&N)^c<^(cu!XK6e_LEU6eHG86pmvP=oma8W}SVp3PsxKjA}za|X(SCB^OG$FD-+h-V$V=#~05PZvlAcnH1>-u8e3f*i9L z;0N=Vq=KP}%5&17SOvpJu^srO%(opqQt@a_9j|{oj@;22G0-g7wrEM}F1oFlCsml{ujdFO6>#zC}g`Aa|FpFVrbvWPYAiLl9 z2u78#sR=*;01tN?d&FBl;}h5nw|K)ZyhLf2ztvj*3Kh3i?+FzZ%~&2$-R^m+b8Hmc z9d`v5vu_&e&1@m}+*>1^Lj&GKLf7Qe`VJfnp=;L-uvJ-sYSmc~yx?b+!{q++RWhD@ zY?aWP-S3H$?jJT{AuVD7(VWCe2*&o=gKS-BaGWZ(K1vE3eP6+nL^K2z3bpk-cMcZ& zjNao4NpY#T@BegkRn?4&GlfQ)g(le+)db;*(f=Q{+zg@YSR1WBp<=m4WKc7x3tJf( zqJ+(6nJu3_Qvsf@&smUw(2nEnZ89sQ=kpcuFT+l0C5|^ICO1cNJ9W-7f84u_ys}4b zcNP&rUkOX#3UmI8t?Vmi$CI;9Z)ywWuyYC$&gTbvv)PK)&$1jl6GJS1VN8&QYL)Cb zDZOgdP>1IR9VW}D0O6mwdF1nsNLaG(G&~H(0p?%;00RI3p?6^j91WbAR4KKw>}DDIk17f$veJ;Z$<#(%74u^;1sN|S~0-@tKtgw%TqTM zDy1JBp5DR&+dLg|oS6ckTj5*&8yw{?IM}ZTHe~1k00RI8W7Qy*ceaQ{9~Cimmi^=;g8GSC^%|YH8s*yy z47mX!JVRUlIpuTIsfvaN(+*E6Sx&QZtvIs^QeCTF9ko@`Y4nK^FVq;Z#_#%rmiW_r z_cbpdJdGJLh%e1uY0F(!Za!CD!HU??L93VHhA_&vGO8@YGPWJ32zL9k9MwK8g2(&b|VAl2ts((v&^*qP-z^S5Mz)32zlHqlE zclF|Q42`l1lHiUP!MtmJeNY1*IeCZ5S>dkfctGz=>!N&@04i~RLO z1daZqEP3qS-WOxUB9;PPsU+rV!0ZkW%~l_+k@K>SG@LGsD_zyISj}|i&F70zRKu%M zkU`*W?A7NN+PT~RxIPaHPnNoMo3zZ79wb1Sijlx-SssM{gdSKHofSxv3b84JE~@clktW)&sm36BkImO$y@sk~D? zhsch4Hv++UOQ#02$Qvi1-wP#w+)1m!0-)Dn2_xMg00wq#{``_D{(Ea95Z)tv2w(G#Cwo)tpLH#y|?%JLhy3 zI~o*rx$mT`p0?Ron<(>me)ev?Jd&q?xd^jsgwU&Alh{P8gB+*F#1-T?1vl{zS%^Hl zJpHc|IlM=$-Vq-vPIO9S$&_3FcN-tdrPEnqIrV4|r1|wK!W)1alUM?VoUr7WJ5@N~ zIuty^J3LTdsjpW)$n$X~Y3j3b?k82ft!U-VQ(ZZni#C^R|}M#4CDxod2_%V zJ0O-sk-2h5hq#k400SeKN@}cg8ikDi>~JpxqzAVwV7e}x8K%|&M6yYM#7>T8k+13i zmfI%K!+9&k+rCp))rk~UiCF_d1fIsc+y1J<1X{vN#-0W0=Yn{moVBoxU~t>Rk+9Sy z=w6KGZM>N$%6ByVz`xoBbOy^=IXA05J_;Hued8PN9iU zLH4!T2w7ce4aE{V+;XC}B?*GZISm)1d483fZy}700x-I|Qu-f+4e34wfd47A@6Vfs zQj^*%ee@l|fm%KGW9W^zbzeBvw%o*c`yZ+RpB*>`lfSg9A{a`f^m0)-*yf%NRwdzIqa0BR&D|L*;|aRNh}x)Ggt&b@c^foc$(KP^6u3 z_V%aC}@0e^!w1 z@AEaT!mtEo!A4QY^`K_f5dFVBEjkM}5Nu^_@bK&!O}A*d%_|GHgm9|4kJN>o^KV?) z=ib51K6gf4&U;pGdqq{SHUA>hynEssC|aY1!o$O!*Ne09TBb?JI755Cr(+tj99jA$ zngm$vLQz#f9J6bsOrCHYpf`9lb@fC+2Z`MEfs|Gr%Su?tKv=0q{r6lswhrahEO2-h z=wSX=-ZpK@>qn^e3eIxs23*>!k9_N_Yo3phFJTHjr@AwG>etFuPKj--PHu0!%mnL= zs%I0r+b=nBF%IJe6^ouLHBU?=v`39Po;B4tF3YCxx=HwKC|qO&dN4ZAT$uqJuCocygmCVV!3Zae&l z$gWy#|4NExhHdreRL^cz>y17*gmf`xH30>H7V`U$wsTe7x7-yXH6zdNk%7hqLnvxy z{N256NH<7*O8=uXy@M~0vM1ad4a!${B=Xq>D2r&iPDu(|&bw%;T-?6HnNGIO7LqN_ zlb1rq87nOh>#wF8M8y0Y8GrIawE8Cm^4V%|^N#VwZrh%v_&AFrf&mG(x;@}$#Z0*| z6+vQAqE(H*cmMo)AC9WbMJH>SQP_~)_w_bu;=aSm=o9q)^hZ~nbCsi*>ilQ)*Qdi< zf)=Hp|KCe;43lrjDqPy7DPdx^Egg}E{U%*l857;*PjnKgpkA`ED(+lNh8Gr2#(h0B zJ*`HNS7^cClkae}ilA?v3MKR1Ogg)DH!($Iy5|Pd|H}D|N@VK)Sz@01ujSeY7^8~Y zKSdp-xl>+pdMY@n?U4m18u@f0{U8x7`@jsjJPvQo(tOEk00093jc^e~xsv~f$I8uA zvx&KsltI&Xlx{LE_7TZmW>xV8$3Yc?2#Sni1l+$j=Q{|H$h*RRhgQaJ#3XH3^bv z*e97wZ)F(@Yr||Hve=07&G{Sz8~Ss~t2U4#8n>9l`j2AO-`O1om|b2V5`4)KKKSTY zfgBmBz;a?biMO%u#nualzr(C~AvvQmc$Q6HJ2zqD5ZU&(HR};mcWvbzAI;QKcJ(y%r#c*zLk94Vj$LIjMFYl*} z^Mv7X`TDK9iot{&?m1_yLoCB{o~1~4PP3v9*YvVR)KM2`C3E-+dCJ{00C=-3ceDtwGuWo#*%tVZ{<1&Q_d)421=Em~Nx}osu-^q9 z?aMt!jo*`wUS#3LQX6}w1{@9$aW$UPPUFi4uk@o}xGcFb<@_(>3`s>k?9bRBUf~Oe za(^*lEKN@?;cgq0KP5BWtDf+ZDJQnY5DgUP6yxG;U68!52j?c)OKcYT!> z$`4B0@D>9elIpyhS&GdUD0te!o6{aBV?j1-i=QGJM5NMDQofJl;>$P3rD4umY&ARl zvev#=pymyM`s`$SR~K>%VoUsw&&^AF2j2bNs72PW*#fgLJ%R`6yFwC7xFW9S9eum0X2BJ@n-ep-aBP;n`bArsV@Wl(uv@({j0g z^ffEPF>Q6loi+dduO=82aV}Jlf};LSsi=}{Hr_-=u%lM{VyN)X)9EJ=l@m!Wj0SR? z!2I@hrv2YE_f;W*S6ASWzj=1j&ct^{BoxB>_`8>Pi!$9iv+gz2UT7^^NW)D!cF+MB zw!?7*|D92fH_HD7F$87%g3e49U~%(nz58gw3xfG#f1jd>`-Fd|+nZVuO{=UNaK6}F zjoP~PB*LYHzE4;kb@rpzL_Tx3h-A^ndB6<+cyk$?4skmI5{&5>Jx5>I5NNEJX4(Cf z+Za2|kU^bM7P`krzXJ1T^t4}6d4XZbKq&cqjIA3h9vD?%Fe6C@*Fgl7r(GT{Q)*cDs?`t?6#P7mW=E!U;-ZmbN;{^MQ^JGIFmxb1tSCUr8|9+gAo3A4HfYI0iSnY6% z)t&}KKL^8?Xk^=W5cH}ii&yZEh6Zt)NxApeVtH`fqCZe5m6K?B6IYFLbvV%Az z^&Z2C4bB=%sjWO|D4+johMwS-KSO;C{iA~;g4VXc1Uh7yfJ88oJ+R)c?!tD*|FWyQ zDC~GiE=s~}pr{1F1qYwrQT&3kuXgelL?Sjas<%PH;19^Gde4w426e(Di|r~&X|!KR zDcr;Gt``U_FSbJI#tn5uB}nQox4iW9t4Wdl{V^xNsabiK8T`$J;lh&)Yl}M;sFkCy zwXQI>aImu-|~xq000Jwwt-MN;NiaTK~-Xh)y?B@ zFw{Z?54*bVH!R2iIsyfURf35+F|LC+d9+K+`*jTWILmn)^_4s(Mb#KEcgid8*=)_T`z1{)k<=+dBL6oi)m(b5P+osEppF&p(e9PbvF%i@7N1PywWgU+{=l%Ylx zxTWXAj-Wy-M+P8OCgZ%0`6_)L^`J4mf2ph|f`=eq%B#gogO-(wcg&kS`iO1bZX#}>eg6vZs2Nz zqjq!u;M(>T^1|f(kVZ01Flg$tWZ3K=@QV8?wNHMS|Mf9Uf*;wL&j^! zMu{T?og3aw=qBu10Lb!BKf#@y7#69MObK+g*?b*HpXHjE0o!;#M^MkV`BigWF)R$E z=F{m5VpF`JL_h!XtLMcPRR6zZu-eK&PWJ;Hrh@tvA}Gp``R}_gQ)>!?NH)bGuY~r1 znLWdi^YjX$=e@nr^3I3Hb^Viu#aFn|blJ~fq*L2|V?YOyB#)%~P2E)!5oyT-5mw#M z(L=v&Hj)1YO)sTL83RU_K2L8B8ZCZdFN}+yocKZo879GDQ&EZApBk-t7_v;E6z3;q z{NKwS-WIo91s3Auhmy>7>C1s*A|=``TwT~%>m5#_T#U$K^3BIM?}28orjr_6V=c%_ z$qcyolGz*n|E=E1E3j4cpXqGUsjOqcQRgc~P*B6-c+`xJ5unfnu8T)sfGm?Z(rYAl z8oCD_Od60?N<(jAuu;9RVl^_3zoZA6^;R0mn5Q(Cp?KWpm^LJTw&~^m^Dot;I$|JmjlA%e`DKR+zt%F%f=5fd;VJ`(M)!8`o%`vt9X!z2josF|^>&FMSd*wpuW zHg$6zXqBAnrXO8#y6rsHpmWvT1Ypw>z2;F~3paf$Yvh-oX1P?o9Y~F( zG3T8Y`a@RmqP!?6iE&QB^zS6>!{xa1SuuYvkRVPZm^{6Io8Qy!k4Te*Gar5WTQbSi zt1p&97^arsU-d_uC_HIjvY&J*pxSQ$;9Q+}qZmGU=GCuU{#*u!v4py><+*XiR-f+O zm2M`@we-sFLQw^2V5h$uVQ|nQ4+x7?ToMI+JThlhNz=i0H&#d%4_PH}xZ8j5{k&M- z)81M@M$s2p!59<~&G_lO>3bjO`TzcH3l>KX89>JHIg0(L zSD4@gp(LnH!HlS~l5}=%<-$8NCH~5~ST*W0M((sC@(H5>t4(ooflx0HoHqQwa8NBq ziFc<_maLS(z-}-P_H!vtwDs8d>on=hqd>TFxD=TG+CKy5%ozgM7&Q_9d1Y6;bvDMwthVv@DG!eR?I?}@JPM&A#rIl7@~=O zO|a4)siL3%NQbI!mAZ`@*fpZOlNOle%~GJqL@W~u0`@s%cW>q$ zMeS};kOc0BsVE>$l_gX#u$PwnZzp=l>UJHH2_nt-DN*$RLmU^$JE+!1A%lg+6Akn> z@3AuGmabagkYW)rz|rk;uJ^z>A_O%-x|TsI!rCum0tN!vkitS5X1Ge7IriKk5+)cVvaBomhE(o3TnRuR|pYvl$b<7N5 z6*V{6?Pn0&YFIJJ+bX}2gg#>+p02XiuVS03&1jWQM0NrtSxe?UUrn#zsvD};)iZ87 z@lc^Z-uM>1w$*k2P$(V`@w4isK6b>Ey-}0|jwX81eSvU+X^vy0QCp}82&kv>jj>zx zFmSw|#4h$y!A~8-pStJ>EtagDkpLd*x!cecW4^1ZVgDE9Qkqv*dE!=PN38yoD zL>$&>j)6Wi1Gpf_(|=qBvIK9tpbSmv5QAt{2>q-*2tYc5iHvJayd3MyHi(q0;>bj>BS&F;zY(!Rb z>l&fmt9Z^C{+j7$kV$2by>FLE4)DHBDw?2N4g7>BL#u8EIow%swracnXf@O{R8=ve0=G(torMTerW9xa(Z+9}p$CJ!a+K?-GcFC8WUTkdU*&q))(ik2>TP zt6BL=g#&`BhOI}`L}M4xm|rh^)g2O{mLO{ufkO?}wn*eDGr2D1_ms!VDx<9@fD)@V zJ1xJJ|HJ?%#h*cRka0Olc~i7gy&Lg(Tz?^Q4Q>1O)2}#ny9a7P!l~*6(%hZ` z6fE6$&84?4A)uN@k;94KY=*E}L>dwauR3DgR^dM(K;^ae=82+OqS=vVI_mJ-O-5*J zE_&pb*cO+kFXY(DdSRT_bFy&y6ibXxGca*1f!N9r zQvn$IoH-!({ZY3y2M?;;I;)qnnBwCQ(Y}`+VyyM~6NXU=Vcwl9Pea!d_!C&wBTbQA?v$%|=VOgnLqaqM-w0AP%hs#EjnKq45k3|@ z+UZMpByW_9Z0TJxh5zkxwNZUC53fn0HQ{RHZhzi>OM7fwUmNl%2V)o!-^t>M&04Oa z)F)iM!>ka-9fWQO@7cI=9Nw08qICu+8o*t1Yu(z_)BbgI00kO?lTh+9wXpjr^oX_c zMxp6TWa`;}01zoB)L4UhO_ajdybG$qu75aS&Ea3dF9P5Unlxsow{uF@9F)DB_Juf< z4gL_dU}YXv0_@@$`(0MXZzkE5!3}!pTs=+oC4e|d@2FmC$f8z>X_}2i=ViEm3-e?! z$N|)Ozxcy2QEFjYWnP&8t9%%b>Wv;3_(SD>m~8@|@6@LGg3(t3$nqa>Z)I6_FyUL4 zI*JV6kQuCjvQ(xd1vMey#`opMvpQF#3u6ltA+-dZfTFM!d)^g>SVZ-)8EdZ)MZ=5!cTmGFR@mB_D&lMBI4L1v=#$pivi#gEmJDoOkg47 z+ujWHx;zc*<=l@|oO5?_z#2y?alJkM8YcJZ$H!e=9Kp0EW>a@1SkQu#*f2@Ukc_*j z)cf#m6ExuEvy3-RW42{1pPb3NDwo1i*uP>(if(#E@E55L6MH5Nr(% zQ^4Jt^tGEI5{mUuy89+P0R85lz}KWY{YyPsQnt}33&$AgD>D2w-|j(}xf9C|w;5lk zl2}H|ULo?OI45Heza8uJLC!3Je#s!EIg9lM_@s$JVTL4@Np(!>l%jyZ;B3 zOD%^JbGx&uiwRH9o{Sl`GxhUagS9kD)L3>9moHnwx=EJq?N9w)m}9&(({&YZ_b`)U z%OAm+-93}{>Faenn`xr9R#WFy7<^bfYS^61$Ry+X{S0&3=bJ<42Vo#cBr54|sZ|5^ zZ0)UfZVwhYYc+Sl43IV&U}G5YQPZl|@FGB(L}fl(jmriwY;2B~?CnvY6PF^3R&N(^ zJ@)U^Eb5~9zLsEi-A>$>4#L_U*;yboQZNXd6{~+bf6~zC_ZMaAW`)oX$jFdS~-;S$&`}L>)MVzFBu1*n)(<9k_TD z3i`pXfEi57nzJK*HMbtI@66Wwr$~9^-a};J=H3E?p&&m%|x-xWI{&BY)3AhVVnaQ2p-~w!a%tU ze-#(aOh}v7=?cD)Srm!m+FW!OLEycSe_|M zt6b%=JteJo6N0{mJ%VT`b0sP`pO-z1Vm-iuhIw*(O+KP)eS-+@{N-Bej`m2%vvoyJ z8^T-5U0@bNgbgKbzf|ZxAvoPqGz0fuPcP#BrMFJ!jE_szfwM1M?XLtmPU7EdjB|r_ z0A+CevCOrCkEUA|WW02^WgK+3VyrLq%dM-exxz z)iR1qB~F%y*SvEs`b%*9nv9c9ED20u1236`|I#mr|LG(9bR7~ZF_bQyD7YRHNU?`t zGYYJJI6Q^2x9Z>Rw4J-L#wR)6a9x|IC)4oNinz~42!v9CXN~*CYtpG3dATCIogjHV*+5U0mf~yHMX?9@QI;)?tW<`A+Hkoq zMAc>i_pgNkiu6Q((Wf|Ki`X9P)%dT>1pkd+_u5jYkw!YnVYlyl zD%N@>Pkmw$B)EJqtbOa`kIv6rzaxV^#8CC%qa(nz8i~9ERD`9(A*r5cz-|AT{-`BRZ=3A03mybbf?>PX7;0hcqOwux9yWb-9;@&sBFu zWh9!;ud&T5#Jiqn;Q%Ii?P`EdU0N{(ZGz>sx`2kof{VV*48>@$^5>f|oU@Ei2>H<^I1YIpat$#eG4N_6oFE#@wIBRmX*Hw8~_SNC6rX?W_n^GVA7& zJhsW0$d6#9gcv9X*8BEXJf*+oci8DdDj{l(V$0BT3R2i7!JazQcEC6!lzePHl%H`?#r-wg6 zw49R&My-Ci+Qon$Y?)j6Uwq|L{1mu*-Tc1qk+*e=Wi{*ao#9(xnFjw7=Iy3xN=AHf zqXmdX!@m~EMlcFiDA%DI$H~a;P0D`kEYN$^t@--{-CySc2K)XXwYVa?+k5`=H@gc1 z>yXfNH!p4*Ju43Dy}J@zLDAB5ct#>*!}Vt{|6 z1)eGD85L??U|V|-)`L-@M)SkwN?|rI_sOA;tLTMw>3kx}(QiybQe~^8qLe1ZaKa0> zpk(_$gy~^Jr(H1V*UxDBsm|)AltTP$;R*@Zkd>#)(?7sNspp>O>-BY5|5?!H#_i2G z!!HW9RVnM)b#xmEuuk%Fm2KRO#Bwh-sN|)%mw~W%E2r~) zhZ8C!5k-S+OwsqXGwlbMVPvgYm^t*Q~Tm)Mj zgc8kbfraek)VG_NyrFFcsvjrea^gMOGA`;>l=6Lvd{+2fT-*90tI%@p*{RuP*Wq%3 zSWn6&$$xAtJUYEK+u@O8mA-bU(t3F?@R}zw#+5pvVZ3%w+RgMx)4?h7m+gB~{?vqE zLb;sCwks6Ra|1M)xEZYUeW&41R}&F{0193e79V%GS91~{|NYP>2PyK3q!fPOtN-ok zuh#|t(V_+aw?MxCi((M+Y}@aHd0TYaCqRgmSQQ5Cpgv_GOA3r7-53s2As_$DBgqV} z_dzm4TQ|owwYoXPA`OCVz(s-g9{-9xIf%&6lxZ&N)p#_$C*6N(xO2lR=pJR90Dx|C zD`HF?&ym4kFahDH=rAY9@BjdH3pwx7~#mK>6`kgF=dM2=Nmx};e*KgFSebhPlu@CGnrfcxnG)9AwSy<%M_6yveesPiT00093E~jw79!N_g-~Sy-w{7W=?f;np8A|~C z{`H2KdnfoqsOB=tDui{lV~6^W8ld_twlMgRS^IGx1l*l`_YhSUaq9Y z-LugHREOT$%F7quKeJp&35sOWz~U))93gO+4cgF)Wg<7&t6Xgrf3~8!QZgu_u&qPE zZp~9I<&3b&HU4mWbPOZb!o&>WrXKV8q2hnZ;79igC-IOoP>90=*z$#GF;X`TsZIs2 zNH%-N%5bq#WNe-VG4PYa5OW{%|DNi-8P|ux@?k1>^5P$+Ks*sR3oVo}nvY809m+d(PNF z@U-of!2NC98!mkRcJS*K0f`m3YITTIsd|Jny<)KJPlwKXy(%l0V0QqhRI06ci9=xp zPW7#m%)a%|rOGJzsCwaU3L#YP<7SRIfblvkxzrByIgt!8o#0UVK37Pg9FwQ5%%Z<8 zT5SzTB{<%`b?y$TWH5PS$h&ulLhtSl`IGCA?m%IJ(R))C4GJO>t(pJ*V&C{zf4VpA zkH%LI;4L3{|994Crtzyr|5zTMTH?v8OYb%v>e*b%3X+|=CwFOnoW!00+3*<7o48Q_ z5*o~r8lVv>Qa1=5(Ki*vhCY0L&m~Y4uy@Zp_zWHcekL&C=46R&l)zzC0}qc`yI!N# zi#X^3-4YCqq9UR4Smm)zoNOP@WG!41wJ^nGY{fNUH!Z;#9(^~%*Um}!DNd=I| z?g+QarrV%6&MtfCjm@mX7p-ui4>1`xis-oDSF-bU`A=S6?PO~-Y+`MsGbPq}G2RfO zRh_Fzb>)|2$7~o)0f)x6*Amr1h1`5#ElTF}QAI_v4n83<6>_UGljyZK+#`b{q%`+XnIX@cM5@Fwxe zWxf^%b@VHv9@$%ak=*`CZ?o|H0+Q=@;tAvwg9|Pg;>`cDUfj8P;A&0FhL+l(P#Bl+ntx zaWwT!k_b@}hV5PXyc}-@(+pC(X-C|^vR!d_%jrwR%jQRWZtoZApl(GRhYS-wCAM$(wro;+_M0Pn$LmCIO(!0W+`6;gE^I@45mY*! zJFA=g6kJ~}&g6Q0WGrAWyb~tilWHxjl`uX4yXOosjogIA^Is@_B2X7^kjv;M-+0e) z|A@APY4@@Bv8i$kC_b$F7OOOUQ+ap(zjD1{pogj3O7D<=zK&KuF&~8uEYazHzbVoD%ftVtN;J{IUu=vy6K~`l;k_! z!g)P3$Id6MQdX6d@#vxj*(N74|G-7DYpey2rs}D*;r(_icCQf@5TyiW9L_M&uzuOW z{tsvNr?Erm)&x>A#<;{O*#k*mKV>&8mNfPH9Cz1!to*4vw8~-{$;uJlVbNPk5$@A5 z_N!-%;*cN2e4(3Aahk?aRZ=C9Wo_6$grK+^g2U8n4B!#fdPt~{$;$Yg4Y2XMjPpq# z9>eHDA~vK9j$=!02hpm6OtvjH>_6PsIoa-FdQ9ip1}-KOZz4O|doFFF0C(~oLVw6ZoefeUE#;(l;a5WcjWaW`EY*vFV5}bY@pR~!4U(TFk zm}A|dZo(F~n)gdOM~|UZ`JU?3rD`MTL-%3$_stOJ#)uLgJU+_X_#q*jtIga2FUIO| zcv9G0Lvp8%4BMcPXVUhD9chemIl7F}js68O=>1DDrH>9w9GMjRM|!~=+@-xJ=Q z7Xwa&#={iHZAU17i=(B(on8E<77R>`Y<_u@8p~Z{$TFuVyrCdXr@>u47G?z3WGouH zH@$Mt^#A_eRqt}*C)ft?&6&lqG#wIF79EcHVdzcd&E2&hM}#VE@OSLyhAQJuX@RX| z4-nfh)qV_0_NfygEVreltb8~s|0oHmuC95*W#3k6Ufe3xXo5cOFy)q6`!&b8tz z*<5CE<#zE%S!qUrSd{UK!`ktU_G0}ia(jcgr7))QR#GPDJ1^R({QMeUzXX?%5_>*N zHCT3(C%HI%qX@N9kr#OfxcWoXQKq%Kd+3B~y$WJkL#vO5`3u#mMH7nBgphDC_L75N zz%L(f&m;DWU&L#zvf^)O4l&1T=ZGp3Fidd}(QghPCFq7a98h&QpY}-8ymP|JrrCv&%KdWuAHBXU1kG@X7goJ ztTnRRa+$FlKhH?9IsMqAW8)RezeY^+y0bH8P7(IA!jp=g?73luKCGwcrXaemVVGUM zvB4=wiKY|*VEwl4V$o(F6Pu`ES{GP!<{RfmiS!4g^i^MVxj(pzcZq0G*OlS}DO0P_ zy@}mj$l}!sJJ_5g0%w!H5t2yDOPASHpOI33`g!x;#sv|sHWxKQ*ag*IqTQ4(EiaHx z{g3#}Vd4hL;Pj#I@3?$eSP5JLybsW_Qv1l0Mawa$5Z*OSldAp5&j!lRw2a*&XzHVPgRc7`once#}(vxAv#h&#uNMXw~Z$B zKt*v`^B<5*Gx0m38M~|@&UwlI`wF%kth3x#h`Z4`y{gC}DkV9>m-I{5y{*o4e>dI^ z*YDHl>Zxr8x;0W@y}pY359pu~akn~Hl;?$nFt-Xl^CIkXx?WR>Bt3S~2z@5e&uUW9 zT&#)u%4$vV>a%A(nSAI?_aq$JQ9KO`q?(Mox$q7e?_MKy^WW`J3n)UeVb0k%avs;P zaDlPdCMcwWUAa3R?9f8gb-9iAjl4SvpGhIH3QWk^4kRmY5}xjXP!c*tGWacrGF?s^ zc;$eG!6HG+X^SKU48$j?z?J=QK+OBX!MBTKk>Br!ETGTN0VScSmMW0QpbH zGDcm|YRCmX7NZ;WgB=tIoPD)M*@cW9n>$$V9O-lmp4okQQ%HaLg?g_*E-P{{5Y8;v z<4t%Aq|QbHP%*wUybhpmM3z#IlI`@RrNzBhbE0@b`fV$M=S$WtUc{Bd$<#S1Ujpog zE=J<^%&KoIryve#Wkzv-lHF^iS*O@(<6iWk>c*V)94tU*6#~qPt&78VhUMc-KEP>Hs{3@U!cC>e{Z^4}^K(y478uh8OwFY6)cpNq z;mYC&Gk~?esWL|4>J??y2}3RUafK1BJ2|9h&Z@Emd4|o4S zzw>X}S%j7f8WkX8|2Hyek>e4O5zS|(q)H#ULd za+X(&wvo(n4u~kP!)94lJp8e$?<>%ylMk}>P9}qpdGf_fFE~@-?O+*H6e#BGE-sHT zA@M#1OuK|@Bo$eqpctPf5XwR0XdB)>8y;ztw(GoC1a=U&u3#KfTUd`x-Kal=F9;Ix z^~{98>mie0P1ijd)X44C&)AJ~;=<{R*ceG2(AoeKLEMH7Ca){l&2_x3#ZAjW_`4|I znn!H1BvXgxvG8rtVK$n4yHW5PQA@cSO7?WB{T1v! z=)5<&MZl>A^}ds=DxMHh0vwEdi?+h9wWbg8c1!4o>$c=Sz1whgIofNE91I6?=*2r! zzFBJGgKoXp#Hqa7d)x0j20;uwS+Y#_FEqH?imsjh-5)78->CJ(5wi){VFhPq&`EqA5PMnbQ7J2kO;HYxFFxq()luunC9Y(f6olC zZ6|M#!Z~^`%6bkAnsn78(bD;{4Ax`TZnnC6#a=N^?r-Qg9FGndur+A16`YYB>uI=l zwcgP;{PwZBGLvNVe;cc3OzM5r1?n{ zSB&~F18d#0aztE^)5P&BBEXoO9#@bPUJg@ge9jbUx}uEod%A16v9?DZK2+g;Sr8d; zG;|D~4AGW_IxgBv2baOb3JcZWaGYC6nMZN|pbY#9^?1)&*f+SeRE_7*Ub>Sym;AC` z7-hW=NQk=0Mg4Dkob)Ov#oEmUKL#V-$CcHCQ1zo47Pwn5R%*lEe5oyuZm z=b$6ynbUszoGH&5lX-okKoo6Rf!{|l7Pq-{xn=ry17ueFI<_eM#?Bj~0VGtNx)j@@ zi5%eO$Lzb20;OM)1kQj#DLhK^y#N16-`$ZBsq5qVr4<<%TChqo(n$yd0`l;Z2yDT* zhRh@T`o=5;4w6_r#u;-S{jg=(J^n@<%q78AmqsG^ND`oBy7_C9EuzpV$WOT)kXfMeh6Oj7e7?JW8Q%9l z*-2=8vn7T36MPOYUR*)uPrTh#W-P2@w?|BLho+b@vVsXl#C@6VJ>X`2ZSgd*5nmGx zqKo^}weiV=~^7E+)G5p&-{vhy&Nh4!My-5%kbTRer_C_N;vzGrd z446FKe<5!ND->?qYPMjB-5f1mO*3RVjaI5N{&AXjKGA_a`kX-n49EZg0{{VgL;x1< zA~1tppK*t!&EyPIp;3g_Sw5!w8Tog737 zR}vze*GaZow_&D7|5#T}C1Muu zY+Mnqb{rV@>fOjVgXR+7sQLV;P-3KkmIs{+JRExfk3?48oo|r-__K^*$yu9wk_@V? zP0R(e3^`QXp1!{T3iib|>4{g*RSYqW%Brg4Ag%$D{&=zPKM_zwj0cs$w{;(R)4wnH z9+E%S16^!0FL+T-A5?)gZ~T$5(DwxVlTE0qGODrfv!IvwGDlt8tcO>%$#fPLA%Dnb z#E~zU4p(IfF&u}~9Kp+l+6QZ;Tr-pK^v~DXP*Z7;U=+1{LU)^Yf7E@+d-ci&g(94$ z3oi7~8m$R9-pb+5xVyxoSU2Z$##6XuQxVTJ;L<*KZ-(A6LxHlIB-BX88+AVM^KK2g z5Yl%dKy^>SYR?-ZDv0h(AXn~+nv!Xoq4jTHT?a$OUhI^xI+%00&*HA(fVET3>tXX! zH|31F`(&YHeGzJ^I(@8P*st*`1-aYR`6M>ufJERw|9+0tx$wJ2VLZX++9zH452hek zj&!;aWqY9>A{A8it_F}86tGCl4KQRor-ArwM~dFKenxo~x@;d8-^M~PehK9$}djnN5d5^|gAZf~DbvBBEfbFqPPm4cre{)1&{T8DNnR|aZN^KylJ_F0`IoZ-O1g5D5V5S(_>C|h6% zssK#H&Ed^3s(yI%%JJlP!5{zKFldUuB9XYu5d5xb4zi-Y2ioZS=U+3Bxx_79VA()v zZi>Seu#4fA${2)~kxnim(Nv^}$ikEt#dAU~1boxc(OLI{4mNU%hDND$l>=Kpko!O2 z)L#tKILMDNxCj?F0tAji1E$YP#X9a08yR|E&2E{vCVYH~6(VMCHO$$+evg5E5{GA? z(yCz-Oj!Nj&Y9wz9VLV0D)=INtVoc4Gj`-R%=mm8#i8MO=(N zKxG{ejej40bc)tiTfVhF4Ebh05?)kJ>OoV7Av9>D3=$s{W`D&>DVRo;jiodZ>(3FAj2R!{qZ>6U;3%w=76E=YEcI#^p6x! zo@bq0kFQ~3mNv{I+Z#-CwPdSYE~-=AjNS=gQ`%c4oI#Mrwkw(@y}D4K0SW3?|7B!pO&Ax}kgeHD--38IGjn-m?Do{usrjTsFdXo z6UP^6c;rjP33bnp% zNSKoZaL8*_B%_@|Ns8~T$|&WGMt0_2fv~%^D&8gs|#Rq_q4R3k*$%<97b)U z_bkx?6NdhTTbE*^<;MQ|3%LvoIFPMgEppahGcvRsB>rvT$*?g%j>@-BN+I?Q*b11N zX0`QDoVf3jjhdP%RnQo8okm2su7~Hl*#^*%Hinp#EUf%Nw=$rW$EmrH-xjCm5NrUi zY$Z!d5-#y95mrucbg%7Pz*#RY|NsB<`hWZmR5Xv)*Q;bJy=!Mzs%BL_Xa*uZS|NrW9iCiGI7&5L%vh6ekdq6Ja ztN*Q4&04tfYK)ufKuV3*As!uab#VHoEhh>K633~Am=lSFSGfzgq?SmqllO9s2~M(~ zwl}`Uq5sBZSZn|Ka&~RK+x|7O^G*F>ix80#7^1`$WZE-9);3`UE4wt6GNCC;zVm1bJjlTyIZ=Z6&~)ut1qv=wgY z0Dt*zN{=&cwrMmKhVMtL4pC~&znXs7mqYFw5$G{ zH$d$tm5_iLj+jVJWMc*!k{Bu@@S|h|%%XIUB08rh<;{T%U_DQ)CWu6BZ9W&>gMMwd zen)3WdqLtBBH!_Nsp=qY5#%P<$+$_ADX{DbyiY{U#QuUIie|$kP+CHwQq=PDr2N#% zP7U0a+=k?j>L%sohraX0o#ebC_saW+Ct~1ln2X=t5&gLT(klO?Y4kV5Njfc?rSE)x z8x^dNO?={DrSuf3Yk{b(Y;JPj3R}EmFom8N%;%=cYoI3g83AXnkQ&bvr;k~(nfTz% z#AzHRGj=^t{qRQ1Kd6q8DPD&^T$kUKDQ0v zFNEC|Z61O_XkH_q-CUk#5iH+322jI&^hEUS|Z93t79dZre%u%>1Zxa(Wsrq&-5Yn5SmG<#)cu{yhNyg$CvPtpqUn zv)Wgk_zpgh2s$(e27?#p%q(1|3j_po8atWLal8}^ID}iuWI{3q(BQ!|O$E)6`HyFZ zFg|uxSsY*bJpY-$S>wHOnMcUuTLt>O@Yq!|E~21>;Ji!#onfnm+<3e{1@Z)u4bLz$ zyNMuSjgoCklSI&Ug_T^+s#-T5IYiqZz3$S@LwbRhY~>17#s*E<1NPcUQK5zW%F8x0`}h^uLOZ>^w8mx&Y!7wo_;b_-Hp%qyh*cd~76}mm)bsy^}JA3{1h>PEycul1Uu=d-<-*wIGq5ftd zywx=rSwBQTtUf8_^)wzugA2T)JBag;-M{HVfiJl8nkU)ZQ_Fy5c&g@1X7BS~|IG*{ zogLd%_oC+?_Q`mWAD&@~%=M0@Pg_~QUAVyRAkY`NrJp2|+OL=C3cz{5!P-DoX!&zo zHq3}?X_DhyV|In~xK4~#I9=e8E?!6|f%=nnjsjXf7%WtL~( zX~++eqDe-1%EXxV;_Q#J!zn6QgIg9=wJwL%l?(pC5?Sic zkqOhG4DJVTzZMZSDe9?vZ(7_IR*x-w(Lhryk{&s=eES_3u!E$}ALMa`pPoXCI3FM8 z1>*8i1E!EKcXC`hBifLNM4H%RS<1zo)GdYMAL+8H{Y5 znWrRCPi*t?>=Xy0ck`3gJrd?~EP+-f97@X!`XJWu2;B;XkD4EVq>Ah|pBT*vHhF%C zg74MrRbRAuR}P+6j?%p`t?%20udrUojR1yZl@OLhJQimpu}$I(-;cZ3Z)g^R4`S@z zs<3Qi#Y95#T~_25kQ7B=!J?5Z{h6kS61!M)G-M_LA66~u5ad0+#~{nT#DOBv((<(i zzA07!B4TLDY{rK(o+TqTljrzIZ1W#JY7=37jE+lh6qc#0#y6T@6d04zaY*1tG>Z1b#N90LV zA;q62UpX{b;>X`u2047Gj$b9(`F(EnP;p|=E)~sUoCeCl?`D$X@5e4d4QjiThTm?< zfVJfSVW=R~f&6jsT0p$$qIS3(uRLqZd@PolsP@)zpFm`S04DfNTb}OEU}&*M3kN^| z0acGGN`f}MtQon$^3R;gz3y&CA|$(NN2v%u8{v7d39?UU$eiEBfYloH!73CvR78E5YRD{G ztN)`>@kX;t=G!kTX1bHJ?GF(_ma3kVMcMug2J^0O=|2!~jUZE3dXI<*o!c0%aZV2e z;I%_4%I0vOb!zzWhQ|n!lpizz03pV&E>#G>=)6M1_Niwe;g31%N?(Qe9(Z7pu7x^B zhIgDa<-a<%r2DRxWw|!ta+mgW>s|aN5&$)HAW%2rhZG`x0eMD;P1tn6&ssC97F@pU zrRn1hs@V6f-5!z{Y$~;SB%0SPZR@KlBjNq9q%)wXDu0~cK2ck{8Hy$m4+@PNgMpDcKWatX=VLu6?If)VNY z32aKUI+0$9K*5(rhLvUB6-`oNgtH$zCDjzL`F!IYsjlDzFZKWb6`aBe#6n-x^}a5Y z{*3$jw@yQ>BJthsrg{u4ib40bYg;=!#RbV0E05tJi?r@89WNG;1o*!9rh0HODB5&Z z3LLR-Gr~0rD=SEKKyeb~tJeLkEo`t1vVU*FhRjij?i2hPb+ddBzEBC=L@Q)2aJeS$WGvw*71=E`G<{un2w@#2dsH4atVRTTB=pqt^x0YkzfD)NJyU1|I6DmFf6xb5g>QCU}#=N zn3x%^iZzATb!({$P54mxLGgA0JXEOhs<-*VSE<+Vj_-qPflr#)H?w8)(P<)gzxRzs ztLcM^KJW7w_*~;Rqg`b`k*Bpc96T+yUK>;LBvQ=3IPbBQcY&O?S&MxojL?Zk^L$|z z^3?)E)8a`Ddh#ByCAJHwLpi*+7G>)TwR@1)(beRDxGJ8o$xW5#isBwGN&o-R`~Q^~ z9p<`w2$}-Rgccrc9>|JPPwP_3fBRsb@)6l|#A6kwGA2jfYhQZ+Ame}!61{P&$7heL0T)a0(6H^G9Pc)ErO?@ z*a*e979b+hm~d2Z-xXQ^{hAy)r_}GL+din4kG`q|I0tZM5S7dxZy8KsvxshpR0#I% z&bHUMh4&bLK_7&!Je-XvR4q4=oxkxHc+0GSdIiJ|m;xU*gy68lzRsQLIi;(j?XEWg zM#%%FNsZlz+cT&-J2dN`s4~r(QN1FHXl?qZJW_Jt=a(L$bWSyrMmD_d*1ZN7d5xPe zTmfPm(Pa}RO9_o{4HzYQRa_75%`{QMRsmd#G@sjarZ%!3v>_!xWD zgt(BLsxp2AMsJdCrF9~DJ8zN9y7k%5(Lk!UW$8xlF7&2!<;|aXIs;81>gisC#h7l1`NO(H%i`><`Brh)<`P>JU!Afv@0qXYifh3QlxxXCrQ`cF(6j zkV@=8*&%u?&(d`$&~lqk1CD9iL`-RQNtpG)K|o;Aal%Z>iaysU@AKW|h6h0G5tOdv zl6FT&InAv}OMJ(j!T&t#BJVyiYjX#1y#CAtNBCl(I8XfJy(z`%epm5^B_M!ClPezG zGh_e%@4wzzTV&|pxql?90UY#u?OXh}B-^iMyAb3Tz7$BbG8mb}`pb|?v*etEXRgY^ z#+xQd%UBKxbkXZk3=nP+G8Uv>Cfr;w>W!1$v8VEJ$dgC#geF?H;KD$^-H=ge6=vs{ znAvDimpI)v$P5_fQB@Iz)NY*5ug3F%mS}o-l zQhMJ(ynIeLjw%#SuBSzK13cM=J-cK>PEeKxQ`!SfoSo1%Xy23`E~!InHRNP`gqV!Q zs_+V~k9C=)Jj-HvX0eR-KEg}miW|_iA6Gr-(l4+p41{75h-6}r4~RCrfY0H7uypmU z-%SjQ7wVIenjiB{OxrX*jdZ0xH9oOu9y{dp004t$XF|NIyFIfxiVy%QyBp-x%NLe1 z{V^ga2G#=SD@*`k1Rd+=cisy~5C3i&4wwS`|5JJj0zSqSiFMg*4eDn!V||NVMn3?} zJfXL+Bi~LJIvZ`2p!dD=-NRK_h36tb&IN`i(=XQOAp*~qL77&DGTr;*%q=9(u=Bu) z*U!NUJ_OSr<@76vu0NHUUc>(2p2oB=vLfxUabSb|tf*>@zyJUL{<44ys5*i)?LNmr z;IiJ;#k+k)NW97`h<8AM$gjl2nibXRXb~Pho59Z<>AXUb;`HQ`T_aya5<|ZX(KHK& zh~AiU^>&pu(dTmS{5QT7L3G6RSU=QZ-TuDk7J^HumpY!^Q8o2|!-kKZL5vl@TAX)= zuIEag;ABz?mMjLm$5@d}_0wrS?b)6c9wKZZFa5w=Jt;%kU0&RyntGHGh1mWPg8Y@5 zXz92e7NWyzm0 z$KrtGQ2BSM|Nqk|&42aaf1mVzfNA&Hix7A@cB-v7e~!}vCzbC(Q;tPZD@37|bH!}_ zop+Hll_~V9pWmQvlg}2mPM7PbI2iwys^6mdn6A7`j1^+mn&KrDx()ZB0z@ow8{t1W zohE3V-Pry@O#I%UW+b3xx}4#!AFMay3jjtpYjB9_5Z9Eo9&i%iJSl16Q-^*BZV^6Cd6qwZ?0M+ zSkG^n_`e9IBLMw zn8l=Xuw;N!{g7c0s6wS2dRPSxZ~)t)(wy*;U%nK#pDJ_^Y8t}gDQ*m~V^xuh-R@ow zd3&ysDg41aJSgx%8K!<$Bfj15dkJ&@Zhc~I(GNGR-^cI&>zI2S|9`du;bJ9w0osQU zFcU7|l;epxE&N^Ln9Pxj;-$Xup(;In<3Alh0GN%0dt||%zR_z~a{0y#cR5HREe^PP z4;UkDd3-ocqX-%~ojuE+?Es$f8HPqt5@QZ`d&DoY_?{`>{%=47|7}={uVM439E14@ zScPCyMX0%$?8NngIp$)COP=tG*`RPf5NiphIzrwsCld&66*K%4SNwIJBA!^i`SPe5r#Y zR^=f+PB3tjEO55<|Fy=O3qcRc6zWGcvheR|5nAGCnR*AK86bqkyJ1t5s+1xiki6`? z9>hE4$mh&}3E9`19If-G*Gu z5+%56#&`^fVw}Hf!iDzeV`HORntv_{uPhL50&xGgGy90NWm_t{WRco?{#KgMf zGMiu2x&Qt)vuEtzjoJA->_nEl+Yy4+^$KRnTDN=D$?lyky(NoCkKYNJ$PyIrG10|m z%dg}Djj_+#V0!U}@}UnXSILuK9puY70sY8oAHi`~sKkI?v2yp@(swdXg+jE#b%y+5 z;ilT?Rl}bLJ>{TT8CE%zPZ+J_tbi>zDo_R-!iD}TXjOmzMWwx;xp*VCZV=69HWMR% zLfO#V%S;hd?JHbj_e&tvd&NH$Iv8!qiC_`5yyosJ+P94KeE*j$fRj*Y9H8@73=sL7 zPhnd0FwE3TrGb+jLY}=y2+)B-vWz1u&$Z8o=^$5Yh;x*DyW3eJ{4d|FxLPMobcxS)z`adp@EAR1U+?MZw} zo981J*VYqkxL6wFF}o*`=(pkv!!-Y?&m zfLNN8_WYFTW@*L!T)zMK?!$cyo%PV(lTL z@+`j)Aff1bZan(q&^#F)xp5;I*1sjQCYdomRutheEI)!+MDia|Y{G^5ezxo8HjkS_ zVr-NqGYy11O8lER*_`RCr8sY_a zK@i7fxtU+2kWr@jQ%Xd8;~?0^I+ZiTctsqnIF{f|JU z$lHC}eG`zTWwI(pglvzV20mhI?}HMjIP0sOze?kl==Zg~kNRP-b1m``jvYWL=jFWy z8h=QP63Q^rW}3*i5-03*fO$^gq$>L7Bp;BGjob13Dm~8Qh3;9QrFb!;en4a!PP9_G zc;SGySv_*4)uLQ0E!2^8~*>2EiB7hIarslNZ51lw+S> zG3X3WlxHYFE3y%E=%1<_#*PMpP|BXuc`GEA)Kag69M?NR<3*bc1iAgIZ!cHB_9MuW zGq+ukNNm`0a@bp`GB{izD|XAqgS72p!OAn#f>|bAA;X$Ao*;W}HR*z{m-F)?o=e&O}tO93E|v|_j_f@>+~T_>Rzv)Tl~CAvlx14Q6Cg~?d+-xCtJ zZWpWyf~_Y@*iI5@kNqS4fLjC0Qmx>xaDKE6<@stfZTXbXT{2<#_1aK!Ms$q^NxaRf z763nLc}QPqdRpdlFYJhl)CAf&}z;#w(VQ`PV_IjBX7(C!{ zp3>j)FEEKW+^AU_&825bwFPLlOHp=bbSbyd$u^|9X{-P3xBS#b7+=$T zs$LDXvkVA{j3A^HzNZU7#tEe-DTY(?1Pz5bQI|M~d;|Hda2F<`S5RFd1% z1s0xadrS6nw!7lhFrfl2;w3o>a+ccov?LP&eIZp!z>9G%G3>d!g|JPLfymO^$HC=G z^I;O)9im5AB!rEImVhzqv7(;m{n?Cv+`S$fI7Z)qvP`7syWazTqXWu=IGwBuZ|Hd3 zUM@m)3g+@9)_H;fvF2!&MJGQ)7NvZhC|ppH|6xD+h}C0~Wwe-u2b;|aUO>YX00093 z05sYCfrHJj%HF4+t$&M9KrW@cWFds?0tgr+o;xvf8~^|xp5p;lErI|1rdfK1N}E>) z;yxLbJ1QiQH9Wz8AYDOhRtNPP?fWRjrV#f#*mF1zLT5oGP6dO(8JB>tbN%_I3X7<|wL@!gW9=iV~2s+dDVtPHlrs zibO1ZJZuRt6l0uvq0}A*W{3YQf+Z7H5s!@>h@}26F$B|LJb;AH@n}>=aPFGevco^Q zUHs@xfp;2RbP_92O_-2}HYG#Ih`u~(+0MRqwW$?F6TZla)^fv&bAIzXrV~CWc_qQ$ zP3$^kzsP#vrV^q`I2g70m|52^dY#F1Vq@JIeCz1(nQKqK56771u$i&(s#Vgo- zEE=F#t7lt#zj}plTm&h{FH@sW4eHE+Uot#-C_v2TzBI*0%}6@IF!$Kb`ume*G^xQd zG6BYD63=~px$z$V^U#K(eq?WMJdSzD%#wP}b6tzf|AgIgI+$LPXF$FVvMsb~P1-lw zZ2ViHCj>$R?UTP|pb#|#uSIpZq+dyc^D|PAvH@Ycy-)hpY8tYU;ty9V45BFrCLmrG z|1A;AQ)J?hS)Rj%e)r z1kAzEaoI39EeopgEFl-gbA7+vgb&=iPf*M8 zDs{0G8?zV83J=MeGPqAkR5 z0v%0SnjFlqZOKL?Qw-cK7qZskcq?9u^sdzwNwh+!myFe2;}6JAhJ|`?^R;IC!I0+E zF~8EEk7342Ew`}};@9ADkU4c}+XLV>>$KJ$J5rl-A!1qSy8WiQVCmh4vvjw_n}xH5 z$DR-|F#1df6Ez7xT<>2Q@YOGIJoDr3$_*Ul)dy+N%$kn|N|fR=3Klm}j>5iloGW40 z9~hfwb*`F-`btCW>dG+sw}#=X>^dqciXj#s)>F{s{CDsZ5XQ6r|Ci^_|Ivd$A3&FR zll&GKKLm$gS$@y|Yi7qq7<$!(Pn&fFCnj@`_pX7Aud`0I_MVj}B=PLWe0d1Y_Kw5( zg=P6oxzniD;^-C9?U*!s9&W#XMLLE=;THsEgA}=w`cOlBO(i|1ziBA-(KwP5zv)6F zuVmN{uX!$&hyr0`tnSEow$xH{dVI?7pm`9^@wtwuspaqIEskQ>t5GIe+pWCfM@2LP z8~WdJiOA$s#@{nOW_@EaOltsTK$^evm0ac|ibnf8ZT;^=SWpEMJ!_b%3<)E{45L-A z|MC0(&n+U#f|!mgu?rx3AnEQ&cI@yk3<2lqP4%mvDtjZUOOpc$vrIGNjwYF+n%T%x z0~U5?2JuE`UZv=-E}!OCY9kygQHydf*6>qLB%Y1dLQ4^1j+u;tDg%3`pU;3^; z?Hom-=Bp$vIl%edFqbCT5d~RRvoXX0C|DNK>`$Fl@REab_SEilMSWxE$Q7`$}U~=tBL2o zEWj%yCjo5N|Fc(Y9zqV-_D?k2;0c}c5phXYi)lFzPsv9A+=;`6aSDe@TB-zmcyl9p7|mw09gWzP`_a7 z=l}onK7aq%TmSRPW%U360{|BBO5VlwxU^Vqdr4KfAIOd%6alvvx{OT9?`2*msU|N3A4h<C6Ndn7`~=*osHlHd*9L(Ko5)^ zYJyA2t1rp4)G8>1ax4@f^D0eCR<|AV#{)rR{%(SMKJ~e+NN4M5%~K5h`se@u{y+ct z8_Td=5#`)^ng~Uaf{)jHiLCM{TbAnG>9QAhPcQ%g0{{RS(+%uy#V_vd;@lp2(GLkH zY`>~^+VmD-F;*WHpb;8u!wdFtk!53Xdk+iTQBbX^z&z+&^cD(O0TOwDOmi^AMD|3@ zWtmTI&Af#_fD}$1ufNa=dkZMs|MFsUG>D;XHk*03Rwve1+L z1_HMd)i-s!Wwm+@3w9B|Gh&y6`sdgGS@d>ZZ%fN+s*rf!=N=tD^)VT=A^A(1GRchs zZb%F3lAloB=6^5i1O$F}e-jbmn#TV1*?r4Tn9!NxqyydsER2qOiKLfuer}c1M^Cu2 zgr0Ug3brH_YD_o`0p2*V)!n%}_BR-gv+{C!T}dYCtHj68EIOFS z|2F%K$>$%Xw2)PPwV_S?HKn8DUv2+rS7~&3$WO|9#I5!gw>NGt@Hh6&_M5ug#i`+{ z-2kQ6T;g)A!LISENMnqPoCk)qE(>C0>#SpKIFkHXG;~ZpHlZ-Ai`>Y#fT_ts#28UK zo&;A#mrnq!;|Ke`Bq9?s@Q39SIfFS|29`hQ0@!E57z}oX>1wc!12`lFRB?LUt3!I| zOXvSsIfOAKp}(t&_XW@8&&i%*A3DJep+Sl zqmi7szG!(}N^TRQb~9Z4%~dK4Fyjb%?&_2mR6Z%i5kFpKAVT;= zMNjEC(V9T<5!VpiNLn(Q3FaN6Q|n268gS)ETlmLR(szV3;44(cT_?mAkQ=;hj9Wg% zB4p+ZieI(h1JY-fv+PEjBH`Vf1za#yD$RUEcDcS{{9GUu;rhRfx{upY(7k{Ebrt~9 zo_H3Q*dZ>`T&We1ZnMg^907yqc-F^iNT#yOoj2RbnS9;o>;PqWNunHZvK_qKGf@~x zv|{>GQp1%ly-fl?Q_+ueey_tI=g53DtlU*uhvkeL@i6y>LB$cf5#pub^!AAjS}%Bn zInKwkt>37tigSJjqo+5>Oz8zKO$hm=p#R%M9U0=d&^MH2znnE_R7ZKkWD_lJh_w!L z;LbfSRv0S|L52Q0IkJYp$wIZ^#_<@C1EI2xPt54lD{&b{OW#qktcMPctOL7`B-FJq zNXu>O&Tn8w_n3*zYQ>DCSN!W-tM4A)8dl^|7651f=qd#Ll~SkqnK|lB_+KrWBGYp+ z5tC4C;)D-0x_fzyTDY9$jXUo~YnIIdc_sfY=f39WM z7@@&8%g(+Iq*%lLZ8QZ+8@K9VB#YcUBRcp_&N@c*0ASbnqOfX@k|dh1Aod5H>@LeHkh6#y23>NydCe)ez@x;$tw3I2;3q zR4SrZY}wm@Dh|Ukb8tvBS``@sQvuK<8@AVuCtjptM@h7_VTjwwVXvz;l_-Gz7_JMf zHNXxy#$GDW9QJw@#}Wh(E7g6g-lb=aKn;hZxca~G(Tyw0O+{Y9w6J(aF&QZga>9X4 zkU7#8ZAm(C+J^~!+|VeEO%Y_1ecVTIwP!I<|ME-TV04GtSwDD!CQtIz2RT=JFZ^E) zpe-hQ(W>X9;~;tnmFn16saeK(09Cs+=KpziGn$8sCw1&c`rAd;ZSMc3Mv^`#+Pb8m zGq_h`Co5N^g2H-ws!#E+pe&xT)qnz*iTL!M)aS+{p({~CVK zSW`98v7s3ea=uLsrCdv&P*(bN$H zh{O|~QNU9SAH7Rs|4N9e=9IW!A1eh^r@9HrZj$d^UYvf3+GlYm2w{?WHJ9!8EA6yx z3Z|W5)CvZ8!+tNqzoanAZ|#rNS4{Y+3eD~t$UK#TcW{&0+^=4qiM-~B%yj7tBsVCI zL-(zLu4H|R-_DnA+(a^+GJJ+LT!voQyTQ93yK;Jd088x@~e+?xlzTbZB%knPD5a)0@Mtn+2;gNtbB zHYBpxeRx1_2O2#C^@*ytjr7RE z%j{diGOnXp8B1eL(L^}}$C?)<+zs|7PJ-yujG?Yh$Ts3;xjNA9Z_w!&mNr7nB;jvphbVc^&U0R_MF=vt0VB z-bNOf)LC^$XV;DUW`lyFSr0}$3+^rB%iPt?`WYz@l@vl^)w|+vkm#~Ou|uu6xP0R4 z9!ji4nJ)E!@4Aam+zkm+Xxuz6H83&+#1fV^M6~qZ0bY6rym`+fmPAlL3ibPZ%9?GI zPZmlc35lKViIuyXE;-Hqk*h&u&^{^H=Xafi{_SR<%RAXJM@ZF&K1%fPKi$%?tqTAB zdz}~B@X@#){B@Cyl@C_cZX#kWZRC>e>o32eBGNqaC0jv%|2RN5s=&RG`t1CxOXwN_ zxuaO@wo}cIa8tCpNL~B59jwJJl;_=2VM$QY?_&?#qJA@R{<*hf*|<^z>vyCbE}7dA zobZj3uv=-u`WofutXGqd50qd!vYuVQ^|aWzJ4GC$IaK&4se$*vhu7NO-U4mGeOH2s zG4ISe)Z&lKGE_7g*r`yAr0qTuwcd4b>Jj<8O?XfyZ(;W^zPDBDMwcN+r-*AN1x z`nWYJhWqg})H4U*tsADj!)M{Da)#9GWY*Ye$k02#-;Zwo(IoBP{s2&@MkM_Bz&U9t@4*c1-VDs*3u@Ld1@mkFn^ zSecHT-kmWCl8U8IOlb)h`aw6i3s;NyunmG)#rapUS!mif(-GS@uSfk>E z=g*;d-iK&i*hj%}mm|b=3S!fi{OYh!Y&FCMLU@;q@;2Yd~|BALy!xVOlBGV#|Co#?4EH{Z2tPygf&J{||TsxAIUY)F&yU%XRv zTqcVbh{5&Hk-0zCth+EbKitJDy@MQL$CIs*r@IQgVuI}BRB=4~{N2Ev#s|i!YS(V1-5$=3*l#Z(Rh8QPYH!_xr6sj}A2C3E zl`H|Cf!Aqk%02==@gIHit=i;SP`l9b(4t2h6NSFB_92t#z8%Z_BCp$}HCxgDF8Cmn znbi+&EH{@j&?UuGkhgi(Klv6E^KYnS4i(upvKSqXKDIL2eItA4Tj~-rpJqAwUijG9 zYZUKz>bR&VJlIw=8Cv!2+yC!P==CZC8=DF)&h?a$@gS-3iSVZ~PW< zFnixFzD-rt0-|!Cu|nAh!eLX1@(&hmjftk6 zC-Wlw)LtCyR<^o4!KN)gU{rAhX+8=rj-o>};45ZRy?pm0Ie}5if6IF0b0_RohPzzb}8Y&nogGdp`sd>_V&rrp6{>BcmgeP$!1a_FZ6{JRr z5d6Yw^@9)oW(PHp(Jr9Eyg<HV57LHQV4_3`S`)q7q*xJd;?TM zc0yb^C(`9gALbMgby>x)RG_}h-$D(+QY94O|U_=6Qatx&@ls^$!0yZ*hd(+zmA^}Se5u*;g%zEONy>2odD z^0>=H;KEllm^;3GfM*7(2iQT8T3mzV_q~=C$dRc{7KmY&w?T}r+x9NtPd;)Us`#lAA0Cpq) z)tm=FH69tzYe|+=(?LBUx7XYvUKU)Iy@t!BFZA5R>Knu+KId=C?t~4zX&BU0!fmnb zN~dv*LFuD~ts1g`02UM6-i`@Z)wAmZ8Q;pMm#i$ z&k))UD-Zwx0{{RI)TD&rw>$w`8ESqMrS@X~_g8mc9fOGyaUf;%W~V17ldHo+jj~+< z6hBmc2NExj(HuA0Yj0FLjUJ2%3E=9>U5S_hxuqVZOn8mCzx|ol{Z1;DE!$N}(OAmN z9Dm}0nK7kczADiZN@$&W5CD_AIuGe6Ld{)HE$l~7Q&}o+Lro&Q?6;MIi6s{gn!v$B zrC+DL=VeXyv!R>fLFHx_)Dv9LmS=cUki;coKnhpZ%SBm&4ksyGs^+tGNb9v?f)RR~ zS8+88$Sxi}d0!q_mVS1&`Yr$emj5rubsrs3IL?Z&X-sMMkY zg^6&@p8`u1=BH&RzV;I;->o_|e2i6JOEoVgu#y2Zt4))9{o6vc-Cx-pWr0xdTRCAlRsR=w!(C?%b z2VC)%BwrHXt1f&jQ$KG}aBZh@dyw-n z;J3iAIu000P4}K7u7nuaWf^6h4;DvVTRkIZ_2oj-|8_KLVKj`+zV7+J+N2-+H~rY^ z#PM{KX3QZGBgJppCnv8!>$T9i?%}eApOuUUDaT{f(GIUYMSe*v6Ux#}`9g_x1FC^q zN5ynY|M>qP$a4fl0X3#f=X>B_jG4IL#^kqDX?{~>2De@}Iw*IFp{+zGr7!>fe|R+2 z2&HvG>g*{N;H(1M{=`P-J6sZkSaBu_g*fO;7=DXG`e(`1hkx-IFu%fWudTMPjPN?+ zproo-jTEI0(+K&EygUE>?tkq_kH?diWlke_>pEK81pfB$L#T*7UsV^4s`X$LSh4?t zgZp=f5mn|*vlrNBhNkw)C5cC)47qa9ic@BTLh==uy!-_(TQsajQj9hzdYhuRxL;q* z;h(GS2Bz8-?Eum;%i*s4TZP~l3%FLSwrP4v{3SJ4R{}YTa+A#%i{lJ(SR6k|D zYwLR_@tFK!XnK>90;!;T;+oZ~lugeYt<4X_YF?zP5;f8*`bIzDyUj%T*0=q}_>dTdC(4_y=Z` zj#NK{pxox)|9`ga^w*WUl7^i##H}O_)!)M?0_T^w*wUY*vB6>`4%|wFl0BX610KdH ze+e06piW#Yy?4D|Sp~s}GrHk0z8@4WA&z27+sa8Wd{zb|{wlez`h5F@Z8$*s%u)DT z%Hska6JYJM!k4pnJes?VTlBU6pd1WZ6I|!S;}W(gO36=}JXjAwBUfc%QYjpEAi=uy zFap8h1Cqyr-Fg}oz$?pJ#t5Br3UBE@1Ff$8@{VsXuRcuWDfG9JD>f_#2%xfe5N#R| zfi0585*{ea%_4Rjpu?bd+iItq_EM^!SnYk}KZywz+D+pMVQJ9y~UjzbWk zbRso>Wp}osti7Z3@9z?*i1eEr%%`R*efeg(J2q89Gw8c4{Zf+6(AZ|bCo|{i2&k6k z5E5wB6W!&8&3th@=E2`DwgOlX>RDvlfzv`MPb;}NwfLWPf4Sp+pA-B>qksqgH||0} z8ro1y&jbJf0|6`0e@fbP-r!UbClM5Y1t7e?uf^LNzYRQ~32|xFOt+RhK-HZN@~^h? zs_$%X(+Q?3ddH-qLn+H1U9SW5n{+f~Ql90{?eOu+QlH6q5vSt03Xp3jfe zEfAum5N~mGPvuEBzG#5bBj9=rWN% z#i!njhH2k*U&`64GUAfZ|0rxs?yI6oq~-z3r$#B})PEXc=MTp#7qwLEJbl=PGG>$R zJeMB2E%W=OYD4Akco`@*7BM0^dr7iSbb3TILtil4sl3jR@2W)Gz@pJN_<;El9?8gT zzee6_cr90Q0Dm=r^~fU|@O$T(NSPewsrDvC#%u4~;>;8yiU~#r{IV_BXMbamtV%rB zKTBRKzdON=rjgv9sNJ$n*#!J*LcNtGNJ$e}hRXKczE|n?4X~NyPcb}%Ft^p8f(G$C zVz-UZC#K(LM+i3~h=PCAtA{iOdXFMHP7^5p@qa83qlqd@UC6~dzrT%>av`rfcv`=H z%g3CK;KCdIV&10;nA?E(?25nS2j+6VP`GEp!AkSZ3I6w~xzTD=CLsS#yi3|oq>xQK zz*#Nr)w4k4#lZBCe;uy=tazhsvAUkBH=?7Ho~o8+NhWqUx;^BaGT58EbagUED>j0T?@>n~vALI5tqh}WJ^m@?|YS%Veh=(b*^SQd~`)zS|W9#&kMlEXz}h2rOFmTX&?eqV&7NaJPkw zd;9p>lg=u(7UA`8-YMH^U73e|ti%NM>{%izvLqd>q!mSJ&_;}3+EEWiT^q}J97?2OyJeK` zzS;wdXUMocUVL3(L+GqQuze{42`gCEqP5`d#kqg*%7wQ9B9gI%a91@W3;o24v+MYr zNN-Xk7-L6*a(}kjzky24v_86{Yxd*E`j*ADG}FL9zvg7JLPr`&k(HW}DeUreOWpi( zx%s+H5ExxeDKdglWev>@1^RFnwsg{FB@(@g?9c40u44Y|Sx;|dU5NxO512pQPu3eM z-JGjGPhG`Q>oE!IUh#?(|9OT|FD3XV8ul;cTn)Th1?SAncMc@d!oeYbkM>V#f>(9Y znb@WhF%kO*TZ}uY3QUi2Rb!b6F))~kz;{G87dwUQl03n|JY(ZUiz%ot?8N><08$io z1t+$Z%H_SqLp9WvU(H8N34<0MnoPRb3b}&cWs+SOvG#mFwp3CC8KegKsGK?&%21L8F$_GIhtfZ0)O)tZ`qV!B2Wh%QyeJo`?x zO%Xrwra+)%_3Zq+6*}A$AvESr1~R0SYVuIyu$ zN#nXY*x#@-Wq^_QH#Y*qi<2<&_sF5zeaE8J<{ecuNQK0qZo6cG*Xi*{uK+GOHmo{I zDC#NK97!02SdYXi+^R=N&P7mw&jgJ27CRo1r%{zJDwwOu1~c{+MYJzyvw&{ea)+Wv z(X4~5$?1W(6O!w80;FDk#qIxpA;gZLUxk^g0>h$q*}bmO z>`#cFe+r}D7d00|=-}|8t(+^y{xrNc1&06gGsa<3Ym<*7RE_!Z-piA;y>`XoZ;?x` zd|-krvFX;5fGP5x$Uxho@|W{!COvEk?!SKi|1xaMe}XQ1C`8536t|^W?D7Wox3@z3 z&@i1Q*Hn=C+oU4mukyWlvvG=|FCB|0=sB&N38Q;=WSf_oRwty%mKW3JzaypOzVZ&8 z#cNpVC>4TR_+05)Kx}ZIpxEQ8Kzrz~*9SK*fZ<|+Z9Os8!0+_-9N)pw7GrKu-Cx9a zIRCBn*)@y#GSl_A_Gr{Q_a+_%B0ANF`=7{){$ftQd#DNd?8dwg@QCh|TjhFWyHsT& zH%t=!waafvKsN`&!;QcJ<6r^5c{?_XRn=%o^86ml-}q_QEV+0(SU@I7*y+}Q7aG^7 zx!hykl;>Z~Td^AsMrZ}L^^MC{{Ws+y=a<+gCJ9=M^G;G-1%*Ed7JQ+*ViStU5!5B2 zCg+(nRdd(1 z20;pC|1fzw0GoJIYUTDT0OkD4^<1OCU5k5qt8sD^NXr1!}Iz*f1*xv?kJNG zB>|R^L-jIXBHnb8dFqYj56>ngSI+u!Ckv#iO4RcrJ#B4$}YpKqem(EBKbO)4;yK3pY(#FK8123OMzVN#C zcVUe7r4~%g;*-uNRvbz7|9RVMg*1~liq@(MGd+4_vIH*eF0?j9Dr)%>?{)@ZK-a!) z>?(PF%?^(StW}3jYw$MB5<{eI2Lid70VL`V#B31cGTtcRak?%P7ij@YK?2ljv3J5t zr9e#VJXbs1Aaoy*HTPcpOJ3KS*f&}E6|e4sdh7SqKe?5;V#zv7lW)VOiPNrLk>R^T zfM#@~chw4Nl_Wj*f1bWkjBFSuT4HbO)ZwL&|9_he$5pq2K&6Y}e=6xfYDRAwY@1{aMSWf3#zfJ?6k?XspA^k8 zhoud>6_FHR4IJubQ^~0oZ@sp=kCrMM@KGF?-_#twppcUJJtr4-Qj9g#15F02r)1fc z^gWFZ|MeYS`L5&t?R6*LrQo%Pnj-u@)9^b9Tyi?^IlQKcv`dX z#-^)U#SxmJw>Ix7{Nri~q(iW7%}{_DTyxGZ-8-C({Oe5lgR_dlXO*TZ&uBNI*`K0W zPpHy07PITK*%EDScd==&s~?bcti@sH}6FqhG@YcB6(7 z;OsaYCxhyj?_}Z(L;f?lR0m$tMMEA}UJ^}1B5Y)K6dw}IO|H~~zh^DU@Z?lEmNn~$ zxtgE&eW*g-D1kdwpEO5j9BTZ4>l&OWu?$)?dbpoAC7{em0q*aul&&QRNQWc zCoczdtG{Xv0EBF@?3r>hHo(#drnce~)KD8b!-1c*Npv~gQ;R&pZTQ3;m8$WXfp7YE zOSY}s;G&aMoK69|Q8;C4z!I6pvqtxFTjHY?$}zV zl^gpOjl$n2l!$Uvj1X3#5vC`>{LjCZbjOQAmmu7A=KYY?tDlx`4Z?z2!0*wZV4Q0Q zhQI$x`@lqe-9MQ4#YR#*iP@W3V0QohEi2%Sud!S62t3%_cfw*PpQH3$??&jU^w>wX zjR+%pDW4{VW4R&bj<#}q#?Sxld)szyV}r8daru$%Ob6{AU)!<(00RI30|0yQ>tXoG z)a4!p!S3Y9BTh7)X!DYpBR?jL{^oF5nos}DqFw!9Plh)eNk!(Dr_6JcX;*#Yq>W+z z;MJ)qt$kdMS4DA~M{Vtw%u%8{IJm#6s+J4)elavHYZOK!q{c`V(Q6w(cMWf5{f6-{ zS4E$shc$&`!!||Sc(K?*!v<#XVqp32S`tF#SDq=CXfy9&dL0BTHFUhXHtBDHx?c6b zf|D}W-q*uDg*7VCa?p}q-2~r93<4PXaZ+R}uWRRmCe0;afA^4`!}~yjLS#r!1yvBM zl=jG9sJTZD4%wG+ai;90ekAF|Y-qVef4s2Tk>6l`msJu-~nU28a`U zL(^JyKl&c$;pdw#KFVeJu%$yVV!C^Xy!tn>I69zpTXc(wWuZp@teKKV+cI&-!ZB{V#1` zIgom=v%8>z_fBxL*Y3r^y0vdM0)}HcW{Asjcg|&yT7ThMp^%Mx-AgS^C+*=(GsWfM zVU>sWKS__x62v$NO)T#^9Yu>q549-SkQ4toT>>1BX1vt}IXGPaV>ts)^wWf>ktq)K z(XRvT<;ZcDH2T;)YCjwPGf0S44eEIPr({TnllWcL+VgC!QIlUB(i19HYfsDDwl94b zL09IVxhKhWkZAV;i&(2IBrSUS=^fAKSK}AbR7poLa3?w!cx^k_U%trs`XRwDo^@t zy?dmc0W41!%WBp{D5q?eU1=C@jnuB(i%dEQHQ=iJZ!LrT1Q~tWeE{veG83FS0tR>t zVttj!MdsYa4%j;Zy)NTZd46r+#2mKY;&9qj6jdG4Oov{x^I9(PYSaW~%7;%^j{&R} z1~zyuTbj{&H1Ku%wiT%nXT7==9xrN4hVvgAQ)S+Xj9fvGs2>0xl9F!%)#!KSGVbl}%fdHPo(RCM$oF2JtK;464{aVt(9p@wT0 zisi}j3G0THtGk(aKvX40fz0hTqVqH|-EmF_&;Rdl|Nb++G5K#DFtfSB>*K(z{fCM* zN(D>-s0c9jIADQE8@AJ>bLr)OEWV6`i65=h+3CHc?C2W6N18WlmxVVm5fM z98#s-j1C0oPne(QRHph^I(pivFPYhwA7pg1C?}*JE`&lPiNi~5$CO;j%z9YqIYKg& z#qLM9(&xEU8&Mt7ok?r-k4FHDS=yR5BR{Gi*h>A30IuVB>N@E5)Z?@3E5!>0Vt8&Nx%+W%Ks#LtKI;ND`f|KcfyFs zdV&1y!cdqKnW5Lheoff+ru>%RVVj?aZLJkF_y&<*DvYtk&79P?I_Dig#gx@SKJJDE z?;Sd@I0Q?r@*kfbj$z{K(qH8ClD;qs(f{TRHa9{H=2cThx$2qXg*&X0-}>eB>UE0Y zdfnX@YEr(f0T_@j>J+*R&N9ZFkKM|P-RlnAD@pJ(6$Cv=$``$Kcx(wSbjph9+~g{? zE`YdN_X(+9XVxQ@>HqlJ6hzJdITm`JJgI7Bnt_>Qssv^ZYIAD~ihc@S!`OnVx})7i zRtm2wGj|Wv28mL18LnbyVtJy;DoSfFVj}rC_zBpjXLFZsbnx2aOz@97G{KgIE#oyi ziE42?q3?}<`}5ju*K_vJM4ClRf^2XCXZ;?h{l+&wzh{6D)5A-C3Lq+QZjl+}EL+AB zIz7et2}HI<`g5?R^+Aguq4RTV*9Tl~u=j%HDgy)4{kPp?R`zU z0;c)pcrIpX#K~Zm`(9DEbd^Uya`@bm&h9$AOGj|f$*zYKp;wX zc8&|_FQZ(mnaN0- z4m_|Kbe5^poy+SJz(+nPdUi-H_6J~ahw{^Cv&EK#1GL(3`D+>$#-gTGa&_jFTxzL1 z`vUvbRAz$6XrfY77vQc#`pf_RC_a>UZi`AwV~beQ3#!0au8ZiafBN3sxcO z?uxDJv?)kx&;nIuG#dmUhWZDp8(`I==97Ztq|8IW*?RQK!Pl>*5O~h2a;d%ab|EkW1`v6G$xdMtItw}8^qP{!Hf*(z43`1 z5Rj1GY^?wHC_7^x*eY~mfj<`;jw~r7*$LZ*&et@fJ=%b=U_IN$5>|P(82u2wi@nAb zj7i3i!^k{tejg*6t(rmIQE>~y=+lCa|G z21>m)LXnl=ml_hHruMHk-(aQ3$fV>{lOv_!0jI)KgMmQYO&#qq*~4=4oSJ&tcCfzo zp<9_R$Mygxk331l)n#;0T1A2O2?On6WCDgu3cqauOv(GvKo7l#l6-U$?X4vxn1IYW z0-O+Cu#JgT!`U{MC`iRIdWD2#roBQA-w#7dtbdtOzoNH5sbxK<`4S$^3vIszomzzLe%B- zHIERUWDYy%7-6xZWy^1E_%*IaUV#XEarUr>%c77}Py}Xx6tV4gX<1z9zc=1Sk9$^N z%0zFunm7Hn_|?O-TtV8maH%H)pLpiobo7vN8~?A5$tm5r+`HBna8X-QKGbw$O`cZC zPDbv1zej@SUMPPd3nn-S^Mj4H;q4y!>&InmE(HGe^+#q9$vl)E%*D#R@WZTY*MhDu zo1J3=$kFw45)0FIx7sO0VMjtB(3Vt%-HF=-u6grmb2hoikmIldrSxM*@@_dG=OJ;$ zU;G@r(XlMu`qS5r*Wj#M1RxZ=k?d*wDc;^c{4$KGOOthM0q*L?B(M2h4qAXBSW4Fy zvnAh~*B$043NiZZWEaW^tADym`l6I(yI$~0MxDBqh$_|)(OAk!CSdq(4z_IFEYP!DG_ za%0)w&%dbo6Sv>M@Mvx9mB81N9zHod4|_!;igW}Y9>6sw-D!8i`b=T#5!IpCbMdPF z9r>@18UrNtg_;!u8?gG|>%n>e00RM}Px<>gLfT2IcyckyTvrDp#+!13Syk_>@u4@R z-10N%f#vlxYA6;{nb)kTj zTd4}9e>LbB(ScHi=z~t0C}^4%lV%0&eA9EWoZma|ApK|1d{R|uF4kXVVY=Y$k0<~A zy6?w?BI!PQE)V4b;|oVGjk`zE{7P5J`LobQ6=?&|#lm%ePMtI}pJqreM-G`~0w}rq zxkpLsOZ$Z>5&1S%OSDq&U4+>V)m+Q9j@DZ}#zQt4WA^br8H%zgB`T`luf^SUVQxO# z>5z88u*N1Azpli7!BJa`dTk>px5^V|1%Sl{EwP5|HSo^Bugc!%QR={**h(e8>Hq4G z@U^IwD>&QDV?qu8r~jw(tjAq2GkSyC&MCxPoS_j@r-?sV~u&HDF0jVP( zT1Me4Is~Mt#*wYE=OgNphK4=y4>%iZyn`K+YsWn%NTwNmmXtx@I-BiOl(i26Uf+-? z``Z<_c8!~2yX;wug#TGuWmxpo{u`D9ewZc@jt?7Mts%}e4Gg3Yj4P~B25~;RynC{m zjWPNSqbb&SELJ=do$by)lEKpy?uy)%JRaxDL%1W>;XNXP&_29#G>me3;qX653*=8b zy5!hIrLI9@OA&ThgS8OZNPE6Ns0;sDIeH3@Sg|_DkAY#zD z)FKel-w;->jO949P)tSLsBG&)0!MrpVH)P;HF3pzg#;4{!Rx4s>l$wNVUT(49F&BQ zvj*EqkL3Rmf{tD6EuTPnwgJ}%Aw&}XFS@BwqAK!n&HZ#(MLVr?)=q^SB=9)v=0JZ) z5E^>~=MbV;i>vxq7`@510Ic%}DnIBSOgeFo^&(MgDcc_ydtZlf*EkkQBE^qxNc}S@ zTgfsrr{~RJ<#4G;kAlk=7C9ZQq&N2D2p7;4NsPy^uC}>G^Mobr(}c;CdLU%2!qlWd zGw%oECo{?HUu9P6FxwfY!c2{90cvQ)wpWM`uI`h<%V#<3L&AKU{Eoq4WsK$!L$Bki3~e7fc|r*X%CI%1@PSgy+6_WC93K4JcH&kpCF#nJnigp#%P}#8K#; za_o;|s%^$1i@&Yz9eE7fL2Oxi`H%S3(1XFZ5tuNTI%@C@3V*DIi|26DsXNTpG?u;UKP*7Ws6GeZ zb&Go7`}#gR&2kYEg39SB(CiX`h}C5W_fa@@UbsR9G}hUYdk-iqv@V*usNVn`9G`DW z`iy?X)+glplX7P&>4Z`t#z#X19mqcQM`t`iqDw>*UvDZgMN4iOk=fi;P+b`aD$JlU zy;|wN=)IBh1XZ?Sz0FU&T(p|sV6mFl3T;)8eBS=j4JtmvbaBIe!x}mr!X7%J^Of2X zK}#p&TGkT6&2wqA`P!J5dRt)z<$lD_DxbW8CYzugGMNpYGB4e3B`jR*GW=ApTbeII zN`<+SeW__n+eSZ(v>(a*Q2215@fS+!O%Df{!CbjC0gM70!?pOOHfWdirN5gDTu#ZL zuv83=oZYN_(R=^bgGEl!RLQc8X zA!o%c0Q4ktAI7Hbp_L8tp zRrGzDH`|Z^?#KPESHQcd$N&B^FjEhF9b_nwwD}=ZNk~K<@2B3t#gK4v$LD19T80nI z<5Ku(!0H^$h?%3g1u%UV^Cv%oWJzHKDP8YxA9{JM#!+m^5__pttLcUX}JcK59 z<^Hm`&kXQ@sWt2)w1WoW@mHQ_)#m!+`&=LIyI1kna_rXI@2(Bq8+J)+v6H(&(^di~ zW>SYs4M3M?cUIhL5XkKmjpW^Q*+L~W=nbzTM*@|>%LB_MF~JH$Z7_~TFUokgY3}OZ zISjfAq_t?r|NmCO&`gpInlw(np^o4gznpqc7gDHxyxJbypBH%AoP;*=a^#%stINJP zVFrFK#Yec8doymC5eZ35j31!Obj==5t4_?52iR%R)3}D`^1v%4S`;QeVj8@6De(l7 zqqKK?sF|p1>MT`;ScP#T-wo1Dpu}xlCRShO+N2ohrI_)4iff zR^T|1qDr5iKYr9Qu35_!Vc_w-qrdx%9;vL#9Dewa@7SE09I<5<3HEm39rSD?4b>t5 zKt4qnnr^FS`?#D3Yg)yXFG0NO^v8s4d(Z1!fZ#w{n?k^Lq&XCNTkq6?9nm zQZ&)e?DwYlCEhC<@$L6=WjjNwoqosS)zAN6CAo1NDPkdtl~mP7sn>F;`EkWg5h?>1 zqd5OF??r^slqUK(aqXc5%AG@Z`Qb{1#H{O(CRz14b4=ES4z--+GJ99D{~;%k9p~fg zCSW!Fxepm=DT-9ZYZ2vS6JGv`u9nAnm`PT5qeHVFQ<(co&2)?jfWoZyR`Yut+4+3x zXQylm=mg}kHDjKT zB$V*h46ffDSUzz+d`U>DT(5iJ-xsrKzRL)Cr_>3HW7;g;FM9{JPI|6;q;Eb(0I%cs zviaEOdtY7RX}9Bqs`c>}#@1{u8#Q2lx=fV<#QnOiTk4V>FUJTtsE6>E;a)t@-LK>S z!)lx|udt}goc_-L1s2S|`+dZ7`jvMUwi8fj280B1m$znyjt_a7L*M<#4^L_Hnzn1etKuEsTl z6!~+MAKL!y!eN*~OocE!|Lpx30(YOfP4~UkFd0grnsC-zWIC>cupvo3{cTEa@GL6+ zB3Z1nN62v=<8UW|4ym6pLT)d_nxuaj*AfXi5c~We;*d3m*m;qO3##eAb}(=M>B;CM zJlb$Mk0W*eZZO@SraZ)8eZr`L4Y@-r#E)^$fN*yBH@IAVkm{4asD6aCGz^<~1U+1Z z+3h?9XlL>*cMM&G##%qoJfkFieBy*zF!HR*B}1rQ;Xv|3UZy}V{3;B{nT^KXU6TUR z?W1i#bfRLgcLUF$!k71P}w0;~?o+<||p1ehX zs$hwW$aL){CFmE!xcx+<6TMrRQ%AcZ+MK9p?(jM^YG$%{am;8(@s_X>XOLF?XGPc? z$HIu5|G}h6HC6T?6in$8>kg`;U=GnF^W1=mz)tRFIt#5&lB^gL-V_VwFB16WeewMz zsJ|tVoZxOR>pw33Z6N6PWLX(3_M-;-o&Q~@nNPliNaB7{s{LIC?Qllvaj$W_S4IAc zdQpjimDq)r0R@w+Sk~GtXe=^jr|17^3f9wDBaMQee894P&!rnF z*GHdgb2KU>rPJP*EFta);l9I+OyvpeBGG8|6B|KPF^%%4Hbw7XVI~vVKFvhM*@+-r z;v?ElcFo?P0Ei`L$72Q=-aueuPIaSLFla`DCl{E1MQ(+x00DWg`b`ScI|xz z9tu&1p=~0(mFX`tycgf?hmFom`%PT=Tp}}PXk$jrpa~}ZXIZtX-ef675gd7h0s!8} zlKX6P7Dict0nF^smUJJ^4m%qjO2+Yuzk6znoAy!)waYCU@fXUFwrGpq1j(AP8vi*H z-Lcr5hq-;SJai{h!A^E%_eM<)=+&4s!xnxCh`fP&ZxA5YgHwR&PA#mIvE^BJ|N0-+ z07mnJu3Hf~&(&)l4CJmczp|FBm->qE^L7|%-w^L=3==Mly{-1+FU+@#=ON9%|NoD= z@&3a^&$o=H@J@AOb5%#Fdb{V_>2u)1%TZ#RspO-4cIz?91lZR8NrxoQ+{ld^88HpC zz>qIOVE+`e8J$g;AiOvkJV588B$2On=K&8>dbm3r>pa^`8PQ&)YRF1TnzV ziRwQYt-^Zws0w1h`?p zjL>ZR1_TUj@n*i0f61OVFB?Cg$K_E9DZb% zw*B1fp~o)*nAx-}8FWg6D@5sYo)uf#r)$)K-OZtp{6=}gq&Wi?G#yv~H@^_s&IQ|~ z_1@G%Q}8oh(FK)p+3?{p((x#3f=~uxR7*oRy?Els$Q=~EGb(uBIm5EG&oSWp{L%q$ z=9h07WO}8$IN$Y4iLZ;Q2;bGD&#l3-SGuq8Fhe7WMPhRg94E8vsOS1{BV*(YLvIaP zkm1Ac>yX2=OeinlNUgEt%_C$do36+z~TF+H%%kMWvVU~6OQ-M1u>L^9VP z_9G!W^!eDyc z9t9YX9PQoS7x$xFiw{yOVl=jC{%0_0DKByZx}B!^p<{46txm~y#6)-aV7*cGzL3h) zlt148T-;1)KmR_thAe;o?a#tfYWekdosh076WRE_mt30!1pwI!Po0*58|~)6lW*CS zQLMlzESE`gZD7f`ea&XBiwlLLe#^j4r*&EXhyVZ%aPLoTPzN08#(7*X^uuL5wr<=8 zDwHHcw)s3ljcMuBg$LCo`7#eLn$yBcY8t1ae~BU6U0IW1@-rOut|xLMT+#c0jA=Fz zbBBMp+>ql3N~V0^Y)wBo%1PJhD&H^YpJXnf4f|f-P>41JQi=maMC8l{Kni+EWTB-J zR(eoKwwNE@Dlt#>&D_e`r8|49y=<=rgDcwl)UQ6&U5L5#@|Trx^^WARjGRGtYAN3; zokEZ{5t%^riOmdxKcI{XLX1RY%Om)B19FlyAq-RQtMGSmaQX_6CshMC5HNtX<_5K6`<&WtDg+B;p_h8x1& zCoR`rMh!!-1TR>~%r%a1jUi&7ILC1nAxOgb*wIVsE+XY(Ff;s`+O#ynWCv+$Zh_5Q zn$L>`+c4C(8iu)Gjii2LERMa^cHq#hS$y<>Q@p&~ zo~{7m-u&NvKWwd_QLseCu&ZlnsOH0lNng4jqqe;Pqf4KM92{V@ch~S}L^t%ZVrR}^Xl}m| zW7jDCrY3xU|NrOH|NsB~L{hPb&CtsWl+d9w`+t*)WaTw84+C=B8_ecM4Hq!zC9k_D z0(N=YucW%N;zKGd+H%hFV!?te3dqEI3?U~9xGg3P)wn(6j{?Zxowd zmf=<@#-KLNzyJUB$N&HMqW}NU&;QC}x}WS%dcwm!@c5D>%h3wp+Epotu~oN^!-tSm z$Cft-e~$|3d;k95@rC-ND3X+G?UTd@?-!=oMQ=|e5hSyd8D~pqx^ma|Q=Dr|sIW0p39UNz4qthR3~@#Y9RQ~2Vv zm}Hw_vTM*OXy3EmT4nDG;02ZAz$wh=@(`!O+&`oix7&=FE+_D#-Svu*q&90PbFvv= zS?v3<`Z`_>(uPY7ccOc^%Kd3q8KCXCBqN%Hpqj;*%nT)cn95NHZ}g7+;Nn&EA^h7J z9{9e@Ct&>m`+ERrYBlWHSZ0n2DKc^nxAKlgPmNrs z9dILFrMl7B=T6T7GPB{<&TIa&nBT3Go#)5Xpk&~*RUd!a=jQ%Z=FeglA^b{0;b7ys`F*o4c?G44mge zcgr)Ul33tA^ynelpkgH@F&k=#Z4$57FSDE85Q9qlAja{y6SU;Di$rR_L*q}wnR!** zUGsWyyTmujiMiFO0?Bh<(Z}fRD9TW0Tx$e8#kf8ASdwGxac>m{jkztgG`(C1RTfg(a z+IW69+=dSD{eRW*q`L>)?|DnURMjQ0VmAv>aa6#)#2!!s$sjm+#h}VIQBsPNq?7 zhzH!~Vwxgx2W^YH@e(F6YqxvOQ@m(@au7qibazDxjNvwH7<3*Qnc1j`R-^&DF!>kF z4L!AOlW;^FVM|oK@{Q7`rAs5c|DyJzj(m1kl!P)~Ee7NFMg z;xS-zS?lAKJ9b%&>>mzn5`OX4W6=f+z4w@Bh~+Fl;AWbw+=@Agdk%d8rY2a~D|cG=zem8}G09>kHg_tk}%FZg3Y|Q+e03h*4{g#0;u3 zLoU$U%W!{9?{0$317k-<-P_DE{buCy-94Xc%pLws097XE(p0}(_xF91!>{MlM}%LK zO={n1f)gR01a&j*;{4bZ21Wi}y#GahnjfH`c5LbczRurGx#4h? zK;IH#F{BPK5>eA4)EE0B?$1y@$uQ{Q1^ zXixf?5dx?d=mH|f83fch=WeW*k#mBK0_xVcO#>|7gx_4LPbb(W3*hM%NdY5%dk9Ac zb2MFsBguyrdnUKW-E@rw5E1V_Qly>nR-FSy9)WY&5< zZ^*|kD&5!Ls86>q%?Edil&PQHSiiLSx)8>Fx%f0%Hgo2Klfv<7P{4m>DF5y&L2r;&xy9BCF-g&p@n! zK?5QA+}5J~n0q%}QD4XQ1*yG21kZoY z=voMNx{}`UTLi<8HIk-aX8n)jT-~!I=Vx4mfvHvbS-&}UyP%nc$##T0^U|^Oh3m8paG=H z_d2%BiOjfI|6q|-;Xd!}HtOZgnSvW0OyzpRV2l$F z$sNJ%dC;(q$;wbAnmJz1nD)^wYDEO}29l6`_!S$(P{~jK>73Y#g53BB9f?sCZo84f zuxm}5BgvIo3F8ezHAV|t03Hjf!gMbMVnB^c=ymk`sVv6Xc=UD|#o9{XI9B(V|H2td z%s+Ht&^;LX8JKz*d51vEM%q3(I&Z`E%?|5W$T@+t-;jx(l*AG&Wf$l`$4{HIU$3SQ z&xss?NWl~T|NsA^|Ns7eCou%|zPkC%T#vLCn+EA54S!GbSs_HylAHJ}7_MNGll48) zK#B=tRy$_5=)RZ}H%)z*gs+b+V-+Cab5D~6~K@4ixr zoGg(4FjdI(*gYMGbT2|LHDThkqL#H99jkO5203v-0nKunF3gb%J+{@RX5r_h z`85=$*myAxLjbe^M433<6L}tCSIBTIL5J@26_w^pa--4FJU?NQ_Wj;L-7NQmSr%ec zu9z7u;zw~PR2!FUBWD|QL#!Lqra1bYvI$q-(42C@+`s+-*Tg&YVV)j8Z)@HU0Zs7) zxN$UmY4`k~5xz>~n>^^qRd9U|)My8Q*L}VGj|PxsUFSD==zXTa^@0Sj)TlDg3gPEF z;@}NjCTqCgDysML(A+JdOR4?}z3*3qN<5To$kkjE_wU^Iil6b_@c6_hmoj8L(^(S3 zW}Akm>IDsq?puivoK6aW{O}xbYQBekyWc0FvY$duExd~p_;oELrXBWhu~)Lf28Dl_ zKz-MOl_&916*@&{lYd`yy4ZFwf__i!NfLyIYT@pEt2c^GUZI}Dw7#<;uPU6jazHP4 z?#iuQ`r>x-;pM_vAQul!xnX+*zPjD!IFfJr1bE}t6?6>;sAPEtJ%q5oR;%S%8r1)< zS^@wsV{O!J-&C0J`+^GQl0tNZ0b|FqYB4+dD8O6LH<_ysBF&9xKSF}U2MZg-Mr&&( zh_z&Iqr+YA*Kd3|=P-Hg2v#7p#GqeoPT*%p{v-RMPe`)WCsPH&T(`a0RR3W*smp&X zsT@?q>D1#KwEwf`&E^m(X9VOP=+3meB?%!|P&gv4p8^x#Z!1mEd@<&J!a>+=-){d+ zt((hmb_PuFS^m_;o)epQZ?lA8eZl9TiQ-fN&PlzT@|SO9RG(Mx0W`ZZp65MVu~lcL zJ(sK_;_}7dayeLrW0bz+?nLg?h!^FS`F7lj*-lCq0G`<>o@2Asw2+99yD@F^yU@F! z>dF1U9f_)AOKBEmphsKt;VBU=wupeifqd-4=JWX%xASexy{qAT9a50FQ!my?&0H;v zMq3drP;h&A68xXl-5w%WTzlX?(@z3vEHzA5jpC2f!!@p}R-|49_sD=RG*WsR%9n~yjzq&pEx*34S zpfB?5W`mfAH5M)&%0K<0CJG_n3($o1Ni#iHr1S)6w?%Gc_ClXdl115k{MKteB$7Qo zQ8~$$$LzV*!J?XB%%VfQ{Ovx4G^w0d%J-)5p%OI!2e&J~){1*%=oo7Ze|_c;tFI@R z0Bwx);vpa_xzY7Yv%v($l^jv>Yo(gdtiU^L+A3=^Y4KU%Xogo~EEZ=)X5CxnOQZ80 z%)`ftrdAx_E0mD?e8e7E>HDXmMIp{=(G^x)>jI`;=E{sxv+fJ3kP*zAU;p*-&l9n|9P)Q{$Vm59an38=$m~@Y_Joa@N06#2~QA zd&=z_HGiOo>sD6r;Du7To_-Q0+tz8-wDe|2${*$O063^1Sf;HPjg9vg@8UR+#^_Zgd=1h27A&7u$9_ah!uLjjriLvOgiA zD65(Ag1u#>hp*3n>fHBwG;7B77fj!(Tbj zWH}RGwoID$4(fps9Vm31zsx7ru*IZD^>5{S3if~~Im$iP|m6ME_p7n-k|ZjNSYN9##}55|=>^XttGhDpRMeHfKFoBB zjtm(O0L!ECvXB30iGqlC!t^9SUw_O0>Rtn2(1HOnzI=YyUilM;`#mEnxJMf!5{k^G z5OGYPbP0tKSQy#$xaTr4sHu{3Hr{7s^w~9E@vsEp|Ay!P=Cl9j&(@N1c(v1b`<_6U z92D+ak6?QYho5!R^#B30g)dvpK7T7_Rn0@O(d4Xq)imB5@!3}BzzNhq^@T|x>Hg#f z7^CTr1(EgL9$zDtGhGY{!anm1*moHO=ehz5>WclH|3>8}dAGS~@_w(vq}BjOGGl~S z1KZhr+G-#7n711~R-pz5P967@s*nGB7~*Z;93D8+lX!l>>&PN55Ek9|DHn)!a>SR3 z-=Qx1BtnR4ilaEZ2lsR6JFC)_Fv*_E7bq-e>ea` zWQaIacyueW!qt39hC`GD-*-d|?~Sgih}xv4%y%Ujh zA$23Xz-FL}xp7KnYo(3oMjcp4!_xEw=4+U!gWYV$aBO3 z3m9M^%e-Tv&iXP)idKRYwew(77;fEsO4{Q2C_I8M2}M8ElXr|^PV%F$6Qhe87b=V<^s67p{`wUs+e86}<-POB#tBZ9heaA% zAFX#!f9{}o`!+vx@5p{1|0VI7jQ=8IBM%j!lr`h&l)7cE%^ZAF>L*bAg-I`FrO>Wt z(nO`|{Av~ObCZoXZ~RNYty@9xC}Z9KayebL79_D=#il!`GO=tB4eg~w606L9u2DZ> z3})`je6{@jf2uPuc}ht`%GK7DAfxZpTyqR;?e;p&#g!$On6#wi`KwJw!_06>c^~+~ z@*GLLz{eNZkLdWqKT8d$L5v5I#ye-EB-Ssj#WJtF)*T^2^{##oh{tC&!fqJ6H{d_W%_rDl?S>} zl33L?koJ(Av9;v-b-Z{o%P}4F(Te9V++W$s!I(lmUf!ZwJmNI@J2RtD)ZI1@4^;@1 z`tSr$EC*`MW>%y!d?B`4gt7mM z<-K1$e;_mPF3=C)-0G!Kn5h1LZ8H#gt$fH#KBm2f5I+0{Z0qZ((BT=_=6-t@!kvIw z8K*Ebn2e@xa16u~?I{*P8AgZUsUNS&k9yU-*u5YWCZa*GX&z+m7vCRXeV9e43J{{L z;8$PD$TVLxa$7xEZ2ck}Yv@>X^ntx`)}a7nb9_q@y;-S^Do{)uyF>yFPP6oj;2Jgy z?>Q6kQvWJEzdm`UTr&tc@NI7gv=JH&WE2zJvlGbSE8covnlF5=Oa%$zVRf0ESEoz( z7PehDg#BeuWx09EdexFxZ(BPt@re63y(F>#$IfThE;p`+a%M)rB1|NBF0o5(P)TaY;hVZqv< zT9p(`|6zohv~o}^a4O1bZHcz5FTy%^j5up>Zz?h*q;^h+)9;v&5>1tDso$J^f|;#F zKuG;a-cA!RcOvfl{MgE$Y@}EvOz}Aw6o!Pqpr>e`MJ*8eT*QX763gW7QD(u}cv=BH zFMRP?$xh=c!vm~CZ!qR%hp_E9xE zF+0=g&tg1$0s#>~L8vN~3oGmPy{q1++2+REMD-|3=(WW!-x(+FsK`thj~$$b-tduh zRxU<6(knq>LKMv|E#jU>glvy0yzb|NeY=Qd2{rwZan&Q^_GNa2*-mblc~ahWv}_r_ zWB@%18-;8~pBOOfUM`q-C$rVcz~g0Rh{_oV3vl-AG(PrJeH(}zWoo*~WDkl2Lrn!% z7i-4VJmN>cG!Xk;LP?S9^OEIvpd85DlZOr%G{1Kk8O5*HNfHptfcO66ijK(yJ zsqC<&VAU9zo{UHwb9>1KNzykN1nBXK{iP-~p>$O+idYB-M~maGdhsI=Y@H&5J>BQmyDX`Q7Nq{q z4;rRtE1!P*RFJ{3pk*iR9^sqgXZA;*lyNB7mlq!bcazVB=@C#g)!BH-DyK)G#(;Jz z1`9l20yb6LnaCy3R^@ACbz4+Wr@)s-BK>*Y2pSeYn z%M-XTjd8feXQ8kROcxbQlgRKLcl_Jrz2(!kgbz6TX=_6Z!Ew(M{Lq9+WAkwL`R-c0 zDWdji;5M-u#6UCz*+j=PpxrO{bum-vqiyU{HqJF~hyUqw`vG_+fA8e~|Nht%a@A)w zSg*~y)*(w}nRBR9nP^FijRi@&hx^{*^a)Ut1>x~)>_&>X+aGfyyE5}^X{B!yyw?4{ zV%?KI-lTPZs^x(H!j_X?Rnf0IscpEFpK8@Z5wJQ=Oy3Z>fIbdY$SXo3pa2``Y6#No z>Po9INQ{B3g>8pV2BX6OgoNi?a5MxMYO>RpMbBMUULPZs8#QwNVO_u=8jQ?c`yxKk zLXh-??B57xnU~dzWfk$4rDi?qySbadxL8#Dto?os6f9xCc zDSog301!#p7nv&7JhdAuQ6R?4000kQY$d9@vrshvD|P?@va=XE#LOwZcmSP5;;~{n z4ImKT?xi@$&;kE4iXxPN7P@WuEF*__f3I?>F#V&ETbsngs)i%>i_2(u@GEASCeEY<8x2dANUwtn6_wO|7&F{UulnKOc*?TH#;6YN|K`*g9t8Kv%*WqWqHwOe zlzD^8o+zPs{}4=qq%}SipwgY!kYj?vK7<{eG$m&?Q54JD4b{9s)5iH7sh?)tVXuGZ z+?`%hWQ?QjbMl)IfPZI9%OPCqFh+|mgX~ttZiSPzDFTx6cmMzc00}k0ZmQ#*Qo+6B z?%Gm{JJH#Xi{A{eglcm0M?PQw`^sPcW#|5Y%oH!fPq@YJ_SWkZI@!?Xfdq|ECbFtZ zwe}JiK8Va+d?d|-v7qjL#q14k`gm_-YJYtw3j4Uf%;$$w0C441`%%KB?q1{kEnr_$ z@W_A6Ix`~Lzf)CGc(RfG^V`-=N?vpvSJB{nR4Y;-va2Y)d?b(m`|TAv_1E^e!kyjrRRi=d%e+Q{ z|JEqYq=l2mDoRYaewuwgZb+?$L+P4UD_`deN`PaisUmou8F4ck3~fOpY`v;z2y_jG z9Vv~D|Dhr{{#t6d6*Al=mZTi(liTVipnSE)v%rqD4d>_d8(=D2QJwdrH>#fOL6ZgK%I`l4pjgE0|07o;C-V=?vTm0nmKMgBlj>_oB6*C zw_fbMPGwvot8IQ8Jwsmtw^D{!`T_xaqYhzm#l!K>H9-)%F*K-m|N@QX2^yHB+?%9%YXU7 zf;%GXB$lwM5Nh_{;}6WC;eEmK(T+Jqin`{)D(!DneKm z*@WXaohY8h%ZPJ4vcsvsT4AnnCo)5V5v;sX#>U5gcKa!tV!h1s+E>r!Ar=WRK5tiN zOiw=Itf}X>r#Rxpp|;$g_<8_Wg~M26$;8rhb$^6z5iPUR`d$pGW7da>BtLc=Eu^fu z06~lo?pEQDl~RcynAh{dTY|%*yyE(Rcmf55Q~y|l;-RbPQw%yb@y>6;a~PYNk|~)z zvUpSJO40b!AwX-%_jG!e3H%7|g4zqW0ni|62Cla4#nFgcNoRf`#D;aj+kPGju0qqa z`@puy4zZ{dZS7(PKrvyKZ4CWI{cQ82{T@_YTZ#jLOpPRMHqR1l-LS%6zseYCyhN>d z+lpa6rE|^kEa0=RO)HplZwV`FyEb*f+g$k*&<@u7XQIaU@w+zZF6NzQ-B3bum=_Fk z#R@w%V&R&;KZWKq|DgptPaFHb6IlUz^~MKsk6E`@fBVRvyM}G&3InHvq`x3>9^qxF z_wZJkAJ813cu{A7-SOggSDrXCR0-EyeW95uxnO@~MH{e_%ddxz@O-s{WDzx%ID8y@ z-pTDc)syISAvSwmAYZ2t@8l^i0GN)Mk-fMJU{XS3$i}fx3`|Pc$O~FY76=UsU_3F0 z{d-Qufu&TV1v6 z;#Ql8U2@Oi{Z9qJ{c)`fChVZhXH;?+YNf`1Q?*eT&ABq%W<}!Hs?PRu=T+%X#EPHF zsLH*U%J14%X(3wp3E4KxWWQ}cwBxXn-yRA|w$(Px zoxvwK6WU4?OH5tw7OFvd4AXZ14XDtC6tYqPS!%fQiaawKS&S0!{W9F!Te{fm2*FB^ zSCNMe6{_p`v4^8X24|kFt5F0H6pEIDhb~CbB-uPAjcSd#691}UEX2LKvlR5f*sZuD zNC$ukl|-i5bCGiu1D&rR&^JVL-Wm{K|eV^oSu^=0XSf{-3)&_ z({WkI=E?Uym*|q$JnfMD0OdG;i-;PhEcDP5^kUTrH6Fj3XGcM$tX7bX^A7aKmKdL`i?3_r-4qK+g&THOTP*R zIT4cd3Cl0-wyzoh*_7A$o``s-umyok<19uv<VoK2vcUjb{ZdS+2|K*gQb1m(*{PF7SO zg$ETX-5b;Vn0gde@v*qA_I*tb0Y6Y94p*B`H1dJ(79*7Lr_%t6ZAx=#8rn>;w+w3+ zzw2LO7R;&^5$}cJZL{%di^z)|NZyLhTES;`n3+IOA*`X8ea@#W8JM*NP1eVX~$nQm^62z$uiV?2s#9ZuU*LN zIm2;$c^#8{ZtPbMzbo;#gOA8*T++6_*w;_aGa#N5+kuuQc6@}2>I!DpTunI=<|>t0 z{r47>+&1DFsKzdj*5K{Ao|3qH$1b!!5XsWQ=IWC|fHqrl>{sO@dRakoHK|7 zEm9ID_2VZL-0!u;#5ygws?zXV?r-~dY+cx%;xPu^g{9U!*eXYVsdY7mYt)v2Sjw2o zZh!Ls|Ich(@6@K#cd{XQct^sQ(qpW+wP1|j(dTOyCSP5QJqUrI$nk>DGdOTGDB!#U zaV5uKiV)21K%FdL+zd-p!^uU7qISmfKLhX>g$9>zsn0HN{T2tAIzEaQ%_AGpI~LbJ z|Ck#1_2XSA7?z-ld28#&yJ4(g&lG2AjjNw~XmNF4|M?WY22}y5OzrvPy7laYy1wx@ zrviC5yPDt5<%nmXz29Fyh?20-2fA{@nJkcWQF0eKI5)e?h7ed0W48Lo2}+;m__l-# zKfHq_iy3Kc&3v(iNPq1}W%7$?= zMVR&%QJlzd(+Yq1XGGEhP6$bNO7D9)Nw>$DjFj;r;7Y7|TJu=X#y{{PU}TOJf`DPR zL9VKZ@1wk}^UUpQar7J+v+d~=VMZ^cs*;|^v!T*JKZQVsLK?ca#z(^lpA3LqLn_b9 z!f{?&07#XY_>KIJvK(Vf(BsscQ#`;a2*HOTbiVoe(WjoKkE1#?nV_4=uV}q-TPI5R zW1v3d7dX**cFhgOna_g299DF|tywVjG)>amj#xFV-k)nAR`g_=d|{+Y+5w(J^P6?j z0;ZB1Fvd4lTh=DkipEg$A3|F5(2|_ng&Wek1Tc|*CiBq66sAtAVd1u&9cpqY)Zq4< z0&Jz=3h@+B_RoQW4!?ccwQii7>bLWbXBy)Ym3~2zZ%I+qU-?r6Y$7y6qqX2l*L@X_ zgG8mT3ba9qiacCt?E2<%DVHWc3@L8={xiMpgp$Pt7FUm2w?k0YWpvl`DUBJ2JAS4! zFN}OOEumZggz{0~@P&D}PcPp_ZiQ|y7j06=51K)SI|e9O{#NHM>tmGCxI>5vPVEob z?Bw_Yb%>Y{q5z5?fHLa+Glj5Y)7MMzR|@`9Utc29c6`(7WG{4Nm!xJ#9J(S>5RPuU zEPk8cc5cvE`90dvfG+8EiOT~8v8NO$_{dvh#-!cqUR;YzCOrZWn`IYp?j#zxCTpJd z@>n;j-B(_Z$%Wu{;sA3q#_>w~|M)dMCiHPRzRV9Gr+qyj9aof@fSB@IgHZp%a8Y7a z4ATd+kkM$*UgBE_EWF`;=mh2H-=F;gzviWIug)&R)ZWm=CMjIzbhfg{fA(KnhTeDc zscv5J@*is8Eq`ypAmbBDh0$_5fDut6 znj<57Ebmkxi^qd(fb6Y0jYq<@Oj7Q!CRA;pGoo8Xm{^xmj0Io5h#9d=tp0=}cIsH3 zl!GGyY$__x*(c_O*3A7KRm17-esm9yJ`Y!%oj7qZ{ok~ffjr2ExMlCLC`ix}BuJCn zR5awG&)rjEvp);txaCe%g}qS zM`e6{i7JgC-NQ!#(5Kw$UX)zAY5Fr#Q_zjf_hZzqmP^g+Xb1bn_i9iYg&Mwp|J>A!K#tezz1)~>w(*>YqZvkIYtEkVI2Rk&Qvdoq`>X$}@9qQBLe~9J z{hP29*SFoOa5?RY#zXEo0|&$lg?N!M)z01(WKL=8c(`ZSWV9$@lIv1NPjH*%rG47> z$Im2wvnk~pK5fXhjnV~LdZO<7u?zk$pL5@QOn$nqg3cC;@;G0_mE1eQP2}v)Py6B? z>Hq*5VpV_;(BK7pfg&)a5{;M-V8{kgn{@01egEN#CIM67SDe+}ad@(S$@BI7w@I+0 zR6^oR`SVymSq!IA!6rO-flls$*Rpdw3tyY}PU^n078bsLf`TzduLBc;%UwoOHTv?RS$bApgEP6M+F0Odg_g zkXlH1OCVZC5C6mngyv=Gml3w>qiVnR2I$H~=3$3kE74y#!GB!V@XUmRIz3Ri1#~+0 zU8QOTk|z|>uZ8u*3M-kS?)KN0R62CO`SZN_xOu>(!wl#nci5!fZEgGAt#{YNACSSS z?CI;7{l3WEWv?0>r!MTqkUt4$Dp`X>a;^3aHC`@x(IC}~Qu zaY)+q({sCViifnwkTb3p8RG5QC+xM^^?Yp@`#Eo;lrcA|&XFWw>!$kqf#v^6215rW zuZSg5BJcn5x&g5bFhJ2&>$c}h0x<5xV;#3B`h4L(&HA|6sX?ynVD7iJGV516u#=-% zu*XvUN6MCvf_hDwLPC0w8wm&ib2T1%-~u)c)@~go{u?zq#NiJ=z*2dzfBd=Hz{R6n zEuLseFu}*XnO1n(#1gn;wnl(0%RWH_gstKD_k}ZN>V};qIN?NP6O`cY>o9+yDQ7@Nz{j2SEIXZe>|#Ms(&sur#&!j^2gC9Ao=Z z)>L?$^(ej>1B9R|=@J9X*Z=?5Mv&YT;&LYhxQ|WcH;#8{(#PNp8$|m-&GcxnSj5hZ zxozJ$@`wqDwBe+~EI0wt(T}DJV^b|UGJe>cC)ZE$elm~SgnyrDZQ*

2J-|;Py3M zw2f=&>+_P4*@}v^`zGO$noxOwy9`a>E<60LHYQEs&80psGCQvbeE3DEi(0){LA&`@ zVd=&<1GzD@YjN*xZNIJTzj0w>UvNY!+)mA3{wTLVrpY|xKi}?<-#?ySdPODvn9aC7 z=gH_oJ-j#90iI=g50xiA^%uOY3^|FY_g*%Vzk@&^u`5=&kZ-OwMmQLv#yJ{~0ngMZ zb;eki!tUIBo4uZ_5o^O;67OF>Y$jb5lW{}}IFK#_DN-@6qNJJlavI_5bXINCSG9i} z;sQKRv==k=p#@Hbukwql3LZ~H{e@T8ZS2+=e5~U!uF0tWOMM(5`qrYA`W40|#THP+ zariEzsgI*bIHr%e`njSB>yii?PY&EmCjWR3l461mi*}sHwdQ{{iQ1~Kl0AWC$zjFbRH&n+C)|4>^k#xfW zLlkP!SC@4{QJaT;ebVTVV%IMkqNqc2tV^jr`+U=!7e8tR$_7YGE2dZL7*~8@mScomT zU}u}owJWOpzt6x4u{0*d$=`vgyZ7(`W zXZb(r|K`R(%|Oj>G>lj=KtVm7Sj4vBNZK~|&D~4oK`^a~)`*)jgEG}>agjyNsgxJX z1ire_5a;m#Yk7s$Z%Z^(EqzNn))=LL-fK<<=!huvpn1#Qn$7E?^GVuvdQYEFv~{wV zbMZMs_upAzHk~wP@AW?mUm_BwgRkoSz_=^<^a@$^ZbMDnTJy`BaAv^#Oe-S$?($g8#upyS7sfbdc)4aYJE_wnWNa-=ol?PPDK zFaO1Un-{1x<~fiemS1~aQ>4^2F_eo@it=++^KR(JFf-tatT#T%UdDyy5-EB{W90-& z+;idngzl*^gj+MNBiG#{1hjykRTr5pqWUl~Qz|Mf}as)_-*VOKli$#{{8(&)l{0RS|p(v}B(f2scA9k&>0CN~^ z=$g(Gvf@{DRd{qeHeRW0<#{7AaB}^q&d8kqdob=t79&BILR4Z&HqSgB&}rjSSy>~L z#O=rcao#;p-_bb93jOuQ#| zE-#3Bf)eeMe;>;JrcP=SI-1>Sug!5zJPjvHs2B%JgkTL*=+UOy4yp-7X<|b&?0rlK zPRTbRVEVJb5hyjE-0p}pOOfE8>*LKS1j|QtADwl#Vr;qyUfJ%5>hOaJi#m8Zt&33{ znyjy(MUr^!7~EeHf`1)iY%laY99d{Y6%8q}A8ZNYOH?p-N|Tmq@8EvXWM=>U1L8B< zPzg&9doPEd-%l6-G4=ldQ|S8ax+R+=|Gc0NH|26Eu64j~xU* zX?K8E;+ysRvW*>8Ly408#vYLv9tR6ICvW?ND_cjB)yFxzypBN(i5#?%xCS#7fLTS^ zs7o0<**vr_@dakJwghFWJ*2*vI?K;IeploJT&eFR-Y zU>$08t*(N*xQ=KN>{$!yxY%v1stM9pf$t(F1HvXKnBqUUVQthDjn*(|KCKgpB{dsz zE|dC1Z{vUajvq88W^sBF*}ieHou4TVAB0u$xp+;x5qRv z3q0F7Q<>)?%hA?Vp}4V^0uc4DzO?G$XD5}|12~)49vYaI2-EEvem1^3MNwD2Yf(Mm zHiobW5c>K$7=Vd#iDzw6`2Vr_LB^qpk?2v9-aZ2SDS)bl)>ksCXU9)6 zs;_;i)8lGP{Sc-yAoo`eOZ-@GO@9B}Qu`Z-a__|@a6z%D1lBdFi!U#F3GI#$QQkD} zkY#IirMGQrbS485m{2pegdT4*)zkkF-ujches>?C`kwa@oUvxXNgIHcOU`Iy-sQ%H zKw?}#G`@>)$(#%FP#SS>3;j$?IGk07;n1O)l-cQ^me~Hhh>ly2ytDbUS^&5KdX_un+G7?GNoU8}Skjiv;I!ItAJ?_;xd( zUxH`M4?0GFBiNEVgUpU8wn#IIs(9)JXR3=*QW^bxtgaPLff zum46$T0)9DEA{LNXZl9SSUrw9n7aWBXCEBf)U%U`UnFJNsI~~KvzTu_7s+n27WjM- z5@!Y)>+!C7ZJ!NO-;;*ugc?BQeyekcAEP%~6=j(s&|-n4Pk=RC@Rr;Ut9zC6pvY7G zg=Z{t$iTutKd4M^SXGzAeJ6g&(l%t;^%|9^!SbnZwPQjkd2(mCbUCUic$LxF#C#9` zcX%9y-fc1v!$a}?uP!fI+5i9l9^3Tw#DE#5nu`?W;5=}iAg49I=pW6jeT^o4ArLy2 z{GQ!kQ4<;7-u0mO+Ey;UV4+ROcv-hdr-KD)L!>rNQakR9EvNt06^^+SgpOhVQ{5*9 zOEMci>E60LguuVutlwJx0Bnk{6~SY|I@v2!)!!bTq5lZ2Fwz~ z$cI{3{(r)1ok@L$;g*XGQo@rXIE2(1wV*Gk3!st@M&XbBC8HH+d`c@L0#~l5*9sL zCsMmJ;+us)P_WTaAoA|f@xwc+kq&bk_!G6qnT;n|le{4z;C?PFbEOQTwUh70815(2)|KR24(8K6J?b$v!NdL zLO07G2?<0EM2`Re|IXri7a3qiutC|sU3caFC*S4$C#2fh@dYRS#U0e<=&brgfF{V| zg7IHC_ub{xwa z$U7|dNnez075q-~HH7ba92Eo}u^7)ZDH3Az26Q0yVJ8pAnMDX@kL`|O( z*N@gxQG&D=1(B6(+6?P1qFjfm0yGVcif_qrV(`!Z_fCMjW}jpg{P)lMUZB$NTUYlOs zE#OsN97m{s#r?jCchV}O0}U+N1<&h$20XQB%vp+j+gsow8^Cd@y$U=KtKUK)E2f$< z#kC#hl1N{k_5>Sjq62}Kufnj7uxm|sXPuctKL%aAKFE*X+j9rix?1(SEC297@R;EJ z<_R3knh-vW_UX$Grw^*}$^8%ghE2gs=4iS8%_}1%Z(J%o1viMIv3g9t)rx;y7@S(` zt)W*~7e`#kQx<#(yK}u-Q}atTm6Zmz==+HmcsW02S=fZadUeR%Ho`b+>1#w{+9ilE zSWs;ML~@%!>s!=Uu7$OJ$|LquQHse+T@FZJJwL#W~OIjSSq-;Mp7Hz)$o$L2bq2T~#x&vzY)8dgg;moD+$I8WC_dT7ahs?s|_c zzV66BJ{~zlE$NmQ*XUz?HqY zQE4<|*_!8(-fG=QbY@OQEY(@7_-FpXe^7l7WdX!|mmZM(8i8b2^G$qn$;Op)n8M`3 z5yrcn2Gu8apw7HU{xa&m5A!9S(8VrXohmi#@oFNd%K5hE=kbUlMVDr@Jng$b*w)Xk z^MQTL%56uvUZDuN8I-k1_QKKC-UqQ35rPg|z3Z$p#D^`3?<=bslrr3hbnd6gyc|(GMecDab9AqevcUmpF7JF z%a^gI7Jg&x@uL;vzoBg$+9t%guka2Ct6AEsvItt(kTKBMf0yjEzSdLBh(kR)G?I;T=N* zkmiFr50g2IA$}GB99mCu8>Cq`bG{d_60z4I)AUu9sb5z%yoBo1C*+nbCV3KvIaZ`d z{6@U0CG%6oOlLMG|B`m!id72S!>wjugYOPIH1i_xN)YTmch)^xLE&Fd=pcA-f_S-3 z1D_bgE{F+!o(hVij#r++jO=$ro);RR6==LD&5K*Kw4{PjmYsZh|LBW!5O;~)Ymx3~ zg;-i1xu0edS@MRCaSfIC3YZ-#aPr7}_Ex7k{-?T%Bk4<>ie$7_JelOmV-GgPUMXYj z4M(aJ&4Xco62nTaNpMkqBm8^6QU}vLmvcDUqLokL#wM~3EMIWYk=vkXHkr;f7@T(S zScBZB0GlW`$;Mh1$M*-65dd}+X+ew6!#&{Ka>XxX#;zi4b{-! zq~m%&pnok0*M$6{6O4RTs;utS%j{?Kqj(`Ea`Z{6t>zi*sl_=9T^+f$M(8gWl3;1< z4UH-1*#5(h%cuO6R7_=evZ}6h8|?FZbAB=>u6Wx$cF6W|9$zA}uOcr-nI)Ji0q8V| zk1e|<&EzRP*j?T4%zVcZ(>zV}QVqKx2YriPpk{-$&iag1Nz!qPL}uzBvT<|B3BU#j z9hdyJ7qsadb3xksk3=O?73KbM*5mIYnTZkFSnm@o}{k3@2HB~b)9$g zF^Y`425a$_ApiO*_&ge~B}U%-i8ho7@7iFy{RnH~=By`tC;-T8pJWT7Nky0#6lmf0 z9*_QM!~g%!|NpInh?1*ub_>RZ|4@YVomuh1s*c6RnYe~B|4CmEx$+pY61AiEzyIQk zU556QWF6$;ZmIwP0{}KLZ~xvzpMwfDwuQi9MlxiADyG$F;Q$AAF*P8LjEG`-lSio}c;ucl#=|Cw1OKUg{lJTXI%G9-RAxP6Ndgq;1I6 zjMdj9m{0YWZcTLtm5YL=J6 zpa1kHTM0HF-xXow;GVP`I3mOXx3w{~>L)_3oH%U@y7#K~>FyT=7JQSms~ZgF%z%IX z-;XiWBVA}(NpAH^NcBh@`_>8~ z(nVOY5@n%q#}RCAC!-x!$syTY5m2;tHs$ChV+%rG?h!@gOl8(yM6}lItnEc6j=1{$ zLgGM^&mkNfaQH+KNy$39)u3Rfxg$+`rZzH(HdtU3t6i%@Ci<}2BMK-AwaGf`Vfr*y z9(efL0qoS8f5Vml@nJ^F@YKYzYJKg6Cfk467mAK~xOhN(WPeE+fiTi%-LIUGG< zuAV-VMT6B=&{WY=>E~$Ac%sZrDgnaBst^lg$Qp(<;Be=4Q~^N+r?%SKKAN7Z?7jEl zwMJdRpj0NcN8bHvj6Vc@MvfC_N5gjd%+@lcn+X#DUESjNRb87w;oL5S176$!&zKh} zNkl--2ydo|dmO#DZ=gsN4>ma!AJTJ}LCs(E1k_W|9D{|!T3!vxqoo&U*pYGrgFHJ= z%#ePiu*_yW;5$ar*AN%B)E$-Ug44jJi-;J|Yx$9lzCQe1f`3RO7B~P%UTimp`td(8 zWsl3^DZq-XSMlE{=AEQ4`nBivpeK}k==5nMl}(A}c}nvK*Hk0v>>+M)QqQm-Jqhl~ zqN?x*dxi2c{xvl5?*luR^&mSbDSmrvEc-c?D;MnXhOh)Z|Nr9dBX&~OW$NN!?Y-la zUFFj7P^%e|EuL_<20>3oPC#Z6eNF61MM!AGFR)M|U&QhEV^$+0%V zL9(Yx%NXT9tOt}@lk=iBRUW6zDYZ{OF0C56i$;H|RRZ3k*qyiXYHwCcwAav0_hSUk zfQl1!Ng%O|d(_aOs3KbDu?-!h>#DQpItYY$ySMG$v+;V!w*au`f;e%u6_7UcZcxPneN)|pOR z7d!)8cct`zg=Qu!8X~KBKZPS7F_9r?rQ~ldCfW)OFeM_6Qmiy#l0h{oZMm6wI8-5C|HT-A0SaAD_2UdHd-1Xbjrq!Yz^eA0>r_Y+)* zJ-YhFfa!pVn;v_Qut<^IrqGJXi-RI3LqJ~SV4<835we`}sIw+3Fc2^$a|HvNKx?WO zY^W>$7%vI&3aQ(RQxF!j%M|rQ?|(ON-^Wz9h+nAK0eXwvtxGVSy~0ko9l#sdS(N@g zEQ66VYIp(VJpk)={h~bytgdav-Qh8qWR#B`r^9Im0>E*ZJVIRz7Q>HZ+oG1F&swj* zOH4R0=oDnf9>2#8yQN>GVyMg~QaaR4E>H0#K)!DXBAg&B7?$wo*oKiGlR zzMYQ+niZX+mIx98DbMZ9Ul7N7uW$+9-{hst{PO*iLvtt9CZ+IgzgCC!*ESMZ+2dCR zcfpaD^kT`$w`R%X1xYV;a?$D^7tcP=T5yk|S}i7_mjfDJ^T$=0o|P&D%%TkDBlQir z=6z+pi5YW3An3C4-ll|%F3MiiX3PFFit*fbN#eoyZ0FTgybGq{7$kfRASD9sZC%vL zN%zKc;OF(}yKb82=;d>Q<@W$8O5JJ9> z{#jRF)L%8w72mstA2q^nxPYFpq_Lf_!(3^C`kb`V(!a3)Sr(G6@nJG?#x605nlXSD zn4ucwW25O;69{1vBtIs_@sx$nBpLPo7Y|99rBru+5UOMW=|E2$5X6CP5>GUI4#$h%@Q6Wj^`<8;3neTj>eH7%=h>ggVD~$ z&SUcvcaifmN5d}@1K;VOc}EWIGK;_sryo{Z-EJ?R1tCFsvzv(g{F@EC5w+$x>~5=$ zdSDzP5}Pf5Liu_es^(q;J+$opkCzL6KXTVs%$VV$p_fp^Zi=@p2P`X*fH zubBqrZ7_xpMR;kf9|G@ohBW3CRhLt$LHk&xIk}|;T_4?~sJKJQAr+L)+_aVH+e?=) zh0n#bhTflD(!8lPqXoRxcH5q;0`YKzaFSB1cPkJ#ptFMxyzebU*-Jy=H2I1p>*v9(|Fhh;V>!cN^R(Z ze;E|~r)O>H+l_}}J+r^NSg&Gp+9j&C`(XsXFEV_ewh8$M^@&KB>de+<_X_LQIQ&2V z|8#AOtt3`G=Wkob>826M;LEfBrtUa1rsDV|Vclu>?VNOcZ>L*3-wWGiKjI@KHCW?I&obfjLlw+o zg9#-vK#T*_`;hNmO@1Ez2dO;`-A*+bkII9r0-7ZDi5#qXlk`r)%nlZN;0;5cs9b5b zmhGtbIjUa4Q#ZocESR}w710mzQS*MTeZgbt{05Q%~GpsU9>ZI{7=^^H>U%$)Smw-V@Oz(+A!lol!kic>LL7`Mo{l1EMKfbH3DZkF0I1=iGkzdi1a#LUl`aF5rlf+;U8Js`lots zph&Wou&~zK%O_*2-7|KYUbNSmcw?p&wE*W3j&)z>KF5jy@RK+=dd zWi&^V7$h@L$6|nZ$@#~~%qN+zorbEkJ8&q90l$5g`2YX1B%bABl8=?oQL?p&1{F^{ zP0r9w zekN$zMs*U&WusIsubc*BxDMBhpM9Qgpi3U|Ya5NDYrO3u^Pzc-ABaD}@3D=-EXfuL z@>&e+%IQT#^lgF$AF(mPPKV)W4Ue^BR{cwL7uOaNqbcMs1Z@p27nv4zymsdSP5fD( zoK~LR=GJGV*ykeJ@I3{DnGg0S)v`M9m%G-M$fzLCK6?J~VMh+ccQx6NM*R2Kn}|{s zJ)|ew|K`n4Vj)xQ=s;t+aiQ>)V`d`noS;(N*I>}7A(&D#D2 zZ(EwxfJc$sy-18})x(Z@@QEN2i>i|LI@?l~zajSU8e;ul=3##>W4#G!4{_^lr7G%E ztu6u=_!a}vxDb{%S-AGy0mlxxzr^dv;yKJ3lZ4m5zj<54e_VhL8{iRb*dVmzzK0^` z^H5WD)H=DKIBOu&7P_6uro3fD+NmdtDbLY+-aS@Z)m|~?lx;uC!VP2sm5X=Au-HfB?POcpds7-BvyIPsKTiB6@X*`rTUZ@azy5W!i{M#fHj?_pLQ-(F_ers zrK@;dO@>rhg^Zyp(Btv3`eM+_)@)la*g@%I_r-xP@EIXE${0efx>(<8T7*3tYJ`Qp zDStQKwl=41fTsB+0Kiw}Z+a@c;uolFeAK{hh+o*X;E4TnwBWbEsL?Lfx4Z;=E$iW@ zV~UP|9q=Fvq@Gb4D@HUb*=FXlDf-7UqfA`EsuK`omrf>KPKcX{!JqsOv73rBrblQ6 zzVa&r?dvj*nCFH_K;1#2tx8CaZ0JltB#eL7T4oyvMJ&Rqu81Dov1`~kbm0gIVD#2F zU-%Hg$=Ob1m1HZK4DPAN%79O-aTRr&>(}D?WP`SE(7QhN7qE&G>2YKmSiS$N z-PNN4JAnYxpruwNvFR?d<8QJ^7j`ip)XV zJN?p7Dt$+AlgUVB`g>o3?W99GqXXL^HSUy*G}hE3j`m^YhYG6}W`n|2JRs+6#HbC6 z)c^nWSH2KzRd@ad>#_^o?&{;~3SLHqLeW6ccioWYA8G1RO4)Ls#gH6qh{aGZfCHxnbNVE{6DTr_Ax4Y1Bk94wphJ{FhD5=#y`lHf#$v$|uW zIle0H*t5c(5)wGbaW2vsjFWNo(-xZ_3X%=0ynD)X&6y780~3xU#EJ87i#wz_ z>C=E~+Z8}hy;Rq?oi=2tI`}RD!wY{c%C#aqbvH%!7fUweC%w26oPlGDFPf>XrnJc9 zL<<%{<5j?*Eq!9P_lPsYjZcb3H``62Lc7gOH+%5bnCAw2{$O4cn^y@p%ji9(5Rf{G>zaqGb#E0w?7A>_pqjR zwmHb%nOTqzEvV$&C+~WK>&{v$y`7saZpjDIu6A#DES9`O z>H}#(_Q(I0E=TwDs;B&u;pfQ6o}E9KtWyq!oe(n?EVBJ9jJ|c_HeE^)%S=Uc6D|{W zpo=_Lr`QQ}qLv~kJ4~j^I7KCn^9wkmi^nVraO=DO_&-;zz2Vogw(w^w1-l{npPqMq zFS-htE*NB8?(f{o4@8bV`Z8s2|Lxe7D1ZKa;`_FZ_@P!eHML#WPe=c;KZ6B7?gjTv zzjb&Z$gVI~j1?}ZM*m0)GKm-SYVP3zSaTWJ?J$2t*KumK1z3xD#;{#P1Sc9S zd>WrK|Ik`rf$c+#^>V3kafAH=e?Na;epEzdo>c~YLQ=5?pl^Y;t#T4YeV=LDV)PMb z#n5oIu2J_YwX)u%F%28TFk~IC1+ZcK3U-}^(7TKT-buSA58DN(fR8feQWg4Qc87E2 ziuauvL&{dI*8Q~D?HTq2n#Bv=a&QBIX^O#G1k%X<@9LPHOU8aopbxHqC>{Y{gUT_> z|GiKb?eq#AwRa+mBux_(w`86O<=$fcA87|@t(xQ44@cnNuKk#RT0ZwA2VvXwM=GkL zd4}?>iD6+ZfD5(_xewY}Jy&tttcHhZzMGt@8OJ{)AVBW&>#aucsBq2F^LFfsgVwoQ zH*A0q8%|+ErS32weXPhqIaP@Dl`E=H?46P|=r)<)yy>}kOEd<~|8vG^wTsspPzMwT zEW?xCq`%6JfG(=iZy-o|5@C3R*1T>6KISoNv!G1YRd@t7YMZ$2ed)v2xWV0ueb5fG zPW79yvaI{extDKO+h+RnA8B&<)33tr*5z_0H&ZQ-!`)Y|1#589Cm6coI)=y7FcHU$ zC{Dv{b;sTiM>f3e##0ETC;ziX}w)@^MG< zoace;Si}gXVynGjnGw>{I=q2eXp&abYfWBcMTi1nx!cgtl=E2Ji)z3xUD(kdz8YNM zMK{!SwxS&Famf8`mjjp3(Bgm1Fg9d9aOvxda<_@!E`{hpgZ;^Kl8tB)@NSh5q|9W8 zKWYd9xkxvTd++B}sueB@(E<5ji(H zjT@Npx{G4&Kqol|8_D;9JbtW*{$3EhGNFNDO5X?i5VRts2;P?r6-Li)(_k(9pLl5g zen+Ppw*mfJ+J#7#LN5biX$RPBMz4&&9$S}7+?{FQi%|>i?EGlaKIgTgAam(|K zc_1a$f0YaU!MXq+7%9Fyq+b z%H&Y22_ta|%ffLCU$GhcAou_LI={{A4XJgyn?(RJCY=x!k*WIE2~|7$A-di3Y(MHt zhlk4{mgj$-vDW=zM9J3cBGGu&bAVh83Mv=-yU^(dntpc;JcTt7zo^vE_c6P+);V!E zu6n)gMVZRlT z1Wc-@8ij3)j*|??Ag(U(TZ`258Z-g+16)(9WE~t5^)24~nktU07bfVr@uCYGyz5z_eR2O8yfDDsV}P00dOx_pZ57zHTk*D}l`pcp1snN=T`DN`wIZLQ|8_ zZ+;AzvdyY^YDf9iPZ$_~NuTZTLp!nI&U|8HR`KztILZyRaI%YmZwR)#qUMVvEPVtx zaw2sHHgL#;GraC)P3$1!B36NyH7F|5td7PS?N4_1$L?9y%70k!RH zQG{0Da_`iZ(V*}Q=lYJ`fTJXS0yMiOS#2ZH9DMVrV$aA|INU9RSY9!oywP$S1x7c(dJm7AJ70P}Xb)Nyt52ti+sD!#jv%!N0CA+PYRSMVrkz)6PM@gR-BA-a z%_zjyJTrTF?B=F+4M|sErhBv`h%2BNejLYTeF!h<2ts-zr3fA7GCHActvYggBy!_W z_l^xkg}&CvboCp4$@yG_T9{pZg)1h=RO%80pIlnSvs@4qX*1{0+(At!Rk$g3HREVq zyS7Rvoia;aZ|fRqP`lh@xHhJmH+VL|pH$}m$@V>TOiQF3?L$Iu82r%0YJ8aNVW1r; zt+@0C(H+^!f!7zHKM6|6X*GvY)tFIuN=LN#s&c-p59$rh`g{Dga&u2X!Je6Q-}p=^ zw@Drw(D_CC;PO0RaKhe~8DX*`35NpLDoLA9E?D!)?Ak^*VK~gGFt4~#&XSSBjYHa| z-+nZ2=lf}#EGXVllT`oqANl++URqOrJzR9xW*Uy;hjMy<&oors9jog}__^U6+0tLX z5Z-TC7)3FYk|S^T5YKJ@#m2n)M~@RvUVLZR+wbil%fhmW0k0j- z6aW9H?n+?1o;OTn`jVml@Ygtl0-ip1-17|7Vi&Knlf}0l8b2EvnOGWyGd<=4E>d6=dIfK+iHs|NggR9`RQt zP0Aoo7Bz$5_=`}c?ogSa%4|V<`#~o~ZNZH|msBx9c@9?!IEy6bd9HoeAL_PeuCPZb zHTox}xEv_HzCew$%?RNo2X6(NH32R$>O4%tKi_32lLm@@3-M$=hw>H6yOT=0U$W1^ zl2~15+XQd29Zf(nG>n1_gKS;GgzfSL+czUd~ei;yH z=T7eeNG_LK7mo%jzd!%i6&IvRa>Uyv*7{H)L!VoZRZXx~7KXOV`3j+*_lVrHrjW3_ z+nS3=iHT+@Xk?H8;fb%+x`JO5sA5yleXVrJSw~$4O0grY$0{dyw@gZ3c! z6FXcs;oZGb(;H>iBYSwu>}9`)1Ek2^PqxaJCwrH0Qq4Z8#0`lPJ}46!TG$x}h7g=` zT;dv1()yJd@h13c*!Fn@0)mtXo>NA6eyt-=2Q8XV z0cD65@`5H7?fA{tf4SmRSiv9h@YrQ-<()IvWhRTXwFn)&^uOXkoTeq8tlN;Fok%t$ zx6X_#1`(ZBTm;Hz^N_hNA9^_XB#rqgjpOx8FV5sDEmW9jJ5{=YbU%j)xn{2{Oc->| zWCqXI2B#?isaEOB({reGZ&^@`c#nXIMtmTlJ3LUa69-*tPl^0S^_bOKbM}f`7dpzM z21hTSzc?5*%}h{3eQy=ASFuR_!V{I4+WcWo;+WRgKXK}3c44%)!igjS?@F>qFWpY6 z(WYsBGp>+r;X+u24joGv54zgDl8R3czyIdytl}>FPm{hUF#Afg8NdJlZ`61xRr!Ye zzxs#zle5wBCxPh)ci3;&1tnks^vb#39_$+id8wp8=+H{vz}FghUy6eu_?l%|Ma_!b z2G9BQnh#F!03pQz9tvcnewe=1RIX7>fByf45FwW`a5q~}JF%YA`4~?OaXk9C>bZY4 zNB4wr=eX(T8hPl`Rt=X{j?ZOt8EZ5k%$Z`C)YnV+#qusv#yZ}ab*ELpyq49UQ9Q~O zcJhX73@pm;tMnEjZ{>V#EERFyT5k_Xd7g5c`_|-k{I=t7;xgB@}M52rl3}9Wg;>?r*WUofKOcW&wsnjmM)?1EWr)clUoe?rZ#Xa&k17A*c1)6FyACY^-pdd3bn3P$oap zMiOzRGE!l;n{Gwz`K3x|Fsm>^> z+!WihGzee$XKN^;Ahib5wlvo5rMeQv14|VuF#8w+MHpnNNgp3u7|EoZs}04F!V#Oc zp-lCqc)J7NcxpMFk7`U2-_# zQ*hR9+FKfvgxs+g++gp^Nbn(OnoVkm*s8z)00RI3e|^>p19qp4PoO4TejlPhW9Anm zI!0UBXK<+?X~jc`G0Q`R2C2t} zG`+Nmx2sANs*+vE_S|GFjCxtx{MZh!y$ldbq!$6s3pWt?H} z2jW8@A6rCs7)7PeIT@bFnl4YHlokU5-A7uw*(W!%!yqH!YMb6f)g>S5?c-sm2@}_W zN>sAny3mi}Kq8q-6h%E19FnI9y2|QY_bc8QwR)1xPgAsKdkVLt88^v6ywZ!8wglOf99E%iUE@|0o7a?lL;H&9MB1G8|HFZ{>)k_IV%^ZY2{r`&g8%(!Br! z|E!<*dKBPpX z_P5CKU^(*q6{Y3<)#a@6A^a(|!Cu5n3nDq>l>r&~{@0#d*poLIGn6}ZQ7(jIER$zg ziUk|$FEO*>6~b=!T)g|t;T>Q`-#YdL!hozyNUBlaoDXzmn0aYxADLEx-U)&9?j2TTmD$R|tl!HvIl!~y9X>EGR;5_<^y(n_Ho^UJfY7v>v~KIV z1Wy*!Px=7~xk#@9-YNlF^_DOXmd$feV-%w%IyD~cBW9W1SxD=Iy(c=k(bo6mdp!k< zG1ne=fYJ#<-Kq|lOZg||AqdZ{{z+9t9iQB?qJ$v^n zKeMnZ=6SY#Nl^UGiy2)U=x?%@pp^`U0s&>*38uAIz_Cq8uG0d%3AUzMCx5KLu(`dT z#>_EdMX$pDS0=P>;>Vr9t!5OOHR@^qxX<0u6aqcm&N+smGuA@(HSZSaK+-?6?*HH# z{2j8y+}_Qi`qRau@FKZHd(hP^RlDA}812$oT!vz6`E+Ez!GNqJ#!0alhRyCE@ek7g|G+u>3+Es=cc2B&xr<(fn*|tpURt#B%XfE?e zKe^iUZ*;y{f9HQ#E2!Ap>-&-?fY;5PsI%GZ969kV>=ro;naGL8h#>Eb99v-0>6N~h z87f6<2pH?bUFq?;)PCj;AY}gAWFXiNZy)v1Nw>%VtO;4t1k<#oVAq@icSE@%mU9JQ z02#*$x1&s;aS_eW&Xku4bd%V^~R)m~pq+}?w} zD)`&U+8UUTNmL99MN$t&8NEQ)R#5j{p4NPk7?hRW-uSlP$N%#|(*}jid4DFLGDq4i zZnkGMFh9f)u<`42Q-AlRrkq7XaLJTY{P2E>G|}|mzxBe^Q)Tr77xaP5m6zMALD|`| zztk)E{-O5Hqus)SQl#7`g}7o=#!JVlJ@EN3^*t~ik>JVeT+Fk!#_uykAJl~nrD2f$ zYDziG>F%f&^ulhNxFpxn8v4#dKAsp}uB9}5PpvOWE7lWPqK@n^HPv`(zM@73Zixxz zBKZ1iPFjHv{g9hy)N!&&jX80wm(C&bm$ea9UH^|EwU z%AjCb+OWiu`EXlvc07<)Lv+ex0guW^6L;{mbFFdVmyjz|p&j5t{m?Ejw7)?K!2~m} zlqSf747=^K!w{H|1qBnSL;QlPG5Bwel$P-=v7k z7uRDaYqoa^*nZpWJ0AkNX&=-AaOKaio(H?LX(h!N)n1w9v%GdnI|J(^11GMoAHl=7 zo$Gp;J#hiSB5FO_fq#)T26=R(O>cppmfFEWtGu-22oA6by#R4^ad6-S3Vm4mKf4wz zNLd`VeorI396xHlSf}7Xo4fsg+id#dsq-m@Xc$aaVqQx30RQs7 z4fXhLD{4h^@qj=)`v2?*k6X|G|NXwmSDCvz_dN@+$1!m-lK(-NE9(?&DSkUHU!Be^ ztzvyOH;)TIG(wmA^_C>RMDBWeTyh(@*yri5N-EitDm;Za8#DiWt^`$`*#3w5-5jNV zQ1X|Wbnoq`EyIkGm#YKB6ui6y>Npch)QVn`QzsM8-anD+b}-_(i>g@bfvNxi0{~HH z0CzwoqnU~;v{?bvk;DJi#efFq&d*%@N$h2oyAcOm%U;k5N>r@$jPom+U0?M~+>$|U z#!x#~a}2V5!;A?trcYd22Q>|^j*0PBd`x#j>s6t21+pbN@KF}nWiwAr_ZNTF8yphu zB#UVB{cY3G%FTB$>Mo9#hd*T)HxX=}BUZqi!K(=jD98V{|3qwgtLl+qP|VoDMs- zZQHgw9XlP{w%xI9+s1x5=id8%z46AVAG>PoRT@=m&ToCQ){HX|o|gYi#uy6WELjhd zQUE!ajbVx6S&bvNkX^P|+1R`bzNw)Tn{-XO^sH1tuqgNY8Kf&2zVB^Qc0uWf3ejdFPFGD<=zKlBv7L zvb8%=rF%@>6ZH)??~(pm6tm^;bSPco zmp5+PtNnM{&FV9ZE)t0oU}u%H-5Pq^ANzUv$4%nhe538&W^yJ7t~iPb1}hATHzLI` zf`Q~i(US;dEqetci)9l6wl=)E}AjFZaXw z*|%w;=07ZliYFpxFQLt=E6<*hl>TMyy*xNo{?kmh@98O$rspj@ZA}RuzU>5gHIrjW zNivMzK}*g2%%a3Rb17mVz8JOL2u#zch^8CMZH1iLY6flxTP41lG z{GibEiNtg3;Y8gqm_?Nu<^5I>6WZLSsiM6MmBUKa<{T~ts$l4*3Qt5E|Ah8@%+I>> zTjB!i7-H>aDgHXp8Tp#XQ{D2tnI<{C{= zLh0Qk04tN-?VaH*1F9zUfN2sN{vqb&jDjGwqO&gmt`wsiCxF zpkxQxBnj4R)=@0_BS~)qH9!m*nY$L^*Xpd95AGsDofRmFn!}XBhL%3z+TA3UNGlEc zg+K6xvTtsM2NV1xn^50OL0~oUS4nll;Bc1)VJOTJiZ6K47UsCnaC$G_9|7#@I1t!v z<6(PV&Y_Pu*@+}LA*C(R1}Jo&QRC9}tuQmOr`e()AD0H#-#|Zv`@e6JAco0AEaD4h zv1-J7J=wgoI743l7#Fc>lN%&2OKmU6bu2q*^ds(^tBFtS(j-Z@JUabSW7yiM5-1v}x5f%w&8I)J0FBe~4u)HL$ zSC4}fqu*4O-@R@d+xHnC0OoZM9kmATrRQp7>Gdp9Ms^6(eJo;J0TcN<-Hk5MKZi@I zjGYUlx$C>(_<9L)-aFoP2z&V@$SI%D+GrxGAQyakoaUEs2~Ak~<(O>?H7%E^1td*? zSOisd?{>+Ih<7+-cNJ~-$>(3e3)~zI-(J?vV^?TF_GBs=GiNCqoUi9Uu8Ez2_jLuYAp1&}SMm%OhhUnl(XXznkGpc4m++PQ_k9sBmh2kbG`0zTJT*$=O7T?8 zs0x$|^*vmN=8_TZBw}Y8xjTTzdc9Ergt{wwAm)afW1^q4qjFzl4CH}YH7iPg@w#Sx z*c5iLPrajU0W3p26?0W-T=LnUgj}X6M8s{s7?Rsppt?K*IEf46jb*)uh|;X#XI{N=zjg2b}eScW&nANHrgQ?2Ce?kTRglAkTz$$UV2N z=?-z$!x;O4B`?Rvxc?N!<>j1_P%c6DI!`}HeII8_J%!)E&9tDFZt%*XMEr;PYR^Km zh$qC|y&&N}EdDB$xGcAmgxam8N${4<>JDMEMmZ7@VNDU571LV-CjIeeHe&M^_>yyd zzLXaKX!pUrM@Yw;j=iKgUeW)Uqn-CO3!WL9uTFz!2Du9!(z%S#FcKmA5p8`5r;>oR z<(QaJH5#_rZDoCP7LVAfK~Wvh&`KhC%T0ALjcZ=XSJcV|n@;pDuj9L?A462Y_R}XH z5lq|Ityxp^r}#lN>1v=zWr0>W@!W*?SH)M{<#}=3tIQlnllHdfmy26Y>%TIyzd zR|pUAhRW~JM?HjR%^Wd7>Ejb~)$9krW|i3|k*g z-_EHf4Hmr$w9Ysy(}a>+iMJ)o!Ml2&2-Sjm-T(lw2-9=+MOqNXG55M}r!xTZ9^cSZ zht^&QRopH`KCEX?rg;7K+9k^3h+alsh*QCUO5>NDpn*&`d0J}xqng}LQ`+LaP!=XK z?$vAC`Dbx?BDVD6mn3@3GaPo-C07vQobiHq>xNKNR*i`U8DX%z-xnS>A_b7ELbn-`9D<+|`G_Y>!fV^_HnL5QRA>)_ zRiDA@wu?Nyy7K}ItR_viQjCd`2vdWonjqcN#_uaIq&*7kdvMHGw15v&n7~T$@adhniRbb!$RLx18Mom`oQ@X4Ja*QahVl-}6P5X^iSmY|gvb(h zH(9dXjk16~yxl5@pk=pcake&D;AO9{nt%dM3t4Es_+xBrUp`#jCcCO$AFhn@aksJe zYkk?Fo@iS$+g+%?z;MT8oT<#x{GY}v!JcgHF`r1{gB!~-d=w7}GT#G)NMUMMe{uPl z4SL_GrlumQ1=z3h6$tvm)ptt|*>ky*>kjJrKUMI#mGmy2=KQfe2brxA42EKs!9W5@ z6cdKmpAn+PJj?f1&Fkl;;4Txa&b>@^tn^%`s19IUS@Fe;SPG@ZrWta=Z$RT_v}fG) zl4gkBi}DK(bZ?KqOi;?|dUOf<8&w9zlp4*3qkp>a-F(Ni&FIA|TmP6no_ff?O8qBB znim70?a;On6ZiT@Zn>jT4z7Hve@C$Nh39&Fy2ixVv*+H$l7)Cb(b}aL{&Cq_dK=9x zQr}(iZ*SZi+>av6dvOZ^oiJOGCa--E&7<*D>kVXQ6FwE>hlVqE-V8EHz-t-4+((aN zE=IqCAxB#ZH`U6USdHsx9nY#oVA&}B`B1~5TKVwL1hs7AXXZ;(vMBNo+Hwg}{Amk_ z3m67ElsuD_(od~aM`f+d5j7JO+7W9(KW|-jxv+eOX0?>U-(=KaLvw~(v33nZM`4c1 z{w|X60efY)i;Q<5dTk$+6pY5DC$T@g*)oS%(-xE~pJNZz6a*Du3k&y41DYyyFFfj} zvBAMy#G-s)sULH@8?L!#_P1PWEfFvRXzI?o2p1Nj?1B@fk$Ulr+}JcXQ$mxATAh0P z4CH-F_*_iQ?7?`o}aK6#6AJ4|H*^Fp^7X1BD*^rXJ#$68P z!;?qzFihU7!@on@>)`#WlPmK+>K~=HVcF>gHWY5{n?w6neU>vIN=bWmStzxtKtN(< zHn8&HeGWPTtbInxSUUA7350uvC+)u;!HMQa9?5KG7E)231{{kdo)|v_`_RH7d7@d@ z;DhNuF7+}%tNwK%IKGGV4y5u=vL^vuJVtV|c%6xXv3`R1lQz^W=hYgLSC-Ppqy)P%8JJoA!m;(&<$kkQs&~L3$Rx>lFtUZxQU&)Pz$mJ9k+d6McVzfmE=>kXZ8z zi#U|X3;<9ppOgYy<6U{;r?6o?Ct+DOf?0H@(rZ#6wuvPAB|VS<*MvSm0B$@=XO#O- z)XNS4vhXh2J4;comeGThD+ug?PfGvIht2sj7Xa3Sp1EPJlZnrbwF7V!xCOn#skCTm z-@d*;go1Nx&ipaecK5x2@X@ZS`m4kkRcTsKGzbKa!M-VlXJrtj?k? zm<4hYg1;13oztB{se#9Gsa2#+||ismCU_b8PqhPuZ=J^Llz zZ0aWBHtS`NkV>gTgSDyR_~4L=SRO9z-9$7LyQ4)e7Bon|un5nj(rmkLp1J~i8Pu>F zbuAmn?OMYOUckCO+#ot~Dm)n}98v!C;g>{bd;F4cD_*aBU^daMVB!PjCc#GykAI1J z)vy$0(1j_yO@t50J~XWFWE%9sG2`6DPa`b+3+%P+or8DiMHR8d>Us)p>!_klAVjin zF44(iP<1hq$EIiw@KM{xHUN?ic9~cBQwjezU0EqcJ38C0dV75)h z0Y3UTW}(1?A9?|ZKBDg$BZ7zK=fKQ`?cT#4d?mt=%h zpw6l}%tR9~XaDyEW(IR4)ZcE|$Djf$ z94J|t+b0;d#jv$wxW(o^Jq!^#s0>7G(x}A6{O9@-$Y7kQ_~0dUt!@#>B#s~ z@G;T0&EQ$Gy6%M9>Y>dc_5{bFj?vzKe_G)BG(O0GkyCJ0cUJ2+LwDfJlqW?ng4De0 z`&Cm*HR*7t0KnwmM2l=&Ts%xSHGMBvY}bucumK>`kqEXS&%o^{I(cV#ch(g=NqPJs zeHP`T?|Vw|og@a2+*+$^P`06ra%ZM_H2#}mpv`Y3K^L2cmwu_Sl2Mgp{m=asAgyH+ z^4L+$^NbyvG%2i)Z9>-T-GI}^)j6-Di)oE<_8{QaL#ygcIzQ4j`7(k&sTiJ>kpccH z)twf1MnzgHcOzsyQh4;Zsd9EILiYeO4Wt0^E*D80&W}BQxqe2YL1)F-@eQ|OUp|s} zfss6}DL<=W1epcf!&;m$oBQ}NE3ojrp)|f z7KEVsYg4!9qt@PEs?_l1*N`k3{5y|pW*n2Mu_H$Q+}^EAGfQDay;elSM|VMeyh^A= zpqK1Pm-|Dig3PvH7~ZjLeX4s?iY|XAIj5lBsd;xzN2sdoCrRC8UIikb5yX6Jy!$pr z;KjT_!&molq+DIbFUOwp)4M;^h?Tlwq=v*XA9KS*tnjBEa3(Zja>~ziKoSrj@SSib zlz;>sa;d)Bf50>J^BjaY4g2_KMsC=i5QV7rLt>ZNrmH^=?ExtFdLCOYoJMd!mGg`{ zJ7aO!Ff+4M3>logB+J|{!66zdga*6gQ!U9`mMkm5TJzGwVmGEm!->s>wxh$tKPA1W zQ%?xH^sUv3X~hHc!m~;i&g}y_=$?Ro-(HSpJGU&IXI7n3(B9L)Qt z$6~L)HM|2r=)P<>_}2rBi7gN2gsBK$2aEs!o||GAou0-CvfL3YCX|{bH|&{@c{5^! zI0TEc%}A35W!%7!V@Do0*Fp2k#GOU#^PqE;nu$^;D?vQX0szM-S4VHcLZs6bqajq_z$lZHU1i$z~5ugmsj7*HzL;Ei!J)cI-+3X}7D+((KQ>=9z zmrDKMbRM-@!&1T2cN#FQUw9FeLh*!PKFbgCg~gYJi_)ET(V+O-Bej_u3y`ul(bxA8BWz z`D{#;*C&#qj=0%CFRC8C02(+~1PEj#D-5o~u5ym>9irHU@-?+p2<|h|se?cFy#FL* z^N*&#`?H_Uu?AC3#%6F)0JPI)8fg@j+!LE-y(N$^Q6{nm_lP+LBo`E6Bs~>(=r6zx z`=0_mMCx)lop_>qfFI6EjRV5rm#_9tvc8GO1gwLBhMH>#JcDD4kR_j>8!W~mXf$%% zoc_|d`t`<8j&oOfT*~#J;k%Ic>5D6qN`f4&Vo}S_uTl<4FK6$=s?R*eXwl^N)cXd) z_7S_W3hn5cFsLUaaS% z3-DC{e&-YEt8lgVg!mcx;P>_q7jF4tZ+iC#_lg4>z6>=>g`=xoU5bWif(Y;5kR4IG zPzOOJtg<5~H9x)F#-WKEJU57%0-8K5C*&CV8Hh_{e2@=^dW7g_dqds9?9} zXG(Y!61g2yh5KRcBQGXnee;6W5HM`On$xWBa99XOdxSFE@UrKZsSb+#^Gv$&^sO^8 z5dfG0;_r0btY5i*5hZ4LQXo|w}fU`y!f_1;%Q_z04M>n5HR$K znXA-GZXVrNn=)#GxZs9KxNH>HZ8T7cVrU}Vq-G%vNg;o`M);F}3>jXQzuC4^>4`t( z$uq3z6qRtZF?3>#5l?0L5BY*%^n1qdbeD-gw$Cen0iUsL!Rnx!FDh2OHw8r*6u2qr za%4z|gvoM_rm#dnFW?xs5x81J!G#`Up3ZgHdJqfAwmzOVrA^aTBM=fQ%ckRB1j^3* zHJvQ8y6MNn4Z}SBMG`Ut>Lpkj?Dy5SacFd=Uk%zc1i%pI%}bx$;oWTeWnOLaz*qH$ zXsTVjg1`>Hc1m)8Y~*R zOT|SM+*Pg|5ThsF;?t`zP9}@ei1wf;6NZb)L#huK|k`K-D8m=K)kRit*=E=cEPmr9UiYMxz$Xq z-4Q|PG{_uAnJtSNQB#_|dTH&;Z2Lq5QNLh8E=0$>ILbB_?`777m%onHA6|RnC;L8o z!U|2^B8YJ(zD>w9xI*j*4Qka9KI3I=bx#)t@nhZ(rK!nsG>Out@Za~5vPSuAsXN#0 zHw0^pjk%R+L4nU+jkLe|rUmJxoUJ{P2OVd8{<5IVJ+tIx=-CG1u53If2w^6#j?)4F zFF=O_sYylbS=xi1YA*{uzi)6GFfch;-!hVwg({Ui_4$2HD*t>P*oIR23;k3MJ=?zF z0({|YMX^rneJBnho8R(eF!2 zfX@7<=e8@K%a$!P3tSyBxM>urM2TFCY}9<5myzxTqBA#L%^TU8JTMYAefhm6Ll zC(}O%r-xG4@YCucl$6)8Lk*W}D9p&&`Dx1C?M`+371UO>xC!Zj#y%04AV*N;52F}( zi@BrKh?P0@u)dX;d4cuBezbyheBJUfnz#uF=3lDC!Z-M4x+~qZEFRTkq)=1UpSd5P z;w4hbvH}jma4ZoJ($6h9#I!U_72fp*knyI1H8N|cIB@_0!F6tl4pmFN&C749L45lH z0Lwx7x5+yo_;v13Az%EB5+4HJ(`qf>Kj8eo$ewLK&4E`v@5jL2o=~Gv?#p$mF1*Ls z%&mc3093+%NWW=;`5=C8q7Xm@&C*2W231Yu+00Rt;4UghsD~QsZnJSy4)__`3KN*V_M~h%eUVn^%Y44H$3|O16v(uRhE(|NRZhOYS0uyjf#P_WPVZRR(ypfS(sw&gbc7RXJzV4_G%u(2SnKkxmG!e!m*lPH(VooRY^*LX$Z zjAnoP?sA22%P?tQT6F&H^{9Xu+ih|kM6h|&HuHx`1!bgY1gY(7fFRwW%V8va6YuUw zC(8z`cgmR=py@wO%aQxJbKqt8BZ)sDDeIOS0K(9;|JnM`_=v-zA8sw;Yy;!CWt@)K z=h0^o&ZvV$)SElNA~9$n!PBBT;}dWZDYj@`VO~4Iq_@OLj3^=o+MrOh_5$-gb4tays#GbESelh^>KY++?|3O2FZLatrB2r{R1oA`- zAswj7#}~drZW*5~?tcL%Hx)f@dsriq!Hw$qGNH0jTbpz1)nkLV8eFogOM|Xsf}Cct zy`~IDG(55_d_lje!^Cp5?9LIvvIe0KlPi~$wY+TU-c2mkoAT&t&vk*$cluLc0(_$$ zF6>DCm^^&g<>`Q%H#z@Xl~d6388QyMx#{_`JL*jEP_e2?q{o1Hh(Os=B&+=@VnGS+ zcP57Y=^Qe18#X}_c}$y>6%S9gec1P_>)X2$ajJt^e99;N>o46{A97rO&$0pqxPu^N za!CcIHr!o3@GD2g_a9b5k=Z*_-B|sR4UYEBXi&J}b%0yO?+oXhhb7>z{M0gVZRF_) zkNB{nlD}IMvuTG0!>JR@scd^uc;h#CI_&yA%Y^>zIpvi;#*w0UU8?sNathJ;R1k}7 zjRAT{S2SjxFCaOYYs*KI{ABShFVo2u&t{dnASG2S*$Njs zysQdhtoa->nqsfNKAdHuy3fv!fT9p_bufEd3ZSX!mXDxA>KgR{){uwS%Sw|k*p1H} zf+V#Ol0@u6Seje9oKLVlAXAsgCY-}y$$GpVj_$j-|AoMVY{GcHI%c#@#)Mg$;+i@E zYZpa=*p>I@6j}iF@JDnX&yV`#?fFXpq=;6(I_N#iu62iE-VKe)QOZp%aq^oJQ{9-+ zwlGhSw$FU(<#>S_Iqh45{%Q9QW@zJ0n(WzAQ#N2NY4Etqr_8PlMp!3&tr9F674Mw= zrSF03+sRIUFtn#Ps@MO)A)zkZ*(MZvV9U=)0ntP<5@+xkiz?O^kZjb za)#LF*>&6Sp}Y792Wj}87$=b_gXSt;(LWQS{vW9TLgpA{k*SljHCZ#?jxssF1K3b~ z#b$GZGr6t^)*?LtpsytZE6B(Ta7i-Do&HLm5-6x3Q3QvZ+uDOy+9n$TH)DTTqEv_os03u`NWXrUnLVmw{xa&Z(kLBxu5^;HVA>^Ojb80Vp^$VtmIt|Hn1pwOd zC6pBKv8w84339$ieY;`T zisuBYE?)tlEMH21q6e$|4BX+>znH?i|KTb)ua888o3^+CfC^yZa+1^C-2h3X+GckK z5>dc+Ic!F-^i}WT-~YUz0N)ow7lhWyw(sEo5*=K@e0QJWH4XrXI*_VSZ1w1XUYwk& zmG^(iuhfIw?aGnz8vuIbRT9Fxa1&b*aF4(FKSlHfb$Ze)AeiaNk5g96x%RR&e?6cxZQNDigd5L&Djfeno`TpAOoZGq9$Y4uNmZ z34F-=yml2F0s{BF9VLv|3p$rm1u=bc#)G+XkJZ5tT%*IR6^R=DZ$j%oUn%@&0jalp z*4lbNME)~Qi74^)0VTd18_M4;_iY97QF1$GZX7d9xq#3=k3vlBvn|Z-3y=@!S)4^Y z>rm~7aXvlXb`={^K)` zEk@&{J4GN>B#E7TZ_*6L*#6%O07)R|kJeA%AAY@mkUG2atxOStj{;&XP@g_8FGqM* z$5Np%{~t#N1E~9_K<#cp?LG$O)Fd2z3H9)}0kZwiB7Bnn`=3ribP4_L5YuXcKy~2OYJUxknAL3+lD2+nONS~sJotlazQTpPZUu8!{l(tUR?&A$ zf#9?Khy%`D?JVm?3Za73ueOSufi2W9Qp_JH^YppG&Oo`NdtaMNYrUX7)BPm|y8NY( zSRr%Vs~>BD%e5hced%aJmV|SV`TSx+f#iY_7vKnqPn^snjCaUWFoKIMaKbVF;vecE zE8Fw+MPw!2D^)SoO<-yAwF$QBBH{0s#jz?$4OSM`$W^W6A^{6Da-RJB(sbEwg^Bbt zubiSTWQf;{<}b;TVELxt4j|hDB}cK3wI`VOny9s*1X_dg=lK02ERC&uVjJRXU`Cyy zX}=AgTq96&EG7UY;EQFpNtgQ{xI;a_&AQ)F1x{j)E`9kqAP{HkNhyjm@f;FJ@Hqzt z&137QLJ^05cCPwsjJb%a{1T*Vc_!n*!28@&?t(y>FMI4Aie`&D-PB- z`9skz2n;lF&2khh(P8*?9ig77`xU0_ItsTqRdN0BT;I;QReRu1G+jLK>pVCBfUQ}O zfcBv=Cb*t7ZZ!ijOnP;BC)Q(j3fRQfbR2uQJlcC4vP!EZOXgFpBpY!BC{98jQPI@ z4nBix5)s_$x_S?lbqlu7=2pJ3zC$tNR`7?Y0vrMSK|37Sr_ZrJ(c|%h9XBFu+$567 zM2b5cH}?+-h>6O=t@43S^224vso4BEJlB!>I6!_p!YjeDindy6uomSuq|(%UF`Wj_ z{c6fp6>3CV0^k>qy zyC~*6(8t%US(2KXnHmg2c?~|B0MCW7KnECtilYfVp~jC2McORpRpPg==hvX- zcP|Z(ddDfqNTdwYOhF#5<&B0JDJ)OIh>TC@l<=wjMy_{m7M`#unCo422RCIs}dpUcNHoQt5x zU~Y)_Mm8?O?p+{>piJ?aHj?gRnFDQdT5z~Q64k33cW-3+fcXcb4m}ORAB)VZcW&k# z;xPBB84Suc#>QF1yHq^`Ob4GvW=*ot5Yr0$XjBmc*X65C;8kHwo!1Jvks0Md#hF7~ z&gpFrT)K1bsIWIiB6CZw8|oBRM>W^ScvsOM<2;LlYAJFw@*yiZzY41nRt`b!C8kih zd-(`cN<49_D1Qd2O)c~;PJ&;nyW@QGD)1+LRl-iLmTU%k7~MA5Q)sKt zRgvpiKXVomtnUV~)Sa#%N4e=e`3aVqmVH&yCl}C#a6(rxZ-vFYB_C~iGv89!cyZ!* z*utx;IJlk~g}p_SBxJD+U|>2j2a++}#^Ybp&f-)GvR#KxW$*G9{tajo6>e_6$e}-t z%w|>mxn{ymN#dq;e9bndQr=%~^|>oLMuYaXr*w%Y^^wxIrBYJ^&f&#V%QteC_L5?> z%l6&_S_PJS!n3cx;iv1ARiyel^XExcEJlkHJ|1)RI1u=6OPfH0Gd-#H@)0m(7@mfx zB~u?3GczEBTC?8O!{_$zK~+7~IaM&q4e$~^F9W!lktlOWrsJTj_c{*mQjYd+Q}SIEW!ypb9LEOsgTh8zSOIua zNv8hM8vNo%MFXWX|ad(U6H&nE!}$;PDauL5hc{4F#oPfWNr^Zgys9qTYIa zs)_4Ozj0u&M5UHl#AlItC1a2LTw>X?AP~wbM;#}vr`UBYG2%=|!mv5FO;Bx&o_N%R zWl;zEJpNB&u03iXyk|2nVAbPVxsCV9aaCEIT%IM(W^KVU2D?n2g+z=&QP*M|pcw0Q zAiu|H-(CH;E^|r{Q|C3r2LJ#pfRus&AfWZXkpon;MFEeVk?`Q-IZi4jW>*XUXs%QW zH+P_$vDHUk!oNE@SB?pRyfzalzCG}00cxr5(%7VX(3`9hXgOmzOP=@ftt0>|vlNgY zoIt+*=-Yu&sFhbX6J~{yN&%#jz(5Dc=k&u7M!0~m(t=;y<4|?-pjAoj0HCX}^Zpz@ zl~WVkXoPY>$|W18?vjd%BaffD2yCZF#=^hr{TJ7utK2j*13QdrAyTif$sgE8(!-n^$W)k?)MWI0j#lK%Gd<&yUEFqai2%W;$%2T?C@7w+g z%K~$lr1+J`Au+wZov6v6tt&yABzU7D15kg7BKJq5gM#02kGrwMu4r1!9GM~Q#+v5u z0=&YtI;1la37Yak;M2tLp&0zVjh2S7O0jmBR5?VB<^({c+RJY8f&n(!AEB0s=a@nM znY`#xH6l2RwB-ckfnVDA$_&x*b%Ty^o^VLjjhYFln>9C!OQna0@4KBm5|^wD z&1hA^Bsd-3|5li>_{F?X@CV)B_8YaDCuML>>-gL*2;zG9Xg zz-(M2b(P+&X$+Bt-f&1dzw$fq5}nn4$+}ZvZW=E9;>^V*uJv$s?ZhfOWp1gGs0eT1 z-fsKI4!Jp`a{~GUhls1Ay;GoSa$25zi+h2aQXR-~*6`jdXz!f7*_mpZPU`^TSc2cd z0e_AbjVF$2y}bgOk5QU04~**fIFpZZAKN|hJoayf9GSdK@6#Noi}&0o94>HcPE;nE z0!$%_zUO-81kgRmu(&({(+BfZki5{6k zIb*x}@HR8_VCZGFu0oq;Y)CP~WqT~W4}ku)=@%>)$~uA6xS};pjrwF}_kDquSO@p+ zXe1}cKs1w2M{1-E9OGf18P8RaK@~0$YD}LuThrYl#K6PlTS>P*locuj+{vcTC$6tE zotxXTMGufdMPb@n)>(64MleVKXm6hTb4}V=C56ish0j zDB8kJudSihUCJSHg!kn5Hr*?BS^QdsQGDchyd&5o#@44h;&<;2Bd^{;XcCZYn+yy9 zU{r!YfTT0^h+x!$pUfgavz9Yo;2w3BtEulw1Gq1TG4cl1jr`F&U7xM;%2_yRQ|FHP zPjq3UW}wA#1Z@SXBGLttp4We^bgCJ5Zs3$&To_#9#!RM{9pA}>w&~+|y~-dw@BMho zGkU2lAbY-u>*3h@M7!=ZC>84mHS?_^A-v)o53A7Ney~9kw=nsdYB|^P30BCFNj` zf4_Nf5!IsR5MyL+_-&h~ttwJ+o3wwEjFP)@qfU?WW4|K~wl&REq4g)pSFDRze4Wh! zcc3Q+y;RX~Ql#jX8S)?RqRF+tC8K!X=Ax!MBsFZK0Vs7K=@?;tt*q77o7*?ZH(K2x zC`R}UtL_w(cG(*m$vX}+Y)vZRU55G)ZPizY*7{nS9f={iyT1$4N-5jh+1J0~L+W@# zy6wPt?R|{s-|o?~{c?c^AF|?bKJ71()tl@;v#9koHnPoGVXIPuT`t4wYpx@Of~kg) zA>gf{Bumq~D`^laRsJCF|4}wMN*72S4=YO z4)d)qYnACcpcqv`s}}nN@rudFSu)0gd1gnoayGW>M?_wjbifJWAU*^}HT=EkmeOa0 zOvrXoi#fw!1)9`b;r`A!_9kPJ+~>Ywzb=IoJy6FW+}>H^H}&h#DYd1j~9UYK@QR zBk7VFH-%EuWj5u6A&}wxK#BpTA$S}_{4l|5PTsw-5$m3|YEicpEJQW*;c5~0aeX#) zv%C7Jwd0WSPX~q-k?~QTP$j;UwG%07IcqLzg+F%IXsW0l$(qrvT}{k}_3HE;M(G-3 zEGjn@3R&<+bg#0*JAg@m zVL$%#R>Lb(asGWqp#M`UYaYoac&b=Yh}Ne2GMWL5&??kJXiV{S7?}O1D3(=#nmc6@ z@a|MYp<25fa;x^&w#$twy^0Kun_)6)+nEUkN=2-+$SuJ5NWHC)a9ANPfNLm;@+|a9 z4Dq{xqx;WaXb3?SXp%9Wl`UF#Kp^UY-)&toUH~s_rKq^SO&7IaaNvl{ z2AN*tPVQ!^5()-vzD)Y!237{I6D7?HoSz$(K#~JO!+tDRs8u>Dqp%0mvo70+ufbAi zzyQADtd4}RsS9##I8fYC5j=w;{t=bANn)|c!HaksPX7fItWG&-BT--n!}r{BL}bvE zN6hiQE}rlXUH5$fxU$mHjC6Qa7kntmyazH(@tPK*aAUg^H=mBNp~V$cV~ifcFzGhetEeMR|K!e#e0UHkJaU zE%JpLa5LbTNd{_6NM>GLU|$3!!KoUXaVDz=!6BA$xskdOMhHS50|16#B$DN&0HjUQ zie#hVKhxJ_RhA}_1^^Vjo7%G*5WhFtk(#*wqcHzl8TKkgMY->@Dq%3wd;9tyV7*=;prR-P%Cp`O+g zMX!!ybxDLoR|zkV#y}l)xscY{VT9-igfs~ z(Q|P;{;F_t6ZLVf>;<&sO21p=IS zvWRAlJ~NIU@upiTZ*oE%>|e5c9|^K#_Ss&iNVm=uVVCij0V;?A>TOa7r}m2XdKuGy6)+-Nl5_IdejD&!3QoO@;uOXtO0@WxIdn_bH=|5V>3S)U|jgj_I9V4OB{cAoFyq&3##+DKlsrR z35y@JG4DS+uE9kAG#EwN6xG4;ew*>Yr1(gunaj&YVbX#)BBAUys?zKiM>dkI_3T2| zg8;~H4Xq4+os~tQR3S#a!rguA!ZdH7MT-HUDtas#JtpwLVe7K?RR-qA>kk^$IHyN$ zbG?6|>SP{Nii7oFHUmr(q(lDXOW?y0WH3xSzhk(A-GOY#C_JZ6_}!UUW?*sbp4s5q zznjNG(M=S~zzJZ`pVwetQUoJ|8rixoP*M%%^*RKWYRR&=Us2MaPug`U7Z%3QJ+WtO z35ZB@g?`IBNRGABRKRHb8{oT!+JZ^?=f4dj>Ag}(-?45(4EdnK<;?mUXDWydCD|zW z#&N=|>L|>8dsYB6VdpUI5Nfi9s8XBgHn(y8KNV-p*?GKk`vBcfv3y^9c9) z8JM)x1k78YP|%^g!2pkJQi`Y%aMPVQ#Qe%PcjrK-56pGj783Xn?4OsAAfvQfJb&a1}5)H;X` z-9I1)IqV~?qUA)w9}(5D)Sa3rBUR1_9Iw%0S`h=8vkv-Cu2QPFiKd*_J!8x^0G`4N zP?BWCGmv_8j)t+!@u9=wq86;m+(UJboG-r6S=8Zs9PciTZVVc54rube#f1+NKU zAi$|6(a&11=CTw3xlc%UhD*n{7+&aX^6P9L3lU~Ls13RJ6D$Pv1wut? ztekQ|tk$4QD$@df5X%O?deoC=^>D-gKkU5)cV20hrTKkgW@ct)*z>M*3qg=+q)RRhbSh_4WM`PErlj*V-w{7+_6=jQ%yu+pJ$UWCKl|8{a1P5Rg48x%S z^t^=%8zEO^5bS0hfK1Iy)Tp=8IM%O$mseN)uZ>tvn-0g3@mb``7Tg1 z^dM#&vO_lXpf%xSf&ED%U_NK-ZU=6%n#}`@8&bouh0*|DcJxafIFEtJjt@{3!RnaP zTv-6r8-YzZHOf~(d&0E{Z|v=tR%m`H_VBy)vQ^><1%YcEA4MPJ8iYh7pS~wdkrjs( zjFzJj*gFnN6o+eycMK?}2Q#6Q$#sAwO1RFqo}=fa468?*W$`I*gg^>VaGeBI0jedD z1yaC&aFB>34%`n`nH&2F2)ofvac4{3V^e416hpZJ01$Y@>reon-^UQ1Kxq?aYjOa4dYj&X3F@?uG*!Y1`nBhOe@8uuaPX9kM#c z6o}_A@d&cn>L6gBo@6}%2#63KkRvXFQBPBi0iP zbsU{m5&$0}aH!y$nA%9ZM`f&DJnF4<01QM0ONsf%>>IhGjN#UT4)C6MQErfBViVCu zHI&;kXvi~CM(+mvWaA7|F**pCyY^n1hWoG1<%b*s4joF+J3b@(e(=};qGbPdl2sYq z=Xl&;PKYL4WKscvuZp!U-~uUnlopsw$BfuZx{t4~USAXl8fg@Pw%!+u(QJzB?oeA( z)dDT~CnhOO6555{**1>B)veY9Hp%B~pzjA_Ve<&IJ$QT?nnYz)aMh`EHf<`}m3C1z z*l(N(Hb~rx11pc#C%4X zUz_3BA|*LpAdV$3P^f3lmowK}%BLt(yE$r94x1C+DCH7_;@HYwlFOI#-6(+YccnQB z+}n;d$MqQ0LZ6|dg;OyxRExQ*0qSh~8dLkSrFuT>i&Q`C)1BO#slT!)s;vXy30$vt zpMe&>Q^x~c-g=;cbcUp=;`sF~?q8)^HdWuZ&@0`;Z1g;Djz!=3&wr>dGIb^Zixi$4 z4wr-JYSAf5vK!Tgd3Sg--O)rq6toPDV!)8l+kDb$n5%kCD&HKm=~(Dc1XGyT9W!tg zhro~Ho{gMTCA`N(D6qI{cVyCuY;<7tqDo0~0$v_^qu7axp@*>_%YxiNZUeo2dI#WI%&S8(eg+X7>ihFYaSD_kqnf$%Zah zpZAd;jP{D7d#vb$24b}Yv1%HMX;d|9WC@vaog~qi!Ma1r1K?P8s`mDcBZWBxnUGL# z%qioa^{+HPvUB-kQ%t~c6Fo&reGI}g=h#lQC!Ii%GDjjvjgR+XO@qlGm+Tyhj->wt zwGPbF#mgLV;6Hr5P-O71rx-Q7nj**+Z`HgG=IU@I%OiN*e;+VGivyc#TU*#u{OTmM z9+$N@j*6I5Hu=3053|Ko5xsli>?obtzwyFdN~VAyaw3HRkqI@eOLD?64887dG?-3O zK2opwG=9o!MOEUfJw~~^{aG_W740$eGZKUB*A8NrUWZ{r9!)Y6tYz$XIX|CA10Ii- zPLbzRa)tXy*G8hFY95Eg?Y2pHu`k>1Gn_{4Xts}G+7k#c(|QUEq=znVxAy53g?i%v zPYVtKY9BdxC?wH8Df2HvdLGt+&)471_y1gi*^?c`)X*JDovR9K;;8XBuf7{WCzlb{ zYbCPB9%Y>)`n)PoDS_VXhD@xd@_vAeFS>QO*nm*FyFvl= z8rOQgJb8g@qj4n*+uOmxYNM91d?5Jp?dIovlO|9oXnxd^+Wmg+nY;77iQ$s%{ff!- z6O4>580J8KoQ7>-Cj zuFyqwBL-KNi)>fNroTo&$6kbar3FLt-z9Ed>MjeRHpO%8W{;g#+tICs`Fb{mWz{9nhJYa&Gi(xo)IHDcflz@3K|(g;n*N; z*gnswHJ0$Yl|xk*c=KGBv<*qO<{TUrFVY#umD^etn>&kP?wlsIb`NofPai)uAQq)= zXS9pmj@uj=iC5(Md!&^(Xu+l@{+zncA(6z#Zle?WQWBQ6na6k4ozUXUmWeza)+%@F zuP*r99Cy}-HQ~r5)Y%@5b#2~w>SsenTJ^~ceLxMf;+Uh;)U$Bd&lPRIbbnlW1P5@3 z@f{>PZ0QaFvP4k^8z<9>B?Su1;yKoy+n|T#biy}cuCaV9Zpn-`cODad3u{tPu?{o+LkbRVE4GssXQcr;$L z#d@1fJ6U+ZJe}3&ohB{RBOl?zkjKEbQit!w4ye9RovLGF5FvHW{!{P?Cqow>b{;~~`9!2GQ3(mVhDM*S5I^fjSGb}#>T2ybpWO>aX>_)5LTV<%eN)I2iqg<8 z0>IQ$OA`w4++gcpAw`5N@_|%nNTl9;A=m7h5%i%WLP1<+2>C%JlzkhM`lLV>R~%yo zEbH%{!$^h$P68CR63)TTpM3IRd?$tQ`*_{1NLE%r*r4we-!pslKJTp&fFwv|17I^b z=3ZW3*K&S9Rt&`pXstap-HWFi$heK>xt%2Z^%j*cnw66K>jCG)cLVxq z4@EmmZz8pihW#QfaunCtT2oCYS zLe7<&x4D$Abi5OptZa*O4qh$BZ5iX&}B1$*?; z#NeNS0a*lq!0}KiV|nIG2Fo7Ql5;|T1lny{;`y;{ta1}{ zP1m-htcPNvt&^w`tnN87%4Aqbfb*Dth@>dDeR~b*#Vw!c78AiL<9*osJP-KB&03st ze*wx|5J75AlG*Mj_q(acCBB7qm!6a75f`M+QRtR{b~VI6?{s39AE@rFuVjN5)}DcG zA{5tYqq;Q^-j{7?N8(2hIOg=WM(#8e?O@JqLsy~KJJcd2+y^=VR%pp6QJA&y!(9oT zxpn2uXy&hK0l@`@;gus(7}{Aj$jdw2UTU-*Yv|fu?dQ1>%xA%1vrdQ(sC|!^(!Xai2 z=uQdVL{auwrr{*j*C|UQDpWnY}=i6o@@!$$dRo&K;utS7{d&Zx#VP{`=Wt@9L}%Gb|loQIYzZGfF9MUp}xC zSPTjv{}*GtKA=mg`*OU;tkvVHnb?~LZmtNDL*27`HuDnI`Rg?#-UCMaRz$5=)YK7b zqReznZG~%%{(_%8#!CG>(pt+b)64SU4OY4tcRI1&+5jAJzK-rW$ zDNba_jAgEIEiWUJ8R)tuA&VcQ?K%L~&bgfX%nj6%z5YG)hWM8q;)e#j)*W_vc8!TS zByCrsqG)hhsGqQ+K(!T+yRPusD3M4=mKIc<2fE!5dR6fqZ`Yw`d>!|8V%fO0vv}`! zUxS8y>)>bsAnOK#(w{JW=nI)xwn_k?kb#`IOsL-&+4zopCe8w3Szl7Oh_fd@+}qtv zax#Ck<+`Ay{;(~oYe;5m@tg|I)z&uOL?>n?yqo28O*~v#3HD(`-#H7vOpr}tqK?&Z zS;%ZBFCFnt9fcXd0Tqx=*l_`ssK9DNd2o(?{2~X}3}xdfreIt6K^C1D*#Cy_Vd8Z- zK*vAh`;d=t68*c9MK$k#@@8a*@-H~YpX{4_eNtP2C4`&kRCs9uRnTEkS9DJRRvs## z_iwQzZNi2m+d=#XwqLO%^;qFsENM;I&D8~xE{IKEuzxqdMiOQ9}o!p*&vgV1V35NU=CyoX!MPuuLEoZ7b0~uYS-sDVX{UN`!;MT8d_b41fHHYo8Q{^rs!|kV!o*PM`HSPbD9MT0H_FD+&_c% zaD8tPcFuAxRCedeAD|6U#{%&q_o^be9m+ZAM-C#TQ6X>ma`p=SCo5ndDZ=B`0(>O{ zW_BIY<2#U&qH~(ORxaz5eM4yc)W==F_`G)-IX`vz7zOEezYDt>LcrBD=3X5_fm;NY zL=eZ84viOLL80GA@_!tzYq628+S9-=}+Z4-sa|XOdnN z#H7`=UVb7-IV~mhH{0R>HT}hP+x_k6;Ly~MN?W!gMBCjxW2BYExr7Mqyg-vHwYn`z zSL^;T+J9M_yT<91?j+-k9p@Iztp*;D84L}UzwE08xp$Q(T2REl05CPT5X<^8&QF9L zvm+LR-tej1s9_mtPb>Lawk4ud*28{hwMxytQc?~yyw64~yNS>$%2@oaBdHHAyf<`0 zDPAfrGhtt>Q_`0*^w4dkt+64ET532(EbH1;B2?2n-)BIeTT<>xKj9zP?xo<}o-<)t z>mkmEezRG;w9AMu7LT!;BUuxfzhgT*wvzBrQ-m~3vt;!pRt~2K??A(zKNcnM1u9qn zhuSq-w9jbf(c4p7=4v<6$rew0{@EZQsP&HUayKH4JcGMRlj0&xvY>1q3yJ}e%e`I&uMTJ3oV$O-WC`@?Rmjdoj{ayMfN19kMn)M^ zg~kmHCz3m;=Mt3to3!@*Z%gaCHzxbg|BIPi8_OB^C(=6W^zRPuwebewM>xVM^pgi9%W?r{;2tO0bm_dx&S%Ia5f`?+9NErOUq z?1Ie2oaFtCm*zxq)~QPfA3iWL<)3znF91M8e`wcgQ8q`dmO?oJnnx=c`v`cqSZ zO`m@;fTQe2L$R3!G&=s#kpL#{yM(MCM%#;4U^QP87@za)8Utwcy|FA8eExAik)r0T zOyw^O+rl>~x1C4V(@F5kIc^)hY#cK5fLCy(tp5BUO*}Eob=4|{LtT~IjUFpte4*zf zZ5cGd;A;i99$O&Gi&B{-`3<8Je%x$)Fy6gTU4F(GIQ@pXIQp|C+%b1ksJ7 z3r0TW7lDF07&{% z>NM?`b?=y=pM4O>36bG6UnQzV{C92}&*cZy?5K5YLBpfkO(o2FSJr8`7gl7>L}5dk zkZGfA9h;L19C`BYG714Vq52=aGgTxnN<(SnG2G*1(6hv)Up1QtoWZU(T!hE6j0wqeW zNXo>s%tquRlp{Q-=pT@bkSV6<2oXxoiSH7ggeHl@^jGDolfLZ=>CmzC+;59$r=Z?p z$N3|687*QZ+rhhF_6)fYqLgiSXLMX~n)SWDo%MAyT>h)E+XyTM1F-+AvHRzV#y_yT zZl^?+)QBe8U70mp@kG&3Ay|G;TJ8D|=CZP){s(gdSceT?0=6oVOd5DeEf}sVe`juO z_bd0oXMX`g5M1ipCaPBeK+CXK-&T17SEHi%10oEs)&-e-y1Hj7VX!%+y!GtY6~4N< z-0ZQlIt6r7-P^F-kowxp4&2wH2VBHV6C+P$W$ut$2`F|vDIq^CY5b%E{ zd4(#Um0W6NlF1m9`6oEJd(>AOqBvy|;n2XRbwV$%J-D|x?q%ybM8l2&wbf)$_bFed z=!R}soI@g2&wf&Gi`mI5(n0dqyIF1yPp#!$0t=E)UF@ABiid@aCl=6lKhR)V3y$F> z(Msi57)rSQ{1GZus13z^pJ@ig_N7}z>@X(1I{E9}_X=2iZo3Yd1)$SL86#oL_qq@2 zTE*BcS?~q{AZ>6-PcDU+(@XBUPeq@#TwI>&=sc^6%gz80rj`<-WT=k-Jhpl8xxr)7 zwy8uJ;>+3j-7~Ji3eWeDisZ!8{qNtG)J){qRV7doq%GMPA0*<b3<#UY`R|?*H(J?UXP_{X2vf#$Tb%Znb69Z&8WJW)2=n9FTvcM&EVAU#5VUAD7b_3GiZN-s|x{qK6|ixm9+sGl(7&Q z!;u{%k&`(&7bDyjGB~p+!U*xYQ{;jjwQa?mY~1eUDa=z!p;4_N7>JF~lmZMX6`UwZ za;`TCY9E^dCl9Tk7Rx5mEOEH4E#%D$*oun?hPf1l7$R#Ss<7ZxVPJ@{!Dq<;w~$Oi zLZ5Mg!qL$^Qgn%sW)@H}FRv%A7~X#GzMthP6D@C2^TGj5p7QYt4{U~_b|v5-U*F9j z-mt#?Nm3mUb3Q_=S*pzRmOA`Gtqc=_6@z{<~M>(Q&@M}b23eM6`jG1m?Ayx1dpmr@ zVH!(;3fewF7{A#EYjRqP8)+e8K>B`suIApatPaxXbXPDfo)m|g+w8n?d=!eODH{B$@xLC^f|Md& zM*$N3joLq=c9C3GAcQmWJk6tUQIDke2A~-;Y>t$Vp7J*HDAkj9bP+BxMNGl2Q92wS z)e76_TInD7nQ$~B_e?Q0mI=~_b84tZ%2k*a{nNP_J|qbJ=!-sID?v+;X+m1!zbmph(U*+^s`xcRigr{^Y0M@Hsjri3}aElI^^u5Ui20V+fD0X>QYukK1yjYeHqs>e5)K$)L$Lri^PAC$2&eP92N@f z>QYH}v$cMcwd#&)AnN4yGwa%jXYw{6l)&%CQDc^JTe&Ku`E=81wCuu;><@qgqA+BH zq!=Qnwq1-90<^b%ww zlZWTI$ZIB5`so0P2DA4cgs&&1P%CJ-iIL-s(CM#R*G~{ym6Qy}JmgpEk&$s*9D)#J z9}O-)GY5!oPtS(C&@mw-yo8S&ri@1nv$1@HqX%ekQ7;_2RY#5{yxxM-b?%__dmn9e z#`}l$oRUrW^VFc!hcmvMf@E|DNvjsZedryUbYjdANU|HWACKoZHP0?|+zdw|D<^uO zhqFGRD@k2ntwFSoFSjx_ARQci5)-pVk(ES+nz6?EOdtmu5+Yz%Zf#;0!@wPm36eiu z!G3e}($-Qa)Br)ylt#zU|lbH zWK$#{f|&NSKma|hA3_bpD@|S ze8k(JkUYhosb3!+&34fb1!eD^L2p80P4h-=HHkk$V2<>P^&;hGIYdSxQNbi*-U&aF z*>o|iB=@O5Rfsi12_es21wTR{m_PKVb*jR8(>NGFyM;MH9kJ^^;=k97;W+maevht?Paa@Y&{-JeJI{SehDyz zWyHDrscun{foN&?2mU6chJ1;wJJIrK(OIE%9DFPJHcc0w70>sNBmFB)%?b(;kby$2 z=GTRb@eSq3a2CSX5Kz5lqG||bEq7g)WgV1ky-G7RjQRl*(GuY~lvEm658$Si_ZLAg zTL{U~oW4XNqLj}St!+r6!M=O$fxZG&g<|h+-h1z&y9*bLTXQ5v?=dw%q_$?J8hplt zOcQ+7OpqjMv!~1g=CZ1TCqISWegT;VhQ8aqm5Z<6d9< zq+xE$wvsWMACK?Md7(joWYt{FjLvxk(z>z-yhVMi%KwP^0@#X_fQ{b& zVLNY`aDI#WYJ1@SZ?>~S-`4*(+o>)O!>dbdq^PHXU#b%9N_lYdN88!k6xMi9UnjBd zh~DwL?flt}jJX$HIW)8PW;+*nFQNal?X>@8J3&Yt08bgNziemW@3u1vf>A8IjAlVx za6E?=3%`jmnKh|z$bmg%oNyFS6?gpU7#d3blUj|M!~~SIDfQSIVQ^w(B&AR&e?58< zIMuePZ4-_rQ-nb&$A`%0FaB5(ip;8_Irvo|o><)aiIPK_-S$MtCZok6fm*xeK_qcly@<>CN}kMJ>}#s)b-KX3&H9qLLk3faCyK1<}68h0pz z-yGVz?R&6`*py%oV~74U9Ga+}PJ#m)jmDJ2sX4#L9TqkAedn82ayCmPK)XKZ-EX1q z$=g^lH}ol?(bRTWsDBA2v>gC2aj6SX66CJ}cFX#F^vLXbe?o24MaXL%`4;)5&P`W2 zqbT9?IM%kL(ZgWELMz!Hv^MPOr09=oL+d59JBYB~!Q-s;==YksF~C`{2ONuDCl$wQgnCWtVV1 zmT&%*MH1OowgZ3twq=zC-4_BwTTjfo4IvUop?o9pg*cM9gu_P(;{L(Cf?_#U$p0?v zjE7K401Hbd#pu&3K@Ohg%un&lKo1A|CFV}WXL*y(70|8MACAvyQV&fx&;D#4E`H}g zvPiE@Q*GBdhZ;uY3<_&M>OhEMe0$eHK}!UKuVcnB?did*KbEd~(S=&<6uZ{(h@1>X z0Qq^928H)Bw^>{1=4hFc?`Vq+m;otEb055YGY=Bz4C-DsSy&q-(>f(X%1u~#gdBGPN)!*T8o5p$74(h+T%aEBDRV@`%6Q1ce?26-K|5V;8 z1WQEfW(c^}E9$XA?m8pSp1R<0`xV*;>#oUwY4%GK;mu}y+V~b`OT#^zroo@_FoL=5{Bw_?3Xsd zs~fF!{-cZp*nxYUBhF`>rSOj@fmTIW)TqG+L*lS=69uy`XirKaJYU`AEG)G@eZ79a z3a<}&v#VIuvn4pP0SoaWpbw}x_Pa}W-h`X&FCY=Kl4vNA5ziLMk4DwJB(=(=a+TNX%zZYcNzfUEjQSGb%491!+wj(mY8 zGNP!5)$^wBn$OY(W(m+8SD7O3>n1u(G}4Mhd(tQtUyTtnXfARP>#yj%y)9wh>1j~8 zx`OhRIk)3RqXx9H;B6;vcuy1<67#kbCkY5RrjAZCNDF(BU_SV-?Zm5y*D-*4f1~(+ zqWHZW$-Irbrr9LbGc-TittAm%A}6Tmbu9sm&gD_8!uC_fR~@0HqUY(YcfF?5#ROfw zwVa{mx}8`zUaPERB~kcl9ub!#J(Y>S`O}RlQ~j9Xu@G{;6*fnQZh01tO3brzCt#<&9N!Q7kIt&+rmcjC1{+&82LhjqzMb=IfHpsO^{wB+Vkx(Yb zu}N8!$t=l_4>$Z4^tgk|wwwc=*6>@Bs`IW z5oDLkoTN5L>n?~ZD1Q+sfw(u&R+r{r1_Qpy*m34b4bao8F^*Y#atpAxRBI(1Lq8wv zx9Gc|*HEv*JQE70viG|#5NwJ?k{cp=}?;h+N|yVK6we?mNgSz8cEqL+>nMo#bP zoN`U$gY#3TQpMpkg{S!On9e_bnDf=yW)S>CA~*yVh09IaOL0thTVO zK6QW17@9&@UU_FZ1Sq;T_n~WJHjNEq-$B)dr{ZR)zYdx}( zhbn%6lPgqS7@*Nk4JrPh^-otM;SaxGkvPK4md1~~0rze34FOR7R|7W^PHtFv!Pb)h z>m$WJVW0^X zx~jzjELCpeD}WuVXlfjYS4<@4rAt~FM3tP*>9X~mVsC}K2@c`38 zTfA4S(S9n4-G*JRx~F_smU@A_+#~E8O65A)H6>HL)JTpe`Ryzb&w*(WTV=vS`913> z5F+}mCAz`7L;o|)3+3%z!6+8@4e8a8T_Jr4GU_mN09w%}4j-u=l5C-C?1xl1U^Ad4&SXJJm+4-ht* z$YY~%%<0N+w8wMn`{wBj$#HlDAN?0a(JZc#relgq6I>+U(_Go0sxU@6lgir1N`$#s zL;7JB?azExN78>=aGNZ{CU4}2j$zwwVr}BYnSm4WXOTQiSr2AYVFtH@c3$NJefg@Qv4iNyjXzKw=bdv>)0h_YZindOIEjO^ z&@+oO?-HK?y7j<7%N12RCyob;-Ke5gV#GHqlNe?d8;HQqI=E38v5d%i5fXny&pedq zNS6m6_#7L?YTyNY&_GxOp`ISRmA?@S5Kd@srm^Iw9j4KYC{{RoHLY-`oQ`cjnVx?c z@WuD>xkdj#rn;%IZ(Bk;?(?<7R8fx|yGsrGD;HmE^`h*tc%MS^CLRA$w?hod52tRa zw@_`TUw?L|xnuJ(PDXdfFJqdBeHz24ZN9X%^990gLp(%JO|rdOyBC~bk1QbMiGhlJ zou`w^ueheio`|`6YP>-YZT6FlRWQQcE+U<8Z6_NOfzD@byg?4R;!-(R)zVLoyFM{} zAh1R*1G6d_o=#iN=oyi2=1EP@ut~2iKOp3&!+6VSg-`n>uwwlxgb{_G^ieR=^d$H3+;9{`UC-yxs@5=W|3!VWyTNzuG;n^ zZ%Gm>G02s$dSG2nsiuy9IQ6W@-OXZ4;SK4)g2z;p)j`NR^iV0DJ73mFh^_$q6~`7uY(V3;3M8-v7st^ti|T$B=}L zXZL_$cOZGIC=kon@57%?B&8>l2agpOPhkJ5D2#%lA-j9ORTQF$^^u(DQK1Elh?Baa zLiPKUKaWs7c7tt^|2`oDR9!WxK$HTd;~UsNwI(>4dArR{T0U8xhdNGp_kX*4pry{9 zx@%sYn{nbm8+*WU1mM&^(v`V30|)Mnei;&^j`kq+2m6n|3<=;|7_(pkTh!Z3N_nbW zDbf|J5mVNQIIz zw!KD*#%3Bs1W0d5(FE~24lw)gk@;sMv#RZ-r30KUO7o{X7vh4j4}+v|)`d&+wr`{S zV?}Ppp~ULBm;1QmFLTm`%HWMlW46_pk{%;IYGR-e_FGNCexRGoSXuB~=6IY94Cn1u zk~CmEzOjuvCHU?Awv9z5$lvcOMxX~?rcZb?zR=JDitz!J{$H~&N_eD{oPdB4p4lPK zc6wMs%Xc(y8{L%6jkI$Iy^I%`obU+aw7X_t5bP|o-torhJS$}(?MQF#*aBL zg(lOeG(+>7uJfxQ42yMX*B92Yn!e{&PunXJ+!pnx-Ja8TBfJzYkhZ zloBw{uc=*d(sMKniKESu7m6U!`BT_8Iyn{1L*Xyg77!QLlHLcdT) z0Hu?ar@Esj7?^~GoMy*h7!*s(W!xTY7;GV%jpp;>5q2cmNa2&ML-K?OITZ~70ZXBQ z|Jq+Hj#2ME`Lv;nm+n$-r^V`J{*BLb&~g3>%-#^S+ZHrhX*!PA#Ex&rNQd;DELzS~ zd`j$cdyUU`ESp(v*6+%j6|~hyG#ac`?Dm&6R3fa8a>KohBTq{;HUP6u1s@SZxhxbC zS{C(nPY)ldU0h6EV@RnYvd;p1Fe zHr@X;FCO=l|KM_gqNfMg!q4BTV`gol4m3HbE(ci6X|U$MSI1DTs7P+!>bi{ti(N$f zniMEL1Hz1f1e86rdTC;?cVF%aEnB(l)NHaeH5KI{f0-9~t>-NyrO~_QxD~a_vRAj+ zahaM-JqGhOUnBPB)2H$C1`WEOmWM5GUn@I2w-3A{!rgj!y3b}HvGKGEDb;cCgHV7K z!-kdoS1_y$FX3UI(KGmGPjr2Lh6__ZV>>P>q7L=qq925LVQR4EJu)JA=Cg8BcrbVC zqE=#2bqMEH2$3f7tu0o9u6=wMb+!gCC}_YeAqsP*5DpoG#+2l(p-eAhRqo0qGetbc)dshIoUVqTo!{=~dkDE?+% zGPM30<^^}4-o$ohjMg4u^7AEgKeIOvKsISXtA~3-l&SgCmmDiKcwV@$ccb7Rz*QO> zAShCNyP#4zouH_+zR@Iij^DqCZTORuGq1+xFH`uE+7X%a9)T|-$D++2qRlGeG2y>fmKcQH4DieDV#E5>wiaxm9) zc}6}L`gup_d<3DIcg;LL-YB(v&%4cJXc_uu9MLB-Dp0-vnJIk~tK?o=R_6W$o~NPG zD3dc2vONA;YRW~gl6{1?JqiRY@j3x;{cpnl8DXowx%`*4F2>EjLhF(X{O{1Z2it$5 zb*M{K}*IiKDtIb@Gs;1i!LEdQ7idF5<2Db8?44czigP}N8luSRJDG)XL^4#1G z&hpwWleWU&+24W}9=O}!X|of$Z#=r|@mybE*RB|U)JDEpmp^PaB{Mk53+d@-Gsv|) z3Y`URWkv9k+101N9OFQWCMvsbYTgcG&?TmS@?eyf1UgCnfcJ!+BQ_6A1w=9x77LJ) zZjKvMLK1~|oi|1`7??*iAWxQPZa1U&SGW?Nus0PXEdd<))&>f>YegrwGzZ9XChf6@ z@Ak_ePIwSS5%YYviN=vzAWoS-nF_FbtFIS0y5rWHq%iD)3!0?OME*?nO>S~hR|UbR zTnIz4*KG39%q0{# z{)+9bK(q|pCz>iG>7kFp{y5__qPuYVSU?}L9EGWc9)IuZ6H8hb4@2WaxaxN9i*0LE zTMtE_+s$>L?N4wrCTF7tc8{=JP2ZVR1;?HtV@jQe5#6*%F@RHvaLL6G-kSKJj6*F+u9*(Tt$?r@Day~3!}WujqtOA#9T{ljXzPs1_A^isnCw@ zK|h^;dNQ-*cE-f}t@Cu2cufYc!jddu-T#FC6dh}aIxEdZtUd^06<@~)+0JB}N2&jx zFU|ou?3KSR&Ihd>g<0Iw47s?JKcHY}5e=5y(N&W-lFR$wCF~I>kTV5gJ5iQ_>)`r) z7X=~Tpn(4ImS72Y(^5NV69}f0m_EMNuWP(O9bR^Y$oM-3=U*{_r(Hxlc^7=6;ZGrA zB78bh;h!Hbvq;ec5$|WJuqct~c-!){0gIsk&VQ8&{%>rPa>6E7lG8$iPduk&)g>Em zVLi=Co>w?KoLP5W)98QA^94)Q-pNxP4axC!^hMfyK^&m3fq@E~y29=PK7-8sXn+~I zsR|UV5;2#*5H>uT@;aooL~x!mHq#E|8GjcQCN(@Pi(?>?M4mqr$pj6{C`0tGfezYE zyiNoH_?z^SN8ZItdNT1PXlbex!ZMDOQNpDs9C;%!7_$MC(B$4lN(Q4{YK+X6<_i3H) zp|5gjo->p(@rZBlH_b$yqV-LzQ*q#-^R=yI>=Am?;jN&6pJjrT$RyA#AR0-ERgeRW zsg(g!#hW~dR<@uJr>x_u57ss-UunnoG83^|_B`2&nX(%TsBx$cC;a`8j3+Yxzb>9u zzd_i?^REKoe^(pDA2m>kzO&54fq5{8>0UwLDBiM!+k0#jaZAy?pO84CXj>+@^R4q8CGP69&oH+TPxyMHeY{<=#8tJkYj@TWoVF~i8WcZ^$J zh9TeGxlO<%f%vdOLhXs&^*`gUQ$N9gRz9eVgJxYm$aj;9_%#g2 zz)1A5nA)1B$HsiWHk#oNK?!2Y<&>hb7hudbl5|j?M|eLEUDN^pkLD=wvv9|+O#nd2 z;q?q>qrObnw5)2a3XkQC5^H-Y6BO6RtmWMZPKO?|3Kdm=5vF=H=rUd>^xKja{B22# zOjVxe{BYTTzuQFr1~D3C`9hxmDMleev4KcN7kf<`P7CK@ilvet}60 z-+1v0|5Brwqb6p~0`ESvy=EbX0DgTnQQgY?QYJCBLMi71o))_*TyMT-JM@R=$C+SG z5Ilc9)S=&qx!^ZB`c)ey2evkGIBq%hzzgPIzXE{viTJC~_1{&y{{OiG0N*2CrvTCW zo2!4u)xTE&|D;_1Vk-c@MqCh$aKh429l~qhge#d+`B645!}nmedbh6!ZtCA!_l0WT zJM0mmBd!U3s1xs>ajgi9nDxV(itdaB_he-Gy5pm=gmfRdaYC`PSx0k)6>vn#^%#wE zK{;rGcSzUnQ&XYkz9c0sv}poaLM!2*LmZmKOux=rl*Y$cBgZBs^D2=BDKY#X#X%ki z1N74fmW6Y7mJp8Tj6qxbYFbgY#EFxXV^Z|MNW~{@=pZ%nhJ%)KJE8G|@vN9rd`POug znwOgTVFFevq>EF{37kzFOP@~xq`_V4`WYWR*O$b}0hh)aH;C5*5mkl5Z8j@6X>Eu% zndS`oWY)9!HkD809=Poys!y!wsTad04x5C}Ab=y+3AcVRcX>8=iK$oUz0q9Y(lnUp z0LnFYZ-)eORLl?)V8H+Qd%Zh!qhpVD4WwE5p1IFFlVl5V3jnKd|r3Ds1x}w_k*WMR}ZDH*Ns+oRM(Brmc zP~@$4&)Ov+y_Y&wqfaG`Dz7efb8_Mf!(_1aM!o!ww7 zv}0XT7EQ^uM6mflsh|xiu3eH2G)lwQ?~}wdRCv~2dpxJs9AkV3+7P!^5T#x;EHA9Y zSp#R6GAXwNqovL`2LviKKbJpkzQy~BP5jJ;K>xRR|ADgOLWl0H0!0+|a_Xn$6VYta zBLxoauxH=?K1!e~qSACoI`2OfRL>NWe=Df!Hd1{iHSUyLOt^^H8FIUK(0jt{SxUD9 zn(JS^dk;pq?wOqMzbL4B82`6llzl6x!T=KfD%1Jj*!$$t-YuPh)UHNIii+ro`w6WO zUlk>ZVHS0pYpSEaGx}UAu=xD;BzSFwnA2S(>LYyY2tAt^3u^9g{4Jg~R1wtl+S#e) zSwbzFnsNbnFE}C<9iS%97`X}9mP$@c^`%(+f(d1!vVZ@>)&pJ4JwA3K3e!VW-SB7+ zSoxb18YNz*0`d8KV*lC1{yXFUgA@9T-EHoYmf@tj$t-kwb>`7 zQ?3PzT=w)Fd*nFQddKZqYQGcjdn67XsEeh|SQrw#g5m3dIvKq`=GVt}X4+c2BF2%n zD3nQLvs>zM0!M=_9c_vYAf=OU*L4>fqGtr?%FcX7afcVSUl;fw$<6F0AK|YTMg7Ny zBg}P>+60!nsSSP$6)$V|gH3Ee?=jt05U=LbL?Sb)I`2%0e2@sc4&uo7i`r8}3XgqBnhHUb zVQs`>{;PL&pxMOhG$7f3Gx*OK{CD2}Pp;`Nb|m2ENp3If5R-cSEJ`K=*CB}7UEQvk zY*Bn-Rm#!|&B4es`_(NMM%-tB+^yxiU`h+%vhnKet!}e1_Bx_gd+22{7m^@lC9G+u6onpueITmO_u0ouPh2k<@gmK;SVXZ2=5fuT8qBBVquJw62MyHFDHq7tZ5K6GpG{&~;z3yM#JK%dt=&77A$Pc4;U016*>prxwR+aJ<_wZLLn zK*3)HtN+Gw_qWo2%iQRADW|y;W%91+$X7^c5iD4AvU%zLO(UNsY3>j9C3$vk}L-T|z#r`y!(h$P|O&A1+z(J}ZxplosFELKsM~ zKC;Am79D2#{0jQPO^Mg(Ksx?L>z|?Z@1Xw=^7bzl^b=)ChTpwDTd*-Ar#i`8fdQpg zGP6dpBkc9Nqa5IfDY@=qb^-_zC%{<~%|ux5l)3-IsXKoL*oK-0>U`RQCtI&(=vNT)^{+|8!L* z0qZ{j(zP#JLnSJJMePbh>A?#T4GH~p;&p+bbV_XYLaX&dI%X7%DSrU!Xthg;qz`$T z361w@pYF!!yFAS1zLX6M2#slM>F_)3u162kGe${{0&Yi;yYKpLlSs1@I2I~?5|x?9 zwc8M@IpZ@TtC(^8-7V+a(bv)&xRo@JeuE94TC?9hxM5BnPJ~nxO*5wX_anC5G9Q0j zlS*W3(Bn%%`Q}y<6SHyDPR13G?czf9_CI;)L*Nb6+3v;6O~7<-9{mN}wKr}F>0q$; zqM&Z!cB0NR!%zA6R_p(Zy?1=>gx$79V|Q#P9ox2Tb!@Yfj@hwo+qToOZQHhgCu@DU zwb#C@&Z&K?&aHPMmIDVRA{%L{t?Sei5Jv$~?5zOeTDGJNRo*p;GvvneUCtCduGYB2!QjB$< ztt#Ex3IY>#J@qkzuNUfSlOTeuz9WSlV!m^)(Z^k@onV<<<3O6P9`)FcSD#Wp4GhU~5hA2B!0Ifh^N-FwF!~vc~?E3*ZEdb(%L-bYly9&2nJra;R5mMxH zkd5U7_RDQYq)4!}U&$R4Wa34Fi+^?_kzhOq6XEk$8Ns>PLZeI#@b|qGwMLa9{jVRg z-C{u{ z!KFS_#Di`N7DDf-dV?n~aRw9!Lqj9z`_*-bu#i@K!40?zlBarXT1XW`4%i}?OI~Xn zW|D~^ZS7#f`g53f#NoVge{o>0 zk_4tBEG9^dcV+>HW(^kNxKTqD_f-4EXyvqw3#{zdWY$Lhqs}f-nzvQTPs~-y)w7!H z^<*UeyGLpw&bp=C_X~i}`;c^7$1?f&*&&tKjf|yi!@!^Y%62Fb|%KfJV40 zFx>se6lm#UFXKtjtK0kWS(PpNMMbzZlCd92lV~Eu|0|TV6qAkNtaT~o03EP~f@;i;>E^cDML00sIRfd3r;|2>NT7p?La8^seqhzz;p|5+UjnKbiACQhAaIWT6H zx93T-oH2Hn!0Y2WL|~a; z`iDn~#TQZyd3R1hAJxvRw!AC~x75C<>8J)SmVhziIf|dl4R6GB#KcU{DO>17K5{gi z(2Njg8>1kXbla6_{o3DW&+H!M8mpr9MYt$q_#lzao;sTy2V34}AfLn=TkYFo5BhNG z^gT|Z$U-MJXjgsQz21Yh+!bWcA~k6B+;)0;L{Msr_pD{OfnO7C4*pW0;~W8D%# zGg9_pu<(5{H6#F4fqvRGUotERuHg4Lzv$^3hwt5-7p6_jiKO>kd!9xbu#)ag5(Pxs z(Knq!EfCA?nX34M#m{zWm}W&aH=E};2)ZRSv5iiiwBLmKyy>B`M!^mh1g&d9#GbVjthl|=x z&nRF##5!d{hzH$PedamotCLs&^ovNtWlvdR1F+|i;FVQY1(!j(GE-o3U@(C2lCl@~ zGO)e}UhUM1eAGFH>A0X2X_u>*iTTZYUUq5P(dP|BB&g;ci}g-!9bNl`1mAiYm-{&l zfP*6YxEr4?4?i7^YOoaX)W)q%Q=hy5_sNo@Rqeyz^eN`iB^~=U3z6@`marb;W{ba& zwx?j=1LzY5Chj}a6)tuA;?aJ-`G&%8)SV*O^s707N`$KKO%IkfOo`+0e2E@d{^DL0 z@rh`?7qe=KNpw71k9g)L&sFfFV2jW3zNo~V)uKRSOMq0ecq6*Xl3LY3=1i)**kFZK zoE;cj4CopSAqib)>bQ+#dokg~ncp6>D+ifdSq>1VdHA76!NiGOlv;F6I6|iuEpUYw zaVly+3f<(PZSnmRJuc2Mj!N1k*!yj(KKBx^=`??=q?X3ZY<@u@K8Bpc+lzsX+LFvb zXU?kut5jSR|InQzI4N6-T7)tx`ifiuZiEXI%D+~sgs2U zN04J)Ls}3A)`nCA%b$tIk3fe1W2>54wXdRNRbR2FIU~{to-OX+O%)ohXQ>d*>m%v_ z0OiR-YQ@E&E#rHfKNP*MRVM<(z9dpYD)0ymA%?7j_WUt=>{TQ#=wHaRD^6hWgyq-b zoA{6AlX0SL7Epn|xyZlcB7b{Q|DyB$YMxX9bmt9OAGcB5FV48{-Q_2c1ZYH%U!sp% zTWnmC#Po5|DH;fC3%efYg2{AF`F=CQLo6!1(=$@M`wU&OG_XT*gcY8}(8Fmnwyy0~ z>TWgy5-L#Y*E2Nu8tqj2O5ZyGnNs)963?qSBT15EW~Xz44=6&1&ANtN)hvy=1g@0? zV~`ZYA(k}Mf4d(6Y@xdN^B?ykvX)rb>q{H&%%v|Ft2|&Apc*PT|0jKb|K}@*5C5+# zhhK8=oA1P51(p9(<={VetX=7_Lvw6E%Cb}z<~26yzb<%NIg#c>;u^4@IojnbXV$<^ zbi5no<~a9-?(Ai^YM}SHFQ%L>BY6&#pucPOlEH%k3q}!Y%z@{y0Ov%sLs%@5d7~T_;0V{zsSMAnAc$gh=y|ige>6L7-e(7 z8rS#e9%WU{$U0q$W|gs<#a;48y8U2mVt1`$wc!s+VOiY#Iu}6)u7tJ1t-46ypMCdc z+IstK>W*5WTA~wpUH=AgSrHwtvb53Squ>ZZcNHG#@FJ@=__Z@5V`%^IzSmit&!O|G?Wm4o=3MOdX>R`l0$v=1b_Ku(Wsb?-#1;f-E zR`pUjE?*G2)O`IoKfT`4dcMPF8(%B{GBILDwAygjeDJTR3ho@t_j?E2v1Tp&{EzwJ z5*?|MTIra{$ffN4$n-Z2IGfhI|7!)Sm0zIhyYW{6)&Er1%JpeVy={rA2isHH&PknL zyskSau{k4sM(xhwjo6eSk|D^JDNW(}rbh+pcrJ4hSB{!;e9$9wR#ZnsV_!QFLQK(f z)q}B@7Ztq%P(Lj@P(&oMB7}TIe+8nzr)kN zEsX!dS^r`dhIVAK_t!3#{=AX+&30g&la-kgBcWy{Qjb}MZ_^)&gwU@94Gv&9-;~5poHGLIv&!oR-#F;?%r=hg!lP8RQeQPRBq$T50#W)v}!5EB>`; zt!nycTAQ%S8OOmZg%)@9pubFNfz!H`ccd$o3%DFOvYAB(&-9x<17;a2st^-wg#_>= zynaByEgMKM5m89O4;uLCd8F_E-#BUwa0vp?!CwVV|ART|*M0!nt!08gSH0Tror9UV z%YRG(%yS9d;W=EF7XE>#-Wm6o@LVt*ppECs5hYqlh+l{*Q~p0kRPY0$Z644XL7&gk zBp@lesS1?NZM~R^3g^(CUl_BHAA47ZobEMOw+XF_FjPwb@hQOx_QyTdfDAsLCOeu} zG=~>xvCnDZ9w@{S6#m}c9>Yi|F~YfG3iApLL7>FFSMqRI*#5Adn~*17*>>5ZVNm?w zRGi%@asLm+*fC6CO3x-NAh-yjbr1#Lo!UIy*ZtpHgs`$ag$$Dn@&$pNOaf{>Ovw!M zOP_9OIU{lkZ#`7LYTmTEkYXXW<5TxwrhX4*zlq3yr$)v=f<=%Kc0m`7!LD5oPgCs( zSgS!q!ptNAfqa+f1vCSm4sV>d5U)yXZa%eSM@GqV)gMB+e-z0eV^C%vBxUT_eJJUD z>I*b{u$~zrkxXb6iA@3Jb*}Kja)!uSoBj^hF6^*_wme@C`MT$N$oZsbPvpuJs}k_s zJyalu@4gKzbk(UJ=nH4)RkoPFp%X&HOzubOm{Bz!_A(EK4%?F@=r#B~yz9w{sh8Pb z9*di1+DaYh)}~d?AmhbA=z=lKv&k1IfOB{y54s_{u@C!Dtl>tSjtF9e!rYY5#vYSQ zh`Ct*K{a0H*M-N(S0ey@5z;q<*DNa_Xdt#E*}`KCu%B%Yoqh(OPHkCp`#=%dgZnM^ zy~75~dLPEfkb}%WvL$B*k~?C}6^pr!#`p`@>f1QQRjdXLO*MT8xiIH(<7QR26jia%$)A$+%WOrUD|MyEK>-$<5?6TYzThT z&X!UO8gx1Q^&J}#gBX&dc;c;+5;%c1E3cq1g1Aj;+o4?egH+f$Ne#j}z($}q%SloNLhK0NKppyg8) z;C}zAidr*5%gmY1k>(dn>cl5?+0Tn;fy}GWHRxi!Yw(%Y3^|OxjR0J^wv(?eg!s?$ zouw$4eSD}#H7*14csez^F70vnRO|5Q(cgA+Rx4jAEe z3Gf7h+|pE}0_=XYtImQ>=8U8gG=jwrMEt1d*ggUL#5l}e^!re%pl=-?1g!ai))K67 zmT(aSYRu>bGb`Thu`nxeSyiQ&Ofn3hv);mzt6`>U!4eb;qSVq`Wx|D~F`Wd3uc9e} zPWNkPm+YawPaW?130v2nAWm1VKxm7)dAL(KO+9j9e+)e%7SC5|?(c=|QLHE`{9%^d zJT*U^*K0C-+k6anEUc%SCT3fxj%=im}Qf)sVpZ zs+KaR0EJT<-=h;)1S?2|sI6fN?vH@tohVk=B?B%4E|QoIFcHTmng~Nnf z&0drTQ)Hv3qpT%5c1rh$t=n0_;rJ9apx#l-DU#;-*TalF)b{(BsYIb3P*k4432tfc z0*fiCJqaJTU_+~f!Z4oXaEM%$7-N`_Di%Ns#0Taq$^CSfHW1y|-$OoxgH!Ym=H>bk zj;K5gt@Y0sts^ia+a`kow-)j{l3Gfp-EC~SSqk~FF0v8sFwpLF!?&8^EykUCsj^7c za3+x7*?KZ$Nj3*1=VgTqKT8H06YMie`F7MM;%>3g;L5|bK&ZpYXN(u8lUcOQKBD)# z1aheJSlb>_wEv||)=aRUa89`vGsz1!I?VqY4B4t~BLMb2NF!W8ok zs2BKlnfvL)Y%g+d%;^^+(W$NFQLt|oOg2_32a9-YXaS-mxpEm+694I&>iQ?WY)m!J z;6rTO5x>MvRmk*O5(t+>l(2yyZW&SfdqyKF=Wi7914!a-77tcTR{kU_UOleS#!Kv~ zRd)sQ+NH+zWWqFUv0Mz{j)X#5{Ty%pgAMIVl!q!gKJY>rs4%6(IrGj8>?BmNW4*ZV zIQ!uGb>(af(!9RE(%i6BtE-hvraiIWrBEU@``y_}l#s$lh%-!u^hbTL3;F8KLWl8`SH&6BjnsA+6 zzQI)iKCNbiY?C2~!IcGf?n8WqroBGDnWAn=!G8^9LGnI+p~Z{{X&Okm4T8f5n$N+t zNKv@)T8q{nM;Z2a&~zw)W^78NKjlvDZi(x+Ow=SDLalfyxEm9`T_EMFj&A|)RgNU1 z;2%@Hm@kqt*07stCiFj(L)jn8H3)Op3b+d#-LzQX=J@}ys&bmLh6XnVazP~&-y4n=koWtCVW#6IT?HM+Id#bVQ@(y3_Gkh(_Q*^%(_ z_7Q~~gjE7-;<;r0&Eov%La~vk0093oS`z=M^EDj@fjS$Q$0(AW__CsH{vTq5DPxc%x5`uLs= zcqV@k?G>9fe%&G<5S{2PiT|w!c=uszLTBM7&ck$KyB?Fvh9WFI>ghYRczJ-o(3~~) zNZq5zQWHsUD1paDTsPgSjD}&?Y|pF%Yq82~2P`CvqWfizBAHOU<+>0+p%#dNhUEwo zeZQDpcsOdtPs#8dP|ncv%@WUYrzw{paG$G@vl{-bg3z*^CEt{q?SW&B4ehSys26K0 z3Eno}la3)h-KZHHf2-TZ#_obsAu7i}T0QZ*4#;*2{}ew)?a%Dqy-r@Gs#MPGpmz5e zYo;1GS)Q7;x{wQXEJvi$J1OtF@tH&I=^HuL}ziIL}eEn{REgm1+rC6H@ zW|HGn8Dw()ya*T{d)Eafh*z9udO8k19(X&YS3xll3nnk$gC3GOn+9mOy^NQ*emqylL`O74NIy%96hj!z9;=GysNat%H9g2#D#bt z;*Z|f?}1GcxX^mc-{%md%&Ji=RQ~oJgTPC zJ+{{M46hm>Fqg_x(%0mNMm?T&ubfEV$c@tbChVlvbG|ejkq4XC_|^1lP`Pw*z*-Dl zxL;zINdV6wBi;43ltlSJ6aJ+7PS^w8>cgs4ZpG}l-u|M4>jIB2b&nY#=Pvq=)j7Lw zb$4Twp-5YY$Es9`A|Y$i*?wc<1wCFZ5*FbeL@{*5kE&|>xgL90gpCgTO(O&!GH~Wc zON1-8mlMp`f@rBBlyxUi+*xU#+qV&0KD|~<&So%ln>3+0R#t7|&0H9LiuC|$U$kSd z-bL2y>leHu0DtL&;;fbv0YyHB4?yb|hQIph(l_0@f;5#c&zE@q?pJO^=RNX2t#+ic7e8~89P3)KK!{45O1_Z<0f90O`v#U zAu4{waaN58%g5K%v<}5ilLnolLs1~btWLb2ju6#B9S_jc^T9zOaLgg$!8A1K)cT#D zxj04oJyyrG-{S#*GIei+tKWERC+^V@1LQa*JYe1LPQ%400k52&wZ$T)2Wb{Gn*H4p zQTOf&6CS6NfZayoI~CNayF%!OKbvHp)0kc>MsF%2rhE75T_$Y~*{@|6-{iIR+S;f$ zD+u68a8X2eu@SiW+);FX$~R()!@$IZ=rhCVxonUwwZ-Gm@VX)hSgx?Zoa>wYC~@UZ zsc!Q2V}P3SRjV_nUozq+x!g67Y7+l7W}Qz$C$7fdP^gy{e2>?Ed+ z)$~g|LiGUjG{YtFCoZtba_`QR>K*^s5+)=4>2-{^(+=lrZ?ob90PN8M0D^aCXMR3n zm7lNTVC-9CQV`j1{9Hgi`>~!;Kc4!dIG>`aV&23a-i=!S`Ajh8pBCkU{3D2`b=)3Z zBMwp5%YvfjN?Zgr@OyY>?!<5)?m>Rz**r!_0O0UJ&^^4z7$E!{^2y+yd;8NjD&%q$F!0KN-+?Tep+O7)a}Bw* zg6sWm1Qhz-2LOMSR5LeSotXnUgo@*WCENBia50$KLGt+GTuO6@l@|u0LWtrgN25 zKDHok2j~QlhQ|a#Jld@TWGK~wX6L`U06_FH#;$gQP!}A7bJ@wt^3{l`ou1nsQ#HFf z&ywg~I`%slpBM1ThklBGgn`nC-2T|dM8(0S8mn^kv5>Mhy0KCFb#tsKcnt zQ{(edCUz#*f;^D^_)+N0_^^t=Dvo$bHgB!eId*a^wZ8Bcv*w<6E@(AZRw9mE{%9%; z)%PHmlgX#%54-C)a!6Itq%RvqA6&ubX9my6%}8cL*V|b-5Y9tCM^f6le>fh2*-k4RUv@xfHS@-h7c)g!ysKegnSU!6h8j+B3qfQ363`UCd`=-O zUrE`oH$r^95loe;YB`h!G%BMp&~+{MwiKt^K=!Lv+{W&?i5~GhhJ&ZM5W*Q{96cak zb`7e0AM*IM6Ir5lhy_$!E7IJfEBAyK5<}Cfmfw>BlT=O0+w_kNAJ!-86VoyMQ zoU!t)`c_e%3TKZm$Rcq(9$HePPMdMo$HbFwao#0Y>_ZAq%fFJC`i@{~uAu*pqsLxS z(v^lq%(djkJ2$AGBCCT_gU*AKL4Yr{hLz4AUzS9upH`Ur(1b9%aRc2KHKCKLu{Ux+ zn}!EZuQkeldaFm?-ZVz(LI+nL=ua5DvqpSiBsyYEs8EXNOArnlxM$-l9-=O+&0|6g zQ0pF8H@h#;jafgV6R|K56ZE*3Fdxp4X#v0}ADH;Mq0m7xst0%$S^+FfmK;5-h#$o9 z5(b#?{vlJe5F7$2@wm6u{17YIa|t(2KZiM+iS_L|;Ru8c6)NM#N(>tW&I;huE>Txqy<3Vc0DvQaETDUU4|WiES4SNz5IS}WDNpt%Q(#h5-AXqbqZsIob-WB}l*BGQjB}u<*XsD{V9g6mA)-fY zqtvouAmIJ?M$a%PiZ9vx_hYOw$4_acuz24{p^imaE#o(PVK=V^p@)HM?Qce8R=f@R z)*SR0RmL&weJAKGqxR~PWx|Iv*X1%TGp+X1OueAKNv3dPYJuWmD(O;U?igeCg-!bv z)?OB2Lt5OiPCAGX_4FBn-D=VF-vyJ6uNAjD&M0uoyzHFhEsW|sWfRc+%^kEeBEflv z%8DM=-VyR0=QoVSBO=2L&?hR0WfGsSkY=EDhVEulk_J*Ug zCI_w}sgQvdLvJGrG;*@Z-)?oI%b@RPE62hB&KNQvlTgH4f`{g>&@4lphkcM@!LB-6p>)r&H7uQP){?n>VO>8Ka$Ir(WM0;&m zaxf$rwlO1M&VGK0iNF9zE!yTXKX8_sjES_!i7*Bk zLsxF^OlmA6w^h>qEDsMA9!~hJ-3P+q)yw{gAE$RC>mOrtGfXjLF+SXDc>`OTql&s) z>;RSE4VCcKkR?V3dmJ?pigDP47WdueVU@9lr`F;E}~(isGef#W@% zcSEY8C^bkHByQh=+O+$?+8l*+O+?Jow1)fV-4LIKe)Wt-hwM4pb?VK7ekVS_$S8A( z)QhCh;Lp-ED3yf_nH zWqJB|m?HaTH-;rqJNWnzK-RhMvSrm1^b-}BfyJH_j=Fn!CP&ohB~k;Ew%&T8$^_h_ zB7-940IQ&foMa4_dhe}rtg*tCu}Wj|xRwm6Kh?aP0M<7F_0J%BiNs*XfR-lHz{`mI zuZfI_gcwL1L1 z*2$J@IkUFMsa=2RC2a+j4S^Ld-8e>yTt2}Zj*rkrcrvKs=g^$eCtHeZG49IJ=F+P~ z@sDQ=yk?2VZOpPoJmR>0&22b56yqrL#!Ml^~Ec zOQ%RfFi!6oPp{~m;XuTPf z_Q>ELpI#vGsCp`bQ&K-~*DlxHI5cd{W}1k-ei~w*jYL+h6m9uZk!D9TEiy)q?+iOh zbh1obtQ?I+sVt553QEcM4xW%fO4jqC0Ed}O`&aCsO2b7@l!5DyExhFv=m|_rkGH9 zfLWHTFI64emiL&C%?{Xe5*IZn1CnCD>%C%q?z{#juS6NsfVFnMfeUf7Sip=Drkq;` zGHqgS0ziHm?UOqZ09j?`kLA3FY*)d8>pgGMhrwStuY9ZSMudZrOxmj*{5YeHaF+2j z!C3dbuh?g0^f<4RuSc3J+G#m<_4dX|Ce*hsIjoKp-qXxdO6AiRuBIfpvqit86u6y* z^OVB%t%`m&K?5p?bI%WVA_U1^{IyPPXK{xc_@wqQRoCua{XEMoCSFZ}B!1sV9XqlLha>Y3?a_})MT*37+BObwv#I1zT>F8YRQDZ9c$K|L28%p!$ zk-VJVeeL{D<%B|uDaRVf>h3))a&?+-`IEpfU7Ug0`3AHa6?(iGd&gAk_1yv^zprcZ z@)5lLloAcuOj{3aVtdc9SjgY9mb@f&cNT1H0?z8>*EfacV3a{IdgA@I@t`G!x#?F5 z#H?~%{O>8;_logF6M!?vQ22LMn#nQ%i8|%sZrkmcOo?wNhAta(Aa-$p8gKP|iS<3t zka==(W~Whqx`>I$bL*sE#*FYQv$?eEe;&9*l2SyG8~07+uXfE;@s-}^t&=}4(7+H8 z>D$6yKbPd50?9MR8*DORzrzD ziOY#WvJd>c`Vd^=Lgw$R36%Rc-BOvvZOS)WjItvbM<;n#O{=OC$V ztmc>fD2Fw$JdSA_R9LTY@1V3K${6aej|VgFZ}2I?PuQ~Z?3E5X(r=WsDv6Y)$k=W? zJ%Q*7F@Kh51yOZ8Zkc={Bm8*3;c$x4dVc?G>r_Cv-_N2$KcuoBLcTul#XL8cYG~W; zV1s`V6*~kjg%CQg{p>p<;vuuEwcYh#To;2zD~s+$&4B=U=D4cz z^3}A4DXvzw5E+ew3P(^2`>qRO?6wVNpsJIa#H-l~97Zm90aFskvT!2Xm`Fk%b_Mam z={Hk&)Y-(n_5EB5*xn2SK+Y1GHIuZ(L_TbA1pWnn9u8mZaQfV)0Xzu^2s-cGjlFGf z0WOx)zJ={{U{2yEjJ^zQIcS~ltK^1XE-&tF=OKJ`+apqf%r@&G8@(6XksruFW^*1( zbq?D@QA#wO#2^0&p;rlA7YY0TfVZKbKE?Yqa@3_aM6j(=`18GHgYk)G4|95R1q&z! zxg0cbNK%m1CoP{g9gjrNr~p?+4BX0#!77kp@u?ujc>_)sx-Xv<=)fx#q?$lt3PsHa zXrD&801~cJqKLDD6PpMUwZ-hsxSQh%J1rnX7VxvP0+~h_mUuH}MEhhowbGY+ARF>C zbGa~`SU`BOiMou9;i4+QBdfCIo{d+;;n2W(*?%RVZtJt6<&Ri1xixZt1J1y5=}{$N zpP3}1429!Cqn}0aw~D3a6ap2g`&>Nj!ie`{W=E{U1>_$g*~Q%>39nSgd;~Cz{yA8o zH=DiERy#3_MP(@@g1PszJa*jFSYot?gT{7QpiqHCTa48*L>?1FNcuHv0 zn>C*s)mUCRxn$g&&78mlJAQ!gH|Gw1v+~EnX|tiQPx?$-RiUF<7ieH|Gd@v8LOnImoTYDm9~MAd#s&0 zQhx;O#X^0KmPi++hc{*?O!{Y_kO8+qvOc=N_X zt)@KN(o&CE6ilUwLwV_KB~Vs;a!9J~3L&-2Vva&q)KAgLsxZY=_fW{S3&oLy$NiK) zmoy~B<8q_|7o9}vVHHzkco-g(!r7O<5gveKEr&C3*-AH>Uzd=Ms!v*_Xv8Eli#z!D zxUwPiX8;VJiKpI4LKQ+E`8X5JeRpFRC{0=hOTy??{sfGt-J0R3^&O{MsNWZx2`dT& zpeOQ%t=+YMw^Muw*w^RpnXom2I6RfJ1`rgZe0vMR=Axdwtcxo^lHU*SW86v&J{Svc zZUUdt<6IlD81+yqcc-pIDBlv;`no?z~m)WD(N2n18Q%6!`6{5ETl zY7VHDJDawJXN>_+i$}vrN0u433KWpX`kOg~Hbaz_RJ;2A(TS0x0P(L+R4~$*cW|>~ zf}j&rYv;`j*kp~Po%ab)&jo!U(cV4XsUgz-Fm7#Pc1hK!_oD=bjWiGP!;7qokbnN^ zArY$v0HT@ses({2YGiEfL%zi|yFyN`luq0xp1&m%(98fuh4BcF(tr7;ilfF#5Ho0l zsmH_qEa6&sSZvB}$G5luhA?eDy|zz**Dn7kCGQw#grf>}l(Esws(WV@{Of8CP{_CY z`wRX0R)F2^O2}dbL-Hbft6ls6!W6E_=uYkX+0tklmQZjOOXkk#9(~je%L#QEw9x2e zg;zqPfQh@Z^ynf~m^{aCW=J^^>Pp*Fx#q3;69|=g+{ZSZ43gB)XQ4Z`$NPN#BuK61 zbTqE9^@CgqO@(w0KYRuOQlC(}P?;0*X+nxo)i8%S+r{UYZZbiOj!s5CeRR6g2XHbj zC7+2Ob`20Lj10eLRbFSeizE%=23Z*?^A*TkQD!jh z#rvv5Dezi&c$E~)PV<1G^)uUGMHd*sRzclbmVihc%I(Hd6yU`bklIhG8^rDb>g+?Q z$$)LFz9Ti7NN0fbkVU{Z;AbLY90&YwvJBs*xIDz3;%@kqbKzZ@#;Z`c7aoZCcQrvm zWT^3&b!p0+b8ZgdzRTU|6h#8l_@@rAA|mh$V}+BODqf_ufSExCM>E5}*=|z8Md1EI zW{p$)mY!qk@(Zl=;8>Cm)WQK1wyaD8FiodTe$>s&kA;h1x zZuvEI&_d|;@m2h$*9E_xD?n6}+(`?sqH#ZbhBYVl5VN`rk_+oP$#zq+7$WYhWa%V= zfNEf9O<`>GJUAMxy+i~*oIQ;-40n?{4%1D0D4p`{(+dIIgX7@OW?%O8O#7t+wyTmode54d7LQ_gb0pB zuPw$q&K`m1Xol2}Ex>7%D3WgO$Vj(BJx+LPUste)Hyehlt100t%??5L{i+25L>D>r7nJxR}7 z=6}k?^6E6~#P0{clS2SMz%G~RE`t*WTK*1T({FwE8n)S9zO^>XM;Sua$fnpnKRgo? z;yaeVaG3GZz64>18P5r#e=eNab{VZe?k~yg-rIY8*4*x*U_Xo(}Qd-%T=Jn0|d$Wg9Sks&{Dtu zno)LxjS-Z9FS%hy1%FXB?8-)?RW|MfY^*n44SKK!K(SCsNknguZb?IvN4E3RQ3P+i zd^)gOquhHPN3RRg^h0W^9(;D=0Vv5GiIMlpC#1HZ$KQjeR20g5_6k5;=P2J}F;YeO zwKB*{DyEEl8+IUrZJ%vM_((O5V{T%{VuWWoEq7PNB{BEcP3zY*5_`jy8|nPn8N6rx zZ-1j6d1G0PWR4IMmD~yG|~SeT|>bW!T$wA(ckBJBL(Xwq|wvGJZE`WjUu!{ zaW=|^)fh38qrXjeMMNK(ZG4_HSr5Y|v#T8Uqk(qG)A$Gf3JF|^7hK(Y_Uw!Gofg7e zFd9}CYyV@>s;eOD^mjLHpQB(Sqo}|?4?nVp`TIj;Dh1}x*oojA7b}@VOmICwkm}fq zXE+W2Tv1veQu!m@;pEEu?vb&SQFE_oquEVCggjA&dPk{zjF4-m7Aa@9FlxbN2#bps z)I&xXCqAV(1J2-BOcN9tI4_%xN=G(M&`7WEEY(BGuN4}Ky=qRmMQ?)|R$|#KP2%0i>e!;UpM3g)o?gwJ*eo&X>;5uZl0I48`m@CD2p3I3 zu+My1#Fg;wKG?<|5esTn)Y}0>P*rj-u+TxQ?K>swv1~B=BTn(E94nj+R1FzOQg;0c zBrw(1o$hH0Xg-az@3f^s47tb$R$nrkeu(b9GlT-HuJbSv%B`8p23j`|(3jArk;y>i z_#njvc<}e8+I=h&{kqQq8{vNu#&e4+{!N(IOZ~w$;fLK<4C9OZ_Nkf5%OxA^bEU&U zx>>5z0|RR81aZmbACB7p41XMssy6IgLlw?iF6|%1y%Fc$x>1~|#AO;hq4gWSKtXAB=pC$)_zM*`<7k>%WAPY*tvo7HWte|FtsM$9c`fB*;Eoe|xC@>CB zt=7aDL|w>x=5^)-#zHO+h<=yfs?9`Ns$;@F!?h<%nD3#{kqRhlyey3oxxVFcz zhx29E8jFsyGWbt_M1;9h?>oi5?Hnr#F$nk3q@E>$l!W!e&y!`~78Z)Qvk!rVZR4cK zt+Z;&arDrfr;H;JzYBiaBG)G;2`W(Km2sr!CK_aIaINM zyn5&T<}!<7L&#VW-y5pzb-b_Ua8X*kg(htl4cJl3ngdw^ihlxsD{CnrG@XUHq zxl8Mntu1e;EJ?iO-B;9|V8t;|TVL=k;Rn(-7x-byX;MZ1KtXZ${gIbO&@%#7)>F!@}PfEd@UxC4T~g-|Kl z#eU#0#-Eq#MqpQs*t$|Dhhbd{TUo5%p>Ai(442V@0Dv9BNh?@4#97~Re~x?i`piQ` zyz`P-r3Qp#H1IZAn~Dg5IOyHH21OXAP)|Z+35=+%j({9PWCH`9Z4O;k1@Fwwd8+QYez#U-&nJNdMq$iy= zpm&nc#!5@`^ZLmr`{Rr>D4E4nEB2i#c`8=QH(%OTz^;r1_6LVJ3#q)^VR=Ak|$2+PYbARtW`3w(XYw6GGA+??d?S}rj{$G`a0e{dP z@a!((Y;HAtXv?{n=juE0ylUiY19>v|Zcn%RsN<8To<9bKXQoy2NSi~%A~M}_hV8G7 z#B^^Hb&nZ#^dZetJThPQSfe3+dVeFXpR(V-g20Uk0n_QF^Eb}C5)SYrkvA{D9`EkU zHoZlw%*7n&`thr=>Ug0d=ehPieOY&COk5YPKo%68;e1m64l~I5HBBNrAR~5B0eb~; zD|CV`$aCT>BpKw-flxQ^_eQ2e?+E)jO~Ox`&oOOzB73blpwroJ4<>fVP;_FB44 z!=gW%?ErZPGQ~?AYU^6P7>mQU4a8s)?_*Ds5W;MiA-43}kge_jS5+Oc^x}r|jsWQ` zER9ezgVTtqIO}x$2aQ$3kvE=vuWrBtCj)M0eo0~=_F1QP6SZVN1-2E|m^b~{=!@_l z2C&CF2c3H|=Q?`G{SKmfsgnI!KED>A5y#x|yI5$u0`N;<*%{9xgZp_C3*mD_7q(ZJ z&!jaA{rb6hafOCb0)ynpby#fjhS4%zYs$*T8f9|FwbAV7>=UEJ{Ts`o3Uwrw7rcYw5JsK?G%S_G ziH|rpM7;gTy1e;%#NULRWQg?3OP|GTX>3wUc>CgmF2l3WGun+ z2h~cq$UQFT%5*Q>s*{0rgW^-q=qPJ(2$qAwVto*N8^~BBO2G$3ewjo`cGNq7yZZD$ zO<&=TKvoktKkTb=n~s-Lqu@g$2ukhnWS6CC9j#fuI$q#lLsTH%k!5qcL+B?PnV!g0 z%xMu`tTOpEVdAf?vs#qm!bwPu`RP6-*<^fXTZ&&yo?n|pFiHPtdD%fV<3R4qPrePB zeAmRQ1S<5tlACO2oX#IZ(~xy)P+Qi(8~}ENxlRpLXfVv-f@KeCeT)WS&1cY+>#PR) zNfeRN%6&}BONQFDPzGP>>gBWdOQmpb4y9 zVK*B1e*rx}!oO7GvcW1L#htEGts`f6$3^x|*gp-YvTVe*zo_Q?wN4!&5(m?L0Aq%q zmF3qwUJ`G}1XK=Pp87JZKS-fXtQWYh4dr2`y8b3VatUg9`0vB4_41S&g*t2$xo~Lz(eae7NJ)aS~>IuJBER8rUSR$o^+0KPWFxiAs}fYsvNLt z7W?9EeTvq8*>ZmD8aAVJY-1#$Ns#~l`AUqG6!)fXfkSP^iQ=M(9n<=MV>QRqq`v`c z%lANXmQ>Htvi^@Ctp}pXSu>4$O3P4zk}OuyBO8*tCX;JER^d(qme0S}DD4QOR?JhP z*iGsG{>HxM>0+HnWuOGl|MXMwKkybt|63x+f9vh)jmF57UZ<^VCh12*bDI+0m+9p3 z4(!>HEM;g3M!+@$W$Wqm)zeQ3!ZY!KJ;q*EbLo+n>7ny6`|5W`0DOIg28tKy=uP_g3oylmPh~Zm+%!lW};fsUt%ZbuBXk=(?r6lFKvD zls^{SAi*6*3%vTo;`{oBM^+S-b? zoSk z@2g~BSJQpCG{Q0w*KuteHBLq^reK^DmgT z%uN8D`lP@Y5Xzc`BYSIl{bGWx_3%d%Y6J=OcQ;=wk*?rPf%}vn!5qrBF^LPKW(v0lHRXD<+v7b)w$O||CM zK6=x#D4A!4Igd@bRv3~M8?8n~fewAy`qRG@2ii!)#?e}2=ax4n8eX4@X#RpG@Slhj z$D(tjj^RrbRFV<;-Bpf3t$)$GKkW*s*tP{!QjqaFh!M(V)d5RhZPP{BL(TS z64SF`_TwE?D9yT%eRu9DK2Onqa$VN5t0%ogcwo3gOLdk~HH|_8)+DBm_M`?T$w^{f zSUB+nv4Ge&gnk;mLQ&!EMkk8X!P@1TJ8T%pIRn`#n!zsDVK+eJDFY~?M?};ZF%C&Y z)H0YtpE=_b(RY^-`7@o=WgOt>uTBieANnOIx2{=wsoV+~WrRN}=D57v2u`QN7JIk= z00RJFX0on@(t8FxZmzzg7qcqa2YbhGrhomDq7w)~Q^LscK=k6BbAy<1|NJkk|Ih37 zC?(wfmR)(fZs>TqAKg#=&PGOcaB0pVXuQ5X+-k-D{w%~}z&nYzzx~%2hk0G*H;Z^b zi-)yA>*U0Dvp7P@%@oLO%LDm@C(N-8fogoj~RrUY zj7?WzN?jat(&ILi@<2tGW4$6)Rxs`kYgWw7IQ+$*j9^vJL3yo~HdIe04wFivj>H!B z^-k&KNxn{)Kkqr)NyoQfxC@{=x_xWfq1(&)MYW}F{@0^A^*ri!<0Dp30%L6@Q8Xi5Uh!mW0ta@&DXMd(sr(|}TS*d})LJW@&*`Z&}652Z7& zJ>D#KuC$H?05xYGMF3M(Y16|!-?6ZDge9cA~EsGwlRrO;{Lj-~i! z&U-PpH3!7=xzq}|;zZ>QiL>+eoi&mBNWOdK5TD=-)G!=ky`8^^NTL#+!|OCMQn-@; zI=*F3xic6lA}q!iE*1JqAjFMg%2I3#eFrnH1!~@`|D|q)Oe>^YrV%d>2NAdtBqqnh zs^=MIM2yh$a|*M$h2dlZ%{dUtY#Dmig26ohkoHkG%}@G{oAtbr*1?2r+K7~L1NwKN zBK(6`$ul!kTg^H?WWyT2UI*)lqP}Xz^CXCvo(|EnqWoiXpgb<1AC;n*0p6qC^oM#D z4xBnbMDJVJcbZ=2gHAdA03=MCW}}`)46uplY{^M7 zDX$koGKdWAW0#_TG$QSj$fMl z3W%cD!JV;wY_dKtHvcaQkF5kS;bd@M2k>aZYrOLEv$j6Rpqm;FbGjj#+yNiyGwbRv zPJ0ZZPU4!*VNmi|r$p(^mehR|KzvJYnz^Jt>k!4*W|PIaR@qDcxk+go;}Supx~}x_ z;#mKy;2<724UHC^u!hYZxUjH#ihd4?_0m9XyBUk08M@!9mf90_qcdm%J=chF+OELG zQR~~_nwu)N8E58=2{;`^-rw-3TVA5WlvlDU(roq(V7TUNq36>lrvkQ$u_Adh? zhXYh8r%%?iY${a)yf4bmVT>ymXq})GVo6(2Ht23pBV9UF`z#(xFZeNQVMAv`V_AAS z8u?Tw$A5@Cd_NW#j;Lj8XXdHD?|wJZ!M2i$;1<*($sI0)vBD%EX?Hm5XXY>W+u!bF z4bB11)IbH?*6^^XoZ{d*p(uRG~OL@C_9K8uF04{ zQCtJ3^|@u#;V3)HY^+ls5GGN0!-`5udpxQY0bqt*9UUe_NzNs>+^+H$YJTb6tv zw9=JCMfle5ZK*Zb_p&q9qgEc!RF!%1J81aufRUs7LoH%a$!M3Ss(ixfxb&+%s-#D) z|MQ>y=0BY zZNegwXp|(6eg!P9EzR5ngQ_fz+|{kqKiGNDE`RtXThigyWotf+@|S0DbOVqnENFe; zOmtgfSDy(~OL9M*7FuuaInhq*`oX_G$&bzRM5*|sMciO(-;g?I7KD1RA;9&dn9Q+=b@ljpetTv-CjwTiyJ z(0%dw9JNnPM3Gu!eO4je>W?DWXv8G`HcXtXDRO>7lAvzfF9c>BnFSyePgc6Lly`b)(JI$$t$AFX43aSL04jOGur31<-oS151N8L%(szCn>O zCbG!TQ3qerUb*%j)0qBkbuxLM;1XnYCvSli4A**)LpDQnB6Yu)Zgzv%dLWD}Y2zpV zg2Kk|I#s9xnelGH+RV$}oj!$ZPzh8+FEu)?S~hPvzidybo3?NNyO<+Y(%!JqNxGy2 znAtIefFMtKVo7z_-0S!Mxf6|U*ELTBkjN`FxdQY(`5m}T7K&OD-ki%61)oXP;DW4E zn_7IQ#-|K_G!sUYd0X;)YkeP=LhoX-ZAk(vEv^x9@wo3IY!_nqdWa{e~BWAg=ZwJ<#VCP zo(NsV74i=vkfQDDKkRV9hCnDVS(s>qcc;uRTIU`(O-rE*n16U{l$3Qd&QYUQ?$gbt{xT zT4ag5{TGiQE*^eoY9lOy9*vCqAJzSF5!VO)+ivgRVot4EsaSJd3+&TlJHLS@Ou9XO zSQrwK(q*91To5%2ao%T6aae$xl=t&L6d5y2#So_BJu;ChvDPED;_NNKprGbeR)VUp6Y)_RQEpNFgcl9LPtV5dgVk~u$|jvdsc?7Yq&Z=c{z$| zX7L*7=F@I4iJC8V(ImE|JDkE6o^JVgb=Q8`1ll*ukD;qB`j}?D5$N7fRp-+@{T_Re zG1dT(W|9EV3+Qtn2Llr+r0ke121;IPVK!V8$G~Upi*#UvA&CJc>fg6WE_9{)&_E%? zixQ&BpTkezfDBt>HL>Nmx(z@&EkWJ{QkcddPZ&C2&>tBx=fKwX1NKZ+d{#BRN)q!u zdP#U(RJuC4F{V;no6I zmwz#LdGA4GQfQ(49m(ThNhAzk&IF~sJ}wmHZe?airFNB&SEB)y`4tQChBkUzSeFrT z@1mTmQhZ&nRtV>Q zrRR#8f9^|^?s??O!RK|y0KVC*@>aqqOV!xq3h>jB?<~}xr1E?3`;d?5wQof`S z=ABx)S({N+soN%-t5>mOy&`^2jL5ieB4R^0f)n}YH;7ka(}9za4OGloRI7;T+0 z**Mdf10lm}x{C>slC~2!(?|%~w#o}*N}`y7(;-TaaU0C8e1=SJ-fMt{qL6>PB$2_E z->@|L7aQr!4~3f7w%v(J(}%xVY;hmT_s=+fc!+BB1?;o4R57aTwHRGA_|vIcdft4Y z=VE69%Kfr+K`we8TIuQyZ~7Qw*2dge_%A}E*>@e>zXmtV)NtLgc6V57`r5nyh+CS% zcR`cqqODy%RFgH2HV70;U|DrZr6nf+@odh&D4L<@60j0byc}x{q^GNm(0P~p1DncV zNs)bSU#|}@_@gKVQDFM%MxJ&b02FjH;;4ca?;^`jx>$YyDCV;ZL`4`fq8D;h3=>0# zUs2`^yb%E|e<;hw|eKKOL~{RTW5 zEe4Sl@zn3K9$V{vvYslmh>3^r>Q-GjIy}nonK&QOMB((fuWqnqOS@!NvlU7_DkYAk z0n{&bb5_9CF7m{-?>uEk)enK)X7%>-jwE!N8genAK}4u%9Rl<`!|mTRRVxJrkTi$G z>#0{kJ-n|%0SX0^MPj5y&q;#yZHb}l*wzQloR%DJvcllr85KfA%^^hRl|NL;Z8YSF% zv3`tKoec<_rQUx8+MW+5pO?}`963)sg5hyGqB^=N>m6!h-}57X4u1IczxiSCjiNJ= zV6~H3y>6T4pE2+vQSnE8@IT{1(wpPfsfG2DFf;%ecEPUg7;#NWdh55WcaKUu5arqc z00RI36ltze@9z@_5YO8IY#!1MCj4Y8|F4A#uQiAH_)@-_ahiTX>A#m{{jWQC@N=H9 zg{~ogTU&oRyj|i(zebIN#|YyWjT+MwPIs2|xe<4|f}T#9Kb&6W9#5c*8HeL}{15 z)mr}w6}MII2^AI1SRPT`?s=+nY!uubcLf%+ZyM^&Y$5mDTO*xA1KvbJ*W}as4jc@j zYu631Rat>*)mad{;AfV@FmC&2r?}?M{A2wnkEn)%DoWx29#`f8RY+Yz@ zoGP|HN(vi&U%`?@Gz1n3we>uA4i@{2-s1{MajCfP|8#U!)r^WWg+`i%CfOF%1mTI% z{~xv74592;8?8T~V!1|SP&23tTNxRmgw1A|EuTJ90iLhVS&)Fxj^piZGApF#^A+(g z!%k@>jyESJH%D?ib+`EjtvPW)r77;;T2}|G#bN-91>?>x+le156Y76DCa|#m9 z=LdVU*^1WBvK%`TLo9w_Opu0ZmFzevy=v7^hvxFjaW#{l@fCmwKum9rvhherUaVntg3dTHai85Lo4V;-&DYdce zW*PdADhemE(vaPe-Uf9o%|Af?^v}V^FhmJp0009300RI6LVD!LpY!qu%b(QNhb)2l zlq%KZ{Wxz&_mYuU&D^Vbo994pOFAb%C)fb`QM|}g8KTR^@B9fj6<4bTVy&A*@x5Lg zyR19P=0iE-Qt7RBKN!$TScuQ%1M-x7v9RR#;EDJxhH>KXP!fv6X>n6FEq~r;|aP^_Z^#<)Ji@ zIq#Mq6)|;|{p2Kq`iWZg8lAWr<=YDkxd9?PLtFki<#W`jiiQW%4o@msPP1~YII{{; zU8`OlwN=t-^obEK)EKeG@A`w5_|ts%H7_7MjTthCFU?(P%UxD(K387BirCRXtC!)1 zFv`a>e-X|NdA|s2(;aWp!9sAz#s~^wI+t%B{SDB<5<$mjRv)dA z^RkXKoGy$jUDdN#&2;9?=ZjHP!>dw|LEvrd)#n%5x!eD^J`W2|mb!JDw9J$qBtV&p zk-%zM9)$md9#|Hg6-bliL%Jy^+J{?0kOkDp*GksF>2Fv*fK$fR8Zl$7459J~{UN6r z3%+si{XSo26(!^ej}2^=KOAorv|gg8z-RO3nhQtNvpvEpx0pu zBi$eX26k=!{E}svF`6ROPFqwj^O5oy1RR~r>+F6OMS9JcbMQlP`#ALQd4}8R-L^V# zSC~1iHt@qV7!8BfoJv&2KnmJB=X4f38WeW9@1(4rw%J&lDD!xJ_HMmAlBa;V2(xR1 z(5qgP*hH*@9H+;`734StH}MZyh&;PI{jU=_yhp9x5g#f}bV_8&lw1FI8z0K0(^+9T z^=J^J`SmKo8-N>=SOSKeu;iFKRXE@}6ga%k0Cso}(BCY}- z%-Oq!9TEL;-d+6eh-y6Tuu3agc%bw}u(-+|00S`pK6<9FKQ?o1M!aJ4J5Nt$qg11i zgCK9Ovqf*3q5h12AkXB>55ndForV`p-xx-OgV z*ldrR{Tnj%XXSAKF%4ff_6dAWp@~mH_O;mvSzT!j#S%K)a-y~+34+Ht4Hu(%ewCYV zA&iXzFuJ-@`X7W1={^O3|0%Wa&zpr(liDkN^c}*1T0Qn-=#98_UpUs}2w)S^EIx*umoknMp4N1pk~$({l7geItw-sY-Mfm z@a!5*w`jS|D+{-TaH_eF)P#dsc6IMOCmh|02`8d*T}?TBC)+ z!^57}i?i`srb);+LwmocV;Zs?S^6cK1X%1sQB^=3vumYHo^TwXH+VF4^+Z7jiQM&p zlvWaCjEzVE$L$Hf_r5N2vA+&T{GoT-vLTeCw=ho{y0) zVG2E`x-)v}*UD8+iEXS-Zg0HI1nZ5eXA`>HFFA2B4&wzCi=HbrPfR4V3$8Nx2AY@P zZ0Rium5>YO<+_!s)j-FWZI2d<4nRoAepVWX>2}aoay75H(vCV9J@{H;DFd^Ue>JN$^qu3ByXN{VKNZT09>&u&%gjXpSpbTMW%0R?~- z^81jsb5-28+!Z1-Mwu{H%NU-|D!X#gD;P=C)^ti%2#(J^4SF_ zi)gw|NeWxeyJ)Ih+`hw^PPWb#k}b}YmqNxFD=iP}ucjMB#QYo?fAT}L`X>bP*=lg} zj`78A+n%NPIEy2K0SUIcJ>X}>Ot~=?L1Iy&RgJ%Q|NMF%j;hQ>Cu^Be*pS}$^)_kZ zzQfAs6ZHM`M^~M5m7|#I{Acvnr^8!<7Nwv6-%D}~lW)i>T-v26VPdu|9g&CqCS6z= z6W!%cbP}ncUb3+&?p#cU7Zy&&eLXZitwxYnXu;o;?{Kt=pl_ZECG*`(I=gi@F-2s$ z=LXaN%K42-Wa|G}VxIf2<=O`rql()iMf=NLDP4XZZa}>PhjW5iyNFB24|El+^IN{67yb;4#{s@;<-+ z{SQ9K&ka`p$m=^*1IoBBIioUomQ7zf zH(}!t+4%bN_&VIxE?V`f>_ulPv>k9Dul2rAT*9v!V~z z_I7#_TN_9U!O`Jm*2ynZ`8+aZV9({M$sgR*Q5R?>bNC8*%H1;nc(W{bv>*rwsx z7Wj|;vOm-JLFqIF(~y-(!UNH;-vu7+%RNVp-;<7BWZ}h98+)b(91ak1HJ;N>{p4nldwAx^Q^b>jhCkslQ zDcBmakD=&={+c3UcO{AewNVINt`CiZW$J$%4Nj~+4lEY|V!qlJ?LU${k@?tyB^6du zv}T`!$*7ySFnymJDX`-0;{xh;eU%o<4@%qc76TrV>b#p-ip>`&c-q37(;g^eK{jlQ zpCTJXq|#ARzK`SL%QwfRVa{4?H9P#W*1lJu<_&@R>|}aZ7jg??OZ<<|%}aX+-u>OE zMb@y{0<$nZhYk8qM+xQWF0%=-sgyIXj==S54D07?sv7O2p6W6T!lV8 z^yLttOTNP4*;`1aH7mn0ZFR++HUIvvCKwcPE>w_$qW(>(sFG|p z-b6;QqgMN3sPNCz=_e4C6G<+N26CLh{PuRH{ogeARUv^_SKyGpd3Msy#CJv{6vF!W zyO(#1GTl3~?lsh2Xf0Yu!%aGN&;b~>!*K-vol%cB%Krs11ZDez&P*0yar0}v`)I-o zg85>9pQ4HTgny^on_3Y~tE?PwzSvxi+Pd{5!li`1Pgosw_M_KCK6AH-WYNcYzzqL* za~YftaXSJMjOiFXM_mc7A%L|kI&4LLi&=1^z;r@>t4Qv|&}o1nH7S|QcBI{i1-p>Syhsowmpw9m>H zPi|`5S1bkJBA=pg5Nx?3J&&}??W(T~Gw}E~WcN)NP^Cp8*32}wLA`)LdbquJ{B~F} z;R4v$6}z593}f*QN2}@>KNy?|pYUq+I;ZsmnTjuKE7zs4-IG1pABgWJ4a8 zh1Qr?l2*t6ew>+`uOj$>(bxf4?Qn|Ko(4oe2g8?WWZQQVJiq65a+Z&KgUptvqQcpZ{uxp5T^0LwyYWqk|)Y z*0#U|I%JuEL@<&)u->lj!gk01va7o&?088oO2TcRs06_U2cOhj z@{51~00xP+flxW%;lA)eRbq$L&Es$|)ItRhySnZ-EXV*l0tJUvf{8jYu7fyy2BLu{ zx9%PfzCgV7IxN;R8nLBB>OjN;Lkd;5?*4Eu@<~_=;mnEftf<1|aB#j+F5bN&20=XY zG@QNHK~Evy5EG$;33gFQUY!*SMHb?1Vn)Oz!is2=8!7zfzd6pJ^KJF@n!)r=7pRPd0Ya9>eYYoKBZty*- zkqxqe=z43|5~ijqiHERt#|y{}l?uV9{m$n`UL*dt_`NxBA9E_jRKZTuK6Ff^Em^6Z z9y+46-rl-e5f3qRYT%RV)>w3I;A(@Tc60yW+V&Ol!sP?G+caocsR3=INAdF8-7Dxm z1W&i;Vvf<`sA}IZICwlv6kq0%T>{OkBDSg@7@Lkxe>4w=iC>H@hlga+DL-!mu2DU# zP&|d{63~$DnROUiA!X8D-*hrV#%st%i6aD^8{SRmChS@O$nsA=!JVBL7O9g=33RpD zd>u%i<(ilQ+ju`mP|vsdRdZc2EDWUP)9DLhQ@o%=KmYQp=fxFN|G#9g+R8yr_X8cK zg8CIAD9Vue@4GKkYYKx%HpL;Yg!X`$J;Ran^a`Tqy}i-$&WFc!{gZ~pSGdu1+0S64 zQ`>%HKnIZ|kEHue-BlA2X~_c-R^8CiL%(e{k^covFQrHs14frVPj3zyEq-AyjEkR~ z_(BC4Cc$A-QHk518m)R5vP_{A=O1@)etYg7Z=PN}} zP{ZPQ)QpZ1pwI-ai$`C8ER#6WYb19Xx(6Oi8jw{=LvLcRQN6HYH8PIBqz9VyRvO8e zr!<$Lc--cgHY9(x>E-_OFV&}?L5|?bJg7hVAB)5=22b? zH+?H>gjxm3L!NR6wE=84U#(c;cHMD1mam8_yNPo6x|BlW2&A6Ki|C`lZi_DV6j zAr{1{5Uz(eug*@1tw_~!71T|>CXUZB=baY%LssyjyeKJ&aZbVX?ZE#K*K*sPniv6fpnBWAVB&bcnjHt4bbarm#!aFl1{>r*oHR>`( z?zAHE38Mk4O>uI8P%jXiHvGSEP%TD@cc)R7tdzjOZZHq_b16==_1O69H0jIZ+Elvv zXknw>k#(YlG0<^P=f5_;r;n~wPD`&)a5rfKXPLxh`HZ>)L@g8ToNq^ZW^w3%)9SXP zK)7<{1D=DS4rA|}X6RQE$fx$F(~IG6J&4!w3RF2OOV?hDqB#u#1T7*zJQ0OO&x(O( zzfB=HlmGq9t-Wq2HH-6rix+D$ zemxxU50jKu%tDy(NWJwTacMIcqKSS@u+ko>qM!drhpKLsx{VsxHKM$e7MSJC?7Qp( z%(H5D{?oo6g}e+JiB0|>rX$1&TFoxxWM}_p+EkXkkw=Ev{AbAqW&hUtI`83tp{aqu zhSOekv%+4dRBJG#^5B&LOzg3|%%Tsqb~99RSbVib(8s~&gb7c|YQszdOO1xMf&y{R zR%ojvEe4|OZ_lzsEE5U>_BmvCZ{{6E?QT(!1n!5aC?HOiB~&o5mzMl*Cwj>0b{&!l zBF*?IQS|^r92dzusMbaygN4Qu4fHneu`=eCu3F!aVi7UG(d}}s_rN(K1T{grmO(1Q z+Am`Q1_IfT!a^EmxJsQl_S_*7J!Yq7p%zHamB}35o+gu>dxaNpMg}{ED`&-`x$-8u zg(eHu&VMh^ir_vO@VaG4{TQaT~x(qAE7+lKeT_S z^oji0GlnhT1scKuP^i3J5UVI9e(zNtr4LUOB{e#5Q^&q!`eB|`Rpqr0EnQ8h+f0aO z?d&8sk#)7SjD&~=!1JHrG532bb5I7d*+L?_Hc!=>kTx75LgNV1X2!oDS#&RZ-5k~A zQ>lpyrPuJXD6|O55f}zQUjUNjOjMY|>$^8lz#n#5`Y@#)q2nQQPYJ6DX{ zO}bQYZ%|M!2%Ynpc%Gr3^J7VM%nV@_H8-jUGj2NZP@zBG_!hmk)ph?+C>{^-v+AWjcEpsuQIrIZ zCVJ6*fpCFoj$@=zTc`*KsHgIcv0L@zlkBXnSw{sIRd~U44zBNIWk4*g0lx{5zOfEe zC~}bPvmv7fR9~}LuW|ahpTc&J;&JN;G!FLQlyC+*6pf!EUJT5|Cc8e-%x-JGo0G6QDs6w--}P{b?HS3*&8 zkyWaj|Ncb3{YrGPzwQwJ@z__&#xH524q?_U=Su#5n$+QI`H-USiS7uS5FLoEtPOcy zwYVl%^r_e+zLPJ(o+Q#syiV#ci1**u5Na2ItxFE>We?t9UzkSzU3c`_{#>#s> zRobeW(>;@o=8HGMq=1;Hr=_u;4%EdL5PC=K77x)lz0YlQD(xdtNm^p-N)oxOV^7RB z{TA_gcGRJZU}8_|x~CIaio5b`L{@X_8ll~*c+MIAn(1edNoA0|ZCiJZOL{0fT_W_|VQs;?25GA)g zX64`S5{QH)q`>Epkh8+1Pr!GNI^-3rS@}za1A?lCtw+>EV;9kwUoU*s9TK6IAZr$Z zLk-rpNaQIqxi01Rl*h^{qpc@^600^lEx(oj!~iG7pFwnxaXCqOQ?ygP8}WEt?0j6} zsz8y(yr4&JX@ya|)>KU41DFgs@C~ziip5LLb0t4y9dB!rW4Qhcc-fnpclO5%SC}n~ zo{f&ZWqb^420goOU<%71y6Qb30)u7Ft)G{qEByt*2V^BNvh?vQZ%YHBYG(2M(9yG? z6s1$RmyT9EUT5D8(<9mVRD)Y9+aNK3J}8dKpE+0|W|2{?!A zp7}rxZTt4quQ+wP2WmmWspC>hRl5Mrdpu5FmWt_ z-cCNge63+=MdL^+t7D^R%En^M{|vEH0UQ~X9@v=Gu64K1X{QNqax?fXYkx)|8-`Wk zbnwIXs`FVS&9quCan3F1U$UTVd!ylXP7S7|bomOug-y4f5yi$N5XZ#mGEC=NtmM5h z=FLnh(cz{?~-A`O1kfBs>&CaVJ~xcTn_WR^(!4Q_O*#3)v5+)swQH|h&wOCU_BIKA7s|oQ%my}z1a7^hxL~5?< zV~totLNo{82vRi5)~mmb(8M+oJ{CRN=}UMdZ0L5~|LtNF4TCSqhCtSV5tPsW>gl-7$*|>5X-j;Tvbp|LJz+H1| z-P+aD{&jQ!1sZ~rQ1UXhu=^e+t)5Gg0rSc7^^l)~4%3#!4ce>h;x z;a|cp0^kgqG-ju_b4u47l)aqxg*cQA{t&fbWgb-m?BW^wT~@|#CfSw24SMNZJx%o` zfH+C-s9tKwqE?A%nvF&0Ww?I}^JFl{0n~ZF_`@(!YGGPsUYP)^d>D`FjUE^HL*;&$ zZ33U~)Ta4@(N_Y<@*i+-Wm$GG;aiqEiVWY78LWY_RHh^aH6h@}_vOa3I#;9%V+#`@ zwFI4jqOcWv-W7&eMD?*5Yp)PTBKaPgOr8o5&2kVbB`Dt1y;9Gn<-_*vw;$Tm|FDm! z>Jp?q_Ux=9$p8UTZws{_6uo@?uKce9b9ZvU8b>N|y*>UKCim*c z$6Z|umzhX#= zZhA%XMUl|F1ToysMCExa|gHb1~4$gOL|4Us_=%V{}%{d zvuH;Ou4?{DkJYT zZC%lm6I46L)~s|7Mmk=@tTu+b{|A*zEr%0xyR)i`2~W?Sj2X5w_48bVwKPi9SauMX zFI&R8NtW*IPyJq)W4txfbro;-Fq2}-AHkX3J(Kt8>vcPuX`;4PQ|DC}d{{hc*qqDA zB;)%140GD&n?vUZVIW8(D(P>jRRi{H?X7lh4;DFVHFv=bkTx1%V;JyJ)2i3-B0!o% zWjt=g?NOi;mm-T+Zx?Yr_V3gz>Z19+mSA?>PTZFc!rC3#Ss+VHGQOap z)ptz%ruU1eJvl^y&$%Q*ZwethUc%sU$+a=-GE=2!8&!MTD~KAtMADUTWB?kR&O~2& zXY+DdeV{Q!9XN%)S$7=Rf`q;uxOfx_`oXV&8BEKXvm<^rw;r+Y%+~v-NO|PmLuBFR z-U5WTXJf*n7R)Nr>nm47O{H4^+UTOER-$ zZFn~@58DqmM$P7Tyz&f;K@oXiS5?0 zU}yL=G^LIQMa1;BFqNP@gLp$&o+(SKT;;JnC9QW8g1&}5f@mmnB`P?dmpzPPJ-~v7 zd2)MAKB8-Vg9z^Y7)4 zV%`YE`;%DW*~m7A*#vt-MPe)7W;YhqGKx$kPL_w)ymK!4OK|*}jFV0*2~1%FFPVh@ z(l3br=_C7e9TF-rlrEhpxE>Nnv4>zY3aoxOJcY8i>fi0Oox8EdCpq45U7M&U)9}@b zxX(rigi?ZMjr+xG(!47jjXBMeH67X|lBq~gLJJOS5$93b!zew*NRSSBxgxxsAbCC6 zKu?yI;%nALu?P84mMx5|REC1uaJer;)n)6eJm`Hgf)9o01@S z`WI|sOe+I}b^~H=kFcq(wl)iWti9fJMpI!VbZ{YgK)7sjd;A@X`u6fGVS88Dp#;9) z>RBz{*S56gVwcI?vMR`CseJwe8w&8rpjOa5*eqowO&kamACe5#xC^=q9t2H-KQb+w z@i2~pFM3t~mTLsIRJ>@4Q3@r(M8|L zfT3-A6r*Qz2(Q`@g9vWir#av-2&ENlP)o>rH>yjJ;B&^*&MJD@>OcSg@%wZ8BgRN& zO<37EW{Y))G$gOEX8B}wxtE5|Rd+^ZB%02zvCS*QyPjv^0490uYJg5%S}_G}g5|Zk zfQH3_i@wba#b~hgUy5nb({dh(nal@ps*dPm+Ryl%X_ws`yY}Zb3hP1OC+AxdQUqle zn(z4?um0wbUG9?tFr~$YeL<4;3ba_p z+@Hr)$AxaR%4Cg50U8tStO!;z>*kU?w#k^tk6@*Q7$^tU`}S8nrN8BO*y%zlA!?0c z%g}QQQrIWKo;uWaz&Iq7fEKiq(YHerr028prJ~w6Jq~pShd)BJoRbJft$w-M#eg4dnOpf^eC1R86u5ic{J!sz zw{?qUHS6-7;agyt2LBS~?WSrBxi#$-e~mCBDv^`1Y46YjJCL_oX0hCH&wC(kTFtHQc-K9&;SWd!XkWonAI z(uCUm|Lln^`fAnIfzuSa9-F@eO!+hfknhi8a6VhtmYw;1|H`9df=Bv?aL~6wc$mt# z;m&$1)IrP^VMJ>}J@zLDAB5ct#>*!}Vt{|61)eGD85L??U|V|-)`L-@M)SkwN?|rI z_sOA;tLTMw>3kx}(QiybQe~^8qLe1ZaKa0>pk(_$gy~^Jr(H1V*UxDBsm|)AltTP$ z;R*@Zkd>#)(?7sNspp>O>-BY5|5?!H#_i2G!!HW9RVnM)b#xmEuuk%Fm2KRO#Bwh- zsN|)%mw~W%E2r~)hZ8C!5k-S+Owsq40Ilvecr*}`t@o}foruLMp=SRdt? zZyzuF8^a`bSO{+Hc+x4h@l)h^KGZOw4EThk_SqE`8`UHPa0`V*?UU!u5QN7;-q(H) zS8mZUQz#1Ps8+xNTGHzI4HsWR{8g?o)!qshAD^DTfE3UGL%Wb+*-NB|yJFUdU?9?R zg{~DW^gAd5sX$Xn;woB{Wl6)x=XX~WoCC>uAuZzA*Vel;6L`5nD1}io;a_(OlXYhQ zqGZhdWCF50ayc%SnVpjxHP|9t1X~=063uIYh3w?ix0{)~p=|}KA1C2*;yv0jF6vd3 z@_mVXR`^|9+xjA_&~onCso7@N;c|gkPs%09e{3u~I=wa9;gMsNzILe6dU-JLnkO>G zl{%tfymnC9&Gbmq!71{W?R!)H)P!I{xtz$hD-_Rj12mbq8Laeur{Pam6A^#_3SJc! zA9uJ{a}po_{m>@|De{V>6n@~V|Ly6o*9HI4q6PoAK)(NrVi59d+wX&UTXfndK!}xC z6$b5~K4l?G3XCP)7!Fe*AOFlF$qcXeK{7*IH^()#x;exm4T5dJMS=Go|B5|1h{({C zX)fy3cr?8y-G6DgbHgj>9%Y;WfNpXtVoV*+k-=av0pY0VFek|H006DG!R)QL09VIq z4m|->g4J~_oX7q@zEBSiRoFqEWHIY7!_Q}mHZeC4z!#H%KcxiDK{wc`G=U71oc|)} z`jc$8-GvoE`SDkSLW*z*@e@2Cma}f6TVyT9dcw#2z185J@&qBmGUPX^Uc=jJ|J=GX zjkkGz{geJ!nR@}0QK5*MYN}ng^o|^yafAES?^AZrsf4ou7nzT6;1mV0U1Imv_;Dk9 zHkdE>y@_?4{>~-zzyJUP0ABA?Zpt--a^ycsQvZ}RMuU-ASmf093*4T5agp!<00RIn zr*Oa?NJ}H%{~b!VZRwEh|Cs?9O91@-^@f;xC-_6C<}%7EgmtxJhx(5ip!zJfF!+#J z`*9xx+?{;)5LH2LA(T>P)EDphH_G8Qkgo{x5A${97WaTS&k6#3?sc$^9TBIXhdb;h zHhag)aIsQmKb|awdWR>hm6COm#&_S>QJY<1!otoKi}RtDX95meKv#<14G_m`8;%S9a3t7^feenYZhhtj z?hdMCFnMFhyLX5}@9qxylk1S~ zKw*N>ds7w-3L+A%ng9J_-}qO5x;O2Q##ayEEgyORch+d8@vBDvSRS8R;>oK^?=~Ik z*<8vBlAXFIcWHi{#GU}z@EFdUxKRHR8qARzpb;ukHwYflHx9UZd8FIOqZ05)6%^BBAnF<*`kiY#+~LEnE||FvVnS z#Wi6!Ex{QceK*6`&PoHIo)EoB1(3+@2)D|n+n_kkE_>*W&8)*0t#F|aF&Q_C=(yll zvh#KMPhMW_WNS2RVr`@|CDwT{-VmZyovTT8<(Fi~Y#2=ehsL(o64gP4+3% zS$fnofls?$?!Wf>`XFA=tK;0PS=KXp(5_yyeg>9h^Y3_F9@y^Go!8XmQ9_adU;{u1 zMBd0MD=(g-41}JSpslZ7+5l6@Ww%M~aIeb+Kae-aQ;ERVHr0I$1R(8m`#>*>oG2vFJf z=jFY-`CrufO)nq&eIL$gg5TrtCh^H-z7_{{^edwt*;{*&-2O>#v+(=^lIwTk3FH)m z3oaPq%>S}p+_`z=u6Q><8vgcZ8Je$qL-WXz)iW#GVVcsU`T&j@SK=v^j6oA=2Z5mW zo07jIL8XG=^k!(B#peP=Qt2x#lYwMk2G61Otu2tC9L#qB!tu8ThX0;{u(%AOh0z6E zB8xQDE}lWtJ$+sPkyN#mvkMKB(aN-OH1$oA2vHJ-?Opl29B&2F3{tykN8G@&U2%BJ z=}W}R>v~A~;L!Ri+QKD?Vxcs7rh;E;MyilN{1hZ^?-%KyZbcl23==*jwr}^gY*Ksn znqKu&CmxO5y0hLcY(skyR63qJtDF23TwgBEB;6k|Nr_qAh~7%lgR+W?S=%NMLCMPogz(uiZtObvz z>Z!Eh{dOyMuMrjyr37Xi&M?uie%ZnP4`=qLu|w$A1X41_xWp;h14&;$Wj8FAH1+x% zch`Na{HZ&%%3>PH$`RgS(OXIp?$a^$t7nYjkRQZ+p_@=~n#NI8QYDdPZP-7Aptu`? z!_;dG;1Sh&NT`s>%J`fOu<^T$^GP5c!{|aHHlz%WV@quZ(W-(>wk0UHqmN3`~q{etDA` z%Uxs0GN&iJp&(7C!CgHTW(3z{EE>Bvy>id=|Nh=p?{eZN*aq;;nZ>a*9THX+9gg{7 z=uPC!-L)S_geqKbM&}Ym0xl6%=iah`u{aTEiHkG3s zH!Btk1yCM*mt?sR^;t62drM5twc;z;TxN0QcJWAAX-0uql<|tg+VPF{V*M&|dxN;8 zFsAZWQYPp-FWRX5{2E`s1ecH!dp=7wSay^rxj22J2(?m?7kLM``a{%FrnS3!=!9#% z3SwD9tB;2H3)QMc6N=J=kZ>{fl7nBsFCTBuBle45#A~gx;%{gUF~@7?h$<5>OmPs? zB!&il5_ISdTFdRAXd8agIiS&jPN9vXb;7Ym$`J^LwdT7Q8T$XuQ-rMDI&tLx+I73L z%QeU3#a;&$R3%9x>;M}l+>x(8@cVv#XD>DUw)Q}^vJ!o6gNtgXOrR(O>}Y0h_qYp z6a+>}a?!oXeiheQgH)CZ?q~pFaC`{|o?lkR2!Q01T31=Q4h869aTi4L%bJ_S@rVT! z<#{Uj3K5uDU5QZw)p}5(7@IS^D|_y?a$j7Dbk!>7OH-&w#`FWj|GG311XRzBooYWl zZX^?7$Z~fE_Q>)RviQQeu;?)W}*qkH+XOq4Wl1R%-m)TUGky3y9 zdGp`K1re?`7d1lI1=U`n-IOjZFOW|CkNC`C;s(m#^r7$XxO`Yx30wla574qw`_WS3 zMA3zKe_Xw16tRtp8dSv?TmB|E}FnWHg97SqZ zjbnzb>(USvFK}~Q_nP-yYqE`DA^g}~#n0w1DYmZq|Hz(IXdP?Ix+kTT+i_c^6VB%f z``fx(T4Ie8Y(imfAhRK3y7LoftP*`!n8PLj(lf}%Q~9k}+d&f%{u^0VA;k#JmNAG= zRgTm8!*xl=736s#I#NHz6Z`eIjVAO!MR8g4ACOEl@jId!yR0G3dCC9#3bq`qv)osR zyU{wms>mWLB{{;E^h?*htnsq=Y@nY zw+cP;BJ6XzUQ>xAJ$BIueJ0V*YEsc$tcm){YEAL#vu8b-eCSR0BpljNJPiw^nvA=- z@D3X9UL$q$-|bNgC_=Jf&e=C|9@nsNfw9;oD5Qd2xjP>0&_dL8xsCUYygLb>Ng=Tc zOvu>|Br9(cp6-EA5;{dP_$`MrT}~T#<$#94B0{X zb8(u9TW(heYHl}g^V4WJ6P`= z>2wR8*?oCaNPqc-dapn(D{?Rp&MesDO?V5W&PD=IF}^dr4xn#DmQs(B?ewLk#l2T^ zqIg02Z7YK3OV%x3#FfLz)Hx|%0_=t^M&kC&s&6Z&AP#9}LNQM6L z9g%%6N{!Er&c8mzWXR5NAf@)_S2#0A7ztL%Z%7LTU_7aO2~z-d#e`*f|s zO{K^ER*`Mc)j z)Q^tDCX=gE{`!G@jeAiyM${b6%3P4b`ZC&U>s9hSdUHJs6T`+2omx2%!I(}A(LNC*F754$nDk7*o|}I!s(0H7)c$_ z+5i(l+=dM%uPfNib-b;`P0K;}yC~nACSp?vHTUl_z|Mb}a;Q}C-l_NNEat2vQ-|iU z@NLmyHky39QScj4OSv0L_H?TK73@Cfyf?ZiE;TI~^xUqX8rb$(1v*SZt20!i`xDlluLK0~-4PSTrn z6P<^U2(#6=Am7l^`7(}}=HiQg&kV3_CvT9#IeIV3dJYVlbk!r#()qFs)??Ogwz_-8 zUNKJYZ|FE2j}92HHE6OGoRJ;tX}ET^-qAPw_*Yp3_?rE<>E`n-DI|SJDp*7y5{tf? zBHP&rhlB3~jd{&f_bcUphEB;J#o8Gc0_Lo^%a=>o&5poUptV#GQK_O52ZntZZ9tSD9GFX5Mwz<*(p9+8xZKo z%yY(yu@Z9Hjd4<37|74npb5n{glzEO!cS^tjvWW*M;R6&V;>uu3x0NeBZ1^6-)fY{9vP%p?2y#w-O6l2|;(8FL=}uw~gj{ze?kCBasg zMk4q~5};+e`D>FcqR=VGPq`hCS+V2k3z2{m9Z54jI0#POon^XmzFZ$mP%ofCuo#_i z1tTjenBUJllbdIT1vi;|zPo-I-uFM*NoahtC58DDd=4*OTtVhfyxmo1EUaU#=0Zre)dd zWA!B1x)f%+n`_z%=im|%+5C!~97G9M5+a<}Nw!+IVWvm_SXV?NrY-6F99^@Q?K#WF zkPlQH9Z**|a26$ge5PEV{xz7pXvP3vJE0|&9xo4s;+c63HQu%y`I5ofxBk|l6~2k+ z#`t7N)&rD3x{{h6mF zJ5!ceh8D>te3wA>Nd7U0^!Y8cg)ahHoapyyiSo6sSX|`v+B8al{WRT~juKfC8 zqgl)N<3b|K{6b0SwdAqBR7-MXJ&R>;G!yEPl)6@}>+lz(xU#o2bICMbsu@tzc2V6l0Vi1U2HQicu`ItRDm^b{E@NH_XPZtO{l6e zsjhgY@9bQTsNf5>LUkuR7IS7iw?9Ea2#!OMl(2WzEVGn4T2&)3;d zQ)!T36t#Rpcbj*A)P2c&^~wf?BAliRF7(hEtqC~Z%HhtqyTqedH|KN4Q@CYQ5zjQ> z(mr=@hTbtlfwGz;)JVn~bw2U)ZVkE+(sv?2bx*-+&l@8ui0(`vSMG|Ml4+Zv^>1HY z2SdeP?3A!Nm~*+$;;!L}eFl0NYf%t7l zir%<>NCJGEK<$XO$R?YNbYB`2-;$#W;sysSuMUQ-|t)agL zT6ew9`Kc(C2@2`;01G3ik-Hw@rqejfmWc8RewjXp3$nsU~KC}El1gs+EB5O z(48O%ae#6^Wl(xae*jG0CkHLZG?n5{%v>+|?FjnI_?o08G2vM zZkf0ye0+)(B4%zi%-O$wkAZ#?hi9PDs$mmMSpDD5nc|!sC4=ND_#%9)NRWOrcH}qA z_=JJASM%|`epOZDH<^xaH{smpr7qTe<|wWK+ds}eI%i){A+61=wYTOB9&w~Avn2Ll zeJpp9ZKce==x;6^$i<(Ps@X$DT#PL z!yr2S@i^UI`l;aNfT8PZQ3ogVj}%azXPsP+uVG@AHq0a28%%SxWUE{*s#D#J-U(n+ z+FK=@L6F9_E1D*~x=^423F=qnUN%wkeLg!fAH|?HE>~Ok2`fMcj+_Y*^SL?-c;W(( zv-R3>T-GEZn(-eiyj&8LHAFLE8$t}fztjE*Hv2ISe%3wzWn^hh7#G%%t=UT7f_OJG zb9rU#_SDp=`J_WJTnra#vS3YhOE4kJHB?4krGwf8xxxgmW{90OtSUIpYQ!(lwJ3X= z;G0QvaA50GyF;sGT&l*V=?#C49gxdf7se{`$(KNEnnkLJH#!f(RdJ$_{+*IxBD&es z^nP43!fX}!EAi)GWAw;mKbkARj>U2l#}&{-^0@**^RmLAao=8y;^l=jwdPN3;rvGb z!iiR5gUg~f%x}x7@V^5ZywJ7+bWL)6UrJnVK5iAo63J}53)%chJBqS_5i1LVaZ@Kk z1ogG@HN1Na>T0Tpk+iJg`u8phwZ3ggo@fde<7Czx+b>u~ zP3Cl$5T#dxMJn=gfefeNVBJ>+BRkj0 zRrZ{otEp5b<;^vpiGL;ZsG_rH0$W?ph`Ps6SJty`Ing2ZJ4?_1|Nj46o8y@>oP+!a zzoISkF^PMt3t)2hw6vj-t&z_KTt7I#^YiC!gW>r4qZ6H$T&%q9sB&q$BYi1qB+Ovy%n?%i_*mNamWR?UnSNgw% z8RTU&#GOkFn?KA{?KrZB~|E*QcTDbCRjGOB~N{!bc9vyOZaQdb#CkhJ^ z$Ek*x6N!XZxeK_YmPoLZ_i~L1PO_i2H@?Q9|HfrlYybLkc5S`e{x!1mP5ohu5RnoX zqQn+t+A~4cHem%TyEK(Dp(#wW4cVHNb&B6|<53}J@SKT;9-pTsyl^nVx-sUqh^EHi znTqaf>DKtI3C);E8Fi|V6iERj%NfjXiugZr?OFD$!ktVO{Em428*tqU(iE$FVLiOM zS!kk_W?I&hQozyYhZQB&rW2&J6>jMOfB9}ok27wzX*3mv??mYM`uWTLE;u7-|={<>L6_qKuQjX2T> zi{IT5{kZ?qD*vQu^f$ywIxU-}?|gn66|9d#)(Iucnw+rOG6BNhQtiS$?lr8UoY zG7kTXL!lRno#Yk_{;h!W%*I8a{A?X_+TApPMDta7BV5P9Rnk>|L=*b9bd3MZo?Nn1 z1^YB`CYC}2+&&f=V7;~T$4qNJw+-MggxwZx9)dw=UL&8~T%KkTEZ>1WKRx9?qgLcz zBUiwC7Rw zeo~wG&4rDH4{oJ7riz=NcrFiP8)r3V-sw_0bag*oX9ScBS-Y`r+e!J%{HSwsdKxaI zJwm9Mr)Iw8cfQ8{JpliO2Ic&%1Tgut+E<pFLNW%>;K4La15wGSW5EuN=lgG1a`pFMMWqe@XS67UiA z@av<_s1O^uNxLv48JRS;{QZpZv7i~t)*o4B8cE^9t02jr9D&c`li=qP?)P}nED<=sy0JRxuJPRm9s4T z8`aLdGfBswfs1LJ%UH4kBt4jHgao<-L)lj^k5V${RdjT_X?+lvi4+MJ?7%K|3sQB3 zq3f}55l#?_ZlYw*5>Kmh81%}?-Ewu||m+_0O>E3VN=M>OW$*;osrVWwoq zYr3F9e+qo%0y+?o0?%Y<5k+0g>N)#s|Jn#F)Zn~&3H_zc?8g>G(J$?nLd|_IWKuKz zDHpzBJLYp^&Y;wroUoq(l-kVXe~E1Eg}!aeS<(TMpP=0;mobgl7(;y(x;^1_AL}SP zd;Ru^i{G7iO{EC1_S?nZb$#{_;o?(j2^^T@bTUo$exWMip z&=WLSoX&oumml;~nmt&^Gvp zsA`s>a;LL{TNYKdE{D~X3;w|pS?bS`3Dcnr?gwzc77;Zm>ZyBgTHF>^k1c%BKvOJ| z9yzsq`yCjtgQU+NqJ=r>zodnCV#=jBK5mrzBBNZ1eH#6bGVr^OMy*66SL(fmS6PO3MuT zAlC2*-3o?}nje6qitIL@7|jVbd47n3@73&8U$l8w4xU$z(!DXQ@7sp2uwKZG0ET3h z5SBzd7H1@}P2vpSkGt1zXcmGGV(i|kuxw<-L_+diR^%6u6h&acqLD5AnWl&myI6BH zWF`S0RxRof~_iuT0Dv{I6c zvvqdwD?0~hLgdl6cqjDGS*;7G7E)_L^ky`#RKcuJpbQjsrcU4c`fK#>{YK9|7$dSn@?;cyAYxU5_6{M zx1lh|oZrQO)f)A|Dik?XM17fR$Shl{|D#dyMzc%i+b=6-x|6f*4-r9@s-BcZ+5QX$ z^R92{KM-(@AX8U*kBA7J+ZeBLP7eg&wL>b(=5U~OYWVSn#|V;?A2a{}A;zyRRS3W6 zyh6kFsb?VJk2&i~UxoM{cwmvPg*r!ucbqikzdE+0`>vK{xi;Z)m-ck)UHm2z05xEjKm*!Qj79+DVrDz$nfn%7-(aBXkk$A@KK zut2=mNPlMX{qf}AF4AX&aV|Yit>(2j4G8q_c*j0%>#Hgw;r+0rG&AecP=pLcKY<#C zC(WqFmK4g)ZXHG47PX(x1jc5->(y<4C774hSN%@JrdMcq!)E=}wrH3G7hK?X^Rb@2 z3?T;afW?WQEO>@;3CY<*WN86{5$X8}Y)Z2_kzR>F!Iwscm1W))O;TcnvmZMp)fBM# zeB&LduHXbO_5c4BoWcpjLSNMNzAlvhjQjexPD89B@!jsGdJHUzLHD+6TRS|(1<4jG zkKrMUwC*k)FBXsl_`dh1dT=o)+H_V59ID6%smvQ~FfV)bWzf;NP+fU3;q z%43QC7$>Ij;)^Ra4qMz;tpYN}uFo`uAE30B#L~$$Z`l9Gjb5qiVYtCss#V#p0q=s5 zU;q6`NS@LE%iA+BEVpJ6Aa}T6XkJB_m>I5$HHFu8YpDxO_)z&l@pb_`RH*T)xB0?X zsn_t1?}KcCPny^_vt{$qX(D&O_l-uY>4S(O_k@0;vO$a|NqhZ|CJaW=DK?bngYv&79MRL$cj==>r%>p`(U2(5!rOa zV-=?|CP&_DUwZ%`@<(2*xtg?9sw^rvU*qPZ8c!WXOF7^7fbQbu_0m;y2Ci_$u@Zx@VRECi)$<*JnoB+wGBB=+^uC z#V&yk2hgUCYOM!M%y&{TeZThD? zQgYzummZ>YPBoH7HoWcDy#^O~jhirB0b(1`WfLY#35{Z59wkHpfto!F;M+z(HSW858w1P{Rm3w( zpk{o|M-LZOEhXsiRzh3#m_?(n&a?QFg%Cd65}1!O*md<_^2u|F`RpV%~r@ z?^v%LNBKV3zjuxzPyN_|BED<0kls^$;o+c@f8ty%)pOf~;GoE3(RqA6b23Fh9C*aa zPKBl`NNaz)(sm8SqhlT?o5@uSbFig)-wn;!(8rTi3zmE0PNLFgR$Vixt+v0+gBCjY z7<<*_HzVlU$(`J;5aiA~H$7f6>)8E-xR9KxGJXU`Z<21Mbs~B@Z;{Np_1VwSK&rN7 z=|=7@^rm#>&7XKW17hKM%ArjiMf(nmo&(4j_18wIdvM2+PL%i29YJ;M562vcPp6sc z5Kh2>ui$rQ@SWcZPIPW(BW|pA&!<0-O6)+{A$ly&(sd}%a+^;Bj%nLOOlfsVnDxOy zKw#2w!c5AFKG!Jk^WEi!2SDr*l&<8Gc1K4!&8;eWa|dv|{>%hN z_+p?qPyFM(DaGl2SMi1=Ab>`bD<0i5WB>o}zus9}Wa!_ye>kWpwAX6Klg*=SLhINdhoOfd|RNB^T%bx98E#((ddf!33d`>uyDilwyr$u-JJlTdlyJSO7P?iQ$ z+5=6TozOOD-;^FMsY7cu_{>XVY1AM;L3+cZ9nbfrEuKCx&XJLL2L z0E1^|LcFWHJ+nEA5CAH>8|2i>7nU;pF(N1i)&l1%OaNg79qZ?J-U~<%|85!%m;(I& zQ+f&lKE@S^b=hnU>Sr`#eT!X2KLE`bj0;oKh$B}{=VlH zf=j8FI-cE8HT8hQhL4^>j1|9HoOgz<=SrU7WKs&2EC#&CSdmQi(`i2K*`5_1B5WZq z{lHv3DMQ&^UfiRadXy1`*!~fM{FRz$>Cd&1b6L+#JV3VP2_)GN`6WrA!{2jiBv&hzsf$M65^n0p-mf3^bQVkLV4+J_J@6E5JC*G&N^WM2lG2i02HX_^ zad?K!lP`nHW=g&|w3-a`Rhi#>se>a{PI!Q@b766 zTHd23;jqz=p3gfj_6Cka^WEwit@klXNP5rY%nm7k-5HEyk zTjsxNO|&RY7Mk|Iru3Kv#5br0XnIB-P+b`GtP2G6IuCTRYc?N}GbFJP@ExCO3OL|T zUO8^hgy++{19y~|LsyqoYqE&M#Jc1%n_twq|Nb_!XYAjN+4(!{M3%hU5rWqB3TDb$ zw|msd?wu{YC5uRp-wB$?5)|+;(Zy%WujB%avCrCIdhv$xp${lm$&+6l2fGs#GPzD^r zh5jpORe%3QrM;iIcq6uM5Y1;c6C-~@+0fj}Oc7J#DZ?Y?!$i6~XxK?^%7D@t91YZ9?sqD3T5SCwr{!lpNkZd3vn=L-x zb;;w`SDJkM8}6>A84Znoz3Ik#wi`oATv`^D=|dkJ!I`tku9NIb-ZEGGiknQKTJ(+y zosNx9v{S-l;aLZK>u2~Yu>1c4(p+ns<9)W3R~dpHS{^fW)bS9FSQ_IoyC;$8x8e)KH2eqZcajs5AA2E~l#yZ%gDYMrIG6Wgw_@Y{f&~2hT@fOol4J`>Hlm-XIAM^& zrtgN4=%+GzA`Shq=WU@CiMp(<C+j|Mfq>)=6GL5<+)8cwe; zJ3nbX7Uwjfmz;llg9qv-m8Kd~}2j%)5BX2zQ2olwsqNDF>P&^S-qJ@G)RQ zUBoQC4xWx>Y*eMWK>|3mzjM>brK;RP5XWV@L?I{jg~+^n!7|m*wabZ8l6A*I}no;-Iif+y&HsVX08Zz0)%6%OaZ+uK%dqzAP291wGHYCjrMAepU3Gz!zT6UUwYl z%D>K4NR{gA%7W>#Lo= zO5>L3_qDx``eCqhE%FkM9Y87P<-G;*OZ*MCe|o)78Abjx)MDHbO){j?O;+|fEv z=NYi`1iwB8!57kocK|q(7r{T2W1n6z=nPMkXDC1`vJrIXpQ;?jjs}8I%AV7CDPuMVkx+x&5neFIT_zBgm37w_T7(Y}j&g*juSGI9wqscFV?twC!TS$}`l0 zSteZ}!4LB1q;;K5#JcW&YJAaP$6diOF>fP&;q~B40U(gHVz?@TYbobl zC!rU!+62KRx<(ZPMBq7v$yoE>6B4*?7pw|`ttU&^P7-O4{UiN=TLa5dt>CY4ezXnc z`D!$6`IOIHGGX}j+E8*vbd3f{yv?c>06%JZNMC4rTIO@*WS9maPMg=3k_dmkn)$nG zfOv}~xQOh)byi_vaF4zAdYKj&Jm7Jj(%}tN-n{{M1GmU(05>54|h%1m&EB$}~53JEs zYsX=NKIGv+oS7(F6q;Nc-cEQOPTCAJ-nZU@;hQ5yQrfxCQJk}BG!(Ge75{du;5YQ` zYXWfG%|Q|~`n2q4z%-oF7|{I&>o{~-=xA-1GK`77{zk9Xg|lY!gMYTu2|*+Tu%Q|< zXd?7}*eC~Z{=vBf{Wdz!`7&WcV^n>p~Rvh@Q-dS`#18e+Q9B!Z<#?#TCw{F&_1q9n7j z?lqd6vA#dk$W2Z;wkLM*c$I|Bj9?0s4-xxl`!`VmkMn#eF03NC>4es-7 zMcCuL{*}M~`S}0;#wQdpV6zoelH1b-7M^N*OZIcNyW-U_p#m=AB{>RmmfHBVBohIB zAyrDii*YV7?76#zuuYMH$kN-#!R1TyVG`UOqDNRHgpG!lfHCW_qMqmd*^GbOy&fAl zM&E$4Or+<#-vfT51ImLqovaIQ=y=>-E<$w*=JF-hd4d74=4h5hCqF|LrF@+zTu_n! zVL$qa)nk%nw3vklo6QMcK*JOO00RI3G}--ugUzqX-lw0fe~VB+E~UI=A%yG#2pA-u zJ27({001AJ;{jGJf&cubS$c*_n^yI&qe)Bt~6Fw+;CBffK>^fw>$a>)8xHAxARMXoB!(s#fQLWN!8Ka=2 zo}Zd0k_m26rlz|R?Rve)#M&dpE7*N38lYIKXIp!}dWCOX1S!WaQ=?A}>db*(GCX-G zK+Na9G{r~FNIJnV_t?(*`;%ofslhTb0mf(&&wYNm@gD#4(1xOZWN&Ufj(Nz;l6uZ_ zU5m{BgxzvFm|l`+K)w#LEwpM)+Be#4{9BjH+{ zsV-}MMsiK~l+3T-W&3;X4TDCGXzcq0%)!uc*)TXQ3##!fAs5ASeZSr16xmC4t8bRi zb~<=vR4Y6*ctzmfUJU?*58S&?P|NWub+Hs1vlq+?56Qb;hc$5@(o0f)iW8drS%UZP z|NsC0vX|uED=l<*kX_68kT74OEyQpF9Zg!A9L%t7$wnko4BRajvex2wD_)EA0B1m$ zzpm95Nwh+!myFe2;}6JAhJ|`?^R;IC!I0+EF~8EEk7342Ew`}};@9ADkU4c}+XLV> z>$KJ$J5rl-A!1qSy8WiQVCmh4vvjw_n}xH5$DR-|F#1df6Ez7xT<>2Q@YOGIJoDr3 z$_*Ul)dy+N%$kn|N|fR=3Klm}j>5iloGW409~hfwb*`F-`btCW>dG+sw}#=X>^dqc ziXj#s)>F{s{CDsZ5XQ6r|Ci^_|Ivd$A3&FRll&GKKLm$gS$@y|Yi7qq7<$!(Pn&fF zCnj@`_pX7Aud`0I_MVj}B=PLWe0d1Y_Kw5(g=P6oxzniD;^-C9?U*!s9&W#XMLLE= z;THsEgA}=w`cOlBO(i|1ziBA-(KwP5zv)6FuVmN{uX!$&hyr0`tnSEow$xH{dVI?7 zpm`9^@wtwuspaqIEskQ>t5GIe+pWCfM@2LP8~WdJiOA$s#@{nOW_@EaOl$L%T;?Q- zM*BN${qICrPz4h`YnZAG2_wS{qgAi}@%#VJEh5T-n2sy43m|(S>F!B(?C>uP0q5yW z^{byMdn2k#lLHB}Of%z-CYhp|*~n7^7ItR_@kVD}rRc9NpXOI;BOEJHi*hg4@KaAD zo{iQ*OA%s@nT)!D>zEmeuk-z*OkgGY&RCu;uuZ(amKjz+q%_Yq?v7S4nL?3@;owFQ znZ3B5rO3r~$mm(8&A^ep8~c2VeO+YqUGG6! zg%+b0V0)UmnPW}1zA?JF~k8VSQgUk zPn}ipl7n;h)b4aef!`%a1KSasKMeGB5&M_m@$w^1ND^n(E?x7hiRZs8z$+vt0c_X*vsY{$LJrvWPc+=%37zv1aYK0pXsrj7-Yq^CdXX|N5H$rI-WCkJo&Otnw&Zmg?Qm%(wroXjnaR$5^FoFm| z#{Tu$ealan z(3#?-1KtHJjE;MWq?dAjZk5wVPq?y#rij%LS(ip>Sm!16Z%2I!wj>p5OgIby-Z-(< z-MKsVHyDny@^X4zNhay5#K+GpI+(}*Hv5dp=O3lCkX3%Qp-ucXrK96tZU1OjX>@qV zPs)45t@akTH*PQRH}=i;o4VY^so|>K0HxPl;&QFQuJNl#V~mTO2ZppR3u0vJtYd9B zlKfdTbWA=rp)jnA+{n0qsmVgb7*RW(1Xo3uPXMgr2m8JxA`>$3hvgGFgE?FVmOtnM z*k{5R40eX;YOsz2I3xvBaeCdWLwe{-=l@tagfS(dzpIM(1<&Qr$(~{#I>8O0TnP+1 z%;e^B#x%8k~ek({}{Xn9>qZWE(+GhF@6RVoZH;|O~0>Xa8& zvk12Nm_ZV~LX&3cmkRX}KVD@ZLij{QPw6<(nn3Xp*AU%ES~8jm<{hI`>q&hYaOFr_ z_{UVzcZ4+HD^$f@C&U(z8@z3dTRz1iWabNsU$x)^(r1>l>_(d+;oY1CTrgEC&3r_5 zxxQljTp$$T`oE02kK0kuy?_68768(ocovt~AuiHfsTGiJv&yy{0fXpx*2ii{rn1YO zH`~dXeBJ2m0A+Ydq8xCt9lYE#Q5Z?IV)|23!<8<*O#(kt(T{U}ufrhc$b2=d+*MhJ z<%}EgF!zQ*#Syy^;-%p9_K6KzFL;DG&d0N@->9pKbAAS+r#Hw<=>;xL2>GR;|Jy_z z8REFmH@feT;p|Xxo z%;?lBaT!KS-%+uwhYpUc1G|qT)U_~3%Wdn87T~M!hubYInowwNjh-ahY5Y$&?t>f5oD8n+(&S=XE9L! z@=M-ebcfnmKX`&BPx90UIahlx{9g{BEhc->s^_HRAbJRu>eyGQS;lz)Rl7Cj|9N&Z znum)gb?is_+eOxG?*FDnl0GQfx}=~pxL0B)D_5j~!g_kDPw}syES|B|fC86^`1GFC z=f)$UD^WvXHNN{FiFl(=6XD+N@ix(Uf{ zlJ8w!oPLSgXK^P8VUl?@m+ki}?X+zQrk!Eb3I=$?elNnmq%g{F?T^$~O!%n^&F&k> zJe7iXaFf~GuU?*syyl3^bmF)El74RV^VwEkE2k2Vf<84Dz_!q9>{-KG|wvN9!n(*Y=3d zT+Jv?l9S?eq*pE1W1q^JRv57wAxvl{w*Y<8an5b)?JqU6F$acGIym~^yQ&r&6`xq# zn+LsHnV|4SzuA^BQOJhyZL^%Y)t@mc8A($kkMk!j0wlBy5_=bj^}5RLIVWa?)23Y<8S}bS#60TMUFm) z9FW;cfo)B{M_4Y{!UpY!MtyTFZrcr|rm6bqd*GuDKnnEM57fsMi!XVS#?Ke*NyvTgMy-24@Nu-?k(fX+||wc z87UBz6hdOvyW($<=(0hvL#?>DeB$dKN~}bgF7<%#x{FWT4GB|d+&nKeFfs(h5|%bZ zwDjKrUU~++dCw!3L{L8p_4|Cvnr)O%7D^!riJk6=mAjiRInDl&t3hPYJ}KDecb$a( z?Pj3MJJ~WvNY#fvO7!qQ-O{nG3jh6kofq2h(YPM`b&-vg4_4J~B4RCV=Q_YWXQ?$BBUHiBlti>*r=iO3aNl?-6 zV-MV-elv0Yxwm84xKab_ccdLIncESZ@QsqNTWP}j8s+D#SCfwqlwdlto?XE8wAi^j zMI56!RQM>Vf%m|N*V^6Q0&T&4SAvN#@60;X;*ZQSR5TjcsZflh?LHE<-gR*55&67L zcu*#9VfQe;w^i##mmx=|h-+A8Ck=Ox1m73+F12d*G{L5wSi^0L(j%AXbF*JxjQv9R z{o*aVgvxt)<6wHu%A**yShyt&7UwbgxHT$<`|&i?GY8YR(XW^=HhScoj{m>0W zedHS%bk0G!rsJ$f62lez0<{Igm|nwB@^gK;FRB$=$Nt-B9L4CWvZkB2miVS_QK{V< z?*qUoO-n6Z$3&|I%ZlKnseXgOW))zxdA$-?^)&J)m=?zS&Ys#`zg&&k)H|!nBq5$9 zIw^E6Yv5>8)mOE|6YzXP#oY_{6KA<_jY5c@*c^4*018OOYD3qM$!``c{@tOp%O zSp833vJB_g6b{ZRbYG9~T>t-<38%1FnU0*^oiPcLilt9XX$cqlLf|_Df^e(rdl`bN zsZBweISjO>K6_@uuGae9f$Qv8qvC|;&!KqUhiF~cN5OHIBgAzIV$-umna1Bj*FpzY8O}+OyI}6)=6)*~m?vjpWtX{s#yGKj zY0@gmoEejg3oob)-;?QTKL9Tu$CpI;1}6L^`N#5v68gs^8G+{I<(jc;V{)r69<6xt zJaJM7d=0@Ona#Agx5#`l@z+f=AT7MQrNEuy0k2DMCRf{>*@l317sX?nWbMrL{0B-Q zhfMs1;*B@0D$N2~7sPc0*iNWe@pBD2a2oyf4h)|}6=Q12&cW<}R_Mat0_2*V=&3U| z-?eH_|Ktun9tXLqE&fMrNR#tlyi;^sCW{w{!S&FQxj)vdyD&FD+{G)sgB)VVldX}b zy9&Hwg6!i|aXkF|-N2p32hb)vqGW_21MZG6xtt|e&T@FBJ7{FflPUKP3R@p)*KVcV z9?p%}Z!aNLmD>GkZ{35XCAEDYF+hElECHT@*J*3YJ_0}SAARzz+T>YKyU_B`qDLDO zg}$@)A(QC79n1V8uiK?HThae6_#l*-)emkgHVJs71=hj z7#)s2wldm%BYWpt>Jl=aW;yy^_}JKM6z_QIxTq*R*j6+dTJ`PQ|L=V@jy?HLfHtyVN;3n477`5+1L|@JT4zl}X(8UI|_jZ9A*Nvbux)rS#~^M0^fVQOHz= zpBPj?J1G(wpQk2gFgO*|{5@3h>JJ4ZQ)0V}p(cc0WT$V6B*$LE~ zP{W2Xs7fQp()A{l=O9#)*^4lU^nRu_#E40NIHvTviZkFVU1<$WCwwT!gt)D;BWa03 z6M!&l@zgBUYi7na$|7eRiiXDI|34!MVXW7!p7THBNm{YtA(E=2YX(b#We>tTXeXtx z81pPTxEWfOqVk(y@keP6!7=4anIi~(&b7Y<`fWhS;ep8;7E4)PRB%zl#&et z){fAIi+bj>ld?>k_W%FG6v}<#cmMcz*748y+m75S?p0nKDCV8`gB3lkP{SCi<_u!H z{=Kf#4S2Biy;x4L%bL`_QG8nIb1m2MxXVP~!dEnyJHCB@X9lVV*g=t6UpRUi?^hX> zow`4uwp0&?&BJq30Eb|e4QoCiQP9vRSUNtRU8K|LY2*W4mr7F?FShRdZd z^xVYi8^k6)=WomIgbloD7}Qk4ZL#f2r*Vuy>7#|M8nS@n^=VMpwv7APu29isy%xp? zRG3qX-2sHO*&DM{m`(G$F-TKJJT!^V5ZVqa5C8xJ000lvq=ezOJONu7YJL=@_G16{ zS9f0>gNYJxAZ7Gsrzao)Z&W*t9*hYI;Ofg=iI@So zr5>eBc#XNg{h8POPAZly+f_=@Sjx;Cf8v3eF{NO>D$x^4Xq|cx0F%2q59ugE&0S6{ z>_<>jSt@TsO(MMPx0Qm4B^M8xz`;YMU#Gq2Wli?8p_}4C$PHn5qg_faWx9aE*?I4UmjSNes;F{E&u>0O>>vBto)xGh0`mA^E2Oq}C-?r@v%Rdzz!rtc> zWvQ?0i=|kk?grRYbDOuR2|Q2G@1zw6T=AZ!>SkB$iSwLSJ_AYpZ-&R#OV^Jtru>BK zy+iUhlI$Lk>rIwy+^YgSL}&^ls*&$Kta*Uby0rAn_D}^O$xtPbj_+TA#!(rA;hefC z>9c@`5up6#J1n)up?2TACMh9ov4ohHR{fP(>Pq>@cO<2h)$HG zE-&wC1puDe9w9;F46OyK4Hx88!~fg%ep~8$2WKC5BmrcoIn1{0@*FM*9xUE8P=4x= zTi_*OsP-VME_^IgKW|ZRZKra3kn=I%x4^JE4j4*J_nsrJgc#Um8D*Rg7DruMJtJrJ zp!^?)kvlq#yh@{n+Zn@pO}B%pnmY#c$dtC$B*3wa~fl;j)IGm5c`| z$79sd4zE2$en~77%F<2wLWy+)s)1TZ#dJ&m`2Qfta|A>IHKt7Gd*EP?s!DtODEq#75^kToQy>aV83dIOt3m zev3o;XUWuufAJYGzrt;=t+ua>@H*q5q^ehq6r~Q+2>Fe?JOBOef9*(*$CH+2P9u2h zI$GQW{`T-gsE9pZRTqt_^w72hnEYXAdXtg@si3EzHb(>@pnOr`#Lu=F zZZ9G2mveP!%Wf`tI7_I>m#{K1UyzxdL865>n}3Dsa;PkC{);euxqqT*l`74?wupcm zbD5OBOc%AwRSj{Z-HC8pspl8?2WFIxR6m5E+~(i^f41%P*Oj}HhMhCStt1ZB-@_;Z z=a;zH(x0TU!D1y2+)9L!J)P|X9>ytu2^nOdPFyU#cfDU(1;L0jy5TUs9~3Sjj$%sN z%1JPMRt6;gD!H%veEWoLI6(T$QTSWR;{qNNVC}TRm$P_0n!Ai!^tJz>91L0$T<65& z61FHx$xoU*SPwxXS7l*RDI9hn!MgM?0>R+}lE;GGdKwkLE6ZEP2%U2ZZ|Oe+t*-s@ zj&CrpK1}5)^tX~LHY^7Spt5%mZ5j}PEt19(9w^JrB6b|0!=QKDYNwm_QmUU=?S14w zi3t|kP2&n-Y0(0MYB+XKj(!%7LlB{KA~k`DVI1 zHdR71=({ZaQj*Qk*k->cGw10DsFvms5@^*E-Q|YOd~rPH!QU^o0$330S!COR(?Tgv zE4ete_@8xux#NDH6Z}S_fCv6J?m|Es+E7f-1ONa70V~jdO4@YZ;8YPO5fp$0AiTe? z#oHUd4LqO;acR{|x0X9V)twIVueS24?`&_=38hI_Rf*<@9^KcKrqaGLMYk~iBc(Xq z3&3=S6wT8ja$(aH7ugW0(bPkT>+N9o!mi`@qClNkl1%;VBX9gSgXTKgYrI=nO8&3g zRmb2Q39+V3!1UKOBF4p8A?atH&yUnC5Td?vAI35KV#HzpveQTYl4wXjqtGLb*Ur{0T(Y2S5U%Gs(i;*!w+C~QpbtD;Jz<^jv6 zMk(ghe;Q)v563GPwN&gpeb|OFW|Qtbmmaz;^ZTW0L*?&y87MXuF(Nv9NwQCLdPFos zUohLLyv~sCszlqsqR}__fcX&~$;fQKM&4?8Emv{?e>H&h$Riu@d*_)*nH=V+_9jKf zYwz6R%oHPv2}TC|vMtzWe`AoWN<7y;OI|C#JHd^nk=&lB-Lg&D1pI13y_F?MNfTLy z%J$v9SLyZ*u$kmfF+7AYx7DA52Jt*%w~f#zrr&2r2sa~$f`8PjhcpIyk0Lrw6Da=i ze=HEAi7HE7$i+Lqzm1b}A+I}lTEBkF$DEGf!W;c!-lqzf+kp7&iofIs=5oGJxM#w_ zO7qPL{`aZ5(P~sCApcIhOWIGQkWD;A;drW%x{`l2?7UQ~8$L#Q%@?re zEnT6FVDf|}9faFq);k?~4vguDsA$Z1k=E;g00F6@Fy;&_d-^4w$=DjM&4q?RKU5mR z9mZbN#D+3s?;Bzp*I*U8dA`xjJbc#-pPeH+S4PKLYRN%ykB=wo0GV;}SUa*G}xg>!S%A&O`g2w3{FQvf)y8c;;jl&RO+qy~=d-deIST*EU*+hbgx6 zxw`B7ZE<&F>-3c5qp`JD6fu9laewl@u>OdEX9SaSVjJhf7g6>v|G47WOI*1_#X?kD zu*z60%TtO7EL!$kccieQ^t;1ww}p&*`}o?E&MLMR;q`CcDcfpYnTLL?#02&1Su3EW zz+w)2dlI*A;vBfsqECb>d`!6fCj#L?W%iDp{;(a@n=Vt4Ahhxpw>I3X78kj)Bps}z z6-8;#MvPzDQ4dC48_RhdN~B`DWt8u}+5?Jb$hbXTd|hBe=&V7oeJKJ7D_GW|wczc= zxqtA=g|`7BlCgzwS2ZIG{lts2>-d~VZ&D-}V@HB=f414bflAG^KDwi8_T$I;mc_L+ z)4)K#=47%$M;b|ym70+$?DBL=-TZR7`MOOI7+p;%GJ;WM4b2S&`fwJubkb%e61|G- z&+MzNV*cz|Pj6&hi3BYVm_OZ5)*C9_oU1=iUBy!CF$wEl@ro1wd4^IiCHN;A_AljJ z4ZK3S_-_Lm*fBcQX2>VoE?!#@@ffRXn%Hv+?plQ8o4$f4SO$D-Bd z9aS_)g~Xw5yJUga>G4Rf04_QM7S8Nf?A!kHjk6sz*r9MNojx1dR3;J06jz zQI#($n5)SKGxiomv@dA0fNt7yhoVQ(tb?t|>4CTtlIwN?q+Wi-?f-uv#Ezg}g_)}Y z#^^cM7gdLu-!>;072=JGJ+RMKh+8fZg_tke6TZu`y|z*<=j5BF@L%rC_5FOmk+3M5 z#(Nm=US0%NCcx^_C_I#59`Ta8xX3D3W*Z*W@-&6VAsD;PWP#-cY9@OJM;Zwl%a>yb zJs<6nsX9C^#P-`I!=Ya~R{Seo_jfcyC7@a#+%@CIKY{6gZO{JZKf6@==ZtdPq}#`W z$)A)UqJ{}5tQON@W(*>L_iiGBCxlb-(P70Ka!LaQD61%X%9A*dg$2bg1*pF z=#>s_cI%dFM*fbEX(9VYCs`wc6VCaXLq3oPjj!mrZfDhOwew2;i<^9_t_1Y2`p7@2 zC)y|2zly{!arwxlS89WTRN~Lsy{^&hPl%s?3Zvf_H5Wwa;P9fYoGZruG`uzihX3<3 z#$i%xlaC`*jrsB3%agRdcE#dvkxQ<8V1g^L>DH2fDe|7kK-;47m-A{SJ!}c?zkdGz zGHlF$f-ZX~M8(h)x20L^@&@*|w?g~SFr6mXRFL`Gq$1+4^1XSpaf+fZ9g8UFIjx)t zqkDH`o0pnaC#1=i7t`jyBcDGW38rP_~++*I9=U>fRu^SFXXa%PAy zRDe#XhH!zT_sIdkR=LT!u_x6?E$=%e0hWW$?O&n6{T&iZmE3#6(_ z)bk=eZG>cG;8hu-(>`+1yGx4baY5o5WT1-8XaZ*{yOX;`j?d3)i+5kon@@fc>l?G% z@pUyT`Bjr%%x>$QSvnwKL{qk6(A-uFP}ud@VfSQVT|^r7EH|Ilg=kr97*;6dE0A+G?O=q)~X6K zJ$hua1TO6^v^GU5YWWiHb_QWU*S>A+DtUg*4vz+`RfkS%@HWj7L!@m70=bz1B-W_^xs|zM$vR7uZ^NdE)2?2T;k!eCW^|)>)e35rBt7_lp1x6xY#1k6VsGoz;iZuO zf13@*RkwmbrHkQzD(&_TdKx_j#RV&Zr!?@2JC$RIVpU|U9X~84D0``i1*l+6GUJ?% zmMxpRk8P`04;b{VY4K>d5j``BsaltroQ#qpnTi^GZPJq8N~B#$Ga)4QL0@xFzP%!6 z6?fH^5@MT-hv)<|)S=#rDBBvx>rJm8L4sXg8wSpQ2e$uJ?yXsf7jmWk!`YoUneo$Tk7Gujgu7{v(ko zeO#RAuH<@jiDT=itaF>AU&97=qlOXS>^K}JgX)*>Wa11%{xi8$2VT-eLmpRN5=}!Q zY-Dy69}>(>uGE9SXD!L_7G)HF~YW#rg3F{mbJZ(kR zX`lurP>Ej)J0R1nrMSBz=H(t*jlHR8~YZG!rv#9h;men5LTfPrYFJt&%c&*$BROj zAl!B4{gBqHpO$V7!h%}B@6n)OoNEV$zyC`6z(joAKbZK%Mp8V9*_&BlcK`k@E8vZ< zv0L*9JlNcK!eS?%qx4PyfxL zUHxEBhBq5YMdp{M%yW}zSAFB8jbZ-a)u}11eO!)LMRA))ZS9xLQKCCIxWB5ZmJ9cO zF*Ge}6h?Ya2j!4R2=shVd|0MW3XHHHBltHbvZcvDiYx24?VLVEOM_5<=xy zo++1TGw)$~9Rw^jbiBGY>2HC$UiH9&lQP%d*TX%9H7e0^(2`!=1m8yt0vP&nQe-Qy zYv+O{%_U%e_mG{#`#^$1WJpg1RS>J?7ZZ$h9^{<6Bi5WU)JStt;~>FDkoh+?Na%~{ zPG}uV4l_@%5oxYT2|Mjj!=W0Hj5MfDDSNGy_Q+qTxknBT*_Ux~rtGDDB|mU zaauQ{CRou`X1-u=bJA+%4PYmr9&`cx_gMc`ZuvS zI-qr1bc=~)p+^6#nWOL@3nP`u3=LXV?%|Y}tJ7lvfZ(L_3xCpjf(GzpDuy(x*Db08l_qnJI z2=(%E8$wg8X#F@pWT4H@`fAnvFKu8skb1DQyP$&iPH?l=?#02nwQn{8hGRNrh|6+! z&Sj8Vf8ko8kd1rYOD#<&?cq!_#pU5)m525}NsrAE#5f2|EblrUMTUjO9WJrgT z_+8c7^K7kAlV2Rt6Dn3~Ps`i3FMSt5SLUC&C&_h?X!in(SgS20EqeOt9nc&{;4#}- zMkv|Os1I<6o&WoMfAx%k;$AE$>S%s@j}SBG(1fP6i4FT?7Qw21(6AGl;pc}qj=$w0 zXNmZ4*h{V|dVH+ihxn)rn{j2PR^9&r`HXTh_QJ?qi{UiD%fTH7bZl=kaflv2Ll4b# z9S1~0sHytGQq@ED?N3&!^;7UFPx@`Wd!(HKEKe89YSu(3r)-v8X&7#e)UMo%OgacP z;Hvy@Era|78GYJ)0PVao6P!8%26zl&eU->X=G?^&*gFBeF5^>qer@2y9Jb%$aN1N9 zRUOhyhhDSuS}yTw)C6YAhfi0J0jw4VHh3;un$dbR@OAsP6{!(ty}A`1FKSGN^B)^i zW!{O5TtSei9{?Vbl5Yal=y&BZ^4_*U=#^J^w{l`@%s}ZKPb*I{Sj5MUbWcun;MY-k z`d1=Ubo3uCz^=>SD|mNtD^4DvhHDp!<;n61>xPx9yP0@ER3%1%%+w&i0ff!`reJBK8dV2L74 z)hT;Mkq8$Z&~1myK8hSQGRD)9B0{ovq=) z1dTg{WJH>AccPQ{)t{MVPGSjSHh8ZbQl;ID4g}~=n4jlVrutYqdfKTknc0^gWOTDA zC!`-PghC{V!%J+(lw8TodRXZ>LNb)a?nk%M=eblHQ618qNo(|vM*xdi+L|^aKdK+t zO8txguH$&>I_UP)-T;g%We0qB!idOvf&A^lP?!^$q1VEGP1yFP{FdNho1cemtrax* z29aMXjIqVdoYc2E=N&-Bl+{5#?uG^L9XhZ$1WT>*ADY3t&JFJr5`sMWMb&BD7-Q5>zQogML7?3XN6uJz~GRB;b-O7vI>kiy2 zN$@ij1U*U07rk_NYzZ!O%8KdS@{@Q*q)!Ip(B<25^pYH>WF?~Q-^^V)6KbN0|gnng^4Y;Xc+{T`?N z#y38{XMhmX!%Kb&AS!Tfks0JHTgDPPJ;nJ6M7BlxbFilML5m=v^K)z02V8Ej_k!gr z0|V3jx7}k__Ikmu7DRTT->IhrxD2WStuVTga6FVlP~83bnbYsZBX27u<9{Hfhe-E3 zcmem(s27iqQdy+t1j9f5#F!7_Fq2aMgfb4esB8+7F&35L%pM`27-VZ`{l}k}P4P7> z?qH(430_v0$Qv3T|L66A@T*xsAWC+2jtl88qg=#^6h0O%h$0@CrQ8SFeVRQTpwWgw zi9Y4=_FWm{wY)*}kpMj?t+e`?$w-?HJg^ybmZ{U7%j*-sM?NTec1SJu2ViiA^3!Ou z#g>EvwAyg_YZ?~DqNY`Hb>@{^YN0{hieW`f9QqEb{B;I2dZ%m4l;K9qQFi%Lsl zi&)YNs=!#Ti|DI=`t|?0Z$vW-Rw3%{immIkDM)J20##)+8w4PR`Uk2TVAZ4MlY-== z%vKnHp=7*Pv+WPqfm5%bVOfQUh=$^KfpjPmbDz>oCiDTdHZcoF?6RZ>pG|Wpx~Smw z8JL2DaJ(b>Y$Dtp-1BftQ>0X-*7M#YurfePt87_jAC>+lR%WrM?HLgcqfe3qX_OOS` zqL5Tj1ZIE~vF&zgSzPJAH{M2%dsbk|L~ps8H~qHw)x)%0LE5))sV4)Uc;?-7^pJ8J z|F4h9Dc!l;yVe(QQCm_z)O2G_o>s|DM(%yTM}p^GD1RXfCO8Q5gN?S~?H>B;$7O6T z1pfB*M`jSoJd_^H#mc?#!>nu9g03%{onr&Y(e-l@3)6PD+9^a~M?xUbmQ;n^iQ5FO zdGl#=Ho3@<}mWd-rhg_ zGK{H9lXYwX?&`)QulZdLT7V*0O4k>&CEuIZ9p)$sH8K{Q@AYtDRMXge_Q``P@ zuT;G^UhC$G()Xv`DsW`}MkfHr$s6=Pd0==w{(SMS8np#FI{(b@;>?(;LAIcf*8rTHp)6Ev2?FMkqwJ}n_k zz9L=-%WhGJ<8}KWAB%XV3lFyzy@X?ZOalwx!+zxzc9d_Wgm3r8=FyGPReN>|DGv(QEr zX#>#3!gYU6oisC_W=Jnb4w+>FD7pH%M@j2T`-LeH`8HKcv{LU~gxL<&T+6kN)>}Qs zLpB*>_VGR$in1vsDyrYF#ocvbZa&-Tkaoea#wHiPuEc)9QCp09Z6heR$`fY=fW-za zv4-q5@Xo-m%HHQu>cE}YN+rMP|LTzNwWyUVINQx*LJj|?|EKv!P@@?O&ZHV6^vL=` zL3OvgefoL^Eo$Y6*k14;Mu`8)mXOZ@!bczC>vtr6ONhJ*EuefWNUGN_vg^Id|kHgGje5uO$7x?Is^DbN^w|ei) zPB?#>cW@nacvAx0+9s+%dYsP5K8L|*H(Q`qD8mth^1p0(^W=t`dYuSd+_v$IX2h+K zEZbB>>SOd;2i{8Gw)z;bsbl*AsUsj-M&T?v1f;3Pk*%`lBkGcdhCT5QI2&ucgB_D= z$2}%UrWt*fltJJ+o9$GTwGRSb-;gN#+ZDHVjhkY->{*M1|5;jPSoGBX89jV)|jIvjQf$K;(8?%x*uRT7!4r75>fZh-AqY%9`EOxJD#sH+iu z6nDLaw)*Neq%2-KTu*=PKS|yOWXDkS#HL9JO?JH-j^7YtJ&(W9o7Wn0BW?LiAY9Rw zniFnZw#nGCx*BAeT@fm-8h&|11isXbwO1hKXoANX@lXa8NQ1K^bnt>@r=7GeLMN$& zYaGC|U^8OV2^fCX!pCPPzYgVc=*vFs;sc1buMo8Vxg$qV+I+Pxmf?hYbl7zBe8@({ zYLfJ-baFk+Ld@4wGDa6LkpNRc+G@P*BnSS;O5iG2?VSEGy#bJ;%;Q)I^c#`45j9=b z0fr^`1M5IfjFJ9yg`!*iv-I2`V$iwNA`sHw5LT~@Dz8s_CS zam9Ou1QQCu>!^zB8gBPtka_JKl!TA72HQ!GQR7tj<* zjK{F9wz)?0geC0Lgvpe8AY`q=)TBT&?+4>2Gs)~!(qiW8qC+{5yqQ54Odzq>>@La5PnB$h=e~Jl z0tiqIC{(zR{}}6;EaxYo1OBhXQRtp>?2lurZN?&tzpd^ac?{b@Y*~8wkNDNlgTc2E zm@t?+YVZvTf2@X!=Wx^GgzPOy(v3;>27gb*c2m97wHUcMwwl~2C5Gg_hQ3$b#W^Lw zcq;D=P*U)zJIvNJmc8mfEI`SqJ_p}*i+bSu`aV0&auE`O%IPW4>=J;8)ny0wQ8;#9 zxIzUq*4dJK4=60OE}FWi-vAvPpKnU~jDE$|C*=B*a%U>(gi;~KM?(c2$UgN)XFNfo zOGFc2Zz?fGOKusF+1yo7T^R@}%%Cy7TIs*&y^-<+RkmTh%}=~sw3^>wv6|NkZB>wb z-u}`JDn7$>al?MY8af@q9y+4)mD&EL`j|{8X=7nlD01g}IV_scB2wMn8i~<|OwfLnrXqWY+znctPPRXFKR1A)s-K>4ld;j~4S+gENbSpvZ-i+h0JOhO+ zgw;o97?AtjDMN360bglJh5qrpnKvo{H-PIftm(%BrW|{&&B55=mm-(2TCtVQb$zDU z;kyBH{$z=XO;fVx^a7|xf*Bfcz>IAPVdj0iwSCjt;ztJg5KNK-3B>myS|?0~VQFXB zbizV1?Xz3Tc0$=s<~U|~DGYTm=!quWqB9WpwdO23D`YpEnSOAy+_oHI9yQNOW?;e` zi~63?de)U8=lVjh=n951P`@rhPPx`0XT>c5^dxg1#-{D$p%1cygao3X^#m3hcN~yz zk&t;djYry7Kx68nWMP{Fnt&ECqIH@Nnr&kUGHxn zdU>tJQEbG%_IrN#w(plhzEi0@geG_8{<65w4Df)dHS8m_g9hR8SDt6p=KACNTp#bd zSMkfU_4bn}Z#BE$AR$u1Y ztLRS$w?Sl_UoVZG-tFt1D!O;my`oB1;5d<@N}r!Ue$+CqS<4k+;PJhqzx#|HsjSKz ze)y2@*qoXiv1Jws_IBYN^lT#y)gk~uK1>PQE8yY2;(AaG$1(D*>t$&p277S$D*ky< zT9w=at^r_GFE$>6;ddoY+*Pb9t8vZpG!s5GEI?x!0u+aCQBAkr3jCjZX$9f`oJbP5=NvokOPA zth@m$%%>#&;TayO5#W^3HHF_NyOoukV_!mxMj%Qylm=mg}kHDjKTB$V*h46ffDSUzz+d`U>DT(5iJ-xsrK zzRL)Cr_>3HW7;g;FM9{JPI|6;q;Eb(0I%csviaEOdtY7RX}9Bqs`c>}#@1{u8#Q2l zx=fV<#QnOiTk4V>FUJTtsE6>E;a)t@-LK>S!)lx|udt}goc_-L1s2S|`+dZ7`jvMU zwi8fj28 zopuiQ9~i(#CTw&>JstCygFp?g#x;Z#`E!&X+WzgrVVFWpg)lt-?EM%5cb~dV_r29H z8A_p=aMoL7I=0J+Hg6KBX$37Fx{V~Jj7sq!l;1_xkD?&k8#g{ zaCZ1NxLkdZ>XW~yeuT9&44ZfaJzRy^?K}l&XYws~3|)lAT0hY|qa=NN;)Gc+@~p}w zL#STiK=MOgra&+JDh$Y(jmF(wlLFH1qisqdJbrD7l&lV&uf0`I8}@p_Fqa1uT<_PC z=#ueOx*BYEMjgzb*?VlZ0ou-IH54VY=R720;!_(r8{X%RK04Su0&GGYfLKkzCnB%p)H7{o}&)|1(U2;*4iy- zEHY-N=l^L6*3(!cje?(iz_NbNr5h>NN1tnRG%6&e)83aXA?^s_zQc@6X@AP)6W&ii+5Pa5HkQEvk;n9yHEe~k_igf1Xk%hs3NJUDq3C9Q#YC0H(+>7jYGeIaG&0VUj7Fo zoolZ6dst=`S<97vJrNjm}K_OoLj%*w+3@ha}J3$c-BrF%7i9kS{`D{}i(solTh_yf_&=KV-4vIHtnaBe3OUE+!g~m9dAIo02rX*pJ~`SEKUuQozouU| zd8Mz;5x7d5QZx7FVCc!~fK|-|xM9DH&}{n#1PpBPX12%U>)+*$<*QIZtFB1sISV?cLrN_oG~k4^k^)G`4B}XE13gFLDFA zou>JrV{kjIPRVw}M0faLy;1ePkjm7QKi>ab+)Qad|30~fEPwy)&%#q``So|5kgh5d z+4#PfT$=<10NDypotA+c?dHIfZ`qVltiUNOmq~JMV9B_B&1SBP3x%V8%fL>jby@$2 z000hf?@w(|2OR0fd0a2_!(}|SZrlbclq5s8`8-06Y3bC32h}C{G7m4B)51z>8mFRv zi6PrvS(9P%GaU7=FMF;Df)+{)UeJA16XY_A4`E86rcLXb8QnLzZ3%?yG+po|Jaj6`J1Blvg&a*{M5 z3{&o_@ON=?v9i-I^AMAEBD{y|jtH|Ns6(Qn824(8~*y(4jN? zf0K%2|H@;!pX^V1 z!oxlA_>v^c(F)+&RVj$ERkx4BhmcgqmNy4~j|%B~|Nh_ch5Do@l9X%hlf(z_7pB=o zZ%-r_ha@X!qYFVD-?93Z29^3;3R6ML*-uY)5HA)-#f?^y4Y_|AjSa`iE zY=BT>mNtW4HP0rjwr?!)<_J1d_~NvfWSe2KYtSiZ-?QFYW$z2%1(oB#Da`2d5U0Z2 zKcp77+l-kmC-9@)^@@?CHftzzvKe4m?EA6$I$jOZhD!~1qIL@{UGN zjblUTir?qknRFqH!||65yG`T7;V9S7LWu6>fl4hw*B)qL#wZ!QR0mO}erBi{=hWPEuC+{2UR&Vxz+7g1$AIx8Rx8@J?~LVZzvjZ!KcZ)O*- ztR)Vo@Neg_#)Ro}l)twHPp7D~+-a3fx&y3yF@PR{`{v*FgxYyPvC->sCL=f~5a zWZ<+_AAj2C=Kgzgepi@u8T1c%CCxSQ%VW4;uA;XQ%L3>}xLD}o_GF=QPZUa%9=;4TmWy7Ip?_9HKFo8UqDdI+P$o!~0+ zbVFNngrEH}yZ^0QFXYXrEl_Zeqb|H=))@4SK(Vtn3pcYFtI@lLtq`|&?Wd@|qX{VL zs|VkNXJ*p;4ft8SvG$6ayRZlhoaaJ!%QL5vSl~YN=povmVkIRp8)}Gc60g@Uvzy)! zgG&1##__llwB)smL~6f7<4?nxc~#t9^LlW*#5c-`xz(ux$#Y-P$LQ@S%1~!qYXm&S zxIOq-l4I;~ZxsfOxh=Icy>NFGEZiCj7Kk#E8B@}cOI9|fDP!KkXTnX2P@{SM+6+Ql zNOsCcu1OP-%b(-gx1y5)(~{C=E?My!WMoS*beWy0zYooF5us9uu?!*3KVC=u?KR0c zBCc1=G1vp$GvgFaI#Hf*-5^wF@Cq58C!oBh9o&b`LA-0qIB2w%mgsJ1VV;N$y*tCF z%>WeT-a~l>m}Mak*$l_usPCd%zw^J^cz!qBh7R!kf7S7%y9eCwc}u=j)g`cEHw#g5 zRKUH&9#8|xAUJu&pvpE;Qi_wLdC*JL>c3F(<9}a91e(~00(FO~^c@wwO zAe+8PsRpZ0q)r%)W4PnkDipp^eAE079`Qp<63Py#rzwn&a!28=y-EoB@Bi^0|M_?C z|JNxnY$sfGMt{5@s~!S*t4nS(KBK8u0=dJ^dz73fZa4(c9_T7_7g+5ygo2+N@2~jl z3*39G*v!0ca2H%tdDpXuQEQLH45~6iF3{V{aDPqjZi37MV@F2a+srckX5{kSJ)djL z9sW%KRVL@sRKHyJ_kEMYujkW8gkO_QYTs#s7K?lPlm+1~7t(RJIf>c?bu;ba{MZ!+ zMgCsA|3!Y9AE2OiZ0ZBP&fiVB;c%5e-x6Xmqz*6=QPU#S7yBdcCeru36(jp4lEio- zwYT@eGen#Z_dJ%SUXAvI2Tr#cyOXS=hV6@(dn{^t%CIa!1f%9av>o4O5FlVF9j+3^ zd7mhR;0Ln*Kale^DzVuGS613n-(h5EPx_e=0;m?~0wTs41k^d_ZmgG)bApTl>ejbS z11#T!-(0CrC)g$n;OQ1g0V95U2uB8UG+l-x$%htuCb!1rCi%Trf~-+*knV;q$%LZz z$nyp9iuUgWN5Ra!b6FBExX9>a)_Oi~$j2@!-Phl!Pq#142X~5;sh{0gzqI+f7vf$d z`F+T__%vEJbN(mq?9DuL4_&44RAdKdMLUjXTN2+nF}kMQ^#eYVW z%JWA%q)E1=_6PzQ5v1*<1+L;nttBGHGp{>)QMB&*V~%iisAi7mKLU-Lu$W$o9R3KL zK`kR?1r37A@ym;Al89$PCkx+ui1br~xR zn5zk0$&D4+Jsp09kca*Y8w1rxKs5vOTp{c3TM&z0(*v%OZvnJ=_VNSy!wZ52`LHwN zW=n3E86njx`T7tqG(ux27|Nrv)4)W}fANw2t zO#DVX`Yf;3Ot4ZZB>dA{%6O4DIPj>CO4!GXae5Z!;^TY+F@M|5Nl|msle9~U7YrO4 zl~r_B*g*yIzwWBV)AbNci^`<(E?WayuQnc0tP{l}w!@y(;J}vesRkXE(O@o}uSMM6 zlJy0YW*>C2b-30pk->!fFXYN=n06E=(1WSIc#guq<-4&GoB^3#t*{)09^OmzOwJkz)_il5q!WDy7mlUFO4=iAG6@zBMqb%(z((SE}yuLN0h!r^&#r#Ml zm3~R;lzsp<>gCOuf*T%8<$A+lj1v#Z9l`B+(6Ell%1|YmIbP0~_R%hCMFjK)l8}7( z6&u7*$xr|3oY;zj-1rC`iBS}8yOF}MYfYOY$(33O;|)VKMhja29t*0%bT0*BK#fc2 zb@cqHEXLV*^mZA=+DhO!R`;0y!Wm1 z2I(XXe^2vSAw<%WoA@jku3(ds^*z!+>a|z;<1L(Eb39>@^C8nDp9pTj#^OjqgdeSU zWLRIB24<_z$5geR7Z2v|nFi9E0dZ6Aw<71==2&w35qK*CYKh%0=?@qr^*xWu1|3#a zQzdiN)`tSyF2c{+K)=*0hNutkzEX*tFY4=NR2?iZRmk+%JspR1FG4RhVdAu+mbDrk zt8^U(IdMS&&2pM9%#jK`w$-L);pe6KH58}Vcrgw`0JH%_nK<1Oc^+X`$Z#w{hwk(h zmF7%xqtVekKVg#g{oX;{Ecb(17GhMcm>DhNM{y`r8<%V&XB%`wtQ*s&IQpHk30L0G zoN~h4zy1N?q1o*qAMYu*n5P4NV{aWs5s_xzv{zDneqJm|<(aD5NdXa|7TeZBmT z29RZ4=QnuheWtO9rkdsSF*weg@2hqeb<7OC-G7hIz?xbe_wRE*mf|2eoyU55`>3p z;qHB_H;PSOp`OFEzOx~(Dx9`*KreUh%B@}c;&$@k<-%DY7Y|LjVS5C=y4~hDl5hG1 zc;nU;bPWfnWO)WXgs{I>tL0f5)c>zq0st>#ZPabwRG9Glf(qu6LUe=yW5=>;F+2Jw zz+2EanX3;X&5dY3LW0Bx3me2nYilNmwPbIj!(H#!Z+toDFnR3=Rv@&*pkHlH;Acnv zBm1IHNV3%@Qw73Yx4qa@|6w|*%YQ7X98|>V)Z-kq|Fh@K<`5}o1mqs*&a}HF2_aZe zI3li}0u$eFD^1XRG3I{4LD+5IZvRcKo6B%^22Ai-{?x^u6PtH$vxH!M!RMff;#2|7 zNxhu%mv3ZLpI7ezG`ljM=RI4oRcEF>m#ib=^2OkCIar2cl)mKdMDEmx7v+}ucHD~D zPD&R5p4lj#W3$z?kcg1GF>Uj^(7T}O$^F0`iK=5uX%=OmM_cpZDG@HVh=9R?eC)&K z^Z6II^KHz%tKobdQjob*FV;xSTrG@7TM;c#aC^6j3ZZwYBbuR*vHJXf-&(_wJHwO% z#c0J)^oi8VV%xC6I}ff_x_P;=v9g^rY>9A+A8xcaAfEWO?Kc3NreARX_jWi_Z`-3E zr!pkkT%c}wj)U5<=(MDKdC{lIqdJQgg&MimAZXudVec)OzgqLvKYp+?3N>OcfvdAS zz6@E)z&4qPlSHrQf6@y$9;k)*IbHh~0fh!p{ntRE{h#c+zzQlBHN`KxFCSiFhuDoz z-=^VP^ERua1hGK>s~in$tZ8i8r=o<(gd|Tr36D*d8UZOh5+E#;hvKn)huJbx;_B98Gy&2FY@eWgP4ak7A_vjKmDR63L)PM(1i6#Gd)+N z^aNp=?LLJxshn5J_oncn z5;Xt^w=2KaihE?}7;6lFedZ6VuP2xQZH)BdAs{Qc(e+ES!34&Y98vOXrJB&Jz&mW( zDr+-o@mb+$hF4=O7H36f-CO2Mqw^ii!^erHRvh3fl#u&;#2#7d0!=HxF|U&77k5Q zi_KbsAvNr&t-v$|Nr;dfB(ko`keXyJZJXE0u*`jyzu-r)EMTn>z+1NnE$nI zbR1WO-O#uf+jcu~oP#cnuIWUwKOvzgtC{hFy=A3`ug`z#-1mAkYsU2#PxEy|fADBA z3x(l^$;zn4^Djz2ca=X+W0eAhHa9-M3*hi(HB`Hp$55PKL0|vzsW3o>p(5v;KE~S| zKj$rAkl5PIo;V%<&BEf)Oczzq$E)-}bKH zy;qGfj(zhFzqKJdsk0VgMi>RdX`+gJjb3<`%`BI`EWH@y#xS>@K`NOpmn7B&`t7wD z;Y_EB$7oSH9OfXDssKEgy$g23UpdfZITK&DOq%x&>VXj*D0Jj~Aa`Pzw^_b0V;VZD zEwxqGTu{mBlCji^aA6CVwSL=`lb`KDithggmq%cJqKkN;?if{1s*^dvxEf6M>sUISpz zf&ntVe16wn`4flxJtHc(M;jv&ip-`EaZI3e355|@7}@o>=Q1&VleFK|6LyZp~F?MBdDZE#%S=Av<8evRrh&WVubStvL)qF{YLzD#HcSH>DjjpPQ+$U5z zuB%8%2G)rOlA6kvt)AKIiVDEJ6OnTvbtAmMW}u6?aY|-urH$xD9au=i()0x8YnZ5m z-E7c&oZx;O<7@xR=m!<~r*b#QbHoA*7+@gFyknxy`Z7q0R)Q3@^I%dKZryxJ+T!^r zJc2I?ML*S(cZ^}=j|?@~J??Ja)mvLc=fD5|X>d3F_ew^)oUm`0RxO__NWHK z|M)-u?{*I)ZSXNm93S{j&q3jGk?z(3AXtPGGt25hP(0KT&8E;pR;wF4SmX6R9b|&yf(b<3*f~pJpEH^REcC=2C@fe`@}sa5ql+6CDvT!d zs~^bz`V}YJL;;88z4OS%2~L%VMH*Tkt#?m4_*8L4pXJe6i|`yl8Kvpgt&MRHZ+z|kz0;q{0x0iR&W#L-a%r?ge$mOjB@o(-@xP9PM!LC-C5C_j zG@#RO6q37yX02*k$8HA#M%yU4*9>?f(L2~X8$7N6BMK*CVD}YTK}W-Z)5?L@C6 zD+;L&0ZRoIEukSdFGX8wZK``#`iMKmsQAJ$(W>^gE)w#?rY@*Jt=ioG%{<8_zq40JNSb#}B?vZ#F zGxGcmhvXLwE>h0gGZqQ)^dR!r#v%@oK5SL*j{a|d7`3-WNFy4qNv;EXCfy&m$fqrc zeJ9e&pMrP9=bGQu1myVeeaXFqvHyzYyZMVbsQ!O#GZ1;Le8@~b zroDy`KKur3>+7k|;ThQGetQ?foq$;xr!X{_jHYjJ48#-dDHcH)Mu*|4AFs)edeywx zy&x1OqCv1}9%Swp-ydLom_?`x5TdQ%S6|A=G+#7wTRm88{URJ|=vZ|0fxU6op#WoZ zd`l9&S*eXGP)r=VL;?*?v-FGL8a4~>ITP_x|0+DcK6$2GGYC2GZEpv(5gH9-6cgOD z6UgB!-g;k}FMO^{1qtF|b(x)4r%U)2wp}=c{bf*Pxq1b*DywCNKj8a@eglcus_IKR zh%rVJd5ds>@@SjhNdzRn6*-Z-^Xb$rl`4o|@XvGZ#j1SRe< z=7%#B3;{7@rF+p^Y9$v!H@Snl6$vzy>7f^btJEdg9*5G8cM@-{{Ix6eX8m43w7#}lFDd8TT<-XO$+QK$j9C9$(3Dk8;vtzHl@ah)fCrNgtK zqum}x_IaQG`$KD+$S|*4kU0in!P=l&l@v_>VT78ra!@RAD#~hYiMFgS!a8@1IBRfk zDl#Obc20-W@0gGhO_gn_-<*AdnXN@YNc~9OP7^S9BJTVA*vg-5q*x_P@i`b2hJ?SM zr)Zx=EfD%##D=sI%jE7+X2IEbS^+)erX$-XwZ#`jL+LW+1NES4{-{!cNCtiH_Pr}B zlR#Q&d2R8Y)OMl6K6w$Xmn1l5iHrMZSFBxMQF_n+%;iBCy)!cR!EBf!L0O#V=sJ({ z%x+fVrk#h)cq9C1HfMz=)i#6+r-cLp43iZNqy3t z$Qd+|AWOE9LxSLvRXmaBO}N;3`(4s*6ta=i@@7tp)DT?r?gK~ zPTlKN^tv~Qga3k^XtKO*D=EmDZ z^(af|wZ$*r87JV@R4*@E=D`jD?wpG6wNLz;+{u@Y>z6u?&pJjyNG28 zHT{us)g$BfWp;$wPHvcaQr>m6Y#F~~06hvDg=|Nk7%=NzE|_;Gv(?JL<7H-u${7d? zaQ5spKK4|78;BfbYP!i}4~hgsO$AmLYsS?);zz$U5c^$1Ns;UGlI3@x9LU_0hYlDt zzjqiJ#jn>%5)jLP_x|IHmbn^?#x#qm?69R^)fkzcj7S`Fd&ve#(l;3d=<$mEr6x6@ zbX72lSO^D4i{q|(@gor9?_?t_J0h%YMYpz&U$&V6Q$hl;!IY!`;d$P$K^p<@nbdEU zm)^(;q$xJrQ6nzUuIu%Y>%B?V_m?#>#@x9d@vA9$Iq9NH(+zUQcFl zt8vGYdc%YNBoFNJgp}r;jR|aj>>Kkbey{)l5J}k=nJU&iwHqr@AjZo801senC91o# zP&EK6b^rmgvlu$W%qhKi0G&kQv0^$6AQ0c~r8vmY0sk_JB9wp@x_g1cKpY|B`cDF@ zcKH^8E>m)@!S+4(O@W2!?}!qQy0amhGjC))!eP1?e-}mxG!>QwXVu??tU+f(eYh_~ zABE#Y3oyCF{u3UE^U=}}s&vF9nP~J*jt-EK<)hIoqbTEquUQG||K}UA5L`i5lVm94 zb5GSD_!wN6wrF7gY&YBfUCFTyaWm+Jw~YOI2L-)f8nXn7yLqFg@_v8o#~V+t`r+Vs z%Cg1As1EM`=F}M;1oz3z$KO_>aIU+Qd4tQID4}@&5KMxkH9i!e(w*0kV}imygdLqU zC1*BK6wBKU)x1H|#`ztopJv=)uYc#{i8Y zg_E@@0+RB0000932{plPs^gtf!M)?|+ER);(bJ1dUK8vZ_k8_7WIAh|FDlB+Y}dpzeOf>TT_^BhJkU?h?Os6XF`aD4&J8F zs)S)fPYK@zk13y~5Key0@&G{}wkh(84eoc;87-v*X`fR9Imb-^DLoYZ&d4v4UE_AI zRH*N>FaXFa9^wh$?SJ&hwbDl6Xt(A~*sPMCQ^B$G+tyA>UUVE+(cpYkD^eh`t0=vE zB#;05?G-xp*Y>!=o!$0T1N1M;yheim)+o)Sg_FlBN=&$ZnteWQNUerL>6%t6U*`)- zfMcksB6yw|aWfkXZ9yY!y{c#kbPa|bDUFW*p&~f`T57lzGTbJXq#Wy$+v+Eve6_~2 zz>c&H=jZerU@D`!q!gB1sm8?CyXTz7ACRCK(+YuT7GGdm6Z7rS@5CY*>Z(1$s>TUf z#ciojAjC0qelM3+4q`l4{8`vSF!4fI{ZhDYM(U{n(Ok$Rz9~<+AH5I@?IZ2$bBX8BV=VR9$Hxm=R zWQR=;0GqZneRntdhj?TQ9qw3U*z_jRk`fYe_pj)><97_eV@N7wqubpyfVsCb_Sx#G zM?QYN@!%uXoM&X&9@d>h*w=2%tIaidIfE16%Nd0SF4-8Rk02>aaqlQVosPl|RR913 z0BUdGeWOV3kjb{1Ic_~8_b^$T`M(UeUhKV2WnpGb!v>teeYF1eXHWmoG4U5vy8u<1 z^#(#@F(3czzs3q)+FbDn-gyKX`A=j!2y)n+mN!`$oTw+QNTIpI*%{e!?Y|zEtbnBH z`$KTb(c>JLTkGUz$c6?a(jN26fBC_JJ0j~OnS|AQiNSDAPP5PCK}*PbpVXko}GDCt9th`ai z#>anl`zf1Zz0C94SI_1l76~vuZ&znbPd?(Tspq$+IO4^jw%niidH`32!&qd=#L{$i ze}rxkEwj`5UJR;Z)`y8CKXw}}q^!9BL5vUXR^gD9Qi&j#*Ym<#g2SV{;`)Gi0tJOr z|5$_Kp{wXq3_3RP&TqnV7@L}sDVaU8cvI<0(fHFLKx@hObb6Kv{0Q!X+6%V<&>(3B zuD0#P(TH0~XMQ2XhIPT)ejW<0LesSSz_!Q^v8WVn?P3N%F=3W%4E;s@Z1bc29#mXg ziUWa6jU;V0&k}6iu)<%z${1<9M6Gz+ieWybbItKA;IpqyE0}X{2`g*6Hg&<{}yEf@A=ACEVP(pH;7YuU63OhDp;hMfbh2}H=p#?in8~eT!SpjW$7QD=bN@#1$^o;Wj93D;bGp_wYV zV1H#r8?ckhuZNHDe6@pQ5jB=Ld>nk<$?ZDTljw9IHhWzlU#Af79ZrGi$beJd9tujf)i%wY!6!Hq+Da5lOkM95szG`T({}$2sL+KJvQhw9 zYPj->JTn?uj1utuGThr+y4dRo!Ag%;k%tWxs_Xf&hoeLWXP&LAQ3Mbaik5X+cMM;|5KAdq^PAkv@^>ZjhWN9w6o zbr+FC^Ua|_KRG{~o|7g4IAFKk41YV*aaqXb$@e~&=#tkw?U4Kc&q>iLsa&lg1I7H|wMr-IorjdIxO#hum!<;zA+R#YE_2Nf#a8`J!ldK6aivAC`FeN7GlKTsnMSDQ~X z@`3LbBb4!{(*TNXN^@x%+Dx&x3~Lv^>tA9P%&Hatf82HB`dh)f_J(j5l}f~!#*`P|nkXfZHGwzfdWAkIU$*={le2mci#g}>0q!*P6h9g}=+>{kxIEAh93kH~3U(zd?X*H6wf zAf6N3ftDtAe1wYX3TD?_O*sXSl%IIBwh$pOFp-43WaT&;wcLE1I7S})jm>T%?<6S5imY|AxYwO0lVXR=!6lZCTtDk#l zadlt+`4qkeRRO3>?fK-o_3VVYzVSDw0(m#Pn%~alh-aX^-(Nq7lCaPRx^lyrERb|j zau+!`H@nM*5Lgjow))2jN}uQWwuB2myn`i+8EI|Je6x>B4kg3{hYTM!#JfXLLpk)- zA!I%IoTe)TuR>QV{AziuVcJLhVktGsvY{sErW()wT}IY2D$=;CVegQa&&d2g;vi1c zY#%)s3HJb#IluBwRdqr9#2%CvSupi9P14(r zST(KQpKBmi^kkZRVWdjh0iHwin|0Cxrji>l#y3`5)+W`8#!&MgLR$0ClAPOx8`8Q2 zFp+;I^U%cEkwZBob& znn8v;1}ItnR_8A3W0cakLx>7a?GM@P@9 z%nu-^eLWx@SCpB6nDSeLQ2)YkQDRjL(+9MW(P+7A8Oz&e{aDc;}c7T(Q-S05m9DVPWUfB zJSdM%>P{)8iT>R6tXgChZKDk{&}C+3CL%>5lz!|CpRbPta{4_BO> zIB_xk-?Wy2JjjQ*W$&>lNYD}_NR!)CG~}Y?I$%|4lX3QSRPTp(dpXbIXKzv4i8^Ag zi9LYN-BV(-KMUiy(O2m8hMYET-5AY5>}se`}x6K?3>$Jk5cDf_4%(%v%K{Q1*>62+JmmcK(% zy+W|D>2dZQGpa29@GDC832{a?77BBy;;nC6m+|-Ofj@RqG+?Z{)@tlXF8AfDl z&Yti%7aP}7|N1=ptN*L-?gP_8*8Nfao3Iqux8166IqizZL+&{P2gD17c#$#H&fXPd zPHF3SxM$d8v?yVc>rzHfaGT|&ecJcO&m?}cDdihJZOFEb(gj+2qVD>!3;r*kbKiVS ze!8xL&K8UEIA6q-+&jTdb|lT7QTPusehgiR~&g7rN8#`>4a+>n%UqaTP>vvuG|NiMg!arMi zh%ymWQ2+n~00fLu;_dGn6np!8N?Y~N>wn0g{iFZeVg)DO;Ewv7VY`NDDQo+Ouo$z1 zMOO?p!x(<~P{re+Wwr_CN_c6ZUcoVBgXbFB|!l3(q^TMSU}9M7_rL$#iEATn5NA-30BFAP_2 ztSC#Ibh>Trcatn2|GqjCfdLgv9-?xPT1a?HAX-Kb|HKG{=4I)Z5w`22YQOge=*mUr zVTWET(O)>he_Yn^%!GqFJy5v?bUOB3rD_F|Clu1Jh4sV=E19D1_SctGI&{DJ^St@E zdBCN^4Co_w*reWVZTsD=ch|%pkin|#>Fb&OzR2BWuNoZWFraBBl?V4w!iM>-`zKal zrBxYtVQMcbnpHQgEgU^EXepTnL9oYbjrpK@t(XxMKpp)%@eI+}D(-)GqtjKtzJJGO zhkC`xfV)(h54Ox(5dz=Q6Ol0K9LESGFQY0vx#*f<${i5bvJj^^8lJI+GNq0o;p)=l zn;{2j_rIZg8B(7|4>U32sPHvyD43Q}O<4A@%Q|Ry(N9?7N{<=Z6$G)D;AY$TZEX%2 zxWW5jdeOwbz00lvph-!Xu2qhkVb@evX{eZH$_$=5=Sg-Yj8EnAYsJSwAPEik5#R2? z3Z1){0Vz7p-VZyrS~Ne$Ct=%-e6pBR1|W^I$I{rV8Lf{ER`V8!%Kqgks$$n(e+dR4 z9b2T~T+SUp(i`I_^0ueP0#94^YLtS9?Op%q3}(pvmWzGiMBeiXEOH}w(Ng97Wf@fJ zaBHlqO%Q+jCj`v$(1>dL!JG{!X-ctiNZRz%bGvbhhqTC$Gp-gH;_cce?6ukTd~F!} zId7wsF*mBtktAU2ruzGV<^M?rLkA_Vh$T`Y@Bi|;0kI7*K+#p}w&zO%Fz&=-9k(d@ zeBnRM`ncJtL9Xmz?zgrw>sLFllcQO%$5Q=A%9fCVdQF-_LVA!J2?zjlH6D840yYiS zZXG558#Ow_;SWE+QhBg{{JGk|#iLv;o@hxh!NO6h zg)?UAhMgri;Y4K>SkA7Qj~(ve`hOd}uz!V6XYqD`1_D=Y*tS!5f}UYpWm#uNbml*>G`0AS-i5;)WBXFpRCt{AD83m3grF+v5(CWF|NqxUklYmFawi11 zk4@z_j(2I&$KVYcMEgO_^k}eH#LkSlZQnWahzW?a;iSVXI04bokERP_Q!P3&e%PER z*H7_&GLPGYf1hb>;d}V$Z_U-<_BCF#jce)a^OBL-ii))RCgG8qPUvNY! z+)mA3{wTLVrpY|xKi}?<-#?ySdPODvn9aC7=gH_oJ-j#90iI=g50xiA^%uOY3^|FY z_g*%Vzk@&^u`5=&kZ-OwMmQLv#yJ{~0ngMZb;eki!tUIBo4uZ_5o^O;67OF>Y$jb5 zlW{}}IFK#_DN-@6qNJJlavI_5bXINCSG9i};sQKRv==k=p#@Hbukwql3LZ~H{e@T8 zZS2+=e5~U!uF0tWOMM(5`qrYA`W40|#THP+ariEzsgI*bIHr%e`njSB>yii?PY&Em zCjWR3l461mi*}sHwdQ{{iQ1~Kla{-YzRL2h1lraa9bi)Bd6l&2|mvur>n}>dV(&&(4*Do5Ps6%tCOQ}Bl zeAAp4KWYWa21rcgCe)5nGW$ZiFtfjTA;ZPxJAAdzt>vm7^Q&TYfc8} zh$!@+dCT6K&FiA`N!oULPoGe84xGVWX zrf3#a{jC5eh|66Pvw;(qi&p=3FU8RHcVnpW^huvY@~Pato(281J8{O{_Ey5ktF{fG zH$KT;#)ak*DSAd@0)uf!}8NJNVi~>5AUJ&85U$rf*n0F#-ivCw*uK-)X&VcQ51W1V2)b5juMV9Fs zUt0wH2>+s?D65sx_c+cUcCE4ia~N&tn$8ol;#YN5cyv29Ua4&5c_T7#a{Z{z$ejOs zFz!bdBSDu!RANas&paN`Y2#B_StFFh?Z^Oe-aSy?)i;+Yqk%XTIB}Js@15OrEO6b= z)palXJ)nm^$NFC$XAKT?dgTL5yeD@qFNk`A677?JAIkowPHGZ5n%!xy&2dgV4JS*e z7zay)U=35~(WcrCstHADVnZ|ReM|^W$u}Wj`m?|hC^etl?uax?k>H=}Sqtj8*lnz;3DQ@A?;<7x z!X_w~;y<`yZPXNv)-Y&3trLkQH5+m+llnw&5xyE`#4zn1o|yX-oJ-9g8oub|dWQ}jGU91HOp z7_NUYJCT1jzlZc-(*0b?Ps6~s$22etJli=_ndc(Q(biR=xUrW45cRLVwCdq!CzaR( zIGfiV8km*{)9o65HoiJVQCGfeQ9a-`hOh__`uaK;g(;FGwKZCb2IR|EFBrUNS=`>a z_q-kQ7Y;Wy2~i(V4Lqq!Yj20Fv2=XL8))C&z&7TeaDUWTsv0Lx*tU2!Y%{AOzoKt_ zwwB2vofOyq8wHbv!cJ_TdJKKD>G-SJD*;En9Ie*fH3`x}UI z@5Lo>L9wX>)-|b%FE4rt?T!#p-ZbuzWovb%w{2>4CIb?fP&2lK9&a<%)Bh0O`jfqW zcORkpp7#-)v1Y+Z8-SKe&S+%b<;I0TVq8EpzKd|loD1?$8gXw6{Y*?aoK=V6(4m@? z+3BE`*#5lbXdf^!$z}x;XMSv=oayz`t-dfxU;QLHu;Eiq*&)kblj>ER8kp*jvql^C z&EoK?CY_Y?JFXyI(;4z%&Ey1O6im$Vw~RN0AKH_)Q?^{XRyyOl$cF-SJAJ@e&S;1m|%&1==$Bb~B(~f@jPRI!1pZ*pfSg%#JCxNHdD6cG*pBU3E3 z#`IlM9`riSmYL%G6+IxXur^nsAowvKzx3mB%-nQxsfBi=QJBQn_Py=7nx`E?+q4U< zRCL{Po?q()5mzxGG|;u_k(*vUfbjujJYS%i-7g1yuEi^ZiFikrQ@%z zTyC~Roub;;B1rHW8adooFbR#EoAk)9|3*q$LW(;p_3Q~}`bNlDJ&rnU= zWtk$-Vu7SjfHhq3mfR1kdzJH`$W#4=XDoBbz`{U3s7!BIRhPtlCw|G&He}lM8kMNQ z@~LmNV?ro-a%Z@7IjSjmmC@P6d=LM3cpQb^Z88wUL-GBuE-zZy|Ns9U+w}FsfElKm zixlPHJaC>Mr!~LmAI+?NjV65|5IUCpp50$j6B*v#^`Q6KRxZ9^p-sqmS+_{1g9T|r zq&7}cJMN4vr~lOzj=2SV4&~2l6}JV0Ec3}yadwlUshJsQ%%vZ&ngn1KXd;ze@UB!*I(^H*bN>{JP)$(7QmZ_#BHeTC4EE0h@ ze-)(^CaJm^fr{3yozOfReFlF7Urg#qG&V0O1MWK@wNsBuX!8y8>fFeY5Xc?JiD_g- z%joRN;>4Z}WqQwz4Nbrl<4sx(9@$t5uq{s+5oP41z==}A9PLp--fbl9?%Am8FrUKl z!#k?vQZ{??(3-eDF?%RN=Jn1~z2+K8#uM>$apO^p%X>&I8Xw=YajHk8u=ZrojcPWN z{1Sd;`r4*!xJ&1Y(g`T`QrSrt1&$<})o1s{IZF0SpyNb+vv%(dD$-9-uU?eZ%E-$D zGW1jJE8||;r_N`_`%wdH>#|&O-9CdY@yM7E|HXPUp-aI&t22d@%O#30u8%S?jx1*A zv^4oYOrSTWkp?7AiigWzYPksvPuwp(ce@U-7?<r#~7{ye{Db(W?Fq1hlx{5*xTj)W*}v{qcDMPi}4R)_v{*9K@5m(?7bdkNbP zwWWEa)$eQ)SQO2}c5-X<otp%IKgBYFt@%mpurj8RNh` zDISj$MT^L=ej))%%y>sMZbm{G+ox%)nj7NF*RkKDeG`Ubv2%^`$h*Nl&UMWJ?%F;K zb_60;*zLmgO{zWlT+>y`?~_7Kd|C`Ytb2j3d#+|QRvmnQ6#OnD%eFuGs%9h`D5iU| z4vw2EF{+UWzfo5PW$L{XWtB3sp&s@^H_IRi2}BJ1tzx)lr@?Vrk@UqlecDqZqtApx zr|6cow9MnL?PNaxR7*fVKgS+?9h&dRJ1q7|UzBYX{7&;VgztJB6$Bo!7|%2*5@PfQ zbRhO&Cl@7y8RjqVJJ#7m@b*_kO`j6ikJeIAg0vR}k(F%P4C^kUT!*OwG!2c4Z^?0D z@X!DEPJp{+pKD)HjqwqgDd~k33~a{7+XV9$dBLKa|hMBTJ^gt|L{QYnBe{92^`Ft5I&6d>B|nM532FW{SWQ_YeZt&C5SLsP;CH2a+^WxThv#sg|&XlBlc5Kipfh|4oF|) z?278MxjMeAF-kjH-i)2tjoz_;^ybz<%t~J}*iXFWhfWz!8Ft~yDo6Hvj&}6S$9zn+ zZUj%l^tPLjz_0b;J4=`Q0Jj_EIEGLZ6aa-L2>krrjUwNbaBdk_*REI`49|zuwHW5( z%Oi2Lh?#Mqr9yvrU?;HS8)-Z4;0`ppYe1(4oNmm<|R4cN;mA$x8X*6Tmn&*+;YTZb5W==*d)mf|fXa2!|P<;<& z0mOWl9+3PRfn-#Q=whb@WkE2|omGTeuB?!GDpW~k8-uPkr8`K~o2Sm-L;maMzP-7Drvizd?Eql)mF zOCwT*?R-{P$M!c#e^Har4XErAPl6K#URSMk0t!7|@?+!aO z^CIv{5bQp8);(H5;a^YaAb4~}<-7aE`yXuK%R zi(9m`q=HeFoqT%#=!nu`^2mJlR;M}s zr@D$G=}Vo8WVBX1ndHi24>rYKDP!ynN2(OfgJFLX!%D76a8Z6E{CmGr2h%;5b2!?f zl~3ZvCbAAJUvSWo+n{JRna(vBoObY7gWRV8nIkRIS2%h6 zb)*1c)hWSc;5A|t+GL$hGm*ppQ~LL{e0yZ6)yu@h`PUJpJ7-MOnQK}jYYA9%$!B4Q zc0~{UoX^fK{kybwq?($(Zr^sp<=lGma2BZ&1O0m^J=hSU1U74HHFBIcwZC=3T2Tw{ zgC2K$K8mibv02mP=@PH=$lVX}4c4urB4mhUx*LM|#4_HwSdEnbym}HF@?9`ubZcK- zENru(HvLQ2lE7`?aWig4)2z3Q8?KeRe{x}CNwD8@nj(ou6~W4aBH8dW4T2}%nT_aV+dlm`oG1ACbb)zIIh<9a`!e=P{tg#4ltjC@wAtnSsz>}T_%cp)Zo z^hv6%<{9j%#W@RI9l5qf=r0$NU}@|PjVb5Y{=<*Ur~H*vOl5bns;+b!?DKqceljPn zc-uX8$o6p_Um~-wA}>anC73D!=roCsExRVogJWcgd4Z9!*eT!b8 zW`niP`ixac(s7GKX6hiaadXHCzy=5%m;AODwCNmkLE8I|L?u%d<^H680viE5gO27< zOH42?$X)12BT0A*nKr*tbJC92QYlu!XpyJj{8{tz)U&2`SX#enxfNMrh6#p~Jb(ZF zkozC->$X#52G?mp4jOU&2pi)>&J8rl9hSDm`q`x$f2pq^0z^fvrdB@!^f0lqRRQcq z`kFRtmX2AxP~(SNna4T@))ubwWIgH|Kf{XhW3+m7mf=M(eRRlyzm)TJ;`hJ%hywbapZWiH`zo|2 zb>2f>>K#{Ga#leeocn}M1H}`hZOGM(*_0GrORHxpedY4{FJb?V^i8eL3@#EBNYByp zBPDn+G~Hf${`BGjLM~rh1@W?KmY2ex|MVwY2{s?!6=CDxp0pe|BE$l>wK28oCqk~A zIBg5M_p0{k?iU3Xe3P`R8w}>mfPenqk1^CEU1(ZKZuLt@^++81)(RIiB%)+*i!!pn zC<^}BUeW}|Rx{_dtC>P?QTykUlw-ZSsM|1NXf)Z7TsElCz)UfVi&Noo*{&aG9OybC zVFn+fVf(I0$W}2WgQxp(aTDS%Vzu>E<$>j_n-dG12wYb&=^n0Q+UeheX02ZY!RwB^!E1leJ#y4cY)43 z3qoJ+5k=%oW!7FqwASpb?L{VzxcdD<;y{znAsifV_(Ty&$vV5$pkSxDBTajzHZqAe zSYQ;ZU8_ST`mov~3MdM-$vW#{`ZQJ^c=*}@?9`fn!? zijH}>ctCt)e@PjEHK6lb-kRz;96e#Ko<5UBgVk2hRMAuE=V;G(qRdSy0m8?s5DR3; z8iqCCaOZVY0YL?)w%Xc0nx3odz4zg@MqR<6R3^1Y-u-HfKLmY7juU4`!*=@2)-t7= z2@?Qa-QxIFU7JDS+%ALzUfclBm=`HYL_p36Z>EWR9KE-1phy%CHaQg^(sP(W&0q8c z)KkzLgN4IdUJc5lr59+}k#YlrJUdU!kbb4G%w{~`J4Vvi5Er)89hK{X)4-;Sh#1go z`H_vjKKxvQe@G)1H~>gqY&VAb@jo$TkIUjIz>2I_@!u%soun}OwdeJqCzO2X^l2oO zO^N1tO7jQTR3qu^A#QR~&#)go3GT_Fs_+MUh4M1~H8k<>13Q=XAUi23etT;y`#F^> z7wqwdumnB-|Kjc=c2d@5>f&JSz2lT!<kYJ1#LdI5mRu{Od%vZqSR809~#2b5Zq^P)CY9;eJHwNF1Tts1(E zMt`eS0^Xw7owxF8Z&pjR*U(M(V+78CiW7B7AhC>l)X<@*B3kFM4IQNGs;@t zYgj?X3~;n(hts)WGSS!P%w<&-$qMOA3w=3sy3~|^hvhZYhXjpLra3U^^q^85O;au zF1gTh7))_~+yt5yW+p5eBCB{mg(Dv^ks)ZM41rw9(#|lNRiy8(2B{6gCZwGKwjiv zp_~s9vYhg$vnDGr5HKZk1p}KvYpNG)s4M>%FA4DqsoRTF5Eiq`6!k>!e>ZU7$5gk7 zU#QptdW+nxOE8_i!cMpyz#G_El>R*|gOM|8cmd@-0PA-BqCE+$u5HEL;W3zGl#d;! z!)XQrz;T&8LR}0N!;fU!qL!r3TCc!MOgJ#;6lBL9zsC)`s@|g)v6;A?wD-vG6j{Oj z=nn5C*)|HA{8EiOTC~(0B{7U?F8VpUb4tPiR?VAhQ#c+(t<8Xg`q8CIP>F3u21Sx_ z03o&URdWt;JZ8Fx0xMo2F|*n!r*osR{Y6`iA&2oeG*&+W`#5XXA2a0%bvhBrbIR6pGIcnad zFN-}5S>DgKZ=Fap0i7+fpuGnWLcWjwSyx}wUp3Gb-@Aq%HNtPWfS$0Vv7NBPTxo-k zcE1&+e_{Z#EhSyz!erx&Tw@b7V*o8NLN&_AN2U2MkF#4E*(J$hw{ODCg+ru(@eyG3 z=`j!L<=zkrXzt;@bYb(LfliBCDBrjTvd(n#BQT;yB9DsbSPSI-{COgi>V>vt+zED+ zUKwsDOajqzm(%d?zC#hS!zulQeR5TbualI|UC*)xEe|Z^APE9e`kLX!4@_S#OFC48uS2Wj^{xC&^R9p3INc|HobXUxSa<-U52co<*)(?SqyF(gt3aZPg z)gb+>Qk>kXKq?b^zEg~m_p~`+Cy(ouIXM>n$d#ZYP)UERsndp zLAXgNRlAjl8_-$7hhDJS#2#LHh6BWfR8bYa?k9yi6$=Fgzdpu^w7X*<0ujsPL+zY{ z{@=cd#tOiBqn|cIGL;w&wQAxpW>4*4qTw}^*_YRZ#ekVvu7YgTPb1@gt^xNs1wTU8 z>e5I>GOzOfeDiMes!+Oig6X_$18|rW^(8j+K|hR&ep9oy^zFvOu^!pq-Kzu0-|NqSmPfLV*t=ezvc>O-1+51Ji|MaW^ zQE6S-_1CB^jr(UE9~0HSPiT?K$C*Dw>@2|HXTAW`Ir@dhn`v&^k8_%(>=iS7ErQ95mSJ5G{}mrM z>gU`RKA-D30WyInzvRj#HNw=JzxaFcy*hc+O@Q+bKWx=1wx!!cH-E(aa-({1J3UG7 z@|HA(iA|#pG&x9Tu3n-a$;4$2@>0e6#3Okkhi3|i4=)FczXd(P2+0ky0^gstQ9hT4 zbwcXgFbJ3)J}8evrPc9`fk7BYt_~6Poy%AQ3#PcmgbsiZ_|Xi>0l4YPl<@VEhdwLl zd-;nlUR%{>`SZ{uHr%Td#Ft3rHif zlKci>#2F@K5TvAtn5^N8PH5tSlbDMk)Vi`l(C*`bhwsVsmiBJ(sDlt5R{FHyv6|VzkDV@N}tNQHTY+ z#7k-zqp_u;cuDn1*Jt%!ZV2YOT(h3@t$a2I_}bgKX+Yg5umt1=bc-OR$Z^%kC0+En z1c?K$GG0plMH?6HBMP6Z20^h}G`}B-?)*&ew332XGV?Gc4#9QtK43duGJYEOd^A}1 zlUUqs8(rsV7o73Jn_bHMuO$e~B#rB!pCzEq%&wGFUq;vjsH6$50;2+>X>lx`lFMe;5kCJ$Osq z>q}%*5NDrIa(Hv@RQjkJEXr=^aXKrAQWZUX|s5qo^vfPADzNDCSI7ha2 zpLHFlYjNo^jFKHPFmSWwQ^T7~|LY(%0aBXrz5m@IO>c0jY2yD&xGX^HmWjx(Ly?&ogU(u zO9KfuV~#TViLWyY`EwoUOGtZqPPBeymdr z7j?bw7Qe0PuNd=j?0ddhxRa$j$Uk@T)+~J zr(L7LpPvNI-_#e*G7OT2$MMroNzt5EssMO19)PcQVJn|iM}RBVi#1E|%0bvd4jmq9 zQDnK4Q0VCaBB>AYUT^kwmCQ-}MsO=ro6^i3$?!|^^%m$@g-1%IqfUseW#;^XI1dse zMe}`r>nM<#g!)V!{VAMwuuJ{nu>gvrpicA-u@>o*>C$u(z98cHj$`%A$-FfoS?#dl zCdp}(q<&9nNM~OuxP0Pgv7&Y!7oxCbKb@P)X9{ER6GUuL+~H_fggvGewAZRITK%~j zo8bt=e{VRGMFpjrPA)04n~zOCxS}#WW)kuphEV4~501?@5AUgu_1`uuY&}L_r$jI8 zBRQG$SJT!syg{g0tcmWlq4qV%Y1rbUpa*;i;?LM|sEkU*;D;v7V8b|+{J=9GMaJbS zcVg$LnRPlN4*S0~_Nikx6lYA1($UA-hevuF3Jp%*r$**xqhZ7b|6r-3gIi+lQa&{W zcitieBn6>?UDh#eRk*zChg6|4wX$#g7haQvDZQ zd9PG0VvZ>I-zqwr$8ZP^?9K-EB zN=bQ$zcPO}GL~^;Pn4^^YHA;gV59fWpO3gOj{7R;>4$y}58q2?z?KuZBpPqmpPjZK z2+YAj*tDx~8Q~!|llU`{Id0&aLx0^(fByl?eDKY#Q0^Oc^5D2ZH!A0H!o4cI6mzLLJpv95rDCVU^1mL>$zHu zdFYhm{_4kxKSpXv9`KhyMf7X($r%&6MU0FHqc~hCR3Fl3R^JCJH!YzIlW{USmJkCc zmBU7aAbRZN!NSSE6X9umuNGBA?X7UE|(Uo@~fiTxk&~`8m?ri5mNm0Xt8#thqNImvnJ7Cmm$yd`oH#+zF~&1BMp< zTa{`=c9WV7u)3DnJ&UuR)z+H zI=SYcuFm0X@qhjNbVSZ;WV3(+s2-szkeI^(2uEyUu(ZYxM{7p_{_k&IQuH7I00RI3 z0{{hI%Qot3cV@sZF#_#5PN0uy@-N@*O>eHVaTM>$5g;oLu~yhxyUlTuYC3Zrr40COqMPfc45sCKSb;SgS_u#j^iJdSpy)y_>1k>2=k_b*tXl$* zb3={d{f~<}p%ji9(5Rf{G>zaqGDo3SGkBxq${Bs^tfRnLdfWQe<7KYbQW{viZ20hFzSXHS8nlbkV|~JM_n;^n{dz{g z0n3d=n`)Q|LpBV+;87r(@B^2yFpV_os`neIrQi;i_oWP z3FS?3%RB0hhiXKjQr4BB;FzX=%+?8XhMXNp3dvLO+X!nbl03*PCkkakRWL~lu5bSR zPnb+bMfT~WAOE~vHv+%@gJAQ2Iik+iGhh}8rC#_<+|h=B-qE8JOt`F*=#Qi$3o6D-=-4c)O&Z925Fg4mGuZ zCB*}e_DcS_e|f(tg`ieYSv<+>62C61@0g5w5n45<-e;hTJ}!c66u?ZW%8LxPiH7~J9pL2UeoJj>2suH;><9FzWDy}1=@v-ZizHG zBECri819J*TWxY7$mx3Exjrgb081Nl6n7Jev1O+xyGaTaXnzzN5Ilh)=t+eAn#FIP zhOfU&WoJN{WU83@uTJZKo6Y^n5#W9$fjYAcp^vc1zg{_)Z&%qi@-Z8T^7PWK+LwPs zQBj>EEsw+9SFQzXa?__swBj~czouX#7!4}caP&M-UG0Q-8!NcVusJ_UZ{vZ2bp*rK zu>oH@RklaV*c8S#LbTDFq2>FrzKG<|kUn2-D@9+#+D5K#G}DsB>%8zZk43$0geeX& z0#;PJ!JG6mqfgx26ZW$%ZkT+Utka;YpJLf8--F6s>lDcc6A2iR1CZRUrp9JOWC1GU z1=o&{p&R6pxfaxrt>tq(p>% z^`O?$LQ@Loc@HFw+*-VemE4fN-MpyU43>70YHDI|V1FHmhw}xfj<43}k=_X`v%j9( zhLJKK2~mnT*MxgpWmCx5eL<+JEvvRDRn&P@F#yxl6l7`e;sb!y;<(j`wI^5%y0JI* zF%FT_oy?VQRZ7*GJ$%Ifv?YYuk9GzV%|;ap`T*!s8)?T{!#ZA`c^dC}=k`g58rJ{8 z=4T8OS_oY+oyj}dBp{EPpSY-2G5VRyk~45$&@y|q&iCd`^Fgj zjFv(K?S(vM`l}G;NJ*1fQO}s(CkHR2#OjuV`pF$5d$MA7XkKkrh<%dSIQvXV_C9~4 zT*Wn7C8r4~K4=Fe;fTlayC4E=3U-1SW;;U~q`s9ravJ3F_Rl*(K%aYfzd1-N&1FC` z+9mx&H|f6|;J&%Bk5?!(V&xJk!)ym@a{9P{0`o%rPiHB7`b?{mmC)7}oy7fV2q8dO z6^{-%k`T!+=Gju32^k)Q8G)G-Pr$qN4E^uPK>TaygUe(d&zolCT@~Z;*#5g|3V^9t zceh`)-7E5(_3Vdgyq7e1;w=exiMNDAuxc^1zQ3uC zc(~Yk5tpInXSGFkx@g$3T1*O1Rx`Uv0WP!rs9)|J$&IFX8=(n05Z2%thWwQ!wg1qh zpbvL8Et8OiO^LY&nN=B0SvR(~Rad;HalHP|$?qjQyd8QU+P9oU;vjjei>(IJcuDFk zy&tNw38GTFnkHL`kwj-i5oM10$Mrw4Z015u(6>TP=%c@)hXXq&qL|19VU5Lr<+6o!tUH=d@Gs< zW%x$IQ-1Dwk{jskcu+NSijH~54S(d1S=vX@oyZMkYH{S%=mp@4=lf5#BySIh+!Y(M z#^jeJTD72tll}0Fk-J{wvJsJcWHH1Tq|GA+tuhkLpzJt-ggrG4me1kGH*un2cq|Fu zGd4R47j(b(T28xa0GkDn$c4-7GA@jZEY6l&V0wi>tBb4D&esSewwvrvn^LSxtVicO z`Mn#-8G|Fo7c-8shc4~7a|m=IpiBU*NomH6la_s0+UpT9JfJ^LtKN>D=9Q!-f)~1E z2&N%xw@%Y114D*i)EKuc8*+Qb`u#MHkV%j$45MVxLX)KGoart*NpC3?tpY`D&KKRT z7-1~9lP2+LH>F&v`$bo?Ou;x6iT$5#GC1@Gr$U_ULR)dS$9J%`zoThj7 znCc^&fNS(hHcGGddkZRSFGeo!L9lZfYNc;q9hgExdHRLb^+EH^D zk2Zv}Na>H(4Iyq6RDA{s*A3&1Ptlh$%3cx7+BuOZ&%{$ZUb(yty-mUb@z+H-P zCq>O8N!(~EAZ*#0T)@@86ZD^7v94P`viD+9v9oE-Ou0PAIg8Kg{M%0}yR(5@E3J7( z5HH*hjt)DVGiz~#$Esp&`SpHmeRB{LG};Pu6w^#pUsS;5v<)c50a7t0jC`W(1AUVaD76uST#5^p}9 z@jqRFeKW1F%QWeprxmc#yc(*(IAKlr^>Nc(n1&57B-J~hX&}Kz-vEt{QEAy@aH)|R z#@Zor*p56Y@6g^PRDKufP;p*67q(lS-?Y7XLRst^o49%^8~T-f(V`u49CT$G3E`)T z@|>VnGyb4sihH|1-?H6F?)2-iP-OEzu6ed_F(mb*3{lOlcsd|hEeb}!py%_S4@pT8 ztM?a>a-)I!iU0iNwi(x}R3_YfxdrEYM&-i!_QZ~3GZLH5VL3XR*+7l}01IFBn>;|+ z`1R2??|(oL)}G+&+jVWGRxT)0!n{Qf89U{~1NJ`?XW&2)hQkbRnRj1@TAr zPLFW5@DOBGR3%v@Bn`YM!T9A_!l&SJmK4YG{Td!SGub}++ zWBbaOrYU)hr(3olGa{tUAO{{?ty8q=aP7oR%jH9WUtT%f| z-(WDmltiB`64V$||G;@w6dh$|L4li&DvwYdtd&fWKNu;*7QtFN`Is*K@j|rYjS%fr zO-%x2@0{lB2ejS#ZUVHE3A>MGM7*gN3lfVb*#jFJoEt>Kd*z^eL0&M5J>srOslb)H zn4r<+it#&EU-c$1B)QdoF3e7fDW6T6A6&#i*mSWLd6tjINl0@Uvk0D%o*dt@)OeYOf6LlYCJhw)7vji$59BMCcP7>9qh_Q8X)6em z$iRQy0nLk9ys36NgkCk#-t4C1=|d4)n_9BuoBazhTNc^G{n6)M9;+=MhC~{9)4RZu z3#Hb@Pk#^SC`mI-VL1)o!3&58=^8ax2Rd1|2h*0YF#J zd})qKOTfflqLGlP6TRdu0KG&bJ`hlyo+wy}gRZ(>b?oO%-OOJtv_{W4AjV9Sw9DT< zwWfHAZN(J(7Q=CU7haueuqL-SU`;@z7kVy(YM^qI49HXD(pY%Gb@u9Nl2F2dKH9-m zzgNyd_`Vm?&}y+YGkN`;FGf%ZQ}0xbCV3RW6fE8WUNhKym<;^6m=90>iXwgD5IRfC zo5;yCU3PaJsRQSYUE>?kn@5n+eG z28-qn{Jym($CiOtT|Fm{^;T&r6>r1~ z$5qSusz1CVk3Gah*OQA{bF1XKw09RPn9EtA24u_A6?#xId_mNC}z%dI-D1?0A@ z`ib6IE4P$0U}0ugeP5ul3x6x)X<)04^3!;FL(KDx{M|DQ%)EbjhZthfx{gS((gPt+ z(gbG87OH0(&w7JD>aD1GER;=w8VkT0ZR^4fB%Io525pYphnclxeKd`w!HKnDpZt);r*BI?Qa<)r9K6*$W5G9 zQlNUhwnW-0NsfY*mQZ{!bGvs?gwX>&XJit~X0haUi~1IAdq6Hw@Uds_FCpv`!HD|m zRXD%3b>}ATgoW9^2b84AwzX0A^8|9tR2V}JQ@%}8MNnSfVxqh+5Sj938)ajJ>&wH! z8i6tFk}#8vF_N5MjU?I1rGBxokLRP0HBGXF{Aj|nA)}o#=BEo59)_d?zE<-2D2lXR z3FX9`F1C=L++e?_DV#kL430S@P(( zJx*~&R^X=HnV>-b%R5;`5e29=ow263Z7tB46B<~lQHR*T5-7tZQb_pv*v3sHHXtFQPKi;c3<4cYieB- zm(jm~uYH+K(KW?4hyZ(4F_JegcNXUXG?gRqU{HI4U5SzCc4_*=x(AxkH`*d_2k>vW z$+RWog-yd*yJ>7{P7`vDK=tS)x#xl<3%g#`j<|V%000930M&N<;0BxG(BMEjN>WdL zS!gw^B*&p9Ms1Ms46Ob9?L6bXdx+TlssO2ft~ft-xh`X+1X=TDlF+vMv=ti!`V4Z* z;X$f$4rAXi%-yx?Dp1=sPvhv-wf6mfJ=v!4Kq7TfaO6~$@e(`oq`UiBWs-!C>Ndas{z>@uq0y5XdjJo|LFHQ(zJRV1W(EvFpyRKt zgEG%%a9Hhv5SKM*j^hZlx#ua`)QO_x`Z+;hFfv_LtF4lAdpt5-l~$>}WZk zI~-0?V29e@BgKH{%kWm0m-knev&e_=rq=~~5il%>=aN(eXXpD~d2?b+++@yB?bSrO z5sb1;onj~yZ>YS+&xBVAyWMj0?=ysTfg615*b@o@u`wd4M}BZU;O!`<)GQTrz>;ux zZdFXwAGjCKU;Ftwb$^yBA}h70XVA~SfTef|v@irQNtmw2-7dpuv*MW1I)L#Q&cOr}&b@M)FD+;rJEZFA)&x~~Vz`a_PW7E^9gdf?m?ZHm+ z=%s6suILdvTTwsg1SaJoybE}!1#8w=@y}Lk4y`Lq=JYT+_+LhRQ682O#c$d}_e-H= zE@xAf90khYaStIBpcTgxh=;>{R)->}O5fy_R6(vs%PJ^Qy43K&R*93fp;z@Bl}-Q? z*^ax9-ZT3<0R|(awhZDS8P|$Y3BAUBH@aReTE+)QaseE5Ms-WukZb z%o_`v+5Bw779?8yFZFV3M(!+m+zQrVNuyq;6Z?$)-4Q?|-OS^dY7;$VFJoTuZiEdZ z`#$gf0k6T^EKScZAi)S~ypiuVsa@=N(!JZg>w%8lC6$x9#ox=LCR`AcL)a-z*3wxG zO^l!uQ>DZ3v8imMFhHS+J>>7Z>pf`9741C4A@6$5Ej7-`u)^5ULr>(6G{Gp$%L zW)+~j%^?2gYtg;Z`DOo|{a~)6V{fnSNS*^CmJAwzA$lZ zgG;7X`dnnG6|5j*uMKyn#^+J{m^gux`)!beU_HEl*HA<1GXi`#en=T$@YRecxt|) zMh0$)3FadB`fE;Ffe-zVn`hK=fwwe!$IwO*JdR7^4G&z@w^!7nx!Yi)zf{) z9R&5VbXLlsU|HI*#FF`NTXS|ikXA!_&kLl0H#=%=h#mJ-PyE~;*4sqO!C>@J0%@~^^yUT z*H;hV;oHvjy-c3CfZ&le9_>KC$eM#Zx>6>$z|YHVV4+psT5<#PSOngHIJ!8vZ~_HB ztbS!>uX_D18rM~X=m!4s<+OjS}| zO7{T&^1coA_--p|MRW0hKs@^Y>IkC-&G2z6R*tYFt zV%xUuOgJ&$o9{d4RNWu9ZdF%TcU9x*uHI{}XYbu>=j43-*6=Nm6+X(%WWmo2wc<$FWq&4@x2K{F8tcKUD*%yqq{IU;G?;9&$uVJK8=uh+7f zP&RvESujfA##gopRn8ydwMe#U25^Zb>`LwkdZ;%7YrAV$5km9AF|QdESz%pi1STZY z36SxRAE#b^sB)3V={hALEo~0a=QuGEcguVJV=f}bcBSs0SG(bWW_?v9+JG;J;+_+Jh( ziFrhBbv=G#j{Vz9?;H;DX)jPAZLkE?htN@{JmQ2v-Sfp?7JsbQHL_tJK}lY?6@1(;&}z~5gwMZ4ff8pRkI8UW7N~-SgW6&?#m@Y)v~$J zW}mmY{DtVphFRyMSowiJ@BA8m_iueqDlQ^ON9>4WgU56-_t;6W(DvS(GS0UP;PbAU zxhaR9lo3^F$$;AVUC9(rX1{XWuN#F+D#HVQZd1K0+}p97_$HhAZS4Cv~|u5p(}5Y$z>L{p+O ze&Hacw!8VGE5@_SI}jluKz^N(y527#awAX)rT_?y1t|C8rJo7X$!}&57N?!Y8OMv1 zJJ>MLE;!YMB+ZTmfgo1?=|YqCW}_EQT#Q3+uv)o1EPJG_RD#du^Y%04C3W<#Sz<46 zL&u*CV9ol9;B?CX23`?{TX zWB~N6g~!zEQFG&i_?ma6I%M3n+7jypk7&(S1Wkxtzayi$%;|0kzuT!Y@~CpCgfCB+ zh5Q)sD{S#w!2szX>Cc8_1w!`xi=@g?sU~-i@50xl^UrC!@4a67ouWC~is3?W(om*_ z5X<|pn1ffzqFstUt+}*{iWxxSDcQ#3J8P&MjCbXAucxhMy(flTb)gfLI~HBthiHr- z!-DKp-e>NUZl`4Ud|d3J98NOE9w6ty@g~1r@H(J&DnpkFY|RHDh%*RKcaRi_t{auv zXf704mpwehr&fiC9elgAv8-+0Fs<`5GXiXP_LDXT5T<5pWf*kLR!F~yI<(EEo%frV zTIfd{?wm}`TPq;;+SU4jK+R`^)V{;M=ZM(9a5v&d6_;d8q>lHJe-Zj^saK?zG2Yww&rtIn`Cc2Y(6z&tq(+a=sDzXWlSyGPv9Mt z`Ywly$xv~4!j&#bV+&^AG(woZqnV=He!l|5&lrmD!hBnD-)+}go{RUrt5+j}j)H?r z;1p$rmhwo9d%Y*VLc{XgYkcJTl?ZnW2r5hz#<# zf1&*>KQ+aUtUhUi=eXy1TLU&Dg4$z;JKPwo7BDW#Ay@5fX1xh=6C*L|j^lh5eS-lNqqh(6Lmq3MN1s zQ|>nC-a;!jNu<}t)_!?{jyh~Jc~F;`T0O}|=@3^tY^Td_o}kNRo`@zxvboahT4*|E z;R#2be!l%Iw+w9Z8&T?eDU@JA4=n=JPmIbPW|fF!xb{3mxR(eN-OtM7I%|Fc2OZku z3gwNTi_T8`j+GTe^gsPtCr#}0e?rr!tP@k$=J|H4kU1mqr4)rS+?wtJ-66>3ME4Uh zIQ%{^Yd_v4TlRH#r9vd@pVSsE@M;7OhiSltxsNEYhA-@3f|;5*NU1_f(IfB$hu9-U z6!dJej+0ki!2o4;YWLP{XYPvHu80Lo1+fJv5l9#+M7m^mkMkvK@*k4ygjY|}{V}x0 z%FPY~8n}_5gdAjNzjZkmn&{Q$Op{(NP}hR2WXKyI_{TPG>PDDBac1knsbru}BBbK% zlD|sM3E_0zqTx+fEvIF3+&0^Y5uIVLbmhos!9f0)Fp;?X?_HEg}cK zQ*sz9vE%x{_+miPfSi&>zI> zvc=v#gZ_#;O8&4&S+eCa#plJ)Jfg@#^-??Pl_j^F=Dj}#=jEU$cNeF;GAArH)*%d^ zUaZ)zK+2a<2@kGTRs`CjtRT9Q5w5*W_ymiNC0Q;taoQ^~aD#JLGX_JA-@t~0`)TB5 z9zeQmWYIB7oEwWKy{+ZLWDy94C|R%<+ty}XaHJ1lMr|obx$C`nJ&KLsj694s(Sd36^WV9Rth59>4k`oH&` z4Sm9y+Gm{RTXnNUu6{f)X3P;;hzk{I0U}k?OdwEkEkQs1BXG#n$41>&uXr)bjc}SK zTHR@k`1m{0g%H;dg|KGIn?#h4!dBSgu76J~%?XA;ipv3%Xfdz)W&5FO#9yQH;<7pS z_)M=8py#=MN3JOl@HvM4xVZ85>s>*WZK58QARC|qE+3;hF~k_n)g?O%@4j-+Q8z+~ z*tN8sH7ho5hp>zi7_P%+>H{l$U=5h?SH+V{VuE6SiPW^Ss0t3tV)CZ7I)+%g)(vqU z9I!{R@C~L2UY;i^Z-Q;PJzBs|@CzDQxJzgD%uS&dK^!&Xj-3qU!8^BA{|M?DP|7b+ zq!0UmE{Db*_+_zhy#sR&XX>y?6jIG)-RNp(G1tXaW;+HGhzYL3cAkBBcw0J9+5CNZ zjVX9B(eq~A$j|O?t2Xj=)pSRmv2xuFt9j~TW5W@>cg!v2taA>D%qt)E-w+A>xG+Lb zV7`jn_MWP`D<_=MA$?U@I6GMJk}WVr#rC7Ilk%a|#eFMDTWUE($pnj+zaeMD@Snn_ zI96RjV;?A{2<8vgdx1E~0{-8ZCSALSKY_d!I6S-GR@1TY?!&pkGN+{%zQLENsj^N{ z5r6pAZ@|7q+bwJWciq(8_~8UPg{K10HMQZ$TApcBQsp$O*6z$1LktO>lXc-#Z5_<9 z`MnGi{M3YwO*gE2A-G_#LuGC;ru$9|Oy`~L8$H7tQu5lnh4f9y@TM3y3&ZvZKO!=V z(@eLxn!5i`)2KhY5nWYt*K_ZOmiZFo0~&Ce(ZcBkP)=nH)a!^95N16UXGDQ(n@>jR z09UepE2sFWbfie&e`D+?w&YWgUSF9)W;PURYr~-6T>NWzb=@1p}sFWX_9T+K2 zNWCm?1L*p|M~IZx7U2bHWa$)-)YJpwfuRAS0l8+39ilJQAk`)AD8 zQe4{mcVgV*J?-RB!cJ<>=c&H{_Sv5)+$$`LE>Z+t=~MgZ^42uVUL!v%sfo%URaBf7 zg>{x{9{II@L;=CtNrwa>F+67twVyIiovwMc*h3tOWqK0z9Os6)miD_w0{GIbkwR{m}@Bw zXcuwQY+U3sKyJ0~u0lDZ{t1cVP2+lv)du>7uC+PL0l<7Tl`p#v{~TeMDARHXu!o73 zXwlELo-buG7yjQ=CCv_6)NX%sa=wYnEsusBSPtXma#x;JOQ;9k-@UP>&1;?2k*|sI z!0AJz+28r0Q4*;&e*lJcgNpEdOtV0&j4nd^sJ!c{j;sFIO0^mc9=_E4eBE*2r3CYc z2&QovPu;z(%Ciwb{Zlmyhr9`FL?V2)9`tOSkjPRR1T~rj0J!fbdPV(BGz|s51CUDF z$qmF91hAfTKRyC__w1J!YYEwr7FQ$nR}UK_4c$> zo{6V(q-NgTP$TTLjHQjGj=%>Cki?e)YtDMj7Vo=8pri+YKrse~=2b(O#VI3q=w@_+ zC_??8MvHbC@K(%6u#*u0us@Ek=Uz8*XDy4C3_Xnyz}E8x&-@5{vDhAl(jFEJz#zI% zTc_xu7G+$Sz;FFWYdNy%jZ>3Lmm4Fj?wUu;ZTA67Wr8%+aijrq+QIqa64KQGSA>(nMeZ9hb zT2XhXL{lT{r<90NkV{LQ9s|9LbV4Gq4_~R`<;7K~$u-&UMV*pXWx$&!k0Y#n2C-h2 zPbzr)-O@gA(Q5SM%$kqUnNg{j=mg0nj|uMh?vJvK-B&<_|0>}56lVAhUN9dT2jZfj z;u=3iGP}@|^(}wnSij{IE*S~S&bETbBdsE=kxarsJKpFxh5-Y(2jG^bmg1?<;Zkg* zJ%>srex4q}f-(~1)9?g$#IxD+2nHhqob(DNoKPo>u9{D%FF_>ao0~l`B(Yk(El;}Zr5T5Qkey%ZYMOb^&vUn+? zlUhg5?w{I5@DJQN^~JtxyfSCdXQe}Q9bm{<=eTvLmh$0390YpI)#~E8gwUG>z|?LU zg9TOZ)sSxc?)`~faHcImN&|q+g!$Rvgnso9^1JiQdVhLh!MsvGSG#uOts_NCIr?cS zCVjt|i7*_z!2VL06O*9>toi#;%4`E zalZd~!J&g1&@jmOaE(kXYdlp+Day+Q@T+(MHl}jfZWKonoHXRh#Vr_&}PZ|dI%hV{k?Y6&rG?9~cl0k(DIc}%X-DjtizVzf+QQlL;$SvM$8j+&dHHE=AF#RO&>OkFwdk@~MMtIs?;F!yvBk)wm-pC+oIY)V6v+4v^7S8deP9#H7{OX0at zx`5fBIAYd#A{_@W&aMta!Ls}|wmXCR(!_i&Cf{qe+x(!DA*5uBmU={Zz;B!$dadHg zY)|Fi?5w|k25N8jbyB2aj=0q9%IA<=b z)CAJI(S}R#efUp%SSpbn0Th189igp`2xf@<8PenjJKVOy0BAvsKDyNA^xrPn`$zj6 zuhRp#L>ab&V1K}>33Th}Q>;yun6s{^7^hpKKK^*)77{q>TPMFH1NNJJ1&ueXr@2U# z4a|z|tGe4|i)bF=LE7<);`w%u<|5a|XDDS~BDJ7c>9^)-G6|=q&YHb)$%w;cZj3-dlcjuDd zlpSz*XxhUXTs{?A!odz$a89)SEfWHdTY}=D*?cRY@LaCSkKqFIcDs(35n}FE zCODP4d!9t{=Nm{yZEl7h(A~gntlt>Be#`7k4YbI2(!P-qXHY(;hRKWz_P5pgZZ|OB zKB-~tZP~q6imGJB6FvL^vdF5`{XK2|rL?vez)=1;MpQ&x8%v}~vir`X3 z=^VFTjXQzwPobGbI4~>9p2R-=?*Q67 z^d?SbIp+AbFbuc&EaPCmN70p&Iv35@$KiGT38Lhx(t2L0&xpI$W?He z<=-cics=67kYu8#ma#vXMwQbtfpftgxF6MI6DL+$B^I$}dJS7w)V5Y5bQRLL7p&=M zT9py*c+S_)g3OdZUn-NDbQ^LWnq{`DDwq)^x*5*tQ`#XXMI1}-$cFTA+k;{z7KT`L zu69xsT;7y|LTT3Xd1+AIAoGL(P@h^3hUg3tSGvT1bxhPf8vPXg@3bPyLZxQv+I>C7 zpF~>CrT(67jJOU__dcpuAHHsIv{mag@>Zh_2{9)toK2!f?Uo`BJ4u57@$rJ%E`nN) zO*?2+jc;$33U)-UAo{WyEB)E?ou4Yaus440hB2YA_cP`(w@44((V>a5Q?&S7n{-9Z zPNwz9PI)U%dc^N>YR59IADE}H-`9-6uaNnI9_z4b5qZLgS|y4w&SC@cTU$;cGq_P| zb`uaRyZWJed9PN11xuAAxyfg1(hoEcJo%eSNc)Auhy+%7o$7?B>>|{&^u~(Q%-}Er zrJ^tsa`QlAe?^a3h}tYZ&E+CTuDYJ6-J_sCwj7^ZF@!>_bt!|%?E1o^>P(0hX;)Ew z+ffU~uxdv|1nRJ(sO7A?G3{KPVT(zFXtMlwQkuS%48BRfe!2mZ1e<_rl?%gRoP1Lq zzxDJx9N&#zQeQ@S0R7)Y$3qD-4UxoagO&1=HR~mWH@NdnJq1~~r6*p`{0FdP^ z^K(N{c|P3fL5mlKF3(>H0GU%quq4;~Yop^805ftU4HE;R-nU_CQp)2(`(*?`$yE3~ z_!pFoZS4>I`>yEy{k`}JlhlC+#|Rz57XUaJ5WFg!iTb(s0e~=lDT3IDORiJejGpvl z?<4a6^62=)*d-RBE#wGLPkgh{lR z8%%7Uz2aC0^s(r@8pFK8;)6IH+flw5Xy>b|oQvI%z&vr5~OY zwoNJi?j76rps4yfktlz3Yaz>qz&7!Uk+cb!z!RP6hui!-CVT8R0Xg1xgYA|nAl1-n z+F+0NW5OJUa{QA`q+7C+j+@BV z2fzF4Z#8=>@*+3Btd8{%g3Ib;REdv?9jn3uKpd>TJ|@LK4+&`L7a59mdXx#@VY|XF zA_Xg&t>g*Baq*d8dD{31E>*H1O#X3n90NnNaV?|satk8Nm}l$9(4O^F7o&k|V96RO zV41;Ylp=Te2AnVm^JoC!%pPe0)8Z?FyoQvZvGo0fb$eU(zg}Q2ItLV-RnjGx*Z)@8 z^_gNat2N4Ov1sCaf2K`}J<(ZSD8oKpT#L5X zItcjHmKpHo3NOTDgb77McS6X2{7CLd>?b0Spio9OOpO5NqLhMM7%ry=a!^zaBesj$ z7c%@u7`9WCVLVB>pu4?PJGaQ*e zcNw1eY_e@aQi@ZQ(x-q_22ZeiU`FXd`rD01I@y7F&)qKA_2aZ0x*B#p#m!DBLqMX6 z-yuuZ1`{=_2ij-F|7y;)7}9JI1G!@U|C`&c^qa#+f>HX=?{whjV@m`m;H*4Ko38*3SB$o5Scrg}%TxD#e z_?912$ug>!?ecHVba~09-^ve4?kq*Z^uqyU^vY-gye=lT8d*ULXxB#0>3#ZsbA$`O zVgg_wW(FCQ-0nW$r@@$V0&e1e`ELyoFA>@HQRN90FPg}%xi*bKIf0r=AFQ8le0UmQ z2y5F5rfkpmaO9HTH{PG8UReJk|J5v_L0yPmubbb50>}uA2N?4*;@Kf4=*Up!{!G0<8Qq6Hy3Bvk0T~%_QfSYqPd+ z+y9KrL#Zn9HF5GiB~upS(HkBsGUUYz-(B=0jNI>#(mYbdD1pD5KwvTf>Z_`wW<^v| zO2e6}CIdXAE9AyVj$XrH2!MOOS%11I#Z>dry1;n@YFahq3LAQ8&pen9*w4Y90r+nh z(*0_@PoB(>B<4e}&~;EcU?HY2&M9)>g!$eeCaOLdklP`biURJ#5F~irHU-id;4%xE z+^nxyLV7flHbu>>Z8_&69IsJ{?LG1VA$wj|G?j8zY=j`mV+fSM4V}9!%wXl-mV*5T zo?0H8#FF0&Yt$ar!SPmxaWPt{ZN=IVkmi4-RniQSe$aUYRd39lTn>RMp-l4VvYE_i zG~c&mCGcXlpD8O2KTcFM1%H>f1uy=jr>>UG!l&E(d6fI5kj1w7gf7PBCFT=8(f|bR zxy?9S5syij`*6+eysMBa!BT5ez*7mWtsbijFx!F9-(+e*35e3nTsHk$3QMRV_AD|U zR1e8+<%yLZti>e_<*#G%^RS6^+9|wIUTrVS+)wR^!_wk+)f}k3;+kk)YuC;JDGb;Cmp> zrR3`=h}P;xB(zO^HfNO1+!72si0{=|q8Vs3;-;W_23QCiqm{JRj z%kJvJfYq~}-{z?22Mj_OB0>$oKi<+5`3L@o;+uL+b~gl z%`VmYVj?ytBdtU7^pZ}_V7_&kxZ}io?QKC`0s1M8nd$cq!!>_&_&6-L(~F`o<7}xp zSh(akZ|GHjOj<~_n}0+`@g=Oa zc+9|S(x4NL98FdlOVRaS+{PjTj0zf?%ZCp+dzKHiHyJf43)UOj55AVkIB zK>ET-sJ-tQ8aY+kwoKy_pjRK3Cu#%PFzE z2!kS2TQNbBeM#Ju94{|6Nz>#YTtnu5y_pDV2c}*-$2nh+-mlMd--`O%7zzaY2hEv! z9#O`ytZ!=5^I#tQ33dIvD?gIZXEgqzgEu$*I(Zl9ls2nCo-aD%@X_`7*`;Z zeSqH1v`+E8Ltrf*!IRjQN-^2tsiaw*;mCNbe@AcpUu%2hnn_~Z))-0Trv|RRfad_S z_bdRS_PzI8xA(I!GvO>IWL0+t@_(rvw}e))ovkzKf0*BU5h-+bqXAb)^ZIEfuF-!X zK2`Jh50obSbK77)N*w8xC(+;yG)kLYSR7M^6zDTBUKaim_|o;K)$jcuAGWcKiKv0^QK5yh$6*R&_d|~r#XntfUB;;D z!onqUJqf<0HaEkx_dHQVa?elnq>6XuPP;`A<0r!|^=1Cm0hDyV2ohHbK9Ssgb|w&x zaZo2JcQDB%L8%;igpmElEY2=osAZm+6)q^|l&d1w=Qub?C5xWh_Q0^kUDVv^$ZBg= z)1tEB-r>tbIz!<97A$bF2Cf9V_s+A!7(sV`{^{ZVp2A?*kqBPl*0+g25Q0VPBO7Rt zJ@zJpsp%|Ym!Bg;)9tVUSlJ~aDuvb}LG7TX`sRE_9lLd8&IxXwj~bVUFI3BqN08{L8Lv9u>G`x}^*i zmwf$1b{AyIB^+?Kwc-;x|C*U*CWJTXZz11pS=ufk@o9@SK^^wY=|G;5oIEyF6|;I5 zARqV8i;Oj1>$W~M8Se^Xs8;6!4z+D*02_V^-WV#r|Kl)02jWA7Fp1teaR1%D;E0o$ zNhFJ(0>Q5}gz=vR?;xx%ASe%d)^4p+Y>E_ulUl_vBkG3z;~hzHo;(Q`sNw-RgSd%vptMC3+QHqo+(N zFcMfX0>E9r09C*@!hm~28DZO4qC5ZLn4~@&QejWplFR^F(BX4ij!x^}sr}vR%KKS2 z@2@y!2ws;|mAm=Ef2L+H(!kWYiU>;^Jc}QR5VbYn3zBa zq0n`EwdDWr)J*uZ@W`uy=6?(n>}fA}mh*t~`2Q%Fl(-2z zrUY>e@}al#{_l+yeB|ETEmZ$!)X>PG+0o03r)%{kFz^3)rV`K8*Q@4eVSqYl>}ud< zk)5gHu&4R|1}$^{{aNeyf6s-9{aLO=)p*6z!L#oO0P0%JPGEli-?`WBmulyJ%gi-) z_p=`Vy>gOg8qk+l)tX1hy%Qf49ruF$lZn3!WZ=b!^;)3U$uiq4R~hbGLqaKdQPER| zw6cHk_C-EH^Px{&i=b~HQ1s;xLD+oEoq^uF_CG&HgzcbgJp_(rMx1JK-|7Elj{l=K z_qB!^>)5jKn&lQ1qEF)?db=UOGvLK|eBmSQ0sYGzp~#M56VFuQf|nQf54iJzn7aoP z1cEfh`6@0oVJK!wbA1LsFCFx?<@L_gTh3Mi8CsKE?~9SKL2^+ zWQHf1*$MVx2fKJ~hW_@VOq% z&57Xo1Ew<&eG>RnPC=iL@ykwwpV^L0Ox+{~cJ8k@3M<4+n!L3=3)|zT8=eF4?|y=r zh)gv|0D!SYjI`pdDLKeqRUty_58T{N{i%&(Nkl&h74rghz~SGI9mqZ;h6tTu^fN0{`42OVU?kl_6IrKHW^`z4||1zzA`!Lw9{;yD#Ba z%S>+^Ilk{{)kY^X7BuMgUyuQSU?bTD0*J*xpHX#SThk^um-Yi^RhwoWos}+~123D( z5i7YJ&#O~@OosLsCH#km`1-ZWGSjougMp|oLFbbYd9aok0Arvey6_`f{HSo`zp^D6 zDlPje{PvB4TC{@hWh1_Vj+dcaV^(72NDPvKtR3mNvgPdUna->W8<=+L zc3O?B?w`%ub}%qkf~TZ>c{emqhEuOA^?a5)~4QU{2+r*IXQ)g^ELG|8S~7_}~e(nMIiu z{9Lo!TA_aD@iY#+^ZJPU6FUY@AKpo153EOP_XO6VhmpaQ&|V`@!Gc1?qit)ZQpg^aRa4l*0lb;k{JRP?oB!j zvKR}<{4lX-Qh3LChtSZji)4r%JV zR>}*{s0b{{9O80LZ@cHxpMOJxyD<@+Uv}Npq_94&y*|OaihQ5oSsK(x`A(zwdo@?C zs0MNM2|thbu^II0<3+99BZM(P(nFYZH2!h0WbmisEzYbF`pjEEwiIiJevg_0rP)&jOj)=1S?PwaN> z3|+X{niZ@O1|`W za!AL>o%?2eCQ(kT_CsLkR7kfyNc4#sWsZB&pqao^E#O24p=BxUAwvIt5iaRhwBr-6 zuDE7s_(Q+h##J~5?{vj79R*HO8}}1lIfHQ9F)R7R15RDk)cPPBE%@W7RWPT-&tHRX zy|gEjNxthXUB8nica*vB-6jYffoWpj_`|TvS~|8(=l=Ygf#DpWb4z&t1bPX~CEDCc zGA+3tvw*RU=Jt_4UYcP?%PCA=ge@gib;GTneBN|B*O%(0gY|U%-^7 zGa&moj3EyI08E0FfdL?448L#-DAuBcN6$!j`2G|p6BV_mgMU0{kG_$%i2!xM(NfU(j-T-@PMb@HHB%j^PRYOwQTj~*+i32wB4xuCx5 z_yYv7grwt;aJ>JErmzgl83X{xP5@Zc|Dr2!^8aA=f8G0kcd@@hV$fbByAS|jk=)Nl zbN_Gdu4v0}QleOC1THc29;i_!-w?gt{`!&6hBQz(P2*+H?i=e<;y<~=!^QrI96`rM z@Tg%D{M1LKK?CC7trxw9P$ZU;%pnF(F!J5Eu^<#R~Q?Cd0JGwA9| zktPYqWDpb za&9AKVXaea9H-QdP$D@2(5VgzTfE?aE%pcK72Q9Y{T}GY-Qw z2^@>MLs;>|05C<6ggr5Uz?-yru*V3UnOb2HW?T?e?G*e zt&jW=9e+1)jPsO3rhe2yP}8EhSyCoFH1xpj^nti^b!b+n3O4ztJl7^>^;W#$%l#a( zIf5sz_g^xcK~Lr`HdZWt3sbEV-Tg4A5lP@LWrY{4@>+-&6kHJ zfA%?(kMkbdJ@P#cZibwgJk9UYoMuY)-6tI{aBEN1CYu7xogC#o@x>-Q6fbHCA#G|y?kf`8(r|WR}E%qoF*&CuH@H4;w@FXQ-&NKl&Z^zjB6#bei}o@UzLqh zfFyEBaTLV@Eg}tEa0V}+r8h}dyX|NUSbz>q2jF7I=FraAuHL-O3_X|zS*>d@<{6tZ z%<$PB%Wng~9NT`O3gN6%D6K16^VEnBW_F)v7^w{iuZ~7?a!e!(#dPFG+JG@0_SuO% zC3!TFQsKt*1&ek4Z9+^uT>jN`o1-t40Kh+m^o7KY4W_?8?ARg)NTDOJ?5ye{jF$wX z7=TxMPEv-qEliOTzxRk~O2Dz1m!N`g5WTRJYo{dgNR^cB;Ahs?(dsY1BXNZGXByxr91gpc+1(TjO z}&JQ8%UTPC;9ewxi5Y0cb63-1B7@(Af#X&DqJe(9RwrznD>s36p zo>MxC_tlNke3zt_ZPXvN9xNR*#J82T#%62hCizCE`!}iyKEs+j1*LuVrdIN<<1AZ~ zT4;E)8#!r#`(uq8oqOU% z#w5MNb(7ZK&$)WI{ky;7z`flJ-&QJOfRGV9>$$i!KCF+VOJ>3xT0@`NoD-Hnp7R|! z3Y3QEaTvyDhS!|DcVjEjJ!9Rh=wY-eCqa2aA{I3sdd$AQB-sA1FgnQ*{WUOh5R*}W z{|`)lznqJ##KV!_;5zw={CCV1oj`oGA1BGI;cBnEnaMGhzf0|%ZOHU~Rki5+1A)*E zeQ)cN@%(w=s>B7EY`a)aE_>92j(h9vz+NB9EiEqEH)P%(+x)3OgI;T=?vr2t0_8=C zAZrFw6n8&VtCC7${o~EaT)f%xmMRp;=;lgjyk~8P(Gmj{JeU1cKpA}r$JQx4pKldF zaR{z`2LoFz@3WW5b%g7FXgtU__`XjX#dJU_a7f+pR1T`Icd#Xz*fND4k24;`EII66 z8)xn%$*@SxiI0^0N7yFMkfGWyT(|Eto$!oLjz_zB`ewF83zRaQ=YxzV#;#*9j-j8} zOV86D3EgB`;`i(ASQv?QH9Q!UpE9VPC^A9WYVjkj^b0@xdv52*87`U%ak>yS1p~BF zLk>e?9l6ps?%?vq<-H!+I;g6|d-z1<)eXhX5|D#`{n9qP6ZI!;mPR>fe{XeS`)

~v zfaoV)35{f+i}3Qa^8b(b-dy&VwJZ>Bz|DYXCK;$TBbj}1fqNE`hM;O}#+j-agn(SZ zn{pcns*I*Coc%B0OER0r^#!5AereK;V^}9uKc} z(ZJ$4WF-fD^&J&}=zSch2fL!z@x%k*xv85HJgUhIK+NSB%nOq=C{ac@HmBPwZF;xv z;tOqcex7Wxzg+2ct%41J7D$=~ioaJXAw32B0Waz2$2D(%@k6nP^Z%}*71Sd$$`kl1F9dFbj+%%q3!KuhuP3NU>W~lEB;(GitP`6u z%=$=vrhf*sO_L5kH2zweh`%bD+CqDnFMkG>zG|v7U{)lV@@9Hi-IDsVmGpPto!|~* z-)!Lu3M=Qr3=K*@^%_|dQ2Kt4_%y5^NRg>F?a?GQ4|&O{q=|$BgNi^3SB(_(Rk!KD z(<0Yz=+6UP6FYDW;xhLnScNI7+H)vQ?iVkx5R29fcKYznm+7R<F^;vNANH*Qdc##w8VaqA-zb7b=Ib?gDA>TSvgj~j7`l})N zYqrT8o;fJr8D#w6hY0CM}IkGB(3cQV8vKkrA3X}hshvzXi@p)pc9K> z3hT3JcwfuJWLycy4CrU}9;8#;U(_TcP!c+*gxT}m*%2>S{A9vW8e-rQGT#Gz*9H)PfXnyDojdV2$bVLx0oH}zVt;Rjxzvfz z<2*^VMo5##{oa?3NJR3mjrrioX&p9F+-MYeOH2>P>vh%xi{d?N0-X&6cA^qm-Ptw6Ipp z-L>FLtPP>Bw+H1yS@0;59K;4b@h3&o+n?UHXb5upW>O6$@4j0x`j+4*CvnMRh0&QX z2dU$l&(}tjxd2Y_B`Ck|bF{vomS^kp`J3pDK1fr4Qq1-BdEsWE?i~r)ve#MbJ`{d>t6sA;rBQ z=|Wva<rjewB?oBENY5sh~3PCR( zf5@|XxDiY~7q`G5KnCm^+2>4GVbH{bvrr5tpKe3U?T9{AqZt#>7XQ?Xwr!hP*Tn-w zA*=3hy7TQl(iE>*ez>-c45)Vdj0&#;+t`eyX;*?>=3;bz!07K7imQ{x~NsEt89?gCJ0ScqGck3tkOweJ)lon?|x z>X?{3YS6uhK7A@DZ8vZU6w{G|?_3!0&&4?w~@zK8GhCDX$VmW4RkOrZ025*iimaZH2lMp;9Yt4W=?oG&CBAt!j$!rP*7!DQcPt>> zV+k;Y_&Q!Zel2aHvMM+lRQdZh)xAo`D4ML#&iH%89%aFQ3=A-GQjYlHTeP4oyc@WQ z0%rC((N*cc1YWc@p|hHp)a>ifc0Vw_kXLt>*bYdDuh)nY$ch!38H?mB3^t0$E7hMb zT9qSLg!d{q1R>cD@;2m(FM>}F6D)AN#uYs#-|2l!3@j+vRSN=xHK@W83m8RNF=|FRxKQHvP;S+{zLLnRd zN*->%>NYM=eIk)>57~DtaVUi@DIAO+yGVrR$M(!aO05$qjy%7Oi|1nE5344H_gI zycQYLWY7T6C04aP#AiQ8PIyiyN|{6&g#>mf9|AS(UTU{)ZId2BcTo%lcqkDPYyX`n^sl62+x^We#M0JJOkGc(vY zOxkV{b$2+c&Hs~fDp&PU6tnP~Ima-B6a$d&F7k=xv z=giJ1wj;W4(qxD$sdD6dYSD$z9Ss4-8CmJLGLW5JaDo&yao%^>o@H?>CXT~EqIcz~ zW7cVH+PD`oFhAoRxd#2ZvU2NL%gtEnD9e5f8`gS|lP=wTHGQ?u*B#FnH<0GH@*PbV zU2pMH-7a@$Roqv17>ZebNg_6_Uo^&>Cb;}84&Hozb!l(96N9(qj97yvMNjY(ioe?u zEvbWRz2HZWtx6mKgru3W#?~l2))q-@Hq~F#mTKNDKeD1s6j4IzuWVJUk@+v}R@czx zCzVbT`v^8FTf+SuLcQcuo)Vus6iO<>JtoFdsGNA}G;&XkH*)rp4smL{700)I{@hm+raRK~gl+bFIzm^NaoBv$ zng_bSHHujIgux&vO_G*zy$j6I19#xli#_rC5ZEpNhV4dCTO$a2c$Jc5AoYZuVB3Q% zftt~L>n97};#_=vHfI)%#cNVOZdb`NLFKbhpFTzQ#izwLua1@OSaw;yZGSMU z$U==KF%@@H^L2&@Tc!i2C4U$$<9yttvi1JWz^R;%k05t9_9vvE+L)3_!U&i9|EPNU zyXg00HAWSs3regF{oO@`%R)pD*s^KjRM{lSQbL?jK0RnTuB*5^Ieut_O=n%fe3fAqt3U+tGEn0tz{PjBHQ?b$4a$rqu&uQZ%89XMmu%5x6dze@TtLwi^f1OBfZhj1XC`oLRWpr?@3*tv) zXi}?)0r@8(lXu8Rj7`}Pp)-YeINfBvKvc+pN|9TMqBRYYHUb36R z&};34lP1h)1Gq|QeG7_L|ElO>@U}>nM?Gb&U)lZ1*&R-?BJD_ewmcpk$785iX%UH} z>J3WHAmDIK2INo`9*$cgId#d-0)#vv-56P$PBj3(vaIpxI1XnsT#AG+=-oUuO_M+# z>RR4bdD~Ur!Z{Idn}n;oy@VQ1eamR3Ap);2RnT&2(M+Qv0|H-%g4^88lr-uXiooT- z{8S06gwS987afGY1$gtnt!d5qzKg%cWWDp40N0G3@?sA4XSB1gnBKy3XvS|yZ0LK0 z&wElxSA>IUR}_uiU_Sdef5zx%Z_J5_==v;S{TutOgH{N_A#-eJdYXc(@hrcCkYOfL z<`d;R9A>VdJs?B|d)kKQ+F99S9kzYLzvbi6@g=nQlWhZtt0ba0QZi{Jep@yg()Jgk zR|%MAja0RtRNU8IKpjOmTJfaYEEyMi1{e@0@bi{vR?tln&zI?b*>UC-u@EO1y)(7XDlv2xRXm;FnEDq!sc&1J;Lz%T* z**E}3KyIGtO@BTZ>NjdARsg7ev{!oUVwsGxP*qz7L?go|$mP0}Q@sH}`;-d}1 zJmOil?1Sb|gAGb~Aj5ctC=>~}yf+OQTiuU$mc^;YRgmPz?f<4l+|m|)B7*+wGyQ%? z{I)T7_L=eY!At|-Rrz(#qEkfDdq=QPLN}i3dZQVu6(e`1*gNo-Bgw1_o*y3j8o5a77mpKJR^==nvCHA5;Zh%J*9viL14DEj`h6{$ zcUnN!P+G$Ihz~(LRXmXK*8*SII_i!bTj4?%?aWTvq^@CoPizOeOS_=Ku1%A6OQ@0S3RR-dRqWloDW|(iIefO zgumKwk7ZCimLbMNLHS6*Rr^e6jF&yCvS(_ujiyp; zheww+{=VRtZltwlg#VCZ*e?PEMfM*ZD;b&LY}*939V$*6s5`&DsEHvfXB$ ze_J5>4gI$7*j&d+FQR4X2xL}r+wWqTW&F{GejxV?s=*kYcVFa3bB12nquIY##kBXN zlVHh_s)_ylyfzRJ1;=&;xr#XT`pg*-Ql~|NfNHrW`j$fx@Ag$;m|C1@5ijo$L znOg6zaJ3c0+ zZ}F|;Xy>7!y4Azxpon=*m^D=%IanXJhH7u> zux1tYKvi(!-OtQF8uf|BFU|TatkVQ+RYd_7A#StHGo1{pWH^7kcS`N9TW%A5Io0_P zG$)tz;t}+H2G_eZ0~tEfb4{A({&-=%kn*@!CSe}=KsFx(WB+ODTa>egt&IUg;6!JQ z8ldgp(X)1Gw~NCmP1e&$fFtaM6*KhO z7XINg#0=tOMT^Z-5Tl3KQs~tX*a%1#=#VJ1b6{Sh#$)7gpT5g!Qt9PI3aK(d=%a~8 ztV?XlpTM@Og%U)sSD{fVJZ-@mqm!!q8mdS;0<1&jLrE86zJn^PgvfNoS=$0>JDGPy zpe-=+O#5~)`z;IDPceyg+qYzy3Z#2?vfcFakR&B{GT}gD;|b>2F-YJdkhvcnn9+NV zZq1siNd^xQ;KRRr8pS%?DU#HuN<$ap+Q;?rqRcX=0;z;mnbBLshwoZe3({aeSa5Nu zZ7eJqEE$;cYzE}+lFyI?dL?1cRlNh&vOazox!&w;txjZbBf0|=sP4l_^PmvrS|32P zk4*=|6IS}i7oR>7kW^c}9;;~~8pfo~nR>c5a1dxOIzxriEVuFPXh}@tg&yB_Iuzx zsJO73F}t$-d|mc5^b{}OM#->>(av!5cP{ywy&8G*7h0t#Dh6qz9sy-T;soZt!+-v& zxRW9s)edog4ghDRAOH3G<6#C}_&u&%*j(PW=o`&h?nj0&!WDkbxc2)s9>{(az!7cQ zU`_b@D}wX&x9;;4xOrHW%2kHo2`KeLn|G0j6V}?&$>4y7He*>r9<5`x_k&Oo%DAzO<+EgOU@qecx=ysnH8#0xwSUy$JxEPGXy}tfmL83cOOZ1(j)E1gu9uU(w{+*6r>7mt zV^ISw;hjhfpaw+5qf=c_ZB|`R#bEfsi@%DX6j~ zj{S=93QL42>KI0Y_= zvXHa0vmkpyJH0t><|AqaDQWecm?>psfrTUzYQdY(WuvEMx&g4oY0zo!{(tH&K#%_U zQ+{}m^go|LfPnnlz?b#~6=tc)$w(y3c`M4MfL&#|L^-AT$nWg}Z-J*JF~U0+>|(@_ z$q8h(J(8BgyX;0&37;1^6b*rYX}|+bOX`aS8=K{~boOQKp|<7z(R!pOyIG^%d*b=0 zu4@ZIX~to8uh`3s&4r10bwQw4X1RklOjgRx{98V;Bpy}|tx#xrWbS?;-{W9%hcinK z(n4gn+)JQ_;8%O%?FiTt2x@3I!5&+TmNtGlD`3NsHYXD zGt!gTfLHV`;JnCUF4ADvC7w#i2!A#a~+jt+SNa`(_s9nh9CYN7f*Mv^% zM$>x0bcp)hB5`RdWYs6AVWVN>?mp5Q`fO+l&8dx#)hW1IrQWP`_3OQ!h6rm&iUY?> zfEEO%c~3HJdvdZ??HfeyTe=2^iFsiS@Xa=U{GPd3Vow!h^E%~n68f#x?qpD_ooY(Z z?K!eqB3M$P1h=H}`YOP{V^z$Z&17IkWJZoN*yG%uzM44U3L6dlF~z5sFj-)b-5|FC z0SPj}D;&hkuqU$t$~To1Rq5+0r2e%Pe6D(JaG32|!8G-cyz;|C_=aUic94) z`y)ZAHT~bPZ3&$YS7o{l@jtXHZ%}hfR2*lq6IA4r;NHIC8^e)auB(Eh<1EQP6)s-z zY=bBbaraq<^CJl4wCG3kQPb?;8&1cm`#VR|Uu>6B;$fp|0Hlh^(rm}%S|!7? zj3k7@R{*MhQH%s5WP<$*qgMC@0mA-k&z|;AfaJ;V=M|7t@j&tXd)%-el4DA3J64}g z$!#S3HyH0|9f5B%SraoyNINk)-8FqoTvHAIq-+ahKhL#zPOE;a%afQnrpL=#{=!`) z2r)~9@{!GYhdZ7tFFiCK8?VjN^k($=*Ys~pTU}6Im(dO;DGi(+PG@U!Zq=kWv@O5S z^yDwFwWkBK+5vUM5aMiqcZTh0 zOxD{$&b6l#hG}1UgCY8;swZYFRg2o6Us5o;pPqC`Uq7 zo&)V1Ae=nE*~@j1q6$ArAaZxac0{9r>hPX{;etZ*Y%RE)DVQRFpe?Dw2i!N zH|v1aykSrZliRf`5_1{O=MtU>1z+*U1h(aPq%&877Bq<@@JnCw~#5dLl_cd*`#I2o6d0Qvji?m0sTBkB-G{s@qN&|E;PZqPRGe-aQZ1eE%n&bhi4Fo z{t(ssFjctb1%)q;nS!(CjD5Dth;G44(e95gp}MZ|s7Qw#`IAP>WJIwln({g}OifG&sSU&kZ6_qe*v_jxaj zL5+MsZ4jnM0xx+Y8KO`kNjD1UhmRII{}MFtIsh1!hf*2SJAW=r{t{qM`5I=l3MMp5 z+LCfm7_pOfMsu+6MtZ#u_Jvq0t0oISRH@+#F1Vm+fo9I$3iWJyvnw4 zW%=8qi0}mi-YT0rlDp6gu64f=yDCtCq5xQsik*0Q@YC~kK4yb&ZP#V!>TA*kv40Ax zBdAv$A=o#I$Yl}5v-^j19NpSG*h7T;DRWA{0o?bY2lYby;vL(9&ep_}n!Fd(nPuWJ z;^~M=q@43iFUSft4LKI0{nn~7Chw(z4rcMp^_HtoXSXt`ZL- zupI-$jn4V2LisFMFCwL9^aoZ~!fF!&<2ovg?tMBnn@)<2j;A>1r(8sL{B2^BU$rkJ zkz=1Tcvgq~=u$B8z^0rp;!%5F%q!t#n^rvwLSo+(YN_`pB+_3w$51}^GM1FFI@5{7 zCG%3-S^k<^ZNvQcvU$M%zw=HHw@CW8>!BKJbEPCR#oM0}w7|k91(M5Iq@O3hZ=F@k z`FW5Eqwg|g%K7$XEfkkbx;EcfA#~!XxII+u-6-{8g|xnBz21?YE*JH_SXn8vZ86s&jYa93|?IZY}4Gr zK)7SPE2!Qu1Oj(N0lJx%b+_PKH38VO{W-TkcR;+FM{XI1ERJvMhT1Fq;H2@{gBHVV+n*mRKFv&4etFllMyv^=db!`N>02}+2E|0N zr)I-;FSb~sa~+Gj~|bgq0Uyo1D*3P&rXyT)5E7}_FL@Exjv(NIgG9rSk56%(v)eI zlVLH^Ggdc%39TFY(HV>A9ebI|sxttuIhKwfJ_QvYQ$KZWw8Tm|(`TWM-Ph#O2^kfS3ICEglCa!@nltC9<(Sjz1Mi|+^)F_-SK>w(l_n2DwODd49U zD^*hSYty+&Am5)Ag>pZCpSuj!<(In@;w?!XF}vo0heZkV}tu*C#3;&WBf zzNoQ@y~n(Hw32`0C4NySR+DtEE48yn2C-J9-_S%38A4drg|^HkN71{3f~R)Rnemcx z>H)KZitLYumo?r}fHnAaC3~XD1Mbn}i7Wmkg<-dRyhj6Q5&6TX**Q!m>Nq{uYM{Z} zq}=+ydFTq_93HbKq#=20dJUMuf+eKu>y{P|jddvL^$ zFPSvPKviP;rBDuV0Tae1+9Omk)E@kZcJ}DY0jRm3F|*p)m_2KJDZ4-vibR0dEy^{I zcq?{+3HqMu88cL(v>CETn-P~5QXygp!?NAbYjwY6tcpedJ~H6~PGu)p(7^i@27Vz# zL>q2hz{1Z7UhlXPUH8(r)7q&hR)3U)U+818@JW!(MY42NR2uPPcd)WsH^&`YSU7Ld zvN)EY-y?Gql3e{r_NzB0HIK)ke9l1yItfU$M|qoSvqar*;~7fkbvDguOM$}n`+v>J zg`?RrlPRQuIXD%K%^K~96vfpo=Nu-#7M5s6Di~kXRJ^~a?ah7I*zZmmy*E23DB5#} z$~SRyyvpD2SmzDa><~4@N#pcxtMfoW{yjWd0%o%lyMI!WILsyW*=E%U<)Ep;(B%DO zr%D)`m>&~!@xy5|ILYQ#)T^yWPZnfp?zLtf4t)lw`ZJl>?K^%u9gr>%6r7()7)_dQepf7~n@( zTP(TPR)tOYT*ja&Hz%Tp_H$5cwR>;di=H-l)c{X}h9ElnVTso+UXsyfNst={Ep+`^qTU2w>gP7%_;T-Pl~}kydyuXdz38 z{YQeK>RMdc^QiPi3C7-oJ&8UM*fZOcry%a*H@&Ii2*dE0zqF4WVVW;dGlnE2ks`|Fo3Or8-4aU1#VBK$$1-;F68ju4 z82U^3^X5tadW*Vm-?|KYk~yl0F~`42ls~aDi2F!#1$ac6{jOJJidX9lJvYJ%GkWwhXH^)s#E zMX%(Qis01^h|D+UmH!?+PX_y9hqLjI-Na$wVraa_&eM@B{djdy8$XZ%QjoEwDq5}S zBe*{og+MW@G|4;S*y;|X=t0iEN+zSM@f*U7HVs^P>@DnOAVMu>M&1%pq%9_r+@H^c z6-Nk#r)+aRnYA)o(lhiwQsFV8GQENfRT;$%sLz4=36?b4ceqhc|E3Ri!*Mtj+=pjg zk+lbY489K(B$~*O^t5Y$g!GwG;wz<6HO2fQq_$xAXSl;L$d!(>KtZ(SktJ?!^;TS& zi_+S?`!uQOn0uUzJJg?CYtlYco53H<3uw=zACbR?Mc1ESFZ=l?Z7uAirW zjPld=k+hzX-cpFbkv*wa)1uAvLHErQ=K>of8|A^=~+gN zDUFuIe5=6?QiU3#*z~B*q$1;?FnD(tX?h{B4QZJO1(a~EcIpw`+&2&d?KO9Jo?FNg zYn%$!ujemriB#7*^zSd8%*HJ?Z(dR<6PzqjihMuXout6RFS<3w&v78XpA)V8?}%<~ zmA?RFe$8M_J3%px+_8G|J% z($l|#_;L$mtv`dpo9AJyz>W!D`cq)q$V<;)4zjC7z!X4ly9^N~q`n3GIuO+uD-r|2)PbV+PJ0|qrz(Er z>o)O)r*~-m)MsaEghmtC6sn#2#C4)1_ffMK3Fp{EIYbXxj782)aHhu7$ebEW43o}x z$p~Wx`F6dIl;6rhYYfIwjpL&k3^VpCoB}!gXIIPy4ZlRW?0$fovHQJM=Ylmu-))*7N>1 za*Xs`{u}$!)xOQ&FQXf%oM0b~5;s$z4k|MCk@ge7%tHy}`(JQ0P4b>3%UO~d%YWc# zs_Bw{aI`hWAY-dwdEW+Dy|X2x+yqq?m)LB~Fds-4ourS+7(jtFtQo1yBf8e+=^$CF z2oMb8Zj?h$jF)C$v;sU2WYS4K(g!+;1D-Jzd+c|ay%!lr zyom{XvEZ>ftQXQbWHBFs!lZ;ZYBO((&eaNNgarQMaSg8a7e-za;s+OSdFdT>VK;|$ z`l&G#UdG39KvE%>X8w&nAH5*$ahI^0F*s~PYr*3=B$#Dzc{EW%#l%brCM4Qh3=in6 z1wu$!SjvweHZI|%D>lkvH+U&O=62&vmU!~BF0a@tC0gW**U zkPD%1hn_HU)91efD0O7}!gV}7vnRWmoXZJO?~1iJGU|I`^|jy5;{rEzI2)XTsgyVFS|KNp{UY7Wrn`6;S? z29_{I21@@Z1#Ce6TLRyouw(7P^RmO)T~pB&1Id+-1NSRLA-3ZNXB<{c1!rGw zj{6-~n_|1Gz__Fs7Bd8@NB|5K6}+mGgc^#+(pXaeHojx#2)4Z zI#MHBP^dxW!4%%A-IKOFd~DB+pdAwLj`N3J&$gO^)K6ze!C4aWre4EHL&(|^&N=wI zqLu$?0jPTds(L8BkKeYY6LI*Y*kT{NF|In;uYhY4j(z^-VW@M5>q>^iJQVP1EUKMS zuzfjgI&6%J=5$(BPqhD|&c}US$8I%cQ3`dQ|K$7gLtV7g`4fV)4H-#(r7JGYVFCfi zFo!=go8LuF#gn}5AUp3%(3G(XZ(fyHBtd84XyB^e%+u_p(!Ylb`zA-^rQVrO`jxv> z@^S-O*FX0Q?TA(*&?^Ovla=L2@ydhwsCWz7$nx(mc29Wpg)C+-zr5->3MAuH1|?s3 z;6LZ~oa{|p5cG4he^~?xls&bzHqNBtxgFXTi>1|3uWAJgaHhdW5=wdLjZKfC5Xq@k zxJpg)qgH=n<|uf)(QHp@kP17|(B;q=t@9BH-xQCCOTjbC$tNE*16e^w8)D}a(uTrv zMeV)k@Bi55UT=Zj8fwFIG2n#Pnf|${yz~PS+W=QJgdQM*h2i<|#7hS2L%uuHGk|-qMcX z*VpfFDY{?WfC>uv!-0hJV&a%3mlYHh+hj;UqdX2YFUrF@_49%hF;&GWv9fP$y$RG> zyDEuH)6nufCts*upF=Z!UiQ2rX1e(|CtCegNP;h)58T zIhSXN%(OsbvpkcEIQHvctW?>ihFA2e1yCmv_lM1QsTJvR(&%Wtoc&J*GpLbH3mc!= zct_kU0^W8XpDW=^r#cLgSrZ-jzkEWwv%v?G^Tql5sF2WT&yFg6*mJ3xOl%NggA#N+ zFj18Qfi+kD{W5Q5P)W^Ic^Rdw9$hPWY!lclds)`wY7P|prh`?CA`;V7yx}a=Li`(M z3&ZQ=r+i^FVswPagB#Ng~AbSeMH&iq7Zpv)JZNUVc$FPae+u$1{}qOBLL4j*j_!*q=CnG@ zGg~C|yUk9QuZCdi?BaQv1BWj?{I^o%w@E^u40Ak9{qCKGGg7UTJd@$2{B!0rg9(NB z{JX8s7q|G@L6rr7lE0G)Iq~nx7VTT^ZH}002#&7c3~jb_;#cg;3fD2l_nIT+ z56SeJkx}!_pvndf&`7-8{#`-i`nvM2^6qEhcs_W|j`# z4&Ky|O(%<~ZjJL5RzBx=FCR*@u_xV3BgB}wKv+dNcd&b|yi)#w!f)6HJ8hNmlWn1@ zKbokP-JLlr;F(<5UL<8bTDU++q?QXEQgGNY0sg#xVvtc>}sacj9UbCZISKHoV& z)4^}QxWh{zhzMPa$gu{ceegwZYCdgU6hB;pZzCa??GW}m^H4m@cPUJpl>;@=ARk_@ zv^dZwOebIY?mQL8Nc}Br>(43E@QFPt{FEE_GBSvxmz+s-ROyxNTk*EFn^nYZ2delY9dNw;K`DIjZo;(HhEN6DspV6(tX780Bme=uiO<@GPTh>aL%$mdr5KV&E;MwE4(S8&8oLd|=K>(qR z7O+QfAKVoExgy7Q`-CS1uH|Wrc0%vK`EkeL$nFPN=UyQK(VYs^ZyHc{It%M!$6a^$oV1kV8)* zM3K4Gee_o`shl@%%Z9W`EF1vJyMJ`lj}Cz4Fy4FQ&)O*vg|l0wjeq%2%5`ktX6}RE ze=VPer|dd;lOeU>Hdwkm2APxz5LfX}PF}lm3lY6loK8n;GHOh;5(gBYpWUVt^tuh; z(fOi&&V`w28`sPKn@%zj*9am-6y|EBnAI}eg?Usp`hx*^1Z8e&lE&;%OaTmuL(Jma z`|fU!C+_kM)c}SVTGYd%H>3#H03Z9Mub0IOZ|GjwfbsxAdJ0L67=TFssm9^(2zi-VTJFCpX z?gYkp(HbGxNayoRjD}ziqQ!Xw3cReX{}H!e31imAj~~Y>&RNe-JI(%XPZ4LHe*pL6 z10_|yu~Ym809r;P2DVG{*c!DJs_;?0x=C3l!S%~|<@gc7JDuL==O%pq!;(Nr!SFnv zuKQ$E=GpIvX1xJk?D$c8#ucn(t>8K}S%c`d1?WniU3F9p4v^SMjAC2n;%g(}qOgIw z)=3@p_q6qIFtp&mv!QXE>v=)59GmpYWU2+!<-rNnvSEafOz?0E!?23@4WkGPdEO4a z8Xskc>SJg7m0^f|h&zg25uE|p6Wi(y0mre`Q5%reFhiA>i7!LsmF|@WWX!&&>6LK1 zI_IFs+aL76EvEGZ=h?(K|2irod24?JpKR$dqj{TbTRUCEG=Zb5v8?)!L2t8(=v+g) zP^KKy4dkLZB@IYrfB!E2s#xWT{-kt+SBwyj?mvsTxx_bIM0q?fNQN)E7aZzAMmR7!1lY=eDv&NPMw6Kw#aDTFpswJ} z=+B9V{hln!wxlkt#0D7v01#4$cHsfL|KCdNM$&XyRf<0>;{ifP%wHgmS)$Pw<_}JN z%OL_wpsl|N4%p{pn_}*we>+pcX4U}5EgJvd^|cp%T zj54+`nQC&b3NN{RIYy8yiV4_4NL4E_=}XyqoL7=V zix+DIBJ?W{M7i>eB;)3_z9imh8pX!_Z2fnc0{Scf(Qsaax)-B~ixKL}51xzw30CVz zqFyBM=%w{eeoWntO3xM~Dz^8xg!%B+E;Z-cmdvdvOn4g-O{}eBduoYXGbwNmOQkr9 z8vESEg)grXqGx0%n_TvAc4H5Cq26w+nqVHv91vkrW*m*d7Z_VMF`J^SKdfH~;E?pxaKY;b=1?-jJ;jLMJEj^^f_l-`u*5`nU(D?$lH0t%J*5sK-8Rv&j z8>R5v?ou{Z&)Ey}g7CofkdL;~JvplmV{mT%N-r`raPIUZvc1kVWRV!?{A5cJu%LYV zlcwJv+~zMRZN<4j;sLC@MPs4j-wx9Gmra^Kd#auyzD9BoY#@2yo^pPu77CuglLk9j zcAp51eb-DgK4I4lkxz9gSsUsOWs(d^)V$ILMDfv*Me;X~*tjFpDoIDR6RH*IS>`^# zRqFh^b~!Nx)P+?|{&T6{kC$C+SRNxLLZo2!)HuwQD7zs+24)wRS{kUPM}OUjz48|` z>(WVTg}@Y#Wb!9!iX5v3jJNwH8Y25JZm4 zL@I)}AJk@yG=h-{w|+Uc{q^=55V)dOf}&nXf=APL0R!2G{y5(lS*Z?Ew6tpx0AUvU zn(!-2Hb*eUrAcI^7kkgND;EY5DDKS6;h8H1FoqBvI) zdCC1^$_|8rXROL!5@6L(?xREC6ZPEQwVy3bSxSk^^srINBgw&reo>6k>^03Q)tXm$ z%+u_-s?7F8T;Ml^%t0VkU&!lH!6#Sb#FG%mPjF*K=ZIO12w+SvpZKr1X27EXYy2qp zfb z)_WrlA)Jr+pSv77Fv4n>qc`O0?nm=kR4x61G2$uXP*d->zscI;l)Y3KO`$dj_dcq7 zR|8j>UyfEgZ%pGUl#5m=`sloz@4#Ic0Fe+0o}HIV85eLh6y0si#7(rp zy!IS?7z@&pl(+I8Kfvl%20OTwA54kug)KDDbXOUP9l@nmQj$&gsTAT{pae~%*fO;x z>|HN-Kyn~$_Q7ZOHybN9$}K~>Pi`ja5vs4Mb?#359GQ|rGZRvd{|d6!vRDjZ{ASy6 zKT&WWZxK7g0Hpt)P@Gw*(SAnTA)^?RUoHWX;jk?0g*Ns|9YKfN-sWXqiRO)EB46f4 znpbx1TFFut*@`VV1?`t*bXoM?uun|qW<#Admi}3CDd`*R?_t0GE>?HJD={07hy_X~ z2(1z50)<1+Cj6dnn_}OF87M|V8`5FpwD81=XyQ#n`nd0ft}bjw6qFcB2wO1@Rr?Gl{89RuL^#0Vo*24m zsUnCcgiyy&=M7M1(ome&&WpY-c(WJ!H?DF@SgVOK9U}RY=e?C^&Bf~}oqB`;^DFDM z`6cHIXPY%k6N8m;tj(s|2_3uLZcp~@F9rrR6Cv-xt|jgD$iFES1U80W^};MzX_-NY zCx}axWOj=8*|q8eRW=|I}u7xHRMZ2(h?|&I;TWeVzhl z$L>pT{GSs z$6&-h^u_uID)W67c#JiY?e!k+!4}Qq57$X$@rzv-YLQ+7*>Oi6 z^N$*PhXpn%`H#v1p?T>1PSJ2wlF2Co7fB=*RZB4;*xeh|XY&Ry&t|`O!i1Rr_c#ak z#c)%LpkFIELKX#@zafIYd!bad0-3V4SD4@ajkoPc^f@M&uS7@P*%c;E7ok4jg4KMm z@dfXft^vxm@FE`$`eyTf)LGy+@KAw375rb~%U&Lmx){O=))MP@)d{W@d+pABPm^=W z`P-C6T=i3J6Ce7W3>|O63+ON>``TMU}9i{jqw*DZ@^ESg#4mjkVdBUSO%}c74qjR*fE+nu_m9=7YWz5Y4 zYy-MuR(upA**zknPA;4^$+2retn7vYF5u&FV4glA0R96M%1i;P`>{RWr(qWVbc3Do zV&H9Q<5LSOCyXOyd1eYWq~1AE6tEbB9iE=b#?%}QlFjko*ELO5>b;#|S*<_XXIPPm zLzUBp&(Nq=)M}|6?C^;c>(mVy^oL_7c=+YJ>tGowAVygehYG+P?sS^+syuqi$0aRK zbS>H&tk*lI4sIp-KXkm_%oD5gIDH#*RLsZ>wtq`YKZt`>SSkbVL88_!#mpWMBphnr z4^rh%`i9U$r#%RC?w=p~L>U7-J!yQq5ZXB{5r<$Ai$q-MJEnIC|0RF>oMDEf`t3&S zyx}t!pAflD=EznihBXe00ZKBlqO4DzgVcW#bY}__fqT9$uA~Ldye;8e9}sT(#z;LT z3rjfn5)j!HKy$p|c`$d4(`W)qZo@_=b8d=1B8#mwDC7%s!$@rS z1%J_jnJx`52kf@9nhX_qI)QyMUNV*JerlC+hLWfp21Fy3MwWY!PK`lS!wEdWSSA>Y zWC?~(m9G=POTW|8uh3YC>r2GLYs|AqKTZFOd+%%Cd&|u#vR`Y{H5KtzG=hRhw%z_oQBP7jNr7oCuN8HZ`XDN<{vq$jxkp&%S!aC9A=aW8=^ESb3)@ zDRDjOmOa9izYZ>4Izy9#Hr_E@rP=aG>Tkp!$TA1Js6 z$hdMj8cCy$^);jER?1)U@0U8LnSK1O!v-tnXFGrTHun8qv6#zg3*j#AdS_U5j$~`Z zq2CeL3cp=JN2bMZbE&(LNKbv=YB>U?``mxO6J(QZy)-NV^1~Etm{W} z$a^|(cF-(4w$gq~RPSpChB9F0#AK>yl(&cR0K)N4P$O?TZd6AytL-IrKYIsL7k1^1 z1(9&J^?AA9hpX~HYVu$|Pco%WUM?tjyH=g>`Gq%{*(zuC@|v|$d1jfPWWyPzt4{?hL*Y_A=cGRLS< z�xIwS*FdQ57{xP3)tQeTpfOn=w@`|D&xO_%Sdga#O>>i3FYy51jvmvVC506A)7O zsmkH@NYw|Wj(GlNy3A@DmMR^7F6JMx&J?VX87&fW*MPlqB=?dZRk>ib$Jst?-Z>yLe;004W9pD4zaMH{ku67 z!ZKm<8FEmEY~IR8YR&La_b+p(X%NVD>h(jA5cC`MQ#%z90MIcRHgZsz{ian@u8suD zr*liDkge&LNf=>8sbIJK^=I4MT$n$7-K>aVVek}P7}?TPzUy9N>2_5(ZRs1hko$D( zTQ|N^D?Sr8x$Y0BfBH)*uBcU4hXK+4buvepdY|xy~9JkH`2fAsQ)BIVko# zAJ#Psrdjt(z(e`)2yfSUVF-)aRIY_43Lq1!^@L^jp#+@RY&Rj26=kK2?jE@6uVri^ z7($I=zm9OeeEyzT!U7=Xpohl^8g7#kew9z&b{x0_+TMHwa(7GCGb{%co~x$Tn$W8* zFq#E!Ig77ooE=BDb}X8bkB`cm1O!y=b7beGRa5s%`bIV+fg$v)g}_&AUhP97iPrl@ zw`(*%cs;g1H{+~T+EgOtVsB_z{lh-mF@6U@pI~$5sv;t|#5WnkHe*_LLxyj@5>Ks@ zJX;<6wnnQy?@jS^Ar*W?@HBFrv(x?iu7uAYf?QMbn1)DIl)|&J0fm2LKuPp9?ol8S zB19EnkrHM~)Lv_vM3X2y0j-@}Pve!O$l86>`!sqG6 zADP`EA1VUH`Dpmmsec_AT4Yp#mLa!0C=pc5G!Nnq&@Sg zvcz}Gt4G(IV>Ny}P)g*)3nM%{6^*k6j`b;&1X&yQW~ZrmOMR&@x^A9WVDD%ffsuU< zI3{#_iA|;2CcwLF}oqh+W(9`f4*n(gF5g)Fo8fW{$ z@PgZ?0H7kfqr71Tn=1Z*L=_N8!kR#v3B{=Nrm|*Wccha~jYi!DJjV=BrYh1X?#Ygo zQ}t@r);aFg7Wtu2yvkF;oW&ELuYlO-#{M!|kt@5q|+^w_-Pi1rWr)L7j*w zX$d|J6+_AeQv|}9Rzq`rVF`~KKQ?vXxC~|g`-GQC1(_Een!A>llud~a%J!P22+=p; z4kds5`g)`MEp_;qsLk(g&S13aG4XHjW#<$T$I8&k(F-$O3AygCf#@+Vz-Sq*)r8vf zpEim)sMwZwKmDe+AZ*jKf9=GN6O|ydyln?I6Xdn)i{Waf>=6%MSxhbytNY}-i(6(3z#3)pkr{us_m5d?9K-3Exg)d z;iO35!eUB~6U|4rbdEo_#9m6^Us1uaH;8L1PbzNJ#G<)oWZ!q_8X|-@ca=t8Cmwt) z4>;bl(eLFg0;%l$S+>{HyYFA^Fo|R+pg$N}_;WEc^nkoR-)&uhRB=9~6zq}Fx2!?+ zlh!RH`nXWJ2Jqwi=fNFJLyqw%8))XRQ9m7!*fbZJo6)WXt$8)~%MJWt_CRHgn>8W< zb&8t_Y3`&l7HzIFpDJ30)RBR0rhlqBOE)DER5v%0uc>&=?-Z5Rc+z9Bd0Q?5wrwO6 zL{DNClcgom^MsCGxgXj3s$Lq%czJJ1bE9$eShzIH$GFF5Z;CHeVh84+a+MJ81FsG^ zAV(%N@d6MjcpN{a3%y3S&WMbS@!rs{-az|w1}LXAlnHV?6*LAo`#HxNlOu z5y$VlUWV3nNi#s}YMkXJ)2v@R)g6uVD+?!Q;d|S6mp`~{gELM5h*LPKnBt}YMQJ8q zRbia zRG+0sBW;+V(!~YVYzKT`wPY>Tv3NqH9ZplhB5;B1rvC@KD7df6S!z5ErZPu>ej{Qn zAD=-zMg6e6se0&t7)CZHCADM=(BFx@RrRq;2IE@jHNU+Qh&x(1cDsZOFVGGl42U^- z<(@OnVP19czT?vjl$WaJVbZ;L)t7ECMqs8#urBNhTIQPkR3I_E7qYcLzv;Pxf>Ai| z?{^xb<(o57ATbWQXTgBFX^y1JFsNEnjen>?To_`gjDB~(1ysChEdX`4KaRl-db|uG z&xclz2BO$ANy?NBP;OhI>&7oVa=f3#$5#GKVluIY&4PS-;GA6vsj~ifoB>6utQbzZ z4iZXO9Qi#Q^KGa|`K+|C`y-Ue3_72bYngm%)738gAT{SI(&`Tmo+RSMKh#6pzdiVXi&B)Aj><6iwcY{7w;|L#nxRjxKt%`R=40x)ZeE7?!#BJ*(VYQX~W7d5HNOg5we)V}Yuk(#D>-T4NqT>!V zc*_CU&OZy?lwijKcMUoU(lj!9)2kHl)+Qoorjs^Ed>B?Zhc-z!HhJE}<*iF$ zY20}^4#F$QV;=GeMKWjZ{F{CQYYAN{~U`Mvs#L>FVPNsct#yWV}F zgylA1L~5urAb3!s299^wp(e18Mg`9;@{;zJf`*K9u}#0ShxWO4$tyG*D~@5RO--V)*i)#()q#0z49s zWC9)x^o>Y!01Vc{>BN-Aht8*EBlR9&G^{(oFBfuwLgea#TgSG%o1w#qTP8heJDJOj z+L$BQZFUl?nU1L}cC!jy-LvD?Aj8XS=R;sKQLwlD+=WC#8<`ljG8K?#g=RNijYa#C zSgqy$K){^sJ9bb0lzaj zy1<0S^%tNGo-NSx|13Rav@Q#sh#zp$_751rtrMbm0ZrkSUbtiddN4opPqmxxuzi2M zGt?z(LNSU=Dam{>buHNe+Pv2p&3mnAy8vzYhhoOZSdE7t%l|woJ=zjwBavRX(u|m?!QgS>~#sNI!skoYt*+ ziCb4&k2zJ-UE1A>IKA(QX3J&Pbl$<0_C3hU5PGa7o|kw#NBqezC;29_~ z0U)PhamA>xj&k9Kd@^@Dt%9(APaKpX7gpm+&yB|cv36;@><#wUR!(*ucURq0t&(`_ zwGh|;NLXZ>0u@GtLVOBl-29{F{byF8FLx}x`hb_FK!GHRn5Jr8zHEBSU?Z_bpyfdi zcIoFcwmJYYH9Yx(G(`J}Krki%JaY9<(TkI{eGL=j7PWLoPQiHHh!@mEn8?xP+q@2e znUBp0iSD)Dy;rg7Ubrntw997!U`0M*i8NE3zq zUw;SNsFtabJ>A}PLu%M22Qyx;15Lt8kf6OGgfC^D5rBef<}xstgLTuRK8AA;n^P?I z*C9DhP33eO8#HcoGQ}VZ2m=Dg*qM(s_vRajC{YN&}*MTOy_&ecd zrvg1iwjJ5!j&~OMAMXaSOQc*T-}P?1v@yAz_X0Ei`EH;uK*L;}wV1+ZbWFZV&?#E( z&+$cnhAZHmUzSb?hYk#=W_vr>eZ?R&T{J*7$(@#Vb&;+W>_I6(y3OLJZR8IMRi}#S z7P4sBL|oWj0jEUKD2Qo^M6NwYn5Cn+2{F54i6H<;QKU}v0;`{lLY5s3z ztoD@+UZaCHnt|rv{NPM z7m>biIDHgCxXSp}`}Y$l>=;%GWiV^4lxLnjW7Xi^*Bn+{GQd!pUpJ%LCgv*rZcPd; z9viZ;z_SeTGoU$&!V3Y4A+J#F?23{qYFb9&n(i;9j7sP)g%~Ut|MIgN9=@g2z?881-FwP7Rp&eTz=;*TLmvh)T&=et;!z}9S^uXV z5;_{VNpOnZ<({|134^k~FuqG>5U1f~g5H_<`yV$du71Q7nvd}dPT$K8{@7jR{k0<% z&O8IbL`7=J*MD9{Kvfr-$7MS&{)Vu#4boQq$gNmE@0v7AgBQ)AD_2sh07^CPc_HsX z%a@4_mMd*|nWqI}c!t2oXn7Dim_}}nh8Fi``;JJ@ggGC=z7hbzx23U-Qsdxim%7;U z#MdNzAI!OO&I=w@Kc`jXUm9cbx;s>$tGlSo2=AOl2vGRgnir4 z+inzgytZ}i4JW)V?e5c)f`z_>ZSX{}9?PvVES;x@pS=-J?gD(H-s-k6Hv@&9Q@VDZ z!qYdFug|OG&3Y~Woyd%;nLgn}Zw0dMB8U{xc71o{jl?)wj@x&{sEw_o5 z2gs+D@jIr)x>Pm0G0z7q?63Tzx3)ap*8GP>RMugi2=j zTXdj488XO8MWo%~$ozD_X5dei8j30KKo3PrYW7jbmuA-RwgtFj=_&_DA5Y|1-piwi`J7A;u1{bm7;LV2YEyszPsGOnkM6DwcW3x zDnpWQN{`Gp{aqNfDt2Ij3w29Uo&(y5rmLp3r~zuF5DY5YdruL=}BW{(GNugz6#Yc!0Af6;vQpIpVcbS*($rtgT8CH zg-q#(nJ81zK9l665Gl`)iVj81hW_j4VbQUU0@yY*>YQDhZ?G0tuiYMp=xP^(jNC=d zKC6}}%@Vsj8Hp2ZrMSHkoAWkOnTJnUGrt}5L8W&M8jm&v_=&~lB*xXX7Q2I(S>WDK zGrhM#jn$ZVxA48KHWqg9C9_#=9PrSp5PerG^-)x#^-H{Fb)=qj~62uEVM zrml5d+NbKB^s_jlcJ5G32qllT8{ifma}~=ns5V4eSBh~i!igdEb+*61xrW$!2zjx- zY%&$+fJNVgJqRnv=$r^k_P8vJrPnE@PtHSpw&U6*LJXTCjsnWXsm8{WiZ`n-xo+6# zjaPejS_$QQ|ATNDN#eM(W~H;l4B(Msd}L%;9FSxAtcA|i#I$$7{6;<+#3R#UCURdT zNXXKVO{-q}ahp{if?=mkdaRa_mcz-XK5cLn796d#XFqvX9-DOyTZ{sMidCbdptbfH zx3=b!5j_?obt|mUr6gqWjX9UNF^}V9WGiEOK6r9@!WdH4ZTSii`TTV|h~SgREVZBZ zjf>f0jmLDq!V2aWqtbq|Dyqm2`oyADuc0M1j(=x}l150=v0d0AmJoVkDvPVY)dVSI z;mevELD*}+FAXn+QMwjDYAD01Xc03vxV6!YXh6P9X}^a0Wnw*@%cVVTkqWGva#B6z zLvEi@`0anz=WCpKv~OWBrw20M_Mn4bTdG-8uVH=v-HucQxSNng<{Lk~m{8xhvev%> zR#{RU;F^NCU*cElLb}H%Q@<{+&fRtk*6hET64*IJK$d9%G*r&Yz$6BXw<%S~SkDru z$oodBf5PWis4gyn`P6b`-kQJ*up8>Ng|ML8h4B58YOga%?d;-PiLmQjer1g0bf3a@ z@07ioG9dMH&laPS@)RAC@(r0@AaE_zz53~x)5`X>m5}yWOj+?3)c;q#gdGX%8KJxzDX}t31bM5RSseYwbbty>D+iAqF z!tWQc-bJO*-pE4b#Yb))F^wJ~`~vO=OzpJ11K zir71~nj&>b$0tRc;LeMc}?}{*Z7NbSRfs3`>EhAt$VRKI* zwX_?TOnzkqeKbt5xJyzGV0c*A*`oEt{cN#<84}34C9pC-@>xYp#p9oVsev#|8>h#i zs2PyQC{ibea2$XB7iik}zd=(Qka7rs*nhG3Yf7H@ZTt<4moTNFX$3~gSX*q+C#Grvt7 z8uxeQQsm{a-?lmPbRqT5Ta*e$kAt^VU1;mgIY#^{69bA~AWby1Ud+$sN05KtvjQau z8~ILq^~>Xcabw*G>(ePdDlP;t z2v$N)(3MH*Q*;<+?H`n6LCVwbb(GWAC7D78>+C=Dm>Z+3I1xF&`trVnB07lRe+$L` zEEHWdXGy!wcc@#_p&R_lX*?w8?IuAqUc>$22f|i6`SJho#*6qllO@)o2Y#S&IC@>mC5*Q!$KN7 z_*4RxJZ|I7%eM(JvmoxEtcvSpDnZ)av49b4BR{^jnw4>nlr{^83E`0q*r;9rz}&q# zL|I6n9%N81P|r7afaikRbbyf0F77KXpSiM7?}n<3&+F3EnMDta1qY+-bo#6HNI%19 zN*Bg3Wke&$QJ|l%9XcEGCRKo|h9@pkg*~B3%(i+7VRGdJtT>oXlv|%FXu_;G1~8iI zVuP-aE*33pU%>riaIWrlKJFk_*N1DVSr#18vtKj-2Q?pDa&^kCj>NDXnqVU1-p_Zd zY+kl>CrVT6L$WYdKk3z(jZNuj&dO$Uz`SbBbmeM^j&b|oW3Xq4o!P6(`YLn{+BKYN z64layKU5-$e4nq&hZ4&V66+wg*}caw*J?orB`bEDYN*Q$M%phl!JWHzvB;sK!YpKT z57`pAx?^?MeD=r5PyWmArvXn|74i-=%KoApA->ZjJ9PJ}rN3xh9=(K}8z&R%8!~~= z2E!b9{>TB@S?3)G{k#H%GOzgL+Oia=$beD~Y=)xe@9D4=54CSK#k#OcnkM5tI&{j$ ziuHVKB>7fRzs>2+^%*_1Gn}dBXEtFF1$~T%d5DGJB#0?9rq|JD9hDl|H8i{(fvRU% zTO)>lpZ*>xh3_0-R?ks^dl>8ebiho0G>D9(nizEd13mnlLtRW;W_^BY94S zcu*_bG}DqRaRShS*kG=O^?04{6vVI{Txry{Kx$8+pm%_2-u>1GCp!lK;{{wkW;Wd; zW$sMK-cw;wVi^*@SK+_SUBq@Ik4Vp)q8vX{Aw8kf_Zd1fMZ1Q#JX#Cn`tYc$Sr?HK zPGAPyCDboUV|A&4AjN0xW^lA#PZdb{09A8I9L-pRScY~PNa{fKbUkR+52_Atfj{i? z7Eh^r4~|f$jP5gmj3-nmQ%3bE4+IW7Q(fuQDoofj3*Uv!}b_>F>n+nOyE0s5A+ii@WiY&lQEp zQ~`L>uk;<^yo8UtCm5!cL8Q3$rJu4Ngcpsd4`j({wjFOCH!9Ur@g>Qw+$k9d?*88x z3_C%{9)|^Vj#%kTTMDv(EjS#xUXREeMW`czc(0s<%Wvc(xtUL%{Rai^e%>OLaUiRO zRAa}=Ca#!hK|fBc-EENIHyH8r5F)+Pi0@GeoMPr{akTP#LTQKyhT@ij(SYO4$p#LK z)dKuAY?&s*)vDD{540LW$zMRmm|5CWVVh+I>&6yP&goFSBQwe2C zxu6kmYnVQV*b8y$kiEr=7vOK5VeN>Qy^3nM-S@j>PycTM>m*f)#iQ*g^RZ8I)nV5I zgc8%FN%;-Qo=SlB9NOqxEFFaa_DD7+-RDYz3@GJP7uISMWnz*c7c^9=98jg`9&-Ot za2%lU7c0wup-7NvMg7MXZ49Ap+*&3sGIONX~aj4ZEe>-D5@twte)+0oonsZpGm$x?L0$Mk4Uy zZ1-#_X&*3uJhI>0907v;t`Y$eNh-vz!VTY|!6I>_xJu*qp&v^xD$%LGs68b=n%_o?f&fkoFN~iH-B|^~U-(EMc-`+hbf@&g3-%on zm#0c$NL5}rtB1d1gPdcJ-g`=I?%jcwdCy_5e5TC+t@IH`%{NI?hu2UkTo<_Pf5sOj z#aPft5f)G6gteee$GH>!U>%=66F+Fg1-`&_B}XX!Ise6x%L#&g%%utbl%$d!<9JQ3 zwRNCp2_HF~ldhXL1J}5}iwD0A>G_B&;(=0o!8PZ%ozO= zds=wOZZli*3CTqz(M2Tf`f2)G5_x~B<5pH-7iz)KMW^18*il+T%z;l!XLf@LlK{_k zxS=SvAU2&NDIT(prVm6v$^*L&e!b0w;#0sc3sJpgnwZ!uuyY=)aWt~3_b{l-iy zXu%JKwU-?4y5`N9&DTPvV4)QvMfgkD>K3&Rq^45Lt8B1ftKXl)H`nY>Kegfz2IsIb zDCQ_YFgrzk-7==QUYBD`)nn0-Bvw+f_W)c^myc;kc3gVQ6z)TXo^UMc_l za}IA`ISIScX{RJku8blDODXpA6HXd;`yT7CC)Knt>Lkz2)HCP6+f}+SyZ+Mj`d;H} zRYFV5zok@B*#o~Y-s#46i4|E)HMG7bU)^;p*2ndI4j%6exXpZGx9tWRR7F`%7eT{I zE3faiDj>An!f>kPUQp+r`&NVpjEIWGpl|mHywe>mw1@7It4^dqOD2Fq)4tjMh^c|r z?r(BVgwfl%qOOZwhslw9ER58UBPsooNc(m)7E@8H>vFSy+4nAd6pCW!blb}nk|#JJ zb)uomLhG6FrP74KA(t}Oen=eiXBq{0_FEnO0Gs9x!QZArL+>hY7_LzhzUvZq@Y2W^-iQiS*##v zX~V^pqGS;^ghueO>&f8A2u?9@_BhCsm*1HClen6*QgnB^N9QPC^si*ylXdb)b$tjx zXR$BQW0zyidhk#FQZn(I5vPcD2AU}@8+E>V4H6C)lEJ;}(Q$Zq=eP8mP&_G&nn`>k zyaUzr3m7aoz9J5MSXRcjF!MwcNe4Ghp<1I0SWBzZs}#o?JVTpeT9|V>R$d|p0#ff( z4^*m${!*uEiCV{zCsbmzhW!O03GN1|xvL=r%q|t_qa`^!(;UQuJf2}>?D|-#$k2t@ zv#{3K07^B!cx0jgy@?tSV>RqHaD?HrWr6IM*FT27a-%`LwqpdmoY;TH{6Yzlegvq~ zl3)QK&Q%V5JP1MZYvMn$yOONkHoWD{>}ifAeAiUrK_g8ePkn}V(P3DmK>TxXT3ACJ zvXV`sJzklq#y0iUFdMhr6TEz-Fqer+bfEti0X|JFyWC|9rzVXFrHUeV3KlfHSSO5t8lzk|+V+=hcGZWO5!qIvkUnfmf z#YExu7YNXETVY_pvlcxu?1Q0UU(%o(5HQKC9F44kfzda{QLNW^+r71z%!r+r*SC=0 zphBvh53gw+19e{J<&;}pP;y!W4S!si7$Km9H&jBY*v^6;qX7F%j;|ZEnRLPyEy;PbotkUHbkJ@f3Z5uPvAY~EcgYbHW5VM8dbk>x|>2pLPa8r@(vKVdT5891)gMJxmSX>F$nas zHm6v*+2N}wqOL_|PqB;!cN9vNr^#aC9Y;ka)xL&(#&v#^4$TwBv1L%`qEh}*c!4EQ z=_64&gBJQau<~;)QXrg`7=~SlVt%@m%iNie5Cd>RCe2ldQ7M<(qv4ybg?9Z}M%2uD z1n@fuG-s~9UzgzmcQ5_Lmpe!4UP~xy}C7!u} zLuJ!qav4k4YUJ2wkIh3bLWtyQztyDd8gB0luX{myhhKdZlcWKYTbJrV;6isHblD7; zVx2T)7V1JD1k?&QWVtY(Emcr7FJz0efNaPh8cDRe${Gy^ohC$n(IWvbD-U0b=h+hS zHG3p`=N251srkg6ye;Xtd{Ce<#^xCh?9w`s1dZ-z2PDUe2Thfe>m@fD1uHH7_3v4D zZRAYlA}Qz~WYY@tb!Z~IT`|F?{W4e@)_So0U2+r%i3r|?mn5Q?P)_>9zo|+PvN69T z=l#sTZg>!oiZ37^M!bs&V))-a%m46Mc;rb|?R~T@=cqnl1kj&si0D!|z{DP!2w?T^ z&XN=l-*am9g*VDR77nn)iR}+J^2@*FZ2h&{O+P^@&(Kj#XhI&SL7T;}&{ZR;C{JiHD zX=CMdV(Pc~`Bs&G^!~jW{bL>$eg-^0ij(pY!0A*ESC_mqJPOZb;A%!4{SA_q!RB<8 zTayK`@T-qN&QT05%(Ft_G0&HgP`1Fl7Q7wlK=h2xVPj<(C{EngUP=$V4;8gmR(l`am-9?yXQ%N0w*j({vBNgEr(o0Xo~{ zAA-ALy+zvXVN8o5Gi7M`(pXMvoLb>5GsM%7gLfYj#c+R--yd4jl;{=CeuIOy3!unz zPu#IO)CDVPs4}$#g!d{R0)mrX7N*If#D!WN$BB)d03F}(pW8ys3E=rHNd8cVeP2*a zpN}YxcBJV`(NgwBa5HS^jKE#FS-6VX#uWqAdvnNGTQy|{DfAx?$hs@Mw84+X^OzH9 zg{Z#?%k+<8D=_7^77en2vGOFqGVE_C822H18cH(Y5&u-*JJnHmL?5>AjOHOu&24G6 zeT%=~b@mE)6EQCrmvM=IY#wUk8epiIS$;M!vA*jsApffF6L2Ks0$h;K=|2sL*|)5# z&aTRY-ZYmBk(pCRFiL^9R5OuZoY;3UNj=EA(SxTZ+gHbSZgk|lUKm(2>XXOo1{z*z z>#gLDh#LMXw!2SF2!(7>ut3RRV`0WdHxEK{qvk|ntDaNxLb)TLQ#u?fJ`DIcaGPaW z(s3ED3f_kjxcdQSo5C9+{$On|natv4o11!j9h#CQZ8M9w-n;$~ixGx0{a9J=NA-vmaZXCDLwCp#R{dd9&CTbx5<_c>2P!!$|1Xl~B_Z8BC&R!?o_4 z8c{IhWs=w<%`jY7;6$mY4S4oqthbJ<8v`9=BQA5Rk6X@CsJFo9(u0Q}PO2obCvb-k zojG1sH-S1v)T6(Hp0T3C&Ia_CdU|rn+v^S+53Cp8jQ?`cj2qug^PD4a*Qd{RJP634~2tGodpZ-}yO~g=_4VMMwcI7Bt+qfs=t?l4o<+ z5)`7u6_KA|2(G$oY(_Rm(aTjq!H{QbR2_qxxK`L+{0D$yxG*b4wRrhBRi|b0Ov3#3 zn|60DK)Xh|gcC}JIQfS0z{4%0SCTcWyE_(SrM&jv?=WSkY1`np0?S@G}#R z!k4e&?S32bZ~QZ^{K>|SjVo-cY10z*8b(A%ThqbW%WW@0Wia&JE0EetHUgm1@qk_G zcJIS^@SwEs=TWQnOC5R7m}sNjq@n_5F+-MUAusrGza$)&Ccag#tG1EEwF^@B9c{~X zbx%W2v|NG3MF`y5U&BsoVPM7~Cw5oZWD)xtR!ro+K|uVN$!}PxHF@0%PD)a7=mb;sedYA{7!=xBu?$sEr$5ei&ah>O`7Lo z>diQ{)vB1~IhT|C29gh?CVp|W1A!fcY*&{KFS!%3YjkO)EZ>%S8I6zZLmRoyCQeJlnxsMv-a_G`aKPWTq6>r|ga$}cMcaKM z=;5R0n`B+krjO;+3HjherALIgxxeqhij`Y|NR^*H1C41sQhq*5LmE{|qVGm+4=4#e zNxYYup6M}~w4Zyj_lNP(vgljUW0=L|!w>wU=#qT($+9rkk0RI0)OA3{zna-ti_QVW z_NLwwA>Oz+1v19Pj8tV9nH1J26?dS$SKPMel?ycA43K^d$wMfLA={+$IY!=IVZU3w zTo1elZ6+>e)VH>M`li3AR6nF)MVG^^z+9Q+lZ*C|Gj1=?%tx)c8^c88Uy~DD0-4Eld2IQ*g zo^*VCK$2}R9A772?Hxly4IMu%pPO%`t)|ai$x2cp0+7qkXCkM2JQz4x-PLI^6H1wtDCPq z`7IF1U#>W~M79Us?>jyxi3;{uIOWh3lkJ@3B323S9?7zoI;69A=2S*B>`U{V9OnRo zJIxA@Fi*f$So)qFDCZKhM~1wfS?b)WKn)SD7$7gJ^)8|%0>O#Z@@JzxXzZ}~ zzWeyu^{#3LF=xpTi~enu?7Nv#!=-A@wD)V!e?#5e%mHG0A z2)U!o3~^RR)O2Gz8_ZAo<*uDpnGmNSL*Tx4f)FDMFq?jw&QBrbb32R(t*es;PDjlS z$F`D&{$!8^=~iE=!M~SaqFpEexn{Ct+m%OwOa5-=C8dhLPGMbv8)W+>8LvkhT@oW?Zoq>GX|WDQw)A8y zxwv{w>%IYlYZSII*ky-j|KcL_)TX@`6D7SX$&2}WD!kwKj9tQgCYSQSM2KRds^d_1 z%*TBttTtpNV*Sfbf zuXd5VDs~=#utH8w_n?YUr)`$S*K9)8k%6KE1gOsoFhg#k<0@qBygww_LtMYo)u~Iu zkjD=hX1~8wkZXXD#xQ{TMDJq$yG6puztz>zul`%6I;SP7f3{hc93&#l0G7|B3P6|@ zqd$c-#G3raIq9Guf;W&dRQQ!Z6GH0lWB;Pi4!a{snXS6A=3Z+GDFN4I`;6rW%ipch zwVHtTehU&aof9lhqPcah7H*&><&u7;sA~h9VlL#{AY(s>F;g#D-wpnehS%;dO(R~m zLu3tM8O&khCx<3$H|fq z*Q*!(jn%YLQ zeQDYq-P4LWUf4Iq9B+tHfY~x^rCdQ^HJRgpYnUxT)`TRCyd-d8*VTqNH;ugrKyklo zwI_(c>cEy6+D!Y2+bnWgl#bs~-!X@$RFhZ%ql7?kP)|u`>7)nYh-v9?4fB-m;M|S4 z8&k|quB9n|T}4HviH^@qBA6!>kH*Kks0$_grT$=ucd~}RpDWo0)b5U8lT%^`9psdXKswZgwyUG1M)At zeh2C-(EO%gVKg4qM+5bR*U!p^D-}?G=ClBTVoiLQmYbCKI5g}!f&hWLI)g++S+w4< zpWhR!n*y+inEL(t=`H_(*UP@}x@)yLKI<1=&-_}QgTJ}6wc}sa=g$!S!s`x%zrB_< zciQS|K0`!2WC*iYb4ElfNhOv0b3IvN(w$xvPl;kckmX=@ZZAh-PAsCQO!H^JzXa!G zoHuJkr3v53+^j1E4?^Jv>L%#=7SA&5CEF?DUORbG0tg8E_h}1>WtA!J(Sm+9yDBXZi~SII_pa=3_|)_B6NO=Jlrn$eB8|)fR=A2KdO&Sw zbY8$p&tfr?mI_pW7z(}V<;^KXLZa_pG z`i-qqGRdPEg3B-@V_`;bnZkfjix&7RIMOjOa5SXfMu_bf8CP{{HyO%e$GROo>X`nnbh<RYo2=lf12uCv$f?7N0-n!ZRu*gsQL`!K7NE960z{ZvV)Qcyf4;~Xu2Y2)l_ z(z7SoB~`{Qx(0*?k!=5RW2kDBLmEDz)}8doEKae@qj^^ot`RQ1p>1Xzt*d8kRNu=j zfdgdPEPElYCJlywHBM!OELcG_=>1+4e>-ok^nMIpNeO(NBK5W6LTSLP&zQNbPPckW~ zn$qFKCABT-nI8VsjmEnw`#oenPbi|SNoz8k@dIw16A=! zXS>@KJa|7Mej91vVRu^+?_7t7mHPTreyCW*zl*rHEh=+$cO*KGgxQkWRMF~LAn1r< zQylGu6-1G=Wjt*NO)yNKdv439SYWi@Ucq@L*g^i&G6Dzmn56svvyYKIX~?eehYmZ!Wt?6{VbmRWuY5|2_Q zT;z3YYZjv{`Xyc-z21Hj($2`pI|(&5%X|<& z?8)%lXG)S2h11LrgmB$@(%&ak)j}4bEYp4>f6$(aeeI-ibFVLfCV~da9^Bfn9>N>q zZ8((YPWejv_Np5v5iobaW1z3a?i^9M<~LdUX%f-Q@zoJMV_*t1UBZ~;WrZdCvYt!K zTEJl}jGV;_iS2pcl)SIfea3`QVh0HShg|BYa?rH$TmJ~ikjWBxc#=eBDtnZGNHgGo z%ki$3Z3BL+C?d^**JaMS$Y>^trt_KPxya6bKvkA)5syRg^(9Va5uOd2=%h|K#@jpR zY_osQ)>`Ck!^`9C@sbqhIcTmR5<)-|PbGS!omC$TQu<9Gm5tJ-wwR0isp3v9XBJeW z`np1;WtiRj#C+ z3%HqO=;7t!ChXN&FMD(R6CR~3&*=>~asTXvI?Cghfm5REd#E@< z1QQ)4R?$5Kdq7AVDTT@Mn9J;!*Yz(gCW5YOxDYnV8@RLO1|&?eki@C}-iS3n!yhBK zA#{Q?jYtUt<5@+-;lCvo*cfeGvT0ILkBy=`*PuLeRDm&5MmKp4>P%vJUZ=4-fXSwMtaa8!qF- zz&ix0SGGOpdLEm)yY#m&39>*L7y4hAD$buLDb*n39g7GU>|b|vj@T(w*>gRU@C?LD zP#>C|EHJvOR5NqXPU85*c*PwKOdr1c>oSy~-<%0*i89_e4;0tSYLJ}5Va5GlZuvV!-RBtRw@4bZryM)Q;&?5nDHdZ&Of!G-N!?&&-@%09E*A8k25le%o_# zJ&bO#Ded~oGF~_E((Yw@O^nl`@x0%6%0;G#EtCv<)tzC~8#5gu391L_ZzlIvct_d= zEFxKvh_xC148V$;c)tQB8!_4Xu&Chi)*G|ULZ{ii_FM@zi9e`i)!&Fkw_CVJwia$D(p@c`DJOV zLWuB2Sy8+7>0u6^)eDG$CB6P|MF zF`kp(W`>ZG){pHFDD+cZ&Z>{&Q?1ux0{xMji)L z44vn~Tnx9c&CQ&V>-sKOz=r(gE8foYZGY@0u&Ke!7alYxn%0;_8n~sUUM!uYCdCG+ z?}(6rdhAO2Fnr*n^@uv&Q9pV8daWDt^(R7iT8-o{!Lb%mH9|S<;&H1f(KhS3Q<;r& z$Z=lOCI?uLVq{ojd5=C@=aqN1COx0sfJGJ^_d?_(Pz8h%5op2~wU5S5+rET}q+6ww zI8~Z^i;eT8J<8DC5PJYQx?SfBvRJDeZ8t*p9!w%zC>Ix*wDWlxDDMyAk9~4|ysO}r zJ*{A+yO_379#$i^i-zKy$;*PgOm>j?nVQPin zA@|FpWEx*s`iu7oU`LOk5`;J280#`WSJqVC(S)XblpPhp*V{~)8n1)0T5SYQHITrXaUN)moF^5N&hoTM+d*h#7mh(P4}2IsVd!G%8%U^^nF zV6}r`F_Hm47=BoU53e06z#xOcZbiC$+=z~=*Q8UYAl=71HD~|=o^F94z%T%t|FnBh zBv-=ILe;Oh@sCCysnb<%Gq=AH`yEbr2{|htL|3Gg6qg?GoP{b?7nkgssNI}xG|GbR z-rM05!mN%7XZlwR0V~*}qE+8E&Mz8^vk)V6yjkXk45gfXXlw*=SY%qJd%6+#B;TD| zvD3!EsCQ0vHeM8kpc~;(y=1cgHnQpu0!^WG=(zry3v{J?YoyA2Ig%|0zsJU}`7W1$=@XI^PL z6&0>gM15k*yB51L!N5qJZel1xf}FwGSWbxS z?dU1U+!ZIsx)HW0n*MC8FyVeIog(s&yt^V;3`3JsOYI zKF_o869Z9c819)Z>3%ZQJS?@Y(yS`u@`wU@JZAQQWF83~Y`@YpfPFuOeBR>VmCD|9 zvY&V0eW#(87#hx8g?cmiCt8aDQejo~81o(McVt`fcEY(wa`_KZ8X(}&S@amF5q5|Y zvNex+iy|{HNhF3?i;8`kBVq|~Sk9m>+|Et*A5SX>H+NyS9Vw<&&07!n$~X?D%IXRP=%zr#Zip1D%tx zSS?za3>k9WoNwc-1jaj zrqP#A%ohCk$Nl`8-FmMIExVtft1;AyuZQsUm4>F71mKwpz%YJI16$Yx5 zlCn#{7>m;aZB+6UXX#3Dh{o^eZIPa``m#PyY*EOI`?K42HRR4)%)`?8XlB1>O|6c6qF*oBDy47FqlIF zcZm%Y>V<_UsMFo#-c9kEMyZ~2{bBM7Cf)E-M z;ayecFwREo0PFYrz9xQ8-7SXhsUPE&=|0m1-Tj1^fD;>M@MXHagxgyn!G|2lcBzik zd$Qr}Qqjj{D@&M%P@uQx3eyt-w#Ck6jb?0?BK-m(U=BVQm3{V_k6j|L`dUx>ZDQ^d ze9RB(`}}&w{HDTIYW`G0MuO*`D*SWm$)4L1Bgu~{`;Z3$%XSVsb(?HWO+|T#Kdd-;t(P4{rLp_wgf;c6 z@;CSS37NVqJ$myFKO?r*xW=u(H1Q&fAGpY^ck`$4SA%e2DW#s#9|L`r&S?lZx8R+{ zlJB4}xs%fz=?MLZd{IwM&k=JU$eL*Z_cXVeY1yxr6I9}=Wt84^)luerB9vH#bcGdg zb;WBHGogbaT=1h*Ag?9{Lp>vbheN(EhSQ0!&YxgtnT;U1d;z@C%dZXC4nP6gX=Vw{ z(?|Ghb#v$oQ8ExRo>?6lblx~R=nB%OYp;wTH)vs&>_18pzYeny$gMMVBz(e7$bkZ% z(!y3|1WP-q;OgXIsG)?(#HcOO8+8hlvU$tkp5M!z$kdL3*g=O0A&p;uW1sYlPi`Vi z2(Ewona4bBLh@m?dEj$U1GfR{q@)@r^Xcx%R)5NZ6ZkGtJKqlhpG$na^_k#MnK0}^ zS1oxhQ1PfI4rB;hOywTtLQkR(qHga&pM6xmK|-S87R*R|zF05%voM6Rz)M&qM}sn2 zhNd+3s~AuWQ8F14u>oRPw!S2r@8Q3vM4PxkUB5Z(uQ;sYe!BIaHtDYWvi}E6y2^$B zD<+*2>|dC47K(o}=`ywcb(79}5`-&ps2KN$_TlYVH2(YagLL9VI%5sg4w6xgr?sj% zSpBlJSN@87aLc^8lTE&|5|)M`W@0x3lA6TR#iOk?H%OQ3g;*0CXY#$yTtzfKU0-OJ#6Nu*JVW;A{8DlFspi|TkezCV*|+0c7jY*lthEXHREGn4 z!>)`S8*c=Ty?DMhFViho76?aiMp;nAbSQ)N>rCaBMHwAX092sx+IIS9C zQvnpK{?N><-M~e5K?$g|t;mQy%y@#qCoE0h`xl53g11J!sxBC}47pRCCldGzeaQ-S z!)B*(yu`arS4m#2^53XAMpwG+=?}zer~b9YVSQu;0l?AdWQvEb$zLUeFRCoL@em?iCFLcQZ)j_Yp8)YUQ!S$ z0(cDU%Ea;1|JuYY?5THyoq$>Pk3Ro2P)Xmq>+g27Efi z&20`iPG4uZybqLp9ISnCL}xIZK2{fu=VCP#OXF$jfVL5+k_0-pP4~8p$&`_fA??6U z_5+Z+rULpOwpc|81!z@A?S_Pgi9%!ZWlBY7`-7do_ib`??`9-`e%@@6~jG<)GdCf1x-EH4MSETQsuCPK8&QTR9 zy?YjXF4wt<1)swA0`^WDzD>XDnpC^rh0xB1Ii^Ccs&k(p8xJ8(GNsG(k(NI&)m{a*yxaRK5f;2;9w-T2? z?RSSXalaDIpbEl-YNYPhfS794(+BIH%O+%uvf*W_`i$o=vg(WqmWN2)xK2^9oA2_K zWTNb>K~hvi!=bhh8_Wj(yy#yPs<;!wkqlLU5D}_*b413OKI#-OUP)EbAb{S-!ckN4QON5YI~Ih(qYCQL72?U*qQK}9g#QgO zh6582E;3X^6R^xH$mT#00Iqh%$t3#8GUSGqv~|gQ)RC=lL+QQ_Fz7w>(cul=9L=en z$xG&yjcC>q{s(kHlW4Cgg2Mv~xI#zE&muGi0UjbA1?Y9N)zGblTi!~inthFr@K*PH z9R4-MhaHK#{pE`hi3uE5mA+0as@qX9W|q6phS4J)xpHJrGn)^$b-5tY3a5VFJiH_F zAD@*YJ9!lkPQAkgLfx4W*WT|l#-;^onJ8M;Y&p(GRD2&aM8wFkuPhUQG5*-Hu5{rR z@D)t2Tm+O4^Jeu4I;z|s=ja(ZuU{wKlDw@mlk#k=LhlEpCm{*)p-J&t-<=;hf0BfW zQ>HaXJZgDSk9?Pk%zcJBzojfM(*j{56#52H)61-QGOO?1Mnj|I1cQ>BG@U#;M&rEd zD;iQ9BUVoJOOpqy=w|8@w~BQ+hx_$WhiMi!g z>)?z`J|m=u_C>8cFcQ}7NB+@et|;J7Mj~=wuB8aoWtoOtbrV2z`nzo_PabPh3sITC zlhay0`|PZ5i-c`zvS3wwK0-MHMXheLFm=-;4pFdam*ySISVBxDGq}c6Cb$6E&JdL$ z@FCyeMpRo)33P1g`$`mMNEPLGi|bfeK#CCB! zh;xzvYvf9);e*RJ@*_Df6@n{~e4f*8hp=iM;|gvxcyPZYHx#RL2))AKVRlV304J0q z%u=ZY|KY5C3~%qJL>W1|~F8j?=X(OyGP38{~9JxucC8aIyCjOF!*V z%52{OM({1SFB`gl$`yzn@T0bD1-YJip+XZ`Bit1hpMZ0l@yOd&8%f{d-c^n8((){* z%D8dKGS~(yul*N@1ete&M^(d^B=-@GoWW3RX-i zQ36l9)EuxJ^KM)w*RMHz)vcmiKD^W*2D2}f;{fOa62p&?m;BJVe8~cq2VE8FwA0$! zshNZtQ`I*&n&Upy421;eFu#p}kJ2X~wm+8#-v~V^N8Ws0Y|iHWN`96Z-FUmxWdv&! zN)9(R(pl3y%zE{>5Ow+W?V1tJvqIyeo~_vrPv#!Xt@KvkIO3vxnMZpWMy(IKass6k z16hEyx-~nw8fzZCbju6F?h^Lzv74?^h6?Ps-6!39YeN*pWA;X+N>eo9Y!{3>_^gVp ziUP307PYaE22n zc4s=uxuWkRCPbcRdhH7zvtB?|nXa^4u`;#mrJ)O8V`9j!y3^AA%dCmBv)aUH#M|3j zR*VKs0_UhDi>e)Mjb@XXTHSN+sjdYo?F}ay(dls@>_7$`E*hP$MO9REKIEZhzp{gq zn6S=UGa2(@&>%zpDBaYeo#)8*%`;*lRnq$AbE+_}v%rGT0Mh}m2BdwdN|pexpG%mN z3@|1N<_uJWA2_>0!8h&zR<^$PQP`W>JI3I6Vhf;KWv&FEx4#;Nt@e{v837>krDj=b zggd;`_x3w|`&$1h^!@8Nu~0s8V9+}iQJ0nAdx?GX;!Vs>SB~~}d9P8uBAH|NRZMUf zfQ?4+$fTX;P!Xs=rn+53AESC4hAW()=u0z%Yz;E0cEVnG?V+VU^d%Ad{*?Ea1q3R> zjOItb);!WEzx2;lVZ4k3e^{=>oTz`?aYm0Ej<`@8AY4ykA1rt(z53x&9IzBXAXRF# zy*R;B8`PwJxs6M+sq#Wq%xFcCchk%7;#`22W978MnW}eBy0TJWPLmv82=86l9B#t& zomuoi4aIuF(6OEfdc9OpyY{*SKKB6wJ|=^`K)ym=tz&jr`SOu%AA)c8yyEf*VV~`? zol;KZ%XRp@r-`aeT|x=Ib2~4tHjDQmsj#u1=-I}M3aK#n-47w_HyPYkbD<9l;w5Z$ z@M3u;O1UR2NEu;xH`}H`wl?jiw>3HxO9`OsFEHtWR8JaoVK?ot*xa36whM1=qz~ci zI>DN3AD&0k@fUfr(%bbxk10N^G4n;dU-emZfz1)jrwGgb79G$!&sbYDt`Y`~4hr(h zOb49e980WFVInoWdS98x0%1o`(@dHGus!ZqB3Qf|LKO9%#}$;3Z!0$IvnmpkL^)=< z{9Nq*#rN?23>9cP(I!67=5Mb5E3U6;{rpe+tLV4?6aFfh!2b<@^>Ftu{8ekXzxk^) zSpTxW3PC;vqHB!6Lb?MQfJh_$RX0>PrMolmJn@6ZM_F(&CeiO!1GfkdQzcClN~{CJ zdBRg4I+IT`QW?LaxRvR*BY0HKf93hkA};Vg+=b!2jY!NCm1OiFM{lAk~G}e zg5>ECt&#C*sSsm5a6siIEONhqps6!?Ea|rI+bMIkd#a`(PZ<9p zObr~=UR`VrS4M+xZ&fn=p6fSesA!y!<{!M_@C}=|Z$_`_Hb>uZ zi$5YMjVjwiA>d?#wUdw%8|@NAX9AVVBvCIR7)gp%k^zjVlx~|z?as9ctDLVZjT%ln ztgU9EbQU+VzU_unWh6JQj)Yv*%x2hi#R84!PT=IB0CWsc5eS_FamnL~P*Oo)jq--f zT!QVw2;O_(#qTy<`2;i>Gu$|F!eke^?Xcj~Yw~f)tC4S)&sC+un=W5vnXxYv0dCLN zvO*RB0B9Ge1QOua#zyQYLtTUz|H(6tRgP=#l4Q7^n^YEdKu2zq>W zI+?i}Z-Gp1xp&&{PR`FpXlSY^HjDDIJT@CEgv3AQd@KSh*%wD|Y^$oe&f|;s!eO-2 zFsmSI%!)m4G^s>ZNEE|XNOI*tnNaj(F3iG1fq)RvBV%`$>6pBtodU?(L|8r0r~IR0ofIdZLRUua0-5m#rxbPitT0Q z4y;7OYXuZrf+2TVno>^iRF?s37*2KeZ64IL-4QV3kalph>&h={?lgng)t4@S%tktM z)a&xSiB-dZt4?s{Bh&VqPTjSi5|0Sp4~f*^z_4X8mZ%8nP((Ped2ayNgG6UJX~;=r zHoPwdgOnPVID(1T>cAFoA_$2Q$)XzVcgg@Gex*HTo(8|+%BE@$!Rf(5wlxONCt1v$ zLa}~xs8AO!&CQE#%z@^?MMKw9jZ;e~xiSI{pX@br$462jjZB%(WWmZ1;hqBl*_(5S zi@sYm?*#MIBFmU#FytGbweL2dQf|Z>M~2;y2$WbTy#lPn)@|qCyeLbOGaHfml_s7| zm_hr-8*@>0ldu?nghNq?KDr*f1`}2l8kz_TY@QTw2f-*Lp7U_bSdupu?6^1KK=WBvL`GO z4>1)6wWQvGj*4y4ZJ6tWVmtdu)lIx6AWvohUNwX`J#1i#r4aIW7~DmF;z;;sAa5JW zLy%B(83WUlDK>eL@`Lw#+k=8v%Pf~4@ek8cuEDS0)w+{tlNgxrw_5*|TK^u({BIb_ zoKgSOR5M}yv*5>r&vJ)v^3R1spezOa_PC9ROH%eUmlh_B3?~~m!&o-v2T=Ug60Dv2 zZ3$`Vq6`-+(J3Iba5Y|$wALn8{?7?E;P~uzh;3SHA2fI4YCt^rSGWLODi)sEoxv|e zbym(~UN10P%~EO^Z1R@}FE>)H8bhe^IjJc-X;4E7kO^#MIZc)2=_6-f>+ou8>7YWB zJfq2w%@{nMKsETUGwvgC-?HZ*H4#{DHUa{bm=aT0mIHM$x8WbrKcMqFVk&YVuh~9- zm~h_1quKF8d%|GYhK31sa%96Y=UPMUlG3*xoMzY}62N-w zo`HUrtTRMw8~u*2a&<*r#+%-q5+C_GT99r2Se(P92LM1A5N(nI3;fpNztZC0gBgFS zod2tX8IF0-w}BG*GCN`tL3pbz7YVEIZ0b6_)I~LQhwl<>JOD~oanT-1PyIQzUuO7C zJ|Yho3w+TTTPFSb@DQr}B=f=TIh9mTs><*93*M0cCY-T+=N-J4J^`RNag_t3I$Ew# zC~V@b=XFX~IfITTqf?kp<8g-M4IO@D#dak^KR=nS7XYH!uSJXokreKa=7Ldg;X8t(x0Dv{rU0ZdFLu}h; z$fwo${KZ04dJgQzn1Fo}FG9J4$fc*HS8CTKXD-L+^H6XcW^Wj(xPwEqJOj{`7<-Kq z3#NW>4Sg-zdi)AD`U2YvX*v?67KKS&}$cf zmCFVCa!2duy1sb^M&^T!i=&6|v-4TuiJJGy(~iVx#UT%mCs1d%669L8w^(QtLSYS^ z80BZH5Ik$_XVK_Gf%sB08(?tjh7{uk0W&K`+5>sjQSuT@R-82Q)l=l5JMenB491a) zO?WjHi*Nm>rva%w?yc8N)7%!#Lh(b^DKpL~!b%Zn5>a14vwn0+Tevjp5A^o7Gb>>5 z*e-T_K6C5Zmxcuc?yaQWB)SKJ05*4CPQ0>HrAfTUR)?t%F048wkVXuhZy``sS=Z;x zObUjFq%bEEOZD8~r68ISG8aUz{AN3n4Q4LAdSA8UbQ66&j?vW`-lD_k3^~ceB)CIE z*gp(wtX-k}^i_?JiW7odmH(ByhMp}aJ~p$NMjNmhy9e-WtCOgU)!$%8X<&V9ZW%J< zu$J{J#;%Nq1aWD_Au)4Srp-!%q)XiST2yzKOgDP&2Dd4Jga!NM6A%m%$oL&}BH}l} zgJd-mlMuCLF>}(}{fOSMoBX^2)X`w_w+*hKR|w(kRK5@6V&k+tv1;}`*b#WF@p-&t zE}!Sd)!%R;o90n5Yh>$wB3Zn`lXe2i3%j5|l+Z2B8bafRSi)c$gkwZ}!~?0<7FLqk z>(5qa-C50?oUsu>zp>D{%B{C`@%GW_wJjUS#{jPguZD3_ko(>RCV>M&I%990^ z6m;~ja5m(8OOm-ON`TE_q0LKpcLT3WsCu}h+S1QFby5lZ7?p)?A&%7pm2l`GU>!uk zi!3{hS%oj_{sgXfl3zV9Ki0NElV3NmS}3A2yR18kA?nunVTB)4)UmJT+B@)S)7qT} z`km-b;^iSDe%z)+nDhb#P{h@tazer7j151hNZ~Gqo4$TLitV*6&O((k!pRV&$n~Y& zNDRn-`Nv$G0WYn;nSq=^ma0-F@8ml2UM~4Y{VL_suR^X5ex%OvvqygRmwc?Q@A0M= zj2gm}=A!^Lyg33JWjl!A-1E=qZq=+lXg&SO1V1=&;EeOC(EA>@;5#5BLl2Za(vNBVVf;%x0wIc9%8*$L*A)|x7K$H8M zD(D792~W->%m`0PKI&^%@VQSw8Vg^}{nH)H8|4O_bgf_x`c6X0-rB>}1_i*PMA6kHly{{*9%~-5*8%0z1&^q+`@Umue7OcXD}-nE^z_--mK~z#bx8lx)YfaYOYiPA zah7Z5-dCb*jmW-|rUzpXC&idnGjT|%GWJ#^(PCNwTq%hWf)>tj$YkK0MN4~feY|L4 z>~&WaRkwygg?Ph-qPy%7LIzWEpc3Mqz=TZnk%$8tk28d)QMeVCf z(K{Cbbpe$?1Co9f#r~B5SK4W#WJyqIS2K=?wmB8wOUb~`w-1S64MFd0dTt`qAyd@up3a2iVR@!_jWjw0JU0+AegH-jht2 zFy&be{Q<%`KmDl6imuFk_9JgI2Tih9<<`xt=;Si=4Hb;|Em)mGbhszd6|3<3^J6Qn zqrgfkLcce0mS3uE(h~J(0d|%%`odQZ-wuI_14Z%x{wRmy5Fb_Nk>=hPw!UJZtJs~C zVK-7q$;|c}3wOx=TUj}S@6U!%D^5|6%E=EWPRZI79u~@EQjNk($cpdlfml*1T_3DC zV#v~Qx&WIDXVA^*>ffF*(y=|T+~bs$N)mULOra@7r{?wML4d+@1w}{*Tl#$QH}@eW z9gs1@MB}?o-~^HRH(siNC(gyy|D|%d>0Nw%Gk+EF{WmC=lR{{hhpDKnvyYGK zK|Wb;Y27l5-4@%rCQ3J>J+Xu)gi_Je8=Vob?CRNsg}jXv#QWf8e8Y6Vfd^wmfi-Y| z3}@s%2YZ0bFMucf$P|`kC^E;3T%9f1ia`W1VKy;j_(VMVAn z$>?#QA0X(UcX+rE!~X0yONn$=Lf&9*ll>WU6UGF_z(_xvPCCDo5N^hZn;?HvrTYFx z1MhP=dqjK@k({l^E3CSQOmo0d>%-OxQ}N;eEeAPH<%hf~K*4ph;bD6aXRjpZz6*Qa zx7g5|C6KaJUP;Wd1UP6>g{Id@8j4QN0bm}4*<4ty%V85z@FY$kQG@x~n;p2=Ixl-a zE6D}{98j0Y-DWFQE_sp>iEl4xnC9JB&!_c->g*4oG3vZoVcC_Co@m@_GudYca{S>8 zipmiqM*c%vU}nU&6CX@ZFtCu#DA?@BA%=ONxc1oX-egU1dycGGtrK-&5jkDSj00FBWTvpN46I6@s_6~vtMz-iVV zM?(F`#E*3F=i^8uFK;8fN|@HyS3O}e0gj;s*NkB4m$6Phe_AV_`1@MPjv(dBGJAX`~;4qD3+N1gX03-Nd#~Xa)#`rObFiPn%XOlqqho4 zDyRgD^sQ4uPm5)MDo+I$N)y#w3ta;u@STwQh&E|~yMF)HfAw4ccK`lFNdIl_-+xX> z2Cn}!A+36c?bZ9s^Qrx)VxQ!$>dq45!z|onisp>|7{$NECG{h;qCvzZ$69q{#2X2W zAjZcHrpO~2DX``ehk?P~i9BYwk6x@7eIpZWdZTnAFL&b6a^__U?o{_^z>io>=H#ri zx@$32Q-raH`C}Vd|J3@O{L>F)C1n$(%0JIJD+9dSlX;S@YymVd3&*5s*2+6h)GjzT zn|t>Ut_z0)x2FgCr5sy+gdoYCSsz5m0d0Mh_yRv6Ib=y>D44-9heYEi&tSLyi@?swUU=KgQuKM{3oQMm}|_B?`MXg`a&C{=WR6 zfK!n7;mppPA}mWRFf01c<8VU%#5i0L(I!3c=5G=HD-r(fCj0|3{kORZ|2ZXB@7J^*;3m+RNlY2Nw72q4%w zf|63i)x6udup)UwdY^-H{#Ykj@H72S)=3Qi<2p$TPzfyH>#riS{~o0;nf?g-_$;xa zC@ZO<%Eo9r>mPnV={f?2)b{>{nmw{T=(00y?#_v43EUJD&Qk~@O5X$tzoP(KE|g(V zw3Q%|7=$;VlL*zxuMdWtiDlF*tvFBh>hOcXF5$xo)&p&f(^%Lei2HkMDv)TC5d`pC zXa7oPf7=0nDt3QKJD~XLqJ#R>S2Kp!KIpA;EDLw&M?#Hgz;-VVb~O&zXLOGfMmik! zS-Ky)FiftAXIVWja+ME77pi%iVmw0qkuNDzBZ_FF?L4e zOfcOki7d3d!*KlSC*(b5XJ;2vOY<1Y>K|3=?VFU3IT4dRR!BRceh@QHGAG?aqm-L> z1(6VM9V6hx@|o(bqAgAJn?@uTG^n5$5v&+P1V&lk)luzHmlaj7xNPNZbCWHao4e2W z=6}{)-j;H5Y0v2=7EYb6jdD1)g4(B22F}{X_bv!1JD-Gdg2pjznv`1pZrV7Uh88A2 z0h7sL3tVcdf6}eg-E!tIV3jfYm@Pc7>(^4v*k^}1<;F{7b1zqjI!>>IY^LKNdY}C> zH&O|rMNsvS(nP+hB=0G5cj&D$SwkeDX}5@sPrr%OFrB7j3ys4cGx(@>3ko0V4#o@2 zQI*7P0k=+Q^DOAoh=rs`PUeWQ(U&y&Fu|W3dAs zl<~1-iBT=W!q8MN*U?f>Iw6wx)p!}g*>M6`%+Av;sc>Z2xY%8ESDU^a&zQHSU}m?> zhZXZxA&3U>Cf9~-QPa(XjP^#YyzKykZ;dVrW?b}z1=STwl;0d$*2cvJNIYZKl87vV zi8?5D84M>ln4xse`g1bg8YtAy;C*J4C&Q8k=Cs~(;>8bg1DR7KI9N1sd9VeM3{emK zMZ^y3)Fqmsn6MzTixsH@jIp$UIHVnOX?Iq)vZJ%uhfGzL+n9v zwSxD^ujsA-2SF3^4;2%14g>IZk0QoqiFGOLk}@GjkohfR`;+=~K9~;ZcH`-|DpJMT z*rR3z1M0n%;A8%jQQv%H{YOUq{XSZyDpksR1F8G{7xiubResTb16Y}SIa^~3g`psb z)th4ArUkQ>vzvcZoodSbqjO|-1fl8wvHwld;iv32qD6UaJWq-~A(F;aOl$9qy8i-P z8UIAoHbYk~u}>s2s~}4k7McD@gq@tfbUaVG3Awnz8}XDSQs5*EN8%53+YoPW0QKg3 z=ctZolNp5Y_h%JG|S^62+~m#kP9R^`$Z-Uy#@NttC zqNB@6BaOtAZGUV~MqHu_L&N;j8C$GWRS$t?1PVgwA7 zSzXUasr%C4fFX0!CpHoIXy3KA5)l_5EB-?Z)Rv3)|pbOtaF z&OQBR{)iqy?lSbBLLm$Soh3(lj~)So(;FOKeINOsgf{&rW|*q}>zr-b@s1x_IE@6A8OlQu_2!u3eIz~1ma`z-i=2uiR=OcGuV>r z3E8m~?)GZN#m(Tu%uzd;g-6t-un5g#1Gw$2+r9BOm|W-}+9(6C7f7(*r$kHIbs1gB zv7smp031ExT{;n7KRQA>$*K0(u>U-x&tMTR*$MVOiektCAERu$Kc^Gs_jSs<^?aa5 zVqF1F1J=4Z?|-rz4-c68RTTDjG5aqSv*6rBn;am%zeV=1MD}+#{!hj1FWHSRTECG4 z%RHxo_|DXUMjtq#$_PL%>+`0Usl)=6K?3PnS&#kv73}J{`gtz34{{%IyMEGKzGVE_ z@b+}H*yA;qnClC9w!mcZ2XM{!R7x~?^w(2}``yEh`^U~oc6PzF>O*w#3+OG!^b>5P zGVLvR!$gvefupunk+~_;FX46S=jwqX9x0oIwcvO#h8G=c2ZEt9PYSlBzEOeO!>d&M zZ@5-JWif@pL7)4t`EXU-)mWoD5dCwdZ7B-lH=gk}-AC;r^FzPc&Yzpttk|!}_PPM? zXO|w-z>;{po&+f08j{Q4(A;PE3c6wjW3wcE7Rg zq_%S|h-iAyA0$dYLZa&QLvX;SdqYz9Ulnr%cGuL7&m!k*3I{s9@M$g3%Y%)CnzC#D zOouo;K5Buov6c~bdcrEM+dtpeh@zcI%uJeKuVxbR?YYS#{xdXLS04Pg+2jZnA)||h z(_L^}+@L9`2Kj>E_;CMNpigX0Y`6Dugv9m~_ruJt+Efn7@*ojs@kVjSO$wzml?TUo zd{QB#0f$0$L;YQn-m&zO7WAtK_dqYLGHl<$M{vn)FDIt+qU9PGC;ia@M9euwrxiNH zcv0l-<%$e&K3~WK>>O@07DVsBnOT4rq3WbPeWg;8$#Q*JE-L8+monho`qen?3H(m__VUb;za8Wj$!uIgpSOScvWY2D1fpx zQTC&e4XD^u>=Znq`P)V>ijd_s?@}_h`whw2zRFE@wRc_cKZDAtv$R_x=?Ht8b%j5% z+KxhGy~Q2Yqgy0t&+qw0Pmut@jFeLsHNU3-L`*R42PoT=53-HqslbyP)$wimV4P{; z*Kt0CkC*zUDDHyV2%#tVZh`Jcg@Q6-B(!YYu&k$j;|RIz%O!YwyX9qckO56y*>=L$ zgtI1sfj`8IgGUA#--(;eLUG@M0-+Es`?HDA`Q%WzPxDS!Be4vzgRx<#-7t01r&2`q~h76oi}L9Gw2hD1(d8xPigMibgfu!U`fWcW<;e z68cRu|6j?D>i^M-f6oGg_g(u{KL39MyqbI~xoh)=@pSC`7MbwO{bOVj_dMu++0^e=lN-AKM`O@8Y-S^!`Xd>F=0?GMZ2K-eS z@Y_fD2iE#EeFVqUss||zBSX@SK`K<;d(78FxrESh!_*j_R}JU+m#*v)JlbPX3|o9h zpr&N6!i35W;N1M}bq!{yh;tkN{Ikl>qgGq5=};8g$0d6`_?MuG{jfzy_@A6fL0{n% z;X>hYpzgfnQUzRxf?&H3j2?&6_Uqym{^Vh$`Um&bRn>-*jf9cntI_)d_r*S!|jf0U;dMX(JOd`?q*7SC_ zfAM((@vOx9;#Es_XqY@#{U(h2W04Fp237W6a>kbJi<0iEoCHvbm??qQ`6ohV-we&5CjY`ym=-}IR1i4}4 zKraJ2!pj9Ump(nby{<4QNO(6^r2@=+k`=W%&EE04YAq(_?aG~~*qhzxYPu8@}_m*nG5tmFoe5ij~#-ViP9)((dRjUaY;9wY60Y z`hy&LhOQ4oK@fu8IyXsUNdWHZUHJyOMgS25xItX)H2`w0Zt7!HFqm8RL5^9xr0Z@A z(NblHumz+B!E9I?sBRQrrfpwcQ(HyL>Mp@Hzjjb@=;{=N zvvXT?jV$?0qG2ydHs*N>^G6I61UrZ*JZRM!!s--Y;sKvFEaGa?= z;a1I(@){KktBYF#D~hYpWY*A^G+bx>kL15VXF_}Ux5SQn;#%OIU+83&X#V}!k5cdQ z48dF*?BBn7V_C=NjdL4ZAzDN>;b91<`GiA05l6arJ33QH?Rtw04-@)!JsrJoF-CWJ z0RxZ5eJBg_;ozn>*TxBl`1HyWqub9IMt+2|Kn?Dp{&X{NMC@cafsjbOTw8mj93({`v>%e#5KAMR zwG=sm6DQ>dBEK|yH5fHNmTNszpOxK-A0jIal!-Zu!>+bsuuK)gP(L!#Q1|kJhLE-d>fI`rH{tadn z-bxPWkS_wF{dEOPvc$<3Vnq0h05M()jK%;axIhwcCcZiJyZy{ z>V(Cpv^+sb(}CmMz?#cy5>{Qno9g>F{WZE=@)1Qs_#H>$huCW<@TnX!boc<(N%t8t zDkz%Wt`duz17Q^tV8eXV&X>SP6OD= zR+u}|Z0%If{vlnOjHVeu6(+~6V!b!V0*K!+dzwb)m;V;(l_G#=tH<$kv-WQA+aIue z>=p3NXiZccTO{&O`X)>CIPo;0>3-j5cptvN{-kBQ}_?dWIG3Ox+= z4n%OE>lBZYcVCj$KxloxpO=VCtJORiofJS$ z|NsB_WGGnSN9-X~>0;L;IPLO-|Ns3Xpa1wL^+m!)(q#JIA0I`{!l;viU;q4nHntWt zJ0hYObT;tIPM-)Mspr7M>S_7)4((dfWP6$8D4teCo3yA78W7xO->r`dH(I-$vIMwm zoxA_ll*$%?oyrkqDEpyz9|#nrMgxkVLm?yW($)3nw;q_BfW=dsUx1!Ro_Z{+NFRFB zuuf~pf>aN<;GR#mnV)+bY#IrAUvpoPW=RFQ)WDk;OVG7ihm-PNx;8g=8>~f6FeR_e zg0cW^&mQU?kXFIcouKLCnlm+Y*#{eE0H*jQv4-7++^!ao;?DZr71*%`+tEnM@KVKcb8Ze{gu!G6wn^{2l5iwll_X z&>k0kjMzEucEtAVJmn5a2rC27fS8~5mCd;yh*(FBkO=C_-u^ZSRMWwSk_Sv62qLjQ3(r=bO z>^((Yr>Tvw8G}rf19Nl?`R?KhW~O_hfo_wd)<6$zTDZ@zeRwXi*HaG{4zdZ3&d3g>6(&>GoC zXQTfH?AN@btJ4xU`D{@)R6>MC!kDb_#ju&bpT+lp(X{xbx0Tg-Hp-^|)R$7;@APkB zfBPTyxWr37r}QQMrSq+78K2*ZDI5m;$3KtcS~|4Ww%|#LDzyClIrH?{RN_*i=4et# zLA|MHK=rgyQ261CqV*clS3Bj|h3Bs>Ug&IIe2cEdA81OVQeav?2^8qkdaccy-JyuEQ|M5{2;&yxqmfV zt7|iJ+`IW*9Cr>LO7s|vPI^WB8NJfvYxD7AoKY>Z9W_#|6G%;Ey}R*ceF@C3M2d`h zhA7AHKNMAN{@juCrWzIj4OoaC2ZhmDxQuu^eRK-T)kUdd2yDFolIy9%c@4>KK3};Q zIkyBBZJI*UH8or!-k}O$DBOfAfEDO{!qzqL@cA9*|39hqQPNv1rq?7&vOznjQj^L@0ioJZ;+aO8Jhor%@I*kb+@Et%qp(GmU47PnOf@?_$7P!3{$c*V{+sj(Vp`<6ztvB zHK{Wf31M`WQ7t^pZO=nQSGPgy%F;#!k!H%yMnu;u%7qOEVtPKiK)Tn_Z$3uD z9@G5-eifBuwmo;3_G_It_+-Lb0Fxp@DnC)oHCT*l_WIhIyivVnv|Xm=MF3Hry&ZCM z2Cs&^^$F0_hlYp@Gl+|aEG(NVV7>mK8>V2uYv?T_lmGv!SAGxgf*m&LdXEOhCmX0d z1i$=r$fpy8`Z@lwr$lDunrSRr#J@<6^mn`l{^>Ph4NRx+~tS9}XlO6Gh@04?8}36J2sowHQYV3Xq6kGYnsM z-6hw$lN&5Ocn?5o*)$65U}ssVcsrQ0wgR79At3882+x34uwt;87acRS&Bspu)beu< zjbA(W`8@UV9`6%QLh={N^I(k6`Y&0G_0b3=#YhovSl?7u9n#?y0_!AC*p4^=00RI3 z1->KyFMX~NR>GEck$k4nXPS$Drbv%sF(gy^ajB1;-%)?raeXjpK7;?^jO@tzc{KV1 zqtSkEiHlq)QB&lk&QYX@V8Ok;A}f(vftBYJd;h?<43_r#7l_m3)& z`$qNrW4QnT0{{R7GjeIGK|je5>asg~zR7Wp@Yq2`Xi_>KunyxLXL=$G0(yp~tM_93 z-*cYIco%#ie-Dq_*dU8P8FW*6n(bw#24DaG)Hm?&2+b>%gRINgbElgR{!*>D+-rBozxjv#V`3pD#8?;2Y06)* z+@UlQ2F1-l1C~^B#JH#B=>v|4u~BZBgt1k~=f<-fBB^pL08W!#EsmIN?Nq4otI4kf zOQ{li^@kw%qZt$YQ>f_A9QE1;|3_69NVf~KAqH;-5hz2v%1U`mA8$07-I@Pk(Qx_& zarf#n8=AH($v6^1rqw%d&3{qLYuH7>Z6TNP^v|L^F)Yd2?ax8N)^?xl+w^uiDS&&B z-1?}Urkl+y+LxZ{vS+rrFHlzeMKc9`*pZs&+rFa0hyX!B;1WJ2l8F4Wae?e(gt_Bu zEa6(^etet7Pm;dkG%2^^PhSdH-}+l;W!_{>ZMpbs!~#LeMWKf~$G+m^Saf`pNb$fGI?=oi1W2Vf>X|m?Fj{ zUpQ*>=hEacD-lp@H_8L#^8I%KbOgv9EO5W?n;$#)LsKy0Ps5= zfXSbOALxEJ9$czE->ij`mv~u_d(fd%RQ=xu^2IJd5y;Cxh$oaSy`oaG4_KbOs;Ea2tM+C?2*dSGpq)NegA3ww$>u7owqQ+;FNdr?foBde zJ2570F2cR3#fv;I$8ps^Rrt$`e^U>Ppct!c_>yYjaim82o4n-5AmOkmfgpSgJ_2a0 zT?{CGEKZpS>V{G_6b_Qz{p_y!)XT+6V>r@Oti)mlaSBMeP|y|n>Ec`VjBNh)@CJIV z@mio`I~B%%-|8~@@MqbVM_IQ#A&5*<@-=U-e@RPh#K@BmGjCg)9!BP1^{opCag&{ZiyxGy>37NdFFqDu%b?*zZEycdi9WI`hd_zT>IY9I!JR&Z^aHY27tZaR0ipN_!k#t=U2D2}mLBCdyFC#&hWbjeo zyz3|%s(o*CPibSad`*-UgJ^MFoQ(xM$Ep#&(|}Q^VI7a>iVv&`HAl`2f|7B;a>v+1 zE$_FeWHe<&ri41Ts7v+>2A_(H7&NN}j`|%*dWPcGr<syKF>{G*H1361b`Cf6AB zPCAt6FBT&Yv)7EEH)nW7_nS@Vv`chFk&NVPe^7kS}dT0LkgzKf7!3UNB&RZca2X z1u=-lOq8ZQs2vr9P`6Agq8jC!uwxD{-`2ZVwa81iIp$9Z>e0W3Mc*Z!i(KrLI4UzT z;(E3WqLRWT1#)YuRz}C6Jb{010$kh3NzS!=FT=($dhOkyU7KBDeUfx#y%>S661M>U zd^ZZkFv|m@V^<6-7kU-GTz8+ZXT-QPD#mFZdWnwyN&HY`Qj;K!8qTJ^;0>AzJMrD) zJzOY$XLdKuV0qUhRR*%!YTUNHeAEx>X_Wlo)x=es5K!tWTz4FQU2@>N`0d1_G^ee# z0}>W+uWm^8w{SgC*_lLgWrnwO%trE@j2O|F_4FKq0Dd$(IA7{v@&SfgD3JYkZMVzg?n z&+a=@Wc<+6s+EuxMaYF5DXw~@MQ~9hB8pJg{$XI~6S<;!UQN_rJxPly)rtUGPjW z({kqhY3?>o&7(y##uSj?1{)5c?Q7#Qkk_7ke|u&UfS7~kgeSDXUuwRuc0VTQed=yNC^b`^U5TF567KrJb$f`wq}LyjHCbm|7A(X3ry>TdCL%d^o<6O-T8P@?_iLH z{+Iu45#dQvEQp(o$lYnPW$YI^>PXtJi}bN{ZaUbVvA}e@VAuJY*%USpH4K|%kV+>{ zlxPe-AZCAoUi;Ck1<9nK^FJ&K>M~|`#Q18Uzz&^lLOhfB$k)PO_!xE=ay8f(4{i#Q#R^C z`LA(+8fkog_tMa(bWUhFQJ&Z9jY-*t0^4eIjbak0X5`YfYTMG0xSY&P3o9nQby=_& zZk&Rsd&p*vgV1+&ddb!_rQnHp*fbTwoGEY;1^xbg0+SS9R6);5a`M~m+<7=yZfDW9 zB7JgV8tci8uGyyFfGQ=Qk22OVjm+W5bV$84&F$Ie%Z^mn%D~3|y3_DAs0ZbLYRR6@ zlvtQTG^yZLQ1D6pKmY&elmGuAKmUsV{q6tKPx+nud-d=|k2ltt(5=Cb>fYf4Ihkjd ztSmOq72au9pinA5Db}-WH-WuNj0&-*ICv+bGYn`LZp!|s7t_uZU z_}(vy4)1o^4X?it3<^n>n)6SOnhY*+<^3~|6F&&y`v3%3(GWx8CPZPG9t~)N)glrD@M|um`Wd<69?JEDfX1 z0Sdl3g`cBgEm*8yJ)Gm{D%`WbK*@seu%e?6eZi?A$8FGT$KD!#(KKmK@-?XWmcPBE z-QNG}vQOOJLemOU0~f%Pf#4kpNXR=c*`!8mp?8DyD0<_k9z~P^oy!wH;#9XLod14?pXH_0j{M2lh{p}S55D+iAiu(T7PWOcxp%N*?3%%&HL5PQHwV)+G zPQL54E>V0tZ@QzKrS3N3@aV@i5^mfWQZ?SITdokQb z2^Ff3!W5te0{A%ZuYyaaJV)LC_*DJKPrY%{MIum9rB((w^+q;$$ry_eOcqcFEFJIr zJR9Otlv^O>?E=sVEcZLS;PE(D+`TC@U~7O{Yzn8ZQ)xuXk_d|rR*EBD0%UpM1YuQO znU+0TxdDnNLG22tk~G!nO|_LICyMU|`8k2nrRTl2JKrPhN&#?Z7yl}|9KmH+?=qWpO`y2jNEkvVXz!TqBO6dHua{Mk1j~TgUv$vNM3hH9)$mXVnJXi z{Lm7P?tTV`Zc>Z*^jfrJ=~}=uo42eq0~aSw2?2AwWSgSx098#4;c5!qzL=h`#((%lBbLlrN z|C~+#a=ok)EJF(--jK;$>ByO_fIG#X2mYPdrJEu^L)Nw{sx~m~u7rD@t+@0yJw$Ql zVQkog*@Uv+{;ascMz<$y5`=LZ#n`Fmtsui^Nij?)bLF*xX@?E0*SDA-R7&)r9bBc1 z{OB`t8RpdzS%{yfzsZ#PD(F5R3NeGA8Hw>l-&8@hqfQ;=mMD0|vz}jvQspRgPLk%tQ9Fxnqp_2n+X=n@m`*6j6h+>*>wz9d= zz%RIUZRUcA@V&cKWjy&C-#r+_-;%2rM}$kY#?xZi8RPb$Z(u|50IPW8q+5NjOwi-3 zZ1O%|Aj8*mLO=H6n*d6Sx}t-f+@a!KXGoA^%T0bGy>VNWGHDhTqw98qfgzsjqi@>y zeD=zosz20g{OdJIMSVjhSgu@QV|tNqR}sXF3+>gjpj$+~DSLi7hLxwl0C(Iw73I3j z&R5Gl*{$yv_hbDs#$|C|H@biMfG`Bh*+0v_TK<}8HzBHj1y4Y|ifmksg&yqY;Ga^Y zr+L-d04Mtl2T_WV2{;mpqRf0l;HKW7kiBnnO@LO8<+&GtwPAEC9J(mC6TfHSYmErl z*;)StZ1rLE(faD+8hq@<;f|F>q=3BO+ZmFqz(i0d`&E`)_;8FuM9w!GXzpO%5 z?x#4VH5C3u&aR44nRc3ix6tleQ-xMR(w;-&fKncyF$ZUFCg1adFKyb68<7GCr0&(}NHH06h z6Ak-@8agY^?y{1k5l`fc!!h5PhvmzQx3&e*Updw!+hG6lx&wVZlU=3x;qiniN%2j% z*{Nzq#_1U3sIUwc@j!{Rk%MP( ziMIx+sIPc{!CjC}C<24Cl~7|?)Ny%lG6pU|R=Yi&gx)ohE!2O6SD^#>BwXU^;jkfG z{baeeGk2L-vwSJVVe<$BM(%B~`Qkx>W zN2A|NgtssVDi`(+6U6TORU1|{ACSgv7+*X$_(*uA=BH*iZ$8%51P{6i=V;fZj=bYWQHD2>;hjs7M|D`_Sg5U&U!`T6O^Qb0~L5QM_!moFM|3fHvmlkxp z2kqavpnzwRvj z0IgF|h%*JJt0eKjK;fh)gRTGhQsJcA)X*3?okSU8aozEQ6WFH4qO! zLm7)FW>M{$xCCbhhmSK3`)=MT42&Fg5;c-h4V$25cXb4*<>*O118H#>3#F{uZ-_6% z;Vg55s71g_j{B~@Yd^!XmTmbJafpL8ve^2G#%V(G_WDQh!gn6CI)p`9Cv;mKthMBe z(KVov<`}Q42Ra$>mTuljrv{SisMqO?A1cMi+fd8O?1zs8yQoASi0mS)WWGw2K+{dH z_fu{9fe}PizfDNb$EZaTL?c2Y!pu#{-Q9+0Ib<^|3}A#~KxX%Jh~@C8 zS;pcp|HaJ)Zz`{|H~Y5fYV#M70(YULRzZesPQ)x1^HECzMmB>Q)IpW-Q2bB z#(On{2sA26NRQnm-%AN6jk`ZCD2Lto{&6>K6ZC!PkK92l#0Oke<^I1N|0ySPA`;`P z%}U=1%>0MXR8Xpa$3(<%Is7nwyrTbw7Ttj}YBwBZMbZuo7&iA6wT#iAVBjwAAuoxaWbB~MvkEp$;!~1Y zv@O?sWLZDiBn+s146^*6()n!jTMyHR6&ap2#P+7zctJJLBY9kZ=Z9lsj)lSXS)a&1 z#E49-K-B9uAq;cYtuu&a9D4#0vNosDIby-@DQOTYgAwx^p-+J0CN!!mJK0kKqzluDu4H*Ee$vk0>AHGw!B3l>BoVJUWNa|l)6}*Fe-EPN;?1bgMKRF_NqlHFVPE(gYAku@*GDELp^<0 z^>~z7Z~ysZ|NsBPR%TC5mto{On+ykeYF94-|FCaC94Alp=exnk{pQM5wBhgwrP6BG z zQQ~??9YzzaXnsXABEEs@1T7qH=nLl5s_|7!z`KW zl>(@W#17OZoE)X4M0z*J1d8Arm`>TbT245?EbN%f5hDCSBmS~uk6cOuKN6sL@0W)- zVOV*)PY*aC!dK@0ci|br#6Kx? z$z6&t*W+d(-VALpdm<@LwU*a9(6X=OHByzNp0YY6G(_|z3!Ta#4i9Xw&zYL%+sVWM zFa+rh=_D|Zw4gF7M@J*Qb&H*|MNaN)+27xO2%bqD*y8#W;fGPn18#r?-$V5!x_1u9 zDbOWRgM~pqahTSvLN%PD`Ku&2J4`ccw|tEuJJmW}%qHLfpk_E?>Q)!&{qBM9=+s$$p` zhX4QJAkJ$Gc@WZotAjZ7db6G8Q6224(o(b!mlXxNO>L}MZ{tOF08W+@79ePUZoDUlgiPVXh9;iB z<93&Urjf~+#vYJm@V}SXl6&9(w^$1A9<~8RdMn8N33~RTRX2dHCsr^DjmSHYnRlTsuteqNP1Zv4XtEZq(tjkUCrv02t>v)JMC|~VcMz|tk zjw-bBd%z0Q=Gm2Zh*VZ)gW;VW<8+7RFo=gS6`zvX2olRCRkDt>$L79rFg#XJ$s`oh zFBrurS2Cav{8~DwZvXp;2U&A7%msg_Aaw*i$;TJ!hrF+-1O6X&*xmNiQ{aKM@rz(2 zk^)ter^%zw2@q!d%}1-0-lqcsg`XiT&gw%KdE5}zrI5dBL4cFXY=r#R0-e97rvNhE zV5+r4w6v(U3Gl~VQobTtYrQem+|OX#roGl0catV1A-~#V_zq1`ug6xv^<1>X)5LYHrG&v2aUE~&3~lmQe=VyzGt;xZ9euD*v4uRGKJx0{!z+`Q z&-neuL($Mxq9wP8MvR?#pvZ9WV@6)`m0svD;a~@7n0uZ1<28>4a()dWv(Iqk?*<%< zhy-22E`wy9??Z%qBu{9o@XWu%pJwtEt)UpjzFBp(uISaQp!l)$o7i5*%ST=eq)h`B zFzn7?^B9I~`kF|egq)GqP#W0~--+Wg=<&51c70gPVWdtR16C7*JsS}A6n7eOV;e0) z=v5JF-(#ktNL@y&W#3e7aDyIr}1|hN-+mp#uuaWvkr-y?7KuLDMQ*ue8=6wmU&4g+oEd47{Jfi5{}UIz%^UojucI zY7>}cC|1>*w!@%vufp}6H?c0>Vy3~~yZ=vdCQm=S%YHA*%K1aVFa-AVab5H#cCs%AA7Ph`+zT2fw92YpY$=_Z9{?V= z4Jn~4V5=9oRUBx~1PV+1OY6TfeX?;p!}T|AXMg|sz7Pv(Kb9|pEK?_Q+sdE#pXp zv?er2sRhPFb!Co8yt8oycz?wA(C-|{2d^J?_2gAMX3VQA6CMc`Osc*jNdPS`&Ur?PCsw!f(6 z{IyOUArc4EeE?&IpOxj;JYEuS$OKdlU7q?ftUpMhO{^EVuH_#h!~PES_=hrj@BK?; z;X*mJ7hrD^U}f8D`LBKFNpN1?g2IrJK>207;I#JMJ9I5CWSW2UE3{BpIShFL&l18R3n3)SsD~dI3VsTwAcy(HG?9}d759(zeKMjAgn9sc-kx-h za!&S+10f)3BB~s)Y8LzAZheZ@e%W$<>>4(sbZlcJp-GVc|M^Ocloa=-Zh=E>#);yh zi5=7We`7Vr)1dQa+Xxj(X#%JAgu?Y$yqavdrHetfs!m%(IXp@yC#!sK33sQ z1D4Of*C_1>q*lyRqS#I8|Nh3l=ILUcM`fS{&;RsO@jvhuM*mwP$bakY>W#+8lwPN; zYbNPOLvx!F-k0g*@eb_Skt}6s2}Zy+17+*!^wrZ(3c@q-fj!1vR&(i*ufBf9EA?5s zHT2xAkp~*b?jH_h%tRY8%bKWZr4Yi9(>t>Yb{a8`+m2m(tKofF$sk>pPAoK%&+>aJ z!@N!1L(S?ypqc^(3I}iSi{VWKN7-64HHW+<`E}<><+MFef0!m{pNMF9#M%GuG5AUmFU{}+9xHQ5t5!Z2TJ?(IHU-V2G)HjZT&bF74myFGBPSoxy z|3|273ddVF0s|#XW?%VV@{AxrW;U4ERn9@O@aHF zYZpj|v;uCX&ti;K-_Ec#q&~WeFL-vKCzMw_GjCR~^Q1`M$m@1~B%{36!9qi40kK}c zpl2@-k{2oKzD>2});@aEvM8Bng*lH+xmFmG6&tNaMS%`|+4|GJ6bIT!#KzHDWapMQ zCK_I!ifI0VCh(t#6vv`-q>kZB6jYKC`rTEIL9Kt$yFcv;so1s!R8y0ih>MAR~vLZ3O~6VZ2<5&1Kn)MXst=&w!;$RGM8D7UUzda2wB8D)e& zD(1Mn+z3vm!xnqE00093VP>+fh0=QlJZ`SOqZhL(*#~>aaHfC#lcEy{K~uuW@j&$A zopXbjasT`;tpCsJ^(ZCW{+3;NyKd-sxgXt6{mw>4b#Q6UA!xk5J=|)=|Nbn*W57F! zx4-?@7l(OW<~NIYKjcg$)!%HT1lP#u1)lQbA@OR=Z9&!;+tF4SKAj;C+g7vGA9&!C z_CBkUVss_hakOE__7?orav)Ey{2CGIbCH9es!d54A(6ayrXrLT3pXJdR8urT+htnb zqxeq5MlInrxJv_aH2k#J(Ws($|OSt`|Yh9X3U()Kkjao zQTK=E;+X&2Q=Yy)Bt#>PU`G_re}!fI5h-@{!Eu!xuh0;z{Q? zX>j)@o%g-Qlrm_Bq}>T;boPfOLo+!k?ZlGTub{5!Esqevv@%NO>KvgW|8u0IMa?P$ z4!RTAB_{}g5WrR=+Ju!Fissnvg$5Nz+-|dUEV8z}VYAFolL{*&rxmhsy%Y44j2&h7 zlc=Cz#--3{-;SmDX3l#tw>1aE^SRUtx#C3S4T-b!_MJ76`$)cf<`AFY4Ad|jV!fTe zh)ALmp2O=jGE%sb|2n>9Pq{M~Dk3b#7cLe0OCZFJV#-o%3w;MOt_5n|tpBBMg-k1? zTc!~&4+jyr5hNzZ!>Z>QW<-q8^K%NbxrO0m0?j!P%4`{W)`G!2|B&`kH_cD_j+^zo zk=DV4ZQ6*Gas&Ezp(6Z)SjjUpQ(MhCK4ilhzg`FHh@!q~#`7eIn4S*NvZDNBbD%sf zpdXc@m;v6S-Smfg77m;`Kt%6b*ms&<=7UZ-{s1IQn`Wb)Mhvit=xoVJbUd{gQ5f2y z02>PuY>)*5hd#jeX5~8$;`cjtd47bQr3 z!qkKAYs~D^iYc3%TB_}}&Tc+XwmjG0rOf7W{bnIo54yqv5clqcJ`7_y^(;_XU7pls zKbqkN%Fl8V4OzkH*}ZIX-F0}`i-|_fjv~HzP?Gf)-#6sq$Jc-vr9-tX9?0MwAFF@U zzq5Az!sbvVFU7kYe2mKU@yfJT{IjT!c=4_R8AT2D*#@j- zMCV9Yp{GtT7J|VjDdd(=5%~0nNC7U>C)}$mye~g~NqFyUlyUkC7L!fU+p^0T%+$Do@U z4s*I8n%n^&=`-uRLG~{LBZmW2DW^}?vur9=1H3QF&S8uz7igWJ6k=lAYiH)EzwdrG(!sWpir^O1BFP;tgt5XT zAZd3v>u2UK_uJp@WDU*%&eT8!+}7~0sGQ>9I-w|xA$R2@+jPuIYX%MlbRNH5gLiC# zv^3rwawt299InZjK;%{ddaKg>f$^ueBMa29Xxoabs4}1DIQbrnkGP5Wl%v)6S6cCy>A3W(J*uQft^f0%{pLTNFqrWt0CQBFATH=}jF#>oPV`D;lupN+O^=?-xdJKFN>G^F*omq($GDx(tGs z?%@6=?E38z<_DYTXO6XY}AREf_oYK3?4&nSNxhaPW$P*Z)Q z*puhE0$f=F%C(BVzR-Q~`5d)RO+=AeV|`X3-Rh4b*l5Hg{x(dUtSNGSLX_+~8y1D% z6gEiAsg(&pyL+D+%{n}yjd;(n{2@9R@EvUl@-Mj42!s-hw!NV4pgYZ}gvWrB(h8~s z|ANBC@H$nf1DWw|!P?Br-<>{%Y)}bQLoYQtty(s3IlpXAshhTM z|GStYRnp$D(Mh_b1en<|gn%GVd16U**xc*)|G5*5Zr3$W1dzxpHMs)xJ^3BDO%{q; z65gE46a}A2)!>4xQ=3|Rr^crYe>4+DlzCh7d~1ClmqPDivTaEMD=n@Oaq+nZf+co; z2HoW=XE6Y*u70>H1qsRWx529FZ@K#51H&_oMRD_AfBFB0Ko`INtP0{aTypKu{lX$- z9ebU6GueQrm8iYf1=B2)Ucnjm@*FxU-%i_43`_t*K)t`!1_P>WNn*{`z|Vi`G`TrO z;3lIx{d9kcB8i1(B&_9gp~#*HUBwmh4zG{KZ{;drzUkPls#HxiM;(6k034{erIYUEP@`5jQbze{c#c32mae`@8Dui zty-yAb6gAT(_=fofhJ74J$_gi5|Pqnpwe6rH4AaxXHIcgfSZ)}^FI_BGfc%0rsF*_ zkt(s)BevqS>5n})&T;(nidyp~K0FY*q0MHBQa~}r-6Dg$Zm@EcLUTR@BTolK^XYGr0 zV1prv0VV3+w@5B@rTfr8A;gOkqROAcPv3wHTVpk`<+!>HKsqf!-UL#Z#vo4^I$+Qr z88YX<*7gJTOjUeVHN8p_^F4Y=cwAJvI=V5YQi`hS{YJn!JA1CVnPha{@5j!1{i1C! zta)3h+B)SU%R_ZKOZwr~0#}!RF?V_IL1j{Cq5K`m<6uc73}4O!rM*5b6yTD7#^Sq*t_27`7*N%HtFUaw>Ud&H>u0 zY9${6qQJR8W^^bh%5HTu*9s49?aiXgMqyZgSY6?U9VOM=YFN#F3u8*6n1RzFN{?|H z%&vTfOm5z5fQF)wf4d}+!Is~!H2N1C>C6v>n%B17iAvLlzgcW?AIkU7IDUADYV-x{ zv$Iq&s_eBGT{QU9saks8e4*!JX9CLovUNc&dLCNo>J4xD7-H7O+*tT8LZjJt9o)YL zH_X&<-LZCeSZn&)yZ?w=n!UJxYYn8QtBufkm-_>o%3w*6eQsZ`4=?zmCwdDHDzu1+hw$oFT{${D%J7*uAJIhN z^ti8Xuw_fTWLC2kN<1nhj->(AFLiTPz}7DE#J2A|Wk=Nyf!${H_VbP;bebA+F`+?3 zsAwGm^gP4u-!xS#1qF~ahr{csS3y0zuR;L|1(QW$q(#q3g7s~Qq3hVz2j{I(TIEpU zx_;t+d*1?R+xp|A;b*I|3tz*D+JE5O8DEs<0bJdZfB3Pj*t5!vfSOl1m9|!7jzxF* zU*Ql=immmKAl?7`aJ3pG+BYzHl`1QZ}VepNjGm&7mlUcoPo93S}@FG$1M}6==<3iG# z)9IIp1{op_noxuROAS;u%rh4BVQ2vPjx`=44M_{I*uzP*7dkB+ z_uN|}okIiOL_*i()A|k^454e+4X{;Nfoj!R5WL`Lmc!)!^HnmQd~B7_o89k;lkOij zVj(SJ0nwbqN(jdG*@J9dXmFe=wmwP<8+~8Fl0-BF77DfXJa-Nj`;6Y>3Q2LPxbOdT zbXC=iiZg{qnuR9W7S#mdiP8TbwcHG$>{uJEKcQl|Mr2Sks0&*e8KQ*EW|=LYK2rgn zug_VKfY6TP?QJqEr04S$@h`(pX(f&~Cnh&Xayxa-GJo8=jJ&c(Zg&>S{X2+AWPj6}q<*;)K63*ubd$ZY!*3YsWI}<}Jeql_IhH91UI4Qkq)li4$1|25L zr~u)gxOwFBj!0Ot?=(CN#sTJF000930HJ=b+p18Bdn9G&@MM4o5qq!y;`@hTwkdHc zpzR9AJZyqa4!N)K}319#K0{{R6 z00TmLv%`HsBPjuv#&}0IT8(_RCW@6)L449G>370^2+t za-5k0pj+Wv{u>!2k1AHb)RL7erNuL0$uG?6*)mLC-{b(a0)B!c>hTJ;*8xEkf#3kQyeD^gkAUus3GKeqD zU1`f*R&G95Ucrjk(Lt-1;f65E$1{Hs&JB6L2y4?FZ_>d+aLC383Sl~zZy)^)#IL{&T5qk^QgER~)C`tn2DvSK}Lraq#^R4?<9@)-mioy_a(eilV~ z&6soWLvi~!^zeCx+v(l5I&fE*IjuJE!!#HTgVmf$RK`FG+B@fT7CRagcDe7Qte&>n zSeq#Gcz*V7y*!eqfVl{>YlP6NUX$2Ftb-h<$HW!nI0ZNH4_SyjyFC4`6FIy`t=gR%ZqMWs`jbL!w!;!GmCFov^=54&0C(Q10 zmkrH7M*>(f2bSKXv5g9bO=PeJyz*$7!(X${2^ zI^1%iwj~LI$2kobqj`Rnn{OeEjRG*bx>EWdgbnFF1%Ur4weQcHg;JB+D}D4G!hu>n z_G9RcxOHDR*5n9an~^c9%*+|%hP(dMqa?_v?&O%9&w?DxBP0w}R96%i?t=qRqWW@F zlh!msG0PZ5sJ?mr*V1KZudpO>lf%41ZRT@9*<9uEMYcWx+;K z$n~IR))4)_JuNy5HV|xOZSe5y8cnxoxy>sJw}f!2xsTL^o%3&8+2`KD%|3TVUCw(} zZ+k^mur>c8)4Y4)8z@?%g~G$bp4W@B@mi)y$T&lLzo%mwvK(3ZC7J|S>_SmhKpeAc zrA(f19H2LNGIPietB-u^tZSZ+kuPBiJ*T=edg|B8RZfX*tWIukyvzjajjCr8y4x=~aWM|# z1r>{)D>Y9{B(w{zGWiCYm*8yaEee&83+Cmzm8#W1$Cqu77K;u*NXULx8i(n2&{lFa zueszP13-w=Z}Q3Ond^L-PolFe=ncCuMzAJ%yPW*3J|=uNe{MVch{ZU0J&W`=F` z=v2>cRqKsDID~XDW;Fo?fEM!mkhXJG+_&5nA~hq=?va7U1w$xmX8hf~ZAdpreM%J1t^PXx=u+7Th6;^s$AT@!~#QKD6izjy!q zdLNFe%ta?_nNiq~-uLx3Y2v=a%IFjH{q#pyopY6=nCkpz^w+1uTY?s)pa0)WatxDi z$SPdgr72-zwk;izhy5m9SQ!)DWbvH3ZWV+`D)Bno(jY?$d|5;+5`>*BN2NxjYVU&C-0yY5)KO0F7`FMY)pyhsVmzRI`b>l$1f!ca&~2 zF7^@0US?JC1;;@Zg9wU@Vg%g6B1Ub)#P*>Bl;LG%BPoH}eAOVepxo+7@uU$kjXxqx z{h^f9@Vxv#4=>;`+Me=0zyJLYKFH4vR{zNBJ5>YCNpQQTqBRMUXxJy2OK)Wv3Twk` zAhOtq^3C}i1RMHu%BwbzA{w`t#QKk7)!*422AEx5AQF7Z5kC0nSAiTEslak#I*GTj z@5R;&hrh$Dc_BHYGI*9vUpqHp;}F^S`t$fY+|@2x^{VVeXDYNEa3HYjjqm9DE`RnO zzyE9YeheGBgjW;Apk=DzZ91mwu05D!P{nX=aF2AUf5+$mx-ajijPr!yaryeKyNbbt z9PT-1tV1lrbDpJ0cTTgS57+i~dJ0VJuBgF5zw) zls_di-K(NxZ&%`0cHplj*!&Yd6xuTckFM!CI{7~(xCp+t%H>D&P|x%H?DpK%b~8RS zpFf`2VWPC!V1M)zdHyF0N}Va#8nTa}=!O28B4T$XiUGAz2wkoZje=$Be;f@?tUeAb z7Xf0v+86CVl01?5*n%Y$R#LQPpM%M$o47E2pBpK#;_c%C>UVvW7RnDw+wc|x9+K+3 zn^}s@7btkz!kg0`C}Tl3Y>S^F8$_hiQBuB-@Z739+e^Gp~-o^=b_3=WMF9 z`S~bQZzY~r1sw<%rj=ZUK0Wm15TQ%H!r|FlNT%fjJCwF`IMZ^ufAlpg!!d1j#ho?( z{;wt&6mc$8kbCZl;uoxSVTq-SZHKb^Zo%9t&?M~ zfBlISmA+-zpIrwD)SW1>Yi{qHqvwxgtG}w94(OuM9Kr_%~$tO&Cz6 zMIzSBG`B&$fIxb{nBZAhpzyvyEnSewvl0C5AuI|Ei$N#dcyD02BbFpL?uY-FSoq(^s7mc{rxc~z^Pezml^!cgyF)I3~P%!7O0h@ueGi)w0|M&7(J|| zEoc$GlBW8XGZOXKzv`|N)DfB*mniMD}IIpE>G@Ih5#htR-ap@Ru_QAu8%6$?cc;%#C^#3jOvkfzWl zd`nVBnbFN^K^~Ip3D{V$g+m@J!1efeuH{mStrQ_~$@U_%J`20yJTT?Q=K2GFC*ije z$_>ARMu0W;o^@}-D1=UBV(7$CroG+)<>lWCk3p2K6_?P@Hr#sly+}-?RX^wrF?4F+lj_!3bZ+2kgQIqH|KQs874pL6 z1G(EYXjrKMZKOx>^4r}j=spBbx94Jx(c-9T-!M3MJWLc{=8;_j&8s4|svj7ej!u6x z4~L0gj4g+UWYQ@=Zv(DTJ*-eXh3OK|knWjv7+N7^(q7+mGDF5|$VQ1H1f3h+P3R`< zS^&uMPd~w(ofsCWlS~P8wb^_fNT21Jm;u{(KSxl{xA|3bT`?>Sq~_D<3u05ephQ3a z@~h{?6;%JfWU$)GK~DDr9j1c%6(T6gkooVsFH>s@gGe^TA+Ln?fSEnRk@NHlqUXK6 z(eloR$94UahQ(L7(RA6*V5C#qeq%rfktC0#`%T?d6A@|20})o;(9uJ`Z8nkr1x+ud zNEri0mp)H#4jL_fVK0n}pPcwY1sNv6VN+3w+n*Y(dKj`yp%mvQX8hmF9^MwWTm=^5 z$Qh{{OAs z$t$o`^q=W$(y6Rt!BOWcMNm+~;&{}IjuD{H1g?umUw|x=IMQn*cN)3}9!wgLRZ2r| zVz5!Yuwpebj=!V_n)Oy1$(W}!m!Wvv=9o4lf41r6{_`)@q&i_HVxBu{2mjgT86kqq zoIgJ-;mXl@G!YXpAU+c9u)#b0@%sg>a>FDD?5LTstj*~=-q_UldNy@)9%z-E>!u%F zak}k1)}V9M-2`CM6TRk9UJEyUD{JJJpJusKy&Xu6tBmG}&8yMk&NxKvWsH@qqB2jO zJklfesVW~=tJ)|@9G><{F}fiZ#HtXkhc~azPKm8Z)p8ZoO}-|M&oSqn7WzY0@S?mZ zDT#4T!SwGW?8D`_^I0)}FOVQkB$zzCf1BUa?vF^5gfky~`dc!|)T=L+LKvo&;9vDe zne}Jhp~jZujRRM#a5s0-IZ=8&9(H(?m|%o zX<(z;pGDhySBJv5N0jo`Ma)D4U5S%vrzi?13Mu~T)QI@Qfz`$-W z5B75@PPFyd`0F(3%j4Qqy7_2fqur5pqJ=TgaZu;KHovEju2fD-uTXF|X#;1O#AW%6 zx&uTl6YZRDM|x&)=z!Dewxd9}a^(Y_gP{&%@0@1nR}#pl_NUW};cq>N*YOHeIV(%o zUW=kR4FLo#B0oG4g+Avlx&{miYsZYVX2^MH#N)UFEde@SF#Kd?CM-kI6c zV-_^GC5y>YliSJKTHZTL%Sl?y8K&<)w)LGRLDhCI-$KCY9wgMmH8zgk_3MR54m4Sr zY7zBGFGRdgR2^;ufRYIpwAz8{6W3>t||{vf6!#0gr>F63lq|7Y4%mc5Zj zhS~gQ$p&Tr*7`c{;ees3fxw2-UUjp=UZ+%RFr@O}l>tobvAoQp54CnPRB~8+wMEd! z!RLetPs(b;Oae=dhPHwNanDw0t0XN3qU>+avP3Ks3Ig^yWOr}o9YyVKQIG`ghp8wa zPL(B8FtC@F{BI|E$m(_-k_jTs_$g8K07D!X$vddlMj?ZR#uE+nHt(@A=9aEn-;iPv zF~HI7a<2ElIU)o#LAsVfD#F??V*&;O*^t6Q8fLgkojLa0Ard`ir)HrRNY0hX9NwNL zlbw5o7jQ-fJBBM~#iF_LCc1?t3)aqmFVKqMJ{j=3Wk~%Prr~tHSF-=(FZ^Vo`7Pf| zp`HK5dA40t#b+O(JlsFDf2j0{{Mj>xE#L(j!U0gIyj>8hC?$UHRUV}ePZT9JI&f3R zzGV7go>f)lwGS;_O{m*Uh-dBWBsYT>%5;H0AG4gVLF6@GLu5jNDDSRB&%lP%a3a^O<;_p`Y_(Np;K&VHGtu+3jZ#+-g`c z$=fQwk%T^DAfB$W)~{lls?BJXPDFMBC0R@6Jzq_);Hn#{*VQv_I`L4UKi>Ejy|&eL z|4=9%5An0=r9O7Vl)X`u1db+p(S3n%foYCoq)}U_2neXB@{O@u_2iT6tgcx{1s7F# z!E_F;?`35`EUf{*36Q?A4pb;|knOV}qXtx8vskZj`njLNc8}t5>j*Rs_TZFo209dt zpCVoi%*7_VKGSn>Ws%@sptpT%ipg3lxfj1tYBARoFXUbz6CD!yhnQ${ZQKS+N-SYbI z-KLe6bhIfdljcm`ihEGLe9K5PKZVeea11)?1qcdpN{k^t?;qr29Vl*m3-P3ptpeSg ztk^OGX73cziH%UiE6`U$QF4)0s+<4*M8Ew?bg{qg5dQJlSIWjOX`&8c)-C5s{(hR& z;cNMjqV9?A2%8Wch^?#*d0w@+CRg;S*d)G_FTtK9(o4Kf>M)4+-`5ao7l5tJ?9mzj zg6wYpEm=vJXur@q;NPNRbVHvn||j@(HIiencGBX^w$DGXuCF z$kTs9{a(L)*Io+3k)6iMdp=d#s+!Y1la1z!H^HQUn5d_vv7Qdp#TO8IN9-04(Kx-& zZFDN_BT-3OV(Us0xvXPP%r^ZN@p*RCp^IQ*PwKj-6IqJ8@@zy_bL$$R-K%)c8UC8- zXOKx{kiBo0Ne=M7O)8q8Tn+q$Cqt`l207eWakgr^{%AF0|0v#-uhm4^-9E{CNbYJP z$ZPlmJ@tDyW&&ZM3!u>pL8@MVQLG_^=>hn#bELJ|5jH$%fGh!nfW`RG&Re_6&|#7( zg21<=l1&Fp$I#$8^&4-@U%-|rHLge9cF=a7)I!lX~YcaJ*c6{}hKON9f1s)nsc z)I?(!(U@N^eAOKip_U+P7J)+z*0xCGDKoh)<@c1w$||F+Cx8;GHaji9mH)&5C&iyZ zbdYg5NqJMWQ@tDUcwFp!T;i%gk;c5BM{a3_QM}evOyL8V3_0)(vwDifOU`p8KV%(m zYm#HQ{tI~7o0@m_#|u}OEsUOxj=g1k3~L5GyKZ0#%OJYyJs<*uWzMaim!vEG1;Gbo zB{8z}@hfjj1EOkX@%_-zv!E2EQ@EFoR(G{d?9zqsh#uTZR1W`E+H({QcGm*FW`cdh z&=@A;$d>IBztGG=XT(>BMP@SH+a0{6_F4LVa^@J>Xg*d z@8L*GvA7yj;S|}`U786vhwGmCKn-pC_S3I8b-M>@LBgr(1k&7|0u(IWcg>}@E+L?r zMv=pb-)x4kT0|NW39mY0-B#g0AwcD|_U4JATB6yJW;*Kd+f7DjY%Y4_m)I7Ur!VB# z%6eg()^oCO`V>oyPctxaEP>umKE8adVQEFN`nANUz zx6f&(32$;U_$_OHMj;!9RpE5-!}qH5StQN0S}$?VE$Cmeplo}i;dM?8rloZG3crO- zx1JHj#v~BO#ON|i=Uc4gy)ov^Oe)dgqi0FQ*CIUKkAD$$5P1h0<|z{-E#&d}$|vHH zEBZ}2WUwGU-ZEjWem-Wzp6j%y$lon9*ht8adr!%oPVtC4FT-Fx6k;D_*4I-@^A^3>_rHhrmhkT@lVRSS zD^Ek$68IBX)gw)jUG9{tc;{n{SVKZI2j2)%G|Sejzm3quHW5A+J=*C@cqDI>i)`s# zGKK%`ap?Bb8Fq&)zkiUbN~e!f|F44GPSV#DD;T6@0CWc^(BBfN$;p$YRIBiiD{aRMdxL>e+%Fi~n@ zT4i3D0IPf$kLryc7x+Wvewb|npYPPB`GV0`0?6_oaBpQvmO6?I-;f!sfwEMl zBn34g;Kujm#Qm{tnSy#%DuNw+Ab=4RCg|PRVc0otj2yyg78;} zFBL?wZs`FY`@&CrfiJOEe)diq3nJp!BeWI+Ws3pe5-n3I+)Q90*d^! zRh)Boa=;o#DsjC%{u(Ct>c_`jT^zx*CT3H2C0Njclh`mx%aDw_snq-MZWA=%<+F@8 zPGh!ZET5doyDFE$QrN#@NQ!QHMe;?F(7XgRT3!+1vk+7fn-FXb4O76~n)J1sArgx9 zP`djjJOKUXpTO6oI{iyMT2i*rC=16J=_@k)HQ(+*n7I?n54Ra#sFGMl%U&V!r8p;J z5WgMk^g+%nf#hy8nVN4KwWS!^0$idS3xC}8p_GMcJr9Yy@AnHfqIMP8RZXbVeL-^v zxAF!sFvClFMZK!s*4Fv z&z_7KwlnqfT!XbVO4L|(5SK4o!n#S8?(I+gUYKLNHPdw!Z}%{hV#^=FncY2;_v!0( zJDX{uwpLT;RTz9&JZjjS%g7|-`uz-Z+UJ`?=LcaRNF*xhZ>d!S_H6B~c5V+AIcqg{ z!3>Z#8en4>@KMvM*YF}hnnYzjTaC*GFl=m&m+b9Ppc9uOi&k$JaXt3$)GX?v`M#E5 zcHK_gmkz?(9obnROH4ApprO@wO#G(zi>N(0M1jw_BtmZrAv<2e;Bm>dG3zo@rDz*f zd)q6B8oor*m2hML8l28VUwUWra#?+#F+?3Wg}zyL9N2<{z8$!D6bkymuYeg$%bK$z zel@oqvG2^*`=>~Gm^4{8e2xFkLeTa?{Nig`?yuih?agU1LxC zG_fRO(3f`K|M#g6|Lsu!_{aal`!^wQ7sSfGqKQ!|NT&G|1gU8G`6dOqHfi)gf=N(j zLKoA&IpTYs{?^f-kYko=@mBeE(|ooJN+cIPWV!Nu65ab*gq^x~r*LktpX77pd3*PN zEl3dePIQQG4*k|@jq5-q-pxd@%w$4F$ZSV0o?)B=83-QYhQdI(41X0D%}hv}*69kq zky#Xpk2jAA{&f`)l=drdx~Ykh+V?)>Fi>W=nE$g_1tPaDEp%Uxg=Lxc?_ zZogFMJ|Q^WQZxhiUQaLL{-w80=Zud_)q%4wT+OeWR=kN)|<+QJ&>uJ{zU11P^LuFr_7 zU4f`>Wob;S&RDLuK=Ki5qa}J>zz=!LrKRNP;=I6H4Fteg%V8Y(jcF_;+TlN`yCg2n zar8uL64%?q__IklfpRDn*dqYKHE8b=|7S%F}OeId1hu6Gw zF8WJw{F;oDPAmybVFNFjg#Xeni2vy$`*a-=DlwEUohY~-5=gO!U^5D=emFdZvbXBr z?X;b{vBoDk-f&%;s3+6#)rz>!MhJvbf@h8U#cR^MD;wT zQQE^OJ;q3o4tcpEyqzF(%(L%mn|9U-#Nu;Gz#@Ml<=R{-R_ryH2g~z>3D$3pY#u!9{gB$nS@0EqlxqOdO(fcFv=3!3clRLv;~|?3j*=rX(hk&jCEL2@INF5*JL zFsyy+fV0Ow7<44 zXd?;FCQKA08L2jM{$ZPvAb9#0Y+_6+1A}%0Vs4MHsjjv*3w^A;-gHJ&VI*{LA$dT! zY;t@29gF(*@+)C`SJn(;~{Ec=n4KBBnsd2 z)mrNxXZrrCi;4lcK6>LyT$a^=cOOW7m z#?;O#dfDnf|Nrs(bNeI4NM%h}**Rv5b%!)0udrtMWOcchhR;=ZMr9B& z-5k62=QRrJLEtCnTM|+PWfz+7`5mwR=8s+OlL9cM#jQ>76Xaf3e_hK=q$wn{= zRw&n@8^_7W?M=#l>@3iG)vfva1KnTe0S5d2Ahoz6yW4yI^EbN-1M8JBtgPXDr=_x( z@3+XGaK>$!Yj6Fe8)~(Y!hiWTGKd2t9{!Tmr!#>Pc`49HCUqn;v77Mec4KsYB3dLy zeknlI(<~vv#(Q(E4a^LAeb0F z%k;x&>I|vs<*!9P86b2^ClfuD4WW7_XY$QtS|*B8PK3okVM3Ys^GvXcl^_7ggwI2C z!lFMcInQ_bw>>7$2wPYQf!2Zkn>y1r)A+_@L^_qqk4g2OKZO(Sw1zyg#3#=zL94>L zb3T?5-(>{tEM;nnx6*{#{r~KVE&6KJ)`8O$x*nUq1Wfrf1d#8~VsJiN*Os06egDd% zV}eKehj7rhL3o(TxZ%!vE7U>E7GXqdLOu2;2Oosp3&zVQL}Gw{qXnKR>KPSkUSL~$ z5Y~fHp+@t==1O5UF!#x!kE`f~b?JN}%F%C3LQ-X`q@t82#c;w4x1ePEKZNOFL#JIZ z>DSL_`l-(9rj$bbY~czC*pQW{%hNx=L#gMU=j-)#SpQkj=Em*KIKwXrwpA(X*>!Xq z39wG`a+Ph|jl^;p+fkPo;N>AJA8`85HZ!?;*&~ zYLrAb(V_EoLvrYU(>7LgeG$Z#zt)$U@If%9_^4@2fM>5bHW-X#JBJf0BoRe}Y)sMj z-EI?r1NLwfRl$IUH%PDYp3V2a4IqKJiY-b6-bCqiGXGwlbMVPvgYm^t z*Q~Tm)Mjgc8kbfraek)VG_NyrFFc zsvjrea^gMOGA`;>l=6Lvd{+2fT-*90tI%@p*{RuP*Wq%3SWn6&$$xAtJUYEK+u@O8 zmA-bU(t3F?@R}zw#+5pvVZ3%w+RgMx)4?h7m+gB~{?vqELb;sCwks6Ra|1M)xEZYU zeW&41R}&F{0193e79V%GS91~{|NYP>2PyK3q!fPOtN-okuh#|t(V_+aw?MxCi((M+ zY}@aHd0TYaCqRgmSQQ5Cpgv_GOA3r7-53s2As_$DBgqV}_dzm4TQ|owwYoXPA`OCV zz(s-g9{-9xIf%&6lxZ&N)p#_$C*6N(xO2lR=pJR90Dx|CD`HF?&ym4kFahDH=rAY9 z@BjdH3pwx7~#mK>6`kgF=dM2=Nmx};e*KgFSebhPlu@CGnrfcxnG)9AwSy<%M z_6yveesPiT00093E~jw79!N_g-~Sy-w{7W=?f;np8A|~C{`H2KdnfoqsOB=tDui{l zV~6^W8ld_twlMgRS^IGx1l*l`_YhSUaq9Y-LugHREOT$%F7quKeJp& z35sOWz~U))93gO+4cgF)Wg<7&t6Xgrf3~8!QZgu_u&qPEZp~9I<&3b&HU4mWbPOZb z!o&>WrXKV8q2hnZ;79igC-IOoP>90=*z$#GF;X`TsZIs2NH%-N%5bq#WNe-VG4PYa5OW z{%|DNi-8P|ux@?k1>^5P$+Ks*sR3oVo}nvY809m+d(PNF@U-of!2NC98!mkRcJS*K z0f`m3YITTIsd|Jny<)KJPlwKXy(%l0V0QqhRI06ci9=xpPW7#m%)a%|rOGJzsCwaU z3L#YP<7SRIfblvkxzrByIgt!8o#0UVK37Pg9FwQ5%%Z<8T5SzTB{<%`b?y$TWH5PS z$h&ulLhtSl`IGCA?m%IJ(R))C4GJO>t(pJ*V&C{zf4VpAkH%LI;4L3{|994Crtzyr z|5zTMTH?v8OYb%v>e*b%3X+|=CwFOnoW!00+3*<7o48Q_5*o~r8lVv>Qa1=5(Ki*v zhCY0L&m~Y4uy@Zp_zWHcekL&C=46R&l)zzC0}qc`yI!N#i#X^3-4YCqq9UR4Smm)z zoNOP@WG!41wJ^nGY{fNUH!Z;#9(^~%*Um}!DNd=I|?g+QarrV%6&MtfCjm@mX z7p-ui4>1`xis-oDSF-bU`A=S6?PO~-Y+`MsGbPq}G2RfORh_Fzb>)|2$7~o)0f)x6 z*Amr1h1`5#El zTF}QAI_v4n83<6>_UGljyZK+#`b{q%`+XnIX@cM5@FwxeWxf^%b@VHv9@$%ak=*`C zZ?o|H0+Q=@;tAvwg9|Pg;>`cDUfj8P;A&0FhL+l(P#Bl+ntxaWwT!k_b@}hV5PXyc}-@ z(+pC(X-C|^vR!d_%jrwR%jQRWZtoZApl(GR zhYS-wCAM$(wro;+_M0Pn$LmCIO(!0W+`6;gE^I@45mY*!JFA=g6kJ~}&g6Q0WGrAW zyb~tilWHxjl`uX4yXOosjogIA^Is@_B2X7^kjv;M-+0e)|A@APY4@@Bv8i$kC_b$F z7OOOUQ+ap(zjD1{pogj3O7D<=zK&KuF&~8uEYazHzbVoD%ftVtN;J{IUu=vy6K~`l;k_!!g)P3$Id6MQdX6d@#vxj z*(N74|G-7DYpey2rs}D*;r(_icCQf@5TyiW9L_M&uzuOW{tsvNr?Erm)&x>A#<;{O z*#k*mKV>&8mNfPH9Cz1!to*4vw8~-{$;uJlVbNPk5$@A5_N!-%;*cN2e4(3Aahk?a zRZ=C9Wo_6$grK+^g2U8n4B!#fdPt~{$;$Yg4Y2XMjPpq#9>eHDA~vK9j$=!02hpm6 zOtvjH>_6PsIoa-FdQ9ip1}-KOZz4O|doFFF0C(~oL zVw6ZoefeUE#;(l;a5WcjWaW`EY*vFV5}bY@pR~!4U(TFkm}A|dZo(F~n)gdOM~|UZ z`JU?3rD`MTL-%3$_stOJ#)uLgJU+_X_#q*jtIga2FUIO|cv9G0Lvp8%4BMcPXVUhD z9chemIl7F}js68O=>1DDrH>9w9GMjRM|!~=+@-xJ=Q7Xwa&#={iHZAU17i=(B( zon8E<77R>`Y<_u@8p~Z{$TFuVyrCdXr@>u47G?z3WGouHH@$Mt^#A_eRqt}*C)ft? z&6&lqG#wIF79EcHVdzcd&E2&hM}#VE@OSLyhAQJuX@RX|4-nfh)qV_0_NfygEVrel ztb8~s|0oHmuC95*W#3k6Ufe3xXo5cOFy)q6`!&b8tz*<5CE<#zE%S!qUrSd{UK z!`ktU_G0}ia(jcgr7))QR#GPDJ1^R({QMeUzXX?%5_>*NHCT3(C%HI%qX@N9kr#Of zxcWoXQKq%Kd+3B~y$WJkL#vO5`3u#mMH7nBgphDC_L75Nz%L(f&m;DWU&L#zvf^)O z4l&1T=ZGp3Fidd}(QghPCFq7a98h z&QpY}-8ymP|JrrCv&%KdWuAHBXU1kG@X7goJtTnRRa+$FlKhH?9IsMqA zW8)RezeY^+y0bH8P7(IA!jp=g?73luKCGwcrXaemVVGUMvB4=wiKY|*VEwl4V$o(F z6Pu`ES{GP!<{RfmiS!4g^i^MVxj(pzcZq0G*OlS}DO0P_y@}mj$l}!sJJ_5g0%w!H z5t2yDOPASHpOI33`g!x;#sv|sHWxKQ*ag*IqTQ4(EiaHx{g3#}Vd4hL;Pj#I@3?$e zSP5JLybsW_Qv1l0Mawa$5Z*OSldAp z5&j!lRw2a*&XzHVPgRc7`once#}(vxAv#h&#uNMXw~Z$BKt*v`^B<5*Gx0m38M~|@ z&UwlI`wF%kth3x#h`Z4`y{gC}DkV9>m-I{5y{*o4e>dI^*YDHl>Zxr8x;0W@y}pY3 z59pu~akn~Hl;?$nFt-Xl^CIkXx?WR>Bt3S~2z@5e&uUW9T&#)u%4$vV>a%A(nSAI? z_aq$JQ9KO`q?(Mox$q7e?_MKy^WW`J3n)UeVb0k%avs;PaDlPdCMcwWUAa3R?9f8g zbpTdCslU06_l>+e37<(Ju?kGc*$yNtZxWvFflv}UMKbs;hcaDG8+he_hQT61%V~=w z1q{R|slb)}a6rua!sM+#1ch^Ppj!K#!KW??+FKHtzjsGwPyqQ)$1+A;(Q3#AJ{F@J z^@AN02%LSjM%jgo9h*B??;PoL3!d41c~eM#`GtC~KrSnCFc8ix*yBxj3#86Q0#Gr& zGrSIGq#zXSP92i)UpACY0!x;1(S zy4RUKniNX|lX%6+s}6YGOvfFOeJ@Il&yCK%KE-6n&Tt^5_UBhPGe;N+R>^Nj3k6_2 zsjZ8{cZTKTOg_MAQ>y!Pt-?*E$Ng53ZS!+aO%@o_229PQ@znhNWZ}x<2s41SzNs=s z;p!D-)(Jx``Ei92t>k7<0SP*N)^E8?u@86uK)>^E+F69F`CH^c z{mTny#0fEgL^}4G`d)Shsp+8rKaf@tUpE_v#(bRKnp!4bxi>a};&PT(jJA=?aSn(m zuft|pRy_Q%s_!e%rIQb`^-d;(ka_aOOfNW7;q71@F^kF(L6j1x&kyYa|s} zp`aL_CJ@R&<7gY+J{ulsl(y@GBzQ`(KG^Xj(+gw z@DdD`=jqLXcI7gqgH4e5sY6#dl+?oOitIj z6R`qG@%<_=YotCyxF1f^n{*SMhmZ)f)wm$v(9-!bj+o}+i+|4yux%%Akit27FUooj z44QP+Bhk|NvJBQ^)^4`Cd&OQcPVR5$I2?}-7_c>HvK5?>9qVbhcD3HoH~jclSp@i+ z{kQ4n^DQYPeMl-;L?9B2zM3N2*$9V&?*xr`%~ba*<$s1w$sfhq85aWPthmdUOW4p0 z4q{AO%oY&hb;95PNZr?@p^pUZs}(0qMIzD$9AWa~Lkc}LGo<-R6jzM;FavAdvvNdS zkkiERD&fFEASr=*Y}-#)`2La@vh?Qd}6w&()v_#W#d(@ZiE!O3QENkNzSN zgtjW=@HxctVU8aGny#6n8&B|x52V&rKFp3C2kR!Gjo4|)qn*lPW#^zH<(bod`f=Ev;2kpiV( zk_66xK`A^+^SuB6N#EU(5vl9r`lS^a7+SDOGSW#10|N5!k_c?UxrWRm`})Q#1rCx} zJjNMw9{sRo***S79Ly!bR+mO1_(&3w?L?fmx>H8dAvzP5T%f^roR2>~qS2%DMC4PLST%Z0mn7e4k0AD+yC6yj84}{{G zc?~t*wjBAA!P>X})}a-?iRi}oWJuNnls~$XnjYh>$Tjcly7J2II^Y+oZK7GFz8*dy z-l83jdxNG+snqw|!>5DmR!KWkmRN=s$tHZ4K=w%mbQtNM$5O&4tmxF~Tf%YYLyuVV z$p&e*XTBncvh!q+=cTUv`eCD4%lP9$BFp?jN$9oYvA$GGa%4S=Wp6YS>XDSXR;}ys z7o@ndzYMcfSUqI4FoudBJt?^K>+sz=G*|vb%l18SBbkElMCWgs8C|0ftClI3p^Zq0FOjg-JNfc{`j+uVaZvWdy)*Qtxe1YvkW;@+@8L_ z01EcSHtC61&s7XDjmoO3;~=g9lKyzH?>`YxM2rWO!MAlEdDFiy_#To!)&pH^GcR~i zP9Ic(HE;ZpvC#Jf{F6F1?INr+P z&bYh8qgXfRbH-D+Wm6H)G~m)ccW;K?F++i}nk3Xn#v64$@$+sCx)9QLB0zOd!D`PN zBPxjQOdwb8ikgyXo1yh@UtI@7#a`@`usWD?xzFOR;efSM&g)_GQa9y{y8C3IWPK58 zsycnFU)ZnlD+RgR)%hegJUQ zj7N!E{yvr7AC1uoX%cdq>27bIQnA6>+HGc2+gsnTgGrbEM-h$tp$=)wN)s)T+ebhv}l3btTOa)+wk^4Hgh5qBLIq>wy^PvSyzEpppR95 zN3WjIs>NVz>qRX`*^=5&v5?T6AP8}QazABIdP#o(Ox`C4EypyK;!n(6FZt~W0?^Kc z6TAnIlFhxv?Bcx1C#fi3WAe>S&7qEWW|s8qNEtjr(r*kzvVaZZG0pU_oH#-<^kkFP zYSTH(`Tm1tX{L>PxEqxeD+zLB%I;E!GhipSP-0c(kNSC2&w=~#LeN&Fsgod z^vdz%cflY3-7sj1zao*i%MkpoX%4cYz6aXq`{!RXkh#PyU0~TjX>N+c7O;!qmdY4} zmyu2`BGFW&h{(c}7sYczE(Cnj(a~A=gAO)wiiSq1bd>{JKal%B;M89X(>TbFF}Mg9 zHv$BXLIbAHO2s2elvFDH_Z5ifwfoj@x6XkRpU3Aj&C>N+~=h()_vwEt^wOW&OSP4 zUr-^f&8@Y!<_sQjq${%|_F#Q1cam+T%)jVwE*;3lpOvcFLq%MSK0sw15RHEyesqe~ zR$IQcKMeV1J`!G3PU=BZhao#`Tu4Yqu`(A%q$j*!I=*kY!XxF6a%xQShd-TO5Ga=y zwEa4;1nJl%^x?1T{%@>Tn;^p=I{ooD-Cz2t;O2m#>uOO4C-jdLP@ZROsFVM9pdz;{!Npo;u>r=Z!t7TlO#-`~Fe~lfG%UT!4D)PyfKx~>t zs)#o_55iS(qLBWbl3^mc+0^uYTr$Yej7E5MG$audfD&_wdN0zvb# z!k}^AUX0@9g*3J1Pi*1*M*qTzR$_z8qBqQM%c=0c0~);0wgPlba(rJ(Ty8#Y6~z+C zY`hEE{7E~CvVjpR3xaV|Cqe}EwemH*dkpGos)&)atl|3iE(*22ZAhMI3K!&#C+5PN z4^CIx==?@hy-4F^)*Ra}SVm3ebe9mNSA#_=@^XShdWO0HM*&PSG5}w<%Ta5_XpQ#) zUPrD&$=d4HM`K{!R|X?H*U44(oSv(xR3_!kHJ^!pCG@DGvu6TZThEBP$52<+vu-)j zA@(~<&;S4a|6H5nnKGP%{0G0HE%Pynd#ejza`&{fp^>eT%^XH;qxUS)0TYJ)gj<(l zqvgi_`wO`Y3^-xUPriyV(ZNkT!;xlq{_LLANrXmB*>Mklz-k=MZcFuWThtN)j&dED=^t zaCEQjT)XX4wfXT{gi8F9md+T zi+r0z&7s(IC1_-p1Tt6pzl0g&Wi-aKdo@d<2)`un{@gC3_n%JVqrWvrXZDHyy^p2Y zcYJ|GGsX#B(B2b@y>JkT!E%pw`2YXvbBSCawiq(5NV4rT1baX(p)74*C8Gqa&>U}rY$E53lhhvhL{tHgjcx>xTKayu#@+4jR{V&pSCx?#-ablWms$f z`f_${z1#jZvhz*-VT%xv5*VVy7G&BpLDn{51uMHWl`^3zOtTHynw52m-*V$oA!qQM ziH07ZrzX5`Fu}Sp=C+8Y#^9NX?rZ7R_^k=em`NFRs*n^(0VK;A%x{YLKXUC^_N>C4 zOcwl(c>No2-3rnat9)TSyt-LvqLpS^){|1e(dUO1CDo=Aq_h=o=>UKEZc2|cZnkMO z6^8FetPW9X&A*y{*q1}@8xihrQNcy5{oqci1aZ>`-wIp2V=#rD7|iFU%4?t|_Zb0auaFwg6sM0_vYGhc&BSROCNp+DQ2p>$ ze0gtQ{m%b~rM(Xrs3d%d&Ih&ryhyX5PFP`qRLz8=ga>HEE*i|q>JFDw7SK&{NaZ>b zSwGvqnk6F^0aA(dSOcXs&v!Bo|BFMR7mA(a77YHafbz`7MWFm_9dp{nbE~Gs|sF$|T!j=$2O`(+)Dg|nvKtK{3W%#|dT*_zWcDJ6;B6iR5BsG(Q}6nw*JV(c zt7(|}9z&`&Lrl4$c}A79Ec_eQ&b%{8$Do0WX`IVgvH~PMm~4aux&%YnS1*rJGUruv zbh~MN5SNJ*2^Z|ZE_Mr2b%mkpv2f)SB?o^$i1$Jn5no!xnfDLX{sLkTNy*05mr!f) zzJ)*l>VVBp@Kv`c;cgeQ!3_*3b^A3kvjx{W7T5aeV}r6{CMjqv=W~_|G$HG7$zR;C zo6IY&(Md-%=H1y?3!-7BWXEf|phABNeB}Z<5Rd}TWM~mZUCZh@`)mK&2rSg#ym|@! zrOxcf7Ddr7?UzE$eJ^BEGyN$SzF|A&b7Rh+)SH~Jp8=HG%;bNGZ0&`92(b3s#ou+!?4kZGIRrjLjANI+3 zksqF6ip=$nrcYa0z+Je&?jXDwbbBwP{3Wh${+UM@4sKC`3I*vhmOmvPDYm>U;F!c)$LH|5rcp zW?Vre*T?jU{0tCAXSazZz>d7wWDmsDrvdgxK%}4I0&Fb__rNhr>YxcGuiFrrl^bhL zsu4nB(#oBr2|42(?wrsz_=u=#mZ5T|vx8d}RkbdM)s+kW!4g^O&yfk!p$zT^aK9E2 zH7V+;dv99Y7FLffe9=HtERr5MwS4;>7_ft+&mZJ*g`b{6i#Q)2<^|&NZl?zO*BM>$ zYl;+SGIddYB^*l24Ei9}@Ce-shL4&bfTW7-HlG;H2{w6th=T9c>{Va1c~=ge zSB}!XF|F_0hOe+*$c+GoWR(z>L_8K}B(Y864BwBt*KcSRf)8Ts-m0){WW_{6@?BQs z7myT1V8No1E&Z9Mh!VS4b2MZo0UuT^>Ja2TzQ-WTzQlnd(9-g?2EHj)03u>&%527m zGoC5(PFzc*d!pa+YQA_U7sR@CRSBFl`m;JiimFop-wBs!rBUcK`|0J_EfkiitHw8) zUlbUV(s4-OM>LA|#KyEzl8m!;cJC`9g>L=r#oVHSev`6-NR58?Pwh}HatwN&Lh&}N z9a|5M0N_6%;aa|jZEx55vaniSZg>s~J zT+)LxNaz|Fk7T^c(EreSeuH{03LdC3@hSrs>Uw(-TB3}8@<-%JR3XKmCSN%;SmMXu zSOz(Ksg7SI+WCEM^-ytQ&@L6tVw?ub!S800;_t^UK@DoVl!o7K$$+)x0AZ*g)PekQ z@LE8;=%RMG9IrfU%X}=BnyB{Hai2hBf&eD?O)1U1-)5=!-q(38=vwSm zuNVJoG<=&+Y$Ur7q6HFjrs=n#Fvy(W#emfs^}#9>IaEY_nQF)^TdV)0QSnBzOXk}z zD`vWrv+WNNL6)kXlttP83q=jR_#Sv*k*eF1q!hfUaYz|UGUs}@|o?4{}B4XW7pt=%4y z7;GxFdL)|HU2|}4Z{Wv=WnZvByw^y7X7c^<(Wq!3`IYI8ips$sK%BQ%Fb>bMco#)pU(uwX29#!ZGR=0m(^GOPQ<2H zXn4bB{nfT;m;)DF;CJ(}p1lkq2JnEziJvTZhH?qX*+XP$0fG_f`3Y=FvpSJpi9o@Z zMuwGT-W5$!VuZ6FJ0;Z=u=#xB9jUJ11TXdf{}r6V3B*EQ)b+kDl>UtS`nOI)tRnH< z?xuPSEQ&$*wrg8EJjDgc7Aue8A&a!`E*&oxkOcU?_ojMqF(}$}Rtg-kZ!^L*3M(r} zbwF_v<*U~Htu1V@46=W3!iLOIi0%{o8g;XL5WZIDd4Oa7Rj~4)FqN(LL)MnA)3Q&H zFW>gAQU#-v*T*}@wXdH!d7B1@LyryOi?egko_53FYT7;>UOgt$jkM9$ulOhLOy?-F zGa|B9cT-~ZXMKV;gtLIE%;w5tiT)TTrt#v7D>V*V+*hpvGRCgYG=(3aw3fuu$uw`+ z|HqA9sq105!CID z3r+Y?`9bk^0X$Tw@v67^!dI!+@Q&|;Y=KXj*f+Cf^U-M{cfa?IMyu(Aiazi282DV{ zH=|u;Kar=kHyk`Iwq6@k@+4Bszc}x)m3M)hwpojPC5+ICNArAP7V^~sL(}3(4SMn( zuqCz&s6#otw-#mV3$=TY*U{DFfVe82u*pr8=ZfMUFG>IZ(fj|E7#-%idkC5W%Y+sl zZ63&qQcvqr%76P{p7Igdbi`v7r!po--fLfb03hRl4;5Jb+~DyyEC53#O`^xNT52}X z7VHhX+~E9YXli4mC1Hd-RJ{%sNed7JO)Bg(kEYn(!qFZ9FFdk(SLtmvV8>^Vs{t2F z@zAjC*_#S2?T*t~pMa*=l-p5>Q?h06=Adi5(lFsMa_!2b`twS)1+6kK|7Mnr`9D5> zTpfQeV!gRsbe=K!L2)UfTPnRWh4XEo=QXAmwj*i;xP|u^e?cFF zt~{KLC{!&sk)6Ns7kJC8fO-YQ4wwQTHiY1?!@ka)={cpVqV29X0Y=FKrb&(6h}$!$ zIy*G$pQtj;no+$XifC>6r#w<};OCbfqI6C*l14VX?bf{p7kQ1FFkAs*8_{JGCQAv8 zZw(kFdR1Hx?#(n&!d3xXm583S4u!e&)g!dW*k~)(6QW!>;;|+++E@_GBv~FML;-=C zJqzI5MnE<0yLuY~%n?<@GfSXme9lJ?7ga4K=+YYKHL(Rk2BbH z^%TrJge z+l1ht$YarYd_HqBML-;Q#L7;ErYlHmf4kCl4aK8l9w(d0RSa{mrF!2D&DhY#lT{0r zd*V)_(q>j&GpVh%zs!RcI`|lS)#W!M=-SDh+^!Jh&O0|fUNh_1{e-xXoT@T@1V(R? zZl!f1dOL5C%)0g2&(T1twq@x??k@DEbmh&Tcsc`O;d#oTO&vx14vU@x$Qbq4MyPvm z$C6Hz_t70eb?gtv9EeY+nd%Tuz=5yecW3aO-wIB2Zf7HItai_*Kafi7K-nRBEYH$) zDA017PXmr=+eA!hbxD}@!9hS^(s9B}%8EYMDDU&#<%S19>=Bf%)-{NlSdk zox%S+>mu(yF>7-NaJ>G^1V{K{pg2$b3&!7h9w|?Mw2TZ-7{nV|L?!vSzBc2 z-?@Jzs{tJJd+l5NwNy}Ic33Sox zQ4A1n5i%B}UMAdJFzSty-m$0hambTL@PsB>w&21*zuk~gXccDXn3&mUQI|N~Hswq) z43S6wvBXW`C*7j0n9PzHuRset?lz#h;6By+B#jGc5o+f}NbWrbFu7)}6_I3*2HYe?24pMuMt?OHA67gBoPLA-oUIF2e5 zPp+p$cmq7yhCRDvLrzeZ22c#j5ZMu8(z@r98`G zd1kSU_ddc)ZXJT}D3u%{-yEup{427djhl zl%V&$^WDQ$ScT^zK+Xk*C(|$1=ph2nmO+_ThBDpzSz%jKAXYM9O=A5k>d2^lU*ZUL=r>44AC?ThKSynbMEB*^3Z(Id-b8IDd}Q0wrdM8P-%@rFxBvx5A0iZ)WQte4u?*A5qKHvJZxY3TxE4jp- zc)>@8>AKK6aG&x7a`peL7Mtysc8Qz++Y_d)G9!gD)h5JgJ8!O9BUsOGnfQCY2A(t5 zoy8EYxSG4MqqLps9C}y<4sZb5qSBo3l3%_Qx1TC>5NaC2;wf$nuwzw`i{0*C4|#j8k}3SbJUl4y zK^dlgS0ldN?|TVz|89L^ZqW}nt>4G*|Ld509RGi|0^wpMdjZ;q5HJ%i;FRNuIW7EM z;+V{li{hoe@S!R_ed9kJKmeGHgnMMcpT5y+SaSKs40kz5A}tQMdJh;QZFzh+O``}J zIh{SrpX~si@fn6jQ4(VgcYDMyviP1U-~Mkv1OIJUi?3nxs2qd&30Q?-Q$?t`nC!&$ zf;r}5iA$c!x}!r*8Oc8Tv~JV*{i-JNAZ2e|Py@RFg*HVJFbh}z;}F+P0Vrf&2Ac=f zTG?ru7puM|-%m-tDxgDgineihhRu^NgUV(~zBsg+4D?l*-+ZZqBUa@hK29)jlPqwy z_5ZcTn+rh?$`tBHHL~#UX%SlDXqkEkqZuHC#k*lsl&X{>AdtN5ydK0m<;dsEfaM(U zzo-DS6|mD4t0=Ng;DI0iNXu%Z+eG5EWV8z1+Wq%&+E@#q|M?KyX?X98n2=q}Xn7#q zsUUO#*vJmqqPd0Du|(XVLJl@}zNkiqQlMW0bSM>J75MYoVcmvY%n~KIYsPpCh+`tx z)Yc+_JMUXY^EBGaOs~0=q?Lm4s!^-*J&GKHlO_G@xmEVmn`@MDQo(_fT>Na1hn)-x z&FCD5kZZU%k}tt0Yp*6nI5unOEx$$hy-Tj_{P=yWLIvu`kFSmKZJP??wN?`#t-@p) zI@9q;F;-3evqG9U2W=29glb#nziLgiC`}fc_P?g|m<7Z)s0L_yMjlXI81$?Q1oS!& zbh2wUACfa9u@LYbpK1y?;7?vTZqJ10)4KzAl$b+TmsM-Bh{VLY`UGQXnz9(G(=S1RM`nh&G|}S5aUZ)_ix86Otc$A()hrVh)2VUMM)1_hPqVlgvnH7_KUNgsF)TlVSVZz4QEbA6`hK?S<~EO;Lt<={CNm9$JWBkV zIN6-(tED(^ta7w?HY2AmfX>ooz@`4PS=4t)0Gk|X!7;0i2QS~4 zGh9f$aYCW`BgVB|r}@F4^Fggk0M7Y^>uhl({xs^~a|x6AZjH0}ERcM3gbmEQc*+QO zhJln}Wx7NmC-sHM zynDei)zG!eiBghv$9a3JZwKlO!*}AKuu9wo)PG^AP{+N~GVIGDn-Z@7sNB9R6|)6B z&$=f8#~OZB^qjyKUe8{49Ovax;n5AI3UDYgUL%UnGGp(RhC9uHlm7H&)jnu<5slOk zk#aOYH{P1HFM;6fJzwX^WT(Ca)@U1w@a%vDDsF|eIjQinZ2gZwrO4ZT+kF#|re(4! zMucpSo(4W*Ywv>+r#S1Yoxe)smgx7jy^s1~uyZZ)5{?}}Dd*+A1{!}zj1tN)(q@{- zw-P7pbbxtI;iM}1=OiDHk&WB&{3<=pBn@-bqgsLCo}!D6xQ6)I#A~su=51JJ_f-T(uQ{cIFlE_Ka^viUNPtlPn2gUKr6Bl zbm*U|9LA0Yf>6qy(|Ic-mef+OgdEp9LE}Z63-?7($aVPSBOz4m&U78pF>ah}rO@-HxnH{7pF z)k!2|y1G(`xy_|#O0@-Owo6fVXLKpI(aAQXxoNBa?YI2YMi^hye5zgzwX+NeiHs+T zaEKC3^{0p{kW(xDfB+Ay(Nk;3VS+y7;X$04C|eYoTpQj_cpXmK3^U%h-h$zqBSuo% zxzACYvuQLGu-O&=cC6qx^zCZ`aNNy75;OX=>}S9WSBuaumlJ|xLemooxso=&WUdH`9)de1|ESPx4ZoZX7V0|}OUHL~A zU}?p(M2u|=YIP!aUIpfq1}QS~e`sOqJ71TRfOLDB#nsM=PEngV@T#))14ephf1es+ zy3r(prAY3`_lo?P?9!qnv$F0rnw+t|KhwxfPC2$GcJO$Wgw2d#3X~5K`)K<&Q2~$h zd?@4d*zuOY>n8+#RAvSR{mv zhL(Ua>#?Gq=l$7?f84zu8#qSafU-=a=eyqnexn1*gE*b63vcLn++Hq1bqeP4CDwU@ z0kP(2mPIE&Ll&icohV#Tk^f;o`iRwIl4Z1*g$J9>30^?M6aWAN001=E{egqcugc!1 zpRIq3P(UuFyksGS>;ecFB%V7la~uEwAD-g@RxN@5{H9rYhDw`P2jV^%l{+dVkTpEP ze;{2!Y*q*L8}0ij#ikJVJJ@qL4nk)^B~W&p@8V?OS)HuJlDEXAnB&m6oMx zZ(IZ^$1hW(PYvqKfnPE_c_={4=e{(>N6kn&!7%sO&ieb4Wi+Y5GBN?iXcEtTe!1}; z|MSp>qJCs=Zaj{8$jp*@&U0Oh%>RVlaypn^l4n4^4zew@YE9ZV+HCw=p(g}F1MQQ) zW}px?1g}MPxTIf6gYz>|kg@?`yS-2P)oL2Dk>U?mD-5D32qqw27UT*Hetkuo(>Sw$ z(EtXCzskY|3LqM>;lAqvhTN$xYkfv?P56||ui$0-d+rT`MviFg`vlCv&~e!?I4ujR z@hl-1#dCeX-Q^V7OLePnmd|!Ncx6;8JT!Pk;NM;i0E7?RyH8Nd@hWw(6dSV_%nA?5 zyIzMiaUar4QhtgPn*3RU_wWDz|NpX=}wi}bG57D=>1sF#e@UE>ePPKJegaPzfh`@xXr)G@!(pO0b2N-ejs z65`k3agaH6Y1;$fHtV$39y?N-b0K0`>AL-0H#G8e)g~y%{F);c}2NN|3 zKV0u$8SvFFaXj6A;F;|Nocg&;QYbKp#Mtd6WDW7(WDuUs-<7 z|7&K)MHqV3g-@Gx1SckQkN2*DjIXm!wf3HsC?xUh$9#DR&i0PO`GsZqO}W#k*5c?D z((RZudme7Te?>ZmMBx_%W`h*Dllo9Yd`%@iroU+@_0c$z6Tj&~Bd=uG53hMHm52gi zWUTJUc(&A1b9#Kr@1S`Q&hfd9sHx@e=Piz6*Q-$`THCF>;zva^0~`9^a*4>~RL0*k zK4yJmGE8gpm0ac|ibnf8ZT;^=SWpEMJ!_b%3<)E{45L-A|MC0(&n+U#f|!mgu?rx3 zAnEQ&cI@yk3<2lqP4%mvDtjZUOOpc$vrIGNjwYF+n%T%x0~U5?2JuE`UZv=-E}!OC zY9kygQHydf*6>qLB%Y1dLQ4^1j+u;tDg%3`pU;3^;?Hom-=Bp$vIl%edFqbCT z5d~RRvoXX0C|DNK>`$Fl@REab_SEilMSWxE$Q7`$}U~=tBL2oEWj%yCjo5N|Fc(Y9zqV- z_D?k2;0c}c5phXYi)lFzPsv9 zA+=;`6aSDe@TB-zmcyl9p7|mw09gWzP`_a7=l}onK7aq%TmSRPW%U36 z0{|BBO5VlwxU^Vqdr4KfAIOd%6alvvx{OT9?`2*msU z|N3A4h<C6Ndn7`~=*osHlHd*9L(Ko5)^YJyA2t1rp4)G8>1ax4@f z^D0eCR<|AV#{)rR{%(SMKJ~e+NN4M5%~K5h`se@u{y+ct8_Td=5#`)^ng~Uaf{)jH ziLCM{TbAnG>9QAhPcQ%g0{{RS(+%uy#V_vd;@lp2(GLkHY`>~^+VmD-F;*WHpb;8u z!wdFtk!53Xdk+iTQBbX^z&z+&^cD(O0TOwDOmi^AMD|3@WtmTI&Af#_fD}$1ufNa= zdkZMs|MFsUG>D;XHk*03Rwve1+L1_HMd)i-s!Wwm+@3w9B| zGh&y6`sdgGS@d>ZZ%fN+s*rf!=N=tD^)VT=A^A(1GRchsZb%F3lAloB=6^5i1O$F} ze-jbmn#TV1*?r4Tn9!NxqyydsER2qOiKLfuer}c1M^Cu2gr0Ug z3brH_YD_o`0p2*V)!n%}_BR-gv+{C!T}dYCtHj68EIOFS|2F%K$>$%Xw2)PPwV_S? zHKn8DUv2+rS7~&3$WO|9#I5!gw>NGt@Hh6&_M5ug#i`+{-2kQ6T;g)A!LISENMnqP zoCk)qE(>C0>#SpKIFkHXG;~ZpHlZ-Ai`>Y#fT_ts#28UKo&;A#mrnq!;|Ke`Bq9?s z@Q39SIfFS|29`hQ0@!E57z}oX>1wc!12`lFRB?LUt3!I|OXvSsIfOAKp}(t&_XW@8 z&&i%*A3DJep+Slqmi7szG!(}N^TRQb~9Z4 z%~dK4Fyjb%?&_2mR6Z%i5kFpKAVT;=MNjEC(V9T<5!VpiNLn(Q z3FaN6Q|n268gS)ETlmLR(szV3;44(cT_?mAkQ=;hj9Wg%B4p+ZieI(h1JY-fv+PEj zBH`Vf1za#yD$RUEcDcS{{9GUu;rhRfx{upY(7k{Ebrt~9o_H3Q*dZ>`T&We1ZnMg^ z907yqc-F^iNT#yOoj2RbnS9;o>;PqWNunHZvK_qKGf@~xv|{>GQp1%ly-fl?Q_+ue zey_tI=g53DtlU*uhvkeL@i6y>LB$cf5#pub^!AAjS}%BnInKwkt>37tigSJjqo+5> zOz8zKO$hm=p#R%M9U0=d&^MH2znnE_R7ZKkWD_lJh_w!L;LbfSRv0S|L52Q0IkJYp z$wIZ^#_<@C1EI2xPt54lD{&b{OW#qktcMPctOL7`B-FJqNXu>O&Tn8w_n3*zYQ>DC zSN!W-tM4A)8dl^|7651f=qd#Ll~SkqnK|lB_+KrWBGYp+5tC4C;)D-0x_fzyTDY9< zy3mKgHqwM^VDDASpU65(nM>$jXUo~YnIIdc_sfY=f39WM7@@&8%g(+Iq*%lLZ8QZ+ z8@K9VB#YcUBRcp_&N@c*0ASbnqOfX@k|dh1Aod5H>@LeHkh6#y23>NydCe)ez@x;$tw3I2;3qR4SrZY}wm@Dh|Ukb8tvB zS``@sQvuK<8@AVuCtjptM@h7_VTjwwVXvz;l_-Gz7_JMfHNXxy#$GDW9QJw@#}Wh( zE7g6g-lb=aKn;hZxca~G(Tyw0O+{Y9w6J(aF&QZga>9X4kU7#8ZAm(C+J^~!+|VeE zO%Y_1ecVTIwP!I<|ME-TV04GtSwDD!CQtIz2RT=JFZ^E)pe-hQ(W>X9;~;tnmFn16 zsaeK(09Cs+=KpziGn$8sCw1&c`rAd;ZSMc3Mv^`#+Pb8mGq_h`Co5N^g2H-ws!#E+ zpe&xT)qnz*iTL!M)aS+{p({~CVKSW`98v7s3ea=uLsrCdv& zP*(bN$Hh{O|~QNU9SAH7Rs|4N9e z=9IW!A1eh^r@9HrZj$d^UYvf3+GlYm2w{?WHJ9!8EA6yx3Z|W5)CvZ8!+tNqzoanA zZ|#rNS4{Y+3eD~t$UK#TcW{&0+^=4qiM-~B%yj7tBsVCIL-(zLu4H|R-_DnA+(a^+ zGJJ+LT!voQyT zQ93yK;Jd088x@~e+?xlzTbZB%knPD5a)0@Mtn+2;gNtbBHYBpxeRx1_2O2#C^@*yt zjr7RE%j{diGOnXp8B1eL(L^}} z$C?)<+zs|7PJ-yujG? zYh$Ts3;xjNA9Z_w!&mNr7nB;jvphbVc^&U0R_MF=vt0VB-bNOf)LC^$XV;DUW`lyF zSr0}$3+^rB%iPt?`WYz@l@vl^)w|+vkm#~Ou|uu6xP0R49!ji4nJ)E!@4Aam+zkm+ zXxuz6H83&+#1fV^M6~qZ0bY6rym`+fmPAlL3ibPZ%9?GIPZmlc35lKViIuyXE;-Hq zk*h&u&^{^H=Xafi{_SR<%RAXJM@ZF&K1%fPKi$%?tqTABdz}~B@X@#){B@Cyl@C_c zZX#kWZRC>e>o32eBGNqaC0jv%|2RN5s=&RG`t1CxOXwN_xuaO@wo}cIa8tCpNL~B5 z9jwJJl;_=2VM$QY?_&?#qJA@R{<*hf*|<^z>vyCbE}7dAobZj3uv=-u`WofutXGqd z50qd!vYuVQ^|aWzJ4GC$IaK&4se$*vhu7NO-U4mGeOH2sG4ISe)Z&lKGE_7g*r`yA zr0qTuwcd4b>Jj<8O?XfyZ(;W^zPDBDMwcN+r-*AN1x`nWYJhWqg})H4U*tsADj z!)M{Da)#9GWY*Ye$k02#-; zZwo(IoBP{s2&@MkM_Bz&U9t@4*c1-VDs*3u@Ld1@mkFn^SecHT-kmWCl8U8IOlb)h z`aw6i3s;NyunmG)#rapUS!mif(-GS@uSfk>E=g*;d-iK&i*hj%}mm|b= z3S!fi{OYh!Y&FCMLU@;q@;2Yd~|BALy!xVOlBGV#|Co#?4EH{Z2tPygf&J{||TsxAIUY)F&yU%XRvTqcVbh{5&H0AN6$zmd5= z)~vfQH$U9PE4_mpV#kxMk*B)~ykdgv<5Y1x{QTX(oyG^yCOe{Jgdqd&jxf2LC0EXJ zc&0mOWXqE&_YVqNA8OZbrQIIRjo5E5Ayt*y{c3OBgQX?4eIGGEeU&T$o`KhCYsx+X zKk*-Z@~ztBSx~#s^3bA38xw`Tv-TmA=)N7x{35U0r8Qg8|1S6-l$q5JZY(#KGSDT( zRFJoM)<5|c6!UMWWeyeDHnJEUjy|?B+I=H?=UeI$GM{ES`d;|h*lQH;c-0Dqc7;RUPwlOeLm~vw8SKSHC6>t0&aWH$|F1}4w)dHe& zpRq#O2*P1giSiF1ZrBJow#rd|Dz0xsE(}4wCx>=Z6Tlemy^V>cohS1m{M23?>{hnA zJi(?dKVVdG1!+DCE{>u@G~g>{Q@woue8)}NG!1_=Q%MpYugCC7DB6`t-1c4xUJ`9P ztHQFngZ-uS=*mQV4p33ZRED1zR6si^5*eSTCTB1>71aDaRPp4(rcre|>^BO7`D}zW8$fsJXFLuXM zQ2F9j(9K?!ql&WRx-l8auUbv^YxaQBNEkDTLnh~V*JAj*KWd-vjQ~1f)Mj-+H1-{1 zc8eaq#;|VXXAFl+JDEY)jf#x}|#XB>)##^nD$BMD)w*R7uOKjTSS zvEd<-s-tTLOM+z&!aHaurLY+DEIPOuT9%^nn_%%rX%4|LZ26u)d}SD z2y`L|BYAUl)D;@^TrYXHXuhDeQDCFEsZt1o&-wVl)EBmx0(=8hLUux2IVaNPN+0GF z5OrC_ujAlIcKJ@nM2(b^4FlGW(1we8=ChNsOq=%q|HBl@ed2fj_;=Rv&-mMp+$!!> zUK}Xqo%n+lJ*`l~7^>zBV!QsmuG0;8u=TxIPO!_G)V@)CTIq8w*Ydc_MBu_#G?+WS zeSl{Mst4FXky>9kdK&Ln8I_&7R$bq~6-2NtJH2NIBnk%a2XJ~>lr>d~ArMgmukOt_ z$4?ZFZztfk6Ps!20}m-eT;@X$*$3M>;{OUz#FxHlo&gp~Fp@{e&zdl_G}j7P&4=+Q zmX2Tml;&`t6Wizqjdzn|uOt@B2Lkb^vxG|J9raKs6p2&}&JS zRMSB{A-C7uB3>3;mc53{r7!f{#OfQwCO+qH%kG2?ylEKJRKjhs?MkO{j6vz6g{>O0 zfaCRPP}sJN``NBg(Ph0B#s^fGQ;XdJgtXZkvs0K&^Sd!fQ${>AiO&$)4l57<00RI3 z57eZD;kP^iTN!G86s7iJ|MypSUmb&q5^*49^k%0gCzGqgLyfXs0Te$}eg_gSkI@`A z+G}rAJB=QU2?^lp%Uy|>0lB3frA&B@xxf9H*Zoc^mMz;=O3_%#%p8B>ftfL-V7@BR z6G~{EdJq7UyE+f)C_>F$PA%+5P*YhdZ$nKYyzIA?f{7&;51PQiL#1D*z2{|3_Oqdz z;z8wR7t|A6(3WR-Qjo+YVn7O4*2_g%f(|DsT&m`?bx7;AVuBHRn^$o)3dk-VK6zgr zSeAZvw)!pq|CawR$8{eaQRA89_gu%gVPgIpb(GOsr}$StUWC4RQnm~ui77Unj83hO zEpj@(0i81^hAO&t7QGe+ZQDwc{@9@zkI?}v3z-w2bM3~k;i%N20)>fi&7T5G6y~R8 zC%*O*D&MU-HGGU!UrRMFC9skKG^wBd?F!336&=Ff=NDzEuj`AYSfuU-*i>_yx2Xv{PtfnA6$f1Lo~G(%SL})N zoL4>rN&Rnz$JR^Nk1wYDgzLRS@;8#~9+2xzmTcUs0z5=$3L~nK?>($}fYZ9P^vw29 z1tG~$C6JEqUxCI^8H3@Rx+v+hfQJ#F{N+0=wZ)-!-@GO%A%lplM25B%|FtAXo|c`c zj{r65&VSQ5T;lNhz5<9&l%y^%?`Z`9p4lEDLE{Xq1*#1fU#%gA9o}H zWT-jJw(as9E(jhh-ZW5t>X2LDC1I%cAgeBXEK@&kQE+Xia(j^TG2pkrusRMHN=^5k zBd&xP*ku`IoDUX9U0XdPXZ7Vm)BkofYGE{t&c5#Xz}loA{5SpB>csJMlV;2z5hKNK z+9xNkKS62c#igJ_97>nZ`OU(YR_EbM*zH94yC-Ip4VQ6}j zk^-rqr=T`R1RX&AzsXfE#m}l)g+CwaZlvairaea9gS87x)Kel#WzCgrMB!-~WHM z?ey1`yOM^TGsLYV4%OeoC<5n~xY*L4q_M$bB@Wz5gpxg-?E@ahDSrtWWS~x5EWLNV zUs(mgh%>t3FuorYE+LL$O54gwFnm@9B>pP7uljuZgl#xL`pi-ITgu}C9ur{gw8EFO zcs!cBj9c`z|DYTUS`%F7#N!gSC`!psnmkw!K_gdXVNxj^b|AsJ^e_U!;RBM#g57!= z6~HUYTgC{Ta|&a{#u6SV%grKo z9H7IXciU>GoAy$wpIGgE!fOe`R;JqO856 z^zZKysEG8N9L%StDt-B8x;r*iLNn;QEd5fF&Cu9pzb7;2=?JKn<`5ES)f3(2hRu9& zJm$gQFSY_$5b9ZE+kw+UDNif8IJNknb$_|zexDQkMx%fS{x|MIKpNUmOwR-W00RLl z(0@wWbl%`p5hoE8fCV7DzpusH8@~-apb2ql)l9dRJ3!T)4)U+I@~ZD_Z_^2-Nmo^g z=7%2L*OjKyzA{C(F#aQ@INb}tbcPho(;{+V(-ark5UJ7BLx}6`VE4kV#aSWgXP(cG)GZLAzH%SNG5li0 zVgItzNB)v%Rdf~W-&O{TYOnmU0)1hDmpwHEzxn16A7y*F>{$NkuvpW3Z z@fL5eeL_F^lKoc~FU0hPcrWfk%0V&@OXD;Kp?>^yzghB9W8?mU+sx-IkjrD{Xv z?|2y~HWo1=I(td7Pjq@jG(%r7+o`BZ>(|2K=%u*k^xZkgQ5P*FQ^ME5AFzji!;@ zo~YfjP1yweYC^r0B}hpVS%%8?-M&}p_6@L^LvO@SE~RwtdTd z7Urv1tb+V?1hfgk4)L2jr~NHmp^aejgeDz?+hNu_9eNIo>4>Ok%y^O3>wo|OsiH9E z3@m&4C7#LH8m`TShCx468p0jMUev^fGGp%>VjI_B6}ox8(ak)3*9@PXBRf|{$69L1 zL2-|dC+h&2aq?I@vLEC2J)>tACowUM6o%P%&0y=J2^`Kt`<}F$AOEu9Qg(ReWERd@ z^=rM#bo6@B5o*^qT8M`!w)45V>-%kScVp}Hl;oqawO14|f4^~m^1iVCh=6AVlX7Ak z=ff9K_Amdq;@L}FxkJT5R9mphSS-s^iU=%P_FH$Pu%h(4!*I8SjC=d|+LO*Iwie;_ zZ{8`}YF(L!eyqd<_3T+IprycK4tskNw{PMcxYMFfgerVYxcnyq;X!5gj-CFn9o3sI zQ;{IF@)ox?+^ZHBxw0f3tfUo1Y0yTDU)oU*MqL}rc^pclV!LIO@4ngtif72UJzjiW zU_Y9jBMbe+i?i$aoJem{Bp72yf^vVh z*}s8G&9pwcqigo#$NHAVwKUVfK)>c>vO-51Ns*PBktyu*bW7d*a=H1sO%NDeO(`;h zQDqIy4F&pe7PfTKW+f86itNwqtFB`H>{(B5WL=2_Ef1JK-A~pVD&3r`KTlo7QtL4Z z>t6AS6aRUJQZFU=CmQxIYmz}_pY3OwlLx-bQ=>q#PQ8#?DuJlG)RTSp>Dfmf!FErNUs1cIyS62N+{|n*BnV0gjkQn zD%`3^NX|u2fX@Vs_7*!Hk*86WFDjU;$p$m_7Dco#XtRKB+H!}YN71Ze47Ylwlt6lDfFaDpzJ39@X+Rg~uTn zyUt{R3?m{{^mcsRQl(Pa@?fb$AZby#cSM>nvY*W2vrf3;yLigK>S2N79b+9x0>HyX#ziz zloL^3_3vp9HkNwm*yw`3&{F7?4sCYpmTN}-j*n>}`$i{OBZ3po`I8w3GTms{{J#;%zuI|dniQ3&=j|&S?ux#_P4h}`_M3*Cf8Ju`P-x- z;;-_(d9!hfqAwkbDCjw@oC%|QcVwHFnpP*I$(9$>=D#DQL?Y0Tlie* zT0m@YpP<;|sz7__uh$1RFM#1 zxb|q&JNG6Y1tL1thx?z%ivD6wzk8?&`RvBL5AcZYlw0L`WV=*lA~#GD{k6+)NI*9S z!^4fh0pnl+zj-@0i&fQVN%H(2%is8E*DSesI#@s^NZ9GtfEOCqsJYx@-jwHG&0Db> z4n}ANw)Kt6SN%8TA?KIaCngD6jPp)XT?K_d2o`*yyJ8cH$Pv^fp(f{is*4c;u>V2ip^*OXDYjs zyG4%A&ufc!U(cIQeiG{&v)l1?H7og5lU~ej>z!FTAYepOwqnyK0IsOT_L^JPyg;i} zffYu=9KQt%OrB9dcx$Q7nU~H;5OfEWjk{{;ywb+RsRJ*cM85F4_IF{7_N5j~%;J;I zCsrIu_5XR>YlSqEH;UG(3Nt-=WU>Sby6c=d$OF;tEYO#01OQk?e>^xUH+#qxx zku~>T{7YWfn%Fm4`4zA3f_m%s)jzqFxnjvWOOtQIris(8UXkIuLx5&(t?;kpF+14aZftfsfh)sU`;aPoQ{?)o4b!~t5**g^sQ;}Xt)tQGl{8MmzkW5k|LRk8hmZi zlHW?CT}d+`B=$jHb5Op$B4-tM)s_-sn~aC(1T)m3-kyRzmBz52D{=Sb*zm%{T#rhB zo))-~HUltyu=X7O=xumh;_qI8A#@ZSvTwA+E&WK4sRxOcD3O-9Bc2vfZwMuWQLq(} z-z@j^KPF}RXL9%wqqlz0cWOp&8f=?n4Mlxj;>JYL#1vwd)1MU0F^8oMyA_cXU=1AV zW>d+j7H_?_yN{MC8}LyanBUYKzMznj`8_8Wc2bNr)dNiitEXhymGnK04*&HXUiq%$ z|Lt`r-=*NShngb%KGW~A^!aB6g;J9J*u6BbE*%#aR`Xs_#dun?@5ZL9TE!8Xp|>{g zDg5JV38X`?Zp~1D8C-MDFWozwjr{9O`Gd2H!e^DHD$i&)qS>FKSx>I_he)Y~1^Z=2 zl{TEPe!Ivv0lKf}YFhpyktuy#oanCPdUT0n>!_@Ao1Gc1|{WFeh8-t0~N&e4|V*s?1n-Mz=wD}hE{i^(|n|a zfn1CzRXzl3$1s{%rqLp5=(Xaf_@l@Pyh9@rvbgRE=4giE~ zvFw?0GB&`{2&T5;6x2`~I>UjVwMle2-BXJ^!fp7(9hIu_nSpQmcT2Xd+u)*;RGdx$ zyHPl0YQPei#r zWN+5O)-{jsKA>gowY@Bk{bh6vh=--3fegoxjvAV1gD=2?1n$^cr{t$)~lbEZVkeMTEOqopkSP92Zq1@O8dY>eBD2o z_{Bz2Jc-$xSzvbm{w*uujjyp=^9VfH+;_raC!eGAUGGNdsr1-Kwv7lQdMTeKg=4uP z=8m>m9$(wC0009300RJf@atjt$<*Z@1;Os*$RkcP zo@n!unIk_YjQ-|uS(;D(&7xiXU{8iO8%agxm#55glWA9dXrG6yo#cXJ~M1Q=n+L7O2ewS4eN-LI~jzdlq9L`VRBG#l&bws$1n>rkq zIlJ+V9d`;-*{6_pkK;zDRAh7{@ug=eEF@!rLBB0)Y4)R`9J|jjtK$5=CH3GlfwF)0 zZdgJ&8^2fyA0s@Hef&_6-w1J9H=`z4*4n_I=l><}Uo8s~`NFE?gwB2R^oEe_Xg(f= zAEU@{;l>c1s99y@UjMg@(g9%LUf=;^yyVSUX>7+Gk}W^E|LLje^+VHIbwBzZ=i%p@ zFFwj;`LLx!Fk-rUh`jnYu{b)Qbz5|ciDjWi|E!s#@E;2!mB|bZT2}7il$fj2V*!BR zr1J}Z(t6}Cy7^DKCg{TU>%X8A;CgAygEivO2-?IZIF+6L5SIvqueMh~?p*^m?eIb8xAk7m5p1vxlf0Ao1=PxRA-sF5iS_0g{b?d8aEmo)m= zJZe81{xe93RSoKR{ikF|hm-hS)!OrHtx=O-9MTgiR%=ho+qN%#7eQC%pSdT=b&zQH z0*hFyEhH^^`sp3e97o_W+gU~^+0UpCaEP7%`+R@(jDg}_EGX(|etVA)Gw0BRrnHF- z`(zfus(#S06Pn@Yhd7SEX-9zR15&2$|HL_(;k`odDxL-y@YR;u+=@G4LGZM}P>odGOQ7t3na zL@1|hmR)HWZjIEg+>1;)2sPlU{BJFT`~(?&+I;}+yfPDdNlBL z`?eLS5of)+6&^2YOosCx8&hT8iHux9kfS95ph=(~%-VvWI8aCZ)X%O8-^B zgm7BqZOX=xn%*P;G4D8KLPJjwz+|)7D}*9ruUJA`CJnsIlcllax2nPpC531T*QuN+dP-HZ+d=ueoR z=TxTpSUP&zsV|w?mmg$wvnVH|A1;JKB#FaIY{!&b$;^6K={Z6&l*R5xx6np}D?^0DDL#I)TMIe^}v_kG| z8sw?K*f~RK|bz=1@9d?us8%ut@0nA z9*$w+>(XE3^pd_X3eo@O4K_DI4CYl+M!D*l;)Oe`lHdB}^y+nr;dD=ThwJw0TTK5U5UT4-L zmg)ca+7v|2067+Vo;;~)WtxGRWU2&a4r+623yOXUUc=aes=A}yMOF&0Dl>Nv)CP%C zbQ!KJfZK6fBW;= zZP#=5&_tR=OoD810%!dmr~Sq^KEG#x5Yxj;ehMHeaBh(qG@5Li;D<$K9Af<;$_d9q2_tB^qkB?GWq~-*}KmEj*58^PBQvZZ94!Edn3X(Av zmEz1EA)pv!YiRw)pO{VYH7xF6qPz)SR+q>d8Xy1X^?~rKSwJ94c6N>n=`W*P#EBF> z7A}Y)9+;)v2ikp_JsqIYhCzuwz(hI7h6lI>$E9IYS02z zWi%TEAcpz}svBU{qvn%>cIub^RBg@}lT;&*{`C=zp@(o81w z0kt+U3rFm-qz9i(b11r~;Pn}pf`f3pBl>J2+#THWa7$C9RHfGQ-XpLwKufD^S!N%V z{y>5(vDV>Vy$6zC@^NNxJ7c2R&@?8Le5=n=g&V}x@WG4>=)LiY9T1R^-fXP@_b5AK zAJ{5%V}U;x8;&d~BiRYthR)YCqdnSyv0y#h#u8R}wix{ozKgxa6^u#7kHg43Zhjvl znys2a-BXldvU532;G_C4qoPw@(5<#wbXeO+O@)+s&+K%&(~_{_=>|%@HbRk=;FlT_ zqNet*Hs4^S$H=7QRFfm6;Q^<@Q-gs(+)W+rG1Tjme?`SQ})mcONkr9#x@^fiwVo@5R?=on$K zqGii(ZTK~=M_z#ldvW%#hs&anR8RzFfE2Oqc4=8$>AyGLMvr?|V9G>qxtcfqw)oY< zv|K^jw{WQ^1D|;2-E{PjavT4zkI5GKY%T=;_Vq_*5Xn509?Zqcz3{`VYuAFVFPoiX1IW?!a}o>F zcDLFoL}5olAkdanh24qU1g?4WX>&HY$dKc(0;Tk0NAhktAm<@*#b5j!ywR~N-TKql zj@RIQHSGo`ye6BnmRy{(6E;{S%`q83q2z?w2CsX zOmR0dFDj~G_!C<{xym$IjVRxnNBGq61R&EFW_w2Cm-cr{XiyJlGje0u-_O6O`4hL_ z!0>2o?3KXRlO8@fJP&(CBZ_ncA0EIpCf#Xw!um{M>k-wV*mLo!{vG+Rj~W9c^@W-h z0~@gV;OoJ900094q)++#Izrk>t9WuT%3N0mBgUI@gIQJYtnr~YrQGr}=z-<+GioRn zQ{-TkVdTIDW*=?K5=6P*vC!w4JLq~9nIAPnW52)qMF@OA7j>b4m0PI_q<=N&7}0@J zhUkM%nkZzS$@#O;MiprT(8a=ae@>k=GoNNiFGmiUWdbO<`ng9*>r4BEDG~WL zRZFx|?_Gr14%J-CwT{+XJ;p;e8DsYGJ{gL#DJ3eZ->=2pbzyEk+v$*Y!LY_A7r(B= ze!)>&jCyS&D7VTJX9a-81}(9M>^1Ptz^}^Q=TYjwo!Ckxzv=(#knpvrl`A;g&0|6h z|EK?_`A1Nr84J#&8YA?``a(f*-q{2jM^aAHrdLM5;3Pn{7$>Lfg%~Ss6C+yyTADF!Ibns0x`&U$ z%wl}0%J~=g=#uj;TqU=9@61j(f0}o29dvk80^Hgrsz7?2&dEN9!Du&IpjIfu5rgu- zYt z6P@kOKa#=I6z+=Ll{_Bj%0sv#*5N%Og3vy^b2N-{dg1UtNDJgoJG$i9M5V4lVoMQ( z+3-Xt0{Ns(~*@_`GLV;0c{y?cucciNdJRt_uN z?v=B9lWHw&F$zYa9JVi0q?cl*8@!}hX;w2}FPn`mY+E`Ub_d7gofGcg7X4KcnXRQM zw@q$Ncb-UOHS)f9*d>-UejHQ1ry6NeNAMy&I0- z5Mw=$ztNl58ge6T`Ai^O(UzJMZd|s>*s{7BWSLzNDy|xSc|-)h)Qz=QAm(U-#~JZZ z1{Fwyvm|uzf@PVz;Dp&2C z{xQ7)kfY4wSPAqSk+%^wUDg4HCHMpDKu?U3{&a<+Tm7^2+#q7mxzr*M(%%qPuZ-n5 zvrtS$-KcEqLjp&97-1Ub5Bit8F~_hFEE?HrVZkFy5bNsr|J5rU3g z>@A-_dA0%92O&ff{x7*hdzNDvx(1m_T|bS8 z>M+|Gr@~B)YyoO$#kN<753cT$!pmnl>qEkPoBWQ!VP%Zw8;3@jpJ~!!=If$EIgq@W zK^IIQvDfS_$;wZaY=q~&d1L|zPz@+lxRC!C>zOR)C!quWuf$R4o^tGuW2$Y&B8$JR z?j3my+d*tudijs|)zE{%w-J~ym^y0k4GMp(hKuKL)8mBfElARhN%jVRPsMgqz0|cB zxjD9)+$kl7OU+%$*4XD-*t<6;QRVMJI!(t z5`xOo-!}pZY3;S>@xgRuUncgLP~|Xl6|RZOWQ_2 zjIP-&^n894RGy#kP8^g8ur8a1n^`*a?3|vmhps-X7j-1`BebIaW z`;1w$9zk>~LG0d)oBb8#{#At zd#=sF*x{EVm#|u~mCbd1rrF`U0doFiiHS{9vgh;ys78Vr8gRgjZ3$uKeY>@N)7s)k z2Kf+7k^>3E_aRy*Oom};XV`SYLNe{MTgrAq*-qv-W_c+Lbuj3OCfuSk5cjp_EIKP> zH=LP%aI@UD9AX|d&q`)s!W@hGp3!>Nl_BT)La^uxhB8pUE<#SZ)*)xbEdcZ+b05a0 z?c|{kvV(*KqM-Ez78`dQkZzHXc{Ytl+L=feqRp;upapT?#z=|K&ptrZI3b9hc@gA! zPR-K6To7oX$N%zAkJ(gZ7hm6CuI9z}aWl1%EB2-_D=uxtgi%*vs_v``oPZ4V?qh*U zw)Zy-^Je}CZ`d{6W6?e$GC;}r&>rt;U_PyL)!hrv%*~V{WAM}J4QJLw?SvtxBRliZ zrl|oswv6K3d+>RzhB`lSlr8 z+q4uUy&OV5UcR__O%R-#v0(ry*&?@BDaS+)S=x*F9E2%wzxI-_PF3`Mnm5~!0Pe^A zu2;ajsK@{QGB8sQd>v#ckhJ+BQ%Oif9`C2#z{QYoa>wUn^jd}w%;Qq{X~60n&4`(! zxdkwN7xO1Sf@Dcy1u0$cZy$Pjt;SJo#J=`>e)zWUmqNZ%sXT-xcjf-FxX%pmfT=a? zBea7C;qh0VXVvEVS4VpAgzM+ob8NZx*PZv_Ce!SWq+n*PB+MI+o@^a*y?5oSZIAI2UF2zTzyjPchkM1N><=Fk)leUpFe)o zGOk(66=C4njEoZ776xt;T`mBBMsFe06;!W3EL~+;lAQ} zPz}d1@~-P;X(I-EaQG_zc~M%G+ybrvU{xrV;KSz zhi*|#x84f;pL}Uvn3`I)-Ii%qN7kdr#KDq&cFzWCenE=G&x$2I=z(CPGu0%2Gpc-$ zSy_EH{S?C&O5UegMJPIf{R6yWdOu8s-~ftDJstke@CZr!(ilp*!QQSk*_`mv?;H<* zc>WlIh2{Cc&qQU;==aBlckvOo`c+W`&%CzjRW~M+27jUS?tcMZ@tMc~11E-w{J+wM zHMU90g>Qm{bN@~N06?8Xrq`^z0V~X>B>v$U9;p%Fl+iVX-zU43m7HT=LW@QqS)-en zAuqcVmMD^^jJxInut<4+a;Pob8wF+)7PoSlYV&&t{w6U2h81*J_);{{&+PZ6_$A&e z8u9J-a%DS1tDSzw;?>XpU?sV694TTUij`E=N2%9xsrhlmP7x{t7^67n30|{kabrXeo+R z#cL7eWD{QgimsN&d6-F7ccVkIA5)n7O3ieP34p?^_Ez(I9NGDN>S-7k9wwoZDkd!%nZMgXtl_pu5gu3PGo9WTcSIH-s4m*HMK(A}@&|HEpWGOw_x%bfns z{{mXa^>&FN>?C^qXg;y z52u!lq*jOpi)2z)SdGuGoc%Tt8ecupvo3{cTEa@GL6+B3Z1nN62v=<8UW|4ym6p zLT)d_nxuaj*AfXi5c~We;*d3m*m;qO3##eAb}(=M>B;CMJlb$Mk0W*eZZO@SraZ)8 zeZr`L4Y@-r#E)^$fN*yBH@IAVkm{4asD6aCGz^<~1U+1Z+3h?9XlL>*cMM&G##%qo zJfkFieBy*zF!HR*B}1rQ;Xv|3UZy}V{3;B{nT^KXU6TUR?W1i#bfRLgcLUF$!k71P}w0;~?o+<||p1ehXs$hwW$aL){CFmE!xcx+< z6TMrRQ%AcZ+MK9p?(jM^YG$%{am;8(@s_X>XOLF?XGPc?$HIu5|G}h6HC6T?6in$8 z>kg`;U=GnF^W1=mz)tRFIt#5&lB^gL-V_VwFB16WeewMzsJ|tVoZxOR>pw33Z6N6P zWLX(3_M-;-o&Q~@nNPliNaB7{s{LIC?Qllvaj$W_S4IAcdQpjimDq)r0R@w+Sk~GtXe=^jr|17^3f9wDBaMQee894P&!rnF*GHdgb2KU>rPJP*EFta) z;l9I+OyvpeBGG8|6B|KPF^%%4Hbw7XVI~vVKFvhM*@+-r;v?ElcFo?P0Ei`L$72Q= z-aueuPIaSLFla`DCl{E1MQ(+x00DWg`b`ScI|xz9tu&1p=~0(mFX`tycgf? zhmFom`%PT=Tp}}PXk$jrpa~}ZXIZtX-ef675gd7h0s!8}lKX6P7Dict0nF^smUJJ^ z4m%qjO2+Yuzk6znoAy!)waYCU@fXUFwrGpq1j(AP8vi*H-Lcr5hq-;SJai{h!A^E% z_eM<)=+&4s!xnxCh`fP&ZxA5YgHwR&PA#mIvE^BJ|N0-+07mnJu3Hf~&(&)l4CJmc zzp|FBm->qE^L7|%-w^L=3==Mly{-1+FU+@#=ON9%|NoD=@&3a^&$o=H@J@AOb5%#F zdb{V_>2u)1%TZ#RspO-4cIz?91lZR8NrxoQ+{ld^88HpCz>qIOVE+`e8J$g;AiOvk zJV588B$2On=K&8>dbm3r>pa^`8PQ&)YRF1TnzViRwQYt-^Zws0w1h`?pjL>ZR1_TUj@n*i0f61OV zFB?Cg$K_E9DZb%w*B1fp~o)*nAx-}8FWg6 zD@5sYo)uf#r)$)K-OZtp{6=}gq&Wi?G#yv~H@^_s&IQ|~_1@G%Q}8oh(FK)p+3?{p z((x#3f=~uxR7*oRy?Els$Q=~EGb(uBIm5EG&oSWp{L%q$=9h07WO}8$IN$Y4iLZ;Q z2;bGD&#l3-SGuq8Fhe7WMPhRg94E8vsOS1{BV*(YLvIaPkm1Ac>yX2=OeinlNUgEt z%_C$do36+z~TF+H%%kMWvVU~6OQ-M1u>L^9VP_9G!W^!eDyc9t9YX9PQoS7x$xFiw{yO zVl=jC{%0_0DKByZx}B!^p<{46txm~y#6)-aV7*cGzL3h)lt148T-;1)KmR_thAe;o z?a#tfYWekdosh076WRE_mt30!1pwI!Po0*58|~)6lW*CSQLMlzESE`gZD7f`ea&XB ziwlLLe#^j4r*&EXhyVZ%aPLoTPzN08#(7*X^uuL5wr<=8DwHHcw)s3ljcMuBg$LCo z`7#eLn$yBcY8t1ae~BU6U0IW1@-rOut|xLMT+#c0jA=FzbBBMp+>ql3N~V0^Y)wBo z%1PJhD&H^YpJXnf4f|f-P>41JQi=maMC8l{Kni+EWTB-JR(eoKwwNE@Dlt#>&D_e` zr8|49y=<=rgDcwl)UQ6&U5L5#@|Trx^^WARjGRGtYAN3;okEZ{5t%^riOmdxKcI{X zLX1RY%Om)B19FlyAq-RQtMGSmaQX_6CshMC5HNtX<_5K6`<&WtDg+B;p_h8x1&CoR`rMh!!-1TR>~%r%a1 zjUi&7ILC1nAxOgb*wIVsE+XY(Ff;s`+O#ynWCv+$Zh_5Qn$L>`+c4C(8iu)Gjii2LERMa^cHq#hS$y<< zSr*I)uc|zW)05cc8JZ#1Z7H$M4bQ)2gK01*!=S>>Q@p&~o~{7m-u&NvKWwd_QLseC zu&ZlnsOH0lNng4jqqe;Pqf4KM92{V@ch~S}L^t%ZVrR}^Xl}m|W7jDCrY3xU|NrOH|NsB~ zL{hPb&CtsWl+d9w`+t*)WaTw84+C=B8_ecM4Hq!zC9k_D0(N=YucW%N;zKGd+H%hF zV!?te3dqEI3?U~9xGg3P)wn(6j{?Zxowdmf=<@#-KLNzyJUB$N&HM zqW}NU&;QC}x}WS%dcwm!@c5D>%h3wp+Epotu~oN^!-tSm$Cft-e~$|3d;k95@rC-N zD3X+G?UTd@?-!=oMQ=|e5hSyd8D~pqx^ma|Q=Dr|sIW0p39UNz4qthR3~@#Y9RQ~2Vvm}Hw_vTM*OXy3EmT4nDG z;02ZAz$wh=@(`!O+&`oix7&=FE+_D#-Svu*q&90PbFvv=S?v3<`Z`_>(uPY7ccOc^ z%Kd3q8KCXCBqN%Hpqj;*%nT)cn95NHZ}g7+;Nn&EA^h7J9{9e@Ct&>m`+ERrYBlWH zSZ0n2DKc^nxAKlgPmNrs9dILFrMl7B=T6T7GPB{< z&TIa&nBT3Go#)5Xpk&~*RUd!a=jQ%Z=FeglA^b{0;b7ys`F*o4c?G44mgecgr)Ul33tA^ynelpkgH@ zF&k=#Z4$57FSDE85Q9qlAja{y6SU;Di$rR_L*q}wnR!**UGsWyyTmujiMiFO0?Bh< z(Z}fRD9TW0Tx$e8#kf8ASdwGxac>m{jkztgG`(C1RTfg(a+IW69+=dSD{eRW*q`L>) z?|DnURMjQ0VmAv>aa6#)#2!!s$sjm+#h}VIQBsPNq%Aoq`$cm zvUK7aR+US zyYUhxF>AMb&QrW-e{v8*yL5L&3XI`4Y#4MN8kyOsiB_ZmyD<3|%?&-ZZIf_B9AQgT zz4DFHr=?3Hy#J#1udxhX8uFW(td@SfA4s9fHz$EmlRRo9)`LN3dOh2s#^kzaw#??| zbksCZYaiy-I+^U^G`uf0n9G}HXc!s>fB*gR_eH6J<13I*ie`OJiO(eEuaIr(`eSjNy*!)o&Xs3kG*C}-zZRg@@!~OHb6M--l{ zjO-r{Y!ZI))??8I3&433x6>e-zDcPDt52j(7>;AOS2;@gD#Ackln#DKKm&Ty;i&ydbL{0(q-TZZkfksaFEI!_Iq@oF{HL z1kfJnDsvZD?KFgfpBwM5`0ESYd#u>Zyl!w8TvK`1vxre^kHieBGD9xV+skl&P48}k z%mZUbM%~-YGW}-c^4&e3Ys?+~O#oFU=h9TaT=(~Vlf$p)(?^6~lTB*hX@VAud;63H z;Vu`_akn{%+5~ko?c)5{6$VBAUcCQBewrVkpmuEP1HR7RO}XK4l|bJTVlku+FcMMI zBGecABkv~C_q-J&`z4aZcp|m8_rfzooDcUrmZn~f_Jjvcw;8*WtfPkQi>sZS@^CJW%{7D)jketQT<26HrBh9k*`7JDYQ z#^omYy;p*)QE!m$hAzp3qV~x11@VgZ?*vD|%)N725-+&O=w#M6Tw zFU<#cij=9J-B`c0`MMY4UL^T_$hr75S~he3C-3adJaZ3SrSVi`2WLe)j%QmE-#Ib8 zqdVVIOYH+5(&g(6WJkq+MwH6)M?0iRwx#w60vQpc?WF~-;zg|`BE~bXJ9|;I?)qbn zaCE3S{tFue)ki=z1N2-W>+V|+i(b;g~YgrurZ+IPJl6(G5`_mO4%=kHesE+Dxc!Jc8>h6(m}M z!W+_w|NsC0^7{_*?2sS(8~{xGMm+i~uhvYkQYj?-(_G4UkvKT;sE9m+s#Q)bJCNvONti^92%8XbXM3w1@gb{s>Rdw5KN28r1CCX16r>(9#O0l#Ur-E zp48yLmhY(s9hT8xE}gGM+}@J)1(aqVbh350)-I93g!?b#%4?W*6erMwslIrQ!oTIa zu@amCnO&{09EBd)cDj<@@mmDL zk2R8}U}pV~<6PadBO-pQ3lB^M;r*o2F~8K z?)!0&?q(YAO8tCEn>^lasX0hplVsd*Yb5R->jK_ZY)n7L3ZMa`%J(|9%!$mnSpQ&= zRpYy;U`eKaNS!UY15!S&C(Pt8^I5EHR=;9Uv?Nzdee@>K8V(bN` z1(-USop#oIbCaYKeFx;)07-#4xC%_mo`w9svd`|Q9szT<_~VxpqI3@|V00COX2GK@ z?JCmkt&hCEHKd3YITpqINF*bU zC7L;2&Y1SmE^0*t^ahfUeE1a`#8Amk|LL6Aih|tu2px%06mGkb!mw*int<9PEHG8b z^w>QehjcGOFEwG}w4#=^8Xc>29R@jZK>^Kjnl8+d3O%;fre@*irTH}!r`UKg4nqL6 z0YsTN-4l5pVOPj-EJ26v^c9unOmd^q(L6t4lJ@=HLES9(gIN}0RIZpAE#gOUC{!Dl zY$InIbVIBg)22B3ow5m6-q4(K!rZ_90oTMk^kJSJKW}T^4*^Z_1h{cDd};Umpb@@G zvI;qQlEU6q+#Oc)I9JK$l z=gsC2DQ5)a9_Y@ryCn%BSWq}3uAc%E-)}2T(0noGe!@Z6ZQpMHO|6^DaCQbv@LB%U z#hw$JcW<+VV12>opo!vC0nSOiobs1%WK^G5?*TNsGM?u>Td`GVrahOeBjWPK;Bq-w zhGUezvAdxl=FJNX=X=j7D1#El_ZKw}}d& zcc~+qp^&lq{D0qC!;w3~lmo?R#ZdH#)XQSqu)#YIu2#Bvxv{aboil8SaEc#pv^OB0 z__ggf0Gy^@aR2vqI8$%iqaUX-B-&h{Zh4M_+Og=gqFS<1jRnTV4_ujhZ#3pgIAh4?vL`xgO)22uUjK%)Jh z?7P4UDi$@xFS{=vUSfyXjZfdE;al@ItD^+5K>w>84Qs4vY}%)ygvo>?Pdy2bO_t;B z7%IxUu%fUBS`z%9)!iN}G?Qhcy;1 z9?C!cq9zI<-wV)$^+_{5SETd=XtzafW%fd!PLf60eEimHJ|vPoK2bTzmdEV5*1@8h zVa%dKy!`Dxg*2(0SIYOM@Szel00*}#zt)O-Wat=c41ay*538>ym;h~z^x`2PE4k72 zOS8cQ#+4jV@@u7<(5%2aY}zVoGimWz;b?|eV=NYDMP}Vw=1ZgV9n8bWiKbQ@;474n z`+US6S?U5!K1XgOR7M_3h~F6D2KN@ONTz`(q=tf)uWo*fG^*c0%8i9t+NMX+F+44Y z$G-NAfhAg{_kLavidYk?2E-_e`VHteK_+h2jJu6xzkH=B#YHw~a1eU#(~GAUnz2ygY8QD^QIQkh10m04freVq{E>&mQ8hSR4;-2(EyZ0R}ZVSk*up~}* zJsiyO4DEsuDS*GZ`Fr2?uHd~_jWLdW^AEqZAv>wF7GXvh1;c5gihPY;c$Up9m%c2$ z805wNnJ$+k)&=_QwHe_|r;5jDQ92yvAe5>AJea);cEeve&}2CiU$#t|_YUfT z5gjOW*Wc1lJU-7U6;s1u`|K_v*=g-!Xa(K1Vc>A6}m>d-DT906R42Pd} z)AaxWvxP5P%|3rCW>w8YvC-tLd(|}F9P!y!=)eioK=p-5A?g0)1{kC1j|GwS-5y^f zmNQ)p3c^0~4A^%W1n0T}3+jsfo&QGVCwaHIY4U!r!lc#!M>1oCR|DJGeA;Rs_n5aE zK31Uy2TmRLl&X*adl=$v-y9w|)0239!0X5&E)W*o_$e2Nb#la)iQl0v`y@h$YKo&c zya)Gl=sT;@l`zSk%H;9xKH2Jmnp{CUc1do{Rb@op%!n=I(hwm#V8FBrr}cTgh!MPauN7+xkeW>McJi>OCvu;Az(iJ8=yr(&eA^3 zE2_;YWHE$#7SjnxT2n+)dshVWm09{WsS8~8x0FL|BI%%>9)CChLu80JRCshNvclDT zNrpp|1mAZ=4DXGus)*btR64G!NJ$3Pi3gIJ%9gF3+3Si5z`YZZb0KvjyufCli@9-1 zW^1L5=tdn_NW;?f1mOoLE z)Dg|5&_h6X# zbnnQ1AO9usnvDM6E%ilXI@N<)m zH*fq)zpYzA@F-*5|8hB9wiYC@Ud5(6s4}r^5Do36L=vmaey&kJVGL&O%Y3!`{eP-6 zFnLNzL(0|Gl^~<<)Le56Z0+_s&Bc`^mzcDqDH}{aSv~N?f$*fpTfS_pLI6$N_7UmScQUVRa)8$Lb-lR%n$-7?^e!@42g1Sv_yW< z$-N~I+KlnPj)O+Jxr`--fB`h1({B`#yM$(~YFfu`2LeXhD7n`Rcp}j|*gG3Mt^gwn zCt_gt6Ba zBs^yRg4X+)alzg0cJ4(*)#(jV6}_HYLP^xo@r59e8D;u+ij@btQIc5IHjws^oUyg! z`gOc`GRrX?^wEmvFx+3+%E6dIK3?9UT0G)3`8zYCP}JQv4-Zucl=|=lP%H;(&1P1l zGJGMnTIE|UO*^HorbF%z#i7~U5xV>7!9uDLJxw>avMy)VRQx#%IH2VMpl-aHfB*mY zcZ>Twn*H(T%nYs2c<=xICHoPDz3+?R;WFeV1bk#BFfe$+a$ABz1Fz8avm6;JdO_wE z6=5-a*LM#?55M4DHpq%r0!A&aUU+ zG@1Uh3D%+Tb`Ds8Nj~n8cosAA{0)cX7Yr^^&e}5;3GwtG^4G>94v;=vM1A8XjAGgS-Er@+5(#oHLcf{wK-_-=<`0#zny@av9N*%E&ZdG;&)# zSZw_w9Bb%Ubo7C}an_*#V{?2<61`cejVe$~9J@pU4NkN4i{KhI3-37-@lyXPJik79 zrd%@!Iq+?72ec6y4P+D(+_MwN;Va&HUz#s`u1p09;$d}}omZzz_!hQZIE4LWP-VG# z1-2@yWrjcC`-Xl4iPx&?OFD=#MiY69aDeh?o8CzTB)=6ok-X#`>a>EA&{GzKC^;gQ zXsUI5(2WjH!2+@KYa9e6?lI+4FMQl!dy}+XH6g`;{h@M0=4}2h+S05{6mUwIOX(66V8rHm{lV zKZ$oLg))+ydK_k!;mT^2y|XA4_BZl2MfkVRLOzv##Ms9Zq2+m|YQEke#DY<%0k|cx zvm+`Z#eA(^5HWF`CxE5Hv!SEi9!Ba!eS(>-ML;e%+a|Te7ezzq zGUfyIplbf8Qh`VYeed?YD=U*gT4{N0@t)Lnp~F6T5v`XbIA)29`)60IU0+dp&;QKj zK^VO=GWWr3m?A-0oag8|kMqoKVRkguvzCuD*uoKfudj51V;jtjA%#y?Q)-BJT4hp9 zgpzB*^Rj5`tRh^dg*m?V1(ry&8k<;>KRD_wj zm1rqZVwJ15iS?l^9|@s0i*H;9A(f|zY(eWK4V=JruFJ25-c>Ca+3d;$Rx zKtZS~l?yBD_Pwj#sM+Sm+eGy!OX#)5FW(s_?x@I27>^yChTiazbXG1#JJKsbVL}wm zE-m7oM}%yTD!lIJgMGV*WeGL?k#W@{s~IHcPF#e%E04gW{Aoe2n%rb>@+_1RDBzW9A#>{$z%_T1Vc>)Ru^l=)jZ-yzcdj0 zT|!Bb>+_Q3cc2`|+>?h67&O0k7#YQ{*GUo(%YgU(d6erC`+Fp5|R2SdAZjPhTGO0XV}4z`5m=V~+7In*i)@`DgFW5n*SjpKh!&*&&kq`=XDgq6`&5v@ zv7luq?H=Kq<7f6qpOkSZ*q0X{0(X} z1ldH#Goals_;oQ;>7#AzQ#Q^uZ-@WsbNc~!CV%hb|Ns8j6mr#PHCV6ByVfB~WtnrR zQ<-Q1qhl?CMIZF-VMotc7id zPX?pI0EC3+TW~Z47;3W9mqpKAR$dbtp{z_?gc{H*i?XM-H`~V~ z-S)UTyT(;lzG)R9@F`Y1@~W$G$C7%(ga0HC?DB+^=ADfRY=7(<^C^C?000n4*%z5A z);zTvD^VcE%K!imU~DC-yR%R=04sI?0kX3gI>gK=y?6kfMB=exIt?HY-|nS2$j|}* zGKwOUfEK!Yfx|!?A>#T^0;_iU7J)8Pa<0MlJ@-w4h3W5z5|6sGA)7OAWIe)Rx)^^K zMhP?(mIY_k--N6|XG49sFGL@O<3tNExy1ex9*FbN(h#b2#3h+%^iGZrkdfu1(JZ4V zfSg zf}}M*6rj?b*N|g^!ajr@oirt9Hc=GI+YQycLDRM%x&E`#h=#cqX@wJ8FU@^}CM0{{s%!EUPKol?QQ=2%hp`rN+eBn;!iXr+(!|+@)UuUFeAXy_`uD~(Kx6OElpkKQcF!1Vf zyq|3Lqq2KDgwHusBYwo!loxeHV~0>&EpCvR)w@0bdXZ{MtKfZ-1HAangvDFJosyh=mT`rqHT{VM9*|-vy5;pQaE_e$Da#K_9j$@`?@achngzr37i8 zQvx~1O#mr96#dS~FOps3cCS>Z@3Sxf$SWS=3E=I2^vJc+M&W3;=1thFlAcq+vGd#3 zPD);M99Plcd{iq^AhN3{y?i8(|NHF~I`!A~xWb*?_EiJ)FU!0}g8$Yi&7_5s$0|xp zxPF>_K5j^@hC}I^Rx4lU3rc`vsHq}&o*8j78w_nhBW%5@Xb5x-h8-!5j{l(|IR08{ zxD_(oCYGce>yz8+C!l<_#Iy^c!F*qq?LNmRzaE#MZm#oW>uJpc&H&foK+A zU|JLN?a}YVA{pwcJ;JKS30cK$sZb!qF>`(|msSp9JXic#*g`PzLRkG$xNb)8U(^oS zZo*j=g*;?(aE~qIuE9tikE_s~u(1&kedKr)0x-)WyPyB@FaPR%{xVErmZBdU^M*AQ zz(F}loUkKr)wbtj*Bv(#6TM`IO%DK@wlsZrH~NQoWD6bcSY+7rCee}-5^?vh=(^)~ z48UVZDrBSE-86u?w=?$H>ZwOQe!cPFBh{Q|WZ53pokQ5yZp^FAHF!CL6X44kg$FL# z7^ROODNAwhC_tT#!VXmc00RJOZ{U5SNbZoywwgI^JtOxpS)2L447XnFy-sCeW=+Ee zoWXsx{`O~2|Ijh<7gW0dRhsn%LS!)?|LniU3SQb=@d(~|1RD8IWIG6Q*qxR)Ss9$D zC#^`Kxx?8R*>UZ^9+#|ur0M%ZaLUo+9GF|{m-?k)q9D- za86FM&*VW%*lLd}U$sQdWBAMmIb;b2nwA^5hCK=ksQ!ewS1LkS7TJX3H=QV+#>7z*=FhaVIiEf)T8|QO3r{e|GyRn_|7p^V(O><{=gdFg|ZrXG~8%;;gCXx2HJb z#i6#`pZIzJSB1k^WXZ(Rbaj7(ZV@fB)B0Wvs$ z$@g@6mI?d_?tWWeHe%tLzCVTL zGykClJ5L+?z7tsidiBN!a*tWJSAYA+pSy-_=L!R-grvV9aUS7isrT?!nIF&`p?Fbe zfZg%pcUPV`GgJxJTz#RLD!E{PWknmXlgqD%kMMl8gJcmkmN%oj| zy0sLN&RqtpLqzjx4(vg$aR9D+fGwWj=S0k5`e04Hc^E`LTzi zLv0xf1`XVJyVGy0aAY!Pu?1BS;5;36$!W;Ic;_ zCEXy9dYB;6pb+Y(-mXXLsaACtkwf#%p+P@6Kb)SECIL8Lx7`eXJJWGl$mYrSK9}f{ z*F5cz`~c-Re~XAU7urk~Gwl4Ihu>-KE&}i3=a{NTWp}*q`@`5)a?4*cwyPE(;f7JK zkrHm7{H2F<;0lbIZ{w7^DNfROk{lZf32yUP$&2i1NA<>(7vGvFC6G0NH|2VTJ}Fp8=5e0d#{d~WPl z4!Kof$@amx;&8 zd%m3M&Y`4F#$qb&I2H=9gb+=@Ga%7b@z2&{)s+M*{qY24eVj9h1T9h$CiUYd6x{E% z#l$)-xT@0dTkdcBcWhnQp5ieE-i4*sJlHBnf2nmfhHKQ8fLO|y%Wi-2|NqZyT<_GT z(|58Vd3Z;{m(pXbxV2!6-_hr57bag_j6Dc}pvdup&oel1G$`P_192tCV2TjT?m(R^ zVB8E#RKv+diK2GK^FIUd7=;FxZ>i5NZ~YbrnL0j-7tJFZ(K{B`KmV8-`1RvmC>WNY zig|16#=BvxV9yk1X^pF&duVZWU;p_Oz6MnRs7&qoU!5H@lkO&gF<_ zpuOK;KZugB&qns(kM!>b)i^ z5MTO`P)L~VP4SH;LE@E~p0%o%()8R0GkSUn$YVNEd{3}-Rmz5OGDVp77g3zZaMKEZ z_-91Y0!|1?cS`SjIZ3z2nT(Y2BH&7_dRp^X&&EISB4A{W6@q|awn46{i0`Akt@F(7 zYjN}(8ME!_6k$d$q^gph$Frf*KtF{*hC&*;x5h`q2%ijqT|+9*%ffM9S^!9unfQ(T zkFp$NOwi-hoKrl&DG0%bA#}d^`q8JJrjMgKG?}2A$**X=aa$)!_+y|xq(sq2)>SQl;WS697M;y8$QV@=AyDWa2-*#@$SouBL z(SR=Lb&1OZ1+k|TDEP=*W5%T2>Rw!nOeQ@75SwKeaPA};xF&0!_VQRas@+#!kI9AL zcH#hYGsf{s`~UbgJtp*VIljyfAg6sjARSkfnShw`TZ2&l!f;VyRSeSyw2;wg&tBqN z2rRteedq+`=-;3H0>9>^aIelT!_?l;#U?3S=5)5Q$ba@!x4FF!mek4@x0;uL}9(s6HRPf=q~-Yjlm3YsG$do1r%AdAO? zY=G>oI*mudwMO!6sR>tb*_>;? z+$+IY?Y=@gq$Ft!6w(Qo3ZmP8L($u}f3YGt(6`e|vd|PboSzhWm`7!NeTgcKAl<`9 z0nn%1>Ryywx@r0|Qd7{4%=cr|u9i#9>u3l2#rJAZ8igQSaJ#94zxWew=-|iLOXMm0 zs2KF|E=NC(f{1k zj6jap>%H8VZMN~8hoc!rWNXfz@HiJ6*HZubJo~HvtMBdu(?Zt$QT>~+6xX-is&F~& zipE3kIRgj83x#-*G1boA6=Y6n>v*_l*krUQVUp`oMo(~?<)wYv_s7p9ezPg%8$NBw zwvEyST6&`H`mqcCFQ0SYd`y12u7b`Mi}E;M#FgAT!A<1s&rkc}9_j!98e&y|5YXTS ze1Re`r4o&p4`9d!P@8n@1bzSEiY5V5;a8m1-f?)cf64Rp{kKW5qf|oTO!@OzKUoZ? zQo$xXc!5stf!DHgJPTi&_fG1*vKAJ;f8(ito)1?Xc^aj^_Vek4YaE){=La7C5RCqb z9j5C>DZT4=UHSk1=|RFjTX~2w5mZqC00RI7j8fw5?;8|*`+Q1U_0a2o$e{hB|Jz~( zC*I(W`kZ0AhG{8l`-iX?vxG%g3^l_Te)&+mxnKYQ0{{fJw=>4qt=U*ncGT&(^kKB0 zBF&qnr}%>2%QSYa_fbN_TrhcRW8LvN(>zqa`SXU-?B^~pCl2fW#c>XP&Ea`-2S^bh zZhZ#5zy(ei3_OLQ0^}iz8?w7^@_R+06C#jT|K|6TX-j>lwGnJtNMS&xfT;!()WHjn zDHt|*Q!l*YbftuvEZpU$NQr1{X@f>`u;>i<@2a^UfFe;4DZ$Tccz!;kUQGbt5tS4e zw6cnBDSfD<4!w+ z*GvC0ZLxozYWm|SvW2QozC9;kMPX^5B0?>1H-+1GSAYNd%wor&$W$s`nPtUctnV~z zQR+EA9Avz>NR_@v?`UE1c(bH#?R+3DJY#}aoR%B_=;+7O1+ldjDQP|Ou`;2O%o;)8 z_b@uNmHyJDW#_Cv@x;%L=FD&D7~f)S+OShto*U6dBsOXc&3H{HJiuLsCh!*!#bM@_ zdL5tvZ#SWwk0cZ!;c6n*uT~Il{#BSh`~%@^2l2(@z)QSQ8G z&uyd8PruM-ImjS;HppDgQoqdKtZ6QaqXiGKQ~jgKeTT7UyBltP9h=?p=)uuTb!sxUsH>+HgDN4v*I z;IL~}ac$V%Q+;erl8>}2pI*PKb>kl~2ue31yY{y)4mCwe>9TSYnm~dAgiJ zEvh0m)n+?;iJR9&xvF2?Cf`1&!0TgntkSJeufDRvZ8~I4-|BuAzC|cv5?NA?Lo}Nn7G|?SoGX8;eQej;N&#v{1^}F^8 zJi||xM(|QA+w8;->R(CA)W@CO+F1Pd>HmuTDp;9mPe5lv8kgiOd-g3>Zh^L=73Ait z=H1bbU}wP=8$hwdQ=OP4|3ExkR%HZA++$(>c-Wb-gj+MNBiG#{1hjymRTr5pq@*X3DiKoUbHiP7YtS8QBw* zA7&lM;>2h&=t_)9Ba>=LraZYlqsEdsOitQc+^3_5ZWOe4!^(y$j^WH60Yv=n>znyC zj((bM1}gEK+z0>Ze0iKSInnEs4Ka4#cxiSQ>Ih4?S%0(mfBmmhmR%ya6{9bW0ESM! zLFh`Wd%!4kMr0M_W07o-=r8<@+0%-)7xu+WQu^-2QC>;>m zUXl+ESZO-*x>|xSA5P6{Mc=g6Y9P0%^^&&KYE%TSo1HW1q`gCYaA@GeC^6_Zqls3s z2Uevvxu9Oc%$L>m#eSWC0()>D|K~AXy^(Z^vKXQ6*8> zFUVXJgAaqH5mnCFSt_gK*T$|S*~S@q4pw4_2`01@V`L8s%P$w!ragtAQ0Ir>Z~y$1 z(otB04yE{c!sIQ@TqyYFtSz=i!)A4ToT&rT7OXwdJ+~imf@y$ip_nIUutdoGRe*?a zn^zt1IMg(l2NuGSmroq>wlh@4>W_Ga1;@QVta{8#MN)UXK6^CeL7=>$P&uXEl~UXV z>?tp_9shzvCcNLvByF!$=$%pPAC$cqO5v#8Zbf#3nVGf1n`Vdbo!|bdi#~ufGs^zq zA)eO=nzAu+kNeM)VkhT!)bIcH+H=#Cr4+I?{<6;Ro1eTw?ikWKlZ8xWrj!uztJZ4h zJyH}N=oVgh4c~bXtG5ANqEQDwal=rXvw!3L z>mbRVsRkc9gaoYwFMc1abLWS8er>&Wi${_QFbTNdt=kos!<+-CS>0*{-gkE<^ zWxscu$MGRE#)(wC+4@0w4+lNrsAa*TGXX+M#`ff!|68_TrrSqHC38g$wcfQLM=6j0 z|A8t-8tND|uE;3hAT!wN7hmN&DjqDMib@TSq?I*E>c){sQQHJSb6JU0(1@EoWriw?LWsX@&@+abNnEYMN>Y=(pLwPG1U!3F_dozxN)*jbAplE*}`a zT?UDl;15RqRUPztrZ6{;BE9g@C=5=bf0$~nE$#^#wQ;c+>fw*+mB2;by0{fi_(w{nBFh5|N{1Q}p73xMCp_5osF;(M&w7nZNah z(^GbBhiS(|=q=#F#l-sRTSl{Zm*+ziXL7XyGz7H|57{*lpIUuvavi1-!oUmsT_uf= zLrsv@#`E(nXw5>K;CXgXt{UU)vl0b!~NpWyamAsSqV>{s;%2GfH$92lx zs+&DE1-j(SPjSfB;)ccKK^>2jOq$_vSv9;+9o~ycKY%SmvFX|I@oX=BibI$_#!0fj z`>QQpUaj8b-EYZ}O1nn7ct13VzDvuST3eC0&P~DTxZ8Og^+)v`E*0yW_jKCw`tQ}> zkmtrWjnnw)b=ea0?p?v4j#YJFI@#v28ER}_Qwk_H5R*rV5vP)(*H_yHW}Hk|7h1LQ zfTtE$xCya=x``ywGJqvUIm7?PN?5gd4QhG4%g;GbM)98j1g6A3J52^^xSJ;U2HHwY zP3_{R~D*QYA zkhO`9WJ-DOjR?V3fIa3cOJF;L&fx9%JBGXcz6@DiXUruxb2y{%hZPbSV@q%#YzgB+ zC>kKxG}05z@5=0TdYfZ@f_(UC0V*`Zi%X()g*0N3d!2qy`vgeTSpBZ>3|%!`|1c^! zah*?Aa}P{q&=a^=27+wA@#*GQ!mkWgN&in>K$;8ZpcHUm*DT)^!D>V<(9|0T3ftz> zPZ6E|jm1r_*wxLR56bK|eqQAM%9blE};3{k<-&KSq^d19| z6YJye*)fz-K2bLMikkbT!J8J?^7E377X=?lCpbQYYNzqhBj#c5etYLd`atV4>kji~ zYja2o4U50l;IKTIG`%-Y&H`)b5uVp7B%Qr5&g4;uG{@P(c1=CK zsNL?S+}g3%Z-Zkh5AP%_lb9qdm?t$X-9MHzvhJ{onC&{byzC1mtn`>R*CU%C(HW}B3k`w7-Q)+5P&sySmOBOLf#H%HAdEuF2o+ime zm?nW=z}xa3pa6bznuc_AuL{p5baNEKI4@`}18%Q>M0BE&`TCcr+}wo4S4f4@-DbPC3t4ApWo6pErWU97ium z5~DL^%LK!Iu*8=NIYCbQx;S+gN(Wk7BXAKtJ)XQ3DX9NjXQt2&CT%momL(N6thL`v zDp~*k{=hf>2OQN3!cL1ZDcczzOu{dMA6pPsvn|e_A_=&Hd3mqojR02{QARga*U;LD z&D0w^uA(!(dOYc&jBOpdW3fg1bi#AIhS^KOze4A9iz>MLcyE+2GBKiwfuXx$(;?SZgq&O( zWmCf|26dq69fa@1H$1vZpu;h(i!EOE^KW~DVgY2!|M89$$s8qu^<}3Ut3l=vS9u|= zVQBdM)~GA}9eu{10%o87NG(pi#B#knX=@1K6J~h1q-P)h_jcx!<#31dm3DrA^&u~5 z1BbvD=PM8Y6W(K1Pr5qe0Yc9-nDbNdqpxWE9G?hzv3}enRNscR@RR^A|04h$h7ar4 zF`S=tu|ZR$3Sk+R{qU1rl$YBY5AhQ)*_?RK(#&DQAH>tG9+irN_>5PYoRSMb`}#YK zJ#T=7CFM;j1rG_@NgH4Y*-txt(Ywz)kSqKeN!O;yiv|aYZ;Gope%_xUVd9(L-;U1m ztI8#l?a-PLql&Z80RFHw59SA-^%Kn#i>x#{F2AOZGY0!_AOqP zq05F(ywe$?aS!bf`$jV|M6m`73Js1m8Sp@)S8!lxt&FOzd#fr%9}jhmvFgFXcz>aC z1!l2*SYniRwY?cTu^YWjUz6__Ihd5bWw4)l%MP3}o-p*VOP5p`kRB5}lom3vzCjmO z*DYiMC%nEK1}~#Y+zWnW7=}<36aYvWX_3D4bPILQWzrE`r&S-3&>-T4%w&L+Fs+ri?gMkoz zkA(~%wd`QVgj~Ou<%P?Mn`T^C<{{2tSLY~&z2kriI>rtJz+SKQqIKw;^a5sgFccFX z;j$ILbns8y*u1e*l9^t4rBca)axv`9bI9*C0y=YYOxq?STN_oBy(O+hnl#cAFmnuSvsN zdEf0O*7S}QC>xd(@ezL&hv=J(d?{PGJPTT7qYpl>OvEuVS_aYX*ur9AbqbqJY|F3- z7-IEuIz$w@#WFXs^+!~9>}nVshcp?`e3xul3-GW2;?jGN-1`8-h$Sxbol02tiE!!> zvG|~Cx@%V^_w8Rjx&CxH%C#a#;x*+_3cTYd6QD~7Eq878RZDraAB{Nhp53%fHojk{ zDbHIN`HqLGTsv$1u0LK$!bZnyce&eR!5dB6%JbMTkQ2^GwE%ZOh`&CIVF@V+ z*9B{KmXwf6GSjb%Py4_hbRFV%TI740AyyW8bf?*bmVBY3oI_=K!lnmGoIJ80J(XSE z_SsdrM13UhF-(?<$CEsnOkw88%f&2xfvELDnXpVR;#g@_$u0^n#D9zy@xx|=zho;+ zqx@g`l;gsz)+VUqvr3c=2Gcplq6>gsL7kNn>hfk>@B=`9iE?141>v%s2*GTfStP;Y z7*(QR=v@U- zzW6cccf%4O?b{I@K2DR&e>{!Q{~+CJ+A<}mhD)KiFPuXy>y?Pv1G9xuA-^Tl1}8?i z_0q=6Iumcyy?HC9jr$We@M#2Q3@eTIxkA*ewz?{2z-xep;4w&dUo|?KdK;EKtEP(r1qU z|FRw2im%kxyEkJK&Z6^@VEO0Nhq@e0*xF#!^Ho?-LL=ofB)-BFVnQ%F{v@FO_kr#p#EUM?bC~xr{ogJ7!#mJW>p)$k_oZ`y z8HVrw%dhza`4(tJ2$}7w0okT}x(o(VshNKJPD^-ipaadRRVkeJG^>3B)HJ@??7=xU z<~l+aNAUX~EG=oGrL)RPzJh%5_g+VSn|IYC^MC$_c^-bt_r+Lc(>>jDdN(fkp;e}k z66g6-Z1$KtE`L;g#6Uy|u>aT39@;FY{00b`bs29bTQ2go=(bt_PnNIet&`B@gcBMr zhzPSQECPU>k2?gIb|Xi$r$JQz;pepT<^KRsTocR=-wLdcc?c-24B8p@c>7)gp7vQ; z#p|L75L_u%d0c-MF7g$ONm^(Ar{9G5i`cDwRe4}}YbM0P=K-i5e0oQ#nD)7OxV5_X zm5c44AN1BWw%`OaJw_Vx+^ZZpkAV@c8UURpg`ZF76I8&gULUWJ#Knk(PwN(Ce5f(R8J-5H;{d`{yqhpM!b-_6oF{dBK^%s7l0HSD;gS>~}4{0VHXy z<)w_Cq0-QqK8Lz`u_rv?{K}t@t#VGZm?>lpJ02ps`}8+T!(P0x+?XwVXhA1Wkayjo zZ^CF>Jd8UZdU@pFWOvRPfiTi%-LIUCSZ3}QZ$MT6B=&{WYw<|&bdz=KELU;BlR zR3H|~kTnPBz~Rp7r~-luPi?idbuQyrl_#r?s@<45=NJ$Y%TBBWFHBc1KrkPuqj^PJ zW@{NzUF(;?7k7C66<21STWHkB>n{>O8S?-oDJX~;!434$FJqUs*>VT7fxZ$Vqxw#B z2sx|%fSV$E1CVgIYfHhoRl1#1UgT@4ph}rh3Z#SeEmZfs5rNt^mbidrjEg4@=LM%D z?Pt~)&};dTeEF{7PJ(|(BNjLSNM39;2Kf6E5DFlK`?9)QSXf!#DCV7{K$0LMbtWUy zAoO}PPg|!~0ea}#Gg&u5^!5<9IVoq@51xegWYJYopf$qz8Gjm@diQ~y%leQVl$3ov zwU&LH%9V@uc*9r%9{>OGc5uE`Ycln5Lf~0V$}aNhcqmnpHo#wYaY2sp!1ZlnL_`-p z9D;oJ^b&6vt1iwY3w*tKZd7V}+(vpifXT43!a=g9O3N7KKdc9oT9fmlHc+0Y%qg`` zKQ65rx{F1>Ydr;Cq9~oW@@dBZptpCSo&TkQ-2g^Ne`JHv=rPQdBZaPbBQvE?cb+HE2Fg#LPEw*PF**(B_UPG4o$6Jq{fl?OgcR% z6qsi|cw{8YmM&npGaaEFPe83t(LXaj*ilsP^A0PwEXiZ3477i(V-6-nwvTv|hnmCJ zQ4vHP-grx{bR32g9ACEqCWJLVHZCBOjy0xJmj%xN*B$A7AR$?aiw20Q-VfnO$IN6% zS}A!O%SpC^gG>oXqm-)+7-W!5N?UIi%3*HaT8dn2#tnwfb>C;jqRlq&x6-oeKjIsd zFv4Q(`@9%=(igG2_W>1oC}{-oUf(pLfxX1nA`fo9v7kC&B4)>)F_!Bby~QKxHGnuCOlS1SU@V-vu$c;1IU%Run>P*G^t7v zEvUfAvQ8iavj&}c78oqEelVjh=GiF81?T$^I@i;&;Il%rv~s}$Kt(zIxr^c$?^W&r zJNx{Uxu2e2vS@B(`lQsp4Y%sh{<`MEOB+0D;Li9mGX9KNIX3LsJYcCM?yg!rL*n`8 z+3QXb^h-sg)G}>5eF1ptvoq4AK$(<5oWy>iw>;0Rx6vamXha$Y&KMkDvs<(l3+(QJ9fusbWUCpbynMpqQ&U_sHy*F*sT>Tuba9qCNJt$!4 z+fg*&0009300RIn`SiD=F=AtjKUM+n_`NXVI|Mrl#l-jwW`>sbF*QEtl0ZF~h2)9B zrP$1dFAah{`7hUJF;8-CNK7HRE)LxD7f6zKH}|nuwi%C~_u$egH7Z}9N7{CimP>pi2(dm9m*!ofv%RAXB2&$~Wg(q^!om_Cx)YF7Jk^U@w#U@!yI6kbpKO zOo*_lcxAYqFbhS>Ur)on`3y$S45#)H^~qK$zD`p;cRt7%v^=wvfFub^>T8D>JudmX z7CxtvI`5GuM_=w<*bS{v31b>+y}0J?)mg_P@W1?5_UQ(b7(GTMrSDO^heChnS&XaV zP867(jg(E*qFYZ5dWt>YlhTq;u2p!@dz(AgjxCXbM)G}-wI)bqKVyBgRY`B2i%z1{ zYCaxAB?+ILbpP%AzOYNFB5qr_Z@&przh-2)K?xk5MVF_~Qq|Gc&#k`B3qT4?uW;L* zCkAGivNqFCgfy{IP5x}~oqulo!Pv=na5gBR0)K-a7JxY4CS@`)08Q&Pl)NHvFltY0 z5($P88udUtJu1LpLy0j*Xb!YG@!xzGI_2l6Ge3A>47Y3PptotEGo6UX@UkeKIa4}= z&512euF{D(BZn|NPL@^tea4@5GEo@xGKh=V*Uy(cZ}5^vV;xyZm}}nGV+> zrPNV~BzoTpTPkr~AdJ$IkeFZ#IG#+eHM(sauiV)8$j9a$_dC#~DkO!71o>s?1NYXO z#WvmYPe8cTWhkQ+d9x^!*(%-JdE8nL;iL8??|>V1Mkz%PZ7thT?sY@PeCrSnIB&f) z?{}Y@|D)#o{|@B{ON$f9ei2x*z@~{!polCZ{vP~qPM&oWU?MyM`EpaUsaZG|1Kfwm zRBuiOeB#P|?lMzp0udj^hbat&%he+AtH48gM3Pz_vzEL?9k9NRPv*Ofuq`5sD{$K& zE&2OZ6Xq7H2hx~m5K9ld`q=bNOy3yT6cK*H+mTyy=Y5&oHO4F;bO49Oh-NP-5xT?; zqMAy63v7#q;3{S`UVW6I*Mzl*l$KOOMfzWT*GInxtPY-bf{hkMtaWOlRiof=wNa8I z`AvIySqKh#0;e90j{?X~sX$bdqvYph-O)n<`Dw>MeHbOjG(8T?2=`{|KAmIv;i9}d zWwrakb&%Q;C;g;wo@KZ7JcC2JkuKt4r@y&%7!WlQd+Adios&auBS%BItI+v#oLtID zhz*-~rK~vBVt`XU*UDfPr&_Chi>d8|eS&~6A>2vh+(7Y>@b_YrD242zL~p@%Qro=z zyg#4CRUAEoptb!6fgbQ&bkX=$`pa$Y-)8B>r(P4i^@0s(PX!2P4y_MZ#P*pB?Y5QT zZ~y=LY%a$vbf_Yug@^XOup4WjcAYfol*e}<9t{lixdLS@QwQVKVKdG%Lcvm*0Qx<) zk5%cK%t8$AIn4den!`*dVh7Ldy6Wly(DdA4Ta3-MRA6K+{1ZGA_I+^y@9RJRUG~t? zr%}3zEB$mEF1O0!SX24)PrSihz)s#79aynx1fm3=gLosa(~Eu*Y??o5+wzobUN_j7 zez8#k#bze0xo?3KcgF@&=Diuo^y7b0{Gz(PAMN6xV%CmM9xo`f`xnu~p*x5aZWkA_ zjf%lq#VaWAxv*JdnZG^uCgK!@PiYDE|M|01=sP(*p$OrJV&q*ypMEHj;E(bxTaFT!cCat zjGe6scUy8r7Ng{5V-s2rFC4h1T3iG#yw1OSa3L&ivvKXZ1CAZGOY_}XitrT}h#c3y zzj#=BHsDOWvG5b+ii^3|7@UisR|NaBN}m7FM>wITEpM2w{!c#`W#C&Ebc@H&y&H_mq z(miHO>uO!DH8b^{a#YjgsRIrh+S*R4BcL{d;S*Jv?a8?KzqXK2dgdSuOTLAg_52GP z12n8kQj5WB_wZXD=9Sf?7Dq>8&__Plw@*`cbZ@>dWV7A^!2Lj&1TewbU?S|#94^co zNpu(yVmMNT8?N9|`Dxr70>V??j7G%`n-EMOo*&&FA8TbDH-b*&(ZlH#sDZ`bNDniT zwmSgJJV23pSQvH6&5HkZCF_3vKliK;v($#Konnq_yg(KQ@VVe70cP=GXI!8gEH;66 zuU{s6OZ?9mr+8qwU44(IWfPk4ST9u7r0e6H z4KIacW<4X(J#p@5#Kok=aq7g6Ywc?;%n#a140AOGN9a&FO^|KEqy{_x^63)s5zVF4Pa zgl{e2$N7y;b(UqPNLr+{!JnMPuTwG9yQ4{E~iNbZeh6q z2!Gg!37P#!j^ZXHD3vz8u}d1k@Mq0={U&v7@N%nB6vTTuwnhHGGRROfclU(0;m-}6JQ z;*D|>-rNb!K(WP_$5&K{e0XvoJko{|nj)k!G_hNI#=66YXZ&ELv&e$(mbvJRkA z!Ue!iSvs%wvX*#X+TGX_BWSvS7Z9gb*jl^B@ds|yS{&u@S@y-7NwT8h{0}XpXWeuc z+GwlqeD2(_<>x(}3a%@>7Ar4>ZRa;-9QoqSyRz5lg5ySgoA_cXEMG3QU~PL7bWH`F6z|FHaj%g}|MWP}-Ik#h}_-Y^{1n z=MKx(-`2MqE#{ucC|(=~UnCTix*k~7j9!}??h}{20YKmE7`6Zjx%r(W^)q#3Sa*+1 zPp@Q~to)O(ldLGu7sDVktV3%lhL6+5!J4G(rj}{Xr$LNfg*>!RDr=5e-&AxvQWF)) zpvVci3Ny01iI5k8uVb4tr{Y}M5&s$sY$|P=RV_zpb`=~efAbFHlEXs>uOgiP{hsT3 zrT_8Eogwq7M1JVNJ!5DzKcD=Kgp?BhlIUCD`ohzMUrr8n@V>)JpQ(46hTGd7Ms0Jj z9pNSnnkoj6c=fVNz45o|H~Rh0_W)hZYH=i z{T%T>#0V+eS8gp%UmtSk@tb_%;Tnz0-R--$K(xOEGUr+9=n~@ISNZ1uSbv|tQHK@Y zi)Q@V8v{ikOX(I=YBxie#)#^CWc5iy#a`KZ$oWcRlFsxw0=zU!&2xM@b{9hO zGZTp?ub4w@7b3p=%auOTc#DpFoI60Cak7Q`KcH+D=jk*~8u^pI$Ss`NhDJWPLBtU8C_98?^2` z?z_$~MJ|ew-o)`toCwBka+f+rPB_C9OZkqw=ecSAbvTnll`G_s1y1OAA9Kt|UPnvU z0>E&6z1`WAB+~~tw-^%5rd#AIQE&y-ew@_vnk&JEA+_%wfe*QZ$y8o-E)`Er49;!; z=IMWOL*qf&nTD*vm~-qhPsO$~Gy#H1biBvfT)sHl@Vm9SU2bPc%VYB9^~>pqZW=`6 z7hFeB*!pGyIPt{^*lmS&smjI6{@(4y1%b)>)4wJRk1lhzwULkw1FsThviv;<@)g4l zDGx8*jr2zrw2BiwVo<97I8s@3FQ%N9WNo9&A6>x5@FM6&rWZ8zFoTZ}Iz_SFXm@$@>!>3#uX z3&uAD<`ciU4Xzaq#bfuh20q$!sVa25;T6n=eH^$JH)O_F``*c5(?yX(B`1*+M_+A2 zUjPI%B!a1xW5%6CAxb*h2m({aOO}#8Wr|DVm@#91IafKAuMCxMRZ7*GJ$(68`-#zW|XLR7?ML5<@L- zH;oK%(S2nMep`fLb{=-zov(wRUjS0qtJ89ZMW~*Y#SSf~t;hU$%?`bxfM)3@mSTVV zHu~d*Z2%e`Yvyb)>*CPHxkM+xH%9Gi(G=vWgFV;wj(L0Nugf*}i1LHWCBT+yxaE8+ ztMFkmhx-+_=RXF3R_=m60FI!WX7gFf2)1>_LcXO)wWy-jp@iE&QK& zX#RdjryIAEm2YYlB3TH$4T+>6nt)z*(ol}vx?be#PXuhinwd(D?_?te^Z%71;~9Cg zRv70*huavQ01^#!X3bZcv?bmq-Vpg2C?+c!j1lkorIQtUk-|@u0Hz+dq`sxfU>XBa zt8hQ#sj8cLgN?d%3Y}oP+rp9D}C0vZLOIyi@j1 z0IPM{U&m{KWAjx&HwB2#zaYQ={ialQBDU1J-A$r^852)ZRH6Vy>Or8~O~akR@H=aY zW2kpI)Ki=&!W<$|$AkWWXDJdqOaVL)6$|~{=yZckKRbq=Lcn6^bkxxIF}t?bIdM8_ z$zQV%S0l!xaEt+5BwFfSR42ctAnk{1d{9r~ME=zlXDia{jsc0>{D$2I!q`~R(g1~> zFV!jERnJ4|t{o^q+Hivvgg@5aJe?{C*~&txLqo8A*E<$C|g!$X>D zQ#+6v%GBe@tI!L<9&hZ7E|I)GCc{BVwFX+x2c4*Bw$JNurIi$=(^}g4o+jh$cMaJ- zRgG;zw#G+8;IV=6MZATM@Fl@|0pLRZ2;|4s;N%5T78|g?>TVt^gw-gk$tvEDix5YI zq8Y}!Y@@-Pcxh9;PG2=D0v;n_3UfTqF|?HxhHHZsL;d(6!EQ3KH-IDal3)JA;_^4WEKL4N4o%7z>Tz@~@7kGD;vpAWX+uCBTkG($e6#z~ zXi9P;5uC>ht3tFce>|Iv_Yq$CQT>K&{_}csoBHeYN;XQb_Fs1a#?vUh2mP=ZuJ>_~FMsvK%0&7br5Ddv_Fc&;}jYp0QUST1y| z%SLRaf~QzE~ z9>`r`&}8NbAl~cDa0x*juk`ZUx-2@QA?rO8#6eWdGxyehl@xMyvm(Xv6@y7J@93vZ zAr^t6UBg!X`@-`N!_%pnR-*L`RW!Wewz5k={fd@W0gK>P&=V^o(YeV*bMk4Y&DOwJ z z1Z=~oP!&Z-iGc$Jrx&Y*ttO#4;6>+{^FgV%YX+t)Yj!yK(q1h6ocMVRzEUFkTyMT7 z&wj^+ipt&ST*`LAEjaF@EbQjdT_UnMHneX8y;cL|Do7sFBpiw{I@agt*=kfN3*(G- zUpLHOWrslbIRUO=9Kck>)1BY4$$bNM>=ya5)HtERA7tA^5CYFmfITiHj%!ia^ac<# zxV@FJ9C%aHoKn>&y_%k%b$1LLtlH6xsm9-bX$LANVC)hNjBD)VQ*1V!MH_Ym$QRVV zAOHQa(DcX}`;a)rDxP57uUy2~i5i@#1BK{Bh5*RAg2#pd;@IFo+Xf)yio{hZ*$!IU4hY!P(@#l>$koeNOwOJ!>2Bg<8LUQ=LD}mA0-E zV_zQGjI{@sSMZtgAtb$ZOJ6CD%A1ZfL$y&gGzq1=pscw+Je1pa$!LcsTDLMlL>6jl zOMPo&OtYE;)~Z=5VNlTwn=~fHN<7CY3!gZ^Qrc!cwtb|``-E~#-+vci6EO*qotht1 zF+#a{<=t4jB;`rZ&s2M)vWTHXwfv2T75-pKX;cPWM12 z|p&f)MT&RbbU&8MAYan@nG6S?ad@h15D zvF!2)1qCP(Jf@8E$J|Ds4qG&!0?QCAy|;g6ux6*Fe?4Y*1%f~0;jqjh@SylBvXe#H zT7(YXwZ}SQf+2jf^_y}O6R8Hu;6h!6fWkAX%YdAvsHlrm!xq<}pkZEz+o))%W%=J; zqa9BT2Wq!aE{E{;(2BFm69yeKnE}uB!KunXDpk62_)fDycotM69wXo)$T8H*OFDNq zOrR8thke$`r^I0)n*J6~IUvWkleEj*$q4o`nu#-PTe-BGy=UG&M$mR3*=(6rz6|s-&**>y;{4JCXsg;=8{9#bynAX=n zaq4GwVYIixyd#&&>i#f|KG z=2&5xgByHdEQkU#fB-&@u+DGG<@frNv(fP?tT$z1xNqwy)}R3TWnAwMb`66()Y2ey zXeDppNWf3eN}2Wrr`Z;?!tj^xTl|r_*TqmkA;ke63S^{yn7-9iu2EWl|0xvev6nJ% zH(O9Uv7XcUA3J;u{Q9`+xqmfB_k?lhxciN>-6)+MUMPPvd!^0SY;-}HGeoheu9xwP zc=qyIx%J|w?D&xGg-X4(iJmj-&} zzWIEiG`D$^quEV{ma^bYkQ0->K@fR{O}l?!f^4}Y!0HgRnpRBYMs_VkqKpv?V_mi4 z%#;CSuSU7#B6GAnar5LnwwMzh?9=~#=Mn#lvEX6kK2$+H4MeWc_lx??AW581Xu-_U z)a(wGlW`9@OKb`KJ-V<@`jgg_*OqxFlN*2k;ZDQve2ZuiwK6V4X>nH9o|onBYdloY z>mR=T<0N#az_vLFvx>@84_CIxn?*@6&{DF>5k{VOZt4)4AZN_%f>~_VJdV+SLd~ye z14Ed9mgJ%V^KA6-hP7xu2a(FH2w}>1$*O3o3)}2e zSB2seK1{=GtZkdk);2Nx^l|2?wospq7*=F7bEaI> z;bOzk)PQ%&-d`mVR*X@AvQvfpk{V+~C#221d0&6Mw!b*FPi3NJx2wji-E$+||A0K< zUUL2Gr6bY&qGU@xT^9$b&M2zf6x*{j2w(YUYbc^1wFc9+G}i5+{21q=FN#5@{e$5{fgOCVE(;yYxlnrKH7O&tXk>`^b%A000Dw z=;>fw1@@}+40#lj+AX$vGIw#DM}%j(yXHbaysyTnR6~uA%BMUVS(?x+w0x^wC?d~5 zGWhGy-rSyHOms(&9wt*^K1@$Stxf&mkwq@y?xO5Lgw ze^%q*%Q7w0+MIX;w(oRd|8qsuGska`LWBP3ms;j>S5dkD|ME`9wGND!)7SuhIu9z? zz4Qfen=mk94F?^4Y#EkuPq%xZNw4&$u7+RGNi&Ehls+zgeH@^$7#;U=V6U4dy`C98 z(U$ps@+PS$|5tAt^V$)>t902eNC!ZfpGr>ebcBwU!wgIskKTL8jSBp?uVEu5m}kab z(XA9EjhmmnqhV^{ka4akZIv@&zlDUQka$8_o)t^l9=7FNxXR%2JYUiuXLhl+SW?rP z1LLkr$4qt`v>l|cz4kK+Lb6eHNGn1m&!Ar^MEM3p$^ZxI$SZd&Bsa)2U>c z;VRIC9H#S1E?(FZX3=m+y(yLwN0G-zZlkMkQ*$qMRXhBk885iV>en{I@)XE%Nx8q4 zBA40ZfK9lROy})lQnyO<08jq2zv1Xpf}N`&`a-pou3RQ|B9h1+2PC!|bQ)_~~h?o{cbIB?KGxPng zJh`zZZZc;mcIu*C2*z0^&ao5vz>U6j>J|#RU`aSTw<@M;58Mmqul@X;I={;m5f$3)NF9UM572f6mPLgarkGb_ZkJ)S zS?Udqnm{9ef*Mi}OgS+6^s-iKAL>6ctpmIh1L@p4tjjC2m4#WqmTYr@XT~~wU|y|C zvFYj5LJ#cOcHpOZbW*j**K`P-t*D>$0uyqPUIn~V0=4Tbc;~A%hgOxQ^LiK^d@7}y zQthpbX+!u{b#@6E^vL#l3l?LpJn;pj5{0`|9Wb>QPs&0OpIiKrs)#xNxn)HPH(H(; zD$z1_v?~6ilBvJ~dokB>`^JA~U{%cXZ2FR+`JEOrx;fC_WiLT084Lsh%eWIwYOjG} znvq?m1$Yx}Oten_S%YD7dq0hsV#JGIh5oKhXx+t+JAqovDKu-;;(u|UyP_xrd%2u* z4MJzEh3sqIEzp6ae`nqQz%}?gWr?}KKzxq_VYbSiAXj zWXppN2AQAZBQNg6$VS~zL#+lfmGbSF-GnlwlzqVLDyUX9mDYYFo)I)&g+SU>h8lKH zytt>D`t#YgOzTz*S%qjW^GH9r+VpR9zFB|ge^@K1*xT#-k|%)I&7G*T+3XxS@h$8Y zISiS|iN=T^?~EK%(2?@wwD~<_;ia{@Y|A*bi?X_0dbVJH)mj zkP&L(*J=bTopCm>lC3kne zEw}Oi{Lpm4p>rNz$*2sG_KRDsnavCj@dPY9dfe3C{po3^5m4MRWfcEBAEHe(eK+s@ zaJ5v~eN4suCsQR_FsYc&f_ATAl3qWkeY2?j+MtxFHwocx7?m-S^mKN+ZcIH-Ob4WR zGJ4lDEbXzo%+Uw+Awy|cWItMxj&nMDss+6;o2KpwHS|WlvyjiHh8L@;O&=5MOVUd9 zgw|-Iy9^C=UK+2ck%60{LV1Y3KAO{(phN#;CfW5Ixme~@I=EvAFwlEmwb_YAJhkxF zd~XIirm0EsHFV!`$3Z=8ofWdE7#4P{F(kfR7Tn#BBo&a|QJAW6I3EmDd3g ztfq4>#t)KZ4BZyKMIKx9kr`t8>}2hB&f!}R+kJ;);8#r}`hZRxx%Lyl_jYY0xT6}Y z(>%6!j>$)0ePn=S_0_}pICk^BZ&N3(AUGsVN4roj@+P3qE|iI_@H6t;SSVF@mYjhB z)&V!54la%^8~}k&s~<>ZLmtCddCPbu6^YuBoY?0Iz2hW2JA`CP?N`eb{0I~uf3N#( zq~7H|WiZVH35ujk$zI?e{#U`izYWE0NUnY`2nU~E{ecnddH?_ax7iBwH)nq5p>`PN zE+$f6=t%{Af{ldt$7Rd&xyB+G~%jcr_owb-=q1stQQ)!f4@pK#*>OzD%?7J)%~ zPP`OFwi!&*(|yI?^+v}8yNM#&Jil9X^fI$u%sPvsrQ#khW?v$?E3SnR;K%9^wcOPV zfbGODLwJkbz4jL{kL$oJbBxb@x}s7dvuFUWLU?2?x>Y*OvzIQ6pt@36qiEZRS$X+n z84z>R|7AsSVGXJF;F44Tc{F1TWsY`a2^tf1+BP>geCoR@(3z(JPM*(EzopSkFPBgE zuXGHe;ny^Ex`%~m==o6_$Nkx>Eb<)pYJ=?-1Y`6_>-GX?;s@8Cw0@p=Z})ks)2;PD z<>h!jinpid19MC7ui9=eq}4C7Ro+HDr)o-k96L6@?W)CzDoQpOeSs$Cf~e022wp=z z)DzB1#FXX3HdAEe@uCp%tgIxX**UATo7GXfzMKfiGc~E%bvja(kalD??m)~eRmGL#eo2{S^K&(Zg|-Ck z^0Pm}q#rRQ2}<5*8-5b3zC?|?Uz-VTFldP+cZ^#$C)BhDY*NdOLXzYy&rWC_x7zn9($oAKy6G0y zP0VtS5SeA&m)X=);nVO4GD-zAXt<)q{z@-y2|yx<2pm`frR?alJ`HMy*tG!=t2k#U zZY?j5ZFy#kpUPLD6MC?9OerPJ40;$vQ{4?=|N2)=?+?+az1 zV@%*4N1qH=NC1UzvEw(L8)E)QCgw^7peb)5*@KEcWHHoj??W>p`)Ja^J~~;t#{a(t z`OkeM0IxO4+1#)He1KE;QYguf%ydwM@9>Ow~#! zTP>0qpAG(w-Tz!u{b)INLLYJn7XQjDo_R{Nk={o1aa^tfdgs#vzg7}iUn1a9(3hUh zp88>8(V@J z!Wfcb9`{p%%KI|fpuh3WO6a2!Ly~C%mfmajnY~5zhN;k!S1tu{L;e_uT6$4-LqvtN z!BEz(r%2UN>+2&gSqz89FWT18Uv0L>VE)L!0lj&IMQs8-FFLU_y?dclk@AG!bD=TS zgv7?oyA{d5&zq#wnj3)IUjP69ZPSQQ{f&>p8b@2>*jAP^WJ!r1n}$(HEdL z|9i)UJJ6->AQlo9XK*EPuAlbeH(9$Z zZ;qY&S|tr6oYm+mpH(1W`gg+65s&amj7_mSxB^E#eG`BnUsd0N>0?_)Mf=XhP<$a5 zqy5o~o>Be(p6I?AsBny&y~VbG8RDGP=~m1er_TP58{*3kkX)sf%H3=O-n_)fC?A9A zZq8ievdX_9l2}V>&YIygk3>P(PQsMKL`jhgqJuU;pT3ck$0ZLk7fP5OJ*(2b*1&?2 z9xvq&gkt2bhsx9ZQwySTqIGctxfKU>AB}eGTGOT}*-{Iz+}EJ^JT&x(mVI9v>0q;i z=7K6gx{x>t9(TLS`9^l(i?F}x{yF)^vX^qx(x+3zd)TGZCHMfr9@P$CRnvHSUOETehYV&Z=}*aYhWHoJYsS^M{$KiyFW) zU&k~zBdE0xC1@W%l(l2l@IwCL5~NvjekL4yiw^XPwBA{u^fGkorUMKBe4z1HJ7N|X zkciIW+WSJ)B!%~!Wag`KA-8Xun*2JXL#`GHYoILd2vR&w3Hvi_nUGH^UJSyfNB+~- zD|naV2k6YPA1H%>*4W*xmR3;_xhsgaU{I?l)}hEWvk|{~|D-#5>7+hWG>vUm_uhY< z9jERxs#&FV(?3uHm@Ypr`A!UdMSfHm4CE%a0FMd_c^p`#iZ@()$&6A4fN{!7EsfaP5ei>yYD7;BPA3#NeTr!o zf||J3In67u>H+~!+NtQ(bJFgfvg#W}t3@9~Aru@aq&~Js=k29UvYGmfXg%HTk%b&o z!lP{8hO9Lg|0O&g=Kr*o=u;c9Z8pV#Z~uFyl#LDcb_e^sH7~aiy-PQ7r_hZA`z8vX zp{oF;J%fRR^^kwu3?=Kp(Gh`mCPXK~Wyz_YVFgs?u| zxzI=u(ud7sArTkzoK=*>rTIR%&~sBMg(PZ5xs^@~b$jSQumXAT000UN)*Hr|5UG(d zP`kR(AOKXq3Im8IsY;XdYV}0zAJ<5}MSkkTSelw60J!KEr2Yc2kK%p{4sF>ysGxJ2 zzJvAt0hE6v;=KOIkK}!4;Jh-Rw&H%`@gw5@=Sy+lAbuCkkySCRodu7h1XKG?1YT}M zjqAy0&pv|I9Hmk67OYE;JsnN5Z&)mONq|=|ML~{Ozwgt;9I6NL^6Q%)36p35KaA(0;(BT?z zr~1}oCeehbm38cONtuZJs7@c?)%!4UIqit9B*b0&U&py%&FsRR2TOW(VKobC{FXC) za37dGIKRP6ZPQ&8EjPw7dmp}~(^@0!$cOZc01;|)3_yY-O&{)15kn+uxj7Eo9mhho zECV*VcMjz&2WOXir{TL?hvM1wHmE8*u^Q%b9q^kPx+l=UsEJ?-1wy^pNmxMD$e&TP z5)-D}Cv1K4K>9}Tk$Wklr*07p{hkkx_!{CVR;3uoq@4C^gqcDreZqLZ?#~4iL>w zwiu?|d}fh`CwP*_-Mvz3JAgZ`-ps*yXNSxT&mj|c`Z=OBfSk6&Sv>f(0d99StnhcZ zY7{id<&htt^&sOIZ!Fq<`{5lyOl|vv@YSa6R*tQ#+Bc^44VfVjLZE6!eN()go;3J% zcFEe?CGfhEZ(bWr5AD5o3nBgWnb&j-DmESlOtSixmVBj;k=`WQ4s*mQKSyI7aLA*Q z5d+UaR4Pe(+$w6Wrol`cg_V^NCV(`$t$O`o=xgx<97j{CBUDEiRK4#LMrmUGza z{zmfvT{{>Rg>1y?xK5V7X%j3>+t6@rQ zjqIZbk8AQz>WBQydu><%hT%Q%={_the-ntY9!}@V=-7iC7Z>)+6Rel|Z`>ReYPB@|JABSi_EXHkwqDv1%Iue(aYzPxWG#-=l(15mg zJ=i8mA-jBT-Z4o73Smy*l0iLac2%kz&6x}PjJeAI(;do$PfGJuTF*?TK`NcZNxz7x zR51gxs-$uu%=Um@z>?Cj8Wv58kJY(%6*Z~6b!I^ltah{a=e5&B=xQR{Woc?i(lUTN zT_zpq=IcCOXlEH$_e6lm4l17=Qtu!Y>z~46Qsz32h~u}jIlNOTjYT@ocO-GXjxiYhb#;h1ozr=$3|9U>^aX%HZ*3j>*M4goZ(iUcHJ&(t}uq=Q34{-UdZkNh<5WkSZEH3!Oy7@)u@X1z<|?PZqwn{aypfUUhxj*#w?8jDfNIpH z`m+E{v0fI;G>^DsjXX~3MA_=Uz@iU@F1_N{Kkp)I8<@ta0=~>?l^yXv*yXu(3k~os z!1<`u?dB?Dbmi=*0009300RI8JMukW8bkk7LqS!!EKD9d;m{S8{dhRRRXtHtkw! z?VS&&vZK&OJc70*45T-v-~b&@xI7F%4^ZQs#OPT6`}WhnDW`)5$dmv8cjA+KjO$Y9 z#DUNN3cu+jTLU%?7ZD&2zGvz%w`*y(U;qFMJz*+(cLnj!_Ame)Ps5zYk&=S?)*omj z`XuWr-AqfI<@@yqTUBsFunbI1YVGRX!FscQqR;>WPiu@4|>rPW7kQiUOJ z6vIgO@c_|||F#YNJtePc7PFj`DRnH2PQaV~7q}%Ik^XZ(1Sndes++0wsxm~TtyS06%QWs7+ey-Q6CC8~EA{rw0AaHB zB)ob~_v@H+RakN;6xSs`s7Z)XPn8r*#{=*ObC90#1=XoNy_?aio91CXluJxjFC9=O z44^3Vf^Ae#ksos>G&ezNG~{#iwH=o^mnc$?^M^W67lm_q*(kNP|Ns7;cR>7e)MI^x zpHPF0f_70=caBRVPSL#?ebDXmF5C14N{0(JwpARwOjSf$5u&dw$gp!q7K#CIfE*+g zBb?PO8>iY8bpuL}d}m^d127*Qt33g@4YlyRK|u*{!ZIMS`YirmQMj{G)eTv0OjqK7hdj0IB(q54bnJ;tXLELK(x*Lv@f6lmh?``UD#yZ{9V0I-lAV zd^}%M!e8L-)HpRfB8)y4wCJXx&hT^6^cCApKJSlmDVSBgf(h+ZQ5garsJ!O;y-Yge z4+r8KuDZrXi3j8j%uE%(L)R`h{X!vA5O%ZO7Bz7%nTfKDn;(Ox;{?u^&EN>q(M1<; zsJ>rg7uSwpuJrSqYDZzlvqHzhiH{;|aG~9I7f0@{gN4eh3G8EZ&tvOUtq8)CQZfp$ zSYJrcWFT!u0#tc8XR!ExwoTw&3@Molf5khk+^o)eVKR!`yNH7tj}hf!M0?i~_MMl@|vgh?pPu`r z6mk$frwf4WC1q{BwgKk00C}c)wj^~ei@5K9dP1zM?F7F-e%vcXZVXT^?op4tSkS>g zMm~~RA02?Af^kAPdIRiy${p$V^L)68&;Wq*))kh2Da0VC0%6Qm!J3LH!KFCh9(q%I zappiTOxLW>B)#jX=Q7iFx5$8Hh2{oTQe2-S-1ytGp2)ceYf6mIoNDz|GE2zGV32is zBJJ-k0(v-Fgf$h+EOtyc!9m~VRH@vUDu`2Fqry%W!7iDP;7?QihXZmb32H~B2}km- zr<>{M>cLxW_>bS#q%GLm<)1Zvib*s<$My99OiS2SJ=svLO7)M=z6K}N$2Q?l zdwK2A*%n#N^Mfq^o%iaeQu`yMC|e{g#~oCL%)W?@$8r?&bg1mR2R<2>$QhkqZ<>k; zKZIP2Pnj{`AiwP=F+Ih6i|EoJllkP7-D2Uao8#eIFJ zljgEbcN3JEkqnF6QGN^Lm;Az7<5PxgeqJ!i$w==l07!DHwudw8cZ%%iAWlOLj~C0F z$KU+@AtCGwy~7C;7AEuy_EssvV7%@HUmeBV{%1`|2#G8)0WS+=0syh|9AVqXCI@tg zhT4exAk7Z%0022##K`O|tFxX#bG5kt@~NvH2-#0(2H5ynOKP0TQl+KLBGT}Njn-9C z2-;*r7Z2*uo1l74>h2}Z_IE?i|#a9@&R;;#*>Bvdk;{(uab>Wb@0?yYm%KVG1aroFCbASbz^Go1}p7A^LcEOR;e+k7Ikw zdg4E&8d~jmwF*9zPfV#>gNC}Nx6kx5s8+s8a*NA09l9zy_(0JVy)pPS+zbXp<6u`lZQ!4{1}UXLexHIl*)L)?;H-lbwe%Ee?mzIliDmYyzHu&G+dR zTF~l1P_9gPd|PH^#4?wAb(HBo4H~c#Um`D5Msy?^_|1?4nWP?}2P^WaE_O`s)}1vp&t{I!dBMfS;JMoS;@HW*0of-ip9SO_g!%u6tIRd5g#8jY@X9YR!zn z6olo>n5Z1EihU|8rPt`}9FhH5G^n}GQq?kwoAH$sB=IqqoUdbi>Y1)g|6PP948gVUF2p1FRwm|6ub|w)l z^o<(-NgCprPf67OLh^T$Z=SrAZ2IPuAv=queaa3``T3dSYRyrGi9gZ$hd|@FowY^< za+z3-;uw{xhcn~}7hUgFhO*yjwtjb039#Y!KG!+su3bg!mM+9`$cN1=YkucxT1|)w z@FH1T*vakjW?eFA6Kyx3Fxs7|lL_H;gFpI`p>-;{YQes$2`fm6#T{oSDDFY=w^2*z z=M66@D3E zWD7S;i00y}KuK*2Ml8vn@~ARw@WrY(k$@f)%c%gCnOnaULyUDc;O7J6xw{fVq*KNn zE^foqbR^#Vw}pdawR0w4#_e)5Y5-25-gE89HY3>YYd{nP8x_zcB~K9~C0Y-IB%z{^2X zJ_D+EtQ`+w+8bt}?~cgl_w7s54U9jCjDA4e_cO5V;3VDW$LDe)Sga`_S^#KL3;DQU zneS}v4FGBKN(m`hmf-k_Yq?m7AdIgX04rbEW9)J<5y>tDbOFiy#nXICnBA;{#~38xl*54tw7|6lwOxb0{~Dpj!Yq{ii)-x)Nk&&?bYVzxQZZ8 zvN3!YU+|KHBTgapvQk+B8j%6tTBlg^K$c9010F6-Jm&Ifd~ue=72;A>-_@O%BY6wh z9ulr$seHhU!*05PH@=lMjNnzHdgMOxmD(z^i|=oU4MLkKmEKH0y&3?C7B<+FY-tuik)!Ljbu{=_iz#Vl-@K88g}z?Sm5zqPFP z8@JkoOX#~;-<+=DfN1mYb{TPxy;*w{U-jsGc8geWI4LB36vX4w3Lvrm6dOPMBE5D> zO6-pqVYr!GwB$7mCwDJTv&euUO#`{!cQ2l;uESP{oQH&r^D|>L3;Di80mS?Rf9(b+ zO8<*ZVoGsZoCViHYd6e`f$mts-^OpGOcpTSQ;R|RG*v|a32g}nAeG<9C$5=!K%V+K zD!e;(C2h;ef$!4p*ZRdVE?t9C6_NAF2A?5$P=3BljYCRq<|y7~lh9a8TCCZ~S0OXs z9a4jgB^?2CNRV63oa`mB-j(*}i>q6%o@P^4=fW%_kz$VJpu8B#K;Sxv+NW-0ZFmbM zDle`$q-wMum>y3NaI~YA1jLVV|bXgGQM5tfYxh1$+0}ty%O8!9)+WyD(g1DFZ}i0gh@H3ISQ>UQ6KdwT_m-oa ztH%$ML-LRRZT};TosBq`qTrgdJWOz-1A12?mtM7iOU0#QvKm9R%t)f&`T|=B`}gQL3%WZac;* zy3sIxie%=PnaZYhc{h*?y!`jM!ShidW9cV~=9;p3ql-gi!N|MqyO;TEs!PaS*$igr z(ZHFO#RfKB*!biM_u9&^rtdCXgGSn{;8a0};=44LYr`v*1Wccfztxn!J?~$84+Z;b zgT=q;h6dRk8#m;N-$95E+FiPiepD3M#*fAQ+kYrSNqGL;2VTPAXHvBn5c+HabMRmd>>EE;kZm3-4Th5C@9HR+nJkxA`rN zZ21o_@#ys-g7eYz{*DcPl{{a0o&>M?K1_oBec}6K99J3@JvdK@INL*n04S9Ikp5AL z$xv>8YCk|R^~_MoCS`fh`PgJZ}bE}1~ zf}9yS^uMwafLXA7aCXS&8F**Kk9E2$I>K7c`-_L?3H$yN$Cr+ z^6fcb73xGq)cgFi|HvkzLU?}(6u4*^2W$6ong))o)|Ad6-T8pF<0_W0rQOxl42{i7#_!DJZNfc^;OVfs3#H zn#2?7+43~c_0SqWKwJBB%&{(ti|4Jj=0eaN)CnK=Wp`HtX(_lN|JsC}m!sE@H))n<<8e6{KG`Qu%xP!!1UrRZ9Ujh<6nCdz+ zhql3Vz14ZrK?^J|YJVOTX9K;0^+$gikj~s(+eWq0O#$i)6Nb|e13{`mMjQ#=-<6on zV~q$w@Ou>a9)l6w+XH_3lXfk=rCi!5SFJ`fLn`@0EUNc8p-%z@Zp@DkZ307dfPg8O zCZklvNsKAlHyMiI!Io)^m*=#bfcyH}vwIZ{q=+aySWhSct?M;SBdh$Y4dcit_}QEJ zfmUB8G5xe-ka{$=+RVO}9G)no1GsF(VL9RZSLcl(Tt6SpMpS@oTLM4nqu8BQ!Xz;e z-{7O^cru*Up0Uf;VcG|*`{VuCr?loOiVD&0PIIz`TZADr14nIQ2I$TgSKY(2@GSvj zQsV>zqOsw}!7G28lxZo-OhIz#5GDh8hJZpqOrCV+4n`~EGL^y~{-s<*4^kT%#YFpu z!bbHkdq%@O8@eOc&8-nj#_=(0!(V6d=M0o1*}*ZPvK;QJ30!bfUcBxtWEi^r3OW6V#%@FCw*eocGd z>MP#y^ctQW$jwyd4Hy+kh)x$ci&4iu8^5TlwDA1mF^yjo6Z@^$jvO(%q64XC@DkUb zVQIE8ny0ULz$=c5Ec5etbNsFXplaZijjBQ78S@0zmqsy7OOP&JOD-6JpmX9AMeBi| znV30RNcnb1s;rVuHIL4ac6BovJ8*cx2hV|I_4#6LLU-j8Jw`)@edZL*_h4d#o~(Nt z|6<6?cfyNgaja(-Uq0Sr0gAzk%hbp=${k5iPd~lIPd8>A(iMut|?6l{FRgfEJVnEf{P{&UwqLz(afMu7u7o z1YdtFKk(renubo0k@uf(DH0d`vC$CeE@`y21Hx7{=f#0iG7m4YPu(@?IYLk8Cmp>< z-tuECB)|5BSg8%zRM*J!z#Ir>31VIZoN@9pBfICT*S8`Bf39({b&80NPvJ}XGYuNt1?*bKWK+^wXap`cjTdSFQGB1SlKhpNf0;9 z>Ky2GXi<1p57P%}k!ojbw|5{erurb7FCZ}+x3d5IYE3VuEzOwyBZ+U;s$-oKGiA^D z-LkV_K6}9KfGkM}px`^|U(fhib&et(y`t5dRp1u@@b$RRg8E9LE}MTXY6CZ<{pQ8| z(8R`tk+agwG0;j*`sSzUt=`?H1Vz(m4e(t9T+q(hLQkELW5~Z?2!OwM0;xc(go3sj zf??M`4*mY&LFC@-k|7UYC71x8z`KtvS=!AfvxriPcHgI5y#T<;V1jnZGB>lo&j8rL zCn-?!bZNMS?y$N0SD280Oz_*mte2-ty%hjd^{%L|JUTjx;7X63EQx1bpJf7d2>B)|Xn+6%Wcwc`M6rb^q}ssDa81?0n{YQ-(+)0+*7szBME$u8uUf4c;`5>R*nUII}SuhS5{OhcrD0C+3 zMql^!>$NWf;(B1FE+YFp173xg&%}Q-$A4AlK1e9^@Sinn&nYeuLHZPKl9x*&0(~CL z`zK!VPVja1AXR1*t5~`cCxV=qpZ|?F)z+?-hU5#%W(AS1Ls8qPjm^-TM}|jU zbaIhkIsF~#rSA_v&gxL8ebJ-J9?GUlv=;z9e3^s)T+RryVAzezg*uVcSaUpX5wZ1S zV%x{op{3m5zxYT!5FAWS)0DN`H-Ck9`uu93^t))oK%Z>Cl`BK+KY8_kE)%Htu0;~! zP7<;Z?$aTg{sem6TLig)OUbU){`oM_rMohb&r7yzK=qgx%01_MSvlEb1uaxkvn!MV z*z+5F8x>aBKs~>$Pu}{OS_~7$^n93T4Zmx7&;4j!1dd07tfT-+SrkRgN|2pnD1~*jeR8p?iA8PWAH+}rBuA#yMAuKsstG+Tq8=V`NVcmRT1*6}CfdOr* zh?Vatg&%r{1%ixur>I8dP+VN>CHyla%0&s*Sp5Rc`blzT2*36?%o~oKY`sS9t6mIk zVVI4Z#{ebkq#mw*by%Q@szt1N2@fTNQUUkw?Hz5U%W|Ato#^fo(o`gGTTAw~Iw^A4 zhf{~~Mb1v+o$t-j88?;b!E~`k6D)T|ARL(43Bz$Dus{mGLN;a(T$(49@czvN%D~Vl zXjE;AzO=>$gIxzWKK&ZT>i-KJ?gfccW~cI1QbcTykdMVTHeiLuz5qm#BpCPyzCCi) zr{P)pQ``QqyL1q#u>#9V{G^J&cVN|p_dmZlg~363W}IETDMq;9S_m##;cs!v)b{0+;;&l&#F<(+!oQ zZZY4eAq_nb+am=OcuSH=uM%GbWney}&si2fSL#V4G8tB=A|d5 zCi()Fabs&2@Iio^w=Sxi0k4xX&NoNa>CY?yejm(j(J1gygyI<*+wj+ z$`P1kc^Mm0F~t`-YV}KHDt~c?SJItX{;puzs@rPSv$(xCuG_-Go(mk3^X6RAJs6BX zFVyf_fDria&Un*C_is6=$>cJ>MYC{ylj@VQmx1Ntc|Cp?QKCDc&eTW{bb7XJx{ou6 zfbZm7aA!(pr`Mbvn1YVMV0&|{M1128v7SPm5_n&-U0a}i<@PWNxbb|8sf`|npbu*! zu>;khw|ao8F+wR|3qM^Tj)!U7bOUj1p2fONiRk6u77nI3=0FD!uE;mWAN_=G?Z9{t zW9(NODYxPD-WCOI1pENW$|bGqX9@$r-&^B9`dY-ib4*LuuHXJhz}={)eNnYBG07m^ zqUr2q+9{PmEkDxznhNIr9rWoL&q35v z1XS@fu)m*5iJDS`OKQQn%%yPxJD+T7RbsB51m*h6n|&8WpMm343~>r+mOOW`Rz&VbwDeJkJjBZX%v z%aVDLs%x^gS+K12xy~czXG}3ebNX-jwLOofTnl<_&ua6*fS|=%Kkmqfd`EJvU!+0Rn^oaS0xxbUhaA$b>y1|^i zf7wJ;sxdB(n~Ca1E{l<$&xFOedT6_Y=gD~ftx&C$3N4$(u!eE=>aacqaS~3a<1dKm z2NogL(D|u3D7vMXF-sdWTw)B{D&q8S45SOL__R{C?jkH z*iwgUVGhO#AW=x+QHc`9r-%BSX{ULtRg5dbkAE}E^O-{eC<&9F!_R-L3R!5h40|1W zd)K`!C>bh^&5sqrvkav|!gqZZaY5WF9Kg&!t*KAxE(TJS#<~5}V|oc_c9(J~WV2XE z^15ZCR~MH+^UILJLUZe4+D&W!ky0jyd_YX__1Y@ZCC=w-8>N)WP*uw!^q-i_xm4nk zMxmSBUqYY8#5m$#7~b>wqFf_G_6UG|MRy6E%VqHyzC_MciH0jmc}bSM5jW-*y61~< zmVbX33M*GBt8KQ`(xj26m)v;KiVaZa^^SK^fwI4*mghn4# zR|jkmRocYSWd-6`8p-H_)yaRSN|G1@*ay&9snix@d->xT-P&?G1%(KmtzYV`9$##8 zz7qKlYO{181JpM|5E-NbkMgVKGwADil00901i-7Fr=>_A-$4?TE-xU__#v40BvzYa@wPgF{LY~=tbi#e+>i`XN9I{K-44DgPnm0B| zNT-H`?6@A@krplXPidFKB|6D*u3}ZJ#Tq=_PNSG1dhmFiP~i1>FtxL?VDp)qXdUQm zhe8iZfPN^;KVg^b!mVDQv=?75YxPqEU9w9#Kk+;8kQ`UP%e&EFuNlqCa^&EXR=Yd9 zwBeK-F*Q|4mW9-DZM3{*{=D4#>;(1&_mfsecqYMAWjEb>7j}Wyr2nACSR;BaV!Uwh zWTtC;by@+CMiKoA^o!n~GZ{Ph%Mc@@5tz3c9Y^b zS-9;s=5UH%b*MJh;BV&WAm>3SI_j>NM)%g>#;cRrYjiK(A-C%3{VAaSJHh&*{uG_# zSSiK1+;VWNg=$Aqzx|z3MM=L=m3W4e5mfAX@dy=IJewR(Q8d6jLjOBn-zkjLD%oO( zEuB6y$i86*LUi8@#u?Yei>L8RCzgIj^AfCC+Nv}YLZ->{h za`+n)oA)EEUba_GWELiMSC&6oAoiLnUq`4&^H z_vD500oU@Wf8$qH7*D?0vPSfh!-QkoT2_Y}%?U()0iAC-N*Y`>F-D00+#;nbgurE* zgATex^2AoI8W+zYS5me`m|R{)uQ^jdW)JDi_HMXQZnuzKf>XX@zq=+{BgHlNywC5} z6--&ViPRt<)iUny2f!)^LIG15J4LXnArGgKU|C9;PVx8KN;NdMWB^=e16aAeE5^Q< zZ7vU1xuwh;pOR+|_z(5q!>3@yvjuGhDne5Q5*}7$7uz&U+E($3Pfrcc@FT}lOAfB( zf?5plJf7r`9=3U(bB!OXe^Wf1#&oi8zhPXo85WE8fXuy6W@5jhtxDb;g4ZN$hM1uJ z(VJMgW{OWKVIN#aS-Xp_@o7-S8{?s{X9z``)PJmz`R2dUM!q1{>aly1M>jQRUOtDZ z-6z9U!x|1*IaEm%H04%qhwRFQ>?&dBG7&9j@lul>k9X%!419Bn znNqVD*?ZJ?@z@%hT`vD0?DWzF0|{ZG>*lD@A0iUVSw%wxH1;oMn`Bk2Lw;yAz*MYY zpJtZIk8-Wc#7pgtpJ>K}UzXg2a+i=XoWG}j=JwiO@!d1=HI)M0G_fADFmw&+Lr zn`+7~y`9u&K-8oW^y?)12Ee9DS1pyexca~Ymxv=tw1ziKEZ+hXaoRrJ@uT=8nnMJ) zOx)yP7R-qkK`HFF_c`BqI`{FaLeBp3PHoOb{HLI_v6?(B_lKSW6 z63cX;y{$7uBlu8`Vsa%)$HbR?sP9&^lrV~M1X2rvsG#LKgsvWMCa5%Q!g?1$P^0IB zH97@wK1hHYo>{}vZUx@%fL}~8)c3(%)E>neP;Drh3;WZ6xYk*a%&U3{je#(YAsfZa zgif<;`!S1YLrvo~a=n`{d>=J_^qzj=)Q+O%l>>9GyZzK-$JS~P@DeNx)6>H3@pRmW z8`@4>_j*8t5FtSDjmF1)=`F|rXo90;_w_D(={}3rr||9Yu-P@`&olSd{F2>PaWB3A z#RzjlY$e~kPQ?#jaF~;z`{Ky2E+QxmvYk1xATy8m9Ws`8B)|6#x2O)M6pj$p#NXX& zfl+H!=0^dIX56yfI*#A6F%`QLyZAi&LYKXXUhBhfFnO&qDRngHO)`H+jR-v%4@6O@ zqf-kIch0P;6;X$pdi6zqQNFX(B@X56S$GHdovLj%QBF2P8F(x^PSq$nl<0b$no70> z;rQGM-gA683w-h{H+)h-i_)%1)YGk5-434s~B|0{b?{Z zqWf&y2De+CIOT9$>J(g@fLdY+oAW_n({WZgX426j$?4XP-s#cALp1scW1&P*VN{9FNZ zQt5`tDCIF&f3Tyf4|e2-^#9F{+Hr3IkUgXeArW6bhkJTh`u#&iR_Fa>Eb@fv@Y4{O z$a(`=X=8^KZHLWfxMA6 z{6s^Xt@<8ZE_CgDgt}w)Sk>8hKy2%;t;wnd<6Q(U1wzal8y&P=NB8hY;S?*xl8755 ze^*GJEe-VswxK~**K0Jsp=vo!wxBM!cENLwTL2dy22(ck;sX^E%>7Ed==njE9+{Bn z67kvoFvwB2U6i>=Xd-_Fs``=z;D`AIkw;=;B&_1Q1~&ID3nhS(r%O-JcuueF zK>#3dRW~8JSCj6AoX*mp5hANoq7HXxOtn*5^=jTE6kKb2KUiaXI@fJq1ondek~Q=e zD3mE7Kls-|6!!3aSP#;h_y>YyIBcf!q4r!(Q(B>(xC4E6_M2_ z`3C;X?lT-2xIQ$;o8HU}RxN~ks6Fm<7Ci67RG)T7?SdN)-ymuluu(9b)Hd$H?{COC z{B~-2pmp$G1F1!xV+!uYC@onv$_}eU%u%^jd_$UPHo{pOX`~lp{HGBafru%2zVfLIC7Zk$7n2d>puiqlzMeNIp7OYd-gtjrp`FaP(@Wc zcEz#ng1^k9B9(n@-aIqK+9@-5RjfI;g(G2p^VnHqH$uYs0{CgOM0l|jp^aMI=Iosk z4Oh~hl*GEYvhsYdaq<-QnI1tvtGWQ#Q5KddkwbQ&(nx=_XneCUNJX)P^jI~#E~KN<&V{0S_0qd`QmJlF zD-#i^iS1QF?Ramj4K_s6yNkZLi3?+LP70IE1n$s*C6OJmro}^_ogIlbeags13DGM%`gt@wG<+)mWj^CdcC}59dUkdg(+-L_50!*GN9dQLgH+E? z4>-M;wAn4sPjVD#okqy8a1yt9gohMX1KdGb?1Sj+x-$SOK=)_U1pPrI)deNt?@~ky z(?B_2#;^{dus!bTUW62!6L6j6vAZs^%u4Uj=4SqS7g>KO)2{HBjXm}fjKHHrA9Crt zyCSrVCets{r817m(jRl1N;>!EQZ)xL$d&YLtPINw@jA_5!#H3w$bYlJ|NRk&9H0&( zQCggZ=nv^g3Nn^Q%_-yoopliqo_i$TaQPNwUI+hnwnudCTRW~#=B0Lhcy|jd17{P& ze!DL8>M3_te{iG`+CVT_gWO$$YD;iD$S{*>6kS4BE|V6*lTqu;<;n5+{1a=Ue=^bt zo`>80Ser|SxWANb^6OPSHhg=qXfy9R^=>$9z79y6YY!jSe&L4P@TckO3t zMe;5mN*jeSzgEv*w`pWq7V{T@D!;w#$hC7%QM_RO=F&3QtJ>i`B(w->VKtKav=H=t zI!fmoEO$e3lNtbe^sx}iSxKk4*b%DkDG+P>WPagSwiE|o91`290OG2Z77sa3Z5Z-? z6M#m?OxmQp7c8It^+q1bSvmo=nvv1H62q(i-McJWunaP4t>rODJNzhi5~fQ&{HQ(g zY>EB#>(9m9oyR@I=^8dKNN$*~&aE`YMDpVy^-z4q=6ilXb!3}UPD@oG2w!A2)wF1T zCD^$E-+q-0$k)29!^WV8KNYGrXgdudA195U83P!ao`6d%H33fk+#?Lwgw@>GxVgN? zQCoxqZKyrE!5LUxK&UtZx2T`NOu?c)CvP~)lv){}XOtM#9zg(CanKk8SvnHp_n%_) zHTkiW%Oh>x{VHO&=nOXmtQ5jP6aWB{fNT>M;P)Sw2p0_X+CO$ndloMq&0D86ahly8 zo5((%eG4Hu!lav(`2>YaB+#wLEaqu4w3WUK^lP3DZB^=Bp1*2~x zQHojSHwk)Z_{YxvPmNENF6GA@LQY*OaC?4ZhXF`<0MeAeP4aa)gSP~NP)_J(0yGLC zp-SaCS16%WLmDd_rc*||6@!mMJD(6G;-*i^KzrZog7dPfOb|}ctm&oF% z3X~d{^A#)&SMsULH1AKER3jEdw@SH$VL5hkRuu9T{I?3A1KmHJ1RdtM~% ze@0X@H_?oJtOe@t`kT@Dv!!`IABxpHAJU&aS!jV-lr=X2NW|`U`)@!i|C!UF9$!O< zAbJxDbxERzR?kYA)@^m()-Nhg@LPRv+Y>R5fr}aqMc-VAA)`bWMk5vAds_92k{!l% z;dzel|8_MKlLoKCp&K(K_P3n1o8+nAQ7EG}33$AT!ZD;E?G)ur}v=xT3ROvkY!VnO$s8xQcXa;~=c>8w=3rhz1v1b(f#UCFif9srQjdx7OQCLY&yh9rzGxbap6n!J?M%)*p0CCCt`$@Qb(NC^D>_GL-= zbr|ReKG4p6AMn;u8wH>Xa0gkd%b0%vecK1n`w_u1f?t0E0&*_{A6ovZvC52%MWEr% z*wEGoY^o~6E2zvwyszhZ3*F60kY2gs7oY}@ji7UEQ8eyeW!9NV`8+6KXnlAMsGHA? z$q$ws99HkLnWt5|I#%0z%MqTO=5-Fw@yD-vZjC5KX}g)75)YGhC#I4Wd4XQ(B~CgB z8A%s2Pr2mMM0g$aA|WLa+1tMbZhJpUKH0L+{zkMbJOpY9zqQ0)4&Y8XbBT0!#^Byr zHk}99QBqX9Szrxm;#8b+bbs?M91U>CJS;t&lpVtdJYu(jaw1k90iYG?GK6@!c3c?< zU^d^W?!wj=1kUe7rp&e0FU3vS#ISU`KxHq%sp~G-K##z4Un8??=c|M|uJ2oE;$!F! zyn8&tY4`8&MKUlc9)g*gqDIBb&{%#zYi7_$6I2YS5vg5L?nfQio~T$ zGf$!0#jGv5)>^KM)4W$Pkd?6}j+ZGz zi#h#}G^UqJXA~B4-1mii;pmNnVgMXN&2*8U-dk*gYZNFjMSd_!jY)Ld?^N17bHaY~ zr06KC3}LghA|I{DX|GC@@x`$gz_P*K1?&_=;50yKC-DmE>eVkF-hWzzXn^12mV9ju z#0K}M%**W4|8}rJ3`&&A0U%^?EWCrk8@aPE6(b2kIvcNz`AC@ZdV~8UbOK)s1iu!_ zq2thH9};A2)7$GvrWYbbDq$c06brGtL4EGEs1Avrk&o07cm>BH9xWZcE{ z-c1&*e83QhVWr`&JmQ>cGyd||OWDENmsC^FWKgVCf%;A>YAn1!9ZPi?pZWOGjJyOf zQA5LxV@ zeurTBy72NrDz|w-WOvnqV?yd2n$-US$u_+t@LphCsKeY}9J|WK*$|Tx^)KdP|i1TAfDDexE z@+`~@;PfxW+YfqCzckr2?duISo+hv|A>FPEeKO)flHJ^y&$nJkIZ`S`X@2j!T z+NG)=^$fsPU@-)M>i=gPZur?F(|a@7XVLC;+d}5chqzD#!=dHfJD+uf;Zk`AL->r{ zx$~>eCwk@tBT4RWZC!amS-!r(70jD^ zAbZUb9MKFPb18mQ*qn8qSsgzklLf@4HVI1rqx~iT!NH}R`_co#n!SM+Zc8#`kLiVE?O)KhNTrl|CxS2?2EeOp0E4J8 z)eUb**c(vPohnApTeeJF96vR_DS1DNo{nx`R60^AsD4cv-VCZfzWg<4mOWr|JVlczDC3~4F`E0V=udGBc^-(3&M7D_t z==z^1d@MjRjn$@NRm1;(kZQ_f#drKuH^*jwzqEE>3CT7VEn&J)HC#mWE&VHim5&za z`)_XPbK;it#{@qOwtsR%`ty+B>XY*Pb7@!7qknM0I#!& zceJ6u2rqXv4>qTJ?f-_o(Df|Pvw61_p`EZU!Lzw2G^U08k*hgtU)*ef0~E+Fw@XM> z3^+OUs4qOAlA^0mzuUQNQx8qxh|*s60}_7oe9gTu5MUIh-)|FjH-Sd1ZOXenhJ~^U zD)~hgS2{9ThzpDL6vYQQWr-489GV0c#wR2_b;HM)jp(5cs|6kPYUsqGd(PTQ3CM8k z2;ld_LU|EG%$6MFr<}*ogt1i4js44@)o2kc0I*C)p96{)GFgo80^FXoyu_HT-^lyX zQIgj;`UOd06m(Rudc(?{VE=}=?|LFAOdNj;pw*S{3e)xU%p7ZHaVa6iyeiPZrZqtdZ3eXC*S(3Ti(lYZ@pU6u}WG2B67e^BBzOq_j^lm8jw?m;R`}@&#m}f@%jt$Bxa%YQwFu!EfE*%okrLlXsG%~bpFD) zKPkW|2E2++RsN+u`&D?Xf^$W3u!G~0#J_xx0F7v-WevrF1i6l{Ep;p1GEa}j(84^W zTdL^rxHANm2y5{kGutA|*?JMQf~5Y%vL)Fbo+~xFg#~Nvt4Yz*#?-9}Ox@8&M_3)y zkJS5NyO}le$?W1?jI--au#9YZ_p%OgO#v>nFI!cvtJV>$AoU)?=+}DJ`tD>|YHgEq zkTU~~9ueyzTj2j7&1pl5S5W#ADuC0!bE&q}i%pDH%x{g{f{tgvv&c$$Dq@MeXo^vG*2ib*|Z#_QKr>?(UG_?(S~E-JKBJ z-Q6LD)%g+cc<(XCnDb#$eiLc{ag;4S zoar#(Par^_G3es4WxQP>CdEcVQk>Gb0gc)(3rRCz6>;GZ51)j znH@ew#G@{=_pR&z*|w_h7%c&vh?;=iG`YHRAj*jmHPNFv_6^qRQIcK4ZCl*;1Sq(7 z7v~4q6BFx2m|ttt0V=PJQ472V>uDB1@6Je_+-#j|-7~yeW$WZV*6}^P+x;3JMZq=0b0b%vy0rI{fDJ0@8)g#8k4V{Mgwm9Yy z5@(vuO*!cIh8u?m@scg1R4J{wO_&pJAGX|P8sRehfRED;;}RE1 zyq?Qxw$9u3n^RCGJ`ln6_-tX`-38fYN4+mg>xy2fRhaT8P~tTtgC!Tq-VJ_VxzMg{ zL*Q6epH9g)t*Mf%)0fcx0+1A{r;f_c06^0~WY1bjK1aQ-QY8_lcRL09D6~Ntzk(nt^e5N* z>8WAgAHEMx27&K-f5|tqBHw9UJo^rC<0y#PF{ETCuh;o@znVCx>%l;MazT!+Kd2PI zQE{!U-1-WjQQuz4r5C^5{eHgCLJ!8mPV}S&0nA*W;2s!Hl_Lj6b>4(JtASEE^XyOH z5lJ)4GjePibIds7KAdn24G|Vc7p2?wA;rjgA!{cP@P$b#(yT&EH6Wg@D~(9J04<+` z}%PreM-0h^!ycs!Y)~gas&p5k01}YL%M+s*!X{z zKI$nl5N~r%$v4EF$5^=0AZC34kDoR9 z$LQfr6yH3yXzE{i5h6VFP2EBKU=|gA4nY-9lu|tWxBCbY7djN+zrDc(ETxyhS75*7ZI52j3YLi**(iGeiXemeE?#boVs zsS?&C0M%$(i>?#9f#)UMlRq*gF&d%{P^wleX!oZ1Tyap-kyhUUB08?qLdvplb%Tz3 zaaHb293i3wjXuu7r8TWsp^*YSm#sn)LxXeb=*W*>1=TAmj6)%(FQ>i(xir}KaBPP_kj16bd2!Td0_bSD@q|0 z84_vXxP!nA5-%o;DTL#|b)h$pB-~5BqK>ZC7tJ#XaddPtUhV{}FgWDmvI!EI+Y|{{ zS6fzVC|=Dl->T|kXiehZnDs+i%%M(iDcmJa_Q?&)C`P>pYz5>UiuaS3H&K83!5nNy zS3j5|0i*Wsm_uF8mUCsfmtpNnO;%P_YZ-4iLeD3C>f}-xcht31rz6U$S=*siYJ>zh zjePb(Pa9*H!efJ7O3mjklN+p6##C!!3W`nTEPX5rM z?Rk}c#EGGZRZTfjk$$M-lM~{g&*GhNB8aS~I5f=jyzXsz<7(D&fk5@>-9->NG1W#((N`FzblPbMSUG zs(BMXxi!=G>c8l8{bwNe!P_7qVsL!gn-&@%0HABqXXKzdiLYH%s(}K}uX{nEn62fL zNgQrPt!VeT|-!~6X4vj(LX76vy_?;{%POE=uBEZt7uk6U{C&*a{G^{yVCFZpze zdBA^(B6(T9Z`+73)Kddsf~LT1a`OO4FzL3-geZv7nrhVyccj-hy}Nl02*X3{U$+wuaF~Kk6bv}Upva`+kawx4KYzf2A|J=;luq_57Lrqc0oD%E=yK8x zR4~B*n;I=r{iNbvFPBciq$)Vc$=$29))dDnmx_o9HKQMS`Q4j)o8wNtp-VjK7*JnJ z0ehDbHq9`6{mLyOR{iXhc1OZdQJDcou+h_IYh-%8;1aAT{lwkLEv9rt#B6dAb5DZ~ z$4+>hAdOz;owbRS$LVaOOz~@2?z>z|ShldwY7&PD*|q5(ZriF52)P}*IiBn)a00`I? zpyr2;$vdV~>ttPfNOG@In%PA!fJ)Uwl_Scv@+)F&m%?FD_XQ8Mer$M`lHYG0qi(p296L& zm-+F;)VW$_`exjo1p#H*t);aSI5ctFWNLs2GPZd7Oc-Y62h~LbyFJ}}S`6A|;4zk; z3Qd7#VMlh1yxQA38LkWhUh#3r*O6@VxD?^d#T&?HUaJnc@LfR&Of2La>oAf?G#ZX0 zey9VevspqgLhZ-0f$|1+%n$14*jxKTWXq4BNnDA-Oqt#%%+tQ*b1ph+B2W0D}Y z+W_c|BK0S6n%>21%ZJ2*kmZ-(lCZ^E?zViXE?TtCgtz3OPT=}!O7*BdS7ZxLs)T;~ z+CcZMp=ZTQUSIyY2vm+*F`Zk2Ush8y^zX?9rVUoxPIuUiLz0K;YY3e&iX&>oR<)Mne;9imeq7 zu|m)d2e)Gjg)Ab9MpLIn_^y;p@&VWcw)G5qc-a#n7vvINc*O#hbrJ9CSM-TaFoT4J z`0+?haABgtI>QiLa)71Ex=gMM1jS7trS<3kla=`~GQe8U;&9K<2H+-ULib zpz4~L#rF-scAkV+`nK(Q!Bw9rb3H%bJ2t9SSQ>ViNH1009ZGjd&XdMy!RA+fI8k`W z7O+~J7Z5Ou4kOPbz~A(iRG~sLlwDMLil@r;b(2NW9umMCL3B?^{2OR7(jK`nOaMj5 z&b+C_h>s>jSZDz@tGLKWoRSOg+su)yq~I-3bOb<2!|M8?%sSGA2l~d`@t^|A`Z3|N zEG6i?k^9qgfw$lH;otI*t_nQle85umqL~rTAeb)r{gAG)XlIE@x4ZiNc}^qB#|^p{ z)Jh-g)=P2Oiw*JX|7#Lg`>gbblejSk^B&e|ZuYL%M+uM)FH%f3LGkl=4Cm zoUx$y#fz5=$@;DVIte3IsD&>wnNAAi1HhM6MQg6eX~H;MXV02eby&TaBi@BFO} z7LW6$f5vYEIDJ9#x0aPP%}T6pe;L5xGT(laV=ighfO(9CofOaHgnNQE{DHwJkJ&a* zC7|rXamEnafVw93K}MS;Y(f`wdU2bo@#>gREICY(;P|9?L?ooAM=jga!45>fS}vO4 zT9i(68?RB$6z##O!P?B?#%&a~->Z!kGR$Prvx~a0-vbUvqR^1j5=dM-_OOZvbK|2o zh7y7S(55a^h2p9She58ZesSFbsC0j}%61^%*;#Qc8C+LvG51aSi#Oj*LPII!l&E}i zr(O3GDW7SPt&UaTx1rNR26E>;^E($a5|Rl^o2XzoP^3`zSY$H6>vl&B8e^7NoHu-4 zzz_3RnEwWDPlGy0g*m)l_ETN)D4$>^Qqj768ibbI1Zv1`vqYwXSAJsQjT0v zl`3!@>?$j(k~0qI@*=&&R{&o%jkG;c)a?Cb`>e_OHoBGzGxUJmB=ZMWDjsnyQDxMx z1^5-8PoDAcEk9(KY)AMm!byGbXE2-%Wt+2FyEdS7khAeO??hGx zc(|N=QoN2uTID@4*q3oyN?&Up?KnCk>Snezth33jhm61a6u;H9%r;%#n(duhsR`-n z-;$Vi^VAIvQ6z+%tiM29Pw7v!T)X=O%4;ebb9=}$7?2>hm)c6JE<6;>?uGK+k)@-- zlx~QnobrA*7cvcz1NXKG3hKpqh+d2>2xWb}rg`roo@+|<4dETM=+{W@%1@$uTb&QV z_NpBI2BdS05e5PIly?XL7zaxM#i5 z{tOH-aa*CxR+S*IpHS3V3BuwkjQoBMY{=F@6nGj4u`O)iPu0gPOmq$;7eTs+^bzfs zU?*Dze$6`N5$F|j)N#!m*Qz-qDIfp@`gvgM30yQO&@OelpQ%kl4p|JYxsGcx+OP{b zgv07-<2aQ_P>&SJgR!-j%$#qsvlxm+NHQ|qqT5i)+Ut9@)nW$EnU<^oGdo!qTPtv; zrbLmpUt)l(X2Q)u-pJQmWqy$vx*MDe)B3O^v>S%=BZ z#&8fK%@hWfaL(Xez&`3my>^o$P+0cWe)b9A&5zxCpbjDxPg^zBgYt~uQ|D6GRt-i) zEMQzBZu~UDq92I~bq!W^b-)XZ?H266ay@Pj7kya{&VcvJ#i8GC;jK>xJD8$X7jjGA zhNFG+vRC^wg03zgAS4Gks-&sWK)@92_KsAO>rudzT84ie9$I4xtz}V6XAi{+WH^>G zYMz;Zr+kGpPL?#;h2=0TJoTJ5P4-{p5%r35q)s46$}ha)EFX)G^d1))SASSb`h z{7*)S`lOM5V|)lc;*{F@A%uI}>zZLmE4q`3tNVUKEJ_I$>QVS7Lw+09c8Zr)#}m8r zzL?P9d39HFWAol2^d9WNp!piB>R;z;!E7ZeV9kF2>Dz8t@P3=G)%PO(H{Vue^FGWMu_tulqX6M9Uu?@PU1yQW@3|sNhkT_pm`V>R zA=1qFUFa;n@Q`yuIaV=SSnQKjVYykCD%AC%ljpuSyO@0$?g(z=smbtU?MxaX8SpZK!R@vDX8X@|PA-@4@BOm_es`=qJDa{rRBO(LK@R6MWfVq1^u!^u? z4cKRSe?9Nq9^P-Xrai>`cCnzbTIT#rjT^cOA)ibA$1Fy8Yy>zJr-SyUJ^c)$vDa{h zDFd1Tj-VcG3v4#@d8#0H6>n^WDo1?1xNYSe(&+p?L}4I<7>_vJ7MZ$ zibsjqzvBt|JXL)$9lM?T+KYRxK@Jkxqg%`m7d;u19|ig zTW~a(qr{wjniV6Q>oEt#H|JD=&$KkO!`RX_hhI^yFh0QxTaC(L)w9g&A{L`!Y7ZvE zzQ@uVjgVNxHnBL+Ry7Bm7=i-#(!Hqr+gw8q(noYc*fFqm;iT`*aOKkGhSKSq+-}{@ z4OOoac(xbAra0`M=iq8VvgrKjv>iN zxZ%??gEk1($wwyiG(;ljY>__2t}s{~cBpw3!=>^_rTmSSAlH7-b=@FislJU5cJw82}3F;g!uP*B6$7FqeP{h$D9xPBFiODGuu3U7Bi(p zJ$?0@kyZxXIM=>wtQ2K&gqq$lm!rMaslS=F&1nmxgpu(GN`X}cW<8K;i-q#yu4l3~ zLE*vTWSR0`{EKNb!hZ`}Tf>aV>b)kpH3;QRn0MPKW2}-+O8YQ9-K6@XHSu8dqj!ur z0hu4kMSTt6a;ib7PFn99L}W2=HKUEfho)z;IauJ)Vnu!riY(+E#Sub1$`r5jyqSsR z-kE=ZY(d!;J7REHp8o=rApNu(H*O0uZR%)+w1yM>xZ`qMPc*La5|H6ky{Gs3xpDvs zvCJXiT-fR^undALD>Su%FO$=0uXkR8*XG^;J~k_S5BwD4DcWKWXIcoIDNE0v#=2kS z)P!J}A(4g}xN)5zj@M3kwPQ_Jq?f2L+>ReSN57pTHS^juk!&?fcq8QSp50gj5=Yx9 z0Jj-@kIRazK2-NMlq3hJTE8~10Sz52$JvRte1aQ{Lh zr$^7*+38Rla_#=}6z=F7m>MP%6ycz&&NNTDn)b<>EzSX07+7-olxhYk7KUMbF25uu za$U8uiU#<`}BeU0uMcU} zomcieX#CrKwMKahInbD&xvhq*mQiILOO`r=<~wo*np@#D&TL>olQ44}nE#xF!RBS= zf?jef{ZS4+pJRbUR~Oa$HvQ5fe*ZrbV#bC4n1tmtMs`m&$WelYhZ?~1n^XXZv!eCK zPP2k9XBG|H5+%+Y( z`v|j(JEUei;2Vq98_fn~WgR{j0{Y`|3I*~o`MIQwuVLW+D-USAm>KIhau?(sqchS` z{WR%~?=RxmY&H;Fj94X41e{JWy?Z4DxY4Kb%G9UM))3l~2ksq;gB2!!tEPpJZs36V z|I*aIYO08C#)+R@>J0Jp`^wvE{0{(HQ_p#?#V+4r0x)M80$@_(1O?JZzg0WTQx%Du zsLM64j5bx7XPC>c#QnpWT;KLAD3mX?)04@5TRS9hW*Nd&oAg%YWgP>9jtBLCH(7TX zPh-uEkyvnB+@rz%!mF3y&VmgOiWWx0kzI5!AYMHx=_^-6PtIus0>$h3u`E}puW;!& zbcFzdm(>Od$Z{B+L&+}_D(n5QNm#mlx*08h@M;N&S6wU33E4ornh7cZBc5N{+6gS^ z3uK6Zc-4Wp|Lqs8_2%lT=U~w{vc%a7IRj$lNx^<)b#H{su(nskNYMS8!Cz5>3q%KHWWg#7?{vxPD-9?y!Q^7{3} z`^NqS#$rl5KH-O;C2>satF)PflJXRHX`@OUSXM9xV5oYqwr&Xcm;yYqwkec9!*TNv=q%j7eY2Y%x1#}R270L!#*+ylsGpWxePirL~NbFxmec7MX# zFm|UZAg^D75wO=VtI09Gj~!15V;8z_>uR$H!Z!mMTt=f7#lvj*E}fpx2C~Uc^$ZWp(= zZ5SMO()CO=ViYA7P-B3B8(&SDn?jdFkUSoQ{-sz8U*oD<@V4B2Yqf~1CA01Uhp1(J zx0Q)$mhn3xW_O{+OHbs;l{tC8vGvKP*{`sn%7jsUU}*PAx3wznxKQ8iUm!PPm)b77 z^2NlA@lFFGJ2lNcAyxUm9!;%;F%h@>0iW5iFmj^7Rt&!hK*m3?h)t7QYok~p4b?rW z3~q5`l7g$_Y5v`wQKxm5HujG_qeA;0@`Qpc1Bz{K%th=8#j5+rn+N zpji|btin~pI?);&seG|Eif*2m_;-UIW@b#XL4&NpazMW`Ma)oqAHM%Z!~MI<-#6Ub zLHyva_viA187$UL(i-BKU=@s#{jsS_HvN^wvN6htEasA6Ee{+WSTv0>Pr1IVqk@Rb zevyOQxsd-i;N5=$g!dixUjYIkncW+j-I)wjT_9C#+($Z@Ov_HE3?DBooy7f7T^NJF zMDy|kRTtt(jZj?~G2nzuNz;1bB8~c0-;UBee1_bn{0ltzTHO3)hN7zI8vb*^UCh0L%a8f5=^~@PqhmC{INapW9Z?l ztT&Dl)aA5+#un_PVb9d=Owb+vPPTyuR!Y$#ZM5ACeNlL%>5gF65d>6H;5J;ZxG6$C zUJAFNu=$GdF!f-hLO#Kh1zM;WghZdz!Cns?#ex)ac>_)zse=TK_x+}CTu<%c)x!C>;kr?cE{&d5%X95Xjoiu$d$ z;57J|!c0~8T<&;+4H6Hu7D^sGk=)$Doe|E~Wxlz@0`r%JqEWcP=b3N(Ibn44fKoz0 zb?_?ndMz05@R*RAZO(X^o+F8|Ovk z%Q$sJuyH-rqHmcmfoM@VegkFV_a+?g4NF}P~SBa4oSm7%W`Bg2~DKuGV2UC3AdKdhsd{q@os9! zvSWHc`O#b8Bh&uTTgdxwy@jGwDe&!;h!GgB@zbU&WZSIAe+ps%gn|3ZoP5V3@ z9c4wBAKp$;_h}ndW$d;!X;t&G0_gc=Lar{?kjbhez?8l9Nt@x+=I|rvvt>u( z_D6C-zTJq<_J1)cZJ`>N6hEu|ViyYb3xU3+&pcQs>{Mx%cV+giXgC)#pa+0u6VUxb zl*1%6g8#zy?X|+8Kkun4p4o|4eVdU(c;{A*b1V{ei%r;V@O5 zFS86eb5s4{9>6{`gWuThvm3r_+KVcv?5>1{cp(xPE+Om|0pRZ*MUBsu=u+CDc!?fG z8L)&GNa5FcOKmKQ)RF6P4ffgZ6pLgIav9C;cpJ;HC_xZn472Iwl3`@6aN zd%9#Iu^clT+^z0~^hxCiud3qsGbEm@@o$G*4}v#C+8n|r;$et4j6_~$S|z(18^fM( z;OSnO$*_0iHpuG2=$Ubn<9@#acHH;hEby1@FTxDzFixD>4P_wnJu~NJwBuQO3G6El zPZk!-6>P(@!u9o#g3*4xF^L-JOw{?j&x+<8UW(^cR^pFf8{g=8i%|8RH4-}O1s9_5 zC*Z{Cm91p5+cGN?p+uWdgHqONcp|LO4WBRixk~xKNnHwkf5}x+xf?0maMa7L7yjwN zMNZ&&5zpwjg`;Z^3f20?cQbMmPtBNJUDP2?%@3npmS56$eT%734Oz>@ZE|d#M&Z8P z>qN!+x$NG}4;$(YoALRsrN8to!%570^UYHbs|vGZ-YE+4`go4~+dxfwTf`0W=_9Za zTeUBuM6>wS(FLke(Bz>i0T{_9LAX$;?JEsOZyHJ^;WY_` zW{xu2-cXt)?Ddgsy>o*1tSm>t8T9Bg@^8_z37X6qw#lkAq?2rsKgCO7f?Abz3JI?1 zLh5H|BU(j*#d^((biT`hE%-E4R+68*1KE~$wOV8zHB;@{r3B{p{Z#srWU&0nocCKq zN!S3*3PEn==qWmXtL0NYdd84Ojtp}FkbwUcD+NcAg(Ko(kLh5i&(oLdgT!}*Q8R<# z9|B((2eg_6k%gG^IKl78)G~whzz7p;Y`pTI6XYkfK)FKKsN*y+D)`Y019lHQ#d=YU zuTAgy0bNeM8@B8pkc~YIX6X^vBJTH1y(9_RWe`aoQmKl+7E89CR)SVZVZN`9ksdPd zKV#u-NdHJgwV(&pK-1%vxbmvO_Uk+|U+`flODR;ZKmO5q z@Y&MMkG0E`8PoOb6~N`HkFhu`Q-Y0v?u9u)R}mgEV~pGq6KoF>BNMnZrLGgr|Rn-g*#p%WPc9QcFG*C)~q5^%sTJoqC# z_!X`F?9p1u>!ePueuw69tM33jXW$v$W@Cjn#Wu6U0y6F! z4NuPef8pfLMoz@PtiK>X2J7$hv*_9wtbH`XdhBeT)qlY|R?g&UuC#gC(#Ygw^7nJVK@< z+ZQl``?O@%0(5;_+~D2wU7>ul6FrdnyXtnyMLE)sgg46AX6;~ zObd4)I>z7vJV9_MnX+jOuc(q(+zk-&A1*$q{{7+usDTRy2>Ds$_1_t9L5V`-0X<>R z7g~Q8gv|j+9mATFYRdwO29G^1&Bbh~Y)Ry-3ToB~WGJxKYch92)()189Z7H8;w0>7 z<(D?%yF`}rU08cP=5Z_D+iNs;;nCjClm&t+6$P7Z*l%g$uGZyYbN+HpGMjXR0$k{q z!v2xM{>l@6hqOOoo&eYWJ?uSe`U#5R>wcmji0@RQ@=~R|e&=UvdU)--Kyo8f{5Rbh z1aRDT8($wY+=U}TjLnGkOX7krEF5HX?V%)Bl0;HIms%{CeT|PzX|jLfMiws_>!knv zxnA9U!7FT7`Wzn@>`Gf`D0UCCY|h?m1lQrD_U^G(2k+O)EL>LsFc2$4xvg4^sE1Hn zG-$7)OsyadU#iIA;z}lN{O_OZ1u-j}f6UJ!s=t`^A2Vwf=>`?J;V(t~BSrm{A^Z)q z{(Koiy!>e;KU(&HqZjxd%N35Gg7y2^NKe@*Vx--viZz1^4lLp5P{hFv=@ADQ!JUyh zL^*m43cHZbzv!tBRxs>t1C2a4Om#{HQ!3hY)7W|m>0rZM^R8)`#-JCO47(K#1g%Uu zf)C7d;3kwy^#|kcG5%e})rj?>x4GT+87gmDxSJVIqavwbh~h~$yfRql>7m{e3bl!Y zQz_fVkVHe%Ne7YBT)h5|OCOCJ+W+#U4-loo15$n#LH$Lk|171_fcyW_)IZYHUxU}* zQR+{))9`ncy0G_yQuzu0mQqbYdv3p@RHBd6|4FI9e+x>5_s{uRMD-V?{zFQI-XqD>4M=w43IGn}x994B6Wvg$J7G9nPJBEg)yGbw$v?CZW z6SF(uaF(*)%;>4`AvS2&M}LpWMa-o0~FHQWQY`pl~mziP=|+Oxid&j(Z2$Gbs<*b(2@!JA1# zPld0>YDn6AxQAY59nAXn?13JZD}9D}UVKJ{n(d|+eYZeUZ!WjanOvY?If{yU+ttk@ zHnK8i0=NWAc_$`#l2D|JFX`4jhPZIrt&s#6L~v*K)Ls1cdAr@!+;PhatuS4s*80|S zej7=xgYppngmr1+sUM)pz~Ya8D^GsH<7he?QkvQf1Jlr9_oWudYO;)WwGpND9o&H+ z1#SY7e5uxs@1w`)>zyI%7ov>o^>&nlFvrqdeH-#Wv6kW|d>CddPVpxRz1ujXn}K z4}*sxypepL%Ig<-?m~>UN892DJysxLSJNwHg0||~_I&-#elqU~JgFvB`F3K-|Fifx z=t(`*=(AIYbji;?#y-ALdv-dG9U7d2xZ@POeA7B?D_1kICMs<{BRS%M8h#&O}?)2zzl;-n$+`96Cnim2@bEat(G# zlE=)5rH|=VU_RV&v9^vUt_rn0t0)88@OBj~?x}2<2zcf7d0$SsCt}~kL%zt3^@b7( zV<`!eBas_@3u&kzD(x`K%Xef1fsUaG`)aZn0f)HfBPOHS$$ExvJ%2$>!&(|zbs7fN z9^Db(xGtD&*wL%8&IaMm71xn^_LV3n@i}_Wd0&muDGOqR*f#Kk!<+EfeC62us z)R#{M7pE*)fq~vh%+OWI_}jydMUPDz@vlK^4&X)~VTLeB;MLib%h|`Tb@6rB;Op$X@BefSqs--FmgLJGqJ8^5h&5A&w}i~&Oxge z$2I)BC$YeUOo)D*&I?~l4J|p~=sl4Qg20$C^31dzJ{P@Kz~J(-ZwSDU9X_o@prF4jnAP9+1>ulunuf#6^Dvq<$X8~G1yBt!-21{3(kFIoO0 zS^gDv{EdzL`NEE*v@MO4u2u3}qx6*KtsnbnF1E=~`zZV>PZpZYcYP^zn+(``(@u6* z36z9hkhjRF3PU#f{JI**v%biF6T1f}&g8&|0?MnXNy2_qj2l|qT|SbaRQxN**pTT? z?CE2Y*XNzS9E7pg;8tf4|Mj4RO7hun4@yv-*Ty>CV$Lm(`@&isa~#;7gsCjMkjF;f zl%3Cj%fcF^iTodb`v(+$AOaeH7J>bDX5s(2iVjpX=>`h~;Fre!k;eWCKYoY4KVkS$ z0(`Wj9{oIJaQft;_R@MBa*Fg$euXYWV>CEuzkdb4wjw6g$BzNn0^d!J!uCbH>~=yx z2Y53v0M$+%fH+z2|0JMFN_%W?*5B%bzICVCu|*GIKEg%TqxwZQ%3aAHXf$Z-F^Phz zmns@Iu`NV-b((%d*su;8nv~CKsyTVprVnjWl5x0}iMwIhO-1aD>x6p)Jo2S$izK-) zc&4oIQ`olBfRI6y(kv~VeZTw0>ecn+WHD_HX*Fs2M3UGcev8HjO5?XRG2VP4&pAJEu*u$nCUfn6F6C;d8<({-V0Ir?>~y9a=`Y zD23_qLg@8qLqGKriunAQcj)0d{bf`t%Y9S07g$82G=<^Z@UZ03YnC3R*R2pZQJNeR zOZP&)<>41JBinn+-4cm#8P4P^$|oYL=l%u@vc?69H!nGm(FaXj z-V43VsH?CkPcD`k<5mNR)n}H7<}aV$@UZ>MD(P)q3}^vdKbl zqIqd=iJ{bZgeJ}P`z-?5N13g&-yYEGUlgaoy~8wa7U#;gy`0a=5HiGR-}r+3k+4`N z_8rVEalbs=|8kA%n+KNPzxr}-E9fWc-~O}wME`AFN|i<7@!$;E$7+cW8oEGe`8pFzT7K?Lo?_=xpvyuo0#3602YA+!D|U7Fa0f#`uG~}@(>pzn0{=+ zaV9+Ggyp-Uy?DwrVWjI)^l66F5+ZRDTFOhg!4%Lrxz!fl z!qcdGg)iNrBR!FN^yfZIJx~+)H`_)Fr-oE{0FM7$o@IfeRfPDlJp0N4ALlD^fV|!+ zW@7Z^^k+^(rEZDk3<6h+cE#9qbS+WDj~H`-)kt0XWC7@BNsxy>rudsF$*oK%B;#nT zPr#)!1|X!{|7v&k_`mJWf}9Hypzmi9-Cxe-pQ>%;k#4X-2>lYwyB$m2c)y z%omk#_k;5b=hvX6*jCm2ODIelNL(n{l=n<2`}tU7>rrIzkk^0ThlRZl%l*-ZtzC_} z=x*JcKXH;u>E?ek?BCBAG>N2zXxI9F|A@r~%)d`5|2Eo!E&sNuhtfDRRBH06a&FQ*c%Q${i@=z+6jBwX*5x6 zJ$B801ti61ff8u3Xv+HoN${JoPLWah{I?=yeSR-*qm*Et{cXN~#-gl#!~5L{r%d@< zs8BwiSGrYql-X27-EkXMLu#{x+)}?V{ zEThkCN*nh@mRcH0TyqfYHw*>{inbF1!fclr z%QsHtiX6y{x5d!9|LiIF;w|3#XX#Rt`gghzD-9tzNNo~Wo>BS)Yu)D)FE`I}3_qoi zC^lz;*_mha9WY<>-5p-Ea7GC%lq7;}EkVGyZt}`14~jU4Fp`JC>KIihE53B&n^?Bd z$fz?mIi0cie7e>4)Ziq9Y$(7mi-jNk4s|OrD_W6(zI$D@XiaNgRS{-cgirZ|Q8(N8 zYx{{ARx)_v@ANaP1L3Dm`nZA8tu4n4n9HzBZqDafW@?` zLdl78`Q^=gn?ZhC3`{s|1TQ&BO3S>4*kwz{e z&Y}|}F{i2A?*crA(ng4{_7yeY+c?2IA|YjaUG zbN_Pn3E6-3XHnu`KI|V?pFWUo@Id7MQrffNa9t`dbIrT5eZOxa94`wVnjX6D*}ZTND_SuC z-xv<9N1}{1O12)6(@u@K7{6m%#;Xg3!VFLATHSZ`2^O2rVLc|yZ8<$Z*ThNYAh&2KmqLjEE@aoOuPSs?Wbwd4L*n(VZZ0H zRDcZAL?uT1hCzH~rF%q|8}>BJ)Ap$`w`a}iMRMyGc)EF@OFaJGP7lLN#3 z3#U6ciRVeOE?Cqd48fkBF5?(j36hx-8p}#8VL;0EJ#~}^LT_Z(dH4;#{3rRZgAhbv z8TeZhl0i?(2_raQwBAj)0K{mK6>ug0&D!?__d9{>Bna|+MJ(eiiiIKVuY@$ZUZt_j z&Og7+%pX!vdg!9_*YIW3hmi=kADy^@G!OW05lBiMm=O~X0~t+4(g9aIg0OrxI7zoD zWUB!k13#4t04JB~0X73~_RihcQBOUDW0PXMMa9?iY}|$9<#hNb2z_K`r>U zbD&Uy$a4cs}y_@_2!Q6w3@8KHq8b9OhNi>{GGLb?L(O8<3*g4`* ziLjO!epgSDbNl8slrYS~T#SZfbf0SjfCF%($`|cpLpp!_-X35C;rcOmW(N?R*T2)^ z*fVIvYVc%=4%5%7ohLojm)4eGsa(SIRq<_*DuvK%J|Snyhh^4NaZP*7VEdHDE5?Wz znc1NIjb%5;R-+vuW(c015h(UF0sgl34=hF#%#6xIj5082P!#kgmn%~{k)!zrn;V&G zt2+_gE=0gTGb_;~vynhoZCD3Ra5rj|YJdzYh>Io8k6*qNL0| zzh{}#W+@GxGOWsp*(?QjPcNi;p-EJIuylUef1_1ucaRP@6G+0NwhrM)8_hfb6PE*( z12&$5nFNGX3$w_<;?sZbTevv-w9M1QEsh=o%xi=JGw6xGvI$Mx=LH0inZB(=t}uGz z`ALk-0HK!G8!IXxs!SNa`sF2c{khVs*RwDRXUa~b1v@(%wnFjFkl+cQoPZOKxIv~~){8oD2_~XLPR^_9*AF|~Jy{6}VFhm`&u<{H)UBn9>S5lWam^WD> zi~EHC5%ipeZ1EVIQmi`pbPKLx?&esp`cSIBV5ZT;2NM(+u{?)wCpStc{j{4dk|tKA z*l;L)YX*7#oL8A7)qYIrA0oPNrwqwxY$;k&P7nRF>$vm5Uu#HyRhiP(_7c1&Q#Kcx zf+gwv!YPl*V`pgquQ&BHXJ31d)cM7Cu?nT}$jYM^IKeM;x=g>Ok5wneT!ex|=ZD;- zBGeZi7+C+3P$f7JR;+r?t8;MUr4OL7K;0}t%AC_orgY`HjWL6qEMXFoH-XIY)F zb3R#m5p5YWoZl0tDsQ;{Fi80}yBORU^VXW#H(dueq{6)g2;5yq39}7tUw&kFNRRQ< zmb=5E$4lVklXxW;Mf85SIW7@&9h)PV1^J|CJ>Dj_PcxhlbUe^P2?CL7H1eGlZMN}S zB;7_n80C4O=Ml`L6FFcGFhRS&MG;G8`~LwpK*_&DbvTT;8EgdF;kuRETRRnPd=|9n zd1XMyok9=eTI%^hovP&)x}Av4C06I*VC3OOb)zf*E~4%NZU6uP6b1zlx$U_yT_HJ)^tb6a$cEckWx(N75A{L5xYrC$J!qCn{!slwGXW)yHFK086Q zxkymR9ZATDPOe5Vib7Qx|62lo3hS17>f$Yh7G#5aPlz}TtVWfGuC-Wq+DKg^V8cxzEPs_e0$vcVzznfzFu&3WK;j>DrjWvrh0)n4kOeU6X z<*4kcr7&`+#kG`hoT)zHR?U*~8Wjwyi(3LKimTCN*3g$UTxb1{{{7gGQt$E%!CV{c-@kfeS;yy%a~oVCT0}PCVF;-CghM_NN4j@AI#WpP zdW#GX6Z&>N9ldWcMt6Au1CPdiC=2u9;HEd%#tDb`^vV*W+s_zAeuT3?4ep`-bTe>7 z>|{BCkVw5;TYIGBXNM-ssZI+J=wfLCQc2nFil~$RfSGu~o2tuIqGA0;%yS;7Z&gBO z@JRq1Bt;;!AClM*OCy}M6gh$uC*=nszchO_7&SkZYdv2&%C+tquG)G~C$ZPH+?ODl zTt=Z6L%fuwEnuL2KjqzA?i2N{PCf;tObCinmD6awoEnxCM(AIXBOBxeV6v+=FiSmv zb((n^Rj;p7Wzc*Y{7MszTEu!bs8SJ&$s(L)LSV{&8BPmMoTByb2Zu%-PF1z&+6Y)8 zc&gvFj<{(`&M^`-G=%qFL}B3|%%j1fP#h&p*PTcKr?<|-g=ISH?)wa`|Nd*yLT;A^ zA_Y@H;q-`rLePEw4Q3SHN)G6dF9M?dbrq1wLRw);dBz0}g=o_ZxJoE_J#0m@=#FB< zyezy@1DxJSoA;s4;@?MLxXrMZ<_Ot+PhOV(C-noQW7<$sY+@xzSNqSqt2cR1<6aF4eT4Ic%HCiakSHM(5#5k*4y9Y^Aa z*lQ^8sT?wN_yE;O_Zc!OD4N}^&q4q5<2QXU-Z3aWDZYw-hgXz>x+0wkOgncMzKRJ( z2&M-pI-cX~`|B)>#7f1zvu0Nsj%$^%Buh!@d6436PIZv}b2TK^Q)e=sG`1w(j~1@2 zIY}3fiRGp3=x5OiJq-2^L~x+%6py*FcWK^jt#qc^Vk@v$c5@)^^7a!a0yRh(&G@L) z`)Taw?NPNMtOu)o42%ExUcDDXvxLOlh?9OhcBW8vtPt^zN4+%GT@Dm$lFO}kUy{~9 zXnnt*mxxTO)jS!U6hKb@|Nr@9C|Kb~>>*U?V%H=%?ec^F|NSGM|M(~MMZ!kXWcuG9 zA4Sc=sFQ+U|NMV8wiYxyBBB^{Ht@?%p9mnS=fK12Y5DaI?OM`gdzs@Xo>oMgw5Sdm z5Zq?pt&a*fTDzUH1h{LRyZ_ac$`*m0$`NHK`=NIq2o$771B#$SAtUY5)%EAM9+;ef z#Z#PLfSyO5dMv9*A9~ZUPHV`5R1dh|o=>)!pL-i@8VPz|b6=5WNd>ypz?&CK(6w5J zlk#4=HaB-0tVK>RC9lnbvH)(+9_k*DR>9Ka^j)H@RZ5`J#$3PaHJw%`CZbksS3-9y zkvNS~{3SiyWb1LU>iZTGA7vUarVcW1KW3K=9$>$5-#mYA*O6__GbHGlOcEzQqKpcE zaCp@+2KpQP9qK2xGsbYx9v6L#*g5WY#P;kwM=<&qZ($9rl8i8Lz@}hoOjEm*YtWs_rRi?aJDXe;{B;6HCdatA zp@!7zXN-8Fl)MkpZv(-JrNY*9BurS<9N1(Mp z%%O_H`GUve1vkYoKk()}odPj-3VG<{#~07y`;<%@10?vYG=w+Znbd=y#rJ^GwD_gB zmDPDR%BKI+mr~yE^lxE*`yckW#7jP>^dEI<(fd;7N%p zwEX=!^YqzN;!>jKXi`W)y{TwG^|Vn?_~DD9^%~JvJLTDh=dUha=xknmi>}2VXiB0| zU|K&36zI}=t<9U=p^je-Lv&Wa?AOSQq6?z6aX>F&t=H}4HKz%sGdHYcq4)yZK!lcMcv(^cajzdPV#hz0%}s^YLSxQ7y6^HBzk; zNKIwEyYXdx3CyoVii~=OD97(V6jg5i+>!I98WsT!Sco16h0$5KjCebJbPCJWMX6#4 zY`p-I>#4(e4asgkU%41Lw*(e#nnKexHC!Uzp$cFq+=MHD73h7!)-~|(`5ou~KdJRm z(pz*ND5DpD|66qzgL?fwG<5O_C-;UQ?D@t^5Z-ABpHt_efISOY^HT%l#O0A`)!Fkn zP&)^TqW!r@Oy(^FJuN?DTtT*!#dF68*~an&j;G$)JEh`5AIi>R(rHe5*nRQTSYqAI zU1W4v*o*qkS5gCW!$OuJm`=gZe7Gp=x}bY1dMsXxvcn*V{#5m8fhx1?pvDz3kla&$(STI(11C42b{ zQ?fH-a^xM+p7S~s?A_KisWTS|VRV*JEj-O_&qG94w?XUVZVm-!M3TESoD}z5byareMHp=q)3Y|Np92 zeh=@09X9EDj|Rmj8>l=4zx;H_rxS$wIsUPyL}ulhX)IdAzetYsdQi=K>dyb-wIcIW z6wmXe3ADl9CVbEsec5CCR77Uu^jE%Rx^bWSs_hL=Twl7nE8eUh4kR2CMdBI{J3e|7 zU2;#g7)J^UkceP23}1KMCD*!>8!SC|4?t?!Gz#osXIZFtJD9V!0-swUAnPy)&wy62 zVz8MP9W%7e$4>s#@^cQ2Upx2tJoWM(?-Nc!@)yeUV2scDFIkNB(Fi5QND*&X-&9r| z(%}^X>m*OujyM1S0{{R8z9auHeXbE!!j^WCe5TQ7nu~v?NRMJMBvblvsgIrCQGeNS zeK2W0ga6@-?8y3gH2MRh(SC18lmOqu% zHcdO?(WzhPS>Hn@C31b}9pSqSfN*WufB*mEE&u;P^Xuz@e@3nT`bPve-^)q{pZh;L z0Knvte2!W7#Ev=lk1CM+M)mw-xc~qI000Cta%rnUKgkg4vO9ae$#IVG*g-{TQaT^7 z4&xnXdLj%0dWNQ}_hS6tbDqk07knUp50Bf}Ad5d4bW?ho?PaD0U;qEqH}LNW%`26K zTw#5TW3kPWb35(WtGMxa4ddQt{;Kk53uyh9KbiiGm^bOMCI@`qaE9RJULR6qO`i2g8oq4IKoj)?Bc|Hb++9=sAooLD0N1bB$@YYf68V*rW#!~X^P zNmgiP+R@Vj<_L{BU{@okU!C|M%`N_KiOBaHjrzb$CwRx|S>~y8r<)J{Qmwe$Yj?-L z`G@^uVj(8PSQpJ{%3rbEp)?W(#mztimQ-@YxTodm1CEHXQEr)pu~o?D#&!RjrEXmsK z&q2c0cAxCq^maNafP0YK`ly|zo6RiRm!9gfXSTU7P*(g!GX;Ivk(%e*zM{g206{_E z5e4E8jlD^_JdrO-M9G7lbjqxVjebF85Wv(46LB=;~dJwCW;;StF$gaF~ASHxC&@U%~t9kR7Ht)as$@VXR zDMYcIE@CNR{FPpqBE}_OIBXbu7i63^7)(~CQLkN2N$iSf|G7wB7;{li$z~<>=pjiF zVjj8WVF@3d&1L_XrOK7G;UA$i35`Y0LejMqRh)?I6%x93y=Uz3JMT`$;CskFm&uqM zhJsM;N|kWbUISYI@H-xW$)AHC=zcdIT&h0btc8=8cv+Bp(4kXQ{oe-i#V$Y*$jd;8 zd%J9eOet1|($r875&~cs%kScb6xDNwp*JR~qgEm-bojdVnOeTR>y|G0yyUzw_|+Y& z$8tygiUTY}@>%2<6dN2W%dU8TX-*vfN#-Y+jK;&hm7+b#R|-_rD;_>6mA#j-0`(uMhpawBNZ2tD}270aWTA*V)6~=$x>N5K9XW5rWS+_hPh)h%RHE*wfNlR?R$deB< zZ(ExlO~pdmo$+El7?@K>zO=>IKi{DWD-2QJ4_Msp|F)CZ>?lJ|ttrG`$s+LGhboy> zYR8%Y%1l_rzVJ@_*OFeeCUvn#ZEyItFA(gII6Swd26hw77KEcs+X$=V2k82_2~5v+ zjp!`guRJ&{2j1b$lO_i7>zns+Gp++CTJ#m6#8tRCq{Q<$z;H=Pcq}wVc&PDyp@zgL zp1e6&E_*pJKt7qUH7Z<{6iK*Bp{ypfjH`HT&?C=K?kq2%Pb2Mj8SPegFUdAV2^5iU0i$-+TKH?iAX1 zez>P;|NrOzP5-~eJ`2zYqIo@WlbwKzAC#x*cgg!NJ{Digpy5PqZ~sb(KC&x^K#9xh z2Tvx!oj}e-S8HCM7pDOGHO#6A$|P@_iaEum!fWX7<=cG(P>jGv-KlD<#f1EV-N48L z6M!bvBj_2bbN)+Gij#niLcG>ZTV(riLwS9)LiNS)Tn%F;Ydy4JY&b6$u4Irm!|4{d z%5YcCszc^1@T*L?(YbKYGQtCZmSzmgR)t53RGUghdKb%ZrMBd(Y<+2p$6Gs*bX^bz zvoD-MzgCYgBSDvB@KNBr>nIzleQ$J6X=Ac{O_UXbXmMPejRic%su8}^fKjMn9gpXV z53C9`N6rj_l5xRu$Jj$H@3*LAG-X7lggUpVOZE!}pNfkZG^+-V`W;DnhT_(zo2QA$ zkakmtH;KVT{llaiHB3en5-lnl+7gzyJRtaiqK0#;wMl>R9RKn^|E<6HiiB1!2UuvT zICh-;ql?rDjqr0O*BJCpI+W-y79$U{*NmVyXLv>Tn@#AnOLRq%jO1&7P=&wOOaqPy z@n!|Rfy2>MYF;2Duh!`rBwFh<#8sORQ0gjN zcN~9Ra^So8?Zl%rr>(UE5*Bc;ZbP|QK4b2YO~u9_GxZ0v-4w_7F{ z#SB!h$b}p!u6m_Ka8V>8jKl_Nu5)F}s-Zcg zYGeB^hD@!^Njj&~T3IPawp>}fSfAm8NubdQNeM?6&6hsCm{mawQGLR;ae>>Zv#ot=WQC{CS|5S(FREye(*D-N$ z8&*Up%nOvbdg8a}V{u@m6>qx&=OILhLOt>#%>Ubnu~v5R_8gYB9l_~M9vw8U4OwQ--*E!->K<-~M8|H;ZTs7m=sLdJ5b+Xz(E zoDzhtnmHK7%au>0&Uxksq>X<8v4!HaU^sP=__K1Ca*R@6XACnUtdM>@uy1cW6)hp+ zO{SIizr~xBb}av0@Juk%a_0SM?lw-%qeU~u6p-Ks8xEoEYvVGI*PeWTdu9@VpS6mX zD{+5+9|y8};x?YMAH*S~X9SVyrOJAJe3y){UzIBXCAso^6ikHl6cPgvpaE1Ci0Pcj zsea?yINLQ0sx?a(Jb0+aSNE{_>Hpl`|Fif4UzH*R=>NF3W`*vIqyPW^Wl6^iOzVVs z%Mg6@jRue1`FK+AV339Wm;Y@M;Ym^~h?|Va-D$IB>=!!fNZPN9^s#hqI@q1Dz;wG{ z*ZG>+6gCev44Y(-N+(a0Xbe6eZ9~q6ta8WGQvNoWc&8lM*WTCqNT*r5M|%&cEI}DR2@6{r-IdlN4W6 zLC;EZ^4sp*c{o^ZXVJDIeR5(N>&cC-*{0usDkYzfGS)GT%;Cs%NWC=8?b+wcj#Ssm zz{dZ&)9^K@2jzci$)3-YSeQaIso+*n@JanY|NrQd|NkLB|BCG}UU_-AdB=c?-?kPa>(hPh`9DuHm_+=FU zq>_50i*z6YpVoEUD{pD@9EJB*_0O`qey{k_JS3X^oL(Tc_p<_Tpcz0;GWD zG=|tBASu~)g^kAcii=Qq?wpekeI$9PAav*KTlQGbm09k}VKx)D-sewFU-Yrma#NJ0 zY0q=82d}^5TPIg64WrHh3cfjopQB+dSgcK&;2jA_$U86Dq(*C@cZ2jOdgG@a zMU(-Z%M(B1RJSIa|CL>0)=?(*kdj|FC{nBNFgD#BC zjqGfeb!0IP+0vmc+`;uaM3$IE61C)JPw(PqRUT6O)NGgi?G*$N5HGrl`u^8W_k|jv z5-G$Bz38+-h=*#mpd~*}zU#FvQG7dZx}%$=?l$7&j8s)qHrk0I{vxX)0-xo9eZvoT zl8DsvY#&p^-g%iaM{TR#xMQ9v6Bu#t5_r;aEwf$qUJl&iUegCFZEMunfhovX8GGn0 zv{W_k9P!^zj}ji|IC=qHt2?yqob-Tdg5d&n7nUe0%^dr5JLkTZSsU z_TOdx5)WDY@i=slTloC`y1h^j^yHo{7Un8&#}e@D!WismO0>G*yfzN`MMmZUsRlyq zvHrvBAv`8;v2NmfG2BK86{?TI6rctI_&D#cf=i}6N8SJURQZe-B2ZDKRt7lr zMmBiK7>f{07ElK)9q;=*8{$%wTOj4_0?-L8_dC4c@ic!JY zatdHfEvo~vfci<@fuTJd^1bE`ue$aTluY0?<~A>VHs^r?#htgJG_RmG^`@AQE=a+H z%|iM}UUx_yg#UhGL0~BS&=QXBeg=nbQj7TXTC`;8TEH`#x2!Y+7bi{$0f?4{YyK@h zTrNCFhRQ%XoRAFJ`C-}sVyEgs7wohfo)&;UYXimlDhF0Tm6#~7{R6{Tt3VMPQk6t@ zadb9B5i4oZ@yvO1={GI^oK637y{r-}Lkl9_kjY%>$eFExJH?*|{+-yRn<79%*0w9E zHZbk3gnOQ?xb!wXL~-U}Y}kX@gtFiMthm8OwR6tShXPch~ zl0C#H*a)U33Lh{_3QlvNi`ym7lD#2ratVt;-9g|ytjO{fq2gUvn^IA)f1_Z`$~L_R5~BKh$gd>orM5eM2Q!u3TYbdXaBe5yXrO?bWlOTSUGo zdww~Fm8ZY}cicM_<+{wySIa%wt?w82WBoG5WpQ6Ox_|kAFa*olKg+*b{+ekwA*z1` zPe8qjY+Q|n9_;4epHif!dDYqgC;JQsQHqfXI1-AY%zQ)Orrw~Cy>D|(fL4y>xfg)7 zVRS1Tx+u33zh~iVjR@G;S^orV^ z=1)uDQUf&}CkHCOtU^}qr#PiG6#hldu8L8adWi?y?NP~;_T-qs?kpsy%uXdh?Y$va zimcBj9T$5kL!a(~5A^^|YRH@%HmTjW`qvTXuj#o;EJjJ4r@TMoI-dq$(f=_1mFj+$ zLaajlqZ`e)!}H4*6SiAn*FzSrgC8;KzgmkFv%Kox6eHHRAgrW73C*I&YT1Wj3_}ardh=gde994f}=~IxEiZvXZ0`PvnckG2fYo<;#n=wgu5&Io2fGVE^*E z1ARS{U8VWq@q{T!@lCkdscJ^X=@{gwunZRQK!+)KO#W~if@ic!w}h`w>(FivHIV-+ zM~@6kjjCd~K%^&;gJ*Gxw+5-GuXupLU64*F0)w-aP-9rsad~et1};HXyFHzR-Zhdf z)PICmp#%9OT;l5CupwOiWVyC8cbQnTfhhwEjcA5}9gVV#Pxx|sNRd|m04&iX>-5Iz zV`OZ9C*L~K*(WDbnA zKGxL)5721P+vF%6yHEB?PjixE8&w47oZYuIUh`{*b??*vr9R?<-~?gA*#UX;s3ws? zh@y?cuXlm}LnwHc7IeGhpGy^3Y6uKz*JySYd&4WV*p#xIEeRGTrSC!||IPENn~$ax z3ZiojXAz)`S5n~5p=i0I%@3`jJLqk_Fi9&3>xtoR=;S_wBoVo2E-ZMFv&K4IuL|a%;HT^uc}#}Zb97^W!!BM+Pp%&rqV)%77i;#vZTOe-BTUM#A1pz-Dm zBTn;Ori}qCgPFxO5Dz~?8H*=oQSF+z1ZM|_k24PYZr&*jj2v|mHIh*co1kWQbp)y9 z=t({UX>k|}rL5X-h%dz9EOUdXMZimr`>wugKf|(?ZTS^(h=Vn<*!qdaX+rY$`bY7? zcOJ7kghg5>bXy&)wd9M@HK38^7_X`aIvMbmZr(|!29oQj*XfKOD#gd!P|M2fhmQoi zs6-x!>>{jWzDkrp(@n4UQ*HWz5kytLO-Rqjs6`S)BSIs>%uUJN-G*p6WHT%bV1#2p zX7{QojXwjt3kmG<^Z))@zsw|F``#hV(Y>VfLBl_zCPJuts^gj%z%#}2-mc%KvC@oN zL0%NQBZXo1_8&q5z3nw66`I-evU8I-jFH*lua-FCBerm}rjN4Rh8oapvtgH9ydr~SOx zCc2yR{cwO585Sdm|ZQ$7QY-ghr#}ZhdDB$eo>qbI8=uho&(S2O*0yhfG zpoTB_rP1Jb%B&K^sGYq(|2haR%}fq--gEiH`oeFKeoNOx%R7_RCu5<}jWc9dX6TV* z8}C)vSO{S6dD`#d?=FR|uR3XFL8H=T@g3kiJfkZD!(aKt)0Mw!~9yFV@{hu!)9aW`xe^nK`$+(9hF z2V7O<{=XgnDJOFx6634QO5X|0{D;p}P^y39qyl);Dg2QanMFTaoF}NP&trhJ;RlCq z_-)BPC0OW?@sZ1rL((~F;@U?^806e$v)fpe!i!V2E`v8Pe$s>Tf)wSVsO9=yPrv@q z!qO>?wft1JFLfo`6CFezbqXlN!+h~d3wc6Vz`irnYUZyKLfI(m$~GCbjM1QA;4beW zFNvRI?4ZuG3N}pQQ<7PN`d9hO|$(Fg%x(AAn?6*#bR_NbYMJHFB*P zZP(5n@l9QB7Q5;GfCK99)9G#3F<@SGXV**V+TX#~H**Y+C?DiA?xs4F{CdW^Ka7zB zYo@}y03WWX^gz|TB3yvaO?%j3(pi#G@2eS$HUm}?07*^U?*fIHZh9{F&j8e#Im7C> zv_=x9e+ytqpD)KQ{Jn@M1hT#6l?ZvaI&BGFh5y5px>%hsDs%NpI{)>9ek$VjszoX< z(F=@&?TS3|97hd9J$+a8c$8Uh|M_J9|Np~QW=~F+VdOfS3r|4RVfB~|j2S)T%XXpXLX$S%I4dZn(V@o$ zLz^N>v#4u~G9Zf(aN3Drr^hET%awr#Yag7gbl?pZ?e5-_S`)uMS3pG`|_ibnEBl!`mM6kczQKgTySL z1~0U$)qoz?6k(nSP<*nKSqnj0v_)qPcQ3CF(BBCIRR{z)d|SDd(GXq-^fTNulrg0` zdj`aJf>pO6TUEW4;(ACOMiZ@Qenm4PzJcllEgWv>3+B|S@L1M!O-vs5!9+tl zne@Fz4dLifLNG(aESc+-0;r0_4%8-`9Hpg1dN;=eir^cVPT9FyPB_3U?3m0EBK$!k z{<33_TuK5z5}%ygSLXhA;ThIFpypI<2k-nn4R_KLZ6GnMlfsEp zedy#?aqpx!3m4r46s;qV-v2%OZQLh$faFmUE{X%+Ve97p9r>=fS+LEFFp+&|TR6fd z;TWu1>(29vP6cnl-@ER~U5YT*<7Oe=3~exbA}LO_me)GavajSdQkA5hvN|O+MD!&K zoys8&4{Wf{nVRR@$;1IL1nCXwBruP(pfV~)M| zW=qMIbd_bEudd}p(>({J7@W|micg^=gphdOlI0(T)rm?i*2DpdF>>zQV+8ND8eU52 z=8C@6-<~xi2=daZV%Qai|Nr42&T9*K5Ym9FgE;hhvz_Kq9qg#mQnU}36$QFYZLEwy zk_qCQyqJRodi>$iPse$Wc1Xx3X#admu6^{R$OrI$>upXYKlE zAZUMXyeEf*OyR?ZCZ50Jc9(&sk;$3H9*|}7MQT6x3ajrZ(k8+tR7>3uMzr@LWh5^j zGw8NF-&58de+k+br?LwrYG0V@hK_cUd*A=JSPJhRwgE+YE6Du`diJ7KH;ffatmYb? zp&%0X{9CJLhTt_Jx^Y1d(<|I0{MBly{X#>QVJ=`*y|Brwof=;RYRNvUr=U-)%T4g6 z{hUkdc!((|U+r5)xFTYXDzx%@zzWmm*_C&QR90q#;hi1hbcf|Ih=(y1pOV=K63Zr4 zvW~RJ=Du<;JXTQ2Boxyx7{w@8GN2FqS~{q1|NDpsS#vYY1%Id@bp$=h#~12{ysxMO z{vUSO-S*Q{;DNRAi(n*@0#%cz$)nE+5N7<%N2`?Hrvn0opCK&H>O&WK+z{5KkiTj{ zfRoE?g#6b6oxi8205aZSsyAo32ix-KNCfoztHI>M!~TgnAF%5-OnoQeR7&#b4=^x-~5D%?9O2G7=~>6nn<67oRQX08rcxviQ_Wp@wFRveOSz4q)r?I zRuh9g8xZyscN%hI8!bcVRS|06W2T}=T}G>A-&AdIgC2O}kb(T&3Gt~+=$EAh&0Ano zHR!T4X0*wsov$R+EP!R3JzR2zsk}p>0}9GztK9>=coaiH(<)o9wALWDJ3%IeLqW$3 zyq~~{9Wt5lY?~hSSlVLA z`#ht4zyI|)FdV(3sFj5p>%CmID@nvC8fzKLelN?)`9r}l1orcBUGye)vM&eZydkqn zsN~W@h03NpuDWNQ2s~5Rd9B9u33QPP;>%TI6vT;1a^*3&3fB*Tu5DRHP zmM?=WQzvuV%Afe3>0_1T@oJ{5R}nP%9p$HpF+8Ld8B~?c{gQbQ9psI&qSUhxf*?6( zS(2gmmn<1RU;BSVF?4~YITOyfJf_F`if~6$PdkiEY6YXlR;k}7d+jc&UhR3WmjPae zlbP!-DX|+L*oKOce-D7PCNxN?1;#{mWsXU_vvCD@f5i9D?;ObouOD{xD&bu+tqstXo zO?0$Y*jO0F0dorQnTb%eVxT$;H-@?Pj{-HLFkVi*uK;o(jF`DQ=q)`a6u#A}4ykl^ z>^YAB%Vg6aBQ}Pl>ajq>E!U=&O9>B99^U!I3An|!1iMh;j{#KUvcW1L#htEGts`f6 z$3^x|*gp-YvTVe*zo_Q?wN4!&5(m?L0Aq%qmF3qwUJ`G}1XK=Pp87JZKS-fXtQWYh z4dr2`y8b3VatUg9` z0vB4_41S&g*t2$xo~Lz(eae7NJ)a zS~>IuJBER8rUSR$o^+0KPWFxiAs}fYsvNLt7W?9EeTvq8*>ZmD8aAVJY-1#$Ns#~l z`AUqG6!)fXfkSP^iQ=M(9n<=MV>QRqq`v`c%lANXmQ>Htvi^@Ctp}pXSu>4$O3P4z zk}OuyBO8*tCX;JER^d(qme0S}DD4QOR?JhP*iGsG{>HxM>0+HnWuOGl|MXMwKkybt z|63x+f9vh)jmF57UZ<^VCh12*bDI+0m+9p34(!>HEM;g3M!+@$W$Wqm)zeQ3!ZY!K zJ;q*EbLo+n>7ny6`|5W`0DOIg28tKy=uP_g3oy zlmPh~Zm+%!lW};fsUt%ZbuBXk=(?r6lFKvDls^{SAi*6*3%vTo;`{oBM^+S-b?oSk@2g~BSJQpCG{Q0w*KuteHBLq^reK^DmgT%uN8D`lP@Y5Xzc`BYSIl{bGWx_3%d% zY6J=OcQ;=wk*?rPf%}vn!5qrBF^LPKW(v0lHRXD<+v7b)w$O||CMK6=x#D4A!4Igd@bRv3~M8?8n~fewAy z`qRG@2ii!)#?e}2=ax4n8eX4@X#RpG@Slhj$D(tjj^RrbRFV<;-Bpf3t$)$GKkW*s z*tP{!QjqaFh!M(V)d5RhZPP{BL(TS64SF`_TwE?D9yT%eRu9DK2Onqa$VN5 zt0%ogcwo3gOLdk~HH|_8)+DBm_M`?T$w^{fSUB+nv4Ge&gnk;mLQ&!EMkk8X!P@1T zJ8T%pIRn`#n!zsDVK+eJDFY~?M?};ZF%C&Y)H0YtpE=_b(RY^-`7@o=WgOt>uTBie zANnOIx2{=wsoV+~WrRN}=D57v2u`QN7JIk=00RJFX0on@(t8FxZmzzg7qcqa2YbhG zrhomDq7w)~Q^LscK=k6BbAy<1|NJkk|Ih37C?(wfmR)(fZs>TqAKg#=&PGOcaB0pV zXuQ5X+-k-D{w%~}z&nYzzx~%2hk0G*H;Z^bi-)yA>*U0Dvp7P@%@oLO%LDm@C z(N-8fogoj~RrUYj7?WzN?jat(&ILi@<2tGW4$6)Rxs`k zYgWw7IQ+$*j9^vJL3yo~HdIe04wFivj>H!B^-k&KNxn{)Kkqr)NyoQfxC@{=x_xWf zq1(&)MYW}F{@0^A^*ri!<0Dp30%L6@Q8Xi5Uh!mW0t za@&DXMd(sr(|}TS*d})LJW@&*`Z&}652Z7&J>D#KuC$H?05xYGMF z3M(Y16|!-?6ZDge9cA~EsGwlRrO;{Lj-~i!&U-PpH3!7=xzq}|;zZ>QiL>+eoi&mB zNWOdK5TD=-)G!=ky`8^^NTL#+!|OCMQn-@;I=*F3xic6lA}q!iE*1JqAjFMg%2I3# zeFrnH1!~@`|D|q)Oe>^YrV%d>2NAdtBqqnhs^=MIM2yh$a|*M$h2dlZ%{dUtY#Dmi zg26ohkoHkG%}@G{oAtbr*1?2r+K7~L1NwKNBK(6`$ul!kTg^H?WWyT2UI*)lqP}Xz z^CXCvo(|EnqWoiXpgb<1AC;n*0p6qC^oM#D4xBnbMDJVJcbZ=2gHAdA03=MCW}}`) z46uplY{^M7DX$koGKdWAW0#_TG$QSj$fMl3W%cD!JV;wY_dKtHvcaQkF5kS;bd@M z2k>aZYrOLEv$j6Rpqm;FbGjj#+yNiyGwbRvPJ0ZZPU4!*VNmi|r$p(^mehR|KzvJY znz^Jt>k!4*W|PIaR@qDcxk+go;}Supx~}x_;#mKy;2<724UHC^u!hYZxUjH#ihd4? z_0m9XyBUk08M@!9mf90_qcdm%J=chF+OELGQR~~_nwu)N8E58=2{;`^-rw-3T zVA5WlvlDU(roq(V7TUNq36>lrvkQ$u_Adh?hXYh8r%%?iY${a)yf4bmVT>ymXq})G zVo6(2Ht23pBV9UF`z#(xFZeNQVMAv`V_AAS8u?Tw$A5@Cd_NW#j;Lj8XXdHD?|wJZ z!M2i$;1<*($sI0)vBD%EX?Hm5XXY>W+u!bF4bB11)IbH?*6^^XoZ{d*p(uRG~OL@C_9K8uF04{QCtJ3^|@u#;V3)HY^+ls5GGN0!- z`5udpxQY0bqt*9UUe_NzNs>+^+H$YJTb6tvw9=JCMfle5ZK*Zb_p&q9qgEc!RF!%1 zJ81aufRUs7LoH%a$!M3Ss(ixfxb&+%s-#D)|MQ>y=0BYZNegwXp|(6eg!P9EzR5ngQ_fz+|{kq zKiGNDE`RtXThigyWotf+@|S0DbOVqnENFe;OmtgfSDy(~OL9M*7FuuaInhq*`oX_G z$&bzRM5*|sMciO(-; zg?I7KD1RA;9&dn9Q+=b@ljpetTv-CjwTiyJ(0%dw9JNnPM3Gu!eO4je>W?DWXv8G` zHcXtXDRO>7lAvzfF9c>BnFSyePgc6Ll zy`b)(JI$$t$AFX43aSL04jOGur31<-oS151N8L%(szCn>OCbG!TQ3qerUb*%j)0qBkbuxLM;1XnY zCvSli4A**)LpDQnB6Yu)Zgzv%dLWD}Y2zpVg2Kk|I#s9xnelGH+RV$}oj!$ZPzh8+ zFEu)?S~hPvzidybo3?NNyO<+Y(%!JqNxGy2nAtIefFMtKVo7z_-0S!Mxf6|U*ELTB zkjN`FxdQY(`5m}T7K&OD-ki%61)oXP;DW4En_7IQ#-|K_G!sUYd0X;)YkeP=LhoX- zZAk(vEv^x9@wo3IY!_nqdWa{e~BWAg=ZwJ<#VCPo(NsV74i=vkfQDDKkRV9hCnDVS(s>qcc; zuRTIU`(O-rE*n16U{l$3Qd&QYUQ?$gbt{xTT4ag5{TGiQE*^eoY9lOy9*vCqAJzSF z5!VO)+ivgRVot4EsaSJd3+&TlJHLS@Ou9XOSQrwK(q*91To5%2ao%T6aae$xl=t&L z6d5y2#So_BJu;ChvDPED;_NNKprGbeR)VUp6Y)_RQEpN zFgcl9LPtV5dgVk~u$|jvdsc?7Yq&Z=c{z$|X7L*7=F@I4i2y@DyuX?+cF`oZr8}I$ z7M^bTcy-r)*#z1*%#Wd~F8Y{ey%Ff%P*vyCJpCSfkTKQ(kYyDWvR} zECxzmYGF296vx14?Td6^gCU6lCFPkmxVjBM zIxRuo1X7sBAWs-NV9*~KGUve7_5=1zReV-8y-E`EJ$gxaTvWO`x-q6wimK`TM!-2c zd#<^eWOUx|$Ig2FqHQp&d0VO4I^`qFLv=b!`r+0BSC@Y=cX{tYWm0IN{2j^TU`Zql zU(N)jy*@4!#FJ|{-~;Y#PP?|-H?L{I z7tUcBcV=tuBCLmuep`nsP>Oh=ln8u{X;|~HaR2GQBR?Cn`?0UL;kk4uyJ3N(SF}+W zwkLMV;}iyRDtTtk0otl+B_9H!z_~zXbSNmwZgn)*3J-1V&7#XjVOW1yUEqWyanEx) zzECHI6FS`(TU6`)3IG8VDrL7mU?DsNBvO1`uT}`>ex>J%nt$#~l=i1RjJ!1o2yr`W8~}m z%KOBs{t+)!#8%w+!kdEfHy3)o10Fy^A~S|Wz8GztGTAuOm;)ihYr2aGk&?C(H`7Q6 z+P2CIV@jf!fzu&Mk8vB!u6%|}Zr*EvhN6&vyCjjpmfx^6`WGAN%nyZ{*S6h>O4EnG zS!{71%J}0?PfebwMtA9$M+@4R87w zV%EmoSokkOquF;I+`k4l%+zq*v37S@Yx>%||ALt(L~|&xUX)oWlOtcR$LIDZ|lSN{rMbAls z^=*lv>)6%@=dDp%wHhVdda-_tSDg(AoTc7>1lpbtC!d$n zMjSa$Jc8kII-)wdD(f9;V&C&4e-3{5^}qRH@QtD~kzloxS-ozX=ASX}B2n>2eegfy zLeiV#)~SW{k}xy?8Fs<0?HF-QNqXzItapz}JP_sD0009302FDiQSa{)2N2KO0c;-9 z4kr9$EB~*B3a>SX`S?=4nsJ(bLFvDjW&N)^c<^(cu!XK6e_LEU6eHG86pmvP=oma8W}SVp3PsxKjA}za|X(SCB^OG$FD-+h-V$V=#~05PZvlAcnH1>-u8e3 zf*i9L;0N=Vq=KP}%5&17SOvpJu^srO%(opqQt@a_9j|{oj@;22G0-g7wrEM}F1oFlCsml{ujdFO6>#zC}g`Aa|FpFVrbvWPY zAiLl92u78#sR=*;01tN?d&FBl;}h5nw|K)ZyhLf2ztvj*3Kh3i?+FzZ%~&2$-R^m+ zb8Hmc9d`v5vu_&e&1@m}+*>1^Lj&GKLf7Qe`VJfnp=;L-uvJ-sYSmc~yx?b+!{q++ zRWhD@Y?aWP-S3H$?jJT{AuVD7(VWCe2*&o=gKS-BaGWZ(K1vE3eP6+nL^K2z3bpk- zcMcZ&jNao4NpY#T@BegkRn?4&GlfQ)g(le+)db;*(f=Q{+zg@YSR1WBp<=m4WKc7x z3tJf(qJ+(6nJu3_Qvsf@&smUw(2nEnZ89sQ=kpcuFT+l0C5|^ICO1cNJ9W-7f84u_ zys}4bcNP&rUkOX#3UmI8t?Vmi$CI;9Z)ywWuyYC$&gTbvv)PK)&$1jl6GJS1VN8&Q zYL)CbDZOgdP>1IR9VW}D0O6mwdF1nsNLaG(G&~H(0p?%;00RI3p?6^j91WbAR4KKw>}DDIk17f$veJ;Z$<#(%74u^;1sN|S~0-@tKtgw z%TqTMDy1JBp5DR&+dLg|oS6ckTj5*&8yw{?IM}ZTHe~1k00RI8W7Qy*ceaQ{9~Cimmi^=;g8GSC^%|YH z8s*yy47mX!JVRUlIpuTIsfvaN(+*E6Sx&QZtvIs^QeCTF9ko@`Y4nK^FVq;Z#_#%r zmiW_r_cbpdJdGJLh%e1uY0F(!Za!CD!HU??L93VHhA_&vGO8@YGPWJ32zL9k9MwK8g2(&b|VAl2ts((v&^*qP-z^S5Mz)32z zlHqlEclF|Q42`l1lHiUP!MtmJeNY1*IeCZ5S>dkfctGz=>!N&@04 zi~RLO1daZqEP3qS-WOxUB9;PPsU+rV!0ZkW%~l_+k@K>SG@LGsD_zyISj}|i&F70z zRKu%MkU`*W?A7NN+PT~RxIPaHPnNoMo3zZ79wb1Sijlx-SssM{gdSKHofSxv3b84JE~@clktW)&sm36BkImO$y@ zsk~D?hsch4Hv++UOQ#02$Qvi1-wP#w+)1m!0-)Dn2_xMg00wq#{``_D{(Ea95Z)tv2w(G#Cwo)tpLH#y|?% zJLhy3I~o*rx$mT`p0?Ron<(>me)ev?Jd&q?xd^jsgwU&Alh{P8gB+*F#1-T?1vl{z zS%^HlJpHc|IlM=$-Vq-vPIO9S$&_3FcN-tdrPEnqIrV4|r1|wK!W)1alUM?VoUr7W zJ5@N~Iuty^J3LTdsjpW)$n$X~Y3j3b?k82ft!U-VQ(ZZni#C^R|}M#4CDxo zd2_%VJ0O-sk-2h5hq#k400SeKN@}cg8ikDi>~JpxqzAVwV7e}x8K%|&M6yYM#7>T8 zk+13imfI%K!+9&k+rCp))rk~UiCF_d1fIsc+y1J<1X{vN#-0W0=Yn{moVBoxU~t>R zk+9Sy=w6KGZM>N$%6ByVz`xoBbOy^=IXA05J_;Hued8 zPN9iULH4!T2w7ce4aE{V+;XC}B?*GZISm)1d483fZy}700x-I|Qu-f+4e34wfd47A z@6VfsQj^*%ee@l|fm%KGW9W^zbzeBvw%o*c`yZ+RpB*>`lfSg9A{a`f^m0)-*yf%NRwdzIqa0BR&D|L*;|aRNh}x)Ggt&b@c^foc$(K zP^6u3_V%aC}@0 ze^!w1@AEaT!mtEo!A4QY^`K_f5dFVBEjkM}5Nu^_@bK&!O}A*d%_|GHgm9|4kJN>o z^KV?)=ib51K6gf4&U;pGdqq{SHUA>hynEssC|aY1!o$O!*Ne09TBb?JI755Cr(+tj z99jA$ngm$vLQz#f9J6bsOrCHYpf`9lb@fC+2Z`MEfs|Gr%Su?tKv=0q{r6lswhrah zEO2-h=wSX=-ZpK@>qn^e3eIxs23*>!k9_N_Yo3phFJTHjr@AwG>etFuPKj--PHu0! z%mnL=s%I0r+b=nBF%IJe6^ouLHBU?=v`39Po;B4tF3YCxx=HwKC|qO&dN4ZAT$uqJuCocygmCVV!3 zZae&l$gWy#|4NExhHdreRL^cz>y17*gmf`xH30>H7V`U$wsTe7x7-yXH6zdNk%7hq zLnvxy{N256NH<7*O8=uXy@M~0vM1ad4a!${B=Xq>D2r&iPDu(|&bw%;T-?6HnNGIO z7LqN_lb1rq87nOh>#wF8M8y0Y8GrIawE8Cm^4V%|^N#VwZrh%v_&AFrf&mG(x;@}$ z#Z0*|6+vQAqE(H*cmMo)AC9WbMJH>SQP_~)_w_bu;=aSm=o9q)^hZ~nbCsi*>ilQ) z*Qdi+pdMY@n?U4m18u@f0{U8x7`@jsjJPvQo(tOEk00093jc^e~xsv~f z$I8uAvx&KsltI&Xlx{LE_7TZmW>xV8$3Yc?2#Sni1l+$j=Q{|H$h*RRhgQaJ#3X zH3^bv*e97wZ)F(@Yr||Hve=07&G{Sz8~Ss~t2U4#8n>9l`j2AO-`O1om|b2V5`4)K zKKSTYfgBmBz;a?biMO%u#nualzr(C~AvvQmc$Q6HJ2zqD5ZU&(HR};mcWvbzAI;QKcJ(y%r#c*zLk94Vj$LIjM zFYl*}^Mv7X`TDK9iot{&?m1_yLoCB{o~1~4PP3v9*YvVR)KM2`C3E-+dCJ{00C=-3ceDtwGuWo#*%tVZ{<1&Q_d)421=Em~Nx}os zu-^q9?aMt!jo*`wUS#3LQX6}w1{@9$aW$UPPUFi4uk@o}xGcFb<@_(>3`s>k?9bRB zUf~Oea(^*lEKN@?;cgq0KP5BWtDf+ZDJQnY5DgUP6yxG;U68!52j?c)OK zcYT!>$`4B0@D>9elIpyhS&GdUD0te!o6{aBV?j1-i=QGJM5NMDQofJl;>$P3rD4um zY&ARlvev#=pymyM`s`$SR~K>%VoUsw&&^AF2j2bNs72PW*#fgLJ%R`6yFwC7xFW9S9eum0X2BJ@n-ep-aBP;n`bArsV@Wl(uv@ z({j0g^ffEPF>Q6loi+dduO=82aV}Jlf};LSsi=}{Hr_-=u%lM{VyN)X)9EJ=l@m!W zj0SR?!2I@hrv2YE_f;W*S6ASWzj=1j&ct^{BoxB>_`8>Pi!$9iv+gz2UT7^^NW)D! zcF+MBw!?7*|D92fH_HD7F$87%g3e49U~%(nz58gw3xfG#f1jd>`-Fd|+nZVuO{=UN zaK6}FjoP~PB*LYHzE4;kb@rpzL_Tx3h-A^ndB6<+cyk$?4skmI5{&5>Jx5>I5NNEJ zX4(Cf+Za2|kU^bM7P`krzXJ1T^t4}6d4XZbKq&cqjIA3h9vD?%Fe6C@*Fgl7r(GT{Q)*cDs?`t?6#P7mW=E!U;- zZmbN;{^MQ^JGIFmxb1tSCUr8|9+gAo3A4HfYI0i zSnY6%)t&}KKL^8?Xk^=W5cH}ii&yZEh6Zt)NxApeVtH`fqCZe5m6K?B6IYFLb zvV%Az^&Z2C4bB=%sjWO|D4+johMwS-KSO;C{iA~;g4VXc1Uh7yfJ88oJ+R)c?!tD* z|FWyQDC~GiE=s~}pr{1F1qYwrQT&3kuXgelL?Sjas<%PH;19^Gde4w426e(Di|r~& zX|!KRDcr;Gt``U_FSbJI#tn5uB}nQox4iW9t4Wdl{V^xNsabiK8T`$J;lh&)Yl}M; zsFkCywXQI>aImu-|~xq000Jwwt-MN;NiaTK~-Xh z)y?B@Fw{Z?54*bVH!R2iIsyfURf35+F|LC+d9+K+`*jTWILmn)^_4s(Mb#KEcgid8*=)_T`z1{)k<=+dBL6oi)m(b5P z+osEppF&p(e9PbvF%i@7N1PywWgU+{= zl%YlxxTWXAj-Wy-M+P8OCgZ%0`6_)L^`J4mf2ph|f`=eq%B#gogO-(wcg&kS`iO1bZX#}>eg6v zZs2Nzqjq!u;M(>T^1|f(kVZ01Flg$tWZ3K=@QV8?wNHMS|Mf9Uf*;w zL&j^!Mu{T?og3aw=qBu10Lb!BKf#@y7#69MObK+g*?b*HpXHjE0o!;#M^MkV`BigW zF)R$E=F{m5VpF`JL_h!XtLMcPRR6zZu-eK&PWJ;Hrh@tvA}Gp``R}_gQ)>!?NH)bG zuY~r1nLWdi^YjX$=e@nr^3I3Hb^Viu#aFn|blJ~fq*L2|V?YOyB#)%~P2E)!5oyT- z5mw#M(L=v&Hj)1YO)sTL83RU_K2L8B8ZCZdFN}+yocKZo879GDQ&EZApBk-t7_v;E z6z3;q{NKwS-WIo91s3Auhmy>7>C1s*A|=``TwT~%>m5#_T#U$K^3BIM?}28orjr_6 zV=c%_$qcyolGz*n|E=E1E3j4cpXqGUsjOqcQRgc~P*B6-c+`xJ5unfnu8T)sfGm?Z z(rYAl8oCD_Od60?N<(jAuu;9RVl^_3zoZA6^;R0mn5Q(Cp?KWpm^LJTw&~^m^Dot; zI$|JmjlA%e`DKR+zt%F%f=5fd;VJ`(M)!8`o%`vt9X!z2josF|^>&FMSd z*wpuWHg$6zXqBAnrXO8#y6rsHpmWvT1Ypw>z2;F~3paf$Yvh-oX1P?o9Y~F(G3T8Y`a@RmqP!?6iE&QB^zS6>!{xa1SuuYvkRVPZm^{6Io8Qy!k4Te*Gar5W zTQbSit1p&97^arsU-d_uC_HIjvY&J*pxSQ$;9Q+}qZmGU=GCuU{#*u!v4py><+*Xi zR-f+Om2M`@we-sFLQw^2V5h$uVQ|nQ4+x7?ToMI+JThlhNz=i0H&#d%4_PH}xZ8j5 z{k&M-)81M@M$s2p!59<~&G_lO>3bjO`TzcH3l>KX89>JH zIg0(LSD4@gp(LnH!HlS~l5}=%<-$8NCH~5~ST*W0M((sC@(H5>t4(ooflx0HoHqQw za8NBqiFc<_maLS(z-}-P_H!vtwDs8d>on=hqd>TFxD=TG+CKy5%ozgM7&Q_9d1Y6;bvDMwthVv@DG!eR?I?}@JPM&A#rIl z7@~=OO|a4)siL3%NQbI!mAZ`@*fpZOlNOle%~GJqL@W~u0`@s% zcW>q$MeS};kOc0BsVE>$l_gX#u$PwnZzp=l>UJHH2_nt-DN*$RLmU^$JE+!1A%lg+ z6Akn>@3AuGmabagkYW)rz|rk;uJ^z>A_O%-x|TsI!rCum0tN!vkitS5X1Ge7IriKk z5+)cVvaBomhE(o3TnRuR|pYvl$ zb<7N56*V{6?Pn0&YFIJJ+bX}2gg#>+p02XiuVS03&1jWQM0NrtSxe?UUrn#zsvD}; z)iZ87@lc^Z-uM>1w$*k2P$(V`@w4isK6b>Ey-}0|jwX81eSvU+X^vy0QCp}82&kv> zjj>zxFmSw|#4h$y!A~8-pStJ>EtagDkpLd*x!cecW4^1ZVgDE9Qkqv*dE!=PN z38yoDL>$&>j)6Wi1Gpf_(|=qBvIK9tpbSmv5QAt{2>q-*2tYc5iHvJayd3MyHi(q0;>bj>BS&F;z zY(!Rb>l&fmt9Z^C{+j7$kV$2by>FLE4)DHBDw?2N4g7>BL#u8EIow%swracnXf@O{R8=ve0=G(torMTerW9xa(Z+9}p$CJ!a+K?-GcFC8WUTkdU*&q))(i zk2>TPt6BL=g#&`BhOI}`L}M4xm|rh^)g2O{mLO{ufkO?}wn*eDGr2D1_ms!VDx<9@ zfD)@VJ1xJJ|HJ?%#h*cRka0Olc~i7gy&Lg(Tz?^Q4Q>1O)2}#ny9a7P!l~*6 z(%hZ`6fE6$&84?4A)uN@k;94KY=*E}L>dwauR3DgR^dM(K;^ae=82+OqS=vVI_mJ- zO-5*JE_&pb*cO+kFXY(DdSRT_bFy&y6ibXxGca*1f!N9rQvn$IoH-!({ZY3y2M?;;I;)qnnB zwCQ(Y}`+VyyM~6NXU=Vcwl9Pea!d_!C&wBTbQA?v$%|=VOgnLqaqM-w0AP%hs#EjnKq4 z5k3|@+UZMpByW_9Z0TJxh5zkxwNZUC53fn0HQ{RHZhzi>OM7fwUmNl%2V)o!-^t>M z&04Oa)F)iM!>ka-9fWQO@7cI=9Nw08qICu+8o*t1Yu(z_)BbgI00kO?lTh+9wXpjr z^oX_cMxp6TWa`;}01zoB)L4UhO_ajdybG$qu75aS&Ea3dF9P5Unlxsow{uF@9F)DB z_Juf<4gL_dU}YXv0_@@$`(0MXZzkE5!3}!pTs=+oC4e|d@2FmC$f8z>X_}2i=ViEm z3-e?!$N|)Ozxcy2QEFjYWnP&8t9%%b>Wv;3_(SD>m~8@|@6@LGg3(t3$nqa>Z)I6_ zFyUL4I*JV6kQuCjvQ(xd1vMey#`opMvpQF#3u6ltA+-dZfTFM!d)^g>SVZ-)8EdZ) zMZ=5!cTmGFR@mB_D&lMBI4L1v=#$pivi#gEmJDo zOkg47+ujWHx;zc*<=l@|oO5?_z#2y?alJkM8YcJZ$H!e=9Kp0EW>a@1SkQu#*f2@U zkc_*j)cf#m6ExuEvy3-RW42{1pPb3NDwo1i*uP>(if(#E@E55L6MH z5Nr(%Q^4Jt^tGEI5{mUuy89+P0R85lz}KWY{YyPsQnt}33&$AgD>D2w-|j(}xf9C| zw;5lkl2}H|ULo?OI45Heza8uJLC!3Je#s!EIg9lM_@s$JVTL4@Np(!>l%j zyZ;B3OD%^JbGx&uiwRH9o{Sl`GxhUagS9kD)L3>9moHnwx=EJq?N9w)m}9&(({&YZ z_b`)U%OAm+-93}{>Faenn`xr9R#WFy7<^bfYS^61$Ry+X{S0&3=bJ<42Vo#cBr54| zsZ|5^Z0)UfZVwhYYc+Sl43IV&U}G5YQPZl|@FGB(L}fl(jmriwY;2B~?CnvY6PF^3 zR&N(^J@)U^Eb5~9zLsEi-A>$>4#L_U*;yboQZNXd6{~+bf6~zC_ZMaAW`)oX$jFdS~-;S$&`}L>)MVzFBu1*n)(< z9k_TD3i`pXfEi57nzJK*HMbtI@66Wwr$~9^-a};J=H3E?p&&m%|x-xWI{&BY)3AhVVnaQ2p-~w z!a%tUe-#(aOh}v7=?cD)Srm!m+FW!OLEyc zSe_|Mt6b%=JteJo6N0{mJ%VT`b0sP`pO-z1Vm-iuhIw*(O+KP)eS-+@{N-Bej`m2% zvvoyJ8^T-5U0@bNgbgKbzf|ZxAvoPqGz0fuPcP#BrMFJ!jE_szfwM1M?XLtmPU7Ed zjB|r_0A+CevCOrCkEUA|WW02^WgK+3VyrLq%dM z-exxz)iR1qB~F%y*SvEs`b%*9nv9c9ED20u1236`|I#mr|LG(9bR7~ZF_bQyD7YRH zNU?`tGYYJJI6Q^2x9Z>Rw4J-L#wR)6a9x|IC)4oNinz~42!v9CXN~*CYtpG3dATCIogjHV*+5U0mf~yHMX?9@QI;)?tW<`A z+HkoqMAc>i_pgNkiu6Q((Wf|Ki`X9P)%dT>1pkd+_u5jYkw!Yn zVYlylD%N@>Pkmw$B)EJqtbOa`kIv6rzaxV^#8CC%qa(nz8i~9ERD`9(A*r5cz-|AT{-`BRZ=3A03mybbf?>PX7;0hcqOwux9yWb-9;@ z&sBFuWh9!;ud&T5#Jiqn;Q%Ii?P`EdU0N{(ZGz>sx`2kof{VV*48>@$^5>f|oU@Ei2>H<^I1YIpat$#eG4N_6oFE#@wIBRmX*Hw8~_SNC6rX?W_n^ zGVA7&JhsW0$d6#9gcv9X*8BEXJf*+oci8DdDj{l(V$0BT3R2i7!JazQcEC6!lzePHl%H`?# zr-wg6w49R&My-Ci+Qon$Y?)j6Uwq|L{1mu*-Tc1qk+*e=Wi{*ao#9(xnFjw7=Iy3x zN=AHfqXmdX!@m~EMlcFiDA%DI$H~a;P0D`kEYN$^t@--{-CySc2K)XXwYVa?+k5`= zH@gc1>yXfNH!p4*Ju43Dy}J@zLDAB5ct#>*!} zVt{|61)eGD85L??U|V|-)`L-@M)SkwN?|rI_sOA;tLTMw>3kx}(QiybQe~^8qLe1Z zaKa0>pk(_$gy~^Jr(H1V*UxDBsm|)AltTP$;R*@Zkd>#)(?7sNspp>O>-BY5|5?!H z#_i2G!!HW9RVnM)b#xmEuuk%Fm2KRO#Bwh-sN|)%mw~W%E2r~)hZ8C!5k-S+Owsq40Ilvecr*}`t@o}foruLMp=SRdt?ZyzuF8^a`bSO{+Hc+x4h@l)h^KGZOw z4EThk_SqE`8`UHPa0`V*?UU!u5QN7;-q(H)S8mZUQz#1Ps8+xNTGHzI4HsWR{8g?o z)!qshAD^DTfE3UGL%Wb+*-NB|yJFUdU?9?Rg{~DW^gAd5sX$Xn;woB{Wl6)x=XX~W zoCC>uAuZzA*Vel;6L`5nD1}io;a_(OlXYhQqGZhdWCF50ayc%SnVpjxHP|9t1X~=0 z63uIYh3w?ix0{)~p=|}KA1C2*;yv0jF6vd3@_mVXR`^|9+xjA_&~onCso7@N;c|gk zPs%09e{3u~I=wa9;gMsNzILe6dU-JLnkO>Gl{%tfymnC9&Gbmq!71{W?R!)H)P!I{ zxtz$hD-_Rj12mbq8Laeur{Pam6A^#_3SJc!A9uJ{a}po_{m>@|De{V>6n@~V|Ly6o z*9HI4q6PoAK)(NrVi59d+wX&UTXfndK!}xC6$b5~K4l?G3XCP)7!Fe*AOFlF$qcXe zK{7*IH^()#x;exm4T5dJMS=Go|B5|1h{({CX)fy3cr?8y-G6DgbHgj>9%Y;WfNpXt zVoV*+k-=av0pY0VFek|H006DG!R)QL09VIq4m|->g4J~_oX7q@zEBSiRoFqEWHIY7 z!_Q}mHZeC4z!#H%KcxiDK{wc`G=U71oc|)}`jc$8-GvoE`SDkSLW*z*@e@2Cma}f6 zTVyT9dcw#2z185J@&qBmGUPX^Uc=jJ|J=GXjkkGz{geJ!nR@}0QK5*MYN}ng^o|^y zafAES?^AZrsf4ou7nzT6;1mV0U1Imv_;Dk9HkdE>y@_?4{>~-zzyJUP0ABA?Zpt-- za^ycsQvZ}RMuU-ASmf093*4T5agp!<00RInr*Oa?NJ}H%{~b!VZRwEh|Cs?9O91@- z^@f;xC-_6C<}%7EgmtxJhx(5ip!zJfF!+#J`*9xx+?{;)5LH2LA(T>P)EDphH_G8Q zkgo{x5A${97WaTS&k6#3?sc$^9TBIXhdb;h zHhag)aIsQmKb|awdWR>hm6COm#&_S>QJY<1!otoKi}RtD zX95meKv#<14G_m`8;%S9a3t7^feenYZhhtj?hdMCFnMFhyLX5}@9qxylk1S~Kw*N>ds7w-3L+A%ng9J_-}qO5x;O2Q z##ayEEgyORch+d8@vBDvSRS8R;>oK^?=~Ik*<8vBlAXFIcWHi{#GU}z@EFdUxKRHR z8qARzpb;ukHwYflHx9UZd8F zIOqZ05)6%^BBAnF<*`kiY#+~LEnE||FvVnS#Wi6!Ex{QceK*6`&PoHIo)EoB1(3+@ z2)D|n+n_kkE_>*W&8)*0t#F|aF&Q_C=(yllvh#KMPhMW_WNS2RVr`@|CDwT{-VmZy zovTT8<(Fi~Y#2=ehsL(o64gP4+3%S$fnofls?$?!Wf>`XFA=tK;0PS=KXp z(5_yyeg>9h^Y3_F9@y^Go!8XmQ9_adU;{u1MBd0MD=(g-41}JSpslZ7+5l6@Ww%M~aI zeb+Kae-aQ;ERVHr0I$1R(8m`#>*>oG2vFJf=jFY-`CrufO)nq&eIL$gg5TrtCh^H- zz7_{{^edwt*;{*&-2O>#v+(=^lIwTk3FH)m3oaPq%>S}p+_`z=u6Q><8vgcZ8Je$q zL-WXz)iW#GVVcsU`T&j@SK=v^j6oA=2Z5mWo07jIL8XG=^k!(B#peP=Qt2x#lYwMk z2G61Otu2tC9L#qB!tu8ThX0;{u(%AOh0z6EB8xQDE}lWtJ$+sPkyN#mvkMKB(aN-O zH1$oA2vHJ-?Opl29B&2F3{tykN8G@&U2%BJ=}W}R>v~A~;L!Ri+QKD?Vxcs7rh;E; zMyilN{1hZ^?-%KyZbcl23==*jwr}^gY*KsnnqKu&CmxO5y0hLcY(skyR63qJ ztDF23TwgBEB;6k|Nr_qAh~7%lgR+W?S=%NMLCMPogz(uiZtObvz>Z!Eh{dOyMuMrjyr37Xi&M?uie%ZnP z4`=qLu|w$A1X41_xWp;h14&;$Wj8FAH1+x%ch`Na{HZ&%%3>PH$`RgS(OXIp?$a^$ zt7nYjkRQZ+p_@=~n#NI8QYDdPZP-7Aptu`?!_;dG;1Sh&NT`s>%J`fOu<^T$^GP5c z!{|aHHlz%WV@quZ(W-(>wk0UHqmN3`~q{etDA`%Uxs0GN&iJp&(7C!CgHTW(3z{EE>Bv zy>id=|Nh=p?{eZN*aq;;nZ>a*9THX+9gg{7=uPC!-L)S_geqKbM&}Ym0xl6%=iah`u{aTEiHkG3sH!Btk1yCM*mt?sR^;t62drM5twc;z; zTxN0QcJWAAX-0uql<|tg+VPF{V*M&|dxN;8FsAZWQYPp-FWRX5{2E`s1ecH!dp=7w zSay^rxj22J2(?m?7kLM``a{%FrnS3!=!9#%3SwD9tB;2H3)QMc6N=J=kZ>{fl7nBs zFCTBuBle45#A~gx;%{gUF~@7?h$<5>OmPs?B!&il5_ISdTFdRAXd8agIiS&jPN9vX zb;7Ym$`J^LwdT7Q8T$XuQ-rMDI&tLx+I73L%QeU3#a;&$R3%9x>;M}l+>x(8@cVv z#XD>DUw)Q}^vJ!o6gNtgXOrR(O>}Y0h_qYp6a+>}a?!oXeiheQgH)CZ?q~pFaC`{| zo?lkR2!Q01T31=Q4h869aTi4L%bJ_S@rVT!<#{Uj3K5uDU5QZw)p}5(7@IS^D|_y? za$j7Dbk!>7OH-&w#`FWj|GG311XRzBooYWlZX^?7$Z~fE_Q>)Rv ziQQeu;?)W}*qkH+XOq4Wl1R%-m)TUGky3y9dGp`K1re?`7d1lI1=U`n-IOjZFOW|C zkNC`C;s(m#^r7$XxO`Yx30wla574qw`_WS3MA3zKe_Xw16tRtp8dSv?TmB|E}FnWHg97SqZjbnzb>(USvFK}~Q_nP-yYqE`DA^g}~ z#n0w1DYmZq|Hz(IXdP?Ix+kTT+i_c^6VB%f``fx(T4Ie8Y(imfAhRK3y7LoftP*`! zn8PLj(lf}%Q~9k}+d&f%{u^0VA;k#JmNAG=RgTm8!*xl=736s#I#NHz6Z`eIjVAO! zMR8g4ACOEl@jId!yR0G3dCC9#3bq`qv)osRyU{wms>mWLB{{;E^h?*htnsq=Y@nYw+cP;BJ6XzUQ>xAJ$BIueJ0V*YEsc$ ztcm){YEAL#vu8b-eCSR0BpljNJPiw^nvA=-@D3X9UL$q$-|bNgC_=Jf&e=C|9@nsN zfw9;oD5Qd2xjP>0&_dL8xsCUYygLb>Ng=TcOvu>|Br9(cp6-EA5;{dP_$`MrT}~T# z<$#94B0{Xb8(u9TW(heYHl}g^V4WJ6P`=>2wR8*?oCaNPqc-dapn(D{?Rp&MesD zO?V5W&PD=IF}^dr4xn#DmQs(B?ewLk#l2T^qIg02Z7YK3OV%x3#FfLz)Hx|%0_=t^ zM&kC&s&6Z&AP#9}LNQM6L9g%%6N{!Er&c8mzWXR5NAf@)_S2#0A z7ztL%Z%7LTU_7aO2~z-d#e`*f|sO{K^ER*`Mc)j)7f8WkX8|2Hyek>e4O5zS|(q) zH#ULda+X(&wvo(n4u~kP!)94lJp8e$?<>%ylMk}>P9}qpdGf_fFE~@-?O+*H6e#BG zE-sHTA@M#1OuK|@Bo$eqpctPf5XwR0XdB)>8y;ztw(GoC1a=U&u3#KfTUd`x-Kal= zF9;Ix^~{98>mie0P1ijd)X44C&)AJ~;=<{R*ceG2(AoeKLEMH7Ca){l&2_x3#ZAjW z_`4|Inn!H1BvXgxvG8rtVK$n4yHW5PQA@cSO7?WB z{T1v!=)5<&MZl>A^}ds=DxMHh0vwEdi?+h9wWbg8c1!4o>$c=Sz1whgIofNE91I6? z=*2r!zFBJGgKoXp#Hqa7d)x0j20;uwS+Y#_FEqH?imsjh-5)78->CJ(5wi){VFhPq&`EqA5PMnbQ7J2kO;HYxFFxq()luunC9Y( zf6olCZ6|M#!Z~^`%6bkAnsn78(bD;{4Ax`TZnnC6#a=N^?r-Qg9FGndur+A16`YYB z>uI=lwcgP;{PwZBGLvNVe;cc3OzM5 zr1?n{SB&~F18d#0aztE^)5P&BBEXoO9#@bPUJg@ge9jbUx}uEod%A16v9?DZK2+g; zSr8d;G;|D~4AGW_IxgBv2baOb3JcZWaGYC6nMZN|pbY#9^?1)&*f+SeRE_7*Ub>Sy zm;AC`7-hW=NQk=0Mg4Dkob)Ov#oEmUKL#V-$CcHCQ1zo47Pwn5R%*lEe5 zoyuZm=b$6ynbUszoGH&5lX-okKoo6Rf!{|l7Pq-{xn=ry17ueFI<_eM#?Bj~0VGtN zx)j@@i5%eO$Lzb20;OM)1kQj#DLhK^y#N16-`$ZBsq5qVr4<<%TChqo(n$yd0`l;Z z2yDT*hRh@T`o=5;4w6_r#u;-S{jg=(J^n@<%q78AmqsG^ND`oBy7_C9EuzpV$WOT) zkXfMeh6Oj7e7?JW z8Q%9l*-2=8vn7T36MPOYUR*)uPrTh#W-P2@w?|BLho+b@vVsXl#C@6VJ>X`2ZSgd* z5nmGxqKo^}weiV=~^7E+)G5p&-{vhy&Nh4!My-5%kbTRer_C_N; zvzGrd446FKe<5!ND->?qYPMjB-5f1mO*3RVjaI5N{&AXjKGA_a`kX-n49EZg0{{Vg zL;x1tppK*t!&EyPIp;3g_Sw5!w8T zog737R}vze*GaZow_&D7|5#T} zC1MuuY+Mnqb{rV@>fOjVgXR+7sQLV;P-3KkmIs{+JRExfk3?48oo|r-__K^*$yu9w zk_@V?P0R(e3^`QXp1!{T3iib|>4{g*RSYqW%Brg4Ag%$D{&=zPKM_zwj0cs$w{;(R z)4wnH9+E%S16^!0FL+T-A5?)gZ~T$5(DwxVlTE0qGODrfv!IvwGDlt8tcO>%$#fPL zA%Dnb#E~zU4p(IfF&u}~9Kp+l+6QZ;Tr-pK^v~DXP*Z7;U=+1{LU)^Yf7E@+d-ci& zg(94$3oi7~8m$R9-pb+5xVyxoSU2Z$##6XuQxVTJ;L<*KZ-(A6LxHlIB-BX88+AVM z^KK2g5Yl%dKy^>SYR?-ZDv0h(AXn~+nv!Xoq4jTHT?a$OUhI^xI+%00&*HA(fVET3 z>tXX!H|31F`(&YHeGzJ^I(@8P*st*`1-aYR`6M>ufJERw|9+0tx$wJ2VLZX++9zH4 z52hekj&!;aWqY9>A{A8it_F}86tGCl4KQRor-ArwM~dFKenxo~x@;d8-^M~PehK9$}djnN5d5^|gAZf~DbvBBEfbFqPPm4cre{)1&{T8DNnR|aZN^KylJ_F0`IoZ-O1g5D5V5S(_> zC|h6%ssK#H&Ed^3s(yI%%JJlP!5{zKFldUuB9XYu5d5xb4zi-Y2ioZS=U+3Bxx_79 zVA()vZi>Seu#4fA${2)~kxnim(Nv^}$ikEt#dAU~1boxc(OLI{4mNU%hDND$l>=Kp zko!O2)L#tKILMDNxCj?F0tAji1E$YP#X9a08yR|E&2E{vCVYH~6(VMCHO$$+evg5E z5{GA?(yCz-Oj!Nj&Y9wz9VLV0D)=INtVoc4Gj`-R%=mm8#i8 zMO=(NKxG{ejej40bc)tiTfVhF4Ebh05?)kJ>OoV7Av9>D3=$s{W`D&>DVRo;jiodZ>(3FAj2R!{qZ>6U;3%w=76E=YEcI# z^p6x!o@bq0kFQ~3mNv{I+Z#-CwPdSYE~-=AjNS=gQ`%c4oI#Mrwkw(@y}D4K0SW3? z|7B!pO&Ax}kgeHD--38IGjn-m?Do{usrjTsFdXo6UP^6c;rjP3 z3bnp%NSKoZaL8*_B%_@|Ns8~T$|&WGMt0_2fv~%^D&8gs|#Rq_q4R3k*$%< z97b)U_bkx?6NdhTTbE*^<;MQ|3%LvoIFPMgEppahGcvRsB>rvT$*?g%j>@-BN+I?Q z*b11NX0`QDoVf3jjhdP%RnQo8okm2su7~Hl*#^*%Hinp#EUf%Nw=$rW$EmrH-xjCm z5NrUiY$Z!d5-#y95mrucbg%7Pz*#RY|NsB<`hWZmR5Xv)*Q;bJy=!Mzs%BL_Xa*uZS|NrW9iCiGI7&5L%vh6ek zdq6JatN*Q4&04tfYK)ufKuV3*As!uab#VHoEhh>K633~Am=lSFSGfzgq?SmqllO9s z2~M(~wl}`Uq5sBZSZn|Ka&~RK+x|7O^G*F>ix80#7^1`$WZE-9);3`UE4wt6GNCC< zvklprm34~Wa^q1UXYibfh8~}%CcJPk!MZW#wuq+2;F*f;zVm1bJjlTyIZ=Z6&~)ut1q zv=wgY0Dt*zN{=&cwrMmKhVMtL4pC~&znXs7mqYFw5$G{H$d$tm5_iLj+jVJWMc*!k{Bu@@S|h|%%XIUB08rh<;{T%U_DQ)CWu6BZ9W&> zgMMwden)3WdqLtBBH!_Nsp=qY5#%P<$+$_ADX{DbyiY{U#QuUIie|$kP+CHwQq=PD zr2N#%P7U0a+=k?j>L%sohraX0o#ebC_saW+Ct~1ln2X=t5&gLT(klO?Y4kV5Njfc? zrSE)x8x^dNO?={DrSuf3Yk{b(Y;JPj3R}EmFom8N%;%=cYoI3g83AXnkQ&bvr;k~( znfTz%#AzHRGj=^t{qRQ1Kd6q8DPD&^T$kU zKDQ0vFNEC|Z61O_XkH_q-CUk#5iH+322jI&^hEUS|Z93t79dZre%u%>1Zxa(Wsrq&-5Yn5SmG<#)cu{yhNyg$CvP ztpqUnv)Wgk_zpgh2s$(e27?#p%q(1|3j_po8atWLal8}^ID}iuWI{3q(BQ!|O$E)6 z`HyFZFg|uxSsY*bJpY-$S>wHOnMcUuTLt>O@Yq!|E~21>;Ji!#onfnm+<3e{1@Z)u z4bLz$yNMuSjgoCklSI&Ug_T^+s#-T5IYiqZz3$S@LwbRhY~>17#s*E<1NPcUQK5zW%F8x0`}h^uLOZ>^w8mx&Y!7wo_;b_-Hp%qyh*cd~76}mm)bsy^}JA3{1h>PEycul1Uu=d-<-*wIG zq5ftdywx=rSwBQTtUf8_^)wzugA2T)JBag;-M{HVfiJl8nkU)ZQ_Fy5c&g@1X7BS~ z|IG*{ogLd%_oC+?_Q`mWAD&@~%=M0@Pg_~QUAVyRAkY`NrJp2|+OL=C3cz{5!P-Do zX!&zoHq3}?X_DhyV|In~xK4~#I9=e8E?!6|f%=nnjsjXf7% zWtL~(X~++eqDe-1%EXxV;_Q#J!zn6QgIg9=wJwL%l?(pC z5?SickqOhG4DJVTzZMZSDe9?vZ(7_IR*x-w(Lhryk{&s=eES_3u!E$}ALMa`pPoXC zI3FM81>*8i1E!EKcXC`hBifLNM4H%RS<1zo)GdYMAL+ z8H{Y5nWrRCPi*t?>=Xy0ck`3gJrd?~EP+-f97@X!`XJWu2;B;XkD4EVq>Ah|pBT*v zHhF%Cg74MrRbRAuR}P+6j?%p`t?%20udrUojR1yZl@OLhJQimpu}$I(-;cZ3Z)g^R z4`S@zs<3Qi#Y95#T~_25kQ7B=!J?5Z{h6kS61!M)G-M_LA66~u5ad0+#~{nT#DOBv z((<(izA07!B4TLDY{rK(o+TqTljrzIZ1W#JY7=37jE+lh6qc#0#y6T@6d04zaY*1tG>Z1b# zN90LVA;q62UpX{b;>X`u2047Gj$b9(`F(EnP;p|=E)~sUoCeCl?`D$X@5e4d4QjiT zhTm?9?UU$eiEBfYloH!73CvR78E5 zYRD{GtN)`>@kX;t=G!kTX1bHJ?GF(_ma3kVMcMug2J^0O=|2!~jUZE3dXI<*o!c0% zaZV2e;I%_4%I0vOb!zzWhQ|n!lpizz03pV&E>#G>=)6M1_Niwe;g31%N?(Qe9(Z7p zu7x^BhIgDa<-a<%r2DRxWw|!ta+mgW>s|aN5&$)HAW%2rhZG`x0eMD;P1tn6&ssC9 z7F@pUrRn1hs@V6f-5!z{Y$~;SB%0SPZR@KlBjNq9q%)wXDu0~cK2ck{8Hy$m4+@PNgMpDcKWatX=VLu6?I zf)VNY32aKUI+0$9K*5(rhLvUB6-`oNgtH$zCDjzL`F!IYsjlDzFZKWb6`aBe#6n-x z^}a5Y{*3$jw@yQ>BJthsrg{u4ib40bYg;=!#RbV0E05tJi?r@89WNG;1o*!9rh0HO zDB5&Z3LLR-Gr~0rD=SEKKyeb~tJeLkEo`t1vVU*FhRjij?i2hPb+ddBzEBC=L@Q)2aJeS$WGvw*71=E`G<{un2w@#2dsH4atVRTTB=pqt^x0YkzfD)NJyU1|I6DmFf6xb5g>QC zU}#=Nn3x%^iZzATb!({$P54mxLGgA0JXEOhs<-*VSE<+Vj_-qPflr#)H?w8)(P<)g zzxRzstLcM^KJW7w_*~;Rqg`b`k*Bpc96T+yUK>;LBvQ=3IPbBQcY&O?S&MxojL?Zk z^L$|z^3?)E)8a`Ddh#ByCAJHwLpi*+7G>)TwR@1)(beRDxGJ8o$xW5#isBwGN&o-R z`~Q^~9p<`w2$}-Rgccrc9>|JPPwP_3fBRsb@)6l|#A6kwGA2jfYhQZ+Ame}!61{P&$7heL0T)a0(6H^G9Pc) zErO?@*a*e979b+hm~d2Z-xXQ^{hAy)r_}GL+din4kG`q|I0tZM5S7dxZy8Ksvxshp zR0#I%&bHUMh4&bLK_7&!Je-XvR4q4=oxkxHc+0GSdIiJ|m;xU*gy68lzRsQLIi;(j z?XEWgM#%%FNsZlz+cT&-J2dN`s4~r(QN1FHXl?qZJW_Jt=a(L$bWSyrMmD_d*1ZN7 zd5xPeTmfPm(Pa}RO9_o{4HzYQRa_75%`{QMRsmd#G@sjarZ%!3v>_!xWDgt(BLsxp2AMsJdCrF9~DJ8zN9y7k%5(Lk!UW$8xlF7&2!<;|aXIs;81>gisC#h7l1`NO(H%i`><`Brh)<`P>JU!Afv@0qXYifh3QlxxXCrQ` zcF(6jkV@=8*&%u?&(d`$&~lqk1CD9iL`-RQNtpG)K|o;Aal%Z>iaysU@AKW|h6h0G z5tOdvl6FT&InAv}OMJ(j!T&t#BJVyiYjX#1y#CAtNBCl(I8XfJy(z`%epm5^B_M!C zlPezGGh_e%@4wzzTV&|pxql?90UY#u?OXh}B-^iMyAb3Tz7$BbG8mb}`pb|?v*etE zXRgY^#+xQd%UBKxbkXZk3=nP+G8Uv>Cfr;w>W!1$v8VEJ$dgC#geF?H;KD$^-H=ge z6=vs{nAvDimpI)v$P5_fQB@Iz)NY*5ug3F%m zS}o-lQhMJ(ynIeLjw%#SuBSzK13cM=J-cK>PEeKxQ`!SfoSo1%Xy23`E~!InHRNP` zgqV!Qs_+V~k9C=)Jj-HvX0eR-KEg}miW|_iA6Gr-(l4+p41{75h-6}r4~RCrfY0H7 zuypmU-%SjQ7wVIenjiB{OxrX*jdZ0xH9oOu9y{dp004t$XF|NIyFIfxiVy%QyBp-x z%NLe1{V^ga2G#=SD@*`k1Rd+=cisy~5C3i&4wwS`|5JJj0zSqSiFMg*4eDn!V||NV zMn3?}JfXL+Bi~LJIvZ`2p!dD=-NRK_h36tb&IN`i(=XQOAp*~qL77&DGTr;*%q=9( zu=Bu)*U!NUJ_OSr<@76vu0NHUUc>(2p2oB=vLfxUabSb|tf*>@zyJUL{<44ys5*i) z?LNmr;IiJ;#k+k)NW97`h<8AM$gjl2nibXRXb~Pho59Z<>AXUb;`HQ`T_aya5<|ZX z(KHK&h~AiU^>&pu(dTmS{5QT7L3G6RSU=QZ-TuDk7J^HumpY!^Q8o2|!-kKZL5vl@ zTAX)=uIEag;ABz?mMjLm$5@d}_0wrS?b)6c9wKZZFa5w=Jt;%kU0&RyntGHGh1mWP zg8Y@5Xz92e7N zWyzm0$KrtGQ2BSM|Nqk|&42aaf1mVzfNA&Hix7A@cB-v7e~!}vCzbC(Q;tPZD@37| zbH!}_op+Hll_~V9pWmQvlg}2mPM7PbI2iwys^6mdn6A7`j1^+mn&KrDx()ZB0z@ow z8{t1WohE3V-Pry@O#I%UW+b3xx}4#!AFMay3jjtpYjB9_5Z9Eo9&i%iJSl16Q-^*BZV^6Cd6qw zZ?0M+SkG^n_`e9 zIBLMwn8l=Xuw;N!{g7c0s6wS2dRPSxZ~)t)(wy*;U%nK#pDJ_^Y8t}gDQ*m~V^xuh z-R@owd3&ysDg41aJSgx%8K!<$Bfj15dkJ&@Zhc~I(GNGR-^cI&>zI2S|9`du;bJ9w z0osQUFcU7|l;epxE&N^Ln9Pxj;-$Xup(;In<3Alh0GN%0dt||%zR_z~a{0y#cR5HR zEe^PP4;UkDd3-ocqX-%~ojuE+?Es$f8HPqt5@QZ`d&DoY_?{`>{%=47|7}={uVM43 z9E14@ScPCyMX0%$?8NngIp$)COP=tG*`RPf5NiphIzrwsCld&66*K%4SNwIJBA!^i`SP ze5r#YR^=f+PB3tjEO55<|Fy=O3qcRc6zWGcvheR|5nAGCnR*AK86bqkyJ1t5s+1xi zki6`?9>hE4$mh&}3E9`19If z-G*Gu5+%56#&`^fVw}Hf!iDzeV`HORntv_{uPhL50&xGgGy90NWm_t{WRco?{ z#KgMfGMiu2x&Qt)vuEtzjoJA->_nEl+Yy4+^$KRnTDN=D$?lyky(NoCkKYNJ$PyIr zG10|m%dg}Djj_+#V0!U}@}UnXSILuK9puY70sY8oAHi`~sKkI?v2yp@(swdXg+jE# zb%y+5;ilT?Rl}bLJ>{TT8CE%zPZ+J_tbi>zDo_R-!iD}TXjOmzMWwx;xp*VCZV=69 zHWMR%LfO#V%S;hd?JHbj_e&tvd&NH$Iv8!qiC_`5yyosJ+P94KeE*j$fRj*Y9H8@7 z3=sL7Phnd0FwE3TrGb+jLY}=y2+)B-vWz1u&$Z8o=^$5Yh;x*DyW3eJ{4d|FxLPMobcxS)z`adp@EAR1U+ z?MZw}o981J*VYqkxL6wFF}o*`=(pkv!!-Y?&mfLNN8_WYFTW@*L!T)zMK?!$cyo%PV(lTL@+`j)Aff1bZan(q&^#F)xp5;I*1sjQCYdomRutheEI)!+MDia|Y{G^5ezxo8 zHjkS_Vr-NqGYy11O8lER*_`RCr8sY_aK@i7fxtU+2kWr@jQ%Xd8;~?0^I+ZiTctsqnIF z{f|JU$lHC}eG`zTWwI(pglvzV20mhI?}HMjIP0sOze?kl==Zg~kNRP-b1m``jvYWL z=jFWy8h=QP63Q^rW}3*i5-03*fO$^gq$>L7Bp;BGjob13Dm~8Qh3;9QrFb!;en4a! zPP9_Gc;SGySv_*4)uLQ0E!2^8~*>2EiB7hIarslNZ51 zlw+S>G3X3WlxHYFE3y%E=%1<_#*PMpP|BXuc`GEA)Kag69M?NR<3*bc1iAgIZ!cHB z_9MuWGq+ukNNm`0a@bp`GB{izD|XAqgS72p!OAn#f>|bAA;X$Ao*;W}HR*z{m-F)?o=e&O}tO93E|v|_j_f@>+~T_>Rzv)Tl~CAvlx14Q6Cg~?d+ z-xCtJZWpWyf~_Y@*iI5@kNqS4fLjC0Qmx>xaDKE6<@stfZTXbXT{2<#_1aK!Ms$q^ zNxaRf763nLc}QPqdRpdlFYJhl)CAf&}z;#w(VQ`PV_IjBX z7(C!{p3>j)FEEKW+^AU_&825bwFPLlOHp=bbSbyd$u^|9X{-P3xBS#b z7+=$Ts$LDXvkVA{j3A^HzNZU7#tEe-DTY(?1Pz5bQI|M~d;|Hda2F<`S5 zRFd1%1s0xadrS6nw!7lhFrfl2;w3o>a+ccov?LP&eIZp!z>9G%G3>d!g|JPLfymO^ z$HC=G^I;O)9im5AB!rEImVhzqv7(;m{n?Cv+`S$fI7Z)qvP`7syWazTqXWu=IGwBu zZ|Hd3UM@m)3g+@9)_H;fvF2!&MJGQ)7NvZhC|ppH|6xD+h}C0~Wwe-u2b;|aUO>YX z0009305sYCfrHJj%HF4+t$&M9KrW@cWFds?0tgr+o;xvf8~^|xp5p;lErI|1rdfK1 zN}E>);yxLbJ1QiQH9Wz8AYDOhRtNPP?fWRjrV#f#*mF1zLT5oGP6dO(8JB>tbN%_I3X7<|wL@!gW9=iV~2s+dDVt zPHlrsibO1ZJZuRt6l0uvq0}A*W{3YQf+Z7H5s!@>h@}26F$B|LJb;AH@n}>=aPFGe zvco^QUHs@xfp;2RbP_92O_-2}HYG#Ih`u~(+0MRqwW$?F6TZla)^fv&bAIzXrV~CW zc_qQ$P3$^kzsP#vrV^q`I2g70m|52^dY#F1Vq@JIeCz1(nQKqK56771u$i&(s z#Vgo-EE=F#t7lt#zj}plTm&h{FH@sW4eHE+Uot#-C_v2TzBI*0%}6@IF!$Kb`ume* zG^xQdG6BYD63=~px$z$V^U#K(eq?WMJdSzD%#wP}b6tzf|AgIgI+$LPXF$FVvMsb~ zP1-lwZ2ViHCj>$R?UTP|pb#|#uSIpZq+dyc^D|PAvH@Ycy-)hpY8tYU;ty9V45BFr zCLmrG|1A;AQ)J?hS)R zj%e)r1kAzEaoI39EeopgEFl-gbA7+vgb&=i zPf*M8Ds{0G8?zV83J=MeGP zqAkR50v%0SnjFlqZOKL?Qw-cK7qZskcq?9u^sdzwNwh+!myFe2;}6JAhJ|`?^R;IC z!I0+EF~8EEk7342Ew`}};@9ADkU4c}+XLV>>$KJ$J5rl-A!1qSy8WiQVCmh4vvjw_ zn}xH5$DR-|F#1df6Ez7xT<>2Q@YOGIJoDr3$_*Ul)dy+N%$kn|N|fR=3Klm}j>5il zoGW409~hfwb*`F-`btCW>dG+sw}#=X>^dqciXj#s)>F{s{CDsZ5XQ6r|Ci^_|Ivd$ zA3&FRll&GKKLm$gS$@y|Yi7qq7<$!(Pn&fFCnj@`_pX7Aud`0I_MVj}B=PLWe0d1Y z_Kw5(g=P6oxzniD;^-C9?U*!s9&W#XMLLE=;THsEgA}=w`cOlBO(i|1ziBA-(KwP5 zzv)6FuVmN{uX!$&hyr0`tnSEow$xH{dVI?7pm`9^@wtwuspaqIEskQ>t5GIe+pWCf zM@2LP8~WdJiOA$s#@{nOW_@EaOl$L%T;?Q-M*BN${qICrPz4h`YnZAG2_wS{qgAi} z@%#VJEh5T-n2sy43m|(S>F!B(?C>uP0q5yW^{byMdn2k#lLHB}Of%z-CYhp|*~n7^ z7ItR_@kVD}rRc9NpXOI;BOEJHi*hg4@KaADo{iQ*OA%s@nT)!D>zEmeuk-z*OkgGY z&RCu;uuZ(amKjz+q%_Yq?v7S4nL?3@;owFQnZ3B5rO3r~$mm(8&A^ep8~c2VeO+YqUGG6!g%+b0V0)UmnPW}1zA?JF~k8VSQgUkPn}ipl7n;h)b4aef!`%a1KSasKMeGB z5&M_m@$w^1ND^n(E?x7hiRZs8 zz$+vt0c_X*vsY{$LJrvWPc+=%37zv1aYK0pXsrj7-Yq^CdXX|N5H$ zrI-WCkJo&Otnw&Zmg?Qm%(wroXjnaR$5^FoFm|#{Tu$ealan(3#?-1KtHJjE;MWq?dAjZk5wVPq?y# zrij%LS(ip>Sm!16Z%2I!wj>p5OgIby-Z-(<-MKsVHyDny@^X4zNhay5#K+GpI+(}* zHv5dp=O3lCkX3%Qp-ucXrK96tZU1OjX>@qVPs)45t@akTH*PQRH}=i;o4VY^so|>K z0HxPl;&QFQuJNl#V~mTO2ZppR3u0vJtYd9BlKfdTbWA=rp)jnA+{n0qsmVgb7*RW( z1Xo3uPXMgr2m8JxA`>$3hvgGFgE?FVmOtnM*k{5R40eX;YOsz2I3xvBaeCdWLwe{- z=l@tagfS(dzpIM(1<&Qr$(~{#I>8O0TnP+1%;e^B#x%8k~e zk({}{Xn9>qZWE(+GhF@6RVoZH;|O~0>Xa8&vk12Nm_ZV~LX&3cmkRX}KVD@ZLij{Q zPw6<(nn3Xp*AU%ES~8jm<{hI`>q&hYaOFr__{UVzcZ4+HD^$f@C&U(z8@z3dTRz1i zWabNsU$x)^(r1>l>_(d+;oY1CTrgEC&3r_5xxQljTp$$T`oE02kK0kuy?_68768(o zcovt~AuiHfsTGiJv&yy{0fXpx*2ii{rn1YOH`~dXeBJ2m0A+Ydq8xCt9lYE#Q5Z?I zV)|23!<8<*O#(kt(T{U}ufrhc$b2=d+*MhJ<%}EgF!zQ*#Syy^;-%p9_K6KzFL;DG z&d0N@->9pKbAAS+r#Hw<=>;xL2>GR;|Jy_z8REFmH@feT;p|Xxo%;?lBaT!KS-%+uwhYpUc1G|qT)U_~3 z%Wdn87T~M!hubY zInowwNjh-ahY5Y$&?t>f5oD8n+(&S=XE9L!@=M-ebcfnmKX`&BPx90UIahlx{9g{B zEhc->s^_HRAbJRu>eyGQS;lz)Rl7Cj|9N&Znum)gb?is_+eOxG?*FDnl0GQfx}=~p zxL0B)D_5j~!g_kDPw}syES|B|fC86^`1GFC=f)$UD^WvXHNN{FiFl(=6XD+N@ix(Uf{lJ8w!oPLSgXK^P8VUl?@m+ki}?X+zQ zrk!Eb3I=$?elNnmq%g{F?T^$~O!%n^&F&k>Je7iXaFf~GuU?*syyl3^bmF)El74RV^Vw zEkE2k2Vf<84Dz_!q9>{-KG|wvN9!n(*Y=3dT+Jv?l9S?eq*pE1W1q^JRv57wAxvl{ zw*Y<8an5b)?JqU6F$acGIym~^yQ&r&6`xq#n+LsHnV|4SzuA^BQOJhyZL^%Y)t@mc8A($kkMk!j0wlB zy5_=bj^}5RLIVWa?)23Y<8S}bS#60TMUFm)9FW;cfo)B{M_4Y{!UpY!MtyTFZrcr| zrm6bqd*GuDKnnEM57fs zMi!XVS#?Ke*NyvTgMy-24@Nu-?k(fX+||wc87UBz6hdOvyW($<=(0hvL#?>DeB$dK zN~}bgF7<%#x{FWT4GB|d+&nKeFfs(h5|%bZwDjKrUU~++dCw!3L{L8p_4|Cvnr)O% z7D^!riJk6=mAjiRInDl&t3hPYJ}KDecb$a(?Pj3MJJ~WvNY#fvO7!qQ-O{nG3jh6k zofq2h(YPM`b&-vg4_4J~B4RCV=Q_YWXQ?$BBUHiBlti>*r=iO3aNl?-6V-MV-elv0Yxwm84xKab_ccdLIncESZ z@QsqNTWP}j8s+D#SCfwqlwdlto?XE8wAi^jMI56!RQM>Vf%m|N*V^6Q0&T&4SAvN# z@60;X;*ZQSR5TjcsZflh?LHE<-gR*55&67Lcu*#9VfQe;w^i##mmx=|h-+A8Ck=Ox z1m73+F12d*G{L5wSi^0L(j%AXbF*JxjQv9R{o*aVgvxt)<6wHu%A**yShyt&7Uwbg zxHT$<`|&i?GY8YR(XW^=HhScoj{m>0WedHS%bk0G!rsJ$f62lez0<{Igm|nwB z@^gK;FRB$=$Nt-B9L4CWvZkB2miVS_QK{V8)mOE|6YzXP#oY_{6K zA<_jY5c@*c^4*018OOYD3qM$!``c{@tOp%OSp833vJB_g6b{ZRbYG9~T>t-<38%1F znU0*^oiPcLilt9XX$cqlLf|_Df^e(rdl`bNsZBweISjO>K6_@uuGae9f$Qv8qvC|; z&!KqUhiF~cN5OHIBgAzIV$-umna1Bj z*FpzY8O}+OyI}6)=6)*~m?vjpWtX{s#yGKjY0@gmoEejg3oob)-;?QTKL9Tu$CpI; z1}6L^`N#5v68gs^8G+{I<(jc;V{)r69<6xtJaJM7d=0@Ona#Agx5#`l@z+f=AT7MQ zrNEuy0k2DMCRf{>*@l317sX?nWbMrL{0B-QhfMs1;*B@0D$N2~7sPc0*iNWe@pBD2 za2oyf4h)|}6=Q12&cW<}R_Mat0_2*V=&3U|-?eH_|Ktun9tXLqE&fMrNR#tlyi;^s zCW{w{!S&FQxj)vdyD&FD+{G)sgB)VVldX}by9&Hwg6!i|aXkF|-N2p32hb)vqGW_2 z1MZG6xtt|e&T@FBJ7{FflPUKP3R@p)*KVcV9?p%}Z!aNLmD>GkZ{35XCAEDYF+hEl zECHT@*J*3YJ_0}SAARzz+T>YKyU_B`qDLDOg}$@)A(QC79n1V8uiK?HThae6_#l*- z)emkgHVJs71=hj7#)s2wldm%BYWpt>Jl=aW;yy^_}JKM z6z_QIxTq*R*j6+dTJ`PQ|L=V@jy?HLfHtyVN;3n477`5+1L|@JT4z zl}X(8UI|_jZ9A*Nvbux)rS#~^M0^fVQOHz=pBPj?J1G(wpQk2gFgO*|{5@3h_V&rrp6{>BcmgeP$!1a_FZ z6{JRr5d6Yw^@9)oW(PHp(Jr9Eyg< zHV57LHQV4_3`S`)q7q*xJ zd;?TMc0yb^C(`9gALbMgby>x)RG_}h-$D(+QY94O|U_=6Qatx&@ls^$!0yZ*hd(+zmA^}Se5u*;g%zEONy z>2odD^0>=H;KEllm^;3GfM*7(2iQT8T3mzV_q~=C$dRc{7KmY&w?T}r+x9NtPd;)Us`#lAA z0Cpq))tm=FH69tzYe|+=(?LBUx7XYvUKU)Iy@t!BFZA5R>Knu+KId=C?t~4zX&BU0 z!fmnbN~dv*LFuD~ts1g`02UM6-i`@Z)wAmZ8Q;p zMm#i$&k))UD-Zwx0{{RI)TD&rw>$w`8ESqMrS@X~_g8mc9fOGyaUf;%W~V17ldHo+ zjj~+<6hBmc2NExj(HuA0Yj0FLjUJ2%3E=9>U5S_hxuqVZOn8mCzx|ol{Z1;DE!$N} z(OAmN9Dm}0nK7kczADiZN@$&W5CD_AIuGe6Ld{)HE$l~7Q&}o+Lro&Q?6;MIi6s{g zn!v$BrC+DL=VeXyv!R>fLFHx_)Dv9LmS=cUki;coKnhpZ%SBm&4ksyGs^+tGNb9v? zf)RR~S8+88$Sxi}d0!q_mVS1&`Yr$emj5rubsrs3IL?Z&X- zsMMkYg^6&@p8`u1=BH&RzV;I;->o_|e2i6JOEoVgu#y2Zt4))9{o6vc-Cx-pWr0xdTRCAlRsR=w! z(C?%b2VC)%BwrHXt1f&jQ$KG}aBZh@ zdyw-n;J3iAIu000P4}K7u7nuaWf^6h4;DvVTRkIZ_2oj-|8_KLVKj`+zV7+J+N2-+ zH~rY^#PM{KX3QZGBgJppCnv8!>$T9i?%}eApOuUUDaT{f(GIUYMSe*v6Ux#}`9g_x z1FC^qN5ynY|M>qP$a4fl0X3#f=X>B_jG4IL#^kqDX?{~>2De@}Iw*IFp{+zGr7!>f ze|R+22&HvG>g*{N;H(1M{=`P-J6sZkSaBu_g*fO;7=DXG`e(`1hkx-IFu%fWudTMP zjPN?+proo-jTEI0(+K&EygUE>?tkq_kH?diWlke_>pEK81pfB$L#T*7UsV^4s`X$L zSh4?tgZp=f5mn|*vlrNBhNkw)C5cC)47qa9ic@BTLh==uy!-_(TQsajQj9hzdYhuR zxL;q*;h(GS2Bz8-?Eum;%i*s4TZP~l3%FLSwrP4v{3SJ4R{}YTa+A#%i{lJ(S zR6k|DYwLR_@tFK!XnK>90;!;T;+oZ~lugeYt<4X_YF?zP5;f8*`bIzDyUj%T*0=q}_>dTdC(4 z_y=Z`j#NK{pxox)|9`ga^w*WUl7^i##H}O_)!)M?0_T^w*wUY*vB6>`4%|wFl0BX6 z10KdHe+e06piW#Yy?4D|Sp~s}GrHk0z8@4WA&z27+sa8Wd{zb|{wlez`h5F@Z8$*s z%u)DT%Hska6JYJM!k4pnJes?VTlBU6pd1WZ6I|!S;}W(gO36=}JXjAwBUfc%QYjpE zAi=uyFap8h1Cqyr-Fg}oz$?pJ#t5Br3UBE@1Ff$8@{VsXuRcuWDfG9JD>f_#2%xfe z5N#R|fi0585*{ea%_4Rjpu?bd+iItq_EM^!SnYk}KZywz+D+pMVQJ9y~U zjzbWkbRso>Wp}osti7Z3@9z?*i1eEr%%`R*efeg(J2q89Gw8c4{Zf+6(AZ|bCo|{i z2&k6k5E5wB6W!&8&3th@=E2`DwgOlX>RDvlfzv`MPb;}NwfLWPf4Sp+pA-B>qksqg zH||0}8ro1y&jbJf0|6`0e@fbP-r!UbClM5Y1t7e?uf^LNzYRQ~32|xFOt+RhK-HZN z@~^h?s_$%X(+Q?3ddH-qLn+H1U9SW5n{+f~Ql90{?eOu+QlH6q5vSt03X zp3jfeEfAum5N~mGPvuEBzG#5bBj9 z=rWN%#i!njhH2k*U&`64GUAfZ|0rxs?yI6oq~-z3r$#B})PEXc=MTp#7qwLEJbl=P zGG>$RJeMB2E%W=OYD4Akco`@*7BM0^dr7iSbb3TILtil4sl3jR@2W)Gz@pJN_<;El z9?8gTzee6_cr90Q0Dm=r^~fU|@O$T(NSPewsrDvC#%u4~;>;8yiU~#r{IV_BXMbam ztV%rBKTBRKzdON=rjgv9sNJ$n*#!J*LcNtGNJ$e}hRXKczE|n?4X~NyPcb}%Ft^p8 zf(G$CVz-UZC#K(LM+i3~h=PCAtA{iOdXFMHP7^5p@qa83qlqd@UC6~dzrT%>av`rf zcv`=H%g3CK;KCdIV&10;nA?E(?25nS2j+6VP`GEp!AkSZ3I6w~xzTD=CLsS#yi3|o zq>xQKz*#Nr)w4k4#lZBCe;uy=tazhsvAUkBH=?7Ho~o8+NhWqUx;^BaGT58EbagUED>j0T?@>n~vALI5tqh}WJ^m@?|YS%Veh=(b*^SQd~`)zS|W9#&kMlEXz}h2rOFmTX&?eqV&7N zaJPkwd;9p>lg=u(7UA`8-YMH^U73e|ti%NM>{%izvLqd>q!mSJ&_;}3+EEWiT^q}J97?2O zyJeK`zS;wdXUMocUVL3(L+GqQuze{42`gCEqP5`d#kqg*%7wQ9B9gI%a91@W3;o24 zv+MYrNN-Xk7-L6*a(}kjzky24v_86{Yxd*E`j*ADG}FL9zvg7JLPr`&k(HW}DeUre zOWpi(x%s+H5ExxeDKdglWev>@1^RFnwsg{FB@(@g?9c40u44Y|Sx;|dU5NxO512pQ zPu3eM-JGjGPhG`Q>oE!IUh#?(|9OT|FD3XV8ul;cTn)Th1?SAncMc@d!oeYbkM>V# zf>(9Ynb@WhF%kO*TZ}uY3QUi2Rb!b6F))~kz;{G87dwUQl03n|JY(ZUiz%ot?8N>< z08$io1t+$Z%H_SqLp9WvU(H8N34<0MnoPRb3b}&cWs+SOvG#mFwp3CC8KegKsGK?&%21L8F$_GIhtfZ0)O)tZ`qV!B2Wh%Qye zJo`?xO%Xrwra+)%_3Zq+6*}A$AvESr1~R0SYVuIyu$N#nXY*x#@-Wq^_QH#Y*qi<2<&_sF5zeaE8J<{ecuNQK0qZo6cG*Xi*{uK+GO zHmo{IDC#NK97!02SdYXi+^R=N&P7mw&jgJ27CRo1r%{zJDwwOu1~c{+MYJzyvw&{e za)+Wv(X4~5$?1W(6O!w80;FDk#qIxpA;gZLUxk^g0>h$q z*}bmO>`#cFe+r}D7d00|=-}|8t(+^y{xrNc1&06gGsa<3Ym<*7RE_!Z-piA;y>`Xo zZ;?x`d|-krvFX;5fGP5x$Uxho@|W{!COvEk?!SKi|1xaMe}XQ1C`8536t|^W?D7Wo zx3@z3&@i1Q*Hn=C+oU4mukyWlvvG=|FCB|0=sB&N38Q;=WSf_oRwty%mKW3JzaypO zzVZ&8#cNpVC>4TR_+05)Kx}ZIpxEQ8Kzrz~*9SK*fZ<|+Z9Os8!0+_-9N)pw7GrKu z-Cx9aIRCBn*)@y#GSl_A_Gr{Q_a+_%B0ANF`=7{){$ftQd#DNd?8dwg@QCh|TjhFW zyHsT&H%t=!waafvKsN`&!;QcJ<6r^5c{?_XRn=%o^86ml-}q_QEV+0(SU@I7*y+}Q z7aG^7x!hykl;>Z~Td^AsMrZ}L^^MC{{Ws+y=a<+gCJ9=M^G;G-1%*Ed7JQ+*ViStU z5!5B2Cg+(nRdd(120;pC|1fzw0GoJIYUTDT0OkD4^<1OCU5k5qt8sD^NXr1!}Iz*f1*xv?kJ zNGB>|R^L-jIXBHnb8dFqYj56>ngSI+u!Ckv#iO4RcrJ#B4$}YpKqem(EBKbO)4;yK3pY(#FK8123OM zzVN#CcVUe7r4~%g;*-uNRvbz7|9RVMg*1~liq@(MGd+4_vIH*eF0?j9Dr)%>?{)@Z zK-a!)>?(PF%?^(StW}3jYw$MB5<{eI2Lid70VL`V#B31cGTtcRak?%P7ij@YK?2lj zv3J5tr9e#VJXbs1Aaoy*HTPcpOJ3KS*f&}E6|e4sdh7SqKe?5;V#zv7lW)VOiPNrL zk>R^TfM#@~chw4Nl_Wj*f1bWkjBFSuT4HbO)ZwL&|9_he$5pq2K&6Y}e=6xfYDRAwY@1{aMSWf3#zfJ?6k?Xs zpA^k8houd>6_FHR4IJubQ^~0oZ@sp=kCrMM@KGF?-_#twppcUJJtr4-Qj9g#15F02 zr)1fc^gWFZ|MeYS`L5&t?R6*LrQo%Pnj-u@)9^b9Tyi?^IlQK zcv`dX#-^)U#SxmJw>Ix7{Nri~q(iW7%}{_DTyxGZ-8-C({Oe5lgR_dlXO*TZ&uBNI z*`K0WPpHy07PITK*%EDScd==&s~?bcti@sH}6FqhG@Y zcB6(7;OsaYCxhyj?_}Z(L;f?lR0m$tMMEA}UJ^}1B5Y)K6dw}IO|H~~zh^DU@Z?lE zmNn~$xtgE&eW*g-D1kdwpEO5j9BTZ4>l&OWu?$)?dbpoAC7{em0q*aul&&Q zRNQWcCoczdtG{Xv0EBF@?3r>hHo(#drnce~)KD8b!-1c*Npv~gQ;R&pZTQ3;m8$WX zfp7YEOSY}s;G&aMoK69|Q8;C4z!I6pvqtxFTjHY z?$}zVl^gpOjl$n2l!$Uvj1X3#5vC`>{LjCZbjOQAmmu7A=KYY?tDlx`4Z?z2!0*wZ zV4Q0QhQI$x`@lqe-9MQ4#YR#*iP@W3V0QohEi2%Sud!S62t3%_cfw*PpQH3$??&jU z^w>wXjR+%pDW4{VW4R&bj<#}q#?Sxld)szyV}r8daru$%Ob6{AU)!<(00RI30|0yQ z>tXoG)a4!p!S3Y9BTh7)X!DYpBR?jL{^oF5nos}DqFw!9Plh)eNk!(Dr_6JcX;*#Y zq>W+z;MJ)qt$kdMS4DA~M{Vtw%u%8{IJm#6s+J4)elavHYZOK!q{c`V(Q6w(cMWf5 z{f6-{S4E$shc$&`!!||Sc(K?*!v<#XVqp32S`tF#SDq=CXfy9&dL0BTHFUhXHtBDH zx?c6bf|D}W-q*uDg*7VCa?p}q-2~r93<4PXaZ+R}uWRRmCe0;afA^4`!}~yjLS#r! z1yvBMl=jG9sJTZD4%wG+ai;90ekAF|Y-qVef4s2Tk>6l`msJu-~nU28a`UL(^JyKl&c$;pdw#KFVeJu%$yVV!C^Xy!tn>I69zpTXc(wWuZp@teKKV+cI&-!ZB z{V#1`Igom=v%8>z_fBxL*Y3r^y0vdM0)}HcW{Asjcg|&yT7ThMp^%Mx-AgS^C+*=( zGsWfMVU>sWKS__x62v$NO)T#^9Yu>q549-SkQ4toT>>1BX1vt}IXGPaV>ts)^wWf> zktq)K(XRvT<;ZcDH2T;)YCjwPGf0S44eEIPr({TnllWcL+VgC!QIlUB(i19HYfsDD zwl94bL09IVxhKhWkZAV;i&(2IBrSUS=^fAKSK}AbR7poLa3?w!cx^k_U%trs`XRw zDo^@ty?dmc0W41!%WBp{D5q?eU1=C@jnuB(i%dEQHQ=iJZ!LrT1Q~tWeE{veG83FS z0tR>tVttj!MdsYa4%j;Zy)NTZd46r+#2mKY;&9qj6jdG4Oov{x^I9(PYSaW~%7;%^ zj{&R}1~zyuTbj{&H1Ku%wiT%nXT7==9xrN4hVvgAQ)S+Xj9fvGs2>0xl9F!%)#!KS zGVbl}%fdHPo(RCM$oF2JtK;464{aVt(9 zp@wT0isi}j3G0THtGk(aKvX40fz0hTqVqH|-EmF_&;Rdl|Nb++G5K#DFtfSB>*K(z z{fCM*N(D>-s0c9jIADQE8@AJ>bLr)OEWV6`i65=h+3CHc?C2W6N z18WlmxV zVm5fM98#s-j1C0oPne(QRHph^I(pivFPYhwA7pg1C?}*JE`&lPiNi~5$CO;j%z9Yq zIYKg&#qLM9(&xEU8&Mt7ok?r-k4FHDS=yR5BR{Gi*h>A30IuVB>N@E5)Z?@3E5!>0Vt8&Nx%+W%Ks#LtKI;ND`f|K zcfyFsdV&1y!cdqKnW5Lheoff+ru>%RVVj?aZLJkF_y&<*DvYtk&79P?I_Dig#gx@S zKJJDE?;Sd@I0Q?r@*kfbj$z{K(qH8ClD;qs(f{TRHa9{H=2cThx$2qXg*&X0-}>eB z>UE0YdfnX@YEr(f0T_@j>J+*R&N9ZFkKM|P-RlnAD@pJ(6$Cv=$``$Kcx(wSbjph9 z+~g{?E`YdN_X(+9XVxQ@>HqlJ6hzJdITm`JJgI7Bnt_>Qssv^ZYIAD~ihc@S!`OnV zx})7iRtm2wGj|Wv28mL18LnbyVtJy;DoSfFVj}rC_zBpjXLFZsbnx2aOz@97G{KgI zE#oyiiE42?q3?}<`}5ju*K_vJM4ClRf^2XCXZ;?h{l+&wzh{6D)5A-C3Lq+QZjl+} zEL+ABIz7et2}HI<`g5?R^+Aguq4RTV*9Tl~u=j%HDgy)4{kPp?R`zU0;c)pcrIpX#K~Zm`(9DEbd^Uya`@bm&h9$AOGj|f$*zY zKp;wXc8&|_FQZ(m znaN0-4m_|Kbe5^poy+SJz(+nPdUi-H_6J~ahw{^Cv&EK#1GL(3`D+>$#-gTGa&_jF zTxzL1`vUvbRAz$6XrfY77vQc#`pf_RC_a>UZi`AwV~beQ3#!0au8ZiafBN z3sxcO?uxDJv?)kx&;nIuG#dmUhWZDp8(`I==97Ztq|8IW*?RQK!Pl>*5O~h2a;d%ab|EkW1`v6G$xdMtItw}8^qP{!Hf*( zz43`15Rj1GY^?wHC_7^x*eY~mfj<`;jw~r7*$LZ*&et@fJ=%b=U_IN$5>|P(82u2w zi@nAbj7i3i!^k{tejg*6t(rmIQE>~y=+ zlCa|G21>m)LXnl=ml_hHruMHk-(aQ3$fV>{lOv_!0jI)KgMmQYO&#qq*~4=4oSJ&t zcCfzop<9_R$Mygxk331l)n#;0T1A2O2?On6WCDgu3cqauOv(GvKo7l#l6-U$?X4vx zn1IYW0-O+Cu#JgT!`U{MC`iRIdWD2#roBQA-w#7dtbdtOzoNH5sbxK<`4S$^3vIszomzz zLe%B-HIERUWDYy%7-6xZWy^1E_%*IaUV#XEarUr>%c77}Py}Xx6tV4gX<1z9zc=1S zk9$^N%0zFunm7Hn_|?O-TtV8maH%H)pLpiobo7vN8~?A5$tm5r+`HBna8X-QKGbw$ zO`cZCPDbv1zej@SUMPPd3nn-S^Mj4H;q4y!>&InmE(HGe^+#q9$vl)E%*D#R@WZTY z*MhDuo1J3=$kFw45)0FIx7sO0VMjtB(3Vt%-HF=-u6grmb2hoikmIldrSxM*@@_dG z=OJ;$U;G@r(XlMu`qS5r*Wj#M1RxZ=k?d*wDc;^c{4$KGOOthM0q*L?B(M2h4qAXB zSW4FyvnAh~*B$043NiZZWEaW^tADym`l6I(yI$~0MxDBqh$_|)(OAk!CSdq(4z_IFEY zP!DG_a%0)w&%dbo6Sv>M@Mvx9mB81N9zHod4|_!;igW}Y9>6sw-D!8i`b=T#5!IpC zbMdPF9r>@18UrNtg_;!u8?gG|>%n>e00RM}Px<>gLfT2IcyckyTvrDp#+!13Syk_> z@u4@R-10N%f#vlxYA6;{n zb)kTjTd4}9e>LbB(ScHi=z~t0C}^4%lV%0&eA9EWoZma|ApK|1d{R|uF4kXVVY=Y$ zk0<~Ay6?w?BI!PQE)V4b;|oVGjk`zE{7P5J`LobQ6=?&|#lm%ePMtI}pJqreM-G`~ z0w}rqxkpLsOZ$Z>5&1S%OSDq&U4+>V)m+Q9j@DZ}#zQt4WA^br8H%zgB`T`luf^SU zVQxO#>5z88u*N1Azpli7!BJa`dTk>px5^V|1%Sl{EwP5|HSo^Bugc!%QR={**h(e8 z>Hq4G@U^IwD>&QDV?qu8r~jw(tjAq2GkSyC&MCxPoS_j@r-?sV~u&HDF z0jVP(T1Me4Is~Mt#*wYE=OgNphK4=y4>%iZyn`K+YsWn%NTwNmmXtx@I-BiOl(i26 zUf+-?``Z<_c8!~2yX;wug#TGuWmxpo{u`D9ewZc@jt?7Mts%}e4Gg3Yj4P~B25~;R zynC{mjWPNSqbb&SELJ=do$by)lEKpy?uy)%JRaxDL%1W>;XNXP&_29#G>me3;qX65 z3*=8by5!hIrLI9@OA&ThgS8OZNPE6Ns0;sDIeH3@Sg|_Dk zAY#zD)FKel-w;->jO949P)tSLsBG&)0!MrpVH)P;HF3pzg#;4{!Rx4s>l$wNVUT(4 z9F&BQvj*EqkL3Rmf{tD6EuTPnwgJ}%Aw&}XFS@BwqAK!n&HZ#(MLVr?)=q^SB=9)v z=0JZ)5E^>~=MbV;i>vxq7`@510Ic%}DnIBSOgeFo^&(MgDcc_ydtZlf*EkkQBE^qx zNc}S@Tgfsrr{~RJ<#4G;kAlk=7C9ZQq&N2D2p7;4NsPy^uC}>G^Mobr(}c;CdLU%2 z!qlWdGw%oECo{?HUu9P6FxwfY!c2{90cvQ)wpWM`uI`h<%V#<3L&AKU{Eoq4WsK$< zheny7Y0_fm>!L$Bki3~e7fc|r*X%CI%1@PSgy+6_WC93K4JcH&kpCF#nJnigp#%P} z#8K#;a_o;|s%^$1i@&Yz9eE7fL2Oxi`H%S3(1XFZ5tuNTI%@C@3V*DIi|26DsXNTpG?u;UKP*7W zs6GeZb&Go7`}#gR&2kYEg39SB(CiX`h}C5W_fa@@UbsR9G}hUYdk-iqv@V*usNVn` z9G`DW`iy?X)+glplX7P&>4Z`t#z#X19mqcQM`t`iqDw>*UvDZgMN4iOk=fi;P+b`a zD$JlUy;|wN=)IBh1XZ?Sz0FU&T(p|sV6mFl3T;)8eBS=j4JtmvbaBIe!x}mr!X7%J z^Of2XK}#p&TGkT6&2wqA`P!J5dRt)z<$lD_DxbW8CYzugGMNpYGB4e3B`jR*GW=Ap zTbeIIN`<+SeW__n+eSZ(v>(a*Q2215@fS+!O%Df{!CbjC0gM70!?pOOHfWdirN5gD zTu#ZLuv83=oZYN_(R=^bgGEl!R zLQc8XA!o%c0Q4ktAI7Hbp z_L8tpRrGzDH`|Z^?#KPESHQcd$N&B^FjEhF9b_nwwD}=ZNk~K<@2B3t#gK4v$LD19 zT80nI<5Ku(!0H^$h?%3g1u%UV^Cv%oWJzHKDP8YxA9{JM#!+m^5__pttLcUX} zJcK59<^Hm`&kXQ@sWt2)w1WoW@mHQ_)#m!+`&=LIyI1kna_rXI@2(Bq8+J)+v6H(& z(^di~W>SYs4M3M?cUIhL5XkKmjpW^Q*+L~W=nbzTM*@|>%LB_MF~JH$Z7_~TFUokg zY3}OZISjfAq_t?r|NmCO&`gpInlw(np^o4gznpqc7gDHxyxJbypBH%AoP;*=a^#%s ztINJPVFrFK#Yec8doymC5eZ35j31!Obj==5t4_?52iR%R)3}D`^1v%4S`;QeVj8@6 zDe(l7qqKK?sF|p1>MT`;ScP#T-wo1Dpu}xlCRShO+N2ohrI_ z)4iffR^T|1qDr5iKYr9Qu35_!Vc_w-qrdx%9;vL#9Dewa@7SE09I<5<3HEm39rSD? z4b>t5Kt4qnnr^FS`?#D3Yg)yXFG0NO^v8s4d(Z1!fZ#w{n?k^Lq&XCNTkq z6?9nmQZ&)e?DwYlCEhC<@$L6=WjjNwoqosS)zAN6CAo1NDPkdtl~mP7sn>F;`EkWg z5h?>1qd5OF??r^slqUK(aqXc5%AG@Z`Qb{1#H{O(CRz14b4=ES4z--+GJ99D{~;%k z9p~fgCSW!Fxepm=DT-9ZYZ2vS6JGv`u9nAnm`PT5qeHVFQ<(co&2)?jfWoZyR`Yut z+4+3xXQylm=mg}k zHDjKTB$V*h46ffDSUzz+d`U>DT(5iJ-xsrKzRL)Cr_>3HW7;g;FM9{JPI|6;q;Eb( z0I%csviaEOdtY7RX}9Bqs`c>}#@1{u8#Q2lx=fV<#QnOiTk4V>FUJTtsE6>E;a)t@ z-LK>S!)lx|udt}goc_-L1s2S|`+dZ7`jvMUwi8fj28opuiQ9~i(#CTw&>JstCygFp?g#x;Z# z`E!&X+WzgrVVFWpg)lt-?EM%5cb~dV_r29H8A_p=aMoL7I=0J z+Hg6KBX$37Fx{V~Jj7sq!l;1_xkD?&k8#g{aCZ1NxLkdZ>XW~yeuT9&44ZfaJzRy^ z?K}l&XYws~3|)lAT0hY|qa=NN;)Gc+@~p}wL#STiK=MOgra&+JDh$Y(jmF(wlLFH1 zqisqdJbrD7l&lV&uf0`I8}@p_Fqa1uT<_PC=#ueOx*BYEMjgzb*?VlZ0ou-IH54VY z=R720;!_(r8{X%RK04Su0&GGYfLKkzCnB%p)H7{o}&)|1(U2;*4iy-EHY-N=l^L6*3(!cje?(iz_NbNr5h>N zN1tnRG%6&e)83aXA?^s_zQc@6X@AP)6W&ii+5Pa z5HkQEvk;n9yHEe~k_igf1Xk%hs3NJUDq3C9Q#YC0H(+>7jYGeIaG&0VUj7FooolZ6dst=`S<97vJrNjm}K_OoLj%*w+3@ha}J3$c-BrF%7i9 zkS{`D{}i(solTh_yf_&=KV- z4vIHtnaBe3OUE+!g~m9dAIo02rX*pJ~`SEKUuQozouU|d8Mz;5x7d5QZx7FVCc!~fK|-|xM9DH z&}{n#1PpBPX12%U>)+*$<*QIZtFB z1sISV?cLrN_oG~k4^k^)G`4B}XE13gFLDFAou>JrV{kjIPRVw}M0faLy;1ePkjm7Q zKi>ab+)Qad|30~fEPwy)&%#q``So|5kgh5d+4#PfT$=<10NDypotA+c?dHIfZ`qVl ztiUNOmq~JMV9B_B&1SBP3x%V8%fL>jby@$2000hf?@w(|2OR0fd0a2_!(}|SZrlbc zlq5s8`8-06Y3bC32h}C{G7m4B)51z>8mFRvi6PrvS(9P%GaU7=FMF;Df)+{)UeJA16XY_A4`E86rc zLXb8QnLzZ3%?yG+po|Jaj6`J1Blvg&a*{M53{&o_@ON=?v9i-I^AMAEBD{y|jtH|Ns6(Qn824(8~*y(4jN?f0K%2|H@;!pX^V1!oxlA_>v^c(F)+&RVj$ERkx4Bhmcgq zmNy4~j|%B~|Nh_ch5Do@l9X%hlf(z_7pB=oZ%-r_ha@X!qYFVD-?93Z2 z9^3;3R6ML*-uY)5HA)-#f?^y4Y_|AjSa`iEY=BT>mNtW4HP0rjwr?!)<_J1d_~Nvf zWSe2KYtSiZ-?QFYW$z2%1(oB#Da`2d5U0Z2Kcp77+l-kmC-9@)^@@?CHftzzvKe4m z?EA6$I$jOZhD!~1qIL@{UGNjblUTir?qknRFqH!||65yG`T7;V9S7 zLWu6>fl4hw*B)qL#wZ!QR0mO}erBi{=hWPEuC+{2UR z&Vxz+7g1$AIx8Rx8@J?~LVZzvjZ!KcZ)O*-tR)Vo@Neg_#)Ro}l)twHPp7D~+- za3fx&y3yF@PR{`{v*FgxYyPvC->sCL=f~5aWZ<+_AAj2C=Kgzgepi@u8T1c%CCxSQ z%VW4;uA;XQ%L3>}xLD}o_GF=QPZUa%9=;4TmWy7Ip?_9HKFo8UqDdI+P$o!~0+bVFNngrEH}yZ^0QFXYXrEl_Zeqb|H= z))@4SK(Vtn3pcYFtI@lLtq`|&?Wd@|qX{VLs|VkNXJ*p;4ft8SvG$6ayRZlhoaaJ! z%QL5vSl~YN=povmVkIRp8)}Gc60g@Uvzy)!gG&1##__llwB)smL~6f7<4?nxc~#t9 z^LlW*#5c-`xz(ux$#Y-P$LQ@S%1~!qYXm&SxIOq-l4I;~ZxsfOxh=Icy>NFGEZiCj z7Kk#E8B@}cOI9|fDP!KkXTnX2P@{SM+6+QlNOsCcu1OP-%b(-gx1y5)(~{C=E?My! zWMoS*beWy0zYooF5us9uu?!*3KVC=u?KR0cBCc1=G1vp$GvgFaI#Hf*-5^wF@Cq58 zC!oBh9o&b`LA-0qIB2w%mgsJ1VV;N$y*tCF%>WeT-a~l>m}Mak*$l_usPCd%zw^J^ zcz!qBh7R!kf7S7%y9eCwc}u=j)g`cEHw#g5RKUH&9#8|xAUJu&pvpE;Qi_wLdC*JL>c3F(<9}a91e(~00(FO~^c@wwOAe+8PsRpZ0q)r%)W4PnkDipp^eAE07 z9`Qp<63Py#rzwn&a!28=y-EoB@Bi^0|M_?C|JNxnY$sfGMt{5@s~!S*t4nS(KBK8u z0=dJ^dz73fZa4(c9_T7_7g+5ygo2+N@2~jl3*39G*v!0ca2H%tdDpXuQEQLH45~6i zF3{V{aDPnzQ$Vc0?{0$317k-<-P_DE{buCy-94Xc%pLws097XE(p0}(_xF91!>{Ml zM}%LKO={n1f)gR01a&j*;{4bZ21Wi}y#GahnjfH`c5LbczRurG zx#4h?K;IH#F{BPK5>eA4)EE0B?$1y@$u zQ{Q1^Xixf?5dx?d=mH|f83fch=WeW*k#mBK0_xVcO#>|7gx_4LPbb(W3*hM%NdY5% zdk9Acb2MFsBguyrdnUKW-E@rw5E1V_Qly>nR-FSy9) zWY&5q%?Edil&PQHSiiLSx)8>Fx%f0%Hgo2Klfv<7P{4m>DF5y&L2r;&xy9BCF-g z&p@n!K?5QA+}5J~n0q%}QD4XQ1*yG21kZoY=voMNx{}`UTLi<8HIk-aX8n)jT-~!I=Vx4mfvHvbS-&}UyP%nc$##T0^U|^Oh3m8 zpaG=H_d2%BiOjfI|6q|-;Xd!}HtOZgnSvW0OyzpR zV2l$F$sNJ%dC;(q$;wbAnmJz1nD)^wYDEO}29l6`_!S$(P{~jK>73Y#g53BB9f?sC zZo84fuxm}5BgvIo3F8ezHAV|t03Hjf!gMbMVnB^c=ymk`sVv6Xc=UD|#o9{XI9B(V z|H2td%s+Ht&^;LX8JKz*d51vEM%q3(I&Z`E%?|5W$T@+t-;jx(l*AG&Wf$l`$4{HI zU$3SQ&xss?NWl~T|NsA^|Ns7eCou%|zPkC%T#vLCn+EA54S!GbSs_HylAHJ}7_MNG zll48)K#B=tRy$_5=)RZ}H%)z*gs+b+V-+Cab5D~6~K z@4ixroGg(4FjdI(*gYMGbT2|LHDThkqL#H99jkO5203v-0nKunF3gb%J+{@R zX5r_h`85=$*myAxLjbe^M433<6L}tCSIBTIL5J@26_w^pa--4FJU?NQ_Wj;L-7NQm zSr%ecu9z7u;zw~PR2!FUBWD|QL#!Lqra1bYvI$q-(42C@+`s+-*Tg&YVV)j8Z)@HU z0Zs7)xN$UmY4`k~5xz>~n>^^qRd9U|)My8Q*L}VGj|PxsUFSD==zXTa^@0Sj)TlDg z3gPEF;@}NjCTqCgDysML(A+JdOR4?}z3*3qN<5To$kkjE_wU^Iil6b_@c6_hmoj8L z(^(S3W}Akm>IDsq?puivoK6aW{O}xbYQBekyWc0FvY$duExd~p_;oELrXBWhu~)Lf z28Dl_Kz-MOl_&916*@&{lYd`yy4ZFwf__i!NfLyIYT@pEt2c^GUZI}Dw7#<;uPU6j zazHP4?#iuQ`r>x-;pM_vAQul!xnX+*zPjD!IFfJr1bE}t6?6>;sAPEtJ%q5oR;%S% z8r1)D1#KwEwf`&E^m(X9VOP=+3meB?%!|P&gv4p8^x#Z!1mEd@<&J!a>+= z-){d+t((hmb_PuFS^m_;o)epQZ?lA8eZl9TiQ-fN&PlzT@|SO9RG(Mx0W`ZZp65MV zu~lcLJ(sK_;_}7dayeLrW0bz+?nLg?h!^FS`F7lj*-lCq0G`<>o@2Asw2+99yD@F^ zyU@F!>dF1U9f_)AOKBEmphsKt;VBU=wupeifqd-4=JWX%xASexy{qAT9a50FQ!my? z&0H;vMq3drP;h&A68xXl-5w%WTzlX?(@z3vEHzA5jpC2f!!@p}R-|49_sD=RG*WsR%9n~yjzq&pE zx*34SpfB?5W`mfAH5M)&%0K<0CJG_n3($o1Ni#iHr1S)6w?%Gc_ClXdl115k{MKte zB$7QoQ8~$$$LzV*!J?XB%%VfQ{Ovx4G^w0d%J-)5p%OI!2e&J~){1*%=oo7Ze|_c; ztFI@R0Bwx);vpa_xzY7Yv%v($l^jv>Yo(gdtiU^L+A3=^Y4KU%Xogo~EEZ=)X5Cxn zOQZ80%)`ftrdAx_E0mD?e8e7E>HDXmMIp{=(G^x)>jI`;=E{sxv+fJ3kP*zAU;p*-&l9n|9P)Q{$Vm59an38=$m~@Y_Joa@N06 z#2~QAd&=z_HGiOo>sD6r;Du7To_-Q0+tz8-wDe|2${*$O063^1Sf;HPjg9vg@8UR+#^_Zgd=1h27A&7u$9_ah!uLjjriL zvOgiAD65(Ag1u#>hp*3n>fHBwG;7B77fj z!(TbjWH}RGwoID$4(fps9Vm31zsx7ru*IZD^>5{S3if~~Im$iP| zm6ME_p7n-k|ZjNSYN9##}55|=>^XttGhDpRMeHf zKFoBBjtm(O0L!ECvXB30iGqlC!t^9SUw_O0>Rtn2(1HOnzI=YyUilM;`#mEnxJMf! z5{k^G5OGYPbP0tKSQy#$xaTr4sHu{3Hr{7s^w~9E@vsEp|Ay!P=Cl9j&(@N1c(v1b z`<_6U92D+ak6?QYho5!R^#B30g)dvpK7T7_Rn0@O(d4Xq)imB5@!3}BzzNhq^@T|x z>Hg#f7^CTr1(EgL9$zDtGhGY{!anm1*moHO=ehz5>WclH|3>8}dAGS~@_w(vq}BjO zGGl~S1KZhr+G-#7n711~R-pz5P967@s*nGB7~*Z;93D8+lX!l>>&PN55Ek9|DHn)! za>SR3-=Qx1BtnR4ilaEZ2lsR6JFC)_Fv*_E7bq- ze>ea`WQaIacyueW!qt39hC`GD-*-d|?~Sgih}xv4% zy%UjhA$23Xz-FL}xp7KnYo(3oMjcp4!_xEw=4+U!gWYV z$aBO33m9M^%e-Tv&iXP)idKRYwew(77;fEsO4{Q2C_I8M2}M8ElXr|^PV%F$6Qhe87b=V<^s67p{`wUs+e86}<-POB#tBZ9 zheaA%AFX#!f9{}o`!+vx@5p{1|0VI7jQ=8IBM%j!lr`h&l)7cE%^ZAF>L*bAg-I`F zrO>Wt(nO`|{Av~ObCZoXZ~RNYty@9xC}Z9KayebL79_D=#il!`GO=tB4eg~w606L9 zu2DZ>3})`je6{@jf2uPuc}ht`%GK7DAfxZpTyqR;?e;p&#g!$On6#wi`KwJw!_06> zc^~+~@*GLLz{eNZkLdWqKT8d$L5v5I#ye-EB-Ssj#WJtF)*T^2^{##oh{tC&!fqJ6H{d_W%_rD zl?S>}l33L?koJ(Av9;v-b-Z{o%P}4F(Te9V++W$s!I(lmUf!ZwJmNI@J2RtD)ZI1@ z4^;@1`tSr$EC*`MW>%y!d?B`4 zgt7mM<-K1$e;_mPF3=C)-0G!Kn5h1LZ8H#gt$fH#KBm2f5I+0{Z0qZ((BT=_=6-t@ z!kvIw8K*Ebn2e@xa16u~?I{*P8AgZUsUNS&k9yU-*u5YWCZa*GX&z+m7vCRXeV9e4 z3J{{L;8$PD$TVLxa$7xEZ2ck}Yv@>X^ntx`)}a7nb9_q@y;-S^Do{)uyF>yFPP6oj z;2Jgy?>Q6kQvWJEzdm`UTr&tc@NI7gv=JH&WE2zJvlGbSE8covnlF5=Oa%$zVRf0E zSEoz(7PehDg#BeuWx09EdexFxZ(BPt@re63y(F>#$IfThE;p`+a%M)rB1|NBF0o5(P)TaY;h zVZqvZz?h*q;^h+)9;v&5>1tDso$J^ zf|;#FKuG;a-cA!RcOvfl{MgE$Y@}EvOz}Aw6o!Pqpr>e`MJ*8eT*QX763gW7QD(u} zcv=BHFMRP?$xh=c!vm~CZ!qR%hp z_E9xEF+0=g&tg1$0s#>~L8vN~3oGmPy{q1++2+REMD-|3=(WW!-x(+FsK`thj~$$b z-tduhRxU<6(knq>LKMv|E#jU>glvy0yzb|NeY=Qd2{rwZan&Q^_GNa2*-mblc~ahW zv}_r_WB@%18-;8~pBOOfUM`q-C$rVcz~g0Rh{_oV3vl-AG(PrJeH(}zWoo*~WDkl2 zLrn!%7i-4VJmN>cG!Xk;LP?S9^OEIvpd85DlZOr%G{1Kk8O5*HNfHptfcO66i zjK(yJsqC<&VAU9zo{UHwb9>1KNzykN1nBXK{iP-~p>$O+idYB-M~maGdhsI=Y@H&5J>BQmyDX`Q z7Nq{q4;rRtE1!P*RFJ{3pk*iR9^sqgXZA;*lyNB7mlq!bcazVB=@C#g)!BH-DyK)G z#(;Jz1`9l20yb6LnaCy3R^@ACbz4+Wr@)s-BK>*Y2 zpSeYn%M-XTjd8feXQ8kROcxbQlgRKLcl_Jrz2(!kgbz6TX=_6Z!Ew(M{Lq9+WAkwL z`R-c0DWdji;5M-u#6UCz*+j=PpxrO{bum-vqiyU{HqJF~hyUqw`vG_+fA8e~|Nht% za@A)wSg*~y)*(w}nRBR9nP^FijRi@&hx^{*^a)Ut1>x~)>_&>X+aGfyyE5}^X{B!y zyw?4{V%?KI-lTPZs^x(H!j_X?Rnf0IscpEFpK8@Z5wJQ=Oy3Z>fIbdY$SXo3pa2`` zY6#No>Po9INQ{B3g>8pV2BX6OgoNi?a5MxMYO>RpMbBMUULPZs8#QwNVO_u=8jQ?c z`yxKkLXh-??B57xnU~dzWfk$4rDi?qySbadxL8#Dto?os6 zf9xCcDSog301!#p7nv&7JhdAuQ6R?4000kQY$d9@vrshvD|P?@va=XE#LOwZcmSP5 z;;~{n4ImKT?xi@$&;kE4iXxPN7P@WuEF*__f3I?>F#V&ETbsngs)i%>i_2(u@GEASCeEY<8x2dANUwtn6_wO|7&F{UulnKOc*?TH#;6YN|K`*g9t8Kv%*WqW zqHwOelzD^8o+zPs{}4=qq%}SipwgY!kYj?vK7<{eG$m&?Q54JD4b{9s)5iH7sh?)t zVXuGZ+?`%hWQ?QjbMl)IfPZI9%OPCqFh+|mgX~ttZiSPzDFTx6cmMzc00}k0ZmQ#* zQo+6B?%Gm{JJH#Xi{A{eglcm0M?PQw`^sPcW#|5Y%oH!fPq@YJ_SWkZI@!?Xfdq|E zCbFtZwe}JiK8Va+d?d|-v7qjL#q14k`gm_-YJYtw3j4Uf%;$$w0C441`%%KB?q1{k zEnr_$@W_A6Ix`~Lzf)CGc(RfG^V`-=N?vpvSJB{nR4Y;-va2Y)d?b(m`|TAv_1E^e!kyjrRRi=d z%e+Q{|JEqYq=l2mDoRYaewuwgZb+?$L+P4UD_`deN`PaisUmou8F4ck3~fOpY`v;z z2y_jG9Vv~D|Dhr{{#t6d6*Al=mZTi(liTVipnSE)v%rqD4d>_d8(=D2QJwdrH>#fOL6ZgK%I`l4pjgE0|07o;C-V=?vTm0nmKMgBlj>_ zoB6*Cw_fbMPGwvot8IQ8Jwsmtw^D{!`T_xaqYhzm#l!K>H9-)%F*K-m|N@QX2^yHB+?%9 z%YXU7f;%GXB$lwM5Nh_{;}6WC;eEmK(T+Jqin`{)D(! zDneKm*@WXaohY8h%ZPJ4vcsvsT4AnnCo)5V5v;sX#>U5gcKa!tV!h1s+E>r!Ar=WR zK5tiNOiw=Itf}X>r#Rxpp|;$g_<8_Wg~M26$;8rhb$^6z5iPUR`d$pGW7da>BtLc= zEu^fu06~lo?pEQDl~RcynAh{dTY|%*yyE(Rcmf55Q~y|l;-RbPQw%yb@y>6;a~PYN zk|~)zvUpSJO40b!AwX-%_jG!e3H%7|g4zqW0ni|62Cla4#nFgcNoRf`#D;aj+kPGj zu0qqa`@puy4zZ{dZS7(PKrvyKZ4CWI{cQ82{T@_YTZ#jLOpPRMHqR1l-LS%6zseYC zyhN>d+lpa6rE|^kEa0=RO)HplZwV`FyEb*f+g$k*&<@u7XQIaU@w+zZF6NzQ-B3bu zm=_Fk#R@w%V&R&;KZWKq|DgptPaFHb6IlUz^~MKsk6E`@fBVRvyM}G&3InHvq`x3> z9^qxF_wZJkAJ813cu{A7-SOggSDrXCR0-EyeW95uxnO@~MH{e_%ddxz@O-s{WDzx% zID8y@-pTDc)syISAvSwmAYZ2t@8l^i0GN)Mk-fMJU{XS3$i}fx3`|Pc$O~FY76=Us zU_3F0{d-Qufu& zTV1v6;#Ql8U2@Oi{Z9qJ{c)`fChVZhXH;?+YNf`1Q?*eT&ABq%W<}!Hs?PRu=T+%X z#EPHFsLH*U%J14%X(3wp3E4KxWWQ}cwBxXn-yRA| zw$(PxoxvwK6WU4?OH5tw7OFvd4AXZ14XDtC6tYqPS!%fQiaawKS&S0!{W9F!Te{fm z2*FB^SCNMe6{_p`v4^8X24|kFt5F0H6pEIDhb~CbB-uPAjcSd#691}UEX2LKvlR5f z*sZuDNC$ukl|-i5bCGiu1D&rR&^JVL-Wm{K|eV^oSu^=0XSf{ z-3)&_({WkI=E?Uym*|q$JnfMD0OdG;i-;PhEcDP5^kUTrH6Fj3XGcM$tX7bX^A7aKmKdL`i?3_r-4qK+g&TH zOTP*RIT4cd3Cl0-wyzoh*_7A$o``s-umyok<19uv<VoK2vcUjb{ZdS+2|K*gQb1m(*{ zPF7SOg$ETX-5b;Vn0gde@v*qA_I*tb0Y6Y94p*B`H1dJ(79*7Lr_%t6ZAx=#8rn>; zw+w3+zw2LO7R;&^5$}cJZL{%di^z)|NZyLhTES;`n3+IOA*`X8ea@#W8JM*NP1eVX~$nQm^62z$uiV?2s#9Z zuU*LNIm2;$c^#8{ZtPbMzbo;#gOA8*T++6_*w;_aGa#N5+kuuQc6@}2>I!DpTunI= z<|>t0{r47>+&1DFsKzdj*5K{Ao|3qH$1b!!5XsWQ=IWC|fHqrl>{sO@dRak zoHK|7Em9ID_2VZL-0!u;#5ygws?zXV?r-~dY+cx%;xPu^g{9U!*eXYVsdY7mYt)v2 zSjw2oZh!Ls|Ich(@6@K#cd{XQct^sQ(qpW+wP1|j(dTOyCSP5QJqUrI$nk>DGdOTG zDB!#UaV5uKiV)21K%FdL+zd-p!^uU7qISmfKLhX>g$9>zsn0HN{T2tAIzEaQ%_AGp zI~LbJ|Ck#1_2XSA7?z-ld28#&yJ4(g&lG2AjjNw~XmNF4|M?WY22}y5OzrvPy7laY zy1wx@rviC5yPDt5<%nmXz29Fyh?20-2fA{@nJkcWQF0eKI5)e?h7ed0W48Lo2}+;m z__l-#KfHq_iy3Kc&3v(iNPq1}W z%7$?=MVR&%QJlzd(+Yq1XGGEhP6$bNO7D9)Nw>$DjFj;r;7Y7|TJu=X#y{{PU}TOJ zf`DPRL9VKZ@1wk}^UUpQar7J+v+d~=VMZ^cs*;|^v!T*JKZQVsLK?ca#z(^lpA3Lq zLn_b9!f{?&07#XY_>KIJvK(Vf(BsscQ#`;a2*HOTbiVoe(WjoKkE1#?nV_4=uV}q- zTPI5RW1v3d7dX**cFhgOna_g299DF|tywVjG)>amj#xFV-k)nAR`g_=d|{+Y+5w(J z^P6?j0;ZB1Fvd4lTh=DkipEg$A3|F5(2|_ng&Wek1Tc|*CiBq66sAtAVd1u&9cpqY z)Zq4<0&Jz=3h@+B_RoQW4!?ccwQii7>bLWbXBy)Ym3~2zZ%I+qU-?r6Y$7y6qqX2l z*L@X_gG8mT3ba9qiacCt?E2<%DVHWc3@L8={xiMpgp$Pt7FUm2w?k0YWpvl`DUBJ2 zJAS4!FN}OOEumZggz{0~@P&D}PcPp_ZiQ|y7j06=51K)SI|e9O{#NHM>tmGCxI>5v zPVEob?Bw_Yb%>Y{q5z5?fHLa+Glj5Y)7MMzR|@`9Utc29c6`(7WG{4Nm!xJ#9J(S> z5RPuUEPk8cc5cvE`90dvfG+8EiOT~8v8NO$_{dvh#-!cqUR;YzCOrZWn`IYp?j#zx zCTpJd@>n;j-B(_Z$%Wu{;sA3q#_>w~|M)dMCiHPRzRV9Gr+qyj9aof@fSB@IgHZp% za8Y7a4ATd+kkM$*UgBE_EWF`;=mh2H-=F;gzviWIug)&R)ZWm=CMjIzbhfg{fA(Kn zhTeDcscv5J@*is8Eq`ypAmbBDh0$_5fDut6nj<57Ebmkxi^qd(fb6Y0jYq<@Oj7Q!CRA;pGoo8Xm{^xmj0Io5h#9d=tp0=} zcIsH3l!GGyY$__x*(c_O*3A7KRm17-esm9yJ`Y!%oj7qZ{ok~ffjr2ExMlCLC`ix} zBuJCnR5awG&)rjEvp);txaCe%g}qSM`e6{i7JgC-NQ!#(5Kw$UX)zAY5Fr#Q_zjf_hZzqmP^g+Xb1bn_i9iYg&Mwp|J>A!K#tezz1)~>w(*>YqZvkIYtEkVI2Rk&Qvdoq`>X$}@9qQB zLe~9J{hP29*SFoOa5?RY#zXEo0|&$lg?N!M)z01(WKL=8c(`ZSWV9$@lIv1NPjH*% zrG47>$Im2wvnk~pK5fXhjnV~LdZO<7u?zk$pL5@QOn$nqg3cC;@;G0_mE1eQP2}v) zPy6B?>Hq*5VpV_;(BK7pfg&)a5{;M-V8{kgn{@01egEN#CIM67SDe+}ad@(S$@BI7 zw@I+0R6^oR`SVymSq!IA!6rO-flls$*Rpdw3tyY}PU^n078bsLf`TzduLBc;N!6gWW2aYmA*&sXkqbqv!rhAd>}16V}e(lmK*@+=*QCq zv9%T{X+83>GNF>p8bROpFgmoA{?eso=d3^R#LtfA%x~!!-(qaquv1u`8_`B2Hfjvb zcugogz+HwW@D~upVdj>49iRbkH=&%5BoraxY9iLJRuFFfRhT~f1K;jUZ5rHr+naCb zf<59l&_1B6&%UY-`+@N--ym;svl6y5{}hbkGPI-MKgY@Dg4*`kWuM8LYaB2|qlq~- z66${JH3wS=wR00u?!0KvZKKgoztCqn$RK+*$Xw1+zs%pPX)cPR1rM=P{iDf!hp}h7 z8*YB&$TQLy%6NES@DaEeD|0<@5$=3KKG7`4&K{+7E{k{;af!(i98Da>ON!*_3_-WB zO$m&uFg~K|?80$JyT?c1uxnOvZP?yZeQZsVkF+bFUcak#;~z2Ogyq-uX@r&LbZG-L zt-X1^t6%&A8mnpH+lge~?*Z~mP(i>ObC~wL&*rf_Q6XZc-!f}qeL_oM1vbyrm{b=R z8uM{A7Kl|OFS`!5B8-2VwX>ii@BFpGWPe!7vn#-sMS9#ceUQRkPaK;qF7CWmu&{b8 ze1y$A5zU<=2O3*2MP(F6i-zZUF4O}mxRyVZ=Q6Ey4njTkn%JO`jrr_h;|=0oAwzO# zMbH%NlXfeIcl_&Py6Dp+P0qsS+~gyZBg}#goCq0|%Z*`@P{l2bJJFj6dfLq@YIHU3 zP^2nr!0Dme-6yzPhmwi-VulV-YZkPiH&PG1%cZ0todGB(jW**oJ#Z0Kbp$*4_?etP zSQbj3L?>b$hTAN6ED`AmLAK$1kqrbv!%9EE+DQk;;azgaWm#NKv;05$lq_m1T=m8P zX7=b(hV478Z9_jf>d4Gpet(BaXFzwfMAEURDL!|*nuZ^4xhwS&`s+kPpTq&J<@#;C zEYVQ4^(^mLVwMAWx|~8SsvtlAT(ydUhzOuq?I%G}X z>V6i!L?ulJU)B3`@K^GOOwcT;`&s}`5uv&zX96cJ7Onp5UyCj6P#n^!%vn*@KP(=?8Fc1UrEc<$DQ5USp4?s|BC%8Sea>0KxaZ4 zm*gya_AOR!fwrR+0rKFtZ8NJNVi~>5AUJ&2}aw)`)a&WZpiqb_h_Vb97 z<5A(668M(*Ok$|;&Sl?hn&!k)Bd^~UW*x}l#Aq_;N{mS(lWIw(Jh?ri#*#TqPTE`Cr=y2%6ts84 z%7!bB;mjTZMEvgSoB1`4ewuCuD)F4$2mk4Od7Lyk(d(2AF?Qd0X?7Rt2urwGf3x_1 z{jXD&T_U&@qc4pBhEBdg=t`@5z$kP^WEJFNk!+CYFZ_+%e4z~lZ993|=u)K_n4aq% zV+WWdA(jhmj-BWF`149ZGDLCE85-@=+iQSiih$W_SXdtXR&eH)`0r)H9hx+#{kSk1LY|v(T6Nku8Eoq+!t(h**kmA3F`6zQ1gbEg zG4uX+oW!kb`V;%sRPp%tUb{^w;yqW zX@F{>m?vkjM9BPAfQWFLR~_&;)HIj}7Q&I2PaN{LGgQUuk9dX!$GtzSddy2jQg^&Q zdo<)hpuC|_Ii=o}QrrdXDKE4g|AIs&yx+?tZLd`5ol)x_l)V^A;i%niMRtRknYF^3 zW{2>d-~OtLK7cec%KqUYp4SMPvN3Xx`_GeNC+Bz6@BjANbJLWi6tXq`vd-_DpS(iu z7}7eEg-m6plo0W&)@tZIQV`#3$4Hzr;5-UtIEj+ZEWT?vJv0CQ@04~F(*7~%7G8J_-+2(L zw*g(EQ3pS9!%&;Ef8+h@AjzJo1|K?v1g!)wejluJ=ZAWJZM}AjN0JIK3Ao>_+ZC6? zoCBy?-D(BidVg-~3z8aTzjvF*@gXzDiB!DV`ayXQ2R-4aWx=8|0YXZ~_T-!YTee`P z+eb$wb43lc-nAe{DUbjEfhtBC>KHYy$SB|-GuY}EU*$V09xS1XN)3;sl{HD~#*s)- z+XO&!S&3B8h_1Oc2RX`ho_@|=Rq@E3Wr!R2&}mVx7oi=UkZi^ z>fo}!_a4NJUpBTb9~iz}28oy84@Uh}9rSvpFgK4Pz3|Z}3{Ikdm};&q?g<*Taj_Wc z;g9UJQ@`|7+pa}CMa|Dj^*bWX3jX1^2!EpM@FN1@W~a7+HeDtC(qi`#k)vc&^x}fJ zVj&X|X&VU9OgyZazx9UGQ+92KX~#t9E#Sh%#QN%6MzeUA=R*`{a{rJy5!7Hamd!Dlq|Y%hI^Lzq6sNwUBDt1Vt$t={C_Z^@BLyGFWrKQxHGOUs*DTamcVO~L87+j$)I zNA(>p73-V#blURz@73Rs=f*aT)A;Fi*%I^aUBRG^RdrxG+2*ksYHVLq3Me)ZlShdW zr;?)ASK9_=oJ?33TD9_krxsVZ39*5?i6qf7fF(vb!~e!gShaZ#YI(iO&pA*=@t*($ zro=uwO$KVXn}9e9)Dr3|7Jmont~ zYm4m$@&MKG<9P)t{5$-RwTX^oN_p>%2*Fl>J?1P+U^|1(;O+Q3hP(Z~3|U=g%q2H- zIHU206%rU@OK>1;3FAU28X(v-(i6?^%ItM|n`3^0eE4YrDm253OQLm!G-8o^oqkXI z1W43a{jTr~T{T?)Fe*85oljPC4@_my6S!Cgf^5I>>E>6$uMAd6|4&^&nhWQk6mVeI zEZ-HuYD6y3)Efs1+vd|x5uN^x#Z9i**IUl9q&30#KSJCwX&yoAh8iOj2qZnCzq!vH zV3q3NDr_g;RfHw<9s`jR>*Md)F_cn1Q8xODn){}~n-fjFK8|UZm)ktbfS^^ z0aIgI9kLC=BZ5&m*%`x=3~$K;=k$OLQX%fbj+QQJU3qz2B?HYmx(zoZi>*&o+jy8l zN0TJJT&okE6X#j1FxR(??6XJAf|Y*P{t0@N{7*?f0j6G%U88x_$o-OL$UF zInP%h{;%PmH-f|*M=wYcqcdg81jBx?#Fq*=K~DR+ICU3F2U=Sra1lK{p1c()sQ+7M zrqB*1Z8N}@B^5QSwckuCS^xk3z&HK}9MuZKPKz-q+Zi8B!Y_g!TM$;WEzX}J3AloJ zd9UP+09O}LMmJU0(AtU3)EhglqBFjFJn5l~Z5_H}u|`87guD{Z;HP!K?X#|jCmJH3 zRNZaHO;19}1(jklT%%6P;?V#5|J|8u{!X?tGT;z&!gIWa*-OE{Lg#dgD!BW2ZxW}p5@El$0}a=kohYY5>JW_Y=zXCMFf zcIK1iaEJ4ic7A{LAunkIhrk!-D-Zt@-eXozx;oYJKHgP-8o&!JmAqCv?lNT$)iTcK-(bLhGr1VZVF`R7vlU$Um?7oHaF{wb zk{&%y?ivPOw1$WRKaX0sqJrS~q+#xOt;Bj8p}+%M&Vg#y@G4p4kBa{n@;xhM#uPVf6~+TEnb$P%Z5+9(;1?15A6{9Ml&)*u?7nY4URP#@Ia(jaA0VyjH<1B zt13kw4|R;O>cPTzf1z>(X0d%(Vw85Zy%{^P8@)|mlkXQfn3TR{u%CI$4xBQcF!ZoX zmsA;$9uqv27BaEEK^IonEo1^GyuKU;FQZA^3w~r6hENm~07w~Wk-qeG(jo4nbCmJU zq-a=|6-8sByt4SGd)B&rP*)#5ZsT+9z#;+6%4e4*cgd@GUqUfXbNgbyz3U;)Xl$PA z_h+EC;_)u3nb_Hbfe?L|n-(T)&s)h0BSXW?We2Ays=Y~nO=FNQptjHG3?EA$nP}*I&*SOTB?;+ zYW@-bKCp#uK=Od%K1+{Cehomf78=Ia&=Io^mJY1%_ zXS6X(mnTYzZNYg6QWK6#>!*!-%tG?))`y+9XZsr2_1G;I)_uH=ZyN^8CFvo?8Ss6bp#}6?04geUDj&Xxhb>jaD5RI^emXXBU*( z;?T9T|FOjOp77j@AbH{X(wBLceq=LOj7oUnbjLzSLg&Qa0KX)FKu`S0^spQ4fdJo| z|FU%3WU%;ln;!tLNyA!s-|Z&W^o|uM8gHM^tz0Y8V`cG#Su*muy)J@UQ^l(tD8H z`vAj;B`))wN?7)ZaOx4U_@HaLYgZ=s?O#2){&YFYwIWC2HRVwXyyGVmpi2lXcWw1m zOL?>(jX3b0-Ly?MzF(&)&s!Mzj+pDdR~p}3J8S)}KVC_~M#pP+x!YsG8%^8F^Vl$u z6V6DrK8s-qDG1jEYj&2DkV-PsuZvInz#nuS;&)o)dzv9u7J782*@TvSp`)BbWqHD; z2TGhgvL8K_UETKCRk=icB=0dymWs!dJef>k=E%#%EPa8f^+K7jOfTYCX;sNC3NOTe zj27|3W`n#OU;32e!mQRNsN=Irlnn;cImV(3fL%eIl@jXmW?b+CK!1sHV5bG) zvYZIPY@Jyo!QvQIqK>fePwcN{huxSJL?OR)70hqC%G3zgx6j(AsB!&PM0^bL3I?L)#@zu3jc5&bW;!$3}y| zfEv*oSW3gDPWucyvM7J-=6-Q^?cJlbBlR)x31bN3#vOghz<9=p3VLUyL!gyEpaWZ3 zM1tE56&>hZ1yR2EG3R%~5+Lo{5gk5GlgxiSjnMxf-D=u0C8&l=p|~%cLoMr-h}i?P zg;62DCDR5cM!5CT#>+YrZ`8ecE2fS66E@^+I?H&$y6IcD_a)|QYscgz%;OUPa6pg0 zkP0HpEfO^RAB#SIT9$Rr z%L`ZSHzKPnP{AvK`!tuhiDNH)9jdqVtkq`RE2$k+u_CA*fZFjG%xO&1A2W z^ceAKPh#AG{Pdz>5#j~6x1=3+!HN1y?dRNQsVmm}8YTEW1F@5{1Z2?g7yGFA*}ok8 z3B*q-f?o9TMbF7d%S;!4p$&Xo)r9Yb02vGu?16MiD6<0sjT}D1#Q($HumAaf|LaOG z)?7m2gGiyjVpQcY8hmi7qp@+NKhVZs=_}$FK}g5ekRpD6|NE&2uezUAKeDzW6+i$0 z3r>MaYWmmsFvL0eGJ$|rfSKnX=4n@=dyt~U8*zo}DE_AYB%uEHf$kv0i!RM`nD;UL z-!1#YJJ3+;KwYHwrE`E8hVTE&ulWS|7HCBXneD0p*`|ED37G9H!k?0Ri=;<=lN4?_Lw^^e^h26U+|Z3apQL z2q>)#+8OtF`(6T`_E}lQ>!Jt{Tq#z0Tz?iW@)e9pT4(;J--P&!*sXn4d0=^KCd9($ z0jM5)dPl36_PKeuwYv9}i|wBu^wu@D-~=<|fAe^jQXyWqUD^Tj{8c?5NH=I+bGM-S zGaF|(Q=ptebC3Bz4VfUxAz$DMl@m6nB&DN!fBKBXOri@a<(hvoO7^z7qeAn9N?`pi zBG}$fMmnvML$bOep$sZIt5au@mW031>zFCgbfvHmHSk9J=PwwagL(h<3bdPf!I{CR zO2k=Lpi_J7cP+mGBx$YXrHr1T($JYchq`*PCp_W&%Ab&}a!$0EDP#>h9wNH?^fyYw zUc9l~m@Ry0K_^d;cio|H!f0DOj5{BCdF0?^cg`7sHK6lb-kRz;8_-h>Vm^~agVk2h zRMA7`DUpT1gGb(9`-P8GAQs7xH3#Ux;m+!)0)h)qZMC#@F5_60C##OC-IzJ&7!VT6 zPOJnkOjj;IFdwL+c|}`hYZ+2q>zBY6cX<94S7x4DXw=8+FA_i*^8h6&D2N%s4fN43 zW0$tsatE`4z7is%`c88QIjjDFn<9DxkZ`zbOToESx}8&ARQJ3Q zf!a2fxPWDhizg1}1*aqJXVw_dYx$9U`L5wkf`3RO7B~P%UTif6`1=zO3Lu30vbtMX zSXtjF=AEQKk{}~>CL_`y^m;T;Tc=k6dg$6SSvNuS_7Jx@DQDOZo`m;g(N$5PHNyEB ze;S&4_ko?u`j8!zlzlz5mVKPcm5cUx!&m|y|NrrJaK2S*GWBsn;8{(|F7oMkC{>a+ zz+ZN8L5}gj^=)EAL>E3Bf_(S%5^or*F3uzie7$*YRBC(NMtV7b$*{7*L9(Yx%NXT9 ztOt}@lk=iBP@bpEDYZ{OF0C56i$%X{Jq2E(D4ndRT1Jfi>FZ6W%E{(7K#ax(0`KF~ho@$(r~MRG#AQv%;kT{pEQ zAyvr^O|4&~#*z69m}fqCWF*U$E?~Gb9ibghK&?;FKQlhqQB?2q4lB1T$z!Pu zw12H*4kkplk9d=Zn#0#o5kwu{cuTHy9EKAdU$+4!gf%}lE+CVRHKtRS1qNw$K6ObJM%l&cLGWROitTW=T2VQ$`9id<{P4TjEj z-)F_5%{K72(z5D5;v1AO!eZ_Fycl`X7qPqd0Tp>DX$0|J-!!6uy~Nid4{pA(pgLe8 zX2+i6>=Gn*DYPQ8V&KS$(9jpT7$|20#B8TLsw~Nh%mfSxT){x*&>HH6+bRnG#tXuH zLaKJ+)Wij>^2I$-JKxRRH}Tai;uq>R0A8Z^D^koSZ*Y^Y2XF@V7G*z=OCaP-+MWP; zPe45_-Y-+%-~e^#PVzc{cDdZvoyT$1#<&hMCx}a-g4l8Fn{-mtnd?>f32BE09RiG) zh`}~x-pPpZ`Xl`Wsq}09*x9ZUTy5_=58$4>@&iFDi{)|~U zHtg9vV5ueUu39}q;`!&<>rN5$OGTvAGHpA30eI@OGt#9%nUq1C#D1Z-JkPAR(IYNs zL>(4hTh!2zh1pBmjM;z2ab7!)$vjv;4V?O_w}EurLj;e3qy(T{&8xbZNj~__d>sD0 zH*M2g{T!}vT)yBvC}8N@Q8eHH00RI30{|}h^tYoiVq=RxRsrw$y)fcC1Um}F#P|$m zhL-j*H9qH(Ks}j-NRoFq_pw*x;Tg)2 z1?`eO4#D*XtNZi~k(vPf5=R6a{HF5IFDG$@*zDX5!q1VG}V zW~FgZkoqORi>qdc6+h+Ilc#n6>sk`z1tj|9RUV5YI2Z`d#&@P2W(OJ=?P6R4I@mX@ zo?94Rb^J$QGI>1fFD9Cw3aek*K#nx2_CAuT8R^&q(d;n9OyNq&KXDJ;3#`eXEH;LW zO0iY)b1{87Ws%s^v#3AOt3aO^WpPD4s}NdCy-V0@sd42zpM8*l!8qLPT)9`b9NpTh zIOJXz|BC+IAkt$8sKm6r>Nk++PyFjKm3&FUlM}JBivdky$Nf@fkr6|stmfiBL*3Ya zc}xPXhTXbv;;j^{Gh1*r&zFHYE%VW7)LM;4!^mWzGxLt0{lAyi33Vh*%Xba;;VM_` z%$F!3Ba_Io^!e&qx;okQx7opH0ZEna8*{|q%+nS|+G+5HmMTfV&7Kpl?caDi87}Sy z#S|b<@MGf82OH$frbZwMy=JnPgiZzxN$p}mFv25Vs0W9oSPTepCMfLz)`wm@?}F!C zy!8fW?+gK!?R_*B?KCEHu^9dqMH8ngXHa>uC8^cgQ6~g(IST98COZ&C)ET?idd3y8 z-MG^1bMV0URx&^uWh)=fq6g?$eQok&!>_D-*Gh<32N{^+9aTTNq_DS}cb!{>(+ljI z2+yL%i|j9Oa0Fg4)Kg5aHXGBs9ry{NH73en+!W9EdsozZfpSZCsI;Ko3OI4+!^Z(R znXJq15OuU|0ptJw;sO=AwOpL77xlb;pHWo>Y@)yYIdc?RUi&md4&^qkm`6v(`cUtq zCOx!c|3jG}r_xTP{os)wC*Jql^y$`So~%eB`Zd}TJ>1d+5{3Y9gEZy7CKv+FCzC79 zZktCd_clH9G5LqR&h#lti6LSEK3RGI{q?5tO}BiL&@MF@N+`u%Y|13|O1F02cNT;A zX#I(M;0E1Micv$`OLo+IolxZBx8}Cg!-RI{2==r}t!?{8d;>7Y_gjOuDDWX$o zA`1xrhrb)sr=3LD2#)~1T$JqUR!#-L_aX8X8`FWGII^F6jFj3ygh%nA%0nS?^+>!b z@DSdSB$kJ)<*yM(Y%ime`L5$E3rM2M+&0Jyety+N`Gu;%^rjjF62tF4wmlP*H^w#v z1YfYWu)^Je2GEYu!)on%J*3 zA`9Ods`*0-b~_MFKb)#mC8mZM6fp&CI;Dw+bEG=*c?Q2{xxQ-HJoG5C;mXaWbCZVtZ3Vf1Ce#k2jTLyU@llfw1N{Us zEbrGS5=P(K=UUW30fnsAh%6>05>`{|r|)?z8DYxC#hjb1;vLbZr;KsBwb(nandl(X z+D+4Auqmjd(eg@dWAA5}pv#apEZqdsCZ%KyeUbQx|L|`p#Dl#4dDc(+ zJGv}Ua)Hg7#Qv2{dpt-yt={a}x<6i#53tyK3RY>#@V#oan1fxzcq6aVi+&Ppnm=jV z`Ln2r+Dr|Y*U?lT26HmTL!u2{0>^d#=RW{IL&J}nqnZ%j`3Dm9_@HI1R)1ppIFu)G z0*%7r_EE40I(&ZXxGwqB%+5rGcoMjUAye8yeZT%})cpiPc}>A1EYkE8ULJP|Xu_-S zC+v9R(H=Ao8@r2_Ud&x2r-fTX|Epgi#oBAe_y2T-HNC>Ar;Dtgo_x3v&{dV?^sQe> zwg1>V0*y|uOrh~DVw;Kbu;w!o*?Tpg7^+C%8S;n6Cj* zh=I*}`}edOG9qVdy87K!>`}@y1BK}HYoEF_`?E@(|IkM`p{6Z$JDJ%D8i}=1PX~k} zqW8QbF1M<@W6j60?)hfoPL%HG^@&mnPOOj-b>cCq*B8%NFJ#CwYUU`(2#zEvxYL~b ziHjt;}rBMIGeE0x6 zM8l=Suim3N^&taED;q~1^H-YNpawak4!@BN92%Orkg&gs_)cn37Po_dtBBbK7b(mr z_xXBym!LHH037+UMTK`98gSNxxKLrtXBFpOo7*pt0^7{GQO#QQsM~ ztYN$%A=-lwaGV=!!>p&vQf#%KmEKhZaY+G=%vrGx1EkHG4$qQ0y0MO9fGJ*t{BNKuLZpL$oN#HYHak2gA@7J2R}{@F;cQB~{z z0uub4z21{&++}Tto*cjPA1NEINKUT8ycm3`lc(jlWU0t;vH4pr?3kj`uDL3@o?lK# zCoFEF=|_U3D=TKq0N?T%i3F7a3OF!$-=v*1{xxHnx(=LIC0R8j+$2b~Z?-zmmnLKsQ4E=Bek4oC7|Nd1;DXMj{aw_)SJ&+XJv0Q$%7@e>I zRi$pdBq@a@ww`aln(3|&Icc&Z6+u?kJJs>6{8%&atYdcL>PiW}ngtVaF3mO9O3Mtv z=Q$8)TE?RtX{-!P&Q;2ok}9An?z3uZ_zjSl%=20%pgp!9{0q)a(I^k@2_f9r3whRC zUkHoyZUrx)GGV!tyC7;aGJfeCs}U?fl9&fz`SkzuXzvOEVxW#AKF@k4iVn2j09{U! z4BW$V01*t4?+E_HOf7lU-p;jc+fiI4`{|FWE|`x#D~RLL-u8pAAH#$qX*mA)}F5PfB*mk00093=lGuX z8gZZDWK{F^Ly~Q0>g}cN?)$qGSC9b(_?pi&jm+#VUEud5koFOYXQcD4gFl}b{hv1S zwH-N*(rl-K(M|Q!22*XHDp5%$etl!bVRJe*EE#RqMOKHlqtHFb({*gf-2)=<19i80 z3LzAZ8qlbmQ+@C&qCl8!b1O7XHIGREN`qEZgIrCSti|L15ec_FKwZ zX({lLu2H@}(Lum>2P#^K?aW5EkB{8p9zxLG&D^hl5#TCWU!SrPozVwD{%c_t^uqn? z&;Wn^`X^Gq|L%A@U^e_Rkl#z~QpRZPAO1&^hYWwn8m=XLLOrw}QbQG=Bx~bP@c(Av zFE<#~rmxp_h+H`t5ly2e1T)Vgw2lXE5csff)d_8JNGZ2>+3!)6 znXz@{x=oMWU`)>`-M@5exWhM}v%buJu+sY+Z;^JB(Jj2@v}jbg{BbsHi3(~ZXNE$* z!zc2;^%vnODs`@RA2yWn3zpfAT(X~9`Gs#Dg5B5hlM~{o8YXN1; zzwO;EXoBwfOrG_f7D@-kus9nPaiUC=@*O{etq{{C(9=CrOxDkmnwAL}9J>-333z2Qsxe5To1FrIoWH3b%L1FMN`` z%HFlfAl}u|416{gJzU1azX_eu)l3O@9CGW5r$sCMCELXn6|Ie&1+-Of#D_)C9M=N#MTtX1xeL$$-ww})YuPs3PhvF>=gm7|awaN(jQ{KsAOPNF|L-RGMd zq^}s<4#jYzlsv%>blkU03^+z38-=a$5sZ|{#AnLOR=2-dtKuw~3$rN6zrtY^aO*aL}fkBl5a?Zyd3iwe%C%v4|4EZ&!N5GD0Pz9q_040oOhBW=;eg zDyA~l-RVI^VdX8?7hEegc2H9Mjs$54HwL7!Lw>s0gMQ)cakMw%eb51V;zJ|to1}{o zE5B`@?oL8Ay#{e$>SNWDDK%aWX1Pf63uO(kc%$oEw$w$Y8wt*UR)4t~U;BhMYss-c zm!~Y?-csVXFz6pM7r@_Fr4la%&}MgHqp`1(LAcGrZ94DuC6_!@AJKQ+Ra0DA@H^rT zDS6TAi-i2G!!y0Y@nc&k!7Z$M9S`2HFwe5N9TGYLWEuhAN+z9)QrhGiHR#g`P>ON* zaeM|}Y%rX0u=$yRis4JW`Z>Ve%Iq4jh3rHFM#wt>EUovG#=!jZf2Dp_?N)+kxY!?; zb+u)uA?P{Xd%!{mzK+Y%kMA4kZ{t(1(if7TPX2U57|Em+H2*EPfV#L|7`cxqV0dc( zj~`7njK2Jwh-3Ya1?xMYJ^$>6dlu|!-Z#Ctt+Q7Uo0+t}-Y-#ew;gcm1YG7y;GKf# zXNzmyt|9jkcZLMlLw>2SeRZSQ3!RWI(fHAbs)6(0F6XAB#CJgh=Jy=F0>m> zjk5G5kTvOA=R5nGN>iht9Urf*zj0{>pb6lq%W|Jq`ak@R3Ehdpex1SBKmYtayf>F2 z3817M35hVXQ0^kg)ctFOs-69i-ER4|2oDgOa)=`dDQb=^hvHa$J)~p&OxOWA@|6qy z-RN|KO+Pz^oTW6pX zf`qrrp#zJ&j6*5GMg>BEe-0+JJdax;&H*8gD8)j>X8)zu7Vg#%^OI4S9i!jPi+03 zXW0M$_&h5%KrnuI;te7C*HKE!y3<+=rs6j0X_gh(0fg;FIL~%YN5z!vh-6;f0C1Z7 zkuV|>{YtTf?NP4TnN-7t$;3J>Q=mWRX56296*kiSbAkO&HOAus4yzpxm)4p!XqO93${ zMifO7BtlB8Tqz=@?It@lad^8U}2ENSRC1HD(tR_u)J{e0x#@L718)@rh@)Vx*rUb0~vkq7v zQLLTAs}jc4eXLBBE8Y-7?@+UHu$khz@Bo@`Iz`H{k+al@Th~G?7vJs=Mg}Jy9U5ZM z#kpZ5ZD5%^u~Db3D9#YZKTQNq)yiXC@$s9Kt>vCC(*P`7g6wF0Dsttx72LBDbU2gT zF`Kj7D%=j>X0g|+Yoh%}bWo4YIngIre%A7a`c~OZh_XvMwhX$7cp2xAahJzq4f^x2 zF8evB)8P4el9uUq5eJ8DH(2vGjZ=Uqb{u+@5jbYfP6&&yK64S>f@yrq;fmK~EIK;~ z`{;6>)Bf)4(u^_PDXby=C`lIiQ^Pta`>`CZmRkZ$qSYm-w%`d(espILgfAza0FP{S z#fgyvmy5hPVNH|CyX&Fc`)^j{dnFwX{2c&HvE^(wGmT>ILE=sh14v8B>`Gb|E4rWn zs1N_=1uWTRHUMtxh_G+t4oJs~+iZPXK8L=IDtZ*!C0ypm;qA^;wq$yM(&hQ)A8$2p z&(;pPS!PPTqdRXC5lh2=`02a}H2EXmhm#dM75oiZmSX7WXB8*z0azi?18KJ&BB8}| zNU^e>G8Ly-A^biBNi<`3x3mfCzIcD-7i~WBX`(&^O2oDSwgmMECbjk$L4ud3q%C!b z^lbE@|3n7N>DPN4B%Gew9~h({<7S&W$6#(2B4AanP4*(GA1ltUfEF1BtN`H91lT3($!R?KGG2n>_9ny`{@)WkYx7-KadPycZ!qrvCwaedJMB5d9PEJq;QXbQ#B{M=aw(Pd(j z9}B2C{lTJJtI}?Wn(Gf=p1x)AQ_|K&MRCsD0009300RI3Ge3ZAr*8lF?(}Lj$)fwU zEVB59hsfDtIcM!CR=b>C0~jcVG$NH_A>#PyVO@4{#w{!2dGHm+AQ$jdNLEFKAVOsz= z^&Tc+pV2=klLm@@3-M$=hw>H6yOQhuplXXml1HzmG7vxRfap0&SyJqE2)t{Cd1o|^ zwAya6l3kR7nFm>ib!!o@*SXIaGcR6osPJBvwFch@Dr8^>OF8dz$(Ag&?DEdX;sRY_5VUc`E zzA3vmw3a(gS1%84wUIBWsSW|RO~Vf%4AJ(1!IjNNzpi%Prb`f`^epwnn0P-^J( znPu5j`d5$sio{G`^jZ4Nxe5u=b7FRZF2cZJ8P#RLPvX>6MXBM7YtYaj-(%X?Z&b4U z@Gnu0r-p;ITc{U9_W>WYAs(l?ca(_z18Jbu!Y< zoz2rI1tRR1Kal@4H9zpB@v=e)F{R|~GWXA|X`UjRaYtl<=bql!3&^S^rfU!Fv}Rgw zpDW6#OgTyhWGV7#EIeSk`ycxdfST@!LS#tatLHELUkmAIHCURNy#LPbNbTcLYL%b5 zor1J3rwc+4MK4*6Ri{6O_px)Vsz79N`TO)r@zGTlZ;7y&wo!G2vXg3MW;VYVQ?RBr zwa?soncbLeE%2vFh4Q+;j3FHi1~i{HD;d{FHt?Y=N5>ciN-&;iH5&=Z<4^zde;bkq zrVKn!f5N`gETA!)4sIvwp+6g6&ItSYiTgMJYMGgL)lf&B!@rD1GmmMU9|=|~hW@gR zYXA?XRnGADVAwOwO(F+If>!;^q6GZ(sh?n4eUWQSFA09~zq4tN=HCB=IG`iJOq7q) z7uu?o$}3O*uLvfGunS8M|v|O$DJCuSMyYGnRN(zjJWGP(uvX4;)nA% zx?J6M$3z*EG*qcQ7;ubVBIPV&t?ZXtbzBR{ZCUjby!BUaC}zOI%&z*sL1H%kSH{x8 zR~_Z1@brh7=Ow?rT|1?bGxdpgg-_pGv13h8a}!FqUyC6P=;sr=KC^w7_{lKoV$KOb{+{%<2q^y_LlD zH4?i+-Y@GkfhKW5r1njxIKg_grtx?>xIDK`M$^*i{U+(DQH=ph4p{&Hg-;K?@-3i7 z)X2FFrNvubdRLdhtnpJrtbY6Vl#$Y(0@&mx&MPTUJ09C2Z51TPK}yRgMH#u>yQo5F zfuA$731zcpA4ymGq&NFOE>Q5XXYQ{d>=VI=`s!6UzqNJeChmmE_n&d*q{+6mQTFo$ zc1%zN+!`~l|*^Ox^kDISmI6Czpi=(s&jaYa_(rrnvKLjTJgXRRy6*dPA)L3YdaX=!Vb zh+8e&=Z8Zs(^7+q4|IjyjePfC_Wh6{kmc38(Q~wo2bWi1#u%IgYqcLuz>8Fj0*DsI z*^W~wZQ(A>@O=7`-?JcC`5r+D_BbnL=mlC4v;kZW3OQN2auP@BacQ;RML@MdDy)U8 zk2EZE2+&mdE`R_40{{Z20xxuq0uPSgxh$7#SVmE1Te~&k;F(y9`9OQx6i6h+ z8YIf8f37$`cDXKNr36{`$y_^%y)9NX^Mn}Xp~8byNvtYM;l^t84B0 z{Cl%a;DAKv=_t+w61QrEpVhedGR%v0Hm4o{?YrF=f85b^4Ds9K5TO6MCDyr|mDFy3 z|NN7&?L(s`H1+@=j)Tg!FMR=ACd>>NgF(k%TLxvIR8ETzgOCT-(H+JSX>-nHNkii2 z=h4aw0fG6qCJOnoYuVwMTUBbC-bB?UAL{MnWnCgT6>gg)$pGjRGwDg>?vRnv*kOr- zQTxw%5usn91q@$HCLi;P04IMcC8)#)gsCcD{rlQ>A?Xa*Z{cAXWF8QeXN6Mshpo9+ zE;6`0k0nW~0@TcHmK3z+fcWc@vC|!f?FVTq?|qEIP^^?)QVP(CbLbb!Q9ePDGJpa4 zvI^jswhV3edMY1zZU6D4>Pvo{=T*rrV&gSoED&E8d^`xHBp4V{@tj-RgisjoeXKHb z8;VVLCWgP5ec}8|YSgk!@Revn4pVuh7cXoHvuL;^UX;rTBgo^Uw^7x&DY=)rs-6B& z442$wb!(ep`3ht>q}<=j5ligyKqlNuCUf?&DO;s_07L&;fAI7v!BbavjC8nR@;y|# zqGUqprzE+mSsy7lQdqs0Lgh7P2K<_HEt~q!xn1JL(6!C3(ocsoid^$P`EFeIEE+m%x_2kr&*2mby}o!{k(h>z`@YGgMv z0wOpXh`_}uD0a|aMI ze{Hf5fCsmg`sV;1te}fi$mt1m_lkQA@`0PSA_P^O!B_wWg!symVsID36;>#6xrb^y zgPSkgeyAON6!MwthW8%m?3z*~qaRsq9H2U@%jtWY(09dO8+kiJQxWMZfq_V>LFmIb zs2b|Z9_zE(&yph&lDoU#7Tfs${%AU2(7BH<dGz=(L>b0dm+eWb%mj(B6)dJp_P1AP-n))MO zS;%M8!wc2arjLpBrRgPl!fP~9-G&CbuMJn!NWjg}Aw0xiA5Ce?P$B=a6Kwj9T&!~{ z9b7Slm}ot(TI|H7y)yY})~|BBJ5;3jn!0beDK~`Up-4BVBx8p0E-1#T^v^Awc_ZL$j7hs-g4dvMPhcOXEr&(|9Hs{ z4&fO7+j3WqR{{k(DB{C9s|P3}&X{I_gvC-N^f!pT+uvbx2>!eR$2iRQ+o~lZD>i@%iZ+e7g_odcL6HYNKlW5t77*H>ZV4qo2a`rH##rZOK#`$0U87@jch0M_ ztqGcN6zS~s8~R-o!ufRndiOxeE**16Tc~(ej*pcQyno%Avd%C0*oW+IFO;!Nap_{@Scq zlBAGi5eTPZ}YCeiJ6PEO~^YqR}V=Bn9iHW>et@ z?f`D58o}k=7S2JS(WfN!z(Rlk)A&e@>R9fn;5RE8e@s&PZnhUz6X!%Eu~-pm7K{Aw zKY5d9@00yz$gJM|k@t=~OS!Gzzk5e!q=e=ozDZ5%SEOV=XAdBfuvwH~TnDE!62sT0z;6+qnZU zu~!yXjrk^Jm(9%98Wz|Sx5~`_3XpunlqD;9pl$d{viTA=?S5<}xWS?%laO@rMVLI< z<1nfx@rzUxlVLy0s{*JhyDo#77RHDW^Xo-96+9kEL;H400R zw>>$adf#i@r%O-pZtJ95SvN7tJVIrcc3)>vPlr#yAjv2c&7$Iq7x^f?xFrCJARuvI z3YW8@%=k5`8)DQ1LagDOp}4fZJ+H-bZv|IAe)&e7J#L^hh`2a`H;s^ zx4jI^i|wOJ1o-J@>l^<38|OXrkOIRhK4Oii%^a*j#eX_=qBDy1lwGPXVJl{l+fdus zNVwB>Qoj-8=G8Lel`~Z+oou#9W_&mLJ9qtYPxYYX-3WciAY1<^vU%ky(non4(ZzDO z3G1Is4*gh3WqgZ)M?zkEI)#AElf#OLd9d&`A?ttlgnUY-xBV(Nr0+ME=!r(Uk2}qk z@OPD>iU!W6Po!l2Ol@umYY1XVhU7{6;|H*B)C@ME)Xa*^UMTjS^z~86PLVJe^HmxeY=>48Q>>8gj z&BHC~{Nr0^2XZP7>OUIo*tMrjQ?jHN zVY#nC@OWwI5iI(?H`2jp2h9XjgLNQq5mVOi1)E^ zUUdEte){OtJfQtLGc5z_cn#G9p(*0v*mXkA5N0Dgy#odQD~~Btx@+AK!nbWqBb`*} zuHuXtML3U-i{}qBQx-LVX1|VTZbwmS9!k(Ye<^Cmt>A_I#3e|w;91K>!y(TOwu*ATi<#9batP(%Bg0R*G&CD4q&+azvVbF^%eP0U^9@VUipHQRH#+e z0BBdtP=ep}Up0eK;OlzPS2a?O+m@r7iQ|P`Q2Aq%{l;SxbqkO=N|w<9MSTPH-nko? zaon{eId6*}028<&B3c&|n4zox=&gV6;x)e#%B44B)x7h}5@Po(w^hO;eTzmZD7H6a zXhbP}v8fR}H8`A5;r1z{S_*38T<0{d!>9-aLu#j^RnJShddsM77OfP05QI>0qLBL8 zAD_0BHp*w}F`)N%x<(XnQwoi#5|`xq<3Y_#rWBE>8s=3xk=5^^ z0>BC9zyJU!H&7uOWJ0Dy#iH)&8Gr#&_RlI8W-JFLsMYF;+CQ$5e2V?mhOsp?Mgeiq zFG>6bV;{u)7988Mc~L;;HGK!`@yrTI;fZ(8Vb@)oOIrZy5W<)|#o|Zx(ZqsJqjEZC zg*XL{p!60#j1f=mI1zcd7B{aYpFH{tSaOv|=vuKZJoI%o$-PjqN8d5HxOtVowaH^d_6bC3#JGjupcoGJdbn8~zZDkWWe9a3guKPnS%`9coN98P;;D~T}|e%JBu zXCZ99Q=sW@PRu5uZC{ecZ>|IL2d5YKDUG^oqJ^gT#xG;{)Vga#eVGvckzfKXPGN`; zL}{b_$^s~4jaMfj+he%sR;7Su*Dm4QrGV`6?{xe(Ymod~KBm#qz<3ys+83nf9=cd^{(|Q=kAa#FeCT(;Isq`gyymMg^R+>5v zJ>>?v=*3L?87NfhV&TFWsn)|3+mDRWFvRZ?So^oCO-FDCb=%pPFD&r+ftlnYZvRI# zMvxPh*lQ=B7Jx0z=Cz&<_YFdZnLM&1^d6)fV-4k-PrrO4s40!VaDE!J-Kx>mwVOut z-l4N3A_!CsNYAQwlat1u4zAfdTV%c$Qcdf_X@UK>uHj@qzOy>+frUoHz{!?hQqs?q zvGO~_n?cTag(v9jW3Cw#azY?^=n92NFMEYeRn*uigOIYaq9o7;msPL|SxK|@((s$s zozdTRQDq-m89~@s=F;aS&RNEW;k@y{+|;K}xT~u>W;w#firhJwx#A2nCqUu#`z* z=!Zg5@~wdaXl8@betHlV&gZ)X$s{*#joZd4AYn`?+!9D9tq#hyLz%N7e{q*NU>ak& zP>JbYYO7i4l*lDhxQRFM6)J`xc2!i4L^+<&3)m7`RwF{mu~GWBF5;%OH;$~xB2|vo ze*E^jXq^p2TWqZ@Ng75_2aBY`y&T?lxEj#jP@&%_!Uh) z)FL(<)~)nex5V=pX4#In`$s%?S!XRIW^q&o_;W&2>5NH$xO>1=fZ+G?xj>oskpC2| zxYKy_2a68Y`#x3mUDZE^hD=q}+enkLpgKa#&4;o0_tpiE|6%SQHLcS5PXZV67)6EO zjx!c|A&)m~V1THno&nB#cxV5UV`sJJ046_X1A;DBwZ` ztIi(e(et4g64&etA2Ew;ob_=DLsKn+UZdM)Ig2UfQf@>@cWImP@fIRR{hY;A_w;@K z^B0mbJrMr}@b>5B=a3Crl;2ih3AQW3*@lt#43Vda-AJ1~SNIe`@TJ$hTIc=bO=EKy z)&5Jlna%!GEFU7xK&i971-KtLcAdP%Om3XLl>h((000930H=G~LSMvvD?G&M;%e;L z17Ka-u!BI;Zw~NR*TtiVMabiU27mwmtK`_QU+2NzKp{ujfB+O~vr<7ajH2>Mnhz$OPuBV^#@yxa6_;ROigO->fOV3)Xvcrs2L7Is*R+dS&Po)zmPRLFP5%qr5{}6M zaB~Wl_Tjc#=9h#99COeEfQ8eE?wPl(5coa>KxB4)y+@?qLU>h8)cRE!B2!kX>+0p2 zcMNT$={t#za&;B@`(^+z*?SURJtuqh%sMKpITQ+OlAqKh#3-lAiY8-$_yf7fPk4gr z)SlkW=+({hFrLaKrYjeYs1pWI6na56swha0xs#e3ptTxuIr>_T%bd%UDM$IkohS>! zxxDO@THAmB|4%!hemUwfzQWI_LB>HlD5|^1C6T9S-i*HJcKMfW`U0gxg_~O{j$S4z zqAdu~SC(X0Iirh30JuO75(*K{YL<=D?FzbqrAR(Au|de=qVq<|0mGynoC_834?Z6H|V3C|KU1lLAAG7r-L06Fmw?PEOu zm7lNvZ&RP1|0W{7!hKZ@)t;i*O6hJ_CWJJPc1D)+O(Ex52F??iYyUsT8NnK?yoIVPvV}JBPP-PPg(S?uq(V`0!uQSueXwdHIXA!1D%!@|B8#17j&W-eiPhl@JhI{f98IV>+dn>psC%()WV>x@|fpcUK&I`nU zmJiM+_Z#}qH2G=he7$pYr9sy{cyDamwr$%^I=0d2*y`9F+wRzQI_Wqa+qQit@B90{ znYCukn!hgVxm9;PbhIyaDfumHgG(C}8DJU~;rfZW5}ON%iY1K{#vMIhJ)zTLuwicdh1+v19ZEmL${f{Jp4Kt} zXTf)|7bYy{-s2t5Gkvl_Evm{K4(8ZowiGZ7Js+jBbUA_yr|SxJY%h??>n2EFff zP64vzCeQN2isT4yylzq1Hj(ipSj^_h~8$ zTf$-ZM~V$;9?hu+f?X6`!iFbSJ++;onu;H!^^*lvNCKvi|Jo8gwlIUv{~0%a_8dhj z)o02(_g0?V#?v7EHV7j#A&GgP8zE*xxbcKHrHS45~L46D_z~3)lK+EkLRvOd-q9|0mmzDrCxq|b_>r_sby%Rkf(O4ayKp_3Q z;@VJmpgOJ;#hfTL(aWIe*Q~lOh1KtrEA`9&gUyUuyXcNH^Zw701Tg{8`g9}Gyipx5 z=;x6$ue;lj)kV_w0?t|RnMUnIIW%VD%^lL3mUBB=)Ey>4x$8?}|42TW$mxV+#{A)79|ab6M|)sY?zADd)1v@~#t3P3x1&4!>xHam_xhAu;a@OHa3Ih61HJF^s=r43WJK zPXgc;w&Fo3g+|da;#b6T28x(!-~fQrk;!Q!gtM1JQ78buJWqDFo3S+-PcwH*MR;vZ z=#xMI!E;6<6oO4ef6m|g?LyVQD!_Xp0YiwTx(AH4b2E|agXFZX2kU&egr(89t(ka+oob$Y7&KU8bTXI~M zeHZKi(DPx5O;`x>+U@3k<{R}CpG73tKw}f0OJq_dqVg+bo9W0;Dz)tI_Mgcdz2+lG zdnM~#j%DVM$ODK+>{a!d#s0RZ(U`SYx4(91Zx)_nsxE(wP-Dp+s*dypZ=ntnFXON@w@M# zxRG^?I6A=E)j5G4_mn70>qp6P!Oh*Uk?bEG#X&WLw272aZDr1_LZFa6Fe~QFc6rTC z-YY%xoYTKWfO);$&B8IeeElJ8xBxZ*&Hk!#p7U-2b;_EH7xN|MW*D9yIhE*zUo=5o z@N0n6LD<6$+j7l815$G-rFOLR{WCIWL}i4l?;CvCQB18Xewc=TPi&WmzFG{jh3=+u zb)#P9LX~*sEQ9(Ttj1<`Ki?GG_jfA{V}9zTI)_sc2kVzO{!m{0DsxY5!0Uh5Q;#Vd zNYzi2((5lF|V+kpFG zn3Ei@mLQ%CkT%xxlmG+bVV0bvV-uFm|)I| zd`)9z6+|hDra9a^P8*g^q|>O4X~oY}DCN2ZtV7JY*4iY8*IJQBkTU|ZLlO{3T^Y)q zPnuuEaXDK%mo)}}F?|-o_B}h}GFX}uMQUg%T+V8J_XzsD@) z>Fls9d!`p95)}a8va1mf=4NXOn@wwG!Z%wj#MmV561ZKlzLBe`<`Vg`9M_VWv@@|q zLhSo^A3A{C!1zZz$*3@S`rVp0VBHWQYp2yD^cp};T;F@q_&`XZgz#XHUFaGe4FLRH zlLgoC?9J)y%?HHz?*~R)-o{bFbZ9O^(g^qi07rvDmS41GhawFCw$ZlFu7?G4I~Kav z=r|yq{2Bl)g!|-1N6>>C~ckg-K8&@>Z|aPFfFn!cAY zg%Z30#oepGrI4v}*I4GhAACJ2Kiz!CLGHtWd!Bt=PEI&t;F zs>B$R4cfAl2T$oDQ&~mH+qBpHt3HREwfka**OR52^o|?Py7urnHtQBNh*_p7WLW|B&<5lv z2jO2`FUb4I>S2?YbxK8F{+h8OuU8k73&8B@R-7-Td0(GqP-%*vMqn2aq0ts(W}o$$#Jyi;;988Zn* zMd(T^RMwOC=pfR$W+E6Tjt@C$gpAMdkb_-*vW{F2KlfG!Y&MJ6LIgleyh;$sO{s%B z9Fz7itq2|8_m#Ws5pwW-CS)t}A7BZY6T8i2KR>Ry$v9z6b7%*Wz6_26GjsIdxaf^M z8vu=E)q;3+XFY|dD`taj4=MtOO2x;d=N(BO3zXFaS9+`Zakj1BTEYiQ?2qI5FU#Vx zCJUfQ-6;Su^%64oC$o|Dx<8N=mn^1D}Uzxhxl-Ui&t4mQ{B(6I=St;1^t-+66j z`OLZa1%HlYuYtXPJc2UNeDYDOIu^n9Vt}*+Z`i|9%$O?_A})(RVgq`M3MgH|xap!yhfaf&; z0Hw>>B{~7i0)P}{N|jUuQW`V69bvF;(Nx^S-v$LRCXWM+Ku6VCpttH{2=hSxO_vv} z3Fg@q)CgCR|0zpAmA%??yz?3+sO4S6dY0eykMBn$jeiBh)vl56w;D#yu0K1h&(^gzg<^Yx?GR=GzbnK(|&hF`C0+oR@> zWPfP-t7o4jKh0|1X03IWAI1e2ELzO!ExDdepjaLR5^Qm4b__4-La^ol%0SfxebIIo zxzckV>k~}mP3Po+`yyVwAwtK^cwtB84;^+)p#F&usa)^jsT$3?`%^!sHuV+Xul9RN z#R;aOL=#C{jqM%7y)=eTponVjQClW%)++wFl3+RtHhhaufHRaFJ^e{f9B4O@EKpW# zjOH8f=hPpzijxqh=e$+LfcFGj(V$L4v;oKR7hyX-uf_~H4>eu$?6;@IIF3Xa7|X41GK|_ zF^%dHwiMu=%?U>cw7yV|vzDq*CbQAf)}GV`FPVHDiGE?-_`t9ozP7$I?_HT=lEsRS zv6=94{PdVb_8pjR$0rfnqHzCF^l#4ye6I>e!j3upJ(TU$ z4;bC{Kf zlIA%E=7{UG137^(k*1^C&HfQL^lWux2skQ}uVstTX#^BnEKcvQcUJeUaj%?zq=eTL zBM&n=2#CdmM9CACC&zPJ{hR=#>wnP_q%A1K5l)37WHf$0<%&@zpwv&-%og+%3TkK zR%`lF6u$QW)nx>H5@CZT*Oz`N!^LVgSOgacC4%w)rEn*nFC}B~R5Az3#C^{sVp;jg zDsZ5d^oxwp8H05?&$@2(M@fan58VK9w0cLRgwADWzaB}Xb5Va9>p zS!Atv`SY&3!m(~XV88#VyjP?>{d>@ik8!3k^Qi3ci~Nh~DzV*B>Yf1Kzn>C@y4Wd@ zpX=SKlTO%NH7&ezu`5og;-A9MttC?6jInd;iV=#YaD|gI>px59wsJWMV>SzJ!slBR z(9PLU;Y5$5g!Ou;oiaRcIF6AWb}5TsbXzxfa<=elUY!4x8!vy+w%_dl`kX{Guo_;i z{|gI;b}&s-8d)c#?*XXsw+RtM?z5ho*oU<3+*Sfg0D!zhIrF4BLJjtfOXN>d63O*1 z2l{O!(jRN6Bt{(Zpbtp0Wb9SQJ0FYhpqG6Cm+f?84&1wgqP?1>a+OLPI>I?qZpo)v zFX8z!#E{k;cDasd+^`&6WT})%luYT9=nGA`{Zo#UU&1>>MZa5LQ60Za@uLqf3c+8ts#HbphG{eiC8IY8(lGS$ z{PJanCVBZml5+NGIx-!0f2NtF@r$~yX_h(5YkNI-UF^&2lop+PJVXfRa6Fmed{!Eu z^3eyMU3v^Kv`-e^udiMhbbCFhpfxT++IYhe7&Kl}AiDXJ9)Ho*90sq63;a^|-D&~W z_6Z3qA=QbIyQ?TM9nGl{cmDlr4>ey(EqHby?$qIKaoE@b7OjzUCI`mIapBd8I_An>Eknm6Q< z2X2;8f9?#xM27FIvTIcI`!ZvyD(bcUrYt8teNxsp!ulhy4AQeeBE}TMi{`8hvQw0v z3gcra#IBhxbo3c$8>Gmg=`o5X*wzxE=AAv~UPI3Q;PgZ&A&2()(~ zvU9gJu#fpg(~1 zGlJ#sZ)NQHPo<5zN?e=UHEjv{RZX_Rgm{t9v4so<2e}Sm$>FM(4%QNeF0Ho1-ZdXxSS}L-=T+7A%jOY7TaV9M2L;7#4 zrTQxX=Ff`^_|+hMzN7o&pZ}eoJn?EDf{U}|0Jz>4!9u2KZqj&GQo;UzqI>^Y*5N4^ zdc^%<%bNj63I7$L-=I1kNL%wfJU@!;1Hd|z$unq=cdT*(fZ8DHHpmIZPcs>J>hG@q z^TV01X^)o^|I=$EVq|{&O8JyVGX>QDj0sWUf%#^`0WT0x1xnfo-zm3tbQ=qB_}@+^ z9p_xv|8HAVq64*j6?uYbc#@m{wxxMs{`lXvn^&t93y{A}^w&=E|MycChWpYp%|OlW8M zA^fz>$JOOZdvWV782~yEj+38}sLSEXcf?AM1cD#F!p7k}e!%%xU@QTW<)7vAlvcz3 zJ=;|tSa}}#+(MbnBVN4Z&_x7$WtGsNV2PZ}a*EvlK`zX>m1){EaYDvfNJ-FYAB}J-dsaI@-d2nE1)xQ(atU54m|&EQdGNSVrI46v zPySj)==idR`|3E9j0YT}zswW<(ex~JRr_PZHyAehcO#XevMnP+(!&m(Y>BT!8~-yx zpuwjOakwXO_)?UAk9^h(*!#gUm>Z~)^j70P-vPV!R3-F(%X1I@UicDz?)0IpBYvZ+ z0?+vU9Ip5CaSGE@j$S*~+I#gwvU|0H#F)CM8ZF$^`{G;ZMVb{B(*sRvoG-C9fi!6= z-1?qD0Uabk@57}2C((5>D@y%xT!sZ0eBP@Ech;Geo$ft0Ix|tdjR95@#Sd_vCFjj~ zr0$4NEGe=W?(wr`m1?U`N@y3??L1WtGn!(51B^a`UZu~70 z^Co2s$wO5wZ(rs_yuHW>`n+iW6@#dujje!3dyQgP-7afE2#c=q{d(+E3f?}aCmAMA z=M(9i?vdU3b?Jnn@-B;VhYBMol4smeSy1L>2CBFF{y+bCY(TD~yKDz}UZ4}jANgy= zd;naxwp3GBcJIOL+B{}WqmG7*Ant@9G3Y~MtLFF<$758!s4$ot0Lw^7vlUp^ScXDy`6wp@mjKY#jh;Th=@000A%1POV&BeI|C zrCAvD=9opjW;2VumS@$#{9DT4yJg|G9{6AaJ&fiUVmJBO(;kw^fOiCrolX8(n(tdN zaH}bKcZYJj?J8cWeM&m6HrG<{pn*8!uFmgyHhWpa1raE=p;}z`tk(bc9XD3wJF_iS z^Lj~2&ba*>YZ~KCp1v8k7X7Y?6Hq@hC7)j>yfo!;12PPd+WV?~AhV*6K+ z13(~>Zi4|x#6h1ib-;}&Q``&3!IR(X=AK#9*pd7aP8lL5>|j_0KU`$hx? zwTrS-GgCvss4pR>6A<~Z)))X2Fe!AAN3_IIk?7m<1zBnx$KM1UYlXFFg*}VL{Dqw_ z!+9obB&yLEq=ngAG705Z`5H|tRcimR$JVl3*#50yI%qoRG_iSnwro1Uz+4I)lkw+Y z(>@tZzAn}CTZ6$1K3wo;jvwB0Q;{mt>PKQaTAfX?yZT!Zkz8*Vp)G9&c4;;^wq^UmvS5`5?LkpBfiWk3vzPH0%NlG~(uKzhmabXRx&5LP0RG*Zb{gss@h`Bf+`3zJO2OV~W-_YV zo0(;k>`?a(GVgzwS~e@fKu)U&qEklS-D2L?r-N7RGLRsXN$WM~W6fb?fHi1`JAtwNSP{FL^|xXr z#jciTq3Lo19_DBC7XGsNX479ScYF?03@>sS^IBZWSN7g+IKzt4lqf}#2v>Z0nE>Bg ztFpUbo{S=y2?`2StI$x1cFQQal)E-f<`j_6$ZgY=p2&qjaCtpJsmnBAmuZ?S=W|N+ zPDPEc=yf43oOYj|Z8LN!Kb%||Y^6#^EQpf+eh*#UK<6#s$DxQ+N^7HuCcQw0s-%Eo zU)ZR4$RA$D7-%Z3K?kO59b@DETT+q7|C~n1Non&D59^Nk;zwVFL@qF#V&QCJSl8Ht z=X!NINq)Qz9V9btmo*n6zCMbga;fjOgmtPBY(Nko@s^p0R(`L7K;b3yYwK07lPIG0 ztfdDdZjr`q6ieG6maAGf=#o!OkIZG=T#7)L-2_tJBGMIoRQCpLxniXrU0q*N)J{b7 z?<8^e&vzAU5u=@WEP<^X7XRO|_Ic)k51+=BRhSuLWP5q;zutP_NCjt;EEh`f7o1(4 zf$XCNlWLC_JUD*iiY;PM^W0@QIkik)r2_-_zV4G9Dq2~zUc8~SE*~0EaTWxA5r8Ee ziHQ_-Q)z@po&JgsQvaSio}@7UtgF1=Z#AYqKYqAi$ss|r2?6Vd+rQ-W+v%#JR>;as^aUjASYQ=6}mbU;sZz7jJc zMO_whVn@*7JoIA!g_(KJkPrE9kj;$AEJeXPuMPmb!bV7WXaeQxy?+~4rA}GhQj`r^ zHWl!tlL8Z{oHqbZ6yXYFqk}lV!=>)xMX#3K2Ef$d6vTkh!45ZXuhfkK5X6?47sW@p z1OJl%z)@B9C;Nb3J$3r;>#w)IYF7UXNdBKEP!j+Ev=!+#1VBVI@3YAw5Zl8IZ4pjd z3@e?`HEzxmHO3Sh(dX?ffMO=BkST^|gNlN(wPU-2bt)y>^dIr*D$->tf3IOfr zD2f1ddT4}gkA!PSoT}!9tUohkJ=oKN-GCSPw(l8C#KIPQkOZ_b0;tBhH_>viwyAdC zCp8XGqPYOjX-v?JXVQK&d+_V!44OPj_9(3T z_|XM7x#Djw8_v)=PgIg$Dy)VjTC4Y@4m&-lR96g})JkUmFo8_GEdNUhlFTE+RTdAn zj5c(|9Xf}WStniYaiBG11#@cN0~bHEfOf%g^W|${?8P+9Zd-w|$Xu6YfzR<=d>aJI zwI2|!6v;k@(z&FwNQ?Sl;qZHgkzRxF>1?8)z(lfC&OmOW3mW6)m>JJkQ9u(d6KTr$ zXSr&yNrZ`yC$OAhcc3Uz47gRy_?NV{#(ZYwz#ctF1|5avU{e=mvLF=02zI&SENyht z${a2EbBBbs6dZ?T0V?zw(FaSlc2Y8*OhwfJetLBkt^Ps@i8H)6&#(DTwcA>L1y=Qe z^Wm0og9OKj{!q}PFN~sQ8?jkPrhPIf5PImbKfs?^fn zkpu8tj9?ZFu9*g4bh$m*7F4ow(WT8D2_753Ma{rS<_S9pRYzn9B|ojnFL!B~b*MBJ~lRao_{M71d{OkV@m`}#Zk@$9f?<%fK!zszc(irPdprwCBsa9|c-E(3Pg z%6_`nj}_DVT^4_UR|dh=SmejWFUY<>9ChKSu9YUZ&F!-0$ejTgtCwIir{Um`JqGr< zqyAdKms+hB>F~Zt9Q`VXIbX>{;F&fJ2?OP9|lUR_a@0#$P+ros0Sj#glkH zuS>;;R(_6_hNGcfObcVP1nc<9Lbs8>C_KUg0@d$}sTXkVR3CxEeVBWRAPlGJ|fIq_6OCRolSxD~C9o%M+?i#95EOb1u8i6QcRg zmv$PY1g3Q52Ut!8NFLVRdh@m^y-Es9H%M5>%jTRqluE=f7(mTe*@;%oQ*iz?OJYoe zGO=(as0#x@3d<1oIZ9j0d*?i@!?) zcXCB`!jC@Dp2|CwHXFM8b=|~R7kO=WV}8E;>^JbC{^uROTfp;4^HV@#V&ROTHz@ZX zPbeE*3tc3|v!zNqB6+7GT&F;^{h#_Pn5-7cN`y{tB`1%aYRC6P{&z({DUq|m-?34p zcAkO&eQfGYYZVBsF)#uTqckKco5?b}w()Lck4B7@wQG)DtO^YP7A`I!!wwzuPwAtR zX2s`Sv;^?wx~T*%QJaV=qWJ%H3h;&ErPf zEkK|@;e=V2hYQ5A`__@BUNYH-?^Ythy0z6q(|7U+cM?UuMkI}}Mf`7#_|?YPU}P5x z%=UJJIv_$L|A)gD?W0@xlItG8BY@75$GZGP$pZbjmLz_86lXvxBECX&aX1F%tlurp z+A1U_{`Pn)(}A?W%>vyU#`epx~<$gy?%5tOs5)=z8M=@ZB}d2p=_M z2O(y24d+Bi8&#;HzPDsJs;v9AZ4(G@bbTIeaJ*dVcP|46LH|gb2TPQyRFIy68o)~j z1n?|6UII`Y;R2P^bfO#On9GQCD#X&v$&yHvu-Z`-8iO!I!y9~qxP?NekU4^3VR*gQ>FBX1&@Z z7GW>BRkYD?K&U9BNcAsgBTc(bd>smd#({j$6^Rq)5FShKFPjKubw^I+iQSTatR!MJ zLtTD+bLG0}bGWta`S+!NBLf$)awqOYM2m&+GUo|#6Uif5bownhd!?FhWPK=z^l{`B z1>S!tk~`&ipCI43P=;M3UIc0&1!}j;?w>fR-Wg_E2|$EfWwb^QZUf{w9MNBnnaFDU z09bL>Ht8{=juEnmojTM3x#%R~m?8%3TE17ZahaDQaf1d~eR~;{_vbY!2vkH)Y7vh7 zcXmcw;#vJ=Rvwa~7+m>fO2ZH&3yIhv>z8(KNMoC66-VRWWgrGGAPYRvx9tEy2zdOD zJbB}1A%QazjIgc(mb*LCEM?C8o~Oy`HNx7w9{2wA#G+FB?JRpw&a1G|62_y*8{+!7 zKCd&LSd{M>v~vYHsLZ;Mhon?Jrq$mDq)<#{>b$x!3?Tu^o5RZ^pQja3s5L8M#o>Fv zn-GN&WUq2V*34dW1ki|G);Av-f4ggf=h2nmZ4R*|wou*P^uGN$>jCg2ZOdymzl1Zy zDzHQi3Qws4zvyRv_J|=>sVNXXY}w?(<8-IV^Y_rwu}}4r1&DHdQ{9~cEr+heV%x@AatRN;{d==Eu7^^Ud>Bu!ahd3dohHv5M3>{Yb>&++jwR`n;WKb|Gy zBAfM;^IoZR{2l$Y08#pRS1@eC%e^z$vBT?!Y;;46^WP>m{ha^@MBnDCIMHs3h`^cc z4_puk$JXy!yBG_9SL9QVze z8w%)=a#2Uwt7bIFx9rt~Nu|0$a>^G(fTU?26 zKr8Mnmz{<8-)TG1(Fp_W!;`EH9tP%nHGtf_dI2nVMVHY&)vz5z5QW041#Gpe2z<#* zpS4(|bGXNE*Jpc^-qhn?{`m4X%GzBm+~15oKh@HhS^ zJ@FXb{DXwl@1r`X9_w^?rJApwan7!nuHsI3TF^!U3tV%1<58kQCqYREFP)x>rMtJ7 z8bm>Y!g_9YRWb=VI;%l(szA%*s`wwb#VJzhJEHQ?Pc>WwWjS;)Izg= z6l^JoGa8rRR8(wy>h|>_K9Jmn`Hd51`raKk^+k5bjY@~Yzs8Ot$UIQ%T}#7)(69?4 zaRgM^mL%$JM03tyb5!@bHBTl%x|lO647x|-=gan$``!EH%p?*ob8BtE5{&+FE)4bsy zall>Sx2<*~Ljtpe1(0ud4Y3dc)?jF)#S)1`H4_sKQPfKV%Ez`w$O~Is$m$QY$i4a1 zaSEvXm`3X+Q-~)LaF9RUDv2*c7Md06faLp>x7WNpu;@J2#;-B9zhwXb;9p=l7yuK7 z9`vdM0Ih91v}^O-uvN6en!PC}>u1I6v7UKmdK6rRQ=Y0w3XGJGZ!$j9+ZWb5JQO3& zdeWG13;wbeHWCUItF`@+542r{Df^us$WNje^5WS*k=@IKVEQ?~0fYbD1*Qy-G%`K{vVtL8wUA4 zJaJERkt7+<->5Tnp4Xk2!a13D4=(+eML##^1rmo)sNaB9!pCfMCu<+_%?zZ-0N=JQ z(x+%>L4|w+myD#CuLB0*@vi6xKthJ{g`RL198&lz$`XGmrC3(Tt zNi8K?wb7ogVWF?dnFCq~(=BqWq!^&!o_mMsT3%}0exGuQ{OD7IJqVmQ4o1WUkfeuf zlWi&(eI(;Ya6`4>qmqk=)TlPPLyBY=Q`=&*oHOID8NGo({^2S_t#qnDr-0kl1P)bB zADF$ldXbLe3(E`^8U50Ld`Fjv`fdjz$MhQxaQ@L>@I^%Wz5;v2#-ogppcwVQu^x_(_AOcX_cinLk9Hbl2gso7l9R>oB+9 zus_h2w-&he$jL5ONPkh5s5G+{E7=&Y6;oAdKc2O!M=y!*RPuwwr)wYLF? zM4k_aA3)onx%1J10Auh_2D2~C1H$GGpBlN2T}}QDMzt5XouQB2sf6c{Wv%8iD>ovD zIPsz*bKeOydH9xWc)TA=KC2wB(8D*;yGm}-dX>xq^Tncp3 zP=vrX`zW5=Y}qqFF^Tdk04?ktmL$z>_&DGRUNdjAgV4;nB$s z1PWXJ@={(TmMrMy{0YLE4YPk-T?N!clQKD*O!;i#ZVFzij5xolgmtKfnJd=M|6=wLdBB};3cDqhTTGoy)3pyM zK6n)x)&Y*Z+lnSAe7Zf`-FGPZ=l|pz=)T&`{2u@Egkp0LrVe$q8fkm4l8<7J$)pw0 zp2cW=~LOKU`30j3|hqtrU>YLGbUo* zj;j@*Ngn0qiBc8^eCwr!mVVW1D0=w?4g^g#i+{wtwp647D12Su7Aup#s1_Tjc{{QjDB`flLS zf?SrlpVKS#H0^k1E?r$1;+s|RLk~VX^=j^=fJ~MUw}(M2ydpYpw@B!IFr~wdBNz2w zbhpw|h>qw-d(!m?&WsC>SbuK<&VxL8p5Q=V*(Yl&?Zz1_JF^!Tz>F zCV;gdc1w$$N3bG+M3aDHruhP(O1OMY2oZ0nEScK_^= z8_i{=SKG=1gSN}h;=0-cNdVDv-kD2rx`IEWrI=7Yq#OaBP_R?-Y6z$?nNWrTYN*(e zXo@V6rP+r2#iD3?Eb5d%bN~PWk8~RjkpKS<>jd_TZO4NICg0wpK5nF-mFu(>REd^v zc`RR`@bW-morLR-B*s*={I=ZBp>ohvGYr7Fy$^U{0Kzm(SM7geIjl3+e`5LN6buR; z$rUcTc@R%y@=p3%{-&ox@N)hz1hx6~$_2T#0`Fs~KonZb9|-`qv38c&Prn_GKO5x8 z&}D(pDlMtByPuT00}G;o3?yjC>r9dJG-CNriJ9*z6iMZY*1)PigG*TH2*6o@%3jJ1 z|F*YJ?X4c#26K<)1MOIj&~@pgVuH7zZ~lH zUHu2A9um{j4t@Lu27%1`7=HU{;x$j`LJ92Dyfr7>GhL>P|9n-y+Xawl8<_o(=uo11 z(21LfD$&GLU&UiRy|y5$KuFQj@?)8LQwvC7kxJNBiT6VmXuXTBrnB@{N z;ISQdIr#pXP`Ca%=Zih4Qvj&_iR1lCkSd81MJ$QD8y(`!Ul&Vw0S;^x0EQqyqmJWO zFdLzK4sfPOTA#ZT{Ik|%5=`yBpg{vuz**4;+D-ytGj2X94bxycp>-+i9v z;?{&#w%vy=J|^5z`X^yKe)ei3hX!Pmy3eEgbaXvbfgLMy-uy}P?l&0ernM#vmYDup zWBN4+rqGy)c~?;S7=+Fx7iwhR*NSn$DZt8dYfk|GP;tpzJAAOFGa&SwZXl9Cd{NX0 z2GCv_6QgQP`YWbv{WQ?oy0g;{dk3=?BtIqH@P+2oLCIa>oDO+}RfA4%)5Yp#ew9J2 zRtiODPs&AZ);E+o5L^W6c<@8u=yRQNvahQ_2+@A`9)b?M;cJDB&LtIaNpV}XHs&yS z{q;}yg^zqjPl&~;zaRb?U#^B)`LKlb#V)aC1-<{ z(BIA4P<1Z{BasC9(kXb(26=V;g$(A(e89-U;E;+0Qm zD3I8Vz#qZl3U^h(qt>8zsoiyrOy$$|tob%n!r$u$fv4y5JHp7+A51m}LO3dV3?Fuh ze<8R!w@-VEUGm8Atl_zt>RZb~_MchFU4n)MckDUiIF`D|_3C!V%^RPt!q2C1nN z{m;ShuAC_!CMCjvdH5s=b?tyoVObxS^}kR$TB|#PWrV`q&)26=c7>diIoHD4ceWQv z7>|wFgQ%nwrM)!)&YEbar^_^bZXn=&kk%=yD`D`&i+c#+9ugP~&V|RUbNX6m({O%B=IBg5 zCDxa?bYM%eBJfWe)#_UBrx}Hj`*jNfgAEmP3_CH)jGk~M7&5-+*B+zOTZ5(@gf{g7-h=QY53h4~IMvNwdvxvxj?60;>sa-{Z^d%e9C@Rnswt<$-}SMvr(L;? z^`_9f5B6(bg<~j3WR=LBki3Pd@2QMariXR{As@9&o-fe^$y;KS{`s1u`wN&10KorZ z=Ze94=*PUobmeJRCe}arNSNQPX}<&OU-gp%+Dc7E)gWevF?JQU)cWveEgI``ayB6C zAIl|{OG_f0aCR z1gqhdOBB!<6M&!HB-RA}wBDC<@zzE7C8A3Tv}v`sw^#)rRXb(}q;K+n{!E+RQQi+k z?P;u|9R}_7D6KpE9j3o2C2!or$Guccj#zGYkRsbYcm@vOyE75r0cU;E(=wTR$Ws39$FUMQ7oWeB0eFOqLgv7t zwH0jPl5toq5y6t7V<=v@g~OF9kX^cpiODK_*wD%#aU6S$o33IQFU%7*c_sX1m&Q!osh7@7;@L`Ri->?RfGPQ&^o*o5+}~poa#l9V^%m zueAg4@Xq6U3@7>Zr2`rdf)jdju%u1PLjDEDGLJyIaMwm1@{MDayHxzLBuA;$nnhf< z`q0^w^oOpA+N;fde!74=8zVcz!%mL2DCrxnhVTMN3;O2IZb>s&%iav(2w(gNTJvNd zyKmuy@zQru3q1>hC)~dw&C&EPFlRMg>TedMZ-h3jj)9&2ySg!|CaX^rA}6yHDFE5` z*J^s{)g(r+qi*Uik09Wb&{-1PuQGVSq9~E07BiAU_{Xz=+`rKHrO zFgHe1QHt2_y<}?nLyMclBs>n{E*0m7!J}PiY@k|rH#WHmMq2$o8W81~fUmejd;#ep zm-ggiYXbi~!V9sVQ?7TzHp>%C0JqaD{MwQMKW2ld?6dB@6~3uVoydA&Utey%3B{+> zc=_|1hhX-$MfMGu5%VOv$QjgjDB{5nOZ=&laSweNv_@{Jl7iM?4QmR5QcWaq6?x4t zk(kFupz>GT%A$bl-5DR44ptmW4E6?G{)+folog-IJ3&-aTUoZ@fAF9wkD)V$LIpqiJWTCfW?`w&~Q{i}3QVknu^;ih`V(lbfu%PBg53v$l zjQf0sTOTxB%s>t^7ih$+fK!)*tTuktk|~Aifx+}JyYlO z>h9^8UTfC8IIm{D#QnebwSRkWCmB2+)UQ@&xF}=Nr>b|Q!v&CgdeijJf$T!jJ)l*s znJeUTtg3Iun`=r#+@hdde3RD2J;hm>$uH~c^Z69_(LPoEub-KuNA2f63e~5r?mDx~ z`-ju71??bCVbxb?yOzVFm4|u;72p1@L-c}{(N2dUv|~iiu;D5<%HTujNf(pq2QR;u6|A6y8(Ak!mt*Umle;kQIo?Ko(zxtDGxamSkB=*(emPSpFUll(8D&M&JS}V!rTp$O$N0-f8WCnrg?aRUdcEbtu*Nbn3EEDMO!^om@Dx z`ICCY(Qjub?5(^a?ebVlFPVeH!Y1?g$0PQ6fOFC|Kx1;TBLIe_c}wLKOZ_g5vhBd} z>G6*ksafd7!`qgkJ@+iKtnt^BKE^@(fhXDpU!yiUs*`|k{23xvO45!10B8Y7IT(QK zU##nzg9oGsA7+QlyS*RViTrrsSIVH+HGKw`b01J$YM!9*-Y|L({&vB|EnJ|c$}ToE zR=YPCt_3P!Y&EYU?{q9Per=9FV`ZCjWfK|fjKLEX>*?P?eYyv+)t|xOFYq!|;KW8O zSrwW#@-Z-)gY9Y)Fb6W&?E>KJU8=ZlJ;AKlnt5RMB*Kn}-dgawkJuF0wB}Zjb=?We z;vs0DZ{Wm0G`2ur2cjF}L}Q_tJ5crBXpbZ4)Fh7l+$TQq^^SXVir4Ia1Al6{YJ0%+r%#(6UB`1Oqu&-q9 z|CpK(T~mT~ZMAO|13*SPl@eDBc1YDVAYV6!r>Vv_v3lW-^P_K6y=?F=)PrJjW@rrL z$M{2PWG)_Rsmq6vg*rs>pE{z>snXOI6+!FW_{e@ZD06b>U_m@m(zkku_rOV%(sAMT zsnjR6ULS>jP4Z{uk~D=97(^-va7>`u;5kF#pt6hWqM9Dn%e!4bcHWzOJ=Qt|$=k*r zp@#sYs_OL2eU{&@e<2kzA=*&~%!OKd5uPgU-_i7wB9rVSfS_c=)q zqVxp=1ptufiFV-uegCtBJ?AHwNAFU$tmpe*NF?dG!WYh^n?qZGe`YtxFM@q^O1vz= zI+&=qN7@en3oj*z-#=Ymnv^{$*0W@F)_=IXR5PW2U0xfCL8exrUws=8^)8ms@)K0q z+~RYw!~9@fbW*-1V*o|A@Me^9&zM@<&R$eJkxMx-HM{yQ>a8?>?;%_T8d_7IB%XmTYv4{-TYP7}cmQhgg}5Q@ zigt-206GR2_rDXalg-0r*ae$~(E0sa|3$b$HZeo~E_|#G?}c^={at`WVN%K$y_vs7 z=VlEuLW21IxQ0+mkD1?u{LT&ftL%=tsGHL!wSYGfs3#8EU@Km4>4j$p98xHF4r~&eb2GFxX zb)AH7UcYT5`K7sZ_;H4zA-unX{r+`QoPHfo5y4!uH1$vHs7eWE4uEDnqX{fu$ze8n z3UvFU=`G4+^+`PZ4JmDVXIOv`N?u19eK4ZR5qdGq{m=_ee&*aPkWyE!FGAPLD`%>k z+2t1@+Fgk@XJ&m*oW9PV^Z1}mU9JY_Yuc-vTQ-~*aL)z=KyEk;c=2X{4%EqGkyuHY zz#72J!csi%_pAURcEXW(0(y&El}XDc@`+CRlUzqkznr(j(RQ7NL#>oNSoDakczzp! zb)2chYhT(3eDrYSoN}^sQf|trc)wHtMdbPAHdD#`PBMeoQqM09H1n&kQpXWvTjQ{3 zk~~FHtVZ^mz>;cXEPY_=skm#0TPi8u=2s{jeW2I~emiwZV+;X~m^w`#yk<%(%2k6` zN)4-{%T;YoMedJYkbBzOogk0%w(3KRxxpvM@8Y& z7$Ec8h#Q+0FZr9q18VhL$AAN(Mj#{#*0E@zqQvzib+7Q#s1r=5^Ur6i1AVT{o9g5U zuwzdsV7a^%QxcmG+^J{V(%n!U z1hqrAEagj4au*da*Mb40N+nKJP2^YXII0R)NkkBmNs|TD%~%h*4cpW|Ql61_eTjp0 z#k&#rP&J%6v(uaC`;JD*{41hUwk+si>QlXW!)cuw5nW53_2n!!du?eTE%7E4SX9PD zoqDm}x3ooaD(d$2&-7lD(cxn2>Ik!z%# zvPinX(!4OPCe|)b?l}8Lq3B<{PiOSx|G|SOSpjv!fQVqje)` zMv#Ajqc=P($hTbgJGtp#Ly1T5uzt43XNJZ=I9T~`JT5UhIoFZOphm-@UyB!$tOpOV z*c#S3%x>+|y|dvtYw; zC38(l^c>=+4Yh(U&inJN2KM;P=bH7J}Jqghxiq}r)P~TNAG8aSoo$K?zqapKA zl&-dOU`60rKYS7^h|F5E#A-Q0P#edT85e!(Kz;KNh9IoMG;ewjUxD8RZ=L z2)w5KR$zlG{y|SUDk17Bj|~hKD7vcmn>`C0z{-hwMRw4&AZTeVFGwsM(e`;go(~uj zOR_pyd26qetsGdenIJ3Y3D_CFby=ZaOeupiBt z^p8UK8hTz9LLHru5iA5E z2H#+GA&UyQ7L&@Mk8c0%zR#x1OLFz^qGH-i_iD4@Dd^{;2+^;*yjlDnn45Hy=KQP} zeDMquS35wbpTG%(Xkko-u#!n^pXKFkOnJ&PUXb9V$S&9$G;LM@j)PAg7sid?F2^b4u<`?%G0|LwUPj!%?zM%aI z)&@n4HrFfLG~T>B?;|LO=w9>b06`=+Tc!ObgZ{;m#$o@s5iEE1#uJxVEKReN>idJVHr)rvi*h$@N;e_wQ^o0^DG5*(jbZ9KA&sv(>!a zX4z=Muxt*}lqiz^C;$ z!}nu}g+Sxx0(B1sNfW7VK%SNAJ@J*=^)JLx9#L*^sbo0`9~yI;Q`RWaGPM2&S$tFK zE4;=5txK-VY@p}KM}cRm+*cMhwUALdRP^;m2MLA)BjxBezFKzqbmEXE?jo$bN4eD7 z_Z4$B(lfaX-gsX^G4r@Czb6h=SD9XU577(lq@oHPJ84JvO#J|!zE6RoX!#PITQUK{ z@?c2VkQjreLyr%k3MGyww{rd+wa}TBheRJFcnK5?m{9Z)3@vd5lCqL77P9<>15YlB zKF=o@v(2r5OE6Z(BI$6yg|0s1<39czQaA0i1gzBT0DDe)kT|DveL~NH=IISpqnItS z_*<=rc`>8JP~yRzbs=~uw(C%`yiczLX6nrCsMTvG;azf2PHdgVM*6VR&80)4W^slg zBS~khD=biz0v0T|v4WKlk70tiCy+y@55(c?3iJtQE71U)=T!sf_QsQlQu?NeYYnjY z%Ue#RAwprcMw$25a!bbr>1<*Zq%PGH1Tq4BK>h(Gh~ z+^R#-r0qixX=}ks*|%e~m>O-p4c-S7Wl6qKfnC0KBFB{Cvgyg~(lz&S>6ye57uv#< ziHd0B&~KM{mS>+vG&V1j27g%KT*4tBwkY-E1A58PQ#FD$X$xdq=IrlnAGgsu6cqv9 z5knib9$}2aYq|$C5yz!6^APEnoKb3b7#|o)%Rh6m3~Xz!QqI(}tH+A^D_-9tR^Ts{ zUuwMD0bPd{e{=efu2x#;_!sox4*EQ4-O%*;V)!sh_}JD^7qh6mlgMO~yI&l}M9mQJ zDimt&PZ!W;u0IMKq+wg-ARrxt7!!S-(>;rY)W}sy`CyH0Nh+FtT^xZ1T zSLUlN?Qr%=y}h@U=J(XX8|}+i@>Cw29GYo9k%QMJ?n3P0s}pXF;|UH;Wtm0cHH**9 zm8tf(0CIL&v|r=Rr*q%3n~F3i0x;RsTwXlP^8(sj9c130=zf>~1bdjR2=MWx0R22( zN2GhR{Bj0E`pm1UGD81J5(~1!&k@l2Q9S*O1sL=W%#y@uKbhwkKlY~>`#B`NPnlAe znyn?;SXB#tzu|g-)78>{?fiIOgY7_>p~Cv}_vLOu^eD+Jf4UOiuL4_}>13TIH~sn9 z8jiEhP-g39I)qKGX`-4In&#J^M5AX!w`L<_p%UU$^?G?YtW$GTtN6Sn4P84fOzRzH z?o@Ql5K`f8F1~GKI*~SQ-#mr*c}_HOlWWXiXJmr-*i2~= z@$J1h=I@iwE^X^G*^NM5fW97kp960RxwD1YX4J(Tu4j6@0Y-6HBGelo+0ME50(O{B zyX5#o#~H{BpiFe;FbL~VjZ8Yv2-emVGFQ0P*ppJI`y7F7{$+a=m&qB+O3b;_e$Z?>$A8XPmOliftWig1cSQ*Y37isi|-tl+CBbO*^%$9 zIkup|SyI;msaub!v6z8g+h1mA8V7#;o?+Fprs=i_c%5jI9j(clklgJhiiBZkPL&vC z>npz1`4-Zyns?d{$*GWJ%I%+;6=oDD>DHh1GgeWqgk8u^Q%14^!PgaeD+>cIo7&%9 zMva@d!t4h$UQMrXv~SBFiJ*}0XlNvtB7$K-_PB!YP`hHFOT-{HNnE6eisSINTPTa4 zz@t1gUSLqd-o~2jxh&Ktgg%<#XzwH)8hUC3A(JU2TC}sgtO>;PZ-B8$z3l~wxxn4j?dhf5D54afU@ zy6&4hZf z>+w}X@(g3PL0Bfbv#h`h~*Q^DO)V&!u-LxZ#h(O3B1*e;DBRZt||5| z#>|BhKC1>a{85k8hn`Gx4vw4-p!_QnM2~`;82{1gC-{LZ+6IC(DRT^ML0L zlfOWKpoBvA70Ajdw0g}-@e4Cp4%Gx=F|?|cnDnK5J>EOnvBjG$5*hZD7wVVFtQ6Dc zwZ0VoX*$Km{apQ5xgy3K0NHRsle!nPiJJ-L(;tzH00mwfC|NHWboA1Cr!b~rPo-xE z79H1XCTTvrwM)&lwk3Nj1{cwWLKA1_)Sgx<-%JXc%UUUcs?ITgapA|OjO-N^#x9>T zoYU9?S){icr!JI_IuAmaoE1-F@Cm`5L(DEDbBw~$L!SZoDZwAu=E(r-KY>z%ea6Eq z6(jU`7a0D zxnQ~$w{|`^u!crGT;iBTfXwBU<(Lx`;A5EJ&wQ|`Q+o%FDUug{U!)T1 zkDmI-iO6gRcoZ)2vwsS={V`WST1j(Zf$IQ{4Hs37pZ+e*TgikE?3F>7A9M;?#(Kx7|dB8ZUp%_~=6ND6q!ap}gZzLb$o|BER!X$c*6&J~eac>~Fi$ z%#dqWOic0ci_`HAQ6^5GoBW|ZXL#N2fActMV?wc;SwL4aLSf)VWj`#XKdBdhmgVO*y*(7W#l6BlGLFyRvn@crm{M_+i}#buB0jJe8A zI}N%4G&UV@qb3wmt>)}wv<14^hzx9l6IJol{* zsvvHUUa=3k&S;u$vB7sRAaIh2fcFMEig22unc<5SL<*g@d2c1I4PC7Q=TE`AEGx=r zO}Va9hP=)6nJB!0I`j7EdV32ayAvYB%qYL+<$Rh!gZnadU*!~5%dH9&8A6OJ!tH8}^UoU~wB{ng-SBm6y zE13Lwrm6I6cPD-86@~(%yPu~{Q2w6`^kx-vht|1Hgro6V&O-?z^GKc|VJuo|MS-q* z-tq@AlO@2R=IA{8{R>||W3ku@gPU?vFSHR{;8>(%*Y6znn7g^2>D==#Jhs6Yw6$*91-SEOd!hiBT)kqZwdB!9RKvqnQeI(5kP446#kDU3L7nWR zr0A62QH3-cpod%am8F4m(A*!5w@huTpFfU`OPO@uS$RBp-Cpxvvwkc3Twc2)gjqrO zI1)Dh$pPriCZ$MakGm%srO?c&mfi)PO9#KrUT=3RJv8!!lv<2dP^?G zmYAa)GW7A~L0e_(5YFBs-tYp8u`Gc)a%=uU)K(eOl$e1>icoBdQnmy(NFS!Xz0{qw z0b-2ld}vG&h1r9veRa>7{&WhF(oOuSYe54`FH6(Ers)P<+VTEvW?R4n@vb6cv=G{> zluBw=m0kBurY{zbgPn#jwSzf#r^%JLX%d@K^F?67G0Nbp=6nm&Z~9!=-~+|1heGNS z-9DMI4njmFwx|iK3L{u(Q+_)z=^FfaU-?vTXaZ%_@6A+mvDU3~$|%oS9KFZCA#ab( zxD1a+3U8jMm1~==$8HZRx9<$H_8HnYEz1|*XBQ=Xb24v7TcC0Y4Rf~E_V)1SyC9`) zkkvi1s-z(!j^;!?RWA>|(F;4kwQP4T%5@H}@ej7AE$Al;v$iL%J=WV-omf%%^`cBb z(>&!ob-WDl!vPPS@nbp>KcUrrsjS*LR%cnO18n|M&KG__`RqFUeH-F%*)@Fa7Pw9I z$X&)Ag@o?0+NqwUQZrB8qwN<6{pPCOE0=mE7AfN<8>=M}`ttU>MY%3K=WJ?=W;pk= zGTF|l7r;R?GFlJR#&NnmoNhHhGCHe=)Nn`9v$#jrPDU;xi7UBNg*jo*&hskiR&T?< zrtld|)*=L(8?dTS&HT|#te%AqcV979z6vXH5P)Ft(UK7Aqxu>}62W;cD^7M~3IjNw zSee!x>l_V^VY+*@@FCVr^hCT#9*+|MS%_Xx>QNM{Haw zpp$KdfSTj)tMSZQTa%-`JNYy?Mb56c6~&~UtHn<-@V zL($c*`l_kHmBlE2!CgV+*;CZ^$|KsgO2&jc3H%@kw^y8eYs~vt!Ey{B2uQ4(w0-@w ziR6fcTE2#enF@H9F2-}zK(J=HM+oR)u4YJv3^1uIK#rj5w@PBl;9jcMRE_Da)($@h z{%ZE@2|p?6=~#w&^r}o^gB+%xiCikEGyQ09!>*_?cYnU*T@`ubqpu%4Ee@3`9iUq) zhHvP)+m23Xwvs4>XqIqPX`bq9$1?E2u@(g756+Al5ol@cVPU{dQw+Luw$atpQg9|G zU$JiZ#Rx@7ka*#^m=v9!xyB9(`W4^a8Zlpump^XuIN_vaEzcuF*GF)qYIhsQHhCMu z93(&G*H8aiiVU$t+oHLc=g6iUGh3CCphzo6n46zPt69l?idq3MJbWC98`S+~b4@N- zGegr43a-UB{gj<_)(T3xXygwm_oT}zOOmL)l_0yGr{Scq;wE=B*i?IM;;)lmcmO$) zS1MNhGx)S~03qFL{|)SmTLH3I-K9ulNa^5Qz zvgt>Y4|ltdvGsdBMEAA5w|CGul`n+A>%0>Cp3giU@u*_IQq{aS&k`h^juui`fzuDP z0#6*re%)Oc74FlUd%{hz`7BaaVYH>+igq=qtyxK7Fe|h2zsf0`OHj8@G_aj7yj@W* zNc)s=S7dPL9(sjeQ^^?a$o*)VK#Xa~7Kt{fNW%H1`5yWzLkXyK^UO*{;k(5(-U=MY z!uFr6R4_g~xUktWoG#YCJs_K*I1L3KR!Ts5@Dww_-)?Z4R{P8@rj?zr$gNm+3C&!G zVDZBWWOdRA2n|DZ$4wBE+iJ3ST94+@+rt&_e&5AK(1RuN*OndaoBLTG9LyQ^BYWB~ zuZ)ywg^fIz`owH%Al~W;Ki@+k@fg;(?PquD$YG#CsJ+G?h$A56<&57s$iAWJ+&cWU zvx;~@chX&5K{A#Aa8x$x%-krk{WM15sc@0>9V2x|y3bvqQGM+^);-NkSl_HgsX0Oe z=TQVzyTi`5leK{;?jPmMK*RcWqA)_nJv11k_m$(VkzFdo)Z{olkl<2bg4j*@MlQdz zB{8V%@-tn{R`0BGbGFQ%_z%Q09(ve*=Q)ae-MGp;IA<7mKbul44lB}u`>GcxP;3xh$dcR4#Hn4$jGi)+9;b&O0Oa?$H6tEx!n@SA)5-12C=9Y`S9e;b-?~d zuBlHf>JrdcPYV4fBW!_o;+fecB3AA8hU!qmde!6l}A zQrL8E4eeN+8p}p#1}}|9y1>#{(*5Rlq;#n+G}oV8b7f`qOnbxoae?2bGHqhQb;__Pn#Qq08-Fa3`)4;@$6k0x55y7J0f0Hm3f zq!=mcI{=S$6=G%llB8!LRhH;sdG+{~bG+Jz2TF;IXmON>=U2mAfqh*H#rLcYThp^t zyrsTW7+n{4Ot25s4gZKfJ8a{J%*D3T6c!6O*5iq3#m#A7e{MHA^DDKIQkyG_(($+bY_OcB;W5|dCck{=(e-M`8_2Uho?Q{;~&0 z!QP@YkgdJ&6t7ThNiGc4!XOfOF;+Co?c*0HHni`W7mW%p=i$cr!n{kdM{t zCE6SDaYWR>E)aqy2}&J}uXCRd_YnmZ%nkhR2k7zmrU5sE@QYCZ8BjK+`sLsp^6{o9 zIUE}SmU8BJ&>{5RB;oV)N1&8sB%g>#`~hc;lflz}j-5nWPacLE zaNkuVfO#FN-v-aC5@uO|>rJ5F;d(bJW~gc}Eweden3RKwH>?7dG?);+{lS6rJAnwL%)vpMv0BP24QV4!ku=8ef6qdW&}x^&G~BFr6zC9+B~yL2e2@tNl3*_`rMp?&Eq3I_~#itRqLpu7?|Sj(=1+ z1v?3-{P8m- zAYDA1kZiIFyu?-HOECFcB8fs?35A(ZV;Hq4+57ZzKWmp5E1Qk)o^Hfv=7KBB+;C|S zcu2b1)bY{jaea?Px_|5W;#dR(qU@#^?^RiQI(nvH7j=L z>TK3?qAw>dDbuQ~@SRh3k?&I{+B+TJhpCn*8Y!^j>C{k(>w@YQN5eaEI_c^xM@lNOD-bnu!q z2{vxsi+-g|8`N*(dO}!o-gg_RBC1MqOBFGm%wT6B&+4jdt?b{%9}qQgr`c_OXW4%Q znNfvIt5>W$WZNbSJj~R9d63T<9Ev9XRVIIVfEaX^XXU6OP~2;0a`T!SysM`lwZwq@ zz6Rv2p}^{M?r-abzN|S}x{ps(s+gB>MnX;;a@v-iX@7W2`ZS9OZ^~08K4Y+PGR`*z zhnG(3#1xB{*=^69d`?=`w^{B5_BAjltA6aZ?AYRaUn((#f6XZW0aU`~?O-Q1$V_`e z^mq4N8nS`W-`VUZiNp`-`YC5j`!>H&Pm@<)B6z(N0gck zCwBD+4*XULJ7d~?u2Rml1yfld*06YfHx34Jy)|EN6mf-nW14~K;-X5vYEGzWl&bn* zP3FsdMstUlR^q~~$kL4(JR(YwtXBj-jld_p1Puu&F?l=M^`ulPPrwJl_xZM68H=yCPdi{D9ni~*q`;;xC_XEqW8e)ET9eDf$R^=vdQv~3|D8Ii zr)9#Q#oOU+tsqSqEOdAvPiecxC!qUHLi@x!cgR|!rr8RA7Xpi<42!K6c`sZskf4E* zDwm3WSUd$8E*1=Xf*rS1>^quC@q-^G1Z;`+xQZ?q&|jd@fwD{Y@g0~VQlJ0?uELFt z7D(M?C z)%uK@0(D8P%*rG0RC61AD0``~?A3FzBUwr^UagqO-$ zRXg*h$s4J^p0cCMP~^`4Hv^&UaBZ=&2#LY(+6^ zaPGIBW-n?@xqp?3ltx~5(%d--Vokkp+eY2|g9(2A_b>ul{kC`?+Y-oLla7{-a|!TM zZJYYK;OAEYib3o*pI#Z6kD{E2?v~tCKJ7lFimbr>KQ(DB?6$M=0PY+f{(@2v_3P4mw_wLR02Ebd>2VW!(z%DluNqRx-JAg=DT__@aB;_1euIW$U%w7HbbY zVuM;zHy2^sX0(qst*-rp|D}O|-1}*_&1tGerdlNFCA)`G{v8|p&tZCR$iNysHYAKg z7US(t93uSl>5t3Q=;M06&(N_0jY1_;Sf^XAbAgfvQbcmeFIt*yGmsla6-V0f9=i|S zG8Fzqo<&-CDHhObQ3-gdx&?+J6)hbZ73%jY;>?W=f}7WN3sE_l8Wgvh__D1QyeACK zUvqx&#M11K%7MKE`hkBWEnefw;7Xm4$lmJU^TlUbYTM=t_|T8~R6l5^ox{14MfkrG zg?3gsZl%rZtQpB68`zm$EOjgQel<^k=t4-9z(M%+_Z5$XH04{dz^W&%mYiPhM(P-k zETCA2%G@P5yN(IcT&N1nBUM^v7=TI~FxF82lJEN~-;4jscYnTr zv3&n$iY9}v`}8I^jg+x0AoErIcowQHP-WZH>}eNpkSFeyeqg;*^f+w7(8$MIz)HRa zP00oo>7}A`NahO8aorp((8}zG6@`On2Cd0)4+gbnH~B>f{HKT~lCP8qWfM`F=dO0v zZ80l3MgVxji5x46UHzSAutjVR<3|#-`Pout$V(X_B)AHlRa#;wM#hPAwRj;TA@B+m znFNqgvN)svvW#@%hJ5*He^v=$`H?UvLnf@o)nu5UVv(Kgj>7{eD@9&Wf_jl9Xe_Ka zmfGC^`<>nGV$w9&dy)%fuSYlS9(z;@Vd^Kzci1m>$QC{%zFK2$?1klW6TK`8CtpW~ zdZ;+nejKdNKL^kb3JISEm7umqFtLY-z56>)J&xAA_k;EHZ)Sc_MC=a z15T62E$!aAjHH8%G^$~#;; zQfAni$jjwunoBM@sR!g$oxO(RuBszQI9RE|T2T)vS;#ymN){#R)a*_K^9A#SKto$L2^3?9z+liT4+urMLzDXKUhF!XrF*Q6|QGtV#l{IN45{1mr#`X z3jO-G3!;l?_ZtY||7QgMl@Y9y$q7bq#NK6jm#!NS4?hF66DBQ?i_tS=YmF&1(~tBK z?{h`Xz@NVLIlXI?_Rx0Iy$LYlXvLnGVQOuD&z>x3pqi>uWn2%+=Au_m5&k_Af4B1s zEk(8s+3A6I4*4JXnV2OKE@P%2cOKdp+>U$x8UM`B=n0T`m{--cDzdozTYd(c;q^+E zp{!*W>LV6=z9%^(pFN-=(z}!)A4i|JDc|Rr2y$NjhnHOKPXh4E~Z_~ zqG1zpVtWIe5k{dPrX>(M_Z(xCj^)Nj?~W$~10YSD=8MHt63&C1xBTMz`H`vrZwZ0c z^`uj%&FVL+lZ2&OZkd7jx!0L*o{PK4-ih7KkPD_;@UlHp&^(8omWB< znf}G0!AV&*RYUv9D#@T1E((?tl7NiI?LEDcRMhjabSlPB&Zzxp{>LkG>0MN6qJUyt^nUN#u6HojYzQT20B^< z`q{I_-v^75c`m(4oC};qEBQDs$-_^C-Br4o$RZ&P_0ajTD~ybn2Su{CAgq#x20wiv zga1r)##dtY8d_8*<1xx%V4iy24lzN%;F;dJ+p>%D^DnT}zk!nvJ^96_?22 z^2s%=lKhN(%?IK~lG!k@7PEC&CZ;YI$&`KXBfpNy$RjAUOd4Y;F(|sg;I!3M5KM+h|f8brHZ zvSGiS&2oSu$0@G%Pp~x{-`q-pTNFk*@X^8YWCu8R+)zjjSHN1liaRNE`-3@p#vyk0 zjnNT^{}E0B&nD?Ytef zH#(f14F9$C5WT&LLQGH=h%h2em}EhX)ha_`i+y@iad0;-U(}`im_p)6ohSgj(Jt|G z)U^n77$DSWtytOJck(zAkEl0O=Oa4F;2oSujDkth)pAO4q*S-sDJwjiM`I zLZ4#hVw$S5zJeMn!n|7cH3Y#Oi+�svRmT*_+dL;t6C9ZiLunA(c_5NLd=jCx#evUDd}jBH)3G7};N0(0c!YbCX=`Wn9`^u!T- ztH^|8s3M}}e`D%6YD9li`a&C91ep?pCVWo-yjW$d4m zH1_osNn&w-Q4#-6B9;Fz2Zxj3T!0Zs) z;JN-RUk}X2f~7bx-^mJ)l3F3nRp~nhE z`oAbws*80~tY3QhqTJ$}HvEtA|Gw`(MHEFg3cKWVUi#$rmo>CsdI?_2Kb;bZG}X5~wi+z~Vzupe$mXMT4b z5HBdBsd)D)l_RGBf=7)UMP9iz%W~NOAW-C}HrcD$b*_qv^Yt0pDeAkIO88mL-}Cut zqju`}+<1F24oS@J6lND4m1w0HU;UJVlvQrHo2Z(N2ILcA>H;{cTNe?0Py4mwAY!vR zIq4L-Z`~FwEOFCD)n|X3B;G*y5`Uabzh5YA5>x-3+kNPY63zZHN=>j4%@KNZQg2Oq zvglqHDwkG-@cmn40J_lo1tdD8Vp)qXP4kixYP`%U{$(vq7=8o8=J`2(l43nx6mE8yjhn3 zWfYVbD`a|x5JCBF{-nCRCE!cAF1ZNDjQI>)kj!|un;cA|b4d!I+wV_N)nU%_TL+=k zfzof1G+8XX8RVb?h1xM+1*(8S6fwKbnQM%0XIC(1swXZ4jx2s%kXieyOb6pp{yj9! z-f(xnj=|BV`NO`5dovRq`A;t_#_AUBFmN#}yr$vH1Cx&IrU31-EB10ppRHG0U1uor z!HoP~5bRGPBS{Ep(_ZnLz)#{3>^RM7C<#}ozXJnGcIGuXKF#gC7_(Q#G3oA%TiFKW zo|oiJ#n3wYWD9*50tMfY3vmRlS8oW6n&)0Nz3t8x;vN4t3dguE# zOx9W4wAkX#?oeh67vqfO15ZgIfiPf}s6kmUmrUu);)3MdOn80v)%qgb-8Ye-2-)+g zMOF>udv?ifR&_0vY)))*`})U$#i0nA*AcCjp++v zt`;F=>7b55U8r!1>1;uE%~61+23_QLFcLm~V_aD=0mc7(8!P74S7A$9&zF0N4rJQz zZ!quud5upfx&k%mqq?&Dky?-5YhL#h2y3D9&>$j#A=0=4Ce%T}QxIA$1$~fo10K?A zAkj;2zqY9X?Ek~y50MCI-r>yaatzz-@Ea4vGdX&;5|pqZsW7UI(XxsBHqz5C|5Uu} zCQf&yVV)+E8ox{~xAl)x8W|(xCscQOgxVJmr1%*vJZfx{>DyV+c#HeS@@LzNKecfd zI%W)B&>~#U7icFFq*A@25ORjIrT#@?EoG{syzZC`w*j2o$L*{XdzFFlvK;hAgrE?M zi}7XB>0-=xVQ7}pGBgn5y_IjEmu-S(m%yIn8|APfj;6z_t}u}ihF>+&JcD&Bph(m{ zEaTPQB17{H!BDRnbwyuFB9S0YS3kw_d9_-lpDs0p-)aRxb6_@Dj&2j`5~dEgw+*fV}u)oDSA#UCdW%f`>4ZE#x~v1KL2%uC-JZpKRYD|6cX zPG7HVPy4ta4MrWjl|WXn7=b4;f^#{oi3yjPMrZZ`wN2PWq9ce|XqvZ8j@|l;D=b=z zMzwC5oTLI;VXv9A=@9ycT){ONe)~9=JwhuZf;G4!&+0c*`M0%iq@<-P`j{ZaC}8R!!!A%Ioiep8;fm5XWT~Uig5)}6fzdUo0Zs6#QjWQ+ zQ(rnwpRPxwTJYQW>BSHx5IwvYj4cqQbGM@IYmlSAps1J&T*VGX^|pVmwxgKKG&`@z zRPPO~e7lOBF)(aKwY%XvoCu#twrw!0Y_5-m`Oo}0m6p9Uwmhee(DtmXIFEQjP4s{| zH&7n5@A-b3&7N#v*_iIxqUA(HY_OMJA)bPuqtwcd1VV4rlRSQoE{D(-#N_z|rYyf0 z2_DhCmDbXgHWs%2vw8L`Eajigvv+BW=&WT1e|5GhNI3*R>|d<28`@ZD<$tPp4c{0hUjn$VACN3%^1& z+@0d=>c2YW!);NmXU$ELyH4nR|K^n6^rB#%MAuF%U5jt1!Pk-2x`n`@_++N-X*7ig zZ0aMYO(jOB$R)OCu;8$f5zFzF|=q)4~ zoexm_&c(<)ig(rU_WJbMr4}U-pI(Ax_Q8j?1Wimt{Ny$tov810HGfbb{mrVp5$Twk z>sA22mh2Ggs+?A5*+N-e3fDB3h|W2|AeKuW(`O2CYi=xn{qjM05{-64X~8`b35S_eXF>xxh$t;pW1b!b#;1O-30`dP(F8~5o<{Fhj>AmQMVG<uR``{{=ydH|3M}YEEQTz0 z-OUTmn23=dmtRKd^&%xd&Gv}Tkhz{0Z&T&cs7q3liOrbc&>D1j7XV=F+z_ZJz*hs* zC*!N-ncd5ML1oxWz-tx#eG!qqG*{zSxQ>!`lp*34W8z$63i89j3${TQ6c+u>d!|bPQ79PbdJ8Y$UUpV__VG+b2Upc_~N)g%IJRELH_gFtXRG>nJ$m==8LOjz$%g&;`vP3m3GEe zf3AV-XIbL;O={)9fJC_C()Iq9ciVDJQ&u|0j;AzXo&DlVCYO9sh7O4evspWpE4^Ob}H#Iu@3y%EPwf0eL&kD38`2Tfx50okWVE2 zIJ+U&JgD${V`g338;Xk%Pr(2qIodevyZsxVO8D0!3vvTc(^(fAP+?z)ufH)@Y!qEx z?^+U*^{8nu=+qINxd4u4dcJe1Qf)a@SM?HrKxNIC%Qx)2~;r+#j7(**0UvkbyPcDd11Zqf* z1WMD`jN_fP#C4LanQN)xUy{A)kc+$)Nm&ABsa_!dLawrO>!wh$3vDpTW4OlMlSFu=F@bE zRUs2DvC|3%te&7q*Dt(pp!h>L^{35e*zCz zgDb4}lKH>ewDtlIP!Az>V?~3S3JVnLlEr@1V_L@$@PgZ!+o(;h=?b5k+Uznnk%<%< zQ@sC%c)Q3SP)7Q??avc~vPT~o&5FdN(P2EKQZpoTS;t6E`_WWAvj8@i=}Mh*V?DA3 zPMUz$)bsVyy-mu@EmScbGdt?!O1r-VRk$4Z87zijk*Xs}g?xX_ z2vx;%!&$S6JA|j4_uVg&(|k@7q}%DK%dg1$q%*zjZB#*H320+taA@cdc8|37t2TgN zuGri9-0op;v1wf=ScTMctK1=ue-I|YYa829i(rOd`~`x2dkc*@gwT%rbdjHRKfw^u zr8dl}PZ37TpEdnB5$1FMoEFsFdB?0{#;X;)3MJJ+nRq`*9!oJXO&%E&X*MC+0_FSa zrq~cfaq1F0B$w=z4ulB%IJE@ItpDSgEN+;Vq0Sw?;$=x43{PH@o0+$9AyqxZ7vL2M z9I^OmKsBFk`ut|SP!ueUXn#v=WFEc7X))!jmRmoCa(oRXBWGKd_}MWKGE^jc=zR8R z_0_K+wE=h+7qx9WELh9P3l|0DNFXy)RcXu@feO8F>aNkge0G~jCHqYsz&M)&maTmJ z;%94&siG?HsO0#TcfTlvEy@=o2HPGaQ#W8Onmt6|vLH81F#Ey1+&BOJf*_4W^mYCL zmnIdliXQ+|t&&|ib==`5Wg$LLAB>l?^AV+(>dFu`Uz>gSIf63S_l%l2_X5Z9Rc*cq zzLQKf_v?A4W{ToD!MVBXw;K5AT|h)$0;%Tr9lC(e1+%+bDz^t0ZmM!tx@#IhFNBG+ zfv&B#5`8AVry*yO2UH1+GYN9`rk%9rk@fi2Xrc+i;n%3hAlp)^V{5!`u{%MXY)4~U z1v%i5OU0-2M~2*FdE>-HUd&i1h@onR&Xn8Y72I;*hUSF@*d%bC6~uBA4Yg;tV@<-x z7ZF-kK0?Bnw(QO*B2A0AF$?LB!@7}MP~Ir_PM}qWnceeU=UouDzZi%SWc$_=Z)m^p zE^l)E4k*)x8LBsW9@>D{(W<)*y%h1GYr9>4Sxf=mi57zOOj`rh=X`!3i_HsFO)_f@qQr-NB;g;M9V_- zj%Mr&LGp1=lWpu@2V!238T-YXA)0VcS4G{F>b!nx7MRpWU4_2K7Ld&;Db+hfSF!vI#9h>BK>fy4$V+NCpp#or)dw9-)}+)gyQ$O;9tw3LmG5uT zb-Ef&DiyI<7d9co0We6r&;{xJ?Q84 zPYc57nANrQSx3Gzb`=M5Dy-Uj2rirmxLVWto0a$4Hcp`!pj;oNp3Z{bFZwrc!u0u{Z=xr56cn(%9@EEZRa&9dzf1M;Sp0J1j9Rif;*6P0hR4#+a^&cLZOT zyrVTF?W*K-SE}8wv;Zn0-F&gbjW;ea^uR92p z(Phdzri`+cf48!4=KK;n zI>^l6AI}i_wVUT262wj|KTl~6>qLGc(Cc9h6V?|HysucHlk;S7UU*Dy{dq-KgFUKuCeOm_rH$}C_=TnFl zJj=+5cB;y~E`D2;PN$itGc5toj1J}5cKOPBj}-{Y3`RUccy^-7gzEZ540+ zcOLF7i22kbZrkPvIgD~=^} zO7l zDaV!j`#7ptYdh5JU_iaM;(xwRc(nkd`&XZY+l2l<`y_(D2QR)d|ILG!Qu^91tj|t? z`^Vpzd}monFvBm}XFoo$*CMqpf-H+MsZc^sM#W&3rVAH8QQsAXd8#~Q%`G%tsvfvE z;q)LL4;5hRCgPqci9u+tqgqAj zJuc5&lSbn$pTkvl9p}1R8zmkbpI#ibt-oL=xh-zE8dyE-4>8;r?8~lKrMb%}hwNdo z)J&g!E#z~TsA|RABx&C+VV^g4Y~S_v@UAjxm2>@lZlhhYt(Y!g!ZAe)YH63l=Z$JDl;nBI7zzkp57Wbo5VSO3~>( z5u1=Y26NoIEK`Z}!E)Tk7K497D#{1=sb#yPQIkJ!+@Uo9%MkFb>cq-On#l()y!wr~ zZYeR-mysn=5SgCAvgSjW!2aI|!y?f(I*{)FjB5VZsD@jXc-h)R!*qu71Bwsz$%2qJ z`3H!|Lp?sU_T5>${Qi4ZmA2qo@yFaA*MP}f34ZTD{f}@nogU0b?@boc(il8dfc z{_5m^q6<5-CVFvWlVM~(H)I*KzR`tfFb~dpdUFE=F7zLaGrlYTLKpOK+#qXf7+_gE zH^p{`!94MDp8rbfE2a`rz0J-xD*dDS^G#3T+c*R}1)3YqLGcLSu&aToPS_e4hGo=o zG@^>Y0jHt2I9cXWV}Z~AZmp296@dwMEtPxB@nj&7&NHq8ZARD=KBKi+TUz`QC2Bi} znY8>y7gUf6sC1`zu_mQCJ}4byML|Q!`>$TLv!wx~!s#Od*^t%UKxw%5W=P6Ii_^0y zn)^(^wb@UA)+X5p|F$T1p=N6+!vgShDH`4smg7phMi|pH(G*1g?Z-F~><+T~eRJwU zt^8?Z2a7$%f<2fzYO4l#S$8R!Y422mGWasnc?2;VvmFx6uyUCIF6qn8J_(T0{Kr`p z^L~Mg*&ELutMzar4+*TPW~PO7g5ZUiDHvDJ)9}J}&7MUmhn^-rME!ve1cCs-k$~Tf7)lO!ytgOaspLL zdfE&Ayrikv+0-AiZ&AHL<#SGA*s=VoT}}<%X^C>mrH!PQDK#WmaZ6%2xzM;qsQYSJ zk?d7DeEf5+YG3V@halGZ<9VkLf?8VyTPHm<2Cb=VND1neC=uP! zI}JJEyHj&A@EN1kOQm%oL^C|vtXK;fhR#M&h>GkQNNGRuN?M@%DsSb8+d9(!ceGGM$clnWM`&V_%$>_{0@RQ#qbk? z3%j}XH52;@lH}4+q}~{iQ%|70Qk6oO23y8WZ==l8tHAZTsdoS@ z_mQfBw^G!Kok{JN?fk~3>A_c7Qxi^9*LJ9-V}2bpcQIs`fOUvXh?tL z=EPlw_jLz(d(z_6G4l?aXZCHTMvAi5PjgVR1cg4ftOeU4h6Ws;I!CVToK{dY8#X+g zfG-fTdUTow?yaJ09e1b!=cvSdUGv>SWjsIi^VBj2rysrP)uUSAOis1FuT)tUE}hb0 z)JA1mrsVB8tRMJ-cibdFK8OHF(4G4^<;57N3zLS$jMf$l7**hK5#mCNX4&|=xNsl7 zEEMa^PGRCEOr(b6GIW;S4C3$zfpV;TP_6KHo}o@hFkjS)x2@eIx|jigJQ?!k$bH~$04!`}hIAPs5Le%Z)jS}v zc@TD*9hZnBc78gU4qX!nNzB>Ed$8Hg9F~ayO>#nVoqQW~-!WR|<_tJcBKt~HkfYC@ zfM4{JVuL3|Wh6uV$N$(fRwLE}ey`oLhT=c;BFy9&oPH1LNt*JbT-# z{s8Wli`P1HV}tF$Tt0_N^~ z0I4A*GC_%(W}U4s48NfU>%?DsfK+P9{TS9@ONc{;eAFtqJ4z%)1q!(>1Hz3U49g ztWz9{r)x>9vDN6l$eEa0wDM;2=ES}WK{jg<7n~9(5Oh2#y8wblZih-T?qDx(qBv149cQdR@iRpe|Fz(*W>AV#$KW?P&Mt}*EPIV zypt*GN8AkG?Y5kKI@x$@zCiHEM5^r`DJTC(BHSr|AKVXmKa%=UBYKB7hq4S3^L7!y zsa7mBS?`e?`h^Kx`UGq?>p4c*PC;4vAh+VrO(PjmsxGhI@sp1hMc4}kPe6DCpqg}! zsW>ZqeC`>(uV%rFP(_n5J~NW%JK6+5>!(^tA79-?qJK5^4kD36_B^gSMw27>O*fU+ zy!smr;L^R_WK*Z=85OC2nhpi4w;t|ON?|gUCZaVs@Va@dG-wY=Z0W^0s8xZ_J-N9xhTLAVr{5 z5iy?VR9uadV|bDe<|{@ovaeCKO=>>0-F)+q?z03>l$#NM*4 zD*HUc-i=e54U-%x2DIdviCyBpC4iTki=-TMwYQlFFkbbork4Il4*rds8UcMJd(pT4 zcJX&%mD~mq_%|8Wz!^f3W`2uMDe{Wl!d zMR>%=2?*n*+3>Pu@u3nMz5dc@8ImVj8=VIVM^q&ZqEssNe|wWbzZ#Afl&+!j(ck0UVz z)gU!uA9qsMKbIc9_R;|#ulp!Xb?*GiOmdj|{-AkTxt1|rtb0|5Pw059m0uQNA=g@A zTNt@RgXifJ+#FjizzJJ(TA$ueD|K}@x`+XB30ebFqfVemb!2A4TL2g zV|lh0`dJgom_C zP>rOdVLSq-r(xoaXmA0YXPH&R0`f^#mrW{dMxA<%+%svle03N9e^)G`dH++f=v~iq zSc?Yx4L2wOm4E|O{<|}FG_35H(u$1*U)3Apw9N! z5_|k_WsP*p|8_c%^*6j{xLv zCUN(%dy#L2*%GhFR#8@YuRehgi|w#^#uC7Cy3v|Smf7;-*6_`gY&j;`R!>TCoC_@T z16;M8;B^ddbARY+*Lr9=C+reOvA^EP^)PkjvEl6W9CyN<#?ttU2v>DXgKtu&d{v6i z&?KoDG#2lbPb2{QK?P-^@WM+~@CiE(7(N$37;ZRsYhVqc@{(F>Y|XcG>5xO(Dvk%i zRpB&uht5F!J6;4%w$wZPRGt%gfa?#K_*B{=oy5@lM0>B_nhIUIr?!K}0Hu0{b(*1T zm$DT3k3agD5pf*vlz-11=&2uVdp>TEymo3I`hNUMuxQMC`n~Fxr-h;~Pyjnt`z%S= ztrq8bsz!`u=HF*pKi#-P2M^ilzyS>7%UI)ba7P>9AehBs!imvuDTo%~EHtwQV22m- z#=JoorM4Wv`&l=c%NZMQdn|*vDQ%l&?p|Du57PS`n3;*TF@b#lCoum5wHcIji4 zJV!8_U-A5iQw5+hbYJpV>GmGQ1+tgK{Yv;dMGDvIvtfmLr6~FoakuG_)~+P^32}Es zFgTjdadBuus&J>Cnn*lbqLDg_YtJ}>r9ADa#LY4R1RndXdE8++pu37T)`w%nYIcqU z`WMu22W-#R@Fr)XHyYke4e<>%oD~n0$ss3Z{r&n9spmyEU8lImqGtci58%72)`^3c zM(G+!WQwb(_rV}!?D6WMGyMnDQ2Y%wI93?rv3^4h>EC`w*qb{`tDno-Khp%ip#~d* zLAOP)VeS;@ zcSawNc4rMOGvGa*nRW!@hRa_=UI$*?;9i8jWIKW1X(o%0#Wtg@c+{NA|2w!$S44)* zBk&fmDuQZ$pE4I$T$bbZ>bk96JR zx5&Gp7&Qs#``s-E`S2IqeEl5aaC$W1N{_MA`y$poyR$!%NB%I8&w}o5+*Q|ZOr`a# zOswhfTcV^hm~`D7`0$3+mJ=;(T*M;)DzEu}Go z64u#rgxFLcO2qY5kXesOQ#J3JAuAHpHGcwP_ZDfEVEH_Yl+_lChc}avZfUaff4b*X z^zFeoiq;GIb-%jo4s$WyoQBUqprg;Ve~$a7j2J@;m42DDYhNN2{D+VX#-^?&6c~E52c-7*%he@ z?DyqXTgUNB<(8OG<5OiXn>sO~GsGhWx>p52PMM}^VV2T|KUFl0f?@vFF1j>p7S614 zTnryqVG{)6#Eu3!lcn&a6&ZHoXDVhiqYnmJcUgka!sCZGq?XV#{VKDtowLsB_>iN- zCafj2Z~1;F(4QOkjWA&R<+qnwbILw?qmx&%+jN$}p}s;PKRH-xP40x&1Z^mc?G+ zc-W9~UDmLpy)G4}^J$f)E-wpdcjASm>-h4yZaCmfp4!{7evO|THfQnr-8eZvcG+{) z>F+arb^$$4zx~l+=rHAIM})ALniC zdgbI+`jIjkO{m#N^TYYvDriXC>r?sa%3KNF;H(A!3mvYi$k_k@fB;-@gY$AKeL-i~ zqf&-}_zoes2_?B&H}yCYBCQF=;cCOkZ_`66`fy;5^(&BtiYD3C;2Qd7Vo+GWAQJ#~ znt>Jp1(LiY zs1{mPqQ>?CQe>K-*IcUCV4rSsq{65`dr-!#_w`FYyNEYyV;G5=2G`r8Q{PXJ;oNrXsfg{@Np+bD_}X5H*# zdoObs^Js`o%TovG})k3)ugj<@=GyB6vb(sXh7;-aaNNNRU1YNMk&k5Y=Vjo^#sX*H#NN?#q(B{`H65m#_!oA@Zo6@Ur=<9+y%Adz+D_g#|j+ z$+9Hf?Zc&2+xd7rvsu>TWolHoy1Bg5ZukE3^~vyew@Oh?|0$BQTca1vxw8`W3#>Ysrvim&U*}OzZ7)KPndo|vRf@aB^5zhjZx`4 zD+S=Rc<$*=fCa0aq9Dh0Jl$T(Ovl4$Ko1GFTE14 zfU9U!{F)wcb%1Kml?8|hSb#{iDqmY%mw7<-1h)wg^=~iV-j8Eh3liuWZP?%_FuTL<~8$#w*8usbx1_LsF*v|GF z0TB#k<`Da?4gNNeJiAqdLGp+b_M&zFEvdzP>-^I)0xogVQbr^#=w;_qqwAt#WK;t? z^~=6&@aFL|#jt_d^{+d;%#(^nxT19em#+n{Y*ih?*7%M$NM|}O^#_Y(>F6c>N;>m% zku86#LW4z;mMY{titPj<%_!Xsac=yZz*4T!TX0<_?&Z@nkDoBru1(#$t4a7>lbKYY ztoEELYefFuvt_3IoeG*v2%YKA`jrXR;zj45t58$v0$jYAR@lI89s9G9!=4^yn8(6z za>2G321(}z_yqSs1$Z(&($KYDM_Ukhf%Edyrik)QK;pmtEO3^kep$fu$gHT%{H*53 zO4m~@E^6gYCsWb3lWR4hO00{{6Ngy;cqwl(@VX zKK+@9)H71?h*ygkLt;l&so&P9@qrG$49p-cM+kg}YXZdUDGaTiYIXk=;xF5>D8fv_ zrTm)%Fae7`A-;X-)nU6hKj)e)`|2}qwYJC8D&!(xYGD303w$U z4jIham(;kGY)Z!|*{!x{j&{RwHC>PWIib~@umv(M+oOy`L8nUo!3#r1BfI1aL4J|x zLHX7B1T5yTY+Yih(n7fv@A84^R(){8@=Qx(KUb?pRK)+?Vh1$c|3yo( z_T#rTEjC$kfb_1ZRgSnKK9}33--`C`=-oCpeou@pl^?k=);7xXbC3 z%v7?_$&!+3tber8O@N>xdH8&{(Zv$!Av)5bK=B(ArS!&x>kTTojZ?n$f$ow0D~blH zxN1-WD+Wm=HnO>NBsrM+xG&CFyj$FaJ52iwwY_OUA((u1{ch&ZSNs*Hd4#_EBNAGP zm?2h^$G1sAXhQfyL?9A$EqzwdR`O0t0}BM_3FmcD#olY80qxRZ!P-b}2w{&11j9AH zxRsLax9`58mRiO$!M0)vzIv}9J(_)YtiO+(a;a(I9xj-Nj>>cupkgqf1Q5LI{5Efx z2l+O9QKi-ldCb|;RiEy`^Wr#=z<1(&z!~n#{AMdMgYJX}+1q=_+uWUcIm#*I#3)r= z72k`Kue~Q%+*cF7%}k%jQIgvyGbCubX}Y=jE5QD(1lY+VaztzhJ{gbj#A7JT8wWm~ z{*#xKkz`gCo|n9uXfC5;RvOdxO!B6dF=J&`&PZP`WUrubqQ6IONkW-@RAR1~vXAaH zgSY!=;U~575y6>*sKGIAgvj+QJj7#Ew>|nFzEtJB6DYn!j-=Ruv_nv?o|Ax~m0l}D z;8^;y>${p+3Fd@Cv~yt|_3c^9W{E_hJCb;TcWO1Lltr5*t07J%SvV<~ zGkU({9ZR{&-o|)}GsM~;Zk+)>C}B((1icHA3gW0z6e}pU&`udi;8bE$ zCudqHYq#;vDkB6tzZQr2*f`Yi=iCKvRtPl>pac(49Z;2nUdkh>=m-QD=UE)}>Y{@o zu;8Np?x{%I-O0GI*UkEr&WnsP%6M)83Wm9avJiG~#WnibnH5lIzP|&KF)M3WMi}7NS)lOWiiS9adJgF$+e za>HYWf*&fGyR!|?nX^F#o{ar6cij4q!9RNK`tYJH>UB0U5ww|;Am^CGYEZ5b_14d4 zvfAk%7r@oyS>ca} zCiSoHj+u%0JCd+sTzd;?vgdRw(A+BRm#*GYmz)gOhtdw@GzAsH2*4Fi`yEtk&}gjH z1J3t!dSwBI4O@u^oBY`mqNF`kC#+h-CrWx^_Um>?&2`FK>|8pQU2h(T{B&?XDo`j({e`bnR>t6JC4AY4 z^>v0bEA#H?s;=6ZBoHUJx2;*^ExKx#CpQM4T5}TZpyS^~H?is465Xo2DfWHBhLc2l zQxcMGhH61ej9V-ZKvE(`m3I~z z=bZbrSi(9SU0Eh-briii!36Md`}1`SFFVq-A0c?!tt=fNu9sU4pE@CH(ENZo^4({^ zBqk%rhZeOg?)v(q`e0aL(ln;TM6j93KDwKKEV)QtXhiaa6F~bq$hSMjGl?(Vk;Q+; zD2sq1AK0z9g`9HV(qSP8c>wH*fv|BUyR35c5l^vg<&1b2Y+0E_MZcfjC^Ic=?L7GK z8d*iCT*aSGrSS2q`g8-Y3);MO;MoDT$dR?G`D<=+Q=(uj(F-hk7b0Od5|V$@eqQoP zg=paC0>G3+;8O3Jzu)nn$8HvmLB629oE^lNKr$4=xctU1XYoW)oA0pXF)_%|q;kK8 z>)?~YbCG?6g^+@)6=7#|> zC=akO?P-|9K1P;nx2a5nyGSku_28a^uk5d{>*kj+QTXPlKuVbVHtL9VN%l^bFR%AX zGKlL;8D0cSeN3#afQ`Pp!;xt+M&jg6p_rP^+f{um4*v?!#&_txj)jJ#{b-m!sL{}h zb9`7SELe}E?l$bayao#tazWe9G>P7+B68{buI!VL56_Grxi?sw!Z-yX=NB8G;BlP? zQylLnHGu}hYi4}IgDQ2Sk#4QK`-#*{=*MaI1tP-Yq5=}%?pD?$4X3GQ6do#qwkz!U z#2uv-Qn1kFTMALu{t7YnGg^ydwk2;%_M=wOKHC?@AcU!q1tbKF zUFL?dd&@V9&qw1p5$cFyvYi+YO+?&U5)YD+67EEDj@z2XTTf)FnsHC*-#92vlr1~u zP0ySb6|n+i)8{lC=13LS>k~f%=GT~OlUc{(U>ohFie2Q!o`q+K<=`vlf5u07mfXx_ zaB&ix-*3KTmMnjyNFqHl77yLP#;fcf{IDPwqw_YQPq`SC={i%aV!bL&tcej0u~#1>(Sm{`BBoL0TB-9bB2 z$|8^Z@YKtI8e1Ef?RZv?)M2>t+X4M;YGmuI4n2&u8qLxG3?r;6ItV!oF-862%_+qB z=$t&N`?b0LEuOPlAUE>9)qN6}$TU$RLg;8q-;+{f;JD(+(Wz9bXWLIk%NN9~v0K3` z%CHTHB|ixoqIbSX4s)z1X6=yW?fI}^Sc8u--z_UPAgF6ai~vK6h~q$ut0rmGCKMdX zbJO@fRSt>raY%ZKIz8$Thp_QZf={o_T|N_a^K-IOs#))mEg)y-9G?Zwq1b^BVGVPH z>2EksJSNn}(B+9j=#Ufad81gy(6e#1;9H^}Zj>HIttt{B=upfsPh4XVsW}>F+e~;e zZTO)gRJl(k(p@cd_k7S8j!~Q!PraA9BqVUaHK@m!iWI8XSou(rhaTiPmj0=)t2=sU z)RBr}`2?;U4wipffJRy`%arx0(jq?5oX5jUf0#Zj^8%m7r%lR&&EF~c9K%=nt39vv zqYl6nd!cxn!Zjb+f-E+*-Iy?eo-~?wQ}*Zh)^NQN+4HR#LMWS5u0Y-H%*F<%3cwS zFl^iVBS({^h=xQn-^6rAFwje$8*sYpN%7{QLXRDVGcUgU{(8@95DnGax-9y5G<<`- z%4yQ9rg^1iU5|NvN^?imr+yO2CzBw}0K}^cYW95-Vq`50W1!DPep!YPa2s(jlLqfH z6}m)J3t1fabJ^PJUxk{R05j+F+GL8jE%8kLpNAsri z-HVfqze%CokNGG*VdLL{r6?spO8VFqQW=wF{Asv}+aCCS9=25h315<}8#qwAc(pSA zLgZc#8Ny+3FFjF22fUb4FXMEd{N*~3b|a8WDJeW7PG8Yw3O%b7n7qg{h8!AA_jg7^ zT&ZO&FYROz$%(sLNfLaN>J?=voUBui3zb~}uP`=U5;*Jf?a+mRIkyU0OM7L!_c*;I4Zgi=OzDtW#w-1SuQRT)>F~ft z;wK#c^B_En0odhz#$#~N?PQ3aOm_*7HdetlSDCFttk}V@9HUoYlxOu%en*r~uh4(k z1-?Y7H?<0>zs8m&`@W7bJ_xHr6C*y=L3d+Ur4J!#-XPF8Y==>|?KfK1mz#8Y&?AU^ z?tG+^`bw4m76t0B-UGAkqw%h7Q_UxqIWS?mQ{_B(nkxo-+mY0PA%+xm@@V%f!2Lf31C;*~ z47?hnRjN=8f5QdRKqU|WqyJOpIb4leOP#s2{|hbfe4+S{VNRifmnZ1T)j!n&rkx`8 z)OqR7Czvf6FlPT!3!qq15Ae-=4dkK#<$dP@Ag&2bHDf(%2GelvYLtY3hIyh`q zt#dRq6yzZOffmU9{@6oQoOo_Y*igMI|8ifPlCI0vr8n#JGh}OXl1yudiF_LBO!_LE z*?p6|jDiEIh7KEfH>NkV>w|nXh=6zI3ZaX4TpCv*ZI2mK@CjlzMMs(> z6v!XHAb7>Y87@^$v?({Lm@O#LdN+G*Q?JEtR&mC!Xqt;>$=s?sf@eQLOHR$UR!l10 zn#*dv0*FNHTW417^JAHtt3XLtFV7v7?q$YEwt!A+Iyg!dXHfW5%2Sfcm~pjPxaeje zx*O!&ctb%-J7YN7yy8p+Wj+=b9Fmo*48Pb!73qb7e>5h*bP;Xi0(Jk-WaPh^j8r_& zw*7ym3hw)J{u`)*%BBA;RDmPxe?b+PEBuox$ol>NpDOTfFosuYY9pQjLdY(i@ zQ}l9s)0wlDRYe~CnpZxL6+mD3fCBT^fv*}-Iy5uIj;iQq%+m%d+|ynmEt35ePmV4l zN#9+~A=*a$iIy!v`#Je_`wIIfBfp`ea=ahONe;uQDofm|I4+wg=kB^rB~4DBWhycwy2^FipD**~ zs=o!*%;XX@gb=S#J7e=Yv`X^c_;4R_XjZ#<;_;(V%t%o=upqx}Vi_^2n;52VeVTIU z*wdUcx$ zemoe6+7J*{{Z6GuCQjr&m1|;Ok4+8LgMs9!O);7InIY?xCQ*LF>NIR~B^1DV>j8nh zSbbiiS?k4q&hW>jcgAjh^6jUy0Xt-fC49*Oh~%e4-5Y}>jDlm#A%gf#hNTKTcWm;K zCJ$A;o2%;n-Wuy$b}T;!l|EO)?-n_&fzqv{GkHN}@405lR z9MooFT4!Ju;BbtzQT4o;6%yTF%^Cu96Rxw9zS<8`!O18ysXV*r?WM+KRDWqPkDhD$ zXu37T;SN_(0zPzl-y!oC1#alV3FSGXw&RxUgRSMeDQ7xFE)p505C|%`vq^J+$km$d zFNjj>wcA7okZt<>kiAbUrh)fD(nQVM@9`hWkFwQMxwG&IJ5c*}}2HHdsB3 z86U-Tj9eMT5wmn1peTxMC;n#0&!XD5t>98)v#_dk-%e`mN1|vk4L>t&zi4EWMb=T8 zWioA#)FMN4cOx?@+)sr=`jN1G_Z52XnyO)%-w`wn zRSy7(DgID5S$rh<^W4L*5d85Jadl~jIc5#N5v4%5aiAgJrzVKxZ3qC)s245$Qcwf{ z{GyWo^(?*G*K=n>^|gB8 z5zlzKcbzJJD`jG%Y#qbI%8WSkE4f~akz1e3$$snS>%bY2NAM8ap#f23py|8L+fZ&W zA^oWFL)$P*R8ue$>3qZ!7s-!?Gh*@#Q(jYd5%m2jRivev!U|G2I$O4$gr1a|b7NY4 z)fj;$uMmO@U`gur!|)e1MaKF5{37Q@{tDlx4gwptfPcu-Ll0xe(MZM-qxR9EUk%J{ zY-qU;`L(SX3vvC$m+)L`@VXdpH`xF%K9N#(FRUjnQ4Rxng$ z;MbcH-f85s;r3-5VrJ`S`IFyj5=*W|<@K?3K<3I41xc+fdkydeudi9IFqYQbu63rB z)c_^bn|(Pr6aUy83kULHYnzptK~WfKunkk#x9)EO9)$)eJe1-gM0CHz+vH#dnQCwj zf$7EX09S0C9tyUQq9V-ImC8{4g-|F08AL*_*IBMxgkeQoB!L;~bNCA|c|`}S1w=lAa> zxnP`8&Fomw-INksd|eYTQ&7&=kQ+39_wnLz3j(?YkIhe@c;1y2W4y9k2xjn!w%b5x zL6btQds$9)fwcKnSIGN(pRd=|k3I6^iMJx!!k62pGpz^ZO&g{mPB?CS6b-?*rwuCz zV|3d22js6Szo-$W%OW-@`TvW(cW}?cU9(2t*iK{Hb{gAu8nba@+ir};w$-??8{2kc zzbAXXneXg9*YBLc`Q|#Ex%x*u>sjkw>t1);TC0Lb#}^}C^S4tn1V>cVEVp^t1@O#3 z&5?&jayrz6?ioQDe=EnJ5aJ3=AUrj){D)=T&|R(K0}M9WN^LzXk*;D!UiO2k#GN~( zYQZp&Oj$mN@^vw53Z?XYv~3kNQzZw?VfjjZ5x5b z8n#<~A!BksBrDWLehkW3hcBks+ekVd;J??wQ~1l=ICt$UJR8d`sL@naa^lSt7xeqUx}bw}E?9jJ78E_~;hAu5F&AihB-ou*+5Zpkl9JKNagE$VdWbxAx84@;x6 zSksk7`K-o$8s!c-x?J?AiH%1`X1v6lYUdWpPnpja=-nmR40tyPVw~_oBS)cRmXh1l zquRWN(bX3)+0q`*vsg;BLV%Vsd6$nDQ^dt*@Rb=3OuVghb#$G}HC4fZ+l-EYqw>!)EI!A5s71P#)-H}pYxsE7mrZOd08q*z0L&l7Req#P1{pn zswhz8c5tLm)T~x#eY|Cr_+qpkJ3W$w=FWI=`?-ZzN5j@3#31p%_Q4FS_sQ)(YpqI$ z5=oP}t9&1rl&d!=9SO|uvjGRMJMXQQV^F?04za;+0UeFL4jWX#8v<*7c)in?T)V7IW%w)7W=2P)g>1QHxv~Y$OH0bp7^DbaRW2UHwwcS93wX0 zuDf3w{E-4&@k^j#BGdW=j7C%;OHdL|I(7MvU%^0t6OAITi5~xyH}__Roi9t=eV2s# z?~>5Z=68{VzmLTauZ({4ES``Wb9+*L#mcpqc+jk%{x$VSg&?-P`4msjNuAGyGo!?z zV*%=1GMw8LM;<|?@VB^)JsuH+b#FQce;N9XZdnb6%lOJm=JS_XDwBv#($jTyo4+N^ z!(Z}o5OYAPpL$!U)xC-Q(l%|RS_E>o80D#9ajD#UKrkxV`^1dZYiO0 zSkZopHu)rwFLV}|Nv5U}TzJ4R2W0&?9{~p0W35nyn&wVllnb|%hg&tlr0J^B9En}a zBf*`X6PACE7M|P1wq$i5KrVy|gX3lb^X!Y${WT?DKhS6piWmCRL? zniz&q`t%dp7(vgcsDl2m36Ft!6YyIlH93$i000(9yh#AE`9~%Gl}fDn?(*;U&oS=) zEBteE!T&$}^P}Cr@Xu`!{>eY5#r}``=U}@D-f(N*SUQ$}vZ=j|@xl6;K^;YK@F+ zkrXC;A=zF+@>7akk5p?GnKk*QhvBayqd{R@SGkmpk zdM?g>srX5FU_ylF7=VO3jV|~u-|jfCM1W?OTae(E?hd<-QxrHF-q;eMb1+A~D8nLF z3LDGbt0g-v((0*;0k=sIwLZOatyhY{*tB*$T9D|g3nBJm4>sMNeyhmp)P2PJeR=`e zeFS!UDVYb^lojSW=I73Zz$WL#9Zb{Hj%-`o`7zXH)u7! zo!MFRcBoUX@HLB%3q=we=5uA>V*YKrFYs~0qt^LgyTDSHO$YZ4Gbk0^W{=-_u|1&< z(_gL|SKWCBrbx_|oV%qQR18Z>DTPJF=Cht(U8bvYvOux?39!%9D6c2(YRh!UwQGS1 z_q)~LHimEEQ&xxdtLh@dF^Y56k0w?B8Ue>?C7D68)*Vm!4(sr&IMDu|adhI0hP>PQ z?kOPDE_8h~SAMA?Er$d4W=yKDWn_~`~qVz`<}Lh4_&KvkxnJc^z{ez#FF1pAoqrO?p=<7;pz}qiP2Wg8-k- z;5^roJXAMjPA9R)UTs>BH1|#JpS0GbFbExobPfoO2a#(apiBy&HM*oNxHk%hV zgW45c7;0?ol-t=PO@Ci=EKHAXZ$%xsD_ykA(6J3dIc1G$q+@89ga3Z@LVdTSp`s6% zqyqGA&@2n^QzJJ!W$)HW`@9z$085T^`O=$Rul3OX12q{A!pvL^0%WD-DJg%PKDvH~Vi!xmv4KuyW;O zcO~#EsvbdQ<1xVr8Pt3wY3r2mvKFm0?U&V!GL)JaB+hbrGWbtSub(x!4zl=ByQL96po%Q31YB4~#@4Dbg< zqz*eX1L#G+bn$`AdcIoUBTUmd9GT;U9N5YiR$Sj7(`Qdfb97?22}z< z-wr@l5Jl_~my7x_=@M3a{-!_FmI?_Lg;1|p-{>u~qDaIxb2qiAX9 za+&=72266^ZWh_qzgMhtGm7&=mhne7!Ee($LipquYk|?CFbQ_sy!x9Wh*S~wofzd7 z!N(@fQh+wC$6D7^tPq0#x?4$A z5EDeu(7W(>4V$@0v#nl9balh$%2_Gcpy6k88VXQ-&rENhhOw zdpLOxW31Z8dy5ZIUTEGU&s*WCD|R)hiCF_j0v#q%U1)3t)svd9dwT_Ie!u8=>%o?f z2S)+1#0QS+5l1|=?}RBcs>^JJ6FgKZ1*dfK&Bu#-zn`>3j@qLL_=MR=g;&B7fWmb;-5iumSW~-7r$sXWp2@o7LSp- zpXPs1n5Bz)soztB6jK^wXcdaPfc7y9&Fc$d@AF~7Ta5L~zonD%gLf`}HPzoX?DLQQ zfVW;sYzYF3Iv*2OU4ctKum&|mJYe%#B&X&_I~G@YKL(@HFhtUuOdTBt}Cg!?12`t+L(31+uQ#4?pges(b;65y$`} zBq@EQTSf^FV;-pUL^R{{_*(^MT-AtYcdi1l|1GTS7T4_}y@jgpC{3xrC3|p(bg|QD z-Fuf(P?A|>vUl=umY742J_!Z*g>R;vH^qZJciPBPE%Pk@SYqVv&Yd`zlsa}x`>q&i z%q=h^L7X~o+*no38-*n0Pd)`VOUPW4AS`)E$h>tsAG@!7tRjG<1K`Y%ugM`RQ9cyt)JnB&s(l~-A-LK=jk2onFQOd{?0WJ18scx(WJE-PC%`pQKdqhUAF!Pu2nRs{|&(#12MNh>-#PyEZAWnYF29ekSfc!NYgLBrDb zqci_4L(%=WY!&9nQ_S2HHF|416q>eio!Wygn_HtH;>8{Jk1{_#zK}x(sXdt9+yT3j z{D8c+On4C%xhlx8UIES0alpiWc-8IYMq#-egi_g&PXtl+CSvVs!p!{e>y|NspwK}l zt4u${Oco@@@<~UTUZ!onQG2M(j(=4GwMSbk6+`Z;8pQ`HHgd^$5@;zmx$+`LM!6$O zd^)jliqAY-o@RdA#|)G(-NIAoIFgJX$Y(-~L(jE_D2IQ`bY2Zo(kidAUDt8Z^_c9D z$vs>N1l{Lpo>64)yC# z=T}EwwUbLM)(cgdHUa$EXHqI*E%EXn-XcQQ_P#T|Qb%{sr^UOah#$W+k|+dlv>N)M zaou1kfL}RB<8Z2uePH8S5xWb{2ECnt6BXrYR)ve;qTlp0V5Ad1QqyOid=^hfy9t>2 zB&aQ%xhGW8;v7C|D6Z-hCs!HcIgf5VlHwpEFO0(VVyIlk`=EiKIz3I!0SpnM_ps2y z$`?03=pjx-n%)7vz+T<0&+LxtaiAk6^~X=%-VKYB!nF6_<(SUN=5gd62WVJZO_fF< zv_a8HAz^)x>f)Rgi)blTVuXII@L3^2S;y^D*6==mxeY!~JYL#HXVZ2u@<7JWhddl> z5jkhtV{for-HgfnX_J1Rd_S>VVlJaKlY{vMyz-@6$r%hX$t)%%B$M5!F`gw4m(0Q1 zSWBX^3UiQ}BvV_pni|!$BbUk-d$H_x6M!7@i9DA$(=MEikXXbDG}MM8U(oT*=ZSJi z*pjw)rf}PsjwMylmoLFXn4)BH@G+`l@*ukMCMuQM#GfZRG{3_y-3zdUs#Go|h%K$! zP26mqN1lP(Jw}YK^5r_ifIdzTt4w6BBGoMu`_jREleuX>GQXmy0ut6){<@O$ei0C0Es zVH;Eo_c-QaIw{4)8OPR18%YAfKK5ue0UhmpqeU_RdEOn_^a@$nnr@k0?ZZ;9OD96M zwQb%AT04C&4cM_f-q*6SK&f_Y{kQfs*$~^BYwm%936FcP3s!{M86P#FTq4dpc06ZA z7yL$~whe_JxvNgZ204XF!~jcz`iRFAUFV?u0=BdHMuXn)J)qoA zmcgqe;%utTz&EK&R5yZcf?imZg8xQlkDJ9vi&Se6{X{Wao(e-=uU*UAyl-eSG3Oqd z{e!Lvx11pYNQ=xbKfcu!qeC!mCVv#hQY=&}=4`g0c)lLh_Ry7-OW53Oa6>2VVWy}B zOO!Iro$D&B?#~h}y=HN0iA37V^bFq$8JMGl!62oxXQs1Rf5+v!l>165)?eN#-1}>QJM*}r?SnI| zK^3#R%-o2EI6@}%=JYoJ{hLR5_y|E7IBnpSj?g9i;E{xDN)t}W0Wrs}T?MG8r`qLa zY42H0I!}_!EW&6fojMrdGv!s^4Gjdph?Z9}^-|!rODG2cJNg$eGz#>pi1udRtTi$9 zt;qeC&b68CPCA@Q9=o>t-46qr@!XNudarveHM3NK>^l0B&p3(}pZ8;M-;dx_E(D?l z(nb4RB5u}4A0O~X;egnd2dHX{OsB4Cn$o-+6^v@9iMdF6`|N5!xkF>-lPZC7D4N5* z$m>#L(i^C(T~j2U!`k#|(=&mGCg4-polibFTxyH+3oTqGe?itIEr%0&`h`Xz`i()> z#_5ULwk8y~hYQ?7zF9ufV0P>y4ByiAPocK3eA`A>vH{q9IUbc2ey+)`#9g1#9}c@w z2+$eWpCph0dASsL{`h2IYG2qB|EeMg!H$}9kayq(YP5@q&g6SkWDj0RFuNyFGzFfI zpV%>6(z$muk#FkiT(bz{;0UF>l>u58xeVlf8}}5x{>s<~`~+`MR~LS0I?rwoKWev%!JphR_9A(FjrYYbn{Cw~l8H1I zpw>N(jzd#=($ww=Wvh9vulAs^(H__MxXfo_4I&1TRo(2MA9FX}$W;rLc@;}1M+i<5pH ze+$|3D*zJCASm`lGqo}9*+94!NS!y@F-slzBVa+21pnyAbi#g6R(Fm**&rwdlBm(p zN#%6o2}EGq$lZ-KyAihU@D!0uvSG4&H&@px<_D&lzRHqp=t z$exV`+yj`otpjZ3%D6kx#Lv@;kjhC+Ag<9ujy2+!Y+#m>gA5dlM^m!mtc)JGTu>z@ z<;?1rml4e!3Nfjunj-LRXmbJ82;F)l{-~D;;Kv-op~PEBiLDGsL=z~iufWEwv^VJE z>)vqLK*z9x8zzX1t2ig$!tXQ!X+%tfFDI%3D^TU1(+of*2AL{9m&$en03g3WN?-uN zzY9bAjizU9GZ^w#Lda9c8ZE-h55CFuo>9oY1!obR;brwOjg5?el*-@*weIo|J zRshupCvF+G87h-+VMXB&P9UO^AG}M0bdqWKK{5y!dI#wSse+M}WYs5g2k^ha*IKG| z2Gz@sSa>N@Vx@|5UGv)YVc=T@cAP-~u~C9Dm@IfN<(_NUXjnm!BWNWq8Vw7y@F#+{ z3JvgxR%)Q}ws7ufvd|~pU+~O5$=@8kyW&IpCe~YRk+6VPpKY{#9k8)=3Oe~;7r&dW zfFgWER8FH&t0Nft8m%o27*Q?)DcAvTrCVHwBwRJmD!*A?YrmbzwYsffbwS6KYGFqi z6!)BcIPxbCVj9im)16Vvy36*g8_%t>r7DMW!|^jSWqjd7Fcp80=zvZkNpt*F zVzQ`_#RNx({>sg(Asov~K4&h77FB&AMb1Bq9F&9Y4%OA{ow^4#Q)*eKu&EJdhH{4l zOUhkV@#1z>x2-GnWu)SU7LqrczAqhdOUa~fO+5oi&mJg*47vtE?u%yIf@DfIu|CUv zEajhUuZ)QZM`*aX3_}tyM%XUr3z{|iQjtWngk&NmUP%rxrB(rfjk`zS1-AoJW*vvS z%d+v<)z?`>TktA@H`lRWS zp)5W_$G-v3+%S9tc-k-XRESo$srleR%w7uc36E??V)rHCp@2MdNO!Eq%SD=i_+MkR z+GQ$C@A%seQUVJ|`d#q%_afe+OW&$K(V!%{HbXRs1bSGNM)Yu_>-zImmmONGqiy~T zf@#H%T0r4j3wYuu@0WM6Oj0wBvIFMz<2BwbUi)%N>CR#Jt=uKL)AY&s~b#SXiB#@WGPwr_EvltPXn!I+Y+dCKr~AYD8ZmQ3LsvPR8m zsXHTCKBj6C^=_=FO4&<^31>5?4ro24zFM#n|38#@Yj4o z25ZEcwrNiNRSXJ(cRQs)tWC-`FsF)h#!=eHy<=lIBM5Ta*kTh%Dz*Ne_b(!R>TW&A-q*rL!3|57*-+H!>f zIJt?i8Cj|d4Ypv2%6*ly;c@=!&?Du>prQm}%oE>`5m-0J)tH?F;=_6%Cd5(~VNwKQ zUwcl=mr#dK7LCS2@F@HdZ%9Pcb|vmkA}v-T^oxuBe9AXn?M<_ZjSx{`1{JQeK?=W- z=l06X9jUwBbCPR8Ht7?-3djRy_In^o=2WWSVNRcEjcZXSH{3rI8;O2A8%hO5I5&cZ9JdAr8C93 zRr6-e^*13{lerV%D?f5KQFP*bHj9?Ho%rMT35LRnHp7nlG3p4qT5|(d#){SYBY6A zluY{Ya7+>{WqGl{^*_S4hjZa3<{9|uXQaOVX2S{ zAbLLgmYx|#=1W9FQdYKP{>F$Vx-iY4I`+I@mBPVjTKdMrh9i&VonBB?vBqL$Q#ZIf zY^=$0L}@`LdB)*-t?J`lrQXZ<{Q{SBzS4ssP=5w2vD7iY&^WnPiXkcDZN_)}J33o; zziqMX$6wVQ8@X#>hHeQ$9<0?I*car^n0^N@uar%s>0B{DpdoWtywcQ&!J8I*w~ND6 z&AL+9pU9 z=bq2^`GYD`P;`a(19?v9vXA-*_|nKs{IXh$8X&7MLtG#+hz3DHR~(?B#Kd8VT6Bn0 zvnZsmz~xIiAh@&pmS~YsYoD?Q7U=k+B#*%KS`y({92U}>a~a{O`COxH4G8H@s(Pbp zk-__K+x7n2`hELde%s$v?KtbYpkor6=ipp;4ofK#9Ronft+ow7XcExh65S=I=IC&c zjP^T64*yB!@Js429vxh1zO66W%^Ub=e9Q|-G-kF%4P*K+l?`}uO%ic*Yi?ExPaTrB z{)&L=_I_HBhuyErbj*Z>bX}ay8>R)@+M4((tct}A9DUJ|q$hSU*`$|NNKXEtl(NWr zuTJoKlGR9+AU7pp7V_p@@k|qM(tzgt`EdX0!~J9C{hi|ZPgh0$v*KYO`d^BNXzyPu zp05?-b0&63_(BO^>Lb}0bd*wT>+a`&0 z%13X0Pcd`o@Zzo;Q*Q-oru8AEr@>+JlY9lNAqO#G*j6tp-%%@Pr33j*ioo(j_8TO0 z*6;lH2rL{@H8J0B@j^$A1r2*wcu}yfXnA5wWJb~0Gth7}EVez`3&lwv!;-_*VM^8B zActy%qvDOj@dwfym7-y#txWS1ad>elX1V2#BuVbCQRVgnI{o9xhm8%mE(|EL0UZC^ zfPmOT0vk3PxCD_J1$JA7%vTE9+4wpxa+$8P4Wnjy(rt-BxABbObQ>_MQc(q&U~0yJ zt>X2-!0cK>APS41P}OPT=a!I2JOdjywf+tNVR7UbUMqJyGb!uY01 zZK+je9WC+j8A!y5y&&d~=m>T@8@N$j^xDD))9#l%s55mY@~Q%*vVT8#QoaXEyx43J z(mf?IocpYaMP1$&StfH(qf^MXYsM?j&GdOY+<&kDnu}mx_I9MlB2V(8$M>e;GXaxpnq&006`J2u+((9Vjn&AS9D89+DxfbCy_?Vo}F-_hUyx`F@yLHa8u z16kVFNcld$nQBf}XPy<(tcO3elG5mjQ-JBvTqF;YcTVL7GBN0)!U0m74c)o6Z{8_w zNIV7@+e}RLD$h?C9M(^-io->>GjYIlubHd5e;78boU3#MY(Y5I_=l>M8W6tSb{G!SK$k`2BNFPqXECo*hZE)TcZ&d*&0E3|!h%;#fD~8SZQ&JB6pg(H zT7&h!pv)ZvqozR~phz7Wz;W&o9Rg)sRDD?l4Fn$NOMGjy)#q5c!DC|#wda)6-d`$6 z6G#a>pz(JB*#9w<_FFU_aTuYTd`J7> zEf?1ENWRnWx7#Nkx3|-c{Gw*K;m0^AhEMcwVJxHw@g@@(;19Hh-&bc&Wr0Uy7T=E$qd-q`r z%;KYY`}N%bdYcCxPz0K)t%qhB=CY&K6B19f(-%}pJ`>kPF(=@Aj4?<=F9C|cAG?C`En`d>zHwX4udW{JizrmcpdGUX(V%?XlV zfl5!>28f3ei!yCXv`wIjJkjC^+!1*@wjmFMd~YVtQM960o!@hUMN$V=HTB82;cc)I z_?(<%na#oPDj0j91_?BQ;c&|0kd*~x5+KRMZ$B5WMfQG`@M=e!f8p+fj7>rOfsY!5 z#^u{%zgXQ3RqViDCl{=7?dJcUR2eHXU|W46QJ0{MXtb6epy5iL=vgv zAP2V$dwA~$$>UqS;LL!vYd-e8jmRVZfVL>hY?W3`WyhcU_zmR;OA+P=j04p)$0XoGw^NGD3`*4d9v-qe{*LqE|6K-K#zW&FZzfV>bzAW*qy3;ML0dKr?kwrp8UlOnp zbwMesT}!S=S}rXIX1v4#iWlb$Ucs7vWOaxV<+Szr5p3>5ODd2WP<=tg3K#p@eTE=} z`W~&ShX1#sRRjMzS~c`e0Q@?B7Xt7d8iYTE1aAt#{|sS?H|ypxQE`t zXyHMCG^WUp!apP=ddr z1b& zbOH0>vB&k{&|=o54sMBib@G`1@89gFPQ84p_gXPbVy zYG@!AvHW=|=qZLF7K1g4)7{0MNvZmfCy6w>B^4O8bSkta)T-qosTo$EHqN>6~)EJru2Q8jEJDGAKc`28pAS*Aq@j zFE#1-Bist9eoOx21d;beX%|MI)A-I~NAUP5a`i2F#w=u^mz=S3Q3A_6(}zG4-um8k z>rk6yelPeZKw;hSc4V^gG~+s#_eY>H$G}Bjf^cOh^JC0x7)6Np6kD%ps+9|g>=Uk+ z_9I$4Gjcc0ebm>GZ)n?h?R_qWUwbM^_mh5#d3lIufaf|;cR$6TmR~ecu(AplK6`~t z^EvY~E~LEnI;eh4lr=QpGWp(JpgOq?+MlkKTDg^k15gjSlLH7XElbL>Q7LNP6zm5k zFF@fKW>iAFU_Nr}*Lxcr5T88Yp^3_>@!eRss!Q*WyyZove9(;7nu^&JFkwoVv;wn^ zj)}(2K<@(tHFAKNybP3(QoCdRq zb1kqHN)M=)KK@)!1G6NW-uIoDQ@qxYnxKWHa8Mx+s*V;8;;XTd@MFvvDx*|CTB)xF zr)3(|EM*Oqp4xPW{m=28_e(%8(;!XRrx@dvlC-$*Xe)!FmlR4q7*u=I>J_`#5)#)q9O61j5Kcm<&oflw??RE#G zJfN&QQODGJ+oPgurAPVr+gWDm*+VH&9Yniqbf`O<26H+~MPQygByqX;pycXNud5AT zb1dOB0W2JQU+(>9e6sm&SjTjA*|>{*4-F8J^|D5onXzc6DjbkQwK?}+ciC{e{&q2~ zrIk%$0m>nW2gmnh5pRPg89|&xWzVFx-V8AiWO|Bz<$6@akXpt)FPe`vcWI7XQdjYxm+l4qJL}su=+o)z}{zMh=94@ zg%13WQDC{noAwjeo^mr*@l!g2bI8sy8$nx|Csdl%}2WPr_1oxWpK- zP=SD8GKV?LU&cuwCVu}iBjW<|`@<3biX;57&Hh1?{Wq}9jL>ca8>E5a2B=g{IwIJU zm3l3#2V*TwG*DnrKi#7CAxy2C-tQ#)^2A6^oP9_PyImz#S0K^V1%(mpHAJVMvGb9h z_f?_@c=6;=Bx-h1V-C!|eiVodX3Ih|#wY4}Uz)f)KLJ?eGW zCc}W%(MbKZP>1+5oNBHh2fmQT0JjNG;_G?dPbK7E>2g854pg zyiIG~;R%x!h+n^AP993!CnG^5dq;3G%J>>|ZWwscykP^EkeqPBi?;=T^9R!MNmz0g zgb9*_scsCr5uu-N$)_c6CVt(%*OiJuWB$rAQ$H9&yxzvLLe}>f!@FQZ^jrH~5c-c` z`*-HVs);vwz;gb8@n3=QAH(AB1lxZD!y+j6%wx(p#=>U#V+uf8C_ z9vIlu#vu>i%o<;_bI36W*FT@g82;lG++aTQWVOK<=_$r(_*+MbqGJq+SM4d-fD>fJ zlH&>Z{k9#R7Ai_{V;Ai|xDg$Vvg8dK(6rxTe0ZWYdm&ivqo^HUZa1heu+=;KK6e}2 zjAKe@1!}@WzF*fvjtV$I1$YLg5)*%n_RAfTG$O~40c&6fmjwF$J6bZa|5Z!o-vVPu zfW6-ZY5&J?;s5%;82A(M=0~s^A>X&sWPmioWCdEsrhZ&Sg-dw1Gv+kZ>&}G{w@1yz zRbuNrEX@K?Vp3?F^KM5iD3jl}$&T*ngTo_?_}dgoH#G7vnm})Fw^1~-IMGZol|_Z7 z5Flyii89g+t}mkdSJ*wD+;_QyAuxi_G~De;iNIH-_)#nnYOf}20DP42DyX90R&5^M z({8{95uDt|LZ%5Og@WJ?7D4rHmK3Jhg*W%~oMCyz=WZH5bsu^?DDg1cvB?{7Gyhxj z0Ak93wCFe}@F)tRPMD%mxRuMHDVi-oYjwzI*q_M&P*TZWU^DQ3|Ch@K@av@ku~l#}XeLcbJ^DSwN(2 zVY?m7=hM|NU;nIq?t3MBVmFp})u4y2!2)ptk4+Haiw=WeKX@bWvibbAPhrHYl>X$7 znN_n9kF($yaNSu#-UFnOo%c>Gy{v%>*t~R8RvLgSn^t+l%tu4vGv)}dCO<$B_s~)v zOhb0#51f7RhF=m4#E`>O7G^{?_E;3cti=YmY6-H=XP(3HBTS4%CklNxX6!=t5V0}nS>oWWZScLf>2-ixUr*i-oV+B>S4ERdl3 zVAANj@q_uPxa@tJy{8(WaAj%x2~4&6mmp;lVA*%fF+NQji(AYQKH4f?vLu@kJBr zKMY<~#J7S3bLeNeS`%^TFa5^&pb#MkcwwO^^JKnMtesEW_p)UfyngteqdMfO6{%-Y zFHxUk{}$_Zum1HY4h`%(mHEweDC(SnVp++ItI+AC=T@G#lL(4dRR>t=&1D1^2-^9; z4TaMbt8=6Ej_G)A0s6!HwOjsqSmF_RtJbzKA9*y?WWalKowWnQs#391Byd+PbC||VvLh0fUBS?b05e#riTouD)LTGnC z=m(=)$ef{o*-wIy`a`;v3?&A*0?y z9vI;m470}!hVGx!sfn?L2;ltq(<5Y?z|}UtR_*tD zctAvyk%X*N?`&{KdiV77BI0F#LI5~8mLB*n#1a`Fl9Qa9Q9gqyC_c1l-3LU(`IqG= zrTXj$a-jtftuEY0aYZNoZ%7U^TT>>~7l$;a3cWqUKV(nDH36T*R>4;R002591aj+H zE7K=p8HYdzI^=xx@6>((kZ*Y8EdT(G0RXV^q=3lhB=QBkUsR-|#sAFf$g|8B*ebN- zBk48s`QaP`ICG(VCnt0h;nq*k2VibQ{_zMUzV~8SENRk#ZG!_(*Eqynh0B6h%~_NO zTV$jENkvC&^q8TCqsv9n;qVwesNPY>DVpxV`Szy*^ybT`nPj0pASO@n2(Pqvj?E0+ zo{XPYsG(I-aR^^(C``UeoH;^R4I8Kf>I-|4>~XwJAB1kHs# zADa7OJh!zsv-A&5k}Td{7h{z#uHbugaZfk8JdCvl5277$b&0h_IkpU;OCEzn_)#R< zTzPp^B+on|;gQguT=?)i?3l$}-9f-&2fV4^uD3ReI2Q(BLLY8MQ1e$NvBZ6X>ID(b zbKjg;?L|*bxc%cKJ9KqC3wF&zDMm}>;gAoFEJ2l}md+ze65jmM+1(L1!^m#@a&vB}jJrpTx z7aCVnh|+b%b1_BQ6AS4La(o2#)^yL&ZmZ<^Aqr)oBb1Y7EIKlAlF`Kv^}mwh?m`&U zm2)u3@cB8XyW^-;S1X%NdEvZBqeW}?d2o~{qeKpqWSR*ZjQC>9!^vmn-CjV2isQ?x zH6AWQYm&H?Z8XKSSV~VYqq4IF-Rp@OZV`>;_v9+#k;^W8lLRSlp7;@L%5!r53||F& zv-&A)n*vD!p(3<(6Xqv8<^6_WhQ2P1co@eBn)mAbA#PY$+fdql00J@CVg|lNn#!He zTCDys#;C8Iu3Z@{b6qmyK6he!L&BhCye4@cddXYS!{oh>0VQ8;Yy)JcaySKz;E?9g zVxFA2hSOX-vG0Kr+Wt_Xk=%Qoth(*^(m#&!7OcQ{Sy9>Ah+InJdGdQXr@O+A9s;a) z&~@<0y5$@%*V`BRL`at!!+btf=;q^~{*s1|LXtE7JFDI4qn}aLKXqpuKXbmax9MJ? zhzUQu-=qy)w4%B!#ba@L0L)3^3IVToIK7$HnW^}wJ0pBUH4+2bNWQ_y z^15PnM!<+e7eP_+WbK?jpU_41N%wcuo0&&d%$2m31-BrttD%M`mK$0N*s~kTowrq! zBHc$;dChmsjiyzIT$~tfi|@&UEsm(C@=jZysZPETe@c%k!WQ~KF<5ET!8r&Tw!!R~ zE`E>##5hhO@iQ+U{N-4GXM4FqSmSky0Zs8M#ww|nOh)R+J#O1p-Z}2gk)3Q_#hfLJ zt%+;&$Jz? zEOpV0h7v>^Zn>sQIt_sf#V@}Mi1B=nf6k+&KOP(^Cl%u;Ad%l5>z#)0wBchrwJlY(fQ z?asiInQGJyO}Nr)Kw!}2u<_B?b|KzooR#b_ zO%|0>ATJ8m*WPW81@Z~^1^<|`iFLq!iU89)YLWZgrSIP%1QS9o4*K?$ZOOglq_imy>j_T5DWpJi3PCt6K?8!0@po#M^V z{qW)pDnT*W(vll8du$%%mY3L$G;NnGaLOn4skk({20KtT3Cz(6{_%Vp)~v`g&)+s7 ze_jyDTDxVk+S`qxZb1bJ6R~l~+j}D0ny^IHCz~IudrXtkIle4N)FAIJ7&+QE3d_f9 zEXFY7@ZwvNEfpgNnnzA14(x&X(G<>-gn2#?@^qm+zkCLj^U+#~Q&l)f{6{hZff39k zE@%zYs*FTVqu^L>MDJt3;0^?5Ka;@a{>N{i%r3C*hr5HAliSaUvbbPm4;5@doNH;b zf!Y1{em@%?3Y(MW+&M;yfU_ye>lZh6hQ7~)cP)J~{KYrqZ-v*DpRuzyBB=2oUj_wY zceQyM=9@O9!f6^_Ub(MtmQ=Tu^Y$&2C51XlEd*~HloTJfBJ*x>eroXUEd?J`Gw2;! z>v=_1^%Gi1=P4U#3&5ZsPJ2|2XRPJM=p%?Ysdt|)3`OO^AqhH3R>*D1GRbzJ@a_zBMykwE$eD@xu&>;=1Hde`du zmvN>NeH}i#awVFioN34RU#8wLW7VP&Q63>wgBJqmYPN5y@z+H-7$69mVFXaYKebw- z+<3j6U`OY~N{yhcI{;r#N`JT`4BPVSw_yoVJ!WvMm2GRO`IP~tF zXTQ9B#6JKEl-?>$>o^fo zE#*BHy?@PW8m&!yGI7#ejC`8VPzH1SA)HK{D&I5d)k1aJmg7m|!Qgn273O^OnTi~X z>+?c70ce6Kl~3kJo8=q1PuQLlFZw11H51kV?lX=qPV|P1u_He;G|-kX3E3La3y@-z zRd~)&>)J=%^A=sg(cqBL;A<%YQV`sPCwG76dowNmQh^EVbfEt@ijsP@RtpMznJ5v)y>gwpiHXR}7 zhz-Aqr&`L=Mg@^(%Faea*DK0}4F+O*KD$7=*U@i2M#CP{{Q`a!m1MR(cbE2Soj3So z!dd{6B0?%ZQOq@1jB57!+M2vky=AmrrshQeQJ%dWa&rc+hP?F&(A0;9hzv7`i-#;M zn=4?w{-GPDV8CnWEhCfv|EgDh5AT8fa!<7wM+yp%h+s1eUw7Rl*SeD%EIoJ+Kx)}E3hZEK zS*UnBn6tJ5pIady>o5q-$N!Pa((C>;kyigaBbOt|NrAH|NlYr z>+6AkMy>w(M+7(D%Sr~H`#(AWz~qs9j#>A_jyd;_Dv^m|K{~UdW*nh|3mnQ{xEu>@^XNVi0;b&#riNFyb?v6 zSR(%fc!=_A48kL00Ezs={{{LAtuCF7tLwPU$NYwG!h2I%|HW|RC2_)r{(Db zj)<{QZkdF!RmkVYvm7F+ax4H&lU*&2m~HJ;sPU`GuLMh}5_M|Rewk*jw5<;fcJ8#W@ zQOj%CMZs+$m-6(_qC7Dy$=dDDLBiH{pX}T8b~-75dyw4vsGX*p%`DoNp6aq^wz)4* zR{TXX1%23&n&;cTqQZy(K|$aWJ|>cg{IYR@>|=zv<7+J8TIGIxo5fF(zTz}{OPdKC zmu^^%@h04T(H-q&t{p1mw?DX*Idp|)Kzj0G^_RToOUI=_#y4tu5UZ5pt1SM=uDo?1 zC4@rIFDHVldGnYy@4x!V_Ah`bM6sPNVku$#m0p-4#wA}kY#4hNWSlk_Ojf2*uU$?_ z?22grxkz3Zb5T#pW+nCLAxRNp9=YXV2_K!!W&fC^%9XU?AE7h}jYZBv(zO&-oQUid z61sN1XYBAh?@q?xd&obR$(S65f>7>Cm2lKv16u&_J05_^pMxLhem5Rmsy^SWg_DGyKIC^DOQHk)KCu+0$>-*@8X6O)pLiTHzum1Rw65O z_`3F)TE4yOmM;0czZL8yqUju6TcGP8|P9<|mnq#>2jq zqCLr13RKi99zH3Ry_c~9^(9$ZrFJp(+7C5H5bh?_Y*M|;>F7$_)%%d!dZO$>YtyQz zM-r>{WztUiHf4lz41CT%Xly{W~EJTJ#_)jw7E z%Zq{`T+&dadzVpkq4~#(&@HGWzgm*_TII zw>%+;OjGhTZ?AtzOKil*lMgd*TbmwD#X{Ph@nSs~m{Ui-w8hvz-=PXC3{l??SlsUa zwv*WGC__)JDa2pNBJkaZDw$Pk$C?1jOjyOf@J{>Jl3uhXb+JcnZ}_$^5bTgRJh!C= zb`#7NgriN{2&?1===!+{OwV?W=q%i?JUA@}-r>!YCI<2AoA+@ut^+4p^cA7RRmYo- z+pq@XKv&E$t^2R?QBNux<35IImCTa~Nm#O6G17l!d_LCHccDi8N*!B+ts*P)AJ5aI z#Pc}7a7jscEHp-VsPTTGhQuhIyg67ddpR&bKAEsJE`uITBtpb3Lp$bWAfL6}7Jw9# zy(+cBjm2CnJRM)Tj)TzOz)x^ykW%ek9AE&!iVk*IlZA~I5U`0tm__-98#V=ewfY?p zUJGsZl#l?q;{?AqfB^Al#4&UtLjW=f%zZ;X8^>m(|6`*8BJi}OaY>HA0n!Oj1d2^3 z7K)}n0(0&P0U-4CokgVu1`(C$!ntVX8JB$59Fkz5GoLaw`|yJYv}Lg z+kFI3jKD_SscNjng#3ctz{mp=fF{%<=ozYW{!3DdlYosvyw*)yWczSKd404(^~La9 z4Pz#2J+xqKI4>8jWRN$*=@z)ka97T%L*^{-t4z4jxp2@j!UKSoW(><#g-421n@UD{ z7t3&^w&bjAeQAovTRV|-T@VJdFPuTYR*x?uL6>CkQQ*AmC>yGMZ*)&-W3qfrlof+$ zaa^2@1w6;95x&!aQK(@ZkLQXHtO_+p&J2Q*alvxO*h4Mvx2R+^WkjZgI=84x_6r7| zii;RDs|Jqx9Z7nI;?}2|r-{grc2kEpiNQtv!=xKEOhyzEEh-z@5|+3;AozizhI6a6 zNq_Mi|MEZot-tt+gjOyGSZJy^cAWg9i_{5?@N*{D81zm$l;|%OBM-CJjG#AXct!V{ zP3W{sbVZSjKK1C9ytW(B>0!_ib~ULYi|*6A7~VNN%G|5Nn~rKqj64$#dt zBkNZC8(rH@1yo5;oE4BSZAAdd>E1uPYw=z%V1aHOe>-q z<(sf$4lm!MC4!9DiMM;Jf(k#G^E)t+fLZ7I3d_NcOjIJyF@2L~><@ zx20)}DD?yE_Vt#CZhVpun*Z@KTN6=1AGW0`;1Q5cHGBrqOYa09F1X)6|MFsEC6q2u z%t57dHM32wniwx^?1X!_TP7IA3|LsBT>m^_l8|DwYOl}kJ5yx*(9^1wkQGJ9g&Zla zdZk5hQ6wUa#0F}vb7jk_p*f^#WBV_LOs&mHI;YcGSt&=hTv@zWpW%Z^pwS6Q2}c*r znvKnhFic{2JAR!j8Dn|cCB&Y4dsI9*4&UPSAjsP8#LZdi^U2)(%hS;^kS36SJKLhg z-&)F1Uf(zWREOPEi`t0SF>!DkRzxVw3zWEe;MKi_}kl+Rz z4x#O9<1&!fo_v3MW)gs(wThN2aesdw2eNwNHlDK|#37_-1d-{b%6ff#myEDql`8=y zx$=AzOoa3l5(5yR0aO-<>72-^e&gCW+cgZTHA@&gc&Nr#_ptft|J>gHv-kpEl_CV_ z|G2hhh3<@_|NsAGNyiIJ>x6mB5PbBF29MqOcvA0RkcIx2|7{WBNm49`n~ccaX|rYQ z7dq-l+OLcBv2<=a*qyP!bh}{J`I^}jHV-unn`DqmCr^}U3_c)jL(Yb*a>vtB{x+C+ zrySYW-q-p_r&+s4dk?APv(0TCcyuD?H;A+T6e5w_=g&IZDs-H${1}fhMk+xT_wqpd zwqN@?vC3bW`vj8%*|;Q@m&Q$(r7q`|RIAXXGV4<|>O%Riaex|We1G@S(5G}xXgN`y z*XxZ**@gn!YIKca5~yb6(zR;a(vi5F%uEX_CcSl8uo!Nff~b4QW{!i~jmGwhi%@v(oRbfIBzdSHbm#0__E^uA zS?ezBz@TqhT#rtY1Bx|UC z9SKOtJ1^O!Mr)yWgY+nRE{x5M>}-~GWHAoe(xENf!Sy;smY78nwd7_`@8V}w9#Z_& zY?uA*6$B6vFS?5Q{?|_Tg&Ls}DZ~rC=(ItIhibK;B|lES>$NUXd^>NtqnoAfHsa)r zR8>mvhAO=F-(~(14_W;2ICPL(`27C5y-*MI@B2I(;!>1bAm!}>&|3KM9Pu~iw{_fv}Ea8 zz%!e-tTY1`Cr$|gh?a(H{w+RSE<8wv%0N1tkPO-RVcGy*P1^r0PGrHuUOGjkc{)e>2VpQpdcl=>>@ zJ|7A(gP<9S@kQTMKvC~!o1X`gJ;W#22&N_qA23S_PII7(+a=GEzDy1Ar|ZL@94T@6 zaE8XW?s&2-w+K{{(FHVf4}Z>f__|@sfwS zCy9cSXtm~BwxVvSse95B7*fsVPfOrZ12rBe2P(g;LRRjlIHffd{zcBNicy(*i3i*5 zQOT6{A6ZQ zMoFEgyg%bQp9Wyj|1kcQ>VB3&tU~>x8_l=F^UD_#wp(G>Ll&-sA2I5`T8k93yz1W+ zBi6SdtfW8*&7#O`dR&6LDE&Ziv!ml>HnjqA_p3F8AEy%y`-U1iE6(n+lB5w&qYDUKC804t13>NV~hbeeW z{%{+DXS7PUgs)EP&~6SjkpC-3j|@wVs$#i7q$iPsXK{(Q2C1m8c!0rOkWMH9gR_-T zV_4L2d2ccXE*3|?L&}h)x_Xt|@!53Qm*=xx0)Nh=BKiQ#VO zZ{+0c2v<5UWFoM!lOnDjd%>Sbzry0NQEc^hiQ&EUBgOJ(QB(z6io}8G} ztP(noX9~Nga3>u!fpcM3tdL0+*mgpC_1;I*j}0oK_9vHmLY z5WmGMpXN%=gy0#&=T(@#YL8PV-%+jR7o!nZ-2_4?ja0izjAL?V7j*X9tImGY9CZ>kl2Hwtpk{Y<1gYidNj?K5LyL#mC!F%gXGBj|97@L>`FjBCKS-N|Zp;O|SP;ZTf)`L{+~{NYBTpMG{0K zLL-XYD=y`=O(!#|@Y zLa2MH4Y>W)PbUZKg!zfiLqi{k+&Fx|{R;aDWyW79)t|@TghF;xPZk%?58Oud_G%w+XG? z(tdm;?6}l&PLVxbwBeKFhx{i70rd;ms$SRyAcbmzgf?Kg{C&u6;MnqPXQLCx5?G%o z;Oyq>MnXR5PwjEheO&GWHww(4hA;S~(cpK=tP;eioxMN*ItVV!Ob&G3bNR&j!f%m& zOV>opJCoHXW1-QFGh|n0=#gX_?^W1X2w?Ad+VA4;E`_eII%#G>qta#Z9pF4XqbmZ# zU-`t-mA`7`87bt_A$&Q%T;1{7Iq(F|xVK(`A`Q#B6M9`*EbCtfx2mB~DINcYPJ;x7 z38XD6{B_Y&c?*z1NDip+Hxvc=RbsxM6)jU_z5m_ZweQAzHG~K>DoRL?-6h{k2`7!a zKQ1VT-TD4;H*6F1edv$eK`g`vTvg@%za9T6CvzeaZOJ|*Sm==Pk;{-n(m874+DAzk6*<@#Muzy8p|(kYF#{8Y9tbtT&q9Yh{=3MjV`Gkm!Sz|6$Unr0OszoF>o*|`bJndhh-Dmm z0uiz{r_niL!S5+)5GsQa^BbX0fa4}Ksw+F$TorH628j16iGGe${mCa>nWj^pxG`G{ zoI^)Pq_YQ%WR>@rcK_=PG-i}hFgfnGW2wpA=@ljL^J-U!tME{?r+u*MJ4Nz_v`@G& zJeQOofMi$M0zHdJ?rR%0a;+I{*UlaBO223BU|w}+*GuWz-@(^6 za}19tALKLcraF}Tdd9jxjFAItroy}cAFinMK-Ih=T!7C_d)Q&pS&~ujs~L+n16C3M zNlo1E0)?4wdM@|R0Mwc}!|J%SMiQof3t&l~FUKzYy@)6Tvc2Y&2zj?UZ3$k5|HG8J zSe-B`bM;C(|Mi1@D&qF4MJg}R3yg#9iahchM-4+geOL8(lv!{8`DFk9|HD>hPfnL% zSYS-lFlKUc|@_8uhRFa)x^_UHe z89n67cA@7&lQ!QtD=4MWp~nS7n<7fHsB4TeAd3)i+KFJN%7VIq$k}BIMPE!@?+YN% z0+LvcW`?xN=Z7~3*wP=cq|OPxpZzSFMuHtIra3OBIiRQ)Raf1g{@3H*&`C*waf+aB_eim^w7#4Ml&FSM)GfF9QrVV($3e6o~T3qe}6MQ06nFRu>J-w6X% z2n0BMTe+3d5MBrLGu$(jF{L_t2E=!QRktBqRm($v$ZApIdPp5c6Rl`|MKdD4f$9V; z9B$|f=G3b2Sk`k*Odj{aL_<57^u0z6;pkC9Fhj#End_ATsEWi6)Fzx9rKLoAH^&5u z;2W4u*|}OyIKV9In9LC({6QoBvSW{2N&-I;pm^_>hd5zadAm;!I3U7T=Kgo#8P+|Z z=2UG5@BBRtchVDWATg|y!iiIT=;T&$@1!^j7u^IDts{@#|2_L{+$VW}*oF)`L4KGu+5Axk$q@eIKn337_3_B&hv^+1#iLMyY9(diZIvXW+C1TZ7_QxDNePP z*E-O$ujDmSm871sIwdqj^d$?O${`L9Y_QLnn&;ce!~rk_=?&>5FpspLGAc($BfWKt zowG$w?rhoL-+l<5NgdeY`V`@ZQOg5vfCb+}^(DG@4#+9cB~gQgK|gVr)~!M{oTK@x zBse=vGi$eejUhYLI$g{r-~gazOUagWm1Ule7wU(+uc!n5A9mQ?_R~|~fwl3AU?h?PRglsC?L!+j9SZknHlk}# zDbZf1XKw8YcIb*-g@ z!4`2HZ|)3j@>qW@t2#5&v%MXCuurjtJe)rA>fggFlb6r<{l-Jl&{d)(w}?iJoq3?h zaPVVBUh9E^wrUBWJdWS#FrgnT4VXshtd zzr&wq@)fP27{$I>b+xYO)vTcSvGkkRUdPKvUJRs70~Rps&S3KxhHUzpNS}n9k=9Te z*%04}<1*;+wHtPQSj=IhP8GTVPW)=(00rw8^HOuO!qgfMuIKTyln~yhEV_3d&`x-2=UN z6hlGNDqF9#)*!Y!K_-PmLB|ZdpTLP8vcoz=H)x$b(_?BAm}Mwd)tk1%pmVRn^_@4d zF5Y6M!QQ+7PjMzu?i(v?v0spB=DOVwha`UJd}W9rpLfSLoAQX?zl3;IT}GRywCucu zOWzq-iDzNzjL(v6n;!L8+G5H3JfnTT|MfXA9KEBcm4zDXyq0IA<32&qY?g35FeCJ{G)MaTy>=1W0 z`U?J*+i764)00O~w5cCqmyO&D8Yi^Ms$Ogeou^S)QhKiAY4}i2LG)Soh#zb{xj!C?;aRqpP z#P`te9LWc-A9nTRRXb+Pt1A;82@gR^;XI$JnOo=EYWj2S8yW_z5c4LVJ9-9Smt$t> zOsvyeAnn>RfwmYP+uSv2sT>SQNy~v=_m*v({-0_`?au7*WsEXQS-AP(6lXXR!=sn- zhR*z29jySRe(z4syD`wC%N1BnbhK93SQy0ta|-a8iBPm+pgIdThPn2S0yU#BUQWHQ z0CFLWn7KRXEj=a_zSXJ@sdRVjIgbF#WYZucHio3?u|UHu*QSv zyHMhf0aW9%!73reovu@@BWHNWMfOhEKMkj{Y{a&|sOJ2&P8}f<2h)83V}_rV<<~r3 z5^u-^R1RI9`ZBCPNTE%v7r3tFA0os44)yqlGJ5a*OJw0fIkgvHZxUc-+iUr+edkGV zUfzPjkdi?8WxU|D_TD|u-j%`I$`DeNe`rE<>J-Sn*Q(V$zAyx=FWJOLSuQAqh-|-b zT+>iVSoyZhED>@V&d6wk<=?nioPtCAOuU9Wq)f8+_cqgZ3lb0ln;i#JwU#6qqDwD# z<{la0je69dnVWh6P{jd_SllK2-=G;N20-BB8`zs~E9I@)I^l?TzrOm;Ym})PCXu}) z*61G&z!x5SNijwmKRn~CK1Or`7h2m4ex3o?vv!+mb#a#~pAI&~hm52dQ!s%*Wdssk zRdrT++@=BRiC>k#L+dyep;r}JIrIfPhJkOU1GnCubdGXP_KpJ~AZa419I$E@`{HhW ziq?MFa(?U@HluWGV+R}|#>kXjr>$!y=|@9zn-boa>E!Va?Aehl zWoQXTz%~PA>*@5>(@zS*Gx32v#$Hx)>5;F#e#R^HS-Um#+^vxZ8prM*4rI(k8!^k8 zsA;7T!jRKDvkG<^F^=1gU3;tHeObvMU6xKPG?LHqdn&`cQKFTKXRf=(5^$=W5q;Lc z(I+kJNRCuFiz1~!bl8jcR_g+k0Qnnkuf7bEad@k#BSRB)Ei(h?x~065%QMiF?$=nu z%#1%0!bc4gOEBgUCx7e?uw#Ao1bmBQR$X-Us*t7D@0sATZs(l++r(Ph+KRU2L1c;N zN93=1(^Th-q33+#GQ{!4uC`IQ6kaN|F#+c0mFhq-{A1QvbUR32zSu_ASDO#-t7KqT z(|x!!!ZH!pacw>AaCKkwOd8ZTj)Km%mywr@&2CQA?kfLBsB8+yTQ>p&B}`^t`Csyk zAV6k7JA!p>qx9|JL}+ag<5M^8IZ1jD+5t97tNJmskG^a6RbBseYEO#q$x zq`(&t%9@2Eduw|AVuG#p@JADB1PS$bH(xA~uHa39`g(pNJI4qI0B< z;Y$=$k`emdRgOWef6==??Fy;bwgpsElbhqca`0F%MU{*Lej2?(QQ_@ICyLX-+U1%%Y#7Kn1KBB>!7kTfH$dbm11O?LMAR5D4oO7RGMGZ2 zIpY)2cb5_QGo93B9N_4$P7KH&`Xwm0u337i+zJ_Ggg+|gxV+p5PN%~bd$<4q0{~%W zvaW^Fdj>piuD+uevntsKd&h95fBlo969_?5!pQMJ^x~a!gP3vu{4cEk&+GLlCEWg& zU3t51=yNyuLl$YQ_KlEW~5LJBhcy{nrCTHd4hPQ*qn;WfBR19CL{wAbV- zB_5u;l9QUbChmB&hhMU-I}E)Dp{F5t9V%M!Ji|U~Hnu2GC|>lMt0B7{OxL9nMmH$f zsBa`{Be|r$l#xe(jvSZAVS|rPm<4L3ltDsdjXbIK-U(xG&h=@F$(@wbJ8P$mO;=$` zT^w`L<2ID?Kt-2hy&_gtFzya(R?N*f{KcP)U{%mTd99WXB^$G2d(3!po?eQVmG+spbzwWV(U*P}Z1JnDAizWRML4K4%xG!}6t@gr`q zvel=sb}=7|)EU6JVCX;)7ju-o(=KO!630J7?Uz+?9%ULU@LUfs8i~U$XaABWDeQ2n zfHF-gQ2QW3m!aZlN&?Hmt#+ky+ksI<=u%(PfKqkXCU*2ZQc4&4IMee9y~dO>XojTS31@Wn zhb2QZIVtVLlGm@GuIVk05W%!EO6KYup(6itq@+d7DgzF>6WApu2!Ig4RwLSkl^TlX z*zSb}6-V4|vve%7w!LAq%utgGDMv-9?yHIe&BzI)~npWqDCFdSmNoxg}kq7t6N>ohV_xRU=mzGY9j zGZ-o&EXEfu75Ymc#EoLgQfv!-2Q#h(YTm5>rEY~xE2LYd5ibu15x5Z~Cdb37=NV>1 zjL`FQ3bVO|;ba2MIS|Th8G6=&!94$v_E9&@Px_9V^}LbR!Gvwvh?H^z`gfrs{DWA@ zGc!|L%{o40!y3O{2kVHUzG}wvB#4-v4$-or{9|*VJT9Ogm7ZsSTZd9Qc(qRU}3`ud*Ok0Wg96-(NZK)n4UV)hUt z#$IKP+47`)MY=K;RedjauN+$!RXn&Y;xUo zc-f1IM$L{QzIafQ^%mbZH@t^yfF4ffdvtYt*!NLZn#PB0dN!6+%@mQWG+ z^oK|RF4HI6t1G-OKYmGnOBzS6{cW(39_zp9*lMesDjMk^Ng>2q*bUo`Uz+<0h@#iQ zow0swvOX_1|1S!UtpqUPWN=>x@Mywoyz=t1wm!$8n;H&tx*?j}0Uzlz>*_B~dkmsZ z;+oE3Q1V!(MCr|z)O{2{d`oYdxuibp5XIPLlf}7K*-QVqNogD75<#ZAuJrKYSpTcw zARagkjTW7-hRq(hu&{cHeh!ND(m-vy8H=A8y5Fjn+7or7GiU-m*NAc2uE51n>)YU( zn<};$XXcIN^3lC&)R$pDTQSPsV#qdz(7LPM04o;xft;*oKgDCZVqbN~>u^tD_h%rX z`C}>+o)=$o2A7=vv6`l*4$neh(q5gj6LJcs!PMav+PF0dmK-Fr3ynecF9Rco15_!e zPu8<+Dpdo#FUrngj4KytouCwANn21h=x$IWT{=|zEFMZP_%Ul?LuW)|S$aAe`BW#z ze~3JMKNc8{sAX$s=BdB$emBy=wvvkA7Stli9WI2i!XzMRcR1^3<}df#-|l1$&H>KU zKn2{^@UWfOY=X2j-W_r%JBS>v$(TUoRsnje z()@w(r?(>u)UasVimRwHpXWIF9*d8-iTISG)%RCk*B?Del1?Pra<9N!mV6+z(v?I- z_}1@jsWsU5vNP4ARvyq)m3i_zX!!7ek)!)VEn-p0XqTs|e8TCt^s7Cpq(`m)^Pm0Z zKb()9y(}4Yhns}FB4g*WR)U7Ke(SL+ zt6<2?HVII^vIEy$#1DyZ74L_SWbvh-n%j1UA%1I1dpQO z=)I`_wlld?yGypxD{zV-$G`vjrELi*jMdehaFQpKw^YM?iPFD|dhamMsMGyz!XlDr zlq8RS1uU*D&D;cosw|D%)veP%*m=+{fA}R^(&5%+Yd(zfmuGNv1CS{!Xno*JbX#Iq zp9xe;azC9GT5s+-(N637!M{GqkInN$sraNt-MYRw3Q$k0RJ;#3cSUOq{GKa(+UT>^mD4h2Io5NX)5~2|&AhpBl|NJfe+w z&#?RgvdGX; z2Vc@&x%M8@nEq{bGI^ii5@dBJZ-EpH*LsjcHbZnGb-$Nxc7xb@AdD<&<0t=u!p87A zRj31*@ovG|%*)@MK80*h2~Np;xV>-Yb;6OC@yHBSVP$SXCu0`xuk9k@*vidquhoXZpipGno=f~-@UT70L* zrwo5I6GoJITk?EseIJ)X?_#oTNdhY^t`TwZxdwtIc7F!lNL4IM&Kr+JNbeJe$ z!dZ>!*7dny%_)Q_m}p_^MrB*CJwinLU<`LI8$Q!uQ`vP=T0e_kQ>P|%E0jH2WQn}} z7mpw=9)4$PBP@a*jg0#r)%|f1*9ZRFZtvh?POVz0SaVzp?9*dAzkw!9x;=ha7!r}v zWuVer5H$;N-e*p6Sb&?9_wzp#88b}95T@fjGLb5=)+4s!wCRsMIL>kY_w<4R4xA3@ zMo&Oo`Jmn@5uVm;(cW}Lnlf8S-Lf#Q4keK0Bq!NN+jUtc_M;k#zF8xKwe-1~7-93= zlhr0b9wbeDc}O&#>VHO5_dek;Ihk8RM?yJz_3If`m#@fzvo z({3<{nlE9(#~6)&P)Z zk^s;P=yM+j0~0Bv?3gSDN?vMVHe3|Pz-R4?bYO!ai2)_*-?vCEbfx>yKq1775~9kV z!%yFU3|nJ0vE{hB4L~|ALEZ#Xn8qMa7&>6k9~m;|z}EHy_DofLRyDm!67xNJNqAgT zx;nZsrc#Qk>HS8)IXioU&2Bn)591f{(`E)?Z%WoAdEc9oDAxdC8?*bd zueag3bSS%FfuvWoQ5d!-cFN-v268HSX3hcHs%j-40;0gVKxT9(D9UbiG}j6bZSBpX z%SK^Xe^_1Mgd}m#b2`3ICx#O`-56U`>-`D<0Te1_w?1GYJOm_Cd|j_r2CMt)!6yKE3apWjuRs0J~o5{s2Aeldn&S0zN8W6om#qC zn^9G%+a{Z-)<4#H#)gFI2=<-1x$qg7P;PdcFf5KtdujhD5#?ZJjdNIMbK| zA;W9BiwTjEwi7qgNC?`t$_rykqL_ixAxe*N8_ceJhD>hWYk-ELkbk=*k-?VVur&G? z8|lmsg__s4-HA%mhrd~DaUaU}&p3W~h-&l&?6b2}F{FNz{`WRx?#@tx=FG8c)cOBfn1~<&qaNV(XcUWus+PnXVTbjamL6hgA ztzAA;lQoYv2oy_TS#?RJB_{vzY|g(ZnxW_tuo6(b9BU1vr>l+7d6)YGo62BGk$rAo zuMaQyqbLPYVEXAso^~Gq6m&D0OS^2E09JY`4K4}slg_4f0QBy^e@axtMnM5t&T0`xq??cX$2D+L9RG>60MsaHWg zystt53I&rzVx&dSNrLrliJ|M*)(7XUQCj6t;<|p~e|z5oXxsYZq~T|)vI}3siQ0eQ z+!PKvGdkRaXv{BX4zCER+kevDV0 z4G5g2-hTwzo)0IVm(oTYIZr%-;c+^mI=U+B9cp6V^CN!_e)#pj`C;&lqBD_TwUb%B zZky(xG4LW$@kf2|KjT8uo8#80h4qp!GyoZP!LIEXaZO2j>$j|Tk4iic<=OxM0{{RN zX|7T4?-K_Q&)WfP9?}jb{A4TtuZ0S)HHZ25QofpTntnm)zn5kGuRD0~bDpq;t|5P0 zTs-8(PRlKaI>Mr~mA4z5|7b*;&Gf(FSlA!`{nP1}hz1!V4w_Je0ZR>3Hq0{?^kHZK z`HnRnA`M9ku-L;%v>0_cIn`-cB0w4$GY+23U&KG*LxXb$%7P`u?cv9-Lg9#K9lYq3 z`ZiA&NCtQaz6{>>fC7RXvl!q9^O&T9p^D0L(x6xc!$+|l_@&IZ9X(RE)!~XKz+~Bh)dGNqqPy@kYlaFATt(A_MX^)e!=n_oAh3G9Lu;#rdhr6IzXOc#Z3? z`Vxhlm6|Y%VQqCd-{~N`-}eYcm9VJ^KmY&_cN=@eTR!6x*bKLL!!Nu66&1}`9#P%yd8%`46xd#7YRp_Su7MU1)HeDz-jK z3LAZ2!IDHY1QrUl^*nbD7W<6e;|fV}skra|baYkKjEXabMw*2t*%s9V;fc}zAGO>J zq3l>2tv{h+xkhAAGpGw&85yF4&1RV`pFUFop0CeYkbuyR^LdCYSmDO=LQ`n%cub1pSXGC^NvVZvhOrJ48{TGU;qFE z005zWuiL6niF+hv=kR2J2N8R(|Kj_HVYVr8DxmEO#yo6^GFluBoS9T9wXy7G8TyYZ z3MaDCklm5q26ZjXKS2KU&%wtqL8*A@7|=>sh|lE%@|1kBu;lmPiTEvsapLe$5{koVaZ@(rM|X0DtNU+80OHDj z%{Jf^tgu=!!2qk`3iiuWHx(+S9~_?E!UEeo9dewR0-#&rTmBmy!AeMKwh&^%6KjE)NP`{zCX2U!Uct3N&7=~+0*(5@S;IW@k<7`p|ad{dN9c88m zb-NjN5H4!}bS*vGdcKo^2UC@TeK*#Z5*F_9_UoV|`X9ijlR=#In6Cllp)`>>@0K4G zF?E*x?OXDbnZr#AT9{BG`3*Y_6e$g zOLz4=$M?XgqF%sBDzlQ|b$NI7;&cp+vI>&mju*kaYkqxD10Okghss&a3j9TRE;!F2 z^AURs*Ml?+D=10=;wp>$^+W`X{-Z2;?B3oNW5gns0$!;k=4!y~4iC*%AFYw|vW_&I zE{rQ()w5X5bmqz-n0@ zg#UydSQecXNR#D5x+y2xhg(9B1=PsbO4h*XZ&*HnQ^wUAF=MR^q4Ej+A*UG&zH#vV zK3`@PCFBW@4Q!S`06Rd$zvOAorv|gg8z-RO3nhQtNvpvEpx0pu zBi$eX26k=!{E}svF`6ROPFqwj^O5oy1RR~r>+F6OMS9JcbMQlP`#ALQd4}8R-L^V# zSC~1iHt@qV7!8BfoJv&2KnmJB=X4f38WeW9@1(4rw%J&lDD!xJ_HMmAlBa;V2(xR1 z(5qgP*hH*@9H+;`734StH}MZyh&;PI{jU=_yhp9x5g#f}bV_8&lw1FI8z0K0(^+9T z^=J^J`SmKo8-N>=SOSKeu;iFKRXE@}6ga%k0Cso}(BCY}- z%-Oq!9TEL;-d+6eh-y6Tuu3agc%bw}u(-+|00S`pK6<9FKQ?o1M!aJ4J5Nt$qg11i zgCK9Ovqf*3q5h12AkXB>55ndForV`p-xx-OgV z*ldrR{Tnj%XXSAKF%4ff_6dAWp@~mH_O;mvSzT!j#S%K)a-y~+34+Ht4Hu(%ewCYV zA&iXzFuJ-@`X7W1={^O3|0%Wa&zpr(liDkN^c}*1T0Qn-=#98_UpUs}2w)S^EIx*umoknMp4N1pk~$({l7geItw-sY-Mfm z@a!5*w`jS|D+{-TaH_eF)P#dsc6IMOCmh|02`8d*T}?TBC)+ z!^57}i?i`srb);+LwmocV;Zs?S^6cK1X%1sQB^=3vumYHo^TwXH+VF4^+Z7jiQM&p zlvWaCjEzVE$L$Hf_r5N2vA+&T{GoT-vLTeCw=ho{y0) zVG2E`x-)v}*UD8+iEXS-Zg0HI1nZ5eXA`>HFFA2B4&wzCi=HbrPfR4V3$8Nx2AY@P zZ0Rium5>YO<+_!s)j-FWZI2d<4nRoAepVWX>2}aoay75H(vCV9J@{H;DFd^Ue>JN$^qu3ByXN{VKNZT09>&u&%gjXpSpbTMW%0R?~- z^81jsb5-28+!Z1-Mwu{H%NU-|D!X#gD;P=C)^ti%2#(J^4SF_ zi)gw|NeWxeyJ)Ih+`hw^PPWb#k}b}YmqNxFD=iP}ucjMB#QYo?fAT}L`X>bP*=lg} zj`78A+n%NPIEy2K0SUIcJ>X}>Ot~=?L1Iy&RgJ%Q|NMF%j;hQ>Cu^Be*pS}$^)_kZ zzQfAs6ZHM`M^~M5m7|#I{Acvnr^8!<7Nwv6-%D}~lW)i>T-v26VPdu|9g&CqCS6z= z6W!%cbP}ncUb3+&?p#cU7Zy&&eLXZitwxYnXu;o;?{Kt=pl_ZECG*`(I=gi@F-2s$ z=LXaN%K42-Wa|G}VxIf2<=O`rql()iMf=NLDP4XZZa}>PhjW5iyNFB24|El+^IN{67yb;4#{s@;<-+ z{SQ9K&ka`p$m=^*1IoBBIioUomQ7zf zH(}!t+4%bN_&VIxE?V`f>_ulPv>k9Dul2rAT*9v!V~z z_I7#_TN_9U!O`Jm*2ynZ`8+aZV9({M$sgR*Q5R?>bNC8*%H1;nc(W{bv>*rwsx z7Wj|;vOm-JLFqIF(~y-(!UNH;-vu7+%RNVp-;<7BWZ}h98+)b(91ak1HJ;N>{p4nldwAx^Q^b>jhCkslQ zDcBmakD=&={+c3UcO{AewNVINt`CiZW$J$%4Nj~+4lEY|V!qlJ?LU${k@?tyB^6du zv}T`!$*7ySFnymJDX`-0;{xh;eU%o<4@%qc76TrV>b#p-ip>`&c-q37(;g^eK{jlQ zpCTJXq|#ARzK`SL%QwfRVa{4?H9P#W*1lJu<_&@R>|}aZ7jg??OZ<<|%}aX+-u>OE zMb@y{0<$nZhYk8qM+xQWF0%=-sgyIXj==S54D07?sv7O2p6W6T!lV8 z^yLttOTNP4*;`1aH7mn0ZFR++HUIvvCKwcPE>w_$qW(>(sFG|p z-b6;QqgMN3sPNCz=_e4C6G<+N26CLh{PuRH{ogeARUv^_SKyGpd3Msy#CJv{6vF!W zyO(#1GTl3~?lsh2Xf0Yu!%aGN&;b~>!*K-vol%cB%Krs11ZDez&P*0yar0}v`)I-o zg85>9pQ4HTgny^on_3Y~tE?PwzSvxi+Pd{5!li`1Pgosw_M_KCK6AH-WYNcYzzqL* za~YftaXSJMjOiFXM_mc7A%L|kI&4LLi&=1^z;r@>t4Qv|&}o1nH7S|QcBI{i1-p>Syhsowmpw9m>H zPi|`5S1bkJBA=pg5Nx?3J&&}??W(T~Gw}E~WcN)NP^Cp8*32}wLA`)LdbquJ{B~F} z;R4v$6}z593}f*QN2}@>KNy?|pYUq+I;ZsmnTjuKE7zs4-IG1pABgWJ4a8 zh1Qr?l2*t6ew>+`uOj$>(bxf4?Qn|Ko(4oe2g8?WWZQQVJiq65a+Z&KgUptvqQcpZ{uxp5T^0LwyYWqk|)Y z*0#U|I%JuEL@<&)u->lj!gk01va7o&?088oO2TcRs06_U2cOhj z@{51~00xP+flxW%;lA)eRbq$L&Es$|)ItRhySnZ-EXV*l0tJUvf{8jYu7fyy2BLu{ zx9%PfzCgV7IxN;R8nLBB>OjN;Lkd;5?*4Eu@<~_=;mnEftf<1|aB#j+F5bN&20=XY zG@QNHK~Evy5EG$;33gFQUY!*SMHb?1Vn)Oz!is2=8!7zfzd6pJ^KJF@n!)r=7pRPd0Ya9>eYYoKBZty*- zkqxqe=z43|5~ijqiHERt#|y{}l?uV9{m$n`UL*dt_`NxBA9E_jRKZTuK6Ff^Em^6Z z9y+46-rl-e5f3qRYT%RV)>w3I;A(@Tc60yW+V&Ol!sP?G+caocsR3=INAdF8-7Dxm z1W&i;Vvf<`sA}IZICwlv6kq0%T>{OkBDSg@7@Lkxe>4w=iC>H@hlga+DL-!mu2DU# zP&|d{63~$DnROUiA!X8D-*hrV#%st%i6aD^8{SRmChS@O$nsA=!JVBL7O9g=33RpD zd>u%i<(ilQ+ju`mP|vsdRdZc2EDWUP)9DLhQ@o%=KmYQp=fxFN|G#9g+R8yr_X8cK zg8CIAD9Vue@4GKkYYKx%HpL;Yg!X`$J;Ran^a`Tqy}i-$&WFc!{gZ~pSGdu1+0S64 zQ`>%HKnIZ|kEHue-BlA2X~_c-R^8CiL%(e{k^covFQrHs14frVPj3zyEq-AyjEkR~ z_(BC4Cc$A-QHk518m)R5vP_{A=O1@)etYg7Z=PN}} zP{ZPQ)QpZ1pwI-ai$`C8ER#6WYb19Xx(6Oi8jw{=LvLcRQN6HYH8PIBqz9VyRvO8e zr!<$Lc--cgHY9(x>E-_OFV&}?L5|?bJg7hVAB)5=22b? zH+?H>gjxm3L!NR6wE=84U#(c;cHMD1mam8_yNPo6x|BlW2&A6Ki|C`lZi_DV6j zAr{1{5Uz(eug*@1tw_~!71T|>CXUZB=baY%LssyjyeKJ&aZbVX?ZE#K*K*sPniv6fpnBWAVB&bcnjHt4bbarm#!aFl1{>r*oHR>`( z?zAHE38Mk4O>uI8P%jXiHvGSEP%TD@cc)R7tdzjOZZHq_b16==_1O69H0jIZ+Elvv zXknw>k#(YlG0<^P=f5_;r;n~wPD`&)a5rfKXPLxh`HZ>)L@g8ToNq^ZW^w3%)9SXP zK)7<{1D=DS4rA|}X6RQE$fx$F(~IG6J&4!w3RF2OOV?hDqB#u#1T7*zJQ0OO&x(O( zzfB=HlmGq9t-Wq2HH-6rix+D$ zemxxU50jKu%tDy(NWJwTacMIcqKSS@u+ko>qM!drhpKLsx{VsxHKM$e7MSJC?7Qp( z%(H5D{?oo6g}e+JiB0|>rX$1&TFoxxWM}_p+EkXkkw=Ev{AbAqW&hUtI`83tp{aqu zhSOekv%+4dRBJG#^5B&LOzg3|%%Tsqb~99RSbVib(8s~&gb7c|YQszdOO1xMf&y{R zR%ojvEe4|OZ_lzsEE5U>_BmvCZ{{6E?QT(!1n!5aC?HOiB~&o5mzMl*Cwj>0b{&!l zBF*?IQS|^r92dzusMbaygN4Qu4fHneu`=eCu3F!aVi7UG(d}}s_rN(K1T{grmO(1Q z+Am`Q1_IfT!a^EmxJsQl_S_*7J!Yq7p%zHamB}35o+gu>dxaNpMg}{ED`&-`x$-8u zg(eHu&VMh^ir_vO@VaG4{TQaT~x(qAE7+lKeT_S z^oji0GlnhT1scKuP^i3J5UVI9e(zNtr4LUOB{e#5Q^&q!`eB|`Rpqr0EnQ8h+f0aO z?d&8sk#)7SjD&~=!1JHrG532bb5I7d*+L?_Hc!=>kTx75LgNV1X2!oDS#&RZ-5k~A zQ>lpyrPuJXD6|O55f}zQUjUNjOjMY|>$^8lz#n#5`Y@#)q2nQQPYJ6DX{ zO}bQYZ%|M!2%Ynpc%Gr3^J7VM%nV@_H8-jUGj2NZP@zBG_!hmk)ph?+C>{^-v+AWjcEpsuQIrIZ zCVJ6*fpCFoj$@=zTc`*KsHgIcv0L@zlkBXnSw{sIRd~U44zBNIWk4*g0lx{5zOfEe zC~}bPvmv7fR9~}LuW|ahpTc&J;&JN;G!FLQlyC+*6pf!EUJT5|Cc8e-%x-JGo0G6QDs6w--}P{b?HS3*&8 zkyWaj|Ncb3{YrGPzwQwJ@z__&#xH524q?_U=Su#5n$+QI`H-USiS7uS5FLoEtPOcy zwYVl%^r_e+zLPJ(o+Q#syiV#ci1**u5Na2ItxFE>We?t9UzkSzU3c`_{#>#s> zRobeW(>;@o=8HGMq=1;Hr=_u;4%EdL5PC=K77x)lz0YlQD(xdtNm^p-N)oxOV^7RB z{TA_gcGRJZU}8_|x~CIaio5b`L{@X_8ll~*c+MIAn(1edNoA0|ZCiJZOL{0fT_W_|VQs;?25GA)g zX64`S5{QH)q`>Epkh8+1Pr!GNI^-3rS@}za1A?lCtw+>EV;9kwUoU*s9TK6IAZr$Z zLk-rpNaQIqxi01Rl*h^{qpc@^600^lEx(oj!~iG7pFwnxaXCqOQ?ygP8}WEt?0j6} zsz8y(yr4&JX@ya|)>KU41DFgs@C~ziip5LLb0t4y9dB!rW4Qhcc-fnpclO5%SC}n~ zo{f&ZWqb^420goOU<%71y6Qb30)u7Ft)G{qEByt*2V^BNvh?vQZ%YHBYG(2M(9yG? z6s1$RmyT9EUT5D8(<9mVRD)Y9+aNK3J}8dKpE+0|W|2{?!A zp7}rxZTt4quQ+wP2WmmWspC>hRl5Mrdpu5FmWt_ z-cCNge63+=MdL^+t7D^R%En^M{|vEH0UQ~X9@v=Gu64K1X{QNqax?fXYkx)|8-`Wk zbnwIXs`FVS&9quCan3F1U$UTVd!ylXP7S7|bomOug-y4f5yi$N5XZ#mGEC=NtmM5h z=FLnh(cz{?~-A`O1kfBs>&CaVJ~xcTn_WR^(!4Q_O*#3)v5+)swQH|h&wOCU_BIKA7s|oQ%my}z1a7^hxL~5?< zV~totLNo{82vRi5)~mmb(8M+oJ{CRN=}UMdZ0L5~|LtNF4TCSqhCtSV5tPsW>gl-7$*|>5X-j;Tvbp|LJz+H1| z-P+aD{&jQ!1sZ~rQ1UXhu=^e+t)5Gg0rSc7^^l)~4%3#!4ce>h;x z;a|cp0^kgqG-ju_b4u47l)aqxg*cQA{t&fbWgb-m?BW^wT~@|#CfSw24SMNZJx%o` zfH+C-s9tKwqE?A%nvF&0Ww?I}^JFl{0n~ZF_`@(!YGGPsUYP)^d>D`FjUE^HL*;&$ zZ33U~)Ta4@(N_Y<@*i+-Wm$GG;aiqEiVWY78LWY_RHh^aH6h@}_vOa3I#;9%V+#`@ zwFI4jqOcWv-W7&eMD?*5Yp)PTBKaPgOr8o5&2kVbB`Dt1y;9Gn<-_*vw;$Tm|FDm! z>Jp?q_Ux=9$p8UTZws{_6uo@?uKce9b9ZvU8b>N|y*>UKCim*c z$6Z|umzhX#= zZhA%XMUl|F1ToysMCExa|gHb1~4$gOL|4Us_=%V{}%{d zvuH;Ou4?{DkJYT zZC%lm6I46L)~s|7Mmk=@tTu+b{|A*zEr%0xyR)i`2~W?Sj2X5w_48bVwKPi9SauMX zFI&R8NtW*IPyJq)W4txfbro;-Fq2}-AHkX3J(Kt8>vcPuX`;4PQ|DC}d{{hc*qqDA zB;)%140GD&n?vUZVIW8(D(P>jRRi{H?X7lh4;DFVHFv=bkTx1%V;JyJ)2i3-B0!o% zWjt=g?NOi;mm-T+Zx?Yr_V3gz>Z19+mSA?>PTZFc!rC3#Ss+VHGQOap z)ptz%ruU1eJvl^y&$%Q*ZwethUc%sU$+a=-GE=2!8&!MTD~KAtMADUTWB?kR&O~2& zXY+DdeV{Q!9XN%)S$7=Rf`q;uxOfx_`oXV&8BEKXvm<^rw;r+Y%+~v-NO|PmLuBFR z-U5WTXJf*n7R)Nr>nm47O{H4^+UTOER-$ zZFn~@58DqmM$P7Tyz&f;K@oXiS5?0 zU}yL=G^LIQMa1;BFqNP@gLp$&o+(SKT;;JnC9QW8g1&}5f@mmnB`P?dmpzPPJ-~v7 zd2)MAKB8-Vg9z^Y7)4 zV%`YE`;%DW*~m7A*#vt-MPe)7W;YhqGKx$kPL_w)ymK!4OK|*}jFV0*2~1%FFPVh@ z(l3br=_C7e9TF-rlrEhpxE>Nnv4>zY3aoxOJcY8i>fi0Oox8EdCpq45U7M&U)9}@b zxX(rigi?ZMjr+xG(!47jjXBMeH67X|lBq~gLJJOS5$93b!zew*NRSSBxgxxsAbCC6 zKu?yI;%nALu?P84mMx5|REC1uaJer;)n)6eJm`Hgf)9o01@S z`WI|sOe+I}b^~H=kFcq(wl)iWti9fJMpI!VbZ{YgK)7sjd;A@X`u6fGVS88Dp#;9) z>RBz{*S56gVwcI?vMR`CseJwe8w&8rpjOa5*eqowO&kamACe5#xC^=q9t2H-KQb+w z@i2~pFM3t~mTLsIRJ>@4Q3@r(M8|L zfT3-A6r*Qz2(Q`@g9vWir#av-2&ENlP)o>rH>yjJ;B&^*&MJD@>OcSg@%wZ8BgRN& zO<37EW{Y))G$gOEX8B}wxtE5|Rd+^ZB%02zvCS*QyPjv^0490uYJg5%S}_G}g5|Zk zfQH3_i@wba#b~hgUy5nb({dh(nal@ps*dPm+Ryl%X_ws`yY}Zb3hP1OC+AxdQUqle zn(z4?um0wbUG9?tFr~$YeL<4;3ba_p z+@Hr)$AxaR%4Cg50U8tStO!;z>*kU?w#k^tk6@*Q7$^tU`}S8nrN8BO*y%zlA!?0c z%g}QQQrIWKo;uWaz&Iq7fEKiq(YHerr028prJ~w6Jq~pShd)BJoRbJft$w-M#eg4dnOpf^eC1R86u5ic{J!sz zw{?qUHS6-7;agyt2LBS~?WSrBxi#$-e~mCBDv^`1Y46YjKzJhH?m&n!W!!n$)lmJ;7(1nn$kYKphggxdZ8 z?1?SQ&n98`}&U!1< zLCh9mL~BAl_9q7)gxw3q%O^x)fPbR}o+;`X6>45!TYC`JgHfSI^TXy!VKy-L$)S&{ z=!JFZd?L!xZ%jf`Wvis3lqSV+!V9;cWcxpa>0v{sT`=j_&uIFo&g!O=Li}vu3JKVd zm8Z+oKfpt&=bq>5^>tYPS(B2Y$j@q&L^si)^L0aV=zr5TR&;$4 z#FoF-mzwZFFsAsZX-t4;uQ)asjAT296DlMTMT2Zi(f8eM6MzHua1>R+fQC0nukxPF z_rDDwfw_t;N(A0S>2x%9!pOpUO$+Lg^J#PN$zX%=#ZlL+!vs1H3H2~xmt{8otcr2w z-qU^g7lDpDL~70$-V0`iG={&$iP*Lz`1AmjR`mbb!fx!IphsD+1Wrg;ALW^EA20hG z!z6cD2yX0n(kZs_Q{;I*)G(n8_=KeP*%cKV)g%OP3x!1OljqJ5gvUYN*M1LIZqYGQ zC<^GPR=@&U((3sQ7hgjBRjx7B-U=5VpPs*f6wm-eyO3eoOQeXqV%CRXAkuP$t`#iw zJ17FFKvPNLDq56fNyEtJcUKgg1Ic+IE#lbM*1Izkc)39+g;6u%Uv~$?Bvw9o0+_!Z3U_yC*gA9J=!uZ>Q$8TeTjTl z_+4Dv`XZ~)a_-rw*=E<_a)DS+$|cEvY%DxFy*1n6kz~a1^>4|zW?}K?;blN9Ch?Q6s2JN6e zWg$xnj3wO|4pSi?|I8!F46pY=GDBN8$2GOOIm99jf^EP>f%hK&iaj}q$k3E&F6z~I zG`%O?e`&aL!z<_>Wt;$jZgMMPOdZdW!C)`};i%{^C&=&s0Ij#d?5(%}SI24&JpojL z)pabK$NoRQP!A4O*g>9TG3zkH&u5A@F*gvv7n6WLr3B7FH`u8(fee(K|03!7lWe!$ zg%v>g@mGUFif{<=6FeZ6vu>hWWG%*e!pHo*)!?4;1R=sQH+@5}Mk?;Tj0{||kaKIi& zOC#U^9ZI)t>5%RJnE@F~0Q~;-hM0RN_(Q1XGRi81b+u!M`i~l*`Yg6E_>fuqaUTTS zoqYEYRY7hclu~BY7w`Eu%HcMUuL$xF^L6DG_kcLh3IcrYb+C>d5vQPsJM1Ro|2LI< zLQX>%Vry^|EQf+F+7(`|q{ZE{(F0V6-rCB`7vDd#Tu2FuWYWOmDR&$paF`9+(2Hdv zH`uFOZ54mEqPkKtD59{fL&0v%Q!V9;u*o(4aC>wNBi6#i4B@68^ZB9Tf63rS_X;QR zkTXz-!vomzg=sNTHw~#y1+Pdpd&kOfu~KF~o-BoWhbOF+l68{fq3+O>jEI2VSu29V zcnz(_ci-1hn_XeT!p;?o^P!e!0uEb1SBl;Z5XWm9jtl;9B-o3A434mFedYz@??B13 zXSJyTWx1ZAD`6PrGrxPz*g^2L?Ulg&ZQL6!eE)Xv>lOit6}W13h*YV1gfqQju)GQzb;yB4M-(8-oAD24yt4@d1J`CcZfpo?hg5r>yYk1VS>?n zQx**hA`-2c|NUa$_*Z|rH|>wcR}bJVA9??G)@Y{jt49A=9-ms`$*W86HXZ8OT*?ZP zow_G?X?~oc6dek(5 zPrF|3zxMk2AYRa`?|5Av*zVMw*VN@vLXrVs13(Bw-pDE| zFP@_egr1k6t*>6%13r$9RW_?ZtwVoz6dh%~W`yU-leMpNaVAYlfS8t1h?=G8BC{~h zPm03Jt`MOG$5PgkeI5+U6(|XP*D^B|`iP}%n9<-NQ4 zU)1_dFCY7TAI@ol-{bHm@yTVr76*0oE2AFSTYHh*{z-4M@caUj>v!S_ z|FT}(xq0NScsD>A{`P1Yny-69^T?9bGb`I+n$o2D0FD_~;whDkK@({QfuQ!AlD{ND zrGnt}W@wzn=K@7i=_@Uhfn;9>&!P3LEs&rb%y$67@wWzs|DJ)cxD29&(FI&0i!{|P zo^ORJD||3k{Uf%CvDb^-YopQ4)sjUHQBmZw1o~QoCtK+`zJ3ad^w=OT^3T zdPw@<(E2Lc!X=4fp)`4>f?sMzs*phZ6eMo%7wMpGMI46=6Fw!jZ}+xrQhWBBBYVf| zL~l(e9*x|(v)(RjLwgZaI-WbLoBR}9UoOt%dVFLoU@yEACg785Ev%I=J^;Jt3^9$| zgvIk;D1IVP7jKZu=qBHI&vE~VwuEW-vG=j5atkOvtos(LG<{QfcmBU}y=t3ekqzsN@OKk_ys)9_mEjH{w+}AnT?qYgO=h+4> zCKGQd-Q5hOR#s+(;?KdJtw}j)ys90~$0f!l=WImQv(I_;jtU=>dj{5Z7jR_d zkuq#ngDw)BejuN;$&g>poMV_{-J)*77Pp%BOFBo7p;h^w>eQubBk4o;VfgpW5a-5- z5*|E0%G>xMA)Kqt+yO7f>T!5d*jz($r;ZHUppa+M_J$p4jB+`;jM9z%1u^LTOE9I6 z4on=G6#GYdy;JOVMWo*o-klc%PK3t86vu5xD1VEirNf^%+j`?BeP2|np zwI4@>DsAw0?B<3l<4$RTtz-`n+c4FB3`+K?6Co_OrKPNcQj8(8X`itStWGDAi`Vl< zcinXwnRVJVZZ5C5wGqlDi?2xFBBOG6{KAOPXUqG!OTmMRJpdd1T8x}Fm7^RtD;5g{ zP#%1jWVsOaSu)joOH9tS;w#x)W^v_q@km)|MuAwA@ruLR@s0Lk{VH;MgSe$Irt(%& zCg?ja+Nk{e8ehKzmyi;BK1(%Nc9bW%IDMlCwNjB6c?Y=qL)1~GwYz)hgloMDVp&70 zkB0dR)v84kiqeFTa546hgI~ZeA8*ei_KRP{Ypt^4Z)grN$7|<^DibhFaS+oah6a8T zbm$FQ%k7|O8-CI`pwWR&p^c+;!m&om5eSC0=DQae`v1;Tgsj~aMB^aI2Hx-=35RL_l_YCk=0BokrC za(4#g$ri4hpNm~)1BPbvWmBv*vfFZ*u^d0oNU=Hn*ra3Q70bUyO!K<4GiFW^_Ors1 zik|GbVTC@dr|702x~^fEUB0owDM*Q?6airUw(erlW*-xqs9{ zUv;@ZxQlm*Xi?Xd;sYsDtI@rQ-CfAy)e1YNXtu?*;JpAQh)k+^WVk= z5w12DHA2`0)n20AlrAkVkWT%N_{?GA2Fl>{q3`dwd{|fsTmrlg(6Und(Nf|>(S>+_ zT)k%$v5krvRK*xu{w8xQG;l{d!4JLr;z7a`)yAL(XQyrtOX;~VdVZ@MMQT@#V}`Bk z(hwCdaC2Pun)h65vW;OO{McQ^&*m>FwyygB$evYb9c#aar>pkW4f2JE9r8tRc>M$^ZKbwj8Xp+*gRZ(K@}V z$Ra8wIl`CpOV_=v&UAk_-VWFA)9C7{Z3enEQeeHliu(`fpb>GmI#`tFg@iD-3O(~8 z>~p$aQ;8%!cF_oZCehDoQqf$jiTcWFP4VipXFZvG=uP(|9NJMl4GW~2jJvt;4jS)X zBX#rN?NJLTLb74b**9_?*RXJbvDhXkq=H?!J09%NLezD+jrWbbI|-jjA+ZWf$k`4g zD{m5>?txGeIz=-0Er&8)P8)dTfQG>$LCa~2Bn1q_C#k@d{cu3c`@-a{KLmwyaiCiJ zox!Ir3ffx|nZI{OW>5h6PscJwUD0aD1wIy|8})-76bPJswMN;6j2)XhSnnL^bPJx@ zeR)$zfBA)auRtyp zjn9qFzdpre$j)#erS|7nI5S5W30BE(NDBpEJgKdV!*_<|<4iulX;Z5EbgjZorN{kN zk!|yHPfZpW(*{h?oLxyAB z5R6ul)By=Peb#TeOtBAl|3JUn)+UL2C3gli-fS)rg9pC%B>LE~r}-aZ>1X_U6>yjKKv z5Vx*i98+6Zk4@dEKZGv`67luSguv?|lV45OJsQ-=?bXlNjdS9{>5JGHNgdGI024vn zh7BgKE7;9-ysgDe%R%_NDBqhVVp9k;_wO>m&VQM5s8sRZsrTzF=By-Bhvu>HZP8&i zntZ!a@EcJ}xf@FMbgKOo>^|tcH@Zc@sRi}EldLM95K;mhjC_l>!mhQZ5Ak+O=!fgJ zh!T3_Mw~O!hA{xY~-Yo*YP` zT~0$fsSU9$9649giwv)WwlX#$#?dqaZjOHN=I{~>mgnisfp+CGrG;Ca95?a)?*oCp zGpu|$4i4K!086h#bVkAuYKu1v*qVJKB`3(x_sz504m%?L>GdrD5*+qO&*N*?UDe)N zid+;miRZhr_;6=Ua2~;0?GcP$LVFl>eoRi+x)ZSiN%8$EFl(efL%1JK(wlS>orjPJ zv(>mD-_X+eGLD$$;){RJ46tn{Z;-+{dN0a)4h))f)g#f;`LYbwW7clAx_iZ5F;4Dp z=r|mY4j8aCXtEWYksa%4xOTPP(Kr0~S6Kx3n*F!w=JPEnBz;IKSVSNai@us7+t~<* zgYN{5dCgS!E9HNNPRSp|+8GxD=B&8OmrK~t3l3sTTg(;^;&sB{07%`}q@j-l?W+|h zOhqEn1{`7X<3kEPH8Z67NfcL%`Y;1)-LrB;T#(bm@hc+0n4BJ0kP}`GQ)+z96luDm zjPiTBYq_zuM;<;@;eJ^V8E`ao44(|qmW4Vl+DiwQ!Ndv+)!%TOTS%ElasQwU{0jAW z&so?vxU^J_=g?ldlRB6DvR)Wvy$?u;y2(ZTZ+o2dDk#O;%>_ROBi_fA)q_y=qhDd5 zhFM`^#5xG}u4ciSe6l~RC{^Vz;g^xXe_@dxwJXvAJiWr0avRGqpM+oFja;O58dyO9E=Uy=mQfI%rdO7pz`|4HB7krAouBKSxW zpk=!GYm+Ua&?(4IxgC&MvE%6rk$@8&Ni#k;2u|LeWx8^{TpvqNFQ7rN7@cqhBP%MH z-_Jagn`edvH<^6CyM7to_dnT5XneCJh4~YF4liC@LFP}q-Bo5RtYf!FOmv5)m@%?~ z2}Z$>vF?mFNXs%@fKrM@0MA>N`Lj(dZqOR3cN+ry`W>sCoSQky>082a=R=QJ^T`Hjwr9Q~h_dr!kmseY{Q6;|Sl|0@E4@GvcC+oR9HP^v@nK>A3Z6!^y~25 zIy6`QMa%X*aU+?6??)wK7Vm6a5wCU}829Sk$T)-M65pu#{HRc3q=A+PoeMl1djO9_ zR^6R%kpB3yjA6-Hn|qQBs;y1T1+xq}RNS7vzW@sM#Wv}QSI<=pF^$Tqs^cK80h0cB zvF|?-P(+LemBF`lA9>TiFZdpkKh^_XY%?!-QBEIJfi-XZk+IPC1pJdtsH!rmvG22> zm-sSAUE8dOSGCD>78W6Y$Y#WmFPIKjWeG7HhtwRw%Z1tpYo%N>lkoJ<*V#~0X^>zP zwR}Q%n|FWIeaU8zU-+?o1$8?uwd{X`7+-Z(m&pL&aX~ zl(0IObGgsruHk^SQ_kyQ^HMkEjJo?|p=5m#YN|SYtY6r#@hb(n+tv9bHsgRq;6ML< zj?}sEyGCI=!RFd0UHK2DAXtucx)Ei2p&lX?RQ0X~kQfxONX!i|WILyU_-#ju-nf29 z0(_i6?u?%ROM5Z;>E}+hMC43I{AIatb*Y?LGhKV-l@l^cap(oUH|tRJBzoyIjw5H?(Mh z+pIG5aNF?qKsIwC6C(hMowl&?idk2IR-lhne@CyL(W=E@Z0kiWN7<6vP_dBEogfHt zfO0=&P4#q8p|$tS5OUt{vkP0gW> zcV?FK>_{0rLeg&xM6!Sl;xWziu$(wTGW2AV)@su^%lZC;WocT6b}m;2YEScWg?#o| zog|#$z`=sv5LghLcG4(YU(==L z!yr2S@i^UI`l;aNfT8PZQ3ogVj}%azXPsP+uVG@AHq0a28%%SxWUE{*s#D#J-U(n+ z+FK=@L6F9_E1D*~x=^423F=qnUN%wkeLg!fAH|?HE>~Ok2`fMcj+_Y*^SL?-c;W(( zv-R3>T-GEZn(-eiyj&8LHAFLE8$t}fztjE*Hv2ISe%3wzWn^hh7#G%%t=UT7f_OJG zb9rU#_SDp=`J_WJTnra#vS3YhOE4kJHB?4krGwf8xxxgmW{90OtSUIpYQ!(lwJ3X= z;G0QvaA50GyF;sGT&l*V=?#C49gxdf7se{`$(KNEnnkLJH#!f(RdJ$_{+*IxBD&es z^nP43!fX}!EAi)GWAw;mKbkARj>U2l#}&{-^0@**^RmLAao=8y;^l=jwdPN3;rvGb z!iiR5gUg~f%x}x7@V^5ZywJ7+bWL)6UrJnVK5iAo63J}53)%chJBqS_5i1LVaZ@Kk z1ogG@HN1Na>T0Tpk+iJg`u8phwZ3ggo@fde<7Czx+b>u~ zP3Cl$5T#dxMJn=gfefeNVBJ>+BRkj0 zRrZ{otEp5b<;^vpiGL;ZsG_rH0$W?ph`Ps6SJty`Ing2ZJ4?_1|Nj46o8y@>oP+!a zzoISkF^PMt3t)2hw6vj-t&z_KTt7I#^YiC!gW>r4qZ6H$T&%q9sB&q$BYi1qB+Ovy%n?%i_*mNamWR?UnSNgw% z8RTU&#GOkFn?KA{?KrZB~|E*QcTDbCRjGOB~N{!bc9vyOZaQdb#CkhJ^ z$Ek*x6N!XZxeK_YmPoLZ_i~L1PO_i2H@?Q9|HfrlYybLkc5S`e{x!1mP5ohu5RnoX zqQn+t+A~4cHem%TyEK(Dp(#wW4cVHNb&B6|<53}J@SKT;9-pTsyl^nVx-sUqh^EHi znTqaf>DKtI3C);E8Fi|V6iERj%NfjXiugZr?OFD$!ktVO{Em428*tqU(iE$FVLiOM zS!kk_W?I&hQozyYhZQB&rW2&J6>jMOfB9}ok27wzX*3mv??mYM`uWTLE;u7-|={<>L6_qKuQjX2T> zi{IT5{kZ?qD*vQu^f$ywIxU-}?|gn66|9d#)(Iucnw+rOG6BNhQtiS$?lr8UoY zG7kTXL!lRno#Yk_{;h!W%*I8a{A?X_+TApPMDta7BV5P9Rnk>|L=*b9bd3MZo?Nn1 z1^YB`CYC}2+&&f=V7;~T$4qNJw+-MggxwZx9)dw=UL&8~T%KkTEZ>1WKRx9?qgLcz zBUiwC7Rw zeo~wG&4rDH4{oJ7riz=NcrFiP8)r3V-sw_0bag*oX9ScBS-Y`r+e!J%{HSwsdKxaI zJwm9Mr)Iw8cfQ8{JpliO2Ic&%1Tgut+E<pFLNW%>;K4La15wGSW5EuN=lgG1a`pFMMWqe@XS67UiA z@av<_s1O^uNxLv48JRS;{QZpZv7i~t)*o4B8cE^9t02jr9D&c`li=qP?)P}nED<=sy0JRxuJPRm9s4T z8`aLdGfBswfs1LJ%UH4kBt4jHgao<-L)lj^k5V${RdjT_X?+lvi4+MJ?7%K|3sQB3 zq3f}55l#?_ZlYw*5>Kmh81%}?-Ewu||m+_0O>E3VN=M>OW$*;osrVWwoq zYr3F9e+qo%0y+?o0?%Y<5k+0g>N)#s|Jn#F)Zn~&3H_zc?8g>G(J$?nLd|_IWKuKz zDHpzBJLYp^&Y;wroUoq(l-kVXe~E1Eg}!aeS<(TMpP=0;mobgl7(;y(x;^1_AL}SP zd;Ru^i{G7iO{EC1_S?nZb$#{_;o?(j2^^T@bTUo$exWMip z&=WLSoX&oumml;~nmt&^Gvp zsA`s>a;LL{TNYKdE{D~X3;w|pS?bS`3Dcnr?gwzc77;Zm>ZyBgTHF>^k1c%BKvOJ| z9yzsq`yCjtgQU+NqJ=r>zodnCV#=jBK5mrzBBNZ1eH#6bGVr^OMy*66SL(fmS6PO3MuT zAlC2*-3o?}nje6qitIL@7|jVbd47n3@73&8U$l8w4xU$z(!DXQ@7sp2uwKZG0ET3h z5SBzd7H1@}P2vpSkGt1zXcmGGV(i|kuxw<-L_+diR^%6u6h&acqLD5AnWl&myI6BH zWF`S0RxRof~_iuT0Dv{I6c zvvqdwD?0~hLgdl6cqjDGS*;7G7E)_L^ky`#RKcuJpbQjsrcU4c`fK#>{YK9|7$dSn@?;cyAYxU5_6{M zx1lh|oZrQO)f)A|Dik?XM17fR$Shl{|D#dyMzc%i+b=6-x|6f*4-r9@s-BcZ+5QX$ z^R92{KM-(@AX8U*kBA7J+ZeBLP7eg&wL>b(=5U~OYWVSn#|V;?A2a{}A;zyRRS3W6 zyh6kFsb?VJk2&i~UxoM{cwmvPg*r!ucbqikzdE+0`>vK{xi;Z)m-ck)UHm2z05xEjKm*!Qj79+DVrDz$nfn%7-(aBXkk$A@KK zut2=mNPlMX{qf}AF4AX&aV|Yit>(2j4G8q_c*j0%>#Hgw;r+0rG&AecP=pLcKY<#C zC(WqFmK4g)ZXHG47PX(x1jc5->(y<4C774hSN%@JrdMcq!)E=}wrH3G7hK?X^Rb@2 z3?T;afW?WQEO>@;3CY<*WN86{5$X8}Y)Z2_kzR>F!Iwscm1W))O;TcnvmZMp)fBM# zeB&LduHXbO_5c4BoWcpjLSNMNzAlvhjQjexPD89B@!jsGdJHUzLHD+6TRS|(1<4jG zkKrMUwC*k)FBXsl_`dh1dT=o)+H_V59ID6%smvQ~FfV)bWzf;NP+fU3;q z%43QC7$>Ij;)^Ra4qMz;tpYN}uFo`uAE30B#L~$$Z`l9Gjb5qiVYtCss#V#p0q=s5 zU;q6`NS@LE%iA+BEVpJ6Aa}T6XkJB_m>I5$HHFu8YpDxO_)z&l@pb_`RH*T)xB0?X zsn_t1?}KcCPny^_vt{$qX(D&O_l-uY>4S(O_k@0;vO$a|NqhZ|CJaW=DK?bngYv&79MRL$cj==>r%>p`(U2(5!rOa zV-=?|CP&_DUwZ%`@<(2*xtg?9sw^rvU*qPZ8c!WXOF7^7fbQbu_0m;y2Ci_$u@Zx@VRECi)$<*JnoB+wGBB=+^uC z#V&yk2hgUCYOM!M%y&{TeZThD? zQgYzummZ>YPBoH7HoWcDy#^O~jhirB0b(1`WfLY#35{Z59wkHpfto!F;M+z(HSW858w1P{Rm3w( zpk{o|M-LZOEhXsiRzh3#m_?(n&a?QFg%Cd65}1!O*md<_^2u|F`RpV%~r@ z?^v%LNBKV3zjuxzPyN_|BED<0kls^$;o+c@f8ty%)pOf~;GoE3(RqA6b23Fh9C*aa zPKBl`NNaz)(sm8SqhlT?o5@uSbFig)-wn;!(8rTi3zmE0PNLFgR$Vixt+v0+gBCjY z7<<*_HzVlU$(`J;5aiA~H$7f6>)8E-xR9KxGJXU`Z<21Mbs~B@Z;{Np_1VwSK&rN7 z=|=7@^rm#>&7XKW17hKM%ArjiMf(nmo&(4j_18wIdvM2+PL%i29YJ;M562vcPp6sc z5Kh2>ui$rQ@SWcZPIPW(BW|pA&!<0-O6)+{A$ly&(sd}%a+^;Bj%nLOOlfsVnDxOy zKw#2w!c5AFKG!Jk^WEi!2SDr*l&<8Gc1K4!&8;eWa|dv|{>%hN z_+p?qPyFM(DaGl2SMi1=Ab>`bD<0i5WB>o}zus9}Wa!_ye>kWpwAX6Klg*=SLhINdhoOfd|RNB^T%bx98E#((ddf!33d`>uyDilwyr$u-JJlTdlyJSO7P?iQ$ z+5=6TozOOD-;^FMsY7cu_{>XVY1AM;L3+cZ9nbfrEuKCx&XJLL2L z0E1^|LcFWHJ+nEA5CAH>8|2i>7nU;pF(N1i)&l1%OaNg79qZ?J-U~<%|85!%m;(I& zQ+f&lKE@S^b=hnU>Sr`#eT!X2KLE`bj0;oKh$B}{=VlH zf=j8FI-cE8HT8hQhL4^>j1|9HoOgz<=SrU7WKs&2EC#&CSdmQi(`i2K*`5_1B5WZq z{lHv3DMQ&^UfiRadXy1`*!~fM{FRz$>Cd&1b6L+#JV3VP2_)GN`6WrA!{2jiBv&hzsf$M65^n0p-mf3^bQVkLV4+J_J@6E5JC*G&N^WM2lG2i02HX_^ zad?K!lP`nHW=g&|w3-a`Rhi#>se>a{PI!Q@b766 zTHd23;jqz=p3gfj_6Cka^WEwit@klXNP5rY%nm7k-5HEyk zTjsxNO|&RY7Mk|Iru3Kv#5br0XnIB-P+b`GtP2G6IuCTRYc?N}GbFJP@ExCO3OL|T zUO8^hgy++{19y~|LsyqoYqE&M#Jc1%n_twq|Nb_!XYAjN+4(!{M3%hU5rWqB3TDb$ zw|msd?wu{YC5uRp-wB$?5)|+;(Zy%WujB%avCrCIdhv$xp${lm$&+6l2fGs#GPzD^r zh5jpORe%3QrM;iIcq6uM5Y1;c6C-~@+0fj}Oc7J#DZ?Y?!$i6~XxK?^%7D@t91YZ9?sqD3T5SCwr{!lpNkZd3vn=L-x zb;;w`SDJkM8}6>A84Znoz3Ik#wi`oATv`^D=|dkJ!I`tku9NIb-ZEGGiknQKTJ(+y zosNx9v{S-l;aLZK>u2~Yu>1c4(p+ns<9)W3R~dpHS{^fW)bS9FSQ_IoyC;$8x8e)KH2eqZcajs5AA2E~l#yZ%gDYMrIG6Wgw_@Y{f&~2hT@fOol4J`>Hlm-XIAM^& zrtgN4=%+GzA`Shq=WU@CiMp(<C+j|Mfq>)=6GL5<+)8cwe; zJ3nbX7Uwjfmz;llg9qv-m8Kd~}2j%)5BX2zQ2olwsqNDF>P&^S-qJ@G)RQ zUBoQC4xWx>Y*eMWK>|3mzjM>brK;RP5XWV@L?I{jg~+^n!7|m*wabZ8l6A*I}no;-Iif+y&HsVX08Zz0)%6%OaZ+uK%dqzAP291wGHYCjrMAepU3Gz!zT6UUwYl z%D>K4NR{gA%7W>#Lo= zO5>L3_qDx``eCqhE%FkM9Y87P<-G;*OZ*MCe|o)78Abjx)MDHbO){j?O;+|fEv z=NYi`1iwB8!57kocK|q(7r{T2W1n6z=nPMkXDC1`vJrIXpQ;?jjs}8I%AV7CDPuMVkx+x&5neFIT_zBgm37w_T7(Y}j&g*juSGI9wqscFV?twC!TS$}`l0 zSteZ}!4LB1q;;K5#JcW&YJAaP$6diOF>fP&;q~B40U(gHVz?@TYbobl zC!rU!+62KRx<(ZPMBq7v$yoE>6B4*?7pw|`ttU&^P7-O4{UiN=TLa5dt>CY4ezXnc z`D!$6`IOIHGGX}j+E8*vbd3f{yv?c>06%JZNMC4rTIO@*WS9maPMg=3k_dmkn)$nG zfOv}~xQOh)byi_vaF4zAdYKj&Jm7Jj(%}tN-n{{M1GmU(05>54|h%1m&EB$}~53JEs zYsX=NKIGv+oS7(F6q;Nc-cEQOPTCAJ-nZU@;hQ5yQrfxCQJk}BG!(Ge75{du;5YQ` zYXWfG%|Q|~`n2q4z%-oF7|{I&>o{~-=xA-1GK`77{zk9Xg|lY!gMYTu2|*+Tu%Q|< zXd?7}*eC~Z{=vBf{Wdz!`7&WcV^n>p~Rvh@Q-dS`#18e+Q9B!Z<#?#TCw{F&_1q9n7j z?lqd6vA#dk$W2Z;wkLM*c$I|Bj9?0s4-xxl`!`VmkMn#eF03NC>4es-7 zMcCuL{*}M~`S}0;#wQdpV6zoelH1b-7M^N*OZIcNyW-U_p#m=AB{>RmmfHBVBohIB zAyrDii*YV7?76#zuuYMH$kN-#!R1TyVG`UOqDNRHgpG!lfHCW_qMqmd*^GbOy&fAl zM&E$4Or+<#-vfT51ImLqovaIQ=y=>-E<$w*=JF-hd4d74=4h5hCqF|LrF@+zTu_n! zVL$qa)nk%nw3vklo6QMcK*JOO00RI3G}--ugUzqX-lw0fe~VB+E~UI=A%yG#2pA-u zJ27({001AJ;{jGJf&cubS$c*_n^yI&qe)Bt~6Fw+;CBffK>^fw>$a>)8xHAxARMXoB!(s#fQLWN!8Ka=2 zo}Zd0k_m26rlz|R?Rve)#M&dpE7*N38lYIKXIp!}dWCOX1S!WaQ=?A}>db*(GCX-G zK+Na9G{r~FNIJnV_t?(*`;%ofslhTb0mf(&&wYNm@gD#4(1xOZWN&Ufj(Nz;l6uZ_ zU5m{BgxzvFm|l`+K)w#LEwpM)+Be#4{9BjH+{ zsV-}MMsiK~l+3T-W&3;X4TDCGXzcq0%)!uc*)TXQ3##!fAs5ASeZSr16xmC4t8bRi zb~<=vR4Y6*ctzmfUJU?*58S&?P|NWub+Hs1vlq+?56Qb;hc$5@(o0f)iW8drS%UZP z|NsC0vX|uED=l<*kX_68kT74OEyQpF9Zg!A9L%t7$wnko4BRajvex2wD_)EAuGJPv zv_hztjMZJ^56Di2g?e!FwPyRlkml4eztW$NVa7@=x3Lo9*WhuGIdy5<1K>96wALOw zQk!!jVp-|B{ieEL>D`92bhpHtg|mgno)9rG`b-BCH3>gl?_U}4)h}^8^W*Ny4IJgw z2WimEnvVubl;SfA7B^9j!oGBzD`D0j7@KExu9}GYN<-}G$}sx3hT*I1Iw~rPAr>Fj zQ_$u7ckmMs#y_(StxAK$m%w{1zBL1czT)e$W4FX2(Ssdewzbn{@;yCUcMX zu7QlNvre`4o|Pyh@$AQZc?iz-j>GwdW%*6H)2Pc?`~S}^BFci8jw`VXAbTL`?n!p+@GlGj=jl!LtDh=+ zBdSZ20|~QCGvkgXnWCE6$WsFrc4r3hMrU57=&vrH=2vPX94k?aaxd2KQ%@wGjn+a- z5n_&+jJkpAm>G(%^ZlbtU?uv_Se`AgO}xIA8CF1~G|x8fj#e<4LXnE$;6@Rdy||yH z$i;QY=vk-Dz>&Qh`+T**E>*6?-bnU1aoK??GCH7NZtm zd?8=|<)8k{&B%ohPNiS^u0QP@MWW`bBrQ3>`Q0#=CfN}MSyr<#!~rN+7SilbomKFX zgLC%O?sP?g-z7)`+Yy^T4D@vo`ISfC!YGe&!>syfuR4sGhPdsMOv>f+B{q>6e05}O-oj{9rMQnL1g}Jf_pyo zxvfZN>uJqX4E_4&|Ns6!|M(lruw4=5+fPzG7k5uE00093 z02$K_>~6&`?(O2-9(mCZ2`6m7s(0G-7GW_~9~Gbx8f?Q0_HmJAV{v;A3*1pqt*O8~ z=v?#`3RnRWd4NoFFvLXmM9pQHPj1b;g+G84P9Cqn&L+AL_Eull=w)w-VJib-QJ?dJPM95x+BHmxKD}*Z*1cc3y8w%WA5S zc;Dw99Y6Ik8MGn!OPVstjRI~+3+s}fP~GN#FY5#Zes_Np5#gG~{`J{?%TJilnc}1a z-UTd-j(drumvVk?mD5L0xUz(%h}95Tmquw==Oy)TM|}#mBo%5*I1B;aII-2;xjXhZ z7>={@a(Z1!Ch4oh$ImP}n8*J%`;5uwAEmUARerUhP5d>bqvKy~|7cffba=>5%6r7E z_7=A{ZZGgR_RaR2y4=O7;i}yLrPo~Ia;?Fx@vBHSZ^eDhx2=2zu`7lowXB2)6l{ zK@z<}lV<6c3iS~`US%Lc_(Vld={V7vK=BdR5Zy>xGMWkI9ivn0Nqrh{nbH^@xs1ujhp`K6%$+e951;<(T^ zlx4r1HE2{vdBbEAEpCXl4s+nnJug-mD-J=0{yI6bhQP@}wc*C`7?1;@vW`#8=+rB5 z8AeOrQL(It4vwq?yN@K)wJ=D_ZR^f&U`F?tiOp)ojHFlm>s+hv9^V>P#V>P`4xEt(?Jb21T=P;BCa4>Y=ad5l`PobI~Nhru?|glk~$Rm-2qI!l>L z=wD~c*}s_}8>aWmiBf;AW!D&?!8gm!z7C{V!~ShF1xg#Y>R}{{+&m*X_)g9`M)d$- z*Z88aYLAj6ny=*ZR2)6pTQQjCzDjy}7eE%YGu9W~@P`t}ptjRCw7n2ELyLVGDe%TO zAlFI8d`8s}=WXI+FpM}H1BX;9qE~F$+kh$#!!mPlNHkg%83R)R&?FnS*N!J%q+&-& zw6tM}+sR?Ct2UJ=fc_Y+3#>K34mieMD$pGEdKJeK1Q09LeXHK3XN^D&hoiXqzwyzH zE6PnpUc$7nct$Z9DGYMLflZJ((iUw=I&j*D34PqqD2+`KWRrc|M{u=gF;M^VOWt5~ zhuT>`c!DNR^3(@8S9>q~Uk;!xCVSDU=cMBxdI**3*jK4p#(4l$yEW$jd3H0Jhl?k5 z>___BMb>TZ|E5NgJ}BC{q@XjnS7IkCSEPc%dU~o)@vopPp0U+{0+)&S^q$n`#v`FC zQA1%jl}xVsj7t|n z<${&zG7DY}P27}SGu%7HfaHk86P{7PQw$%yOJn~^h^pq4xL+SD1yrZH3CV7f?_FM; zeu>&=aVH32l6f_k?e{C~v~3Eeonh1p26)4MFT%g1Fv@T3kJML8_^Arb?inM`f_K441%_vWj zlj3xwS1s3LpURq67_k~5OlT&z0DaPN&TZ@MFEz6<2Zm8PIQrnbsumj+pIF?R2fbUF zpaGEW$r5sZ`G2hQW$c5CXy`U1ve$0p9eEjYJc!( z{()m{r3tz=eGo?9cYTBopPb)UDpRBZBY*d{54r!=k2HaR0T|AtXy^~mv(PIbJ6ZYW zIo)>Ogu%;r`Y~9H#$f;Z(f9*!62;sb~xS(B>a?dw;`M?tmAR z8oaYSKAU+R?<7{}yZN(R`l{YW7MRpobw_8{jr(SUf}&XuMm!7dE#u4F)y?`DDG-$u zLSogs;%|`XvO%#!t+=>+;_DtttVEeE^?>iXi%;AQ2~%j?JTEmcG6cjDmNrDR^xpwq zdIr3C&m)#ZP(KRw`+UlpZIn+IN+Ah}o$iU1yPGaK&Hj#zdlaCLSU^=p%UBLCU*tt7J9HTi@ z_$aA?_rQnO+TGp)ZNYt4f{8Kj%sSNKkIXVuG#c2cP>iJQJ`%Owb#Uqt`MgbdP$q9- z_b|S!KR&9!)=SwBbVrNvtM6~{X+Qt;w`&` z%6oa^V0zBVqZqYVxFrl0=P~-YH7bVt@if#k2jHz6roF>w;i__m)a>N_&<#X=r?6O=j-1||F$t22rB6(02^ac8;5!6@aI5Qk8G@>*O+lJD z478>`duGC}*81In>+D#g;)LhVp?KbhXkFMx!Eu)(#B~Z{)3ZjI#`E2Q=WCW!3F`^l z9yy+UvT19-#a{{`o|<0f#&7qnz3tRa;q;Mt$6Z0aZ(3- z4Z$Lr&9u0;$b2&K*G)4ZExfv=z@6d&uS;(xSKFM~hJbY!#bcXf?acN32TCD_O#Fr7 zjW?|-%>r5%#B~JNPN-P%a}7Fh8vXSS44*_5V`|CH!R&xm=)&IuM=ix-H&_0W;IKh~_fFgHKk#Vfso9Ad|lt&yj@3cO;1 z?Bi5%JpBCKz@5ei&?Y;gWP~9D?v60IoF!Mza(JdYXk^QiDfbTwTOVrIZl&EG&W+e_ zFCkTx+Wl&8-GikiwS6BkKz)@g0iJ=^X=} zGTMD3d*@r~5;C7=Ir?7s*w||n?|ACCs3<(xRx}w}_3hjL?|n6nJ+iXtQQYcHW*BW( zk+v}~QkZgL?^oRk%@uF_7I83p-!8sQRn-Eba-Xq6*$Bd6Q;G5qAa2+QIJU}Be=4qT zLoN(Kz9)xvQxm`#?!AqPrkyAABK*`|9PC!Mx;(+AEk9sXaRq5U3NDVKLp0zkW>dX< z|9rX_G|Wl z(nuIHi9;smc-Lb1ygzE6?~MRDVbo@IKs5FpV|I%kzQ(X_KxkOMbL!{>Co=qN;=7{7#0B|k8QPMAwyZ0lccWGl z!5DbAR<-a|GW0V)tseKyT++cPX3i=(39nf@&|z28mc^~n-vSq0mM}fp3DlfW!-g@a zN+ZY8^(K|)AXJjsi!g}vex^0Vh)IArru4dsGvF&-X$?##d??3+xUI4yX^BD;fG}(E z)GXC&X2v$kB4-?mhQ{RoKO+fYtkeUJ4^9Xbz2_t!Pbkr3Z^jt4_wrIYfwNYTB zxT#VIgU|W+!PFPFm;!tQR6=$_TsbGwiIR~eO^x>jA^ zz!gNWEjztu2P6sx?+0*tS(G(ZiXjkD1F!DQILA*Ej&CR6wiBCa=>rcbLR{uU57`IX zIpY5cP{fzMX`TTVNidQ}$j_QEv^3WWSj~s=D3*?30F>(^aC)TXMs9jpg;+oT|N8Ba zUB9>KhMRl>a_{>+1$F>-BmdQ$2S7C*8PIDS0Jt4Q(+#+5UT$a6t%cU>$+{Ee| z#3nxHZ_Dn44ZLX>)KtQ4vF%Eyag0IfqlK*+vVi0DX;9dOj;+72ra0009301wopgyFY50b3breiWtlV*mG7cV8WY zi4t)jW%OpJCnuAu!$Xa-T>%t7RDK5%FOSh2H`;4&R6C6xj0p+g>dRe;m;t$^9;Hlp zjk&-5nb-YJDwZwVRZ7uV%FG;p;(?hlrC`1)(GyB&oq7-ele;<(=_o?YT~00RM^IB) zDsMwgBE0Okm4b;S7Y~}i!9%5Ar@iN8P4=^)o8m#`W*5{GT+o(hcv6tWC1OAdSJul# zS%MBHDO{@Nvvo-8wPJ!1dYe~qH44Zs9zJ@Tq^PE>c14;dFhR4=R*N-oz{DkYhL-IG0 z>>iNoO_prjs{%YkXbK~$k?%dMd4SWpwDipOPz52$P$iI#?_Yt&Q5l2boVqCKvw(*Y zp#0@KEVaddt@DI9%fJ`o02)PL!lBFYjpu z0G`<%AwlB|tp%zL7vxmK|J(L{Tk3lUXCHSY0c5B-%(m_F94-hREZ#Iwe(I20;3Z+G z_8_Y+d@NHxZ&7eDbwcXwDHh(i!gn;f1+uXD$TyOh=3b&nUuav z7q!b(4RNI1iEvw~=NI?~W|WRpKZKy%=HLH+w(a!SmAjILoioI(Bo5Wz!zcphm$=x{ zpQN$DVkHjTN`#UEy4_*=^30v;1!?X<#|vv@q3yNp}(wf~?T3|bRh=fvX@wkS%; zPntYf4?!bWWnoe&9CjeVy7Vvt!Qlgv$AaB@8Wq4R%Ui|>opTCr=|2OluKn_kZ!oVu zOyw!`w~{M1EC&dnvUd<|8W4dklExAqD9g zpLKt^<9?qL{6?dI2mUwiLO>eYP)yGR00094E6{&R+H~IFR1qf;6o3UFyuYu-+Z(?P zJfI12Y1K@(mODVzoeuJ^w(_d)Y;V&ErAb#+iROnM-Pe_-(!Mf9w=n)Ar8wOSz;uQb z&C?=sVbc^B*$}DG)I*5t?O^x9uH*NjK%H2UO#SR5Z~Qld<~rJIyjxgG{;%6r$KV_Z zv8GJG^w%{a#>H77>1UqLkJK#?qP}t;#xeY2#9{xk(?|Z2XjOC->)%!ei)yd@u>yTz zftNis1i$&_5FcfGx$If`e@9MQPP;`@8g!Q7{R~IkD^o4jY z?n2D#9YJ4}@uapZ{S^Ta>XjqtGLb*Ur{0T(Y2S5U%Gs(i;*!w+C~QpbtD;Jz<^jv6 zMk(ghe;Q)v563GPwN&gpeb|OFW|Qtbmmaz;^ZTW0L*?&y87MXuF(Nv9NwQCLdPFos zUohLLyv~sCszlqsqR}__fcX&~$;fQKM&4?8Emv{?e>H&h$Riu@d*_)*nH=V+_9jKf zYwz6R%oHPv2}TC|vMtzWe`AoWN<7y;OI|C#JHd^nk=&lB-Lg&D1pI13y_F?MNfTLy z%J$v9SLyZ*u$kmfF+7AYx7DA52Jt*%w~f#zrr&2r2sa~$f`8PjhcpIyk0Lrw6Da=i ze=HEAi7HE7$i+Lqzm1b}A+I}lTEBkF$DEGf!W;c!-lqzf+kp7&iofIs=5oGJxM#w_ zO7qPL{`aZ5(P~sCApcIhOWIGQkWD;A;drW%x{`l2?7UQ~8$L#Q%@?re zEnT6FVDf|}9faFq);k?~4vguDsA$Z1k=E;g00F6@Fy;&_d-^4w$=DjM&4q?RKU5mR z9mZbN#D+3s?;Bzp*I*U8dA`xjJbc#-pPeH+S4PKLYRN%ykB=wo0GV;}SUa*G}xg>!S%A&O`g2w3{FQvf)y8c;;jl&RO+qy~=d-deIST*EU*+hbgx6 zxw`B7ZE<&F>-3c5qp`JD6fu9laewl@u>OdEX9SaSVjJhf7g6>v|G47WOI*1_#X?kD zu*z60%TtO7EL!$kccieQ^t;1ww}p&*`}o?E&MLMR;q`CcDcfpYnTLL?#02&1Su3EW zz+w)2dlI*A;vBfsqECb>d`!6fCj#L?W%iDp{;(a@n=Vt4Ahhxpw>I3X78kj)Bps}z z6-8;#MvPzDQ4dC48_RhdN~B`DWt8u}+5?Jb$hbXTd|hBe=&V7oeJKJ7D_GW|wczc= zxqtA=g|`7BlCgzwS2ZIG{lts2>-d~VZ&D-}V@HB=f414bflAG^KDwi8_T$I;mc_L+ z)4)K#=47%$M;b|ym70+$?DBL=-TZR7`MOOI7+p;%GJ;WM4b2S&`fwJubkb%e61|G- z&+MzNV*cz|Pj6&hi3BYVm_OZ5)*C9_oU1=iUBy!CF$wEl@ro1wd4^IiCHN;A_AljJ z4ZK3S_-_Lm*fBcQX2>VoE?!#@@ffRXn%Hv+?plQ8o4$f4SO$D-Bd z9aS_)g~Xw5yJUga>G4Rf04_QM7S8Nf?A!kHjk6sz*r9MNojx1dR3;J06jz zQI#($n5)SKGxiomv@dA0fNt7yhoVQ(tb?t|>4CTtlIwN?q+Wi-?f-uv#Ezg}g_)}Y z#^^cM7gdLu-!>;072=JGJ+RMKh+8fZg_tke6TZu`y|z*<=j5BF@L%rC_5FOmk+3M5 z#(Nm=US0%NCcx^_C_I#59`Ta8xX3D3W*Z*W@-&6VAsD;PWP#-cY9@OJM;Zwl%a>yb zJs<6nsX9C^#P-`I!=Ya~R{Seo_jfcyC7@a#+%@CIKY{6gZO{JZKf6@==ZtdPq}#`W z$)A)UqJ{}5tQON@W(*>L_iiGBCxlb-(P70Ka!LaQD61%X%9A*dg$2bg1*pF z=#>s_cI%dFM*fbEX(9VYCs`wc6VCaXLq3oPjj!mrZfDhOwew2;i<^9_t_1Y2`p7@2 zC)y|2zly{!arwxlS89WTRN~Lsy{^&hPl%s?3Zvf_H5Wwa;P9fYoGZruG`uzihX3<3 z#$i%xlaC`*jrsB3%agRdcE#dvkxQ<8V1g^L>DH2fDe|7kK-;47m-A{SJ!}c?zkdGz zGHlF$f-ZX~M8(h)x20L^@&@*|w?g~SFr6mXRFL`Gq$1+4^1XSpaf+fZ9g8UFIjx)t zqkDH`o0pnaC#1=i7t`jyBcDGW38rP_~++*I9=U>fRu^SFXXa%PAy zRDe#XhH!zT_sIdkR=LT!u_x6?E$=%e0hWW$?O&n6{T&iZmE3#6(_ z)bk=eZG>cG;8hu-(>`+1yGx4baY5o5WT1-8XaZ*{yOX;`j?d3)i+5kon@@fc>l?G% z@pUyT`Bjr%%x>$QSvnwKL{qk6(A-uFP}ud@VfSQVT|^r7EH|Ilg=kr97*;6dE0A+G?O=q)~X6K zJ$hua1TO6^v^GU5YWWiHb_QWU*S>A+DtUg*4vz+`RfkS%@HWj7L!@m70=bz1B-W_^xs|zM$vR7uZ^NdE)2?2T;k!eCW^|)>)e35rBt7_lp1x6xY#1k6VsGoz;iZuO zf13@*RkwmbrHkQzD(&_TdKx_j#RV&Zr!?@2JC$RIVpU|U9X~84D0``i1*l+6GUJ?% zmMxpRk8P`04;b{VY4K>d5j``BsaltroQ#qpnTi^GZPJq8N~B#$Ga)4QL0@xFzP%!6 z6?fH^5@MT-hv)<|)S=#rDBBvx>rJm8L4sXg8wSpQ2e$uJ?yXsf7jmWk!`YoUneo$Tk7Gujgu7{v(ko zeO#RAuH<@jiDT=itaF>AU&97=qlOXS>^K}JgX)*>Wa11%{xi8$2VT-eLmpRN5=}!Q zY-Dy69}>(>uGE9SXD!L_7G)HF~YW#rg3F{mbJZ(kR zX`lurP>Ej)J0R1nrMSBz=H(t*jlHR8~YZG!rv#9h;men5LTfPrYFJt&%c&*$BROj zAl!B4{gBqHpO$V7!h%}B@6n)OoNEV$zyC`6z(joAKbZK%Mp8V9*_&BlcK`k@E8vZ< zv0L*9JlNcK!eS?%qx4PyfxL zUHxEBhBq5YMdp{M%yW}zSAFB8jbZ-a)u}11eO!)LMRA))ZS9xLQKCCIxWB5ZmJ9cO zF*Ge}6h?Ya2j!4R2=shVd|0MW3XHHHBltHbvZcvDiYx24?VLVEOM_5<=xy zo++1TGw)$~9Rw^jbiBGY>2HC$UiH9&lQP%d*TX%9H7e0^(2`!=1m8yt0vP&nQe-Qy zYv+O{%_U%e_mG{#`#^$1WJpg1RS>J?7ZZ$h9^{<6Bi5WU)JStt;~>FDkoh+?Na%~{ zPG}uV4l_@%5oxYT2|Mjj!=W0Hj5MfDDSNGy_Q+qTxknBT*_Ux~rtGDDB|mU zaauQ{CRou`X1-u=bJA+%4PYmr9&`cx_gMc`ZuvS zI-qr1bc=~)p+^6#nWOL@3nP`u3=LXV?%|Y}tJ7lvfZ(L_3xCpjf(GzpDuy(x*Db08l_qnJI z2=(%E8$wg8X#F@pWT4H@`fAnvFKu8skb1DQyP$&iPH?l=?#02nwQn{8hGRNrh|6+! z&Sj8Vf8ko8kd1rYOD#<&?cq!_#pU5)m525}NsrAE#5f2|EblrUMTUjO9WJrgT z_+8c7^K7kAlV2Rt6Dn3~Ps`i3FMSt5SLUC&C&_h?X!in(SgS20EqeOt9nc&{;4#}- zMkv|Os1I<6o&WoMfAx%k;$AE$>S%s@j}SBG(1fP6i4FT?7Qw21(6AGl;pc}qj=$w0 zXNmZ4*h{V|dVH+ihxn)rn{j2PR^9&r`HXTh_QJ?qi{UiD%fTH7bZl=kaflv2Ll4b# z9S1~0sHytGQq@ED?N3&!^;7UFPx@`Wd!(HKEKe89YSu(3r)-v8X&7#e)UMo%OgacP z;Hvy@Era|78GYJ)0PVao6P!8%26zl&eU->X=G?^&*gFBeF5^>qer@2y9Jb%$aN1N9 zRUOhyhhDSuS}yTw)C6YAhfi0J0jw4VHh3;un$dbR@OAsP6{!(ty}A`1FKSGN^B)^i zW!{O5TtSei9{?Vbl5Yal=y&BZ^4_*U=#^J^w{l`@%s}ZKPb*I{Sj5MUbWcun;MY-k z`d1=Ubo3uCz^=>SD|mNtD^4DvhHDp!<;n61>xPx9yP0@ER3%1%%+w&i0ff!`reJBK8dV2L74 z)hT;Mkq8$Z&~1myK8hSQGRD)9B0{ovq=) z1dTg{WJH>AccPQ{)t{MVPGSjSHh8ZbQl;ID4g}~=n4jlVrutYqdfKTknc0^gWOTDA zC!`-PghC{V!%J+(lw8TodRXZ>LNb)a?nk%M=eblHQ618qNo(|vM*xdi+L|^aKdK+t zO8txguH$&>I_UP)-T;g%We0qB!idOvf&A^lP?!^$q1VEGP1yFP{FdNho1cemtrax* z29aMXjIqVdoYc2E=N&-Bl+{5#?uG^L9XhZ$1WT>*ADY3t&JFJr5`sMWMb&BD7-Q5>zQogML7?3XN6uJz~GRB;b-O7vI>kiy2 zN$@ij1U*U07rk_NYzZ!O%8KdS@{@Q*q)!Ip(B<25^pYH>WF?~Q-^^V)6KbN0|gnng^4Y;Xc+{T`?N z#y38{XMhmX!%Kb&AS!Tfks0JHTgDPPJ;nJ6M7BlxbFilML5m=v^K)z02V8Ej_k!gr z0|V3jx7}k__Ikmu7DRTT->IhrxD2WStuVTga6FVlP~83bnbYsZBX27u<9{Hfhe-E3 zcmem(s27iqQdy+t1j9f5#F!7_Fq2aMgfb4esB8+7F&35L%pM`27-VZ`{l}k}P4P7> z?qH(430_v0$Qv3T|L66A@T*xsAWC+2jtl88qg=#^6h0O%h$0@CrQ8SFeVRQTpwWgw zi9Y4=_FWm{wY)*}kpMj?t+e`?$w-?HJg^ybmZ{U7%j*-sM?NTec1SJu2ViiA^3!Ou z#g>EvwAyg_YZ?~DqNY`Hb>@{^YN0{hieW`f9QqEb{B;I2dZ%m4l;K9qQFi%Lsl zi&)YNs=!#Ti|DI=`t|?0Z$vW-Rw3%{immIkDM)J20##)+8w4PR`Uk2TVAZ4MlY-== z%vKnHp=7*Pv+WPqfm5%bVOfQUh=$^KfpjPmbDz>oCiDTdHZcoF?6RZ>pG|Wpx~Smw z8JL2DaJ(b>Y$Dtp-1BftQ>0X-*7M#YurfePt87_jAC>+lR%WrM?HLgcqfe3qX_OOS` zqL5Tj1ZIE~vF&zgSzPJAH{M2%dsbk|L~ps8H~qHw)x)%0LE5))sV4)Uc;?-7^pJ8J z|F4h9Dc!l;yVe(QQCm_z)O2G_o>s|DM(%yTM}p^GD1RXfCO8Q5gN?S~?H>B;$7O6T z1pfB*M`jSoJd_^H#mc?#!>nu9g03%{onr&Y(e-l@3)6PD+9^a~M?xUbmQ;n^iQ5FO zdGl#=Ho3@<}mWd-rhg_ zGK{H9lXYwX?&`)QulZdLT7V*0O4k>&CEuIZ9p)$sH8K{Q@AYtDRMXge_Q``P@ zuT;G^UhC$G()Xv`DsW`}MkfHr$s6=Pd0==w{(SMS8np#FI{(b@;>?(;LAIcf*8rTHp)6Ev2?FMkqwJ}n_k zz9L=-%WhGJ<8}KWAB%XV3lFyzy@X?ZOalwx!+zxzc9d_Wgm3r8=FyGPReN>|DGv(QEr zX#>#3!gYU6oisC_W=Jnb4w+>FD7pH%M@j2T`-LeH`8HKcv{LU~gxL<&T+6kN)>}Qs zLpB*>_VGR$in1vsDyrYF#ocvbZa&-Tkaoea#wHiPuEc)9QCp09Z6heR$`fY=fW-za zv4-q5@Xo-m%HHQu>cE}YN+rMP|LTzNwWyUVINQx*LJj|?|EKv!P@@?O&ZHV6^vL=` zL3OvgefoL^Eo$Y6*k14;Mu`8)mXOZ@!bczC>vtr6ONhJ*EuefWNUGN_vg^Id|kHgGje5uO$7x?Is^DbN^w|ei) zPB?#>cW@nacvAx0+9s+%dYsP5K8L|*H(Q`qD8mth^1p0(^W=t`dYuSd+_v$IX2h+K zEZbB>>SOd;2i{8Gw)z;bsbl*AsUsj-M&T?v1f;3Pk*%`lBkGcdhCT5QI2&ucgB_D= z$2}%UrWt*fltJJ+o9$GTwGRSb-;gN#+ZDHVjhkY->{*M1|5;jPSoGBX89jV)|jIvjQf$K;(8?%x*uRT7!4r75>fZh-AqY%9`EOxJD#sH+iu z6nDLaw)*Neq%2-KTu*=PKS|yOWXDkS#HL9JO?JH-j^7YtJ&(W9o7Wn0BW?LiAY9Rw zniFnZw#nGCx*BAeT@fm-8h&|11isXbwO1hKXoANX@lXa8NQ1K^bnt>@r=7GeLMN$& zYaGC|U^8OV2^fCX!pCPPzYgVc=*vFs;sc1buMo8Vxg$qV+I+Pxmf?hYbl7zBe8@({ zYLfJ-baFk+Ld@4wGDa6LkpNRc+G@P*BnSS;O5iG2?VSEGy#bJ;%;Q)I^c#`45j9=b z0fr^`1M5IfjFJ9yg`!*iv-I2`V$iwNA`sHw5LT~@Dz8s_CS zam9Ou1QQCu>!^zB8gBPtka_JKl!TA72HQ!GQR7tj<* zjK{F9wz)?0geC0Lgvpe8AY`q=)TBT&?+4>2Gs)~!(qiW8qC+{5yqQ54Odzq>>@La5PnB$h=e~Jl z0tiqIC{(zR{}}6;EaxYo1OBhXQRtp>?2lurZN?&tzpd^ac?{b@Y*~8wkNDNlgTc2E zm@t?+YVZvTf2@X!=Wx^GgzPOy(v3;>27gb*c2m97wHUcMwwl~2C5Gg_hQ3$b#W^Lw zcq;D=P*U)zJIvNJmc8mfEI`SqJ_p}*i+bSu`aV0&auE`O%IPW4>=J;8)ny0wQ8;#9 zxIzUq*4dJK4=60OE}FWi-vAvPpKnU~jDE$|C*=B*a%U>(gi;~KM?(c2$UgN)XFNfo zOGFc2Zz?fGOKusF+1yo7T^R@}%%Cy7TIs*&y^-<+RkmTh%}=~sw3^>wv6|NkZB>wb z-u}`JDn7$>al?MY8af@q9y+4)mD&EL`j|{8X=7nlD01g}IV_scB2wMn8i~<|OwfLnrXqWY+znctPPRXFKR1A)s-K>4ld;j~4S+gENbSpvZ-i+h0JOhO+ zgw;o97?AtjDMN360bglJh5qrpnKvo{H-PIftm(%BrW|{&&B55=mm-(2TCtVQb$zDU z;kyBH{$z=XO;fVx^a7|xf*Bfcz>IAPVdj0iwSCjt;ztJg5KNK-3B>myS|?0~VQFXB zbizV1?Xz3Tc0$=s<~U|~DGYTm=!quWqB9WpwdO23D`YpEnSOAy+_oHI9yQNOW?;e` zi~63?de)U8=lVjh=n951P`@rhPPx`0XT>c5^dxg1#-{D$p%1cygao3X^#m3hcN~yz zk&t;djYry7Kx68nWMP{Fnt&ECqIH@Nnr&kUGHxn zdU>tJQEbG%_IrN#w(plhzEi0@geG_8{<65w4Df)dHS8m_g9hR8SDt6p=KACNTp#bd zSMkfU_4bn}Z#BE$AR$u1Y ztLRS$w?Sl_UoVZG-tFt1D!O;my`oB1;5d<@N}r!Ue$+CqS<4k+;PJhqzx#|HsjSKz ze)y2@*qoXiv1Jws_IBYN^lT#y)gk~uK1>PQE8yY2;(AaG$1(D*>t$&p277S$D*ky< zT9w=at^r_GFE$>6;ddoY+*Pb9t8vZpG!s5GEI?x!0u+aCQBAkr3jCjZX$9f`oJbP5=NvokOPA zth@m$%%>#&;TayO5#W^3HHF_NyOoukV_!mxMj%=i}=pU^V@@4;g4Fid4mG5#?kPUjB-%mdAORNmh5G zL$e=KnEOi2bc_jr!mRdI^LrfG`F!eWUy`YMABacrlx_I>e|rhP?*2yg!5s40f>eIk z@$UEVfqq3S|NsB$RWTIk1mv+bW1f&ClXIEV#|Sv6hwzu-UOdp8qeY~2wDx~Z_CcR2mAdI5~>HiO>mW-rUhy{yeQdd}w&##>Q zHW3H(lPHb`JL+ z7{Es+Y;;6D9rKujKn~vcu7j{4Nj?2-N^bBhD*hr_tg}bRaUSDvCxH&BpD{viFT|Rpe;L;j2{{n^{2$_w zHHX-Fk%A!X`Z~y7Z=p;Paa5;}7b^mTK-JhmB#9)2GsDTZ+Lo39OanFEocKA2A zTz!!0lfS5bgtasbn|K60T!q=~JOyZH@-24^U4+J3KhZp+Bz=71gjq21tjZ-rs9xbf z@SWUs?AhUpwq8&nU zzaWocl_Io$98#Vt2Q8kwMS!YciHpc|?ItDY7sI&yM57bETbWZwyCT}0sA%r+Iy7o# zvUqXKXh-puuo7pGR{dv1*c`{gh@Ahyq)Iha_8=5Y=@aV?s-s{I(IoTSfQi6P?q)g* ztxuAy7!%$U3+68p_~m`^{UxZsC6S!qZZGRUF8*yG==Wq<87%gr2K$}=U8k8(zJy5P zep0IaT?XxNM(J^{alBVW{)&20iGh{ag_h&#(7ni^Er_I^qYnWEldM?Q+AU}-GG?de z|7i-=(^w;of}ecAvVPB{8!6XEpKEh8DkP=T-j^&P?g-(&!;DPj3G5=#X!R2tK~yn~ z@~1XM?_gmj6WKn^M8(;OAY9@j+D>-O-k<=8C1=ND1{vN!U}H{oqgXI#MuR68n14ql zvB~}W03{sin4I|2&lSjvcUZ^}GXNm75SmrHPyh3h2@2Q*R_Q#bBB`k>Ahu*Z^uEDd zk3v0g4G5P}XKX5~SCUzJRH#j|KoTJ6qS}#Y_zxFi`#d~|bah`UNI~zcOX94HMKw0V zlrmnG*T2JM&KXAjj{`c%^?6xYXnNIGBoLOjk~dk^AP~EU)0S+qp;8#Jvv^Zs9WDZ| zB^&?xKZ*R;UO5}vZMJ}eDzZr^A0v9}LV&MRH<{ZvV0cW8L%)G=pWcOD{s$wTKe`k% zH>2UO8Cm*!Q&xqao&$F6eFh#1QHP;zBD|I9FEhLs-|dHu&P@AFT=`rgGiPXHM$MoJ zCjDnwwW{7^DMb++d4vK0-p7*rY;zVyS%Cq}?9i5UAI=Ut8y-r=@ru8DYKxopQVO-p zEgJC`%8<5bi{1puny?!GITPKn*qn#CeX=}sCsV;rc4hZQO%CYQm^8x{ehG-YfqQQd zAlHLafa*>ytdz0kS$F^XAJzay^MkHi5joG*YaR^bt}(x|maLchitzJx7-`=S?`jMa zE{wgc_Tw+iw~OZ?&Ax!$i-wjHmEUbz^f?N2z+d=iBLX;KIvMVwU+(l2zyv zL3hA+AmGpmEi`l~MUw`G1!kIlBZiy`JyuA2KywNkJf>ar(8?)aPFQ5;&*1bqRO_P{ z-#-gZit6>B0xi$mH7*1(z|)E9KN+pUdkAfLxA@fvEo$gKIoc6FS+eH8re8OCrLWEr zxJsK+Gxz3T=*jDVRm}vrVZV&fZ2JZT3~cdczLS5+o;NQWKcL6uQ3@%-(l6$qrapOC zuK@;rd~B;-2sbHTiT~<)Pdd2p^*GW zdBUVQ0~RzLSO7P_5ZTTJ+obj0)IwA6GhWdJm2uhd;W5(jC~JaH24Yl8LpZ&7;>XAx z6uvVmc;7k0vbE1K;QRd20dMA)Zy98IrMo!a^-GDbi>e6U)uhj@!LnDnukbKKBZ);~ za}OLRv+Stn`fwv->|+t|}AR_`a81 zn*;>_*$PjcmVq1X=D?G0*_2VNz$q-3Npfvq$+&&ZX0D41g`C}Y>)g}2d4=?yk~ARUdG{R&DX=`qQ&0Lz#iv`;-)VCUjxtWq)6(ui{HTJv8Xj#-nSULRa*V!9qndtUkQCm1?10CI z0>8onrzI%yAHqz$9ogb{4UOvj3nDCzz14Q$(5+c~^nO_u%m}ZlJc-kj*yS0TA=Ygv zvCR$7zh#4IFet;I!p>8?yxg9y0OH>K-+e!9t)Nk`M8&YHYiX$F!=UZ*2I4Dw>4r?q z{A!d+;uYd8ni4jxE|OMo@+dXp?(xhY<~>QqY8)&N$5)?5CP_8{gu=8C75xv@_z&M6 zkXvT1qXZQnp_=u*w2Ajp1vls(kOS46H2}y9!#3ycA<49dTkJ_+x*wyqy#b?3pNAYA zV6=DF@MuIg^s-`S&R}S6zY$~CDE+1;e1HG{=hOfH|NcZ$v4_pj%L|myp)>n`lZs^J zH8T$ba@!ls=0^<|Fz6+(yC(v6dD^d}y0YR!DlFP^&hlcxf-DNi#Ci-NCknVNCJoj^ znJ4AKRRl)K(w(dv6UxIXiP9?J$635kN`uFwCAOtALD{zj`4Tj0un#^(DzSUuo$d9J zta64yHqO8Q|MkcJ|M;T+|Ip9>%452p>`!{a!#(i$ zk|fK~3gFsRDTuLEw~xbzkW|N(HwS-@3h8_Q{@?M1`lKk5lxyvi#0T#errAYrPb3i} zvy&NTOK7@s*X~eiS)SzV%o{Bp+yezvJgi;b`DYq6N*notVjKf(w)kdPc)coYfKX$W zHiKR@&nB$4Z!GcV2s%^v;|Q>gx#@`+*FT#1m5=-2V|pfx5hn(F7gUe8EwDk# zLrS>S?5#!xwf#;5EAnN0{Z~+%=eT87jzBIcbD3XmKNrMMzt)Na!n^S^G4GtGgWlsT zzQ~Z7Uw==yINdBlF#uud-V7aZBVMJt(b(rs&jB*C;nvP;{;IvgA zf7<8f{(EzNSD17e^bdI@%{B4MW4K_hqPG#t0_aD$Sm@&RWTA3T6iS=94n)dMN(N!s zNI|7vRCVy!t;Cp2F!N@>sHd}`bZm0qE)W5_^1n3pBQJ29;6eF%2&2TE;41QTLtAr% zpZzhr|E*gujr>MT82`K8T2j7He zX43o(_*uNM_KKUkum}vC=R$YOGpCYR;6C)|A=;o~B_%N%YKUzTuh%cLo8AzEO8X$j z@wgMTb6?TN=3_@E-cFISt zNfVLFpX1uMqLTsBlG0`_S@9ZVWJ@u0nVqS>56yBBp;Cyk3?a@xUPt}yHOV<5u2;-4 z*aO`&;}lLhQJ!$!AXI1Y3K^a!puDCX+=tFVylcuhXtb7==x%6Xo`?;-JHw~V02Jlk zLwN<5Wg!pQ49DN7@1k43^S|17emC5P4)Fbd)$yde2i)&@OTJXqC9q;Q3sG@Yz`evC zPy@*zIC;gO$~I9_ij$;y(7m$vs~We`p*TUg60&so2r-EHDy9^4&ry~B4@MoHYBDi; z?QoSpn+{Mn5E)g0!xeLv{-=ls+~;DNB5?<8i@Wg>CNXQbd(Kn5Xn%4LL%Vc$MGB1J zHf$Jl9vYe1sEJmj0lP5y7tIYlwQZAdL>ysDRK4!`qQ>O9XtvDe=XBIGP-`FN)jFB%;xxQ3HJHnrW@s21 z27mwk^7lolf#WNXP>N=KPl?YY<*@F{8+v6SvbKo4!e@ z2CGk`P8g13xZ~I=6uwb>)BFz}@k2`z$_}ZgDU6SDN8zr$N(lPz|M4FG`FHRC*C{Y; zCtP(#f4m^89s+r*OKvkhqp4Q{xx>zTl$r6i(s8#riP{8pGwtI1*cApv{$9NQ zMShweprCea>I1&c-%YvUaFsyc5@Io=4loi?(<0Ot`y=lr()YX-Bl{(i#CRgLxA(#` zM4S)zJeHCR zT&Yhd*d`0$=@v-=BYt}bM+S2=U4|pchZcJ#x5nir`Mpee@2wb^G7?R zNw%f-2m%=qr0t~zuHr?lB_hT%uRD8DwC?(2j&O9SW{&4S0*#xnm|lt;{s^2wEhA+G z4T8$?%ZqE0h-X134Prd;ztz`}H3CrnFwCH+$OOa-+u;nWn41>5D8#OH87mB!s|j7n zjTPBF9e#z7hyDv21Jy@BH3RfqA?xm25Q|>Z1Fn*90knGd@&oz93xWpuuruRkOKzAM zB!s;ii%#(x&<# zFF5VNbI}b^AC@{!E04pVZ`w?#ZajkPD-|SKg2EfpiU0rq|ML3|^6Zcw`y2pF{6;+b zEU(r~uu>@`{L@^@c#$|b@TiYU*vE@;dKTv5<9q`#f7{JTQFGFhv`dN?3>+GjRdiO^ zK?U-^?yAMp^$<*p%B1oxTLW6JHXc!|6U8I8!=BXOz?Sc+1|62sU@o1nMcm$!^#zn> zA9S*HxYjO_!G!xSoFj>5m?yRj0S0hwK`upEUR-b?gM&LZ#B3LVl+ zz#Wu?a%eJg5Opz<7~1O%+W6>N2zI)X-tk)m!;dwRreJ3MkKj_u#U;fP$ilsZJ+fwSL` ziJp|i5-epG=s?F$o3vlArVr1F9Dzu|6aWAJ|D*r^{(dJh1oghU`ORF9v=*BN=_Cz* zPxDzJMADL*_$(N%V3U*eJ<>qxwO9J%Eu3I;JYkXZA=4zE2yVf~;z&Y-AFX#}SYMe2 zW~g#4y9V{?a$n@Af9fx!;LN7I8;Crd z{sGs-JM>|m9zSnu-VXsy@dUVWG<<3I{GbuOO5~e7=*U%YeGk-V2Y}aoz5I^`kY!!x zH+blMror`s1hCYoGS3R(=R4xy4O}K`xZf(O_wvx(Eul-P{tCVCSA2 z-1mx~@!jzF#3z?BWIWSZ62oSjhNtQU4UFzvi4dGl3V{6Z9B^vBhkd)>C!w;RLQXBb zixc>DEhMHL_HeORvcd+1f0;mi*MgNN@lq8!MQ4+LUv#?Ib})i|Pwhz(gokS3?tQB_ zicMajp2M`hvmvi4oVId6FL&RAhg7wUu{m{XGi`c`=U=s zvehS31;Sjnz1UR$VLGYHe=MmSRK)4j;~cdAv**p`5GiK_I$)Wx0?n|E)sgkXKa=b(w=Q~}OOy`1uw zZ)8-TSMLEdyE2~VJzKF=XQn-utRv#`#o%%|ScYSizU1yi?$n4E<(Bz&+=|&wN*4g0 z*(jc4v(>bah>*K6ZS%X(yP)dH{lFcGs$)xO7G8i3qJ+tWBu_mFk4={2?HDS`yRf3L2U-&RpVi$SB3E2{;6CLm zhSJ~q{s8UYTlLFt2}^Z}E|f>3IX=4~5UJJ7ZHV#D?_4(_ib|g!D6GT3Yb@XCsWGUA z0N~f*o|7HbEMvdAJ^;EIfXARO^6X}Vn1?kME*{E1{h}rcA>Rwog!M@?Jy)dk1ZcNK zZe{jDpH7lR*?j!gYd$2BJw8!6$(G0Lxz@p=nqkbML%jU$07^i$zdnUDshn5J_oncn z5;Xt^w=2KaihE?}7;6lFedZ6VuP2xQZH)BdAs{Qc(e+ES!34&Y98vOXrJB&Jz&mW( zDr+-o@mb+$hF4=O7H36f-CO2Mqw^ii!^erHRvh3fl#u&;#2#7d0!=HxF|U&77k5Q zi_KbsAvNr&t-v$|Nr;dfB(ko`keXyJZJXE0u*`jyzu-r)EMTn>z+1NnE$nI zbR1WO-O#uf+jcu~oP#cnuIWUwKOvzgtC{hFy=A3`ug`z#-1mAkYsU2#PxEy|fADBA z3x(l^$;zn4^Djz2ca=X+W0eAhHa9-M3*hi(HB`Hp$55PKL0|vzsW3o>p(5v;KE~S| zKj$rAkl5PIo;V%<&BEf)Oczzq$E)-}bKH zy;qGfj(zhFzqKJdsk0VgMi>RdX`+gJjb3<`%`BI`EWH@y#xS>@K`NOpmn7B&`t7wD z;Y_EB$7oSH9OfXDssKEgy$g23UpdfZITK&DOq%x&>VXj*D0Jj~Aa`Pzw^_b0V;VZD zEwxqGTu{mBlCji^aA6CVwSL=`lb`KDithggmq%cJqKkN;?if{1s*^dvxEf6M>sUISpz zf&ntVe16wn`4flxJtHc(M;jv&ip-`EaZI3e355|@7}@o>=Q1&VleFK|6LyZp~F?MBdDZE#%S=Av<8evRrh&WVubStvL)qF{YLzD#HcSH>DjjpPQ+$U5z zuB%8%2G)rOlA6kvt)AKIiVDEJ6OnTvbtAmMW}u6?aY|-urH$xD9au=i()0x8YnZ5m z-E7c&oZx;O<7@xR=m!<~r*b#QbHoA*7+@gFyknxy`Z7q0R)Q3@^I%dKZryxJ+T!^r zJc2I?ML*S(cZ^}=j|?@~J??Ja)mvLc=fD5|X>d3F_ew^)oUm`0RxO__NWHK z|M)-u?{*I)ZSXNm93S{j&q3jGk?z(3AXtPGGt25hP(0KT&8E;pR;wF4SmX6R9b|&yf(b<3*f~pJpEH^REcC=2C@fe`@}sa5ql+6CDvT!d zs~^bz`V}YJL;;88z4OS%2~L%VMH*Tkt#?m4_*8L4pXJe6i|`yl8Kvpgt&MRHZ+z|kz0;q{0x0iR&W#L-a%r?ge$mOjB@o(-@xP9PM!LC-C5C_j zG@#RO6q37yX02*k$8HA#M%yU4*9>?f(L2~X8$7N6BMK*CVD}YTK}W-Z)5?L@C6 zD+;L&0ZRoIEukSdFGX8wZK``#`iMKmsQAJ$(W>^gE)w#?rY@*Jt=ioG%{<8_zq40JNSb#}B?vZ#F zGxGcmhvXLwE>h0gGZqQ)^dR!r#v%@oK5SL*j{a|d7`3-WNFy4qNv;EXCfy&m$fqrc zeJ9e&pMrP9=bGQu1myVeeaXFqvHyzYyZMVbsQ!O#GZ1;Le8@~b zroDy`KKur3>+7k|;ThQGetQ?foq$;xr!X{_jHYjJ48#-dDHcH)Mu*|4AFs)edeywx zy&x1OqCv1}9%Swp-ydLom_?`x5TdQ%S6|A=G+#7wTRm88{URJ|=vZ|0fxU6op#WoZ zd`l9&S*eXGP)r=VL;?*?v-FGL8a4~>ITP_x|0+DcK6$2GGYC2GZEpv(5gH9-6cgOD z6UgB!-g;k}FMO^{1qtF|b(x)4r%U)2wp}=c{bf*Pxq1b*DywCNKj8a@eglcus_IKR zh%rVJd5ds>@@SjhNdzRn6*-Z-^Xb$rl`4o|@XvGZ#j1SRe< z=7%#B3;{7@rF+p^Y9$v!H@Snl6$vzy>7f^btJEdg9*5G8cM@-{{Ix6eX8m43w7#}lFDd8TT<-XO$+QK$j9C9$(3Dk8;vtzHl@ah)fCrNgtK zqum}x_IaQG`$KD+$S|*4kU0in!P=l&l@v_>VT78ra!@RAD#~hYiMFgS!a8@1IBRfk zDl#Obc20-W@0gGhO_gn_-<*AdnXN@YNc~9OP7^S9BJTVA*vg-5q*x_P@i`b2hJ?SM zr)Zx=EfD%##D=sI%jE7+X2IEbS^+)erX$-XwZ#`jL+LW+1NES4{-{!cNCtiH_Pr}B zlR#Q&d2R8Y)OMl6K6w$Xmn1l5iHrMZSFBxMQF_n+%;iBCy)!cR!EBf!L0O#V=sJ({ z%x+fVrk#h)cq9C1HfMz=)i#6+r-cLp43iZNqy3t z$Qd+|AWOE9LxSLvRXmaBO}N;3`(4s*6ta=i@@7tp)DT?r?gK~ zPTlKN^tv~Qga3k^XtKO*D=EmDZ z^(af|wZ$*r87JV@R4*@E=D`jD?wpG6wNLz;+{u@Y>z6u?&pJjyNG28 zHT{us)g$BfWp;$wPHvcaQr>m6Y#F~~06hvDg=|Nk7%=NzE|_;Gv(?JL<7H-u${7d? zaQ5spKK4|78;BfbYP!i}4~hgsO$AmLYsS?);zz$U5c^$1Ns;UGlI3@x9LU_0hYlDt zzjqiJ#jn>%5)jLP_x|IHmbn^?#x#qm?69R^)fkzcj7S`Fd&ve#(l;3d=<$mEr6x6@ zbX72lSO^D4i{q|(@gor9?_?t_J0h%YMYpz&U$&V6Q$hl;!IY!`;d$P$K^p<@nbdEU zm)^(;q$xJrQ6nzUuIu%Y>%B?V_m?#>#@x9d@vA9$Iq9NH(+zUQcFl zt8vGYdc%YNBoFNJgp}r;jR|aj>>Kkbey{)l5J}k=nJU&iwHqr@AjZo801senC91o# zP&EK6b^rmgvlu$W%qhKi0G&kQv0^$6AQ0c~r8vmY0sk_JB9wp@x_g1cKpY|B`cDF@ zcKH^8E>m)@!S+4(O@W2!?}!qQy0amhGjC))!eP1?e-}mxG!>QwXVu??tU+f(eYh_~ zABE#Y3oyCF{u3UE^U=}}s&vF9nP~J*jt-EK<)hIoqbTEquUQG||K}UA5L`i5lVm94 zb5GSD_!wN6wrF7gY&YBfUCFTyaWm+Jw~YOI2L-)f8nXn7yLqFg@_v8o#~V+t`r+Vs z%Cg1As1EM`=F}M;1oz3z$KO_>aIU+Qd4tQID4}@&5KMxkH9i!e(w*0kV}imygdLqU zC1*BK6wBKU)x1H|#`ztopJv=)uYc#{i8Y zg_E@@0+RB0000932{plPs^gtf!M)?|+ER);(bJ1dUK8vZ_k8_7WIAh|FDlB+Y}dpzeOf>TT_^BhJkU?h?Os6XF`aD4&J8F zs)S)fPYK@zk13y~5Key0@&G{}wkh(84eoc;87-v*X`fR9Imb-^DLoYZ&d4v4UE_AI zRH*N>FaXFa9^wh$?SJ&hwbDl6Xt(A~*sPMCQ^B$G+tyA>UUVE+(cpYkD^eh`t0=vE zB#;05?G-xp*Y>!=o!$0T1N1M;yheim)+o)Sg_FlBN=&$ZnteWQNUerL>6%t6U*`)- zfMcksB6yw|aWfkXZ9yY!y{c#kbPa|bDUFW*p&~f`T57lzGTbJXq#Wy$+v+Eve6_~2 zz>c&H=jZerU@D`!q!gB1sm8?CyXTz7ACRCK(+YuT7GGdm6Z7rS@5CY*>Z(1$s>TUf z#ciojAjC0qelM3+4q`l4{8`vSF!4fI{ZhDYM(U{n(Ok$Rz9~<+AH5I@?IZ2$bBX8BV=VR9$Hxm=R zWQR=;0GqZneRntdhj?TQ9qw3U*z_jRk`fYe_pj)><97_eV@N7wqubpyfVsCb_Sx#G zM?QYN@!%uXoM&X&9@d>h*w=2%tIaidIfE16%Nd0SF4-8Rk02>aaqlQVosPl|RR913 z0BUdGeWOV3kjb{1Ic_~8_b^$T`M(UeUhKV2WnpGb!v>teeYF1eXHWmoG4U5vy8u<1 z^#(#@F(3czzs3q)+FbDn-gyKX`A=j!2y)n+mN!`$oTw+QNTIpI*%{e!?Y|zEtbnBH z`$KTb(c>JLTkGUz$c6?a(jN26fBC_JJ0j~OnS|AQiNSDAPP5PCK}*PbpVXko}GDCt9th`ai z#>anl`zf1Zz0C94SI_1l76~vuZ&znbPd?(Tspq$+IO4^jw%niidH`32!&qd=#L{$i ze}rxkEwj`5UJR;Z)`y8CKXw}}q^!9BL5vUXR^gD9Qi&j#*Ym<#g2SV{;`)Gi0tJOr z|5$_Kp{wXq3_3RP&TqnV7@L}sDVaU8cvI<0(fHFLKx@hObb6Kv{0Q!X+6%V<&>(3B zuD0#P(TH0~XMQ2XhIPT)ejW<0LesSSz_!Q^v8WVn?P3N%F=3W%4E;s@Z1bc29#mXg ziUWa6jU;V0&k}6iu)<%z${1<9M6Gz+ieWybbItKA;IpqyE0}X{2`g*6Hg&<{}yEf@A=ACEVP(pH;7YuU63OhDp;hMfbh2}H=p#?in8~eT!SpjW$7QD=bN@#1$^o;Wj93D;bGp_wYV zV1H#r8?ckhuZNHDe6@pQ5jB=Ld>nk<$?ZDTljw9IHhWzlU#Af79ZrGi$beJd9tujf)i%wY!6!Hq+Da5lOkM95szG`T({}$2sL+KJvQhw9 zYPj->JTn?uj1utuGThr+y4dRo!Ag%;k%tWxs_Xf&hoeLWXP&LAQ3Mbaik5X+cMM;|5KAdq^PAkv@^>ZjhWN9w6o zbr+FC^Ua|_KRG{~o|7g4IAFKk41YV*aaqXb$@e~&=#tkw?U4Kc&q>iLsa&lg1I7H|wMr-IorjdIxO#hum!<;zA+R#YE_2Nf#a8`J!ldK6aivAC`FeN7GlKTsnMSDQ~X z@`3LbBb4!{(*TNXN^@x%+Dx&x3~Lv^>tA9P%&Hatf82HB`dh)f_J(j5l}f~!#*`P|nkXfZHGwzfdWAkIU$*={le2mci#g}>0q!*P6h9g}=+>{kxIEAh93kH~3U(zd?X*H6wf zAf6N3ftDtAe1wYX3TD?_O*sXSl%IIBwh$pOFp-43WaT&;wcLE1I7S})jm>T%?<6S5imY|AxYwO0lVXR=!6lZCTtDk#l zadlt+`4qkeRRO3>?fK-o_3VVYzVSDw0(m#Pn%~alh-aX^-(Nq7lCaPRx^lyrERb|j zau+!`H@nM*5Lgjow))2jN}uQWwuB2myn`i+8EI|Je6x>B4kg3{hYTM!#JfXLLpk)- zA!I%IoTe)TuR>QV{AziuVcJLhVktGsvY{sErW()wT}IY2D$=;CVegQa&&d2g;vi1c zY#%)s3HJb#IluBwRdqr9#2%CvSupi9P14(r zST(KQpKBmi^kkZRVWdjh0iHwin|0Cxrji>l#y3`5)+W`8#!&MgLR$0ClAPOx8`8Q2 zFp+;I^U%cEkwZBob& znn8v;1}ItnR_8A3W0cakLx>7a?GM@P@9 z%nu-^eLWx@SCpB6nDSeLQ2)YkQDRjL(+9MW(P+7A8Oz&e{aDc;}c7T(Q-S05m9DVPWUfB zJSdM%>P{)8iT>R6tXgChZKDk{&}C+3CL%>5lz!|CpRbPta{4_BO> zIB_xk-?Wy2JjjQ*W$&>lNYD}_NR!)CG~}Y?I$%|4lX3QSRPTp(dpXbIXKzv4i8^Ag zi9LYN-BV(-KMUiy(O2m8hMYET-5AY5>}se`}x6K?3>$Jk5cDf_4%(%v%K{Q1*>62+JmmcK(% zy+W|D>2dZQGpa29@GDC832{a?77BBy;;nC6m+|-Ofj@RqG+?Z{)@tlXF8AfDl z&Yti%7aP}7|N1=ptN*L-?gP_8*8Nfao3Iqux8166IqizZL+&{P2gD17c#$#H&fXPd zPHF3SxM$d8v?yVc>rzHfaGT|&ecJcO&m?}cDdihJZOFEb(gj+2qVD>!3;r*kbKiVS ze!8xL&K8UEIA6q-+&jTdb|lT7QTPusehgiR~&g7rN8#`>4a+>n%UqaTP>vvuG|NiMg!arMi zh%ymWQ2+n~00fLu;_dGn6np!8N?Y~N>wn0g{iFZeVg)DO;Ewv7VY`NDDQo+Ouo$z1 zMOO?p!x(<~P`tTd00H2LJ_MiLVtYiCN4gdOmQ5T>nN7gOY5%V|?^3Fv*irEHWXi4N zC}QSs4kZm)Kk|tJ`YQQJ#YWoGd8c5RAAlCis;OTAF9zxwa97oOsOi0TK63uz4LUMd zN4lfMM9bEJNHStJg@>Hxm>T}Fct29)t$a@0;t~rjN=bA7SYl_r^BsE~af|8v{xC(A z$F@Z&)7>XM9Y&j!A7Byf2bsC!HX4R+tJy{x6wN<8B?&W4fCQV!fe07?07p#*7apHx zf#I}kl?Zu?`ex-juzX1 zd9WOUtD{}kNN{7q_-Z+nCz$@7;Hbs6=l9$-C_t=_J|ecMisMc@gV#&`Op8(NfFyP{ zrL=!f7u_<3OnTVUm z`u;ieU(S)cweWzn@r4U>Fj#N{qoW^87RJ@|Mnw0@#L9+CFlhZhl$9&b!6CP4zKbFC zcuHelrMsOYa$GrK(=nH>@8u<7aQICqJiuLsCh!*&0^cT{AIq^P zRjaM5v7pvCh9&U3mItS!)XQzp?pX#}`08g53?2eE0|jnpt|5|(h)3EbnEAuhu7%Ni z6Y&c6uj8CRM~U`=_R0Zp^@YzRyWjR1gnm24+T3+|J6$0JJt(o+j_?XFX>A5W}hSu|phn+xX} z`zma@o;fVL_klJ31DA}fQKvnyJa%-99BFL96_imPE*tpg+M+uoqFDY@oXWM(Jb#gN z!vRASYSCAhbwW`pDUvVoFUTIvr%xU)f6lC{)k-A)gvyUK@Jjfu~z=4@exYoCJ zv%h&E!^P!0e6dNUr$b)l3PPs54w@dH;!pm3k7#dU6YX&8#_8OUIF|tC zor9Lu3xcYvq?NzV#LVIPz_L{OAv+N-rrBe;V2?;j4Yv-UoY(m38!Ua>;E;npTp4XI zI!R~uKh6J!%gy8yad^NC-rWjN-KTY>o6e0M+%BheDjSi_I2o-GHrF%#k2~GeIgoYj2Wx-rZQ_#&4v|Onw;htz0A;z0y>sn5a2Lh zwJoifcOq(v{#ROTJxG(mKxWrZ6h-k6cSRUNpNX(oZziKnGCn#>rJCVhR&}Gn-7?MY_PY1Lbc+}Qb zNaZm*4DWCAk78caG0e(a+|E0F4PydUF`I^JbUb5Ji#FhuuB5gzynDEX_2RBBUFIM*KVHMTmvLj2Fp^y!1rEn zE65z6VA{uWjkSW81o63QrrX`D`xvW`0YO0MhSKzqcyhx@*PYVT5o)EL5C1zggIl-o zC50{UU1(o>koSpn^u#b=GU3w+>AQv;^p~gQWRhdk#j((H&zzzfwIe^~vd2xN3V;78 zE@6UrN`Y|25Q@;nbJBD$-Vy+h{Q(`1b1z57doB>{(WOW2!GO{f^xJ~duF=5DXIWMk zm&yj?Ap(Jn(QyDJQH24IpYy!tC2L>MpWjT?yUBh+;G`IQ9Vm*eH%iG>UnagaaVE|% z%BUp5q7r6uzVl~Widgx0zO^yzEdqx;KLdaNmpeRMt`yreKZNf8^;B8(0im8(_X!O4xJ1>Fi{bQdzJJa)R z>$F-tkWqk5#{F*CtiBxJ9YW6QP%iV+`*&Dekkc*uyxu>F37#}crRLAl3&?mm?+rsP z4H1|M5>_|2B;WeovjsNVIyozvC~dCwsRB7nfB*avr!yx|!L4>dM*#tz$56WeDcMl* zWeieKY<(oDs!vulib9UqA_JPtN~VNGb;+nX&Qq-O_Hy#CjzsG$K;OoLN{#LE*VO}6 z8c5IaL=cjA7b_Rh-GN7-md&cZQR;mfS!C(gc<&L8aVg0gCSNNHtl?v&YeR zxaKvIw8ejW4^Yk91r-n%ZnPA?lgj0FF%&S>6-^4QIOQVN1bL%5(kXW(LCJ(jAiUQQ zvX7#l@P)6ZJru+#RqRX-0W0_ z+SEK43Jvv>VWZQZnn12z81q>$ki{W?$=gc{^36mlpb`NH0^rB2~RMbXnXHBEgC zx_`40&$OPnvteZa_nVMj>F}!xcA!nPn*PiDWVNiy;~eBpEh-OwtuV^^Q@t|T=b;!a z_rk4O7d?W)+X*)S)}YQh>of`mUA)lefXBqrTaMjD>gs3)fkhn z9ydPPV;b%;l_)FmWPI(YD<4rkUX%^;r`Rishj`++?41q!1;a#Y)g`siTGL=zs zBx|1q+tK-k&%JzV{7~gm3x+aj@n&7XN%5_zv0uxzcoWfB*}zR7&5a{8Nha?O$pb&4 z5K_tY`L^frudsY{{kEeD;pt>x_Z{!eK{1Zc-hAUFf=GwKI2~UWR%J@Sp3<;V-$#N zkigki;q-hqpZ~9b&8TkLcYFn6ZFC;;^5m1(TGLN9EizAJl#>AzMThwX^)PcJTSXW% z(*cxg5}v91)t3<{uEQT#{Gte+9cteiMi^lQrc%3y8#J|hIXpPKLbNfFr(Gx92bT8R z7%3mdm4iIy^28)=cw(0VWG%d&NpBR)nEH4}HQwEwR4#I~PrHZrmSVYBYhRJ~qkr?J zM)JSy3mW!gEN8UZ>-$FG+w*iA2$e@`<#gRUI0_N$I&mm%gq^)G&g4;>kVNg4XGgdK zfz1%Cjo0W6+u+#At-sWzlv|c_4U)J8Rm1ysw-n2jG1_rjdAn%t5Zhp%;(T2eBqI`l zK_=}s3Qfl`x9X+P z8Ui{!qw}2o`-fAyhQhj6g=dq)If`K%7qk}vw$;e2uLo61wIsBQ5?);dr^@QyF5uzG zhBb64Ix4@V77KLg-y#BH=@}?4u%NI8NzR?gBI{GtHr^%Gozhp?B-K}+v75m(>@O^!DOa25Z#AKhft@=8pNT)^Z1{~A(+ z4xLzg7@TqJGh&C(PwO_0P@J9qxAEMg0=EXh8Z`PSnAbK3na@`s{;%Pm& z51F#}E?eI>4WZ(WP*c9{jvYnPVb+$&+yqZgXRifINZn7Sh!sz7U=n)1KQ24UGA`2! zoB#j+qt@PFPE6VzFT`ZTr)*?>GYGy2eQZHm%(psxPWRKk#8kvaGyz;)MHt;zUauc! z1$^HLeG}>8nR!WBK~dYLI}~IoT1&w!{t9Om`-_GiD`H@=v?lTNOOzZ!({R|XU2*q28Qj2Oowe+5^->C zl}`+;8P@-x(jg)l4x*RYJM$lk_QFe@q*Gy@$d=U+`g~G{y>Oxb8o&!J zmAqCv?lM&m)iTcK-(gjg^R@8NR-?lJZ#YfxiAQonW+T%ZqKc~)8SI@Z+T5T40v497 zD4@7LDHwa6D{&r&&~O0O^PpO_yb6{@BjG>2{R=YJXtq+;GO~^nvlZs4M1s&h{*L1h zTi_vSd{aen)%qtV{HX1K^UmLNZu8G13jW#w=rRS)a5Qr7our2?)AjNEJxXv_sYeNH zO5#A0>w_e&S2DY||5yT#^8?TNiROvL)*2lgUDH|`;*kxuW3S88{(@&6;JX~qcMO%i zaH#MU-XPCcU241X<~;kL(-6yF_}l`lQ#8VojE$PVISI(6=^NGE3pzyw+W!`&W(v?P zla~yid8RW&f**XL_Kap^iDC>E6dN6Aj#FqoYkG?H(6+B{HC@Mw>{J3p`_eL_(qrPt z6_%Y;Dc--0y@_}D-5G$&eY9tKQpBb6Erk2dSaji(@rPREMQP6fO|yHCPxlMMuBuR| zsH9dlK{IcRqRb2Z%eYgZbIhjoJ1kU+2Zwu%~Db9avTlb)3dCOCS-G1!!7TjJX)l)kgFEAnx zvGAdU7QKuZ(2JMvY66@mx#~Q&`@10g_o3_j7PY4u5|x4XJx|*~HOCW{t^wSycjFon z`j3vS&KC^Gif=h(Lc1%C1gcpuPDVYMu6Z5ipGQt^Nvl;-s?A@*zvs_ufdTeV97oA< z=?}rE7D58p+WG=EVba0Xp67S2?wX5OgXfQ@?VYUQ>jEJ^ZaIW2Ne!6d;nio0Q58m4 z&9^^4j6n@x;a0tpc52y&8I>RhT za@d~oy0NK3x4Po(P6ES5%~xDNf$jQENzFf`NOBBhRT=*?z|I>nu z1b+S3DHo@hh2V>bRFk;%U&{}baLsGDO!2D2qeom9G%uSCf~1-jwtx0Gp3~o(a6k_{ zKUz}nGVjcWIILcGb%HcH-Z^q!wbeW36nnKmiC>czsNoBK+5T?LO`G)eOBOo&LoMAI zHm-3Y$cu3!4Rr`!IE7oQ!HqZ8Q)i%N>1lOEq}y64QAhU4EdyxxYq=pXx`j=qwq@7^ zj4^t-9U=-{VwoG*`lG5x@-++&Lz)ceK1-FerTAC?acMosZhb&u#1fZz&ZR7SM7VVb z*!)m6-8HL|d-kuM-2XZpyo=-R~DqVU<&|=0sg&@-b@UjJA7+vD2v-+qNBYFppLJO1fF+% zGa?S%u_4ps>~&xE!-PX}4c4urB2b8Ax*LM|#4_HwSdEOEI8_oG@?9`ubZf6&ENru( zHvLQ2lDcT$u`_N))2z3Q8?KeRe{x=Cw!D5qT+T5$9TnZhpR#NcIemN+@DUB0av^!P z5|kDx?n9h^7!DTF2KO=>tD(P1#^e8w{(b>@+e?m3rWmbNS+I+j*w5!i>OxHAVm4OH z^sRLK6yz;*cJ|pDpuAp5fv2!GG^d|I`wlw@+1gZO4F7iV9J$Z$W6kl+_{g5Q<81bP zBiV*cG8F{rls9*l=?_V+u$pwj3$(z2O!YTmcXz)cib*R>@i)~-Htc{NmCbsAnhw`H z>M>O(M&43(loTqP(8v)JfD8~jF)%l%0F1U3SB2OK|{7%ZG$ zkh{>3Mw0LsGHAY}?}ZVrq*ASd(IZd6__OEbsb^g5u(f{Eaw@XL3=<6|c>n+VA>GKT z{Y`7Lb}>BaFF7U;o`7X}8(}rF8iiS?$_N2m)=LpU0Zpq%<}H1We7t4hcK6|i`kFRt zmX25 z{zDmmq_2ow03l{KQWN*T|KdwxEZ*L7_4tIcBESFuEZPMntLs`|!#3uZS+GaaA6;*@ z0|GCck^!Y&iS9y+5N*a6tfTsy_~_*$`!|VJBw2QAzM>V6=J)^J7v9Y4^w9r+9V!1G zr3n@OqTk&_-7BH@nkl8)2BJeO0$?4fb5%&;??*77JoqD0sjWHgX;)qcsA+w(*@ALy z%yf?2kKy(}SX$FXOJ|goeFXXA?!1ouHt(uO=KuW;@;x1w?~1V0T6?hy0h=7O_VgIk5J+xU*_#6_1>N4I=wq50G(QLE;pDmxyTPLB*2qrXd z5D{ipSOoz&Mf9;S>_(4iPJ*fb!_RZ)%zumbN-8v?^9q=yV>0;*RWA}MnvF`h^)VB( zi`PUDAh=SkGPwRMUF0hmlEBaXPrHVU`|cAHN@t3VV$&q|c(U0X`1FrgG3|46acgz& zD;L{dKk2S(ZNLal0b4G>g2$aFH97VCbo{V){B!^{mMM4-< zbylX&BP|Jkq1P}|qUlRuAZy@__s(81KNi;A5ie;r^Mf=aPt}Pa{sCv=YS1uK+>xfY zmX(=BLlQ;EpY(I85T|*&I?XR z>d&k(px5&w34DE-#RUG4Ml5guki6Jx4e|CSAQU=^nk96$u%ffRQO!F@fgV6c>P$zZ zN$B)x#DY?D+WJcK2iH~mdyCC}8@0lm^w*Nryl)8y*wdC$Hhh9zSF3Z;kecZU&|{e@M+;o=MrTTzq1BeN zHhD$=wAw@U3HgCb zq9TYpyzrM?=s64~IKOTJO$jP~Y+OMn9BWLcE(@Lkt~=8DKti(<77Y%Py6MVf8lZ>43_pTsvP zVT8ro_joY#q%UK4?gA?EP|^wFy}oHh1AB?CL>}FJV?cDkM9q&q$JiuD?o((*WW~Xe z6QQ6laxhTN2Z-5Dc~n`G6_^MZ61jqb&7d{a3$|1h|BM%e_=QyM#i@u3S>=j)qIbWW zxNqaCTf{HaYyiDQ?pCFkPTt`sTn^w3>@3QE9+pAKnYBCs@}7WyM7&<7zrXH zv(}s==$4B~sAS~Em%Q=SW@n{JfiozBIf(s3Zh4LBMY*ZwHdPi zjN-g^9g=vkej7RURc`|6xP}QI14s!#yPH>aGLn7qocKBYdT!gMx%xR=;JJOkd*Roh zxdan{0009300RKK=g4CKgFt-0ufr*>wgdFldmt!z5-rhq<(5eb^h$@xW@X!yK}LlWQ)M+1ZX$Wa;AA0j=GtK)<^4?w zHY)QW31N`XmB%PE7y$T-N|L$}AHdZZcVA(P5|&SR6aEKoxx3*{JclDtjRIuea1UUBf{tRhDZnly9^s-258oh+pX~q<*lX{Sl8{H`}xgyf#Hw#MyjLaZ>p+D$A1LyOq#} zM|$5gudz=fUp-g_;Q`^;c-0SLxcfh#>qEC4`2+K+UV4Qy_lizs0gFHOlu5?yPDCq~6^_KQbp~Y~rs7T7edNVtSzh3I<3HE;*M2atc7n7l zKG^XxVedsgYpN8i1(u|iAN4=Fs5D2Li{_%qr${cF&6`eFm)Kx#;0U~U#IGT!9H!X! z({K|>YDpD5>x`^cFuk&Hs*qe)sI;O46j>MVi$`ty^2+06rRmn8+n4|Ug$r>^{iH;1 zqu%lUeLJt2i)H`mK&HafyGM)|QZ|ru!a7Qi<;z&Uv^|_(_;5YEz5En+vN&)tvXq>C z+D|?=qsJ;t+~b6gTg6PrPAjAlnp5Kw3;})$R1=iW?W8sPh_51K%){vCcx0ue`}$|k zCOx?E&4;j0puXJgF-Dw=lnbZwWfFTPi@R|%i$VM}e#E`-1LY=Mo7gyPHq?8aQ!$@F z!~>2U2~g}^=jRWo`M*EI+&wNCS)$~#xGbq}!L<7%O9>B$zZ=u1okZ9Q_9|<{$>Ak0 zni;_OR#F=q(}Agp$wRO|^_n`JbeohG;nuj((0L&T|C`RF#48Y;L-rdM7Eo0YELDnXAemM{Fr=fM17SRAf2gpq?V_ zr5jiwxeFet-h?xpW=P6kr$(V<3G6-xLs7w*;SiGhI3Pu9`lznfh+4|)$kbw#Ytqb1Az|m{W|NpMD z>DE7<8Y{!LFDSxG`ju79n?q>vQb6fx!(!Ay{YmlXtDh(E$Ge(?WUBUG+1e3&>{3-w zk>S{rbJTI7uN9$#IaKr!qOOnvSD%5MAlxyPt9z$XhgmFPz=S(&&tNELvitJj78 z%{I6^Wk)Jt(#+oLVl-uZ8V<6SAzdVo8bvi({qW}rDw*uXp7GqSR=6+!3p?08=KX$f z2Deky=FzZ5$Wt#7 zo-X4d8^_WzH^i?)5<$ol8H?G}SJD!X#sx*lguPVMd+HDgj zHrw>&)}B|sJJYSGy>7EEr0KD-2%0Wqi_;wQS?H3Bmg@=HAK>@ei1QY&&$??9;o2V2u=<`yhD!R|M22Xygo`pJG% zK_H^yO^$LcuLICnNt<8B06=7A zb@7`%8)ct7K#U@JVdZh#*-|zFZF@Q1X*wwm=4Q&-L`34ee&3C2*u6?M|a`%=^)=-X1sIA_m+I*W3-va1|1 zXfMR>@!WBKF@uDW1Dl@uViUjqSdCE+-HkS_-11%L*b7r4XEx8x=NpYvi!eIxFCS#O z{iaC;v_8t5x24Tl+id0B&*k}J-#LD9MF`3_Q_y~~$y*94FK9RAbWSo%>SH&?{E?0< zj=jc%z&ZY%5Tx;@9)NquBFJn64y0(3w|YBU!B5ahbF2SeIp~s*$VbIL1o4XNuH&}* zv1UBT$Ka>g%$X{0XFUgArTeBay zr||QocC20Z5laS`#l)g3n_4C1njr$Bs^5g3=rtQY@hrhl?T9oqThFq>NtQI#9}_LL~I^jv#u6 znVkl^-#92yB4amzxWcFnI#2CoN@~_Nizi3yaSF`mRPjRDPl`ajhS)b2^d7Il!4L5y zgns$c@%IK1-(_59CsJxaY58pU62f-)tIk&~YvefV=9+Vl*>CktB>vICfE;NXO8(J| zf9G=d|CRImmnOoFStN%SJX#bCxKcB)SIaI8cTR+U>1W672{77y_rL|0Gy*qWUo+X9 zYwY_l;jIEu)XTm(UfG4m=kQzf3+M&Qz1X0t@QVag@C~9c7BJ66bjDqGD^agK5}beC zSn((5&MLZ~4n#QGXnDyTFLubPCfgFgpx?Vppo3qI-fm$>y3)xv6C1%=uEY_A;{Fav%M zi#nkcjvCOYoaHo);5;)d9JBUy*6-9g%Ybc6eO?`7evYi4{c_5IXB}dWop=b z+b&^0PyeY`9ky9`gzaqjCGmHLaU1tTH08Yj;Q#O45eGUrP5G>E|N8t?*MtAyc``}C z)jiu1tYFU<<_81;VN?B z0q!>xVJ%2J;q_sLRejEw_+rzI|cS@ z@4xDeT#wUsLh>r?!Y|X!tcQ_^RgTG21S)fDKeY`GM{*$7zgtDvV+aYp zWPQJ1m6i9&wPLY%bsUkQaT*|YJf@Xm??)j&Cj}ZZt|pYmAkW~CTi$)*+Ef;F>@INe zT+pfC4cPxuG}xnkwyMKiN14&+7&>>z6b1$h9Zm55s|*V}n#T1h>-OXJH=-VQaxT{8~!`i~w*Kko)WH3tkKE#(uZihX36g=Re!2 zWU)-4u~4}yDSK-k&06C10r>SoA^)${?zaC0VbXg{nfflGnb>Na$jvazh6Y{vB%MRz`fXq3OP;)VP4b8yfDih-0l zMBr_a^=;zwdXTL)=L@^Bn$$pRe+xHO6GcZGg>f{H?dIQd;gPDovy=PB>24PrHYZ7} zb*f$FTqVz6FENe)SJ|2PI%Q4+(nonU=%8UcCnfrDe;<>m08z7clpN_~6+b@bG} z?l6k%K74-pN(XN$m4ygnP$v#nmOfY(H)O_F``*c5(?x`Y8c|G#NN*~q-O>4Si9l?& zpT?a;Axb*h2oD@^pOw_Qe%)S9I#pyOk;iWndxf6bdb_*q#DxIZudB@#aS+$aw1!oO zlxwRQNf5mxkU;IPP8fb&cFLhfa_uSEuF0azBLhBz(7fXTl0+p3mnqSxs28hpfE&;4 z)X>b1Ll0$v*%~*eahE}kp++(HT5aOj>C6zd;NqI?&$#}6f%`?GNy+__e2YZ(4vmFKntj!b|rAUlogY(he-X zq?3}}ip@LyX%Fs)Dmv2dnab?2O+Evu9JP4q##Jm`vaZ0zqzk7C+$i7@@IXE6v|)yT z5@FtZjN7N6`ywu4(-K&2t=s?UXg5GcG|x2{86eB*`!d!4lpa|w1Jl0??5zszaz>4! z=*B7^w|Vb*>r5A?F9Yv$=we{g?Qe)E0g9=${s@XjY_-!EfLzh=qDYbp3HVBj3dq*x zxx5Ta_v~2mpW9Bn=XErpFG4f6l7x2U()TA?cq3#tC8Sd67Nc;gtHA&VUJZylFvmJ1 zKG?+Y0E;=WYtFok>(3~Q97>nV;8T`BQ#Bj(D>!GjP8RyEs}6=merhGkU>h?0<6cM! zb)V%z|8V9^CyoxU+Ze5jKJ-jJ(Ktyyy7Pj1I=7rXf~T~KM`f<{Z)`n5|q6u%BG%(A5Li`1vm!2o=u9Z zz$<8)*jPZw$SJDwaV{x+=_ z0p0rJfr>p7+*S&UC#tgi2f;Z_z7*GhDrbMoZNYTQ{f@Z*%qV!=HpXnK<)fM3-yKB|#rJQW1-zyAfYrRZGOZsC=X0qw+80<$rChWi1^+JJ z+^BUT=S^vQVFzr&c&mImL-Ff+oFz^Sw-;4@Dn?~tlx*i8pr~^c;f35Js4(W|86D!2$eXX^}ocVqX z31BMuy^PQs%`NN%d!qibG2Y=&4R^j*`d(hccei)jTr}&D{lT?!D9#(dEF~5pI zbZV7lTR+}fX~0jM@OB@W_-a%fi3TSL*U|K$iYj3xtw?JnN1l1<|JPD^d@zY6vs()H zenXwOSx+iUfVRVBaLpOZxH^?TTvA=gE(1*?w+r@v&j*CtF{dIjC{N$E58Qc)41cur zEC)inIn`Odr9~!S~7we7SJlw^f-05Nv0zo(*3lyd( z`gP>i2@-OxB&*KKZD{UmyF=b2wfNIxHj5A1MdX8mb3tuh*)BVIqPgr(z=v7 zS=Md4Y9FKfq2Tl$LdgxJ+1wjmn_C~K{25(`F=$aN(`oCt;#k$2N09D*{X9ov9!t4} zV}7zS4N5F#w1xQ*x)taf=6#v4;jnzd!o@yyCGNMP?l(;(~UYxgt%WS}7i= zU;Q$gajm6mngze9ylczOqEBWGm%2MI4Se1%S7(I0ds=_IHiLoCMRb=0QyDoTUT0iU zW(F3LUE-^7Hd>*NUAJkX93PA^|^{rSvaZ`Td@`W!%Sqew#h* zPt@0asyfNatU9^?*H?74KwdS;&Z5U>r3^)GY>aJ5ztFQ4v21)g6z@&(mBJ|T!m$@$ zHmi&=7C9Zw@BB(%|MmRE=;C>V^m#$r_$J>Y=qPK;Y!!u}t+M_?%iI3r@Y!WFh9=)3 zWLiW_OEF7BB!CAOH;miZCGk3jB|Qh)*HlBwY!l_Q_ACJv-61wJz8UVo4*C!1(C{X9 z(?JJz^-D}`mt2kQ<1p!<{u~aIBXvI8DqNlJj1TeSF9n1CXRFi2j^{SSEw#;Eo&vTg z&f}x%RPDB{Ie&`=(kE_)*f}b=pqoVOGB1fY&VOe1lE-PwIoLwkQ8AOJ4S+dp(tryr zL4O_4BPMXoPg4ERfvxrjYccB`2B`IfF{iS9Bh)XFm|?UG&B8TonQB*u?a$#{=CJib zU4?+cGpfsgoyDlAi&MiE*P)=MUNmEP{Zh;G$@ui~x+>nzETSyc;mgouSC%FWI%hHj z9qWTrlz>#Lbmj80CW7!Rs75?Tz($DrMgil+?rxbtDG)OCabkt|j6jQR5wb!EG7aSI zGWXA|X`UjRaYqz^=bql!3&^S^q-ziDv}RgwpDW8LC^Ip@B`4I8FMECb+rS#8SOulQ~Y6n z&#R8Bm-AF`nRN(zhRm|3o{cqN*>!0vu2(UZvqB8Xj~|y!bia&WBIPV&t>&*#c)lyi zZCUjbyz=hKY1gx4 z?K~1Lirk&@2!lBse@0M!=~pn*bZyUUX7A57kjI%z+eTAXa6OtiXgC#xi+hRMC~Y09 zfyaJY`9N0JfKUDVoJamH$AO2C`A7$WdV_+0pZAY6fhKV|B=$|GIKg_grtx?>xH~sa zM$^*i{U+(DQH=ph4pjgDg&{tR`4-S4YGho7m3XbMJsZoLkR+9U%lG!TtdY{60@&mx z&MPTUJ3!7NZ51TPK}yRgJ{q~*yQo5FfuA$731zc#A4ymGq&NFOE>Q5XXYVf|>=VI= z`s!6UzqNJeChi1<*}n&rq{+6mQTFo$bIep2Lk?5EO;bfsUf*OQye|-$@@5-lV}$F= z!@?SYF~pKElZ`QwoM4S4*~+DUv9XWmqmMOBvV{C-!m}ZxoigU93l<)RqyxTI^7$x= zv|bDalAJH(kkc9=Jtl4A%KP2zwfV)Wdo2?+yzN+!`~l|*^Ox^kDISmI6Czpi z=(s&jaYa_(rrnvKL4V6TSw#^As5YIkrnhY^(2krMSgBEm*uWAf!zEHk`1;t!O(f-5 zZY+injNP>gXRRy6*c|^O8)KzY($xnvUY>u{%PofIqAuJE0~P80<3mx>0(W*_+{kNc zT@;tmzksiOnN86(#W#omdsQ)#H!pV<=K(a8Bk^ERdxBkwk?3}5`oy{in$W)M+s{6| zz71Rzwi3nWjxZO=IInjXMj%pGZC z`dG)P+EFU31xG<0(l201{=Q!`nU)tZ8F63t3qaO^WuxU<=|L8LJ-RjGuu2MzeE$YH zXmFs_IOi!ZZ4+(k(uF8(ny2yfYTEmLzaH$-@?K&$UGpu>)MqWHQREoTxD>19!ir|1*w?ZEGcQt0pZsrW2QR|+78lJ z-unrJp;;)pq!pnO=g=iUL31Ahtbj@tyq}<=j5ligyKqlNuCUf?& zDO;s_07L&;fAI7vwxslK%K{$5a4EjsQ8FC5UR)p0F;veLrAqggLgh7P2K<^s4F>yh zPRA3JSRwYe$njt~^86L0<^9#=tnwlJDYd~~#7qk!IpmcA8TtO#o?O_IHyJaOJ9SYm zgkvm|XIP2_8|p7Hv*8uOZt&c^`^@1TU`F3M_5{L!tV~F%QQw>ocsoid^$P`EFeIEE z+m%x_2kr&*2mby}o!{k(h>z{bhA8xD{rPVJU5`kLDoGXC+ojlT7Jj#5W{?Qq;D(fg z(%oT_t>|cBXHe6KT}0G|?&MK}j=pEi$fwv)DLu;#=4(av3v`6O9l--xxTy z!KKqHeJ(Ooiq;S@*M_^(<8!F}%p5?;{kF(L03O~~>xBoI1cbJwCz2TMZxr`hWdk+& z3<#?^g0KJ#?W;23WNFyOB`6BI&Uri~ApzAz`k;06d&+078{B)NvS~<`jD2Oaa)9cu zFQx8pLEja8ZRG6@Oh=@u1_dIi2crz$plhord#=xGK1hs8O78D`TW{n4`Jm~8LgqZb zlTaBW?H0FNGnyD5;s{uH^|`6P`_j`+BB8is$|?SMKSY{n`fuO*;cB_E`dN$jyZ8Av z*te-aGe1sXjKvb+UVaZX4V|slH^n*q=p*G3kX z=pi^DkCK}UGBHlli~?XMZr_fE3wZA_Wcx^IG%LDiI`#bAuyoD&Sxn|%j2|S*8M-Ze ziafXJA~MDG*vZ=Mox-*sw)+mpz^c~`pE#v z>#K+GaP8-M-lk7nKyXN!k9MG6_}EE+$f6+I|Z9E%%{HQHpY^Di7xlFqs1_B z000936j{Jeb_qeGW5W*-B#J5DuZ49fUif6aa5___vddkFgRW(-XayxIR(eKxmCZ3H z`lfD4AhzQu9jm#9Sw7*$1ewz(t}O$ahS$eL_^Uo9JE3*0P`U!y5}kM`i)=EPr>6Uh zzv_*S33n1jw0VBE>F8x| zVIS9kSmzpk`*lR5MP|?eT!iq*TXd>*n`bUv89{WUu}0Ci5VG^#2r?k&r~b-{;=&tK z?ZG6d0P<+Y7`>iKQc)k^8&2k4{q?<^uQk#O`+9plM*f#YFuq+s-o4N=i-%m%*6JP= zqoe&qZy)z&th2~--Kr0?SP_rWBd^#ApNJn`e$o1Q;lJJHt4_Do1DBQH`YPU^oDIz{ zzQ1X>zLQkG$ya$8_MNFI@Nn$f|F)|Y#HlFQVfF-@nhK*l93goO`%q6gD-u(e4B1VS zlg5Z(Uxdl6iymPpsI*D|$pL!lnUwfJ`+ys%#;|#JMYE7-HDpaaa1dYsEWWCJ=jJ=A zYv6}Q)!(Fj5=f-^W6{%OaaIH;H_`rDZ?Xof^bfse-YiVU8q@+sf*%pJk*y?N7#!*% zS;io=hw(+^dk@t=~OS!Gzzk5e!q=e=ozDZ5%SEO zV=XAdBfuvwH~TnDE!62sT0z;6+qnZUu~!yXjrk^Jm(9%98Wz|Sx5~`_3XpunlqD;9 zpl$d{viTA=?S5<}xWS?%laO@rMVLI<<1nfx@rzUxlVLy0s{*JhyDo#77RHDW^Xo-9 z0c9i)yu7mA(_$hiFVRyp-$HoUaWPsly zSx80c;Sy5b!@OeIu|B1sJ7ShxY800tZhCV-^}g4+PL`kG-PcIAvTkFPc!bL??7q&T zpAMgZL6T4@n?=PIFY-})a7qCbKtSTa6)$H+neb~=HpQq2g;~QnLvd+*duz)yT?*i& zQ?dX5;F|yh4YZ>eu`&h6Q|5iMCYMiLXNiq^ussSBtRngeOS~H-bZv|IAe)&e7J#L^hh`2a`H;s^x4jI^i|wOJ1o-J@>l^<38|OXrkOIRhK4Oii z%^a*j#eX_=qBDy1lwGPXVJl{l+fdusNVwB>Qoj-8=G8Lel`~Z+oou#9W_&mLJ9qtY zPxYYX-3WciAY1<^vU%ky(non4(ZzDO3G1Is4*gh3WqgZ)M?zkEI)#A9^RHb=;kvUG znsGekeO-YOSP~bcYm=Al1@#zFzURM1#g#^`6f@$`1)$0NnA+SCW)Q@a5cj&A7FXGp z)dl~KYF9-Vk{pvr6t?qUw9V=-tTj%AlDTjziXZUALetWVvKk~UrV56&eL6;}k6&3C zddOrxF@Dyziu-N0I|ueg01fNRA}eSS>3P+OrR&`aq>q#)`<)4ntR^NlW!SDw{(Rjg zq|n?3+V}te`)-^HV|;Y)+R-R!B<8O{ zRQjm{2h+Y5fQ)~FOk!<`-M|t#>*$;T0{X7}7fTx2GB4hCDudyHfkI?rjjBRP{}OTM zjIM`DZEG#G0L>KUuS&LH-9C5pc-@v*e1hdHwpQz49`)uXK|uT;OLlVS9hO!343ffI zR&>`1qGn-%ACYA2bnC4b*|aNb|kk zSIRTD3|)o)Pw~&rHJ0m^pO_O-92G{3f;9Zj&)O_yNWPn6yiQUFPuEhOjyrI?Mz_x&N;*G(bvnWSrKx4!fI=MQb~z-J*!z4HYqsZgt`0MM_Pp#{I{zH0`f!PfPnu4<(nw=G9E6UPd= zq4LKk`;5jW>K7n#l`WzIiuwoZy>d4&`B*pGoZmWbw`xcB+QEYC;(1=p|V^Sh`YH>KB!|YQ?v=r6Gxz1@_hfoj- zhSg6-tDcv1^_NiEEm|o0Aqb%1MIrUFKR<0MZIsW{V?plkbc`tCrWG4z{54^yzxgTP z_c#5dw?dfRi)pqj1AqJ7G^A*6v#>wi;i-MNh3Z+mjXs2EC)qGm{S8kUQ! z3)=l=i)$H9iWUO3`~-@;e2OeOA2<8j#6{{9gFB9wE(M*LPHH=`t zoZ_seB`?YK#)F!fOerH$HO#7L6bV;{u)7988Mc~L;;HGK!`@ZxnIKDl>; zaF67DXW+atptjj+J(3ZzTyx$xs4H1?eJB2#vZV%^ZPgd?!C{`w3 zFrFbzMsNgf0CZ;UNXG$w^50=lvVj^kZB3h#%T55zT8p7Uvb+LfK;PAXS1O`B0j_$`E#7;&a;(TuF#~6@RL7!JFBIIu4ff?80gm)%h%D`rtn>dU1b(nA@hh zC|YlfV)j3MOQy6(*^v+F762mD<`{tlMw&m|pdyAy)pBwjwmXi6YFGwsa_$|TOU|d15upk06fl(5`6bglVu#&KWtC2pVXe1|1xK7ynK zH=&Gj2UqrjX4gQfpF&rQ$2JiqX``Uy-cW0ut^3M;L8J=<`@APv-X#qKHhO&9_Xad~sYgyp$aMUPilglDMLFz%q zFy2|T`}e{+f|%R)2jQzt+N~X1S+s9W>KigbAca8GjQXc}IXr3b>g|)YwoBo4B;LF> zm>=7E?iNG)>oczC7*uRL44Gy1EiCyfM%QhtucI^mH=Bq9f%fT&cG_qbHm zT}^_RISVT)B255kbz1K}(_KrF^>grZ9iL^=|em23zTLo^v`;58E0Mi}HgilKIRa(zXra>y5#7VzzF2yCBL$C~f@Wj_Z zy@4gAVl*t96(6g9?ka0jcfGzjy2469TCTGW^;I^QyPkOp7GqO$_MHJRFs@`5Eiv-y^j`I z;{bqeh_O$BMIN*l)_vys9DB}|4I!ei1vWibquQF0P0(^#;rIh=PR46Hve2@$w+>hs zED7(l=Z=i5$=EBNmTYLvW6GNj$dfBWtPI8{Cf`Mye19>9ZJ6tSv~$OGmU7ZYXB9wi zhcqQVn8cV1hr9(?4iA4TlnI}C5AjOdjW>@#c(Cnnv*lk^-Bb8zWW`-ww23<^1Eeg> z*n1z3ePCGs_8#H$THP;{@F9O8gjikp<1uHV81r_<2nvdM;2h{ueGGn(Z-qfY?;>q= zOHn& zn6jQ#CgenicA38)5n?27+00c>e@EZ%F?k~+(GT!%4{m;5c>vX^P4#8~n_|2zm}wty z$r^Z_)QPjze}P0F3SE1}u7BP{);BSYKm~o6(<(dSf3eGQ>J}T|TY=GGZP#bow44js zPyhe}000933U|GtopTm9WdKgvVWlr&ZjYdeuOIw#~a%n!9I1>FlWV5mp+5 znHNUIFM0q4U*a!<6g@!QHAWmjfB%b`ch?}%H~AGn01uo}Z*iSrT^Nu&zyTxqPERy4 zwvlua0ORR)qX$_4K83~r0L#p?0>$sX?Ehl`0o3NG#z@;6nZeY{0BGt1@g_kj104keF7*y*r~Kj zeo%y6ua-G+Ty`);sa!{qzvN1aXZ}?u|ly*o9gP2sew+*t_G`t`%OCg<6T+%)r_!j&5}LJFUso*CxMOW6N!(0xlc=y)+b{u!%h;0f={w)9VbN7# z$e>ePl>VV6Aw@n^Q8OG5z#Yy)d&C!3r1ti2My_v}g!WM_F<88HK$tRsqtXerQ9?w0 z%$(5O1*p@J&(hR(T;^P%Nv5M!pt~7E8zLVFc)|job7lfHIm@)W5g3KXI|eql_&GkpHB}LHYpjV*8se#U zf5By6Xb1W=V5_Nv-ZxO^|NU0q8(;y7!nMtDt6oj(*opuD?LM)3E#r_HcmNBp*hm5m zeZqSVu&^JPCb|#Ukbal|0ndnkYZ(Xpto?uUdYt_C`7sstGwP^rto0VcS4(oaG$EvV zZcm9&-JkW%mT;WQU-|wx+@>GB1@21ut%~@^e<#t6Cu`$@nU+0_n!d`&p6Cr_wQm|8 zLY#u`+r);(@l&N7(^otmzcN3-N=H3?S5h1sKgM0c-Ll44UDrp#J*~_flfqJVOh^-cv7mKB_jU+{q z)J31=^&OOoq$@-V(r-oUzofc?X8HUu-#TrSyS=Qk>FwbmvHJH*J@tLuDynbk4UTOM zSaIVJE}g`SzWA&UW}5|{_4hnVb&S$mjr~_olzBjPV(c*!2?S^6mN5B{XUo7_AxbK8 zpSfT82oL}N*!F}d=?I`UwUu-J8_X~7SP2Bc$2ug{1UC`^DjMIUo$EI1tN6)RAQ8sh z37r61#2f`{o`boebu>0Hfr3n77+ZQlj*?maDM>hOn|D7-(npDm<5B&CJx47wv3{!# zX6~iWH!m!GJ^+??ux|-v#d3_rHXfP|ijzg1)*9fW$Oce<2IDseiHSgs2=q{kU(K`o z8dVQwZ-lX_haW}NU@F!I7yu8C)(hoa_nOC_3^)C?y(iOaLDBR_1P2B^ne7h0u$Wk5KspO2V!+Ov(w zlvkN4TdOawlBo)Q%*w0)}MJy;>`3w5pA(?d3Syl2*m zp$V?ShQyX}m5twOmJlIZ#e$qlu&wgXeYa1MA?Hr@|KexO>i==A-=GD(nQohI{&B*? z6Z$K!B9NWQI;|TKwKj;bzyJDX9XjXc`P@*+5o8cI)?#9|oIC&Eu|Y9sx(o~KSl>GU zzhI-|Ebk>r_`fw1`zH+PC+U~2>19rZE6z9L!O@mHNrez_I`XbM|w9zhp58e?v5@ZnOVFVCjGW9Qc_@Upd`g z>`0*i1F83eHxC_isj^~%U%6Wmym2ZF008I2&6qG{OhyduSEmIMjs;i;^T+~_w@}bg0QR9%ep}k3SbhQg?Mkhs zZIDxrqAc!6|1+$lblNU#{oFKuog*kReAwxua!>`ijSE7R6(@N+T^F=)@nIav%uXT$ zTr`bE5R`|N9sPfbASiwiZ#kV^jMXFaS5#Q7e}9yh2~Uo% zyk%c=mN7W8Pcn`+1Qz&?807%MWC^IsUTQKLWd*Ik4#p+cOke#JbdX-`=iCcyheIfr z_$mkNMv<<@22OI-ryAh=Wck>aimT|viX z>Ef9!cW=ukx_ziY!<6k%ofL?Dg3up;1AivaVqr8$XUG z>9uen1Wu%@PL-?3nJ@qi58%!V-i9w$j=8d2)5$1tFaQIe5~O$&t5Xn6;Y%9{){SZL zZK6Az2L(>%?DDFUoKMcgb+pu<4rciP`{%c$E)ac@ZaN&A{S>Bu<3cO`;_zhO8M_QG zfB_i&jsI<)=;N00bu5NE)NYeC^%+00d+ABm_rxlyNGdC}>a{i9E0X z2u-HKVs-P*j5R<3b^ZswCv_70pK&*wjIarUKL7x8;h%R==Vm!@{(u58{89pK!^+qu zb8n{2+0PSz0213}Xa*^vq1`XqaB{oy*-}tDAqQug7dj&Az9s~ZOb|XbDQtkSkbwT( zXc^G~G?;W_Jv!T+GbV_hNi@_}qNFuCD!CZO9nzY6%6SA5zkiqHyRJd`zt>oo|L!o_ z2VxOz*;lgnx_*XQpm0oAKA1v2f=55ioGyd~*cMuF8gFif2!ZPv?bf(wejP|hz4`6B zl*=)*5E~^~Q=cR7eN)u_vgFe_d|8r=!wmBNg(WuuWR7EI-^Q)JGE%vp^1*Vjdgy8PS3!CRGCaF8@i*y z3}h~5H>oZ>?0YJ)CNWE`VxZOb7le4|G! z5O>R#<-oT*Dr2t_^IjJox%-$|fbg5sBW(ZJ($svG`~^AW#kY)*3tvDIt3jhb&S$u4 zY8c?nD1IvOtvDx3lQvG>9*yV_GjmYNnzeV+V@t5X&{q5lI}Fsty^UsCaIU{@8sXV6 zMZ|9Yvyd58@rAi0SH~(OcWvt>HIRj@K2;L{as6H}oa8be80<9?U~o6>_4Xm@VLc-= z%^d@onP_SWv(H2eQhAq~P;OLesSLB(3<8_hO9_!H;1}#i``r zXW^8R-wm`c5g)kd7~jb@Y?$XuKyY3oX_9n+C2oO=hxxwLMkc(ja@?}3Z1P8F#~%2J zO@@wc;@JV`w(okKZ)7SCeQ*^QW%c?3EixMW0X$$4PJgAg{+Ib(Z@;;mqmc&= z4$reM&i5+1Z=hEylu^bBc@zBi->7zd{nqv z^q^3V1{kFdu^Pt%L`2*9WLqO`jf|U-(2&TlpFVJgF}f}wDGEAusZcHXSS7BWKf2y* zexw0dz)x}Op7(j+Ht=O07!rgNp1<4dkbCF6z^KfF)ekapF0Zh>wERMl) zHhEHG)Z7Dks87EO7VQhDs4Dog7L_6TjrzUVXi}M2&44H#PP%taRB4O;YqnWl0V`*$ zSp#M->&n;1V%Mt3)<7|5^^}ekZ-oP8Ds+;_d6wof*YtQ?jVTS@ENHqf1qF;dVpHqI zV-XNtsl9ogYX{&;)2ur211H^iyKo;4YW9eU#npSFI7=M{*)6v&aCoQZyxv@vmSaC0 zEh6b0jM=@Q?P0X)(;To5!kz0YyKJI2Ig`$fE)0p*08tv(FQ=iV*aWrrLjomM1$xXF=D%?s6c6OS^URBf3RlU02r8C5Qo&9y*yhF*GUf?CdLJZaNP*^1Wyg zJOW#UPt>^0OnVa1&x>Ewf%P)lt~oN_L7*}BVsU%rC_g=P?XQ2hFb{M&xR8PTU0f`3n zgqDzBBqnM?Rp|$*`uNf%wSz;LOEax4TMx)78DGJ8GkUIJ^cq;IV z)l{`vEv2_bm>U^2Mg)5@={}7MO9;f0$#zV;AZ_irc_yY*Vf^?K7g(u4Fms< z3jk8ze(2Tp*!G0OtQ&P9@xR~5YUrLM)ue4^^Y9^JeFu?tHq zhk?JkYWC7sEGdxXgp+l}2IW!Pq>>a(s!S zc{>3HwSNy3JSi2VU)HvO4pMntQxg07QG~+^kI2APy^dQD=>|22 z7TmGM*t`WI9)=1Tow%Gj_2hNrI^H>EsbTKfbeJ$Y4_4`D^Xr^GW9m)K-nMg<<@b*c z#%Hzi!%lnggJ33=<=xsr4bUOf#FI@r?+HgwpDHpJV$5M+4b1Mf1 zPiruU`{f(+HtC>&b0vpF5W=9u^F;JS1kSxf5etF})@iBSjs5VF-c@Rr1i#O5Rg~4H z+s?$_*&56s6#1uj&1+Vv{8Y)He!#$>pSzSSym?sY#nS=p)mjsN@w_=oOM0H1k%CGr z5NP4_vlqi&+@u@83E$Wg30O>&T&69?wBxlrb_0$Y#Gwzk1U1w*w0Rs5yuf2?mW+6W zM3;2<-t4)y2~I)&2-b^wef*lnGa3zjZcTLP4zW%V9&}aOnMG~~AtV|uxIZK9pJP0Q z3QioXcyu%IP+1ZTPIu`WR4rFioNE=erTlea!_vSxLc=@pYC`x1wR^X93Qfst3B7aS zM}zU&@w=qQQNir%Mwe!@W=MXOyE_cmb8iJ3!ju$>b9=2 z)A9jE`?ZC6&%wG?6mxC7-fy2@P@;4@|lDaS?lD0tXENfk?erZkoRDg7niV8GYoj~ek7Y2Nb zKgw2mOH>rgE2EkX{h?-H{Nt}d$pFj|XLv|K+#~wnhSHF3AZri0JKzPSoj2lpkyzLu zqT;Q3E^JJ117bE}aqwAI6i5Y4{s=$GV+mT$!Hz!`^3lWN-G-3TEyq}N2VGRj)6l$_rfcAP6 z%Aq04tEK1ljva6z*bBqbVtujeRC0pISjzor=1+!G>dFx{7tzEzq4Tjv>2=oguw^^| zEAM8@5ouKOUJf`=;gqK|^-~Oh>s_9S(4qeOaLUuX`47dVFKD?9f0g88Tv~>K$x0HY z?>2!jo}U*+#QDvcSU^hmv9t1pB0@2}E}F*@0J0q^y;_`;ZH~-_95qZk$ zJ17h4F#yEwXOU0VDOCbD=q*fk?_4B#|3p_|m+B|$%kKX~S0D{Q@ts0p#_Q#-)t@wq zD*&7b!Sg*C>AE8!5KsY5T11^7LEaYvc> zt$T2G7}*0ra4f|*F)nXg;RZnHfaw~fmrM4z!l>z51Z;%-KN2_n@^>oNO9!7{0PsW4 zaxgwW*YVXTPC5IA|NW|>u;R0)zDz!V5xn;ZXbtQhuSFfWK>d#|o-@_}tuH74`=}xM zw};H#zYsM!*#0|WEYB?l30D481KZ^=$7dm_*6cJ9 z&IMzgCcUx&fYcRtj=_NT|NQLwtFk~IcMMaO9~bGrV$ovK5nJ2MTC4@J7e_;RO3^-$cKD_?+V^8JwyjT5_~?cvSwUA zI~LPKaeec~f_d`~b)Zl@qQmUf$?89LGyJRU?murK>YN_+HttZ-k(`7m>Jr?D1CDn<^ox!L^Y}ecYB^aO?=7UfQtCx0tv1A9a8(BkpoKq>qK$7_rE`R20r=u zl%DRjcE__$8UpEzUkb@+#Qu2`D_khX;$`cj4HNQE57<25q^%DH)xro*PW+8dm?6{| zuI_w`HaJM2LglT0rLO(vDq-+y%C2LLHf3&lGmX4i2=DXOOUn*FN{jX(;W>gD{XV$L z?(pg{q#zZSSf}PDu>RL~> zA+Rh?U5#8GZATCS%HsV;4EtC|2xpM$y<^|BIY*Hnb6~}%vb56B&2D4WzF z&);T}LiaPFr|{`K+&qyudP#+1+=!oZRaG^j4h_qx$GAk4$*_~Qhy}zIC8K0%@+lv|{zxk73O~um0(5Z1z zV#TCGT1dJEEcGr+tI$2wp%@|P@t^K5kldi}t;@7Wv0V@yNhGYjJU{^By&>W3jT<;k z)>&U;OCovPCb5FZ2@Jk?e+L_)_ct3El3-)B0FaOK7nku#o>IWqXR(DFbhk9Njqks^ zZpG^KAf4)izRyO2L~fBxjEh8AkJWU5{+D5zMre&bGI zzbY~{5>#W|HgE%KrzaKjYeW|(J+Hw=0W!P5t#ah)JLVB&JM|y`UbFD(sBrJ-e_m6MTFh&ITAB!8HFi2H5!y2*HmqKdpPZf?2*P*{ zJ{gD3N3g*Lm_o{6i9KK@42wnIl+DZ2={o%;Zd)y^#w_ewFcBYSgz2R!y8%6`pPl4isPu|sN2Bd32NGKgonQnIieKIzhZbao_JZT6|{jw z623nd%p5zo2`^DcU^ zrExRs{QWZx8;`~H?plTX&L3_+jXo^`T6SDtq<`c0HVwM>zW3ti^2e zhOEJgpn@-9yhNUe)V}S7z;}3&>a`$YR(@YRoaUK_JcRm&dTZw3F7DY0kp#(_@WnyS zb0n+3RYebpFi5s)S@-6J$`~+rXVz|{ODZ_ewtVx=x?Kk0Rx6X`vxB*LHu*MPcR%ai zyO~v^GCa(bnlKh!ME~WlqTj~&=LfV?RTxx5mhu#fs!*2pA)RF>G5LCgNK;F{6WGy81!+(I?U|o| zzSQv~IPCO=elXS|jWriRdw$zI-Sfkk)s8^YQmE4$>}o+s6?Rjt<`9n9laqzhCBhW=;9(Csk>TjXWk+iT{;sS z2-GOoREze=D85j*GE3$bQq0J0(UTp|g+~7Ra*SS+X~-!z_(ZN0o>jl{ws>XUz}E1a z?Ll*`t(CeORuVnTEO?_s)U9Zi_(_y^baz1S=<+K0$8iN8pzVflTINh z`kUpNRGn2tgKia*`eon?L}k{xlq{Y~u87L{vrsC8mYhBd4D@6?{odGIrTOuQm+|}N z7c_74?J){}-xvcBL^$>Q>G+_Yi6`IH%2bkKd-c2U;Hjv2Td>3du}WLq9F| zbI~2cw9jdt-=H6Se$p-;#2EiN9XErtP7n=}KVKPUCrr)CTECdc+VIUAC2HyA|8cQ~-5ix%v-FthCmye0r z)+0WcEt4nA@9+B5;%h7$&=sAp!iqv&lZBSh7I^R%ZlU+w+@fp1hw3-jcG`4?y5Nmp z_v6But%&NtIQr#V?-qhujp}DBaSk~7R6rU90z6PPuMded!X1Kx5&G968G3yFN_#7JQSbT(*Ww}uzDKTNur$T9aBSE z;zv&;#JIZXAuN1kuPRm%kRb*GCM5CgO3_OgO;Rbv3`*!Ev0j13Swin7C@dSwWr9Yr zfLnHIb2I4+i@u>OWwPj%rV>EsDT+D(iwO>S%QODU3BRIoK5J;2vI}oYxD)V<)Z&uy ziA>Z|0EU<$MhL?s_c~eu!7kO_WkPcwJ(>pqm*%XzE&v5s=embmB%fu27`1pZqHii= z5uvctgE4?O<~ClICa|j6Ly$@egir-bJCOrOd?}j-x=pay=#~G%kBT77+(5MaXeoBK(LS2v}JV)H}wZm2-I#x|hGV&SW;k)0C?#WA+2B-CYBc!+~ z@vh-it|u5j-_4*|B6|z?o>CDEc(ZkKa^MPCnd=_v??k{3$v}QrSANDV-$PitMC&ZO zSGB0zRh15);+!(BK1tH_g2NM7Uh)uRKi{Ftq|Qnn(zo^P}DEhpq^ zpUDjz03IZ-iuU>Fu#(sO;8)TEUYBo2kGDtmS;Bhd5y;8X{^GU@Ade;a5e$qwm^U9k zWc2X{HXUL#o$r~|?eL@=6?pAl4Z5;=Ti&L-PL=FLjP?Zd_iZ*g57&wEITccR&a%3=Khjeb-g_1n5g!_u`;VaO@ z(v4%3-LedCnYkv(D3qODy{cR`-I@GA-(zjmz%|UUn7Qr@eui8VA)% zH3O}IF>r*RYkDkSO$k%HRIDLm&T7SQgA|8|P-rQ`eqULv2ymmEF_*Nu%6e+;$Qj*F z2^WRyXj>CyIxiB#0(r6RDrsiy9TG_|sV zS$nR6${pUF=ht|v-f5$_jG%tceSbr;PL6NPbRg{66GmONh0-V@*E$gh1mOIJfPu(h z?Uul)fj*i+f#>+ec1C#6@k?80TLHj#{s*U^f7L7iyTjwruHY9t4`bTwq41F*V$?Le zbe^cANM%HZNb=*V;!=mUdB++-+1Z)NIbqC1M)~25QfR9&f%mf#%HxjUOM%%_%}=Vw zv-ocAop-Fu4wEwJK1eHHwAq9&7;Cb(N8oiChha9@K+I-NzS*)fYWT-*W1PLEH-vQP z(oIP)xUkPU5DC3%2a;{z?H6PLtYT!+V?Odwmikl0ncEb0R z!V5h_NcOnz0rS^4t4aDRMo0ddqd4lGDA zImW>rnh&Mojaaidb3KLnK|Ee&0`HTAyNM4`BmjlMMhsJJ^#Ggqv27HMr z$@R2W`o3`w{D=)x@v@4?k<%qif9xv0F2XLPDPE%q$E2B>Gh}{>3u{hIli;vsSOPll z5|3K#-zD#C%V0!$xadAqi<9Y$pxnRR8RsKb8Io#H9I?CjV|{Fe-0hH^l~}G2 zM(k;WOg?e}hHpJ9Cues0ucvo^kv!-#@>NfrX#Wi@HJJ!AUgH}&*B%UYmI4APyymTL z=PLEcrDp*6zLDbbM@-oo#I%+f6WGV{xP5qj4XQR`xC9Y`jBm->zOJ%HEb$($;&(=Q z;&aC9Um|z|d>fN*(VZK@%<#RXF^t6Yd}bP=!u=%*BB`OmR6e5s&eOmm8&^KZBh$0jwS| zWQ^kB=thIAK9)87YQ3*=DSti_QS1pl#b8Ch_X^`xv6heM|IJYuZmoSt^+sS9sFXWP z&-HvZzd>>2?eFIltB*r#G5+NR4)iRIBR%OJipa?9G>tskc1T z{e&=6N|1>TJzGYGPHY*s*4F#Q!xmB_kTNA@SJFt*;H|ul(5t{jKj*vYF zouU^!cK|*iEVexMrAHbzxQEpw$&15SLkcm;WzzG55lB~qPD%D=vB{!Un3^jN01%r6 zSwLoTG_ulN8<&5NgBn0BP$LZ8^Uz-lalx$TO#~qNre#j@pef%EJ(FuRD@IYTMjPeQ zl;Nbd=G(GGEV|wSI$Y;^zA)%qg6Id&Q8e}!t5m3=K7MQ)Ea?*>v}}70KzBj}s%Yp& z*DJ7=lIs16=;b7Wi@I?3!^D>g&xE}PRL0bx6&VMzd(HA>LA%LGP&f!cLlnkQ?CrMsk}%*L3{LF?xy`v|Ub_ z_~YMpNsXBny%cU4pupBi%0KrF-{;2?E{Z1BG4E%~pCC(LbhKD-ekGd=WO>-ajTB+6wk4fOH>VX_zBFG>7~ySRCDIv zm5fFL7jSdOZ^gumLu!#qx-i2id;@u&qtpqt9t;ru{O5pF~d#~@+j@P zbOE_oWafJ{uHGGGC`BtOQz2+`bm&8 zVnAJH5=?|pIx+t+)o%La5?V46ify4@4o!l9{kVeolqwn-)PUM|2GMa~?ZzRpP(zi? z_l%Jazt&+$`}gk%wi66#AvzglzSs{{7rCJk>sOE+sW(&aBQ=AYRuIh2R`DQ5$5f{4 zevXFI)Ie4~CeUynCzCxXto#f^%9qJIWb!%4RrhPt($688U^!3$>Bj~q@YL;NV`8Ph zN$UzNY5=Un{i(Fv2K#-4|E1_w-s>NA5S0(q`92JA$X<8D6jID{_&L zqOntVG2MZaA=FMI*Dr)7xv51y(mM&;~x~fhj)8W(K-ky}-2yS0(wQqxD}20jpB` z8R`?VHX$Fud^C^91g}Qvt%3cj7LV}NAkhkiJzqgngoS>J4KfZPQ5rm90e0GoquE4j zh2m_KNhcxA+KE#1g(bjHhzNhdZ!6pQT)L$3pvt0W606CHUr0+|zngRky@W?{eKZS7 zE>P?c9&F^M{+rQ2dL7IJq{A#)mclF}X{2MN#+X0qBe^5h7*F1|qO@{efRj!eFK*U( z$-V{0eDO@;EEGaU=~A%t0C9(O$uiR4+yUkn6U-4ky0~or?&W5pCW?ohEvn5Tw$s$J$Wr=-eq9AQnm;!(zbSb#S zK6f}ALD8bQkZi$UV^=(pzzf%D(jm6QJQ2@)2@tfr9B4yr$CMIQMA4My)Y}*$dR}g0 zy%u&QKrPan-zfwUgvD`>sC8}0k`bIjJaRtuC{C!MYhlW5OA>aru=@(JpDhLSR4X5g z0){-RplQ@cb+TRVX@aJ~{KjG2>FqrC$E<5kvNkBZlQDqk-SulCxA;6g+zifYduWNw zSD&??qzCfoVjSdBbAj%^EUPXUwvbqrrCF{D#%+cs{Ra?j8(i)`u@Ouy*d}9U;x?Gb z^{8G`mahGZlt4|F2Z26ypU=#=ou@3)eoRN#%RmdfRw8p{rW-D=eiuU4VRkbmxctkb zLEuI1Vi_(G6e|O==8)dQ@n1jF7Jt@@66igc>|a(5bC3l%m!1uEGpB^5;UhL`r@0}v zJGyjGeB-q(wCmPtpzN+a1w?;y#QvI6pg4q%ErMreM*vv^^=tlCVie}1V~9&DdOB8( zyf_sMh!SuLdnFPSOaQ@#Je~?C7o5ZSt~C`MR(0b27B!Tj`{U?b$t)z}uAQ=Bv! z%tZ8gp)8;cU1Of32RbhP=hWUF)Sl9#rEQc|ikTPy05Jwp1_{7{X9BGc4nVtog;WQ^|(n5dA#x_`ddg9q)@!X1wT4d4&^gM2$s4 zC93V*@*(V2;7fm}0|m*IgP*L41=ph-b=;Y9 zzRdmhC1j~!_h}z_rk2YWnjh}V*ETvc66J~T1{fhTt9>AZ7OKM;ukB|sr~p*1&zW(7 zYVh-a0tPkWb)zhQ@n+8R^pf%fc0b=q)a)IXb(RxLTbJx&m`t~NXhxhQ(MdX|mz^EDhj-Y@nYlW5K)y9Dm3fG#Eattcmp~8(Gq#T_Yx= zD(CA$LVLa``vFkVV141nzX^{hK}{^|O~1AtCk?BiKgeZ1*NJ88#-WcpPJe3P>2;6; z0LfwCBOVg!V~Jls;|~%u>}CT#rk`+>+ZyISsGR1Ebr$!)3?xhQL#|O+NjK|YK3*Zf zT~VC4AS9$zC;SqD|(LmS-jvob~5CF*2gSRL*J~lNc6GiaC zwh&=ZiHTLI*MEZ%%P^s{!(%&RC0I3n1%v&=)kvEe)ghb%ZdT&C)VY1&cV}zG+KSGt zGT7t{N&@nozDCq`I+8l2UvohT4ksf0BsK6A0yecsD{B(zG8F7MRd#C}V140!@F3l$ z^ezjvH!;D>P2CqoZPG)q^{W%42%6gA$JJte7kkuOL(FdA&~~lC*?Pr$$6VT+=h>yA zyjZ44q$yTwWG_;&HCZj9tsFVU9B zcSIj&o|y?*)5=^Y;i(S7XfM!`A&@K6@8w9U_T`BA{Mkkq%%QHc1wbM7x<7b_unU|$ z8}17*feK|dr_z!oX>9YUQfS-J5^Q79ct+eFc;A_fe+pjGZY;I-Acc;VTpWv0LF{WY zDot~lFhCSId6?^IAteu6L%=lqlrq?Q-f3Q_bx)<*8n*Mb#H|#u(kp*6fC=aWN#yPAz6St760S=<=xq!dX)p8qfT_Xkvq} z77BN){lvwu?62NGUeag%q{M+NvZoZ91kO=k1u8f7v?0rZE&{4$-%75?zTeb6BkZlRg@*@dC7GJ0}E$s8!;3)de!? z;&l!c5WHKREzgS4?a}uFuNYu5kd4;Tq=H9Ud#n;XCZynQm za%`$|$SLxSJuAfFa7HXan0c&udYUV;JMxAoP5+r-kv7Bhmz0UN5@)8+JEIbYn5|)2 zrh5Z4^N-D)DUx}&uX)&erF4IT9^~;&GFBIj|AhPj!r< z-Gl2qDn0{BJu3rQ0DA&%E7ic}B9*@^fe2*8eT~10IX_6>{6Tsk2|O$KEd&r$a25R6 zI;Y90Fg_lQfj{d&-w?F*StUtDV>TMJQRpXjKQBXm{f)2~J#2gwlV_W%Y419x-crv0 zQ3Xr)W7&YYWok-$wB_Nk11aX5RqyHB?d-2a`|w)TySyZwycv2np_OLt<#fwDPC1=g z$W|5x`(~B9=_6&QUd}!jP|A}KbTLbWmq+LA{1mzCPigbu%Eg$A?o@dU))jwmO}hGn zKmCag>XIKZX@{Fg~+OK3R$P4@E*U^;XI3eH(w*xXidi4na zxk_7sl%&*&uK)#+Cv;}8xXpsZ>rP_9UT6PW)|^KQ&#(uf?khTd(*qyu9efdBYI*bZ zI=P6De&VKfy%QhNA(vkeJEVLZ;6Ptc{i+aD7fm5x~QBo&ey5X~Wh9%4chqaTe zIgy*tRtwtkK7}g4(M~f%%nQ}o_|n&F$s@ONPbCxWf90%pS+#E zn!n-Y7_^i>2u){kwR}!xqs0GEA{2$$G$aMUGttSC2=UwI8d|49gDVBXsWqiC?0{(W z`sT%f%;cD8Yo8+j(o5t&CS<;;Q74rp*g#Ya^)KS4BSXvp)OJ&@VXohRMTmhj5+r|w zz3(X3*CDwOp40`|{RiIAVwzA>S0U3kH zmtxT`B}$lh40%UH**nb6`m$LiC^2fdCm~YdPPgbU{Wdk>iH_5tKNhUP<3Z7Q_)y0PO?#acL@R|wfp zt}H3bkyEs_{n#d7`98)2?A%X3*+oPKd`#X_S#r8ntp55WHNzuj$Y(e9b>HPBzGm%Z z))%i|w*XKbg72LuOq)c5E|Emli3R=YuZJr-j|jN}fJ7Fe|BUZfFcYDA25_Z+iZEM( zk(j1#O5Ob#wV7TJ^*7XI$DTNdYkPyAv~RAyEn_PR4||JJhjiocE2~nDog9pit#&N! zZ|9$j3n1?z@<%*WhaACZ!Job;%{%pkzk|i-3L(WAcqte9-+Z2CV^>9%x4sRWzmI=I z@0~zs3+dKD3k}Go`1Tjer>*0@0`f?i`+6wNyVvkfCxZ=1kkr&i#OPNioI-Cd;ayJS zV;DM{T&S6SS1rMVsDvQT`*~@Yj_{(e;dd*xEm$WcqPXOD3z~P=S&^OpI2|^laK(Ra;S(=@ zTWGu<83Ib<0bE8C(2=9}ct}&tV{PpAaNLyvG@wd3^Z_Zm+iVe3&s?E0=Ss0{m>c4I zhxqFEoK9=BJ8Va!_ewl~$T$w^8k}ngoERD+96#(YwE+mhkXK-r!Rsb(aYuyQ+~j6T z;{So-#Z(MErVkYVc_jH%ZWNTBO;N^>`5ub>m^N6HPgsM$`c-;n!DImnBC0@Kii*5# z07$xZ057LXWkT1&PwFh%%7?X?uFK2Tf*Q3eH|`EN#XV@RJu|LxR(O{ec&D@A}1@?t3* zkFH<;Lhdb=N7X$X@e6ME?vHx^xY<*zRHeDP`bw`l)8!yl-1WvK^v$*fHqhG01Aev* ze>R25<}flvk&*E=+`CsWckM9($*d6jFT&W!dHX`kdSO;J8>lTkGL9ft=Pdw|i^p&N zD{m-!?nXg`ZQ1aBikBwh&V6oG?l04e=muWorSULK@Rvx^5IXCSPkk}bG&82E5!Kc=E|$ZRUr#uK{W$7u%HdJ@J_tNS zv4sri`QHhAB0@HU)1hHkEBt?XH1&xpi15tQwIvXk*$Gijwu3`YoF!I+5FK~N{086@ zqK63hSIUtoWm}%>I9Z$PpOhoRWXVU$(UGp7y;;1xXBDQ_!wz0$lp$L{W;%9I1ge8Y z-rr&vpvE21h*9SKquS|yH$|@q5Q_BOESHs%B;CYp5pov7qMi0n5A-+@Z01DV0q`tm zJ35}iql}V~M|%tFN`a(%59t>+c0-RGv55g!&}K(Ve0#o3AXd?-j4AV?Ua=Yg{s$4! zf5qLg#=%m8g0({U{NDBdgS)T|9I$^2?K=lg}~Z$Q*$r^YtJo`KQ2_f=go&R&nNo4oNR_Sme6q!n+fA z7`xE&9~6ndMyE>f;c=d0g`lTx(Zb3iQo-Vc#N=n5gjj#0`)DKUAdmaC^%F3C{yNHu zDDdlx5Dvn__>w~XEk7(uzlf)cuGo>&Lb8z}cg8u<9+jDO5NEGNglF4p7A ztnG?3)_*>U4_-6iuXDd(KF_)0CVYhUu0sLjMj${Jtp)1C9p3$vE-n>a23XtL$>jZ= z5+x@{*q2GbY4ZGS(X@tssGokX-1eha+1GV{qejQIT3!Vz=8uz1ehZmHoTcnjPud^k zn8B!Njbw$S+>|4kUim<}s1xt?uI8pJ28FQ%nY?>1xhOr`BH)J+%d5PZrucL|Q3jWS39KvT!r)u&px`2HCdg;57dP6~_D(J7Rkm3+tNBvVf5y+8T z?qj4YZBvD=BS^I7-d605Xy&4n^YVP!^?Ab#HxX#pW9~SCC;KH>7a5i@6b3ye=oAy+ z6P!*#A@l=SFf3-;cW};_^;Irylu&nE11gAb} z!U#ce?n*)WQ4XjzRhD!178WQ1P5t@OMI8hHGz~@dZItHo)a$GLCdKycq~;!nH7*xc z5k-e>cYm3k8TJ21e-RXrgdUDo{4*=^T{oq(p8=09qS##{YL3c=-QSO@$%1=cjkTti zlod7B+!Lx$fA z=q_NlUNL6W?%pYOt9GH~O>AUct7O=x$9cK%ivLP@?LqmW19UYw0Nfzx8OolUh)lK5 z&UDY$DR-br^j0}1KPwIA5?y5+3Wy;905*tX3l*^S|15RusWX(d=r7LNq$QBHyIOngeX(cL+ z)R4Jc6|z{`yfde#0m2&SKGESkDmjBW^a>~WOF{f`?VRLTsPUImGEtrJBVt8D4L6OWj{BIh<|v6(mrS7>!fVDd zw(yb-cHa*&$Y&`TKsjIL4O{Z3Zoa(gTv6zFA6#$)9?Dda0-iwua{*nsR9ukCU=dIj z1g$h#Jn(xXHmso@+@i+0RsnN6ynnN6t z_2pN20h1%Q`?Cw##dhlzJiKtd=t3!qE1}>bIPHTJ>214ZQ>uXFD)_qqf{{_ zE{=}Q;8bh)&8U`m<2u+h5dXCg+SO3jz>p$vTKf+29WxlBp^r#|%*yBSKxqd0O!QXw z)aTEvJ}O%P@|lhMV^8s=Lp1&LkX8Km*pF+$7@=-!73B|Ds}3;JPQ+Te^LEyrRzS`9%JT|LFV#kC>t_v^@PF_{zjawz{+ZM6-%f!{E ziz_DBxV0Zp{FFx#SnAX^iuJ<+I0;ILui~LL6HXk&OsEdFLp35jwTZ*Cp3Og(qEIY( za+ml}ao*xcx(}11MKk98fh`uem~Cn)?%3SA`^sKFbX~*it>ZoY!(2(mCKhvg6)kQLc1S;sBVlTr>Up;Md8Ty1PU{C&6H=cikP$|yBCQ9Ij_sX zcE{9T?gCp4584Hww9!TC2JbFsl#rEH%_3Axbh+6POkiE(q3qQLOut(SIVI5v%Is@? zc4ux_mD%Ld7F}Nz<87gH@q#YOjPwm6Ct?ype zGH3IEZ7Jx;-cU@Vdv`zqhmzYpNmK|=tgp8EkAk)b!~YSh8H3a_brL6jY*{q57Ni?0 zSEskA?}RF{G$^2-r~PS#MMLjyB!VH)LwAutZo`@nsz&KCq71~mN`gM&kqD>QPDyV4 zghoDz!TAne1zZO}dwk!PDiLoT(D25GoOqTK5S?95Asdg!M+15MB0IC5Z&a#*pxRB> zZqzI>`4EOqh%#sZ_kXuA{MU)I|0xVxE*jKn&Diq&)p=u;Z?sL7;=hl7)q4F;Tj1ox z`cGR3;T$suh3r3(EvvvJ4$s%m&R2>(p)w!T%`cw81v+V}$J zavu+Ut49}0+b^+?g>TVhZ+{&*G!lvR)c`)hQe!uHcmZTS>31rGBm}LJoydIqD{=~y zJTiN~_sw*PR~cjN8&Ep*_x?Uiu7CjrV!8?q_wWWgEQp*x_=R)S@tkkQYbFQ?`0kMd z>^8z>?&0y^!i19goGFaLnSU}#A!?l1$O3gUYCEP6iN)>`JZ!b;JL#4HDyi`vTM_; zo;oU#NcdfPl$Igfw<}o55;_{Rb@j^#+VW7$LLj@4)84+7;LWZ27{8T%*Z=nIt%2FE zrmW%$0Bdb8Cryp@3LxfMf>|6nqw1PXRie0ESUR}k8>#dYgj1)Xm>UulEU%j`aH&b5 zBh6ZMvOG>Dp6^LTF!1oggL=bS1xEHb6PVv-&b1t+aM~hq9gI$>txfm?1>`6PB#Zat zh}#op+x&Kq;U|$Z@WnpVL6}fVi?3yFaLxlH3MkKREvucvr;ppE)C5FQa>X-c!m+Bq zeqJ_qJkZZ)z+z|ypWy~*(Erpa>dOA1togl8fiHttPy>Kiu2M>$v)G$Fs4=R5P?6c&5n(C z{!&Hjm2ZF&RR~K7w3AJ(%ORtAaL3bFNh{xdT|a+%n-1-gR&pKxs*#@M6J`pjP*C;V zMTGnh>LbdIhUsxJq8>v!?!LYV`_)d>9b$XFF<*s<5-NM-{Te`{bwZ zKbF4U;g*^LFW9^~QMZVP)oNR6!T5cihEx*R2VH)KG-(JME6F1omGKW!$#%19uo@|B zD66PcBUXQ|0DMTVeN|TT7fN95i2cUj=|-6k#H+bbL{2ts0^@`|ChVH@^dS~_y75qJ z#Jvazdk!$D5|SA7b-E-4Wt6h7;Kr>lAo!EpzDT9uuMtIeY%p0j@$Lb|?Tn%s0gk8>^m2j|Oq-q;cG+nY&1Zi>CkL8IO{?>ij89Y)~0 ztkBWxBTXy#x*%=@UQ46;0$on>06yLY$khBiT_F-ytfQF&2@#l9D~2|1&~n}Bb&VvFtf+#9tjeDB{s*W=g;n5SHr)B7@Z|p@L7PRibX?R_CcTz!1qHRw9rsk zc7bZ@vu`v2aujE<^x{{run;sE*tkaqB0o|LOQ=e*?kBy9m2VgU5*e8sR0}VOW4@HT z9GX4od$z;k1uqC?uv&5qy<=!PhObxW1oVQ8sDX%~A|x-cNQ)NVoIZ&^M;AbA`w#QX z;FD5@c&~WBVz`cQ4H<~w7lwb2;Uy9&-cKwMXQ}S_OFBe-*8uhC5mUt6H_4I}`edp} z+uHEw8G^>3SIC|A4=VZX)NM5PJakxU5j)1{YRh)X~`O*1eN|v(B`5-ny8SRyN2oe*A}ZhWYOH zNb+4l{Tjq$1mvVp3JcT|xXzD34&gD)9IW6qv9OuZLDwd$jCc@NqYIk&@Ve7*leF&g z5LYlRNCxNdIDdpcpu1Z!&DGlSb$(N|R{>Tfv7KGhKsc4L0wx1$HH;iLm)^`#9LuGi zNu^>EuxGjl>=A?_!6!x&IJAF9%OA{$3R@eB_6L9)*iYpODMau4Iehbq?BYhG{2zcY z^QtNw=~rn@@|$c<=pKz-5D;vwzUhv>LJ_n&g|;W+G$v_=GV;>+mew;^D&-5eC0M;& z(?)P&O4zLutaUeE#zFu1+Nn#`Dl_=}X4U;%2+$1W_+ka00zv31QAoLgGwkCF@Uk@9E6FR9XJWzwzKQ-_T9oBD-Sxqn8|4Rdx>00~!rh!#upt-aO4disxaEld#oyqo&ey@T1 z8bcfQ>S{&T?B8_$Lj#|5AffMsRSeJWylUV@t_!IDs)22PXkh*N4Uyk8FzG)u@F^I< zL-mfAqPVsdk_Ipu?(8x0RQSL|OEGLq$!P=G-he#^^F?T-fI38yiFeE;d2qqCV&;dw zFDSWEx|YJb462~aUi8TzpMq!yjdk@Hfm4S5Zi>3VQAl+6!2#WxsRkMIwCg%0Te z0E`@K{pI<1DuH^Wyfxi3x;c(047%~TEF)gsvXuFm%8$tMxSaMi&8ald=rB<7wtH>$ z-?fr;$26dH;s;cGY&A3$kmG`-~Xo zh5-gM?9EZNP=!MIt+LtudZsGQrz18qG~C!`Yb8P9ox23RFp;xBMHj{_D~NO&A@N3% zFFoA96--O!uZF0qJ&ERoYsK8#F)_(~A0l6~u<5pmKO4_AEoTrzvX<(^UAt*sVR+*M zj;5g_Y}pPUfhAkIp72Z&3G{xac{8eF{AQ|TMU-}4Q}6Qzg%B1ZN*Z@*}HME z)nw=5%O+Z}nbT05lYW!zr#SpDH*S~=XwHaTt7npKobSy%ED1&@pdRzGL(cY9P4n6ceD3@f7+4ah2P^ZMhSPuAa-5lF3dQ6D#C=h-2Z9yj6 zNhd!(BQQZVwzk zYl@_jKeyP)j_$BgUv;x!8^@9m6HWVI0LV1qqbj2rf$uzl=mClkWRv_v=Z|Gf?30Lt z>i9;bR;cs++-3ej+tDQ14QgW*yKOG#OvydZrZ04`gY0EG>7Hi_ zj}=feel3MUFyERbqpj}bQytURY*aJ@R?x(fD!|7*xkgfs3w!iwdL%2+2xVGQzG7I; zaDbO9^sC#C_dzd-T!yC^Ze9m`GBTRu;%lY3wccMec+vxNHv>Vv;nkm=zab_8 zUm#|=fRqxfzYnKN8^q9mO@jnl8U6pwG^p|Q+vY9x7k}G|XsbFfpWFE^uRo;m9Hhs? z4BlxSusmUX4bwaduqeQwKndO(7J-?c%$s{geUumEEO(POGuLn`zv5Vd(}lSHE?3#R z$v3(V1OCjb3n)AEy-oYL0XsL4MI&tsD6=>jMz!%yDAYY1b$yo_3?=2By#hmF`ybJ3zWz5Yh zwhSluP_2l~YI~^!sS-K1=27wL>rlSY=lcS{R(hb$Urq*4sndMNw&L$Ldc39m?VAS8 ztpB9cT4`Rnx_re@b8yksv-zAg;G;XsW%MH)s$y!9fFCe<7+Fk*UU3IvRB6L-Q2d#B+ z5F@+wm|m{M|Fz(0W|O_oc%~4qyRU{N#8kTr)lSH(U2Vzjp+;kQ9zecD(z zdSv_)3HLYYcbcz*L*k;jP5HU8-rl(xS6+g z;(GE)gcJ|c)Ab5JGWZAGAH`MJ3DB$%RgCRvIHaHcn`Q8G% zDkFT(YY-%5BLoxZTqJXy>HZF1GTW#ev=L!b@POL->-^k{Fk#DfO5T1`F!kA;JBES++2L`720|lrM+qyGw>7PL0BD;3Wg(_MT^Y|Knz1e~K~p z`(_DRl(xFxJMB8y^*ACwoOXZ>`b~hwSjlqJuARPTr_D%TzDODCwOV%wlEcR&ChtzY zLRmS;LE0(;h(xn%+2S_dg1QlUB3 zU1`F_eZdM$>jZBKa<>7O=7rv+sVRzPpaat1>T`n8^RNNxJ-CTRRAjk*e*-0m0fW^q z(l5H5-V7aLBs;Ie8mT)9}r=|ha?Q)3247TQ}pSD zA*E*=HAyMRQM%Y;(c2=pJHou9j&vCNbPwYCirzxPH4Gr{U+Dc$^zwg5KK8Oqn8BaU zDZRbME(cH;xX!yRc6tuu0NIJ-yu{W`5W_WleX~S8kr%!Ry;yNeZdDL}hPc?l?;lQK zJ^F4;EO()n6i4*i6G$98x*<%(Np}Sf#xWr9sMq4@I^#CYNraIe935t(V;Imsriu$- zJD%DH8DrhykWNa7*Qw&5ps!d4IWE2K=Kib`2#P2=b}P88eS5mV(ql?Dm$5c`9I#oE78sWZwohnjZ8>g^m7Z#S>3tHUC{I64mHGaR#oa$;r zMcK2zfRhA%+Cut(VDVc~`K}CS#;_#Yd)YmLFd#%JsMYi1fv{cU&@qFo3D8&Ck4Ct@ z4=&c{+MSwo0ONqm`HH*@y!4G@4*HmB4}QIoBqj>Wl)Cga)rOvelpFM!hZs`QLNP>wz}@v|FC@ zidApTzZR>8kZ4=6E3l_LWe~DfhX(d(RF}qI^$P<-2IcQ?sw?_$yJy*CUB0A8ZK=B$7CU!@L==LkPjFLa}fNqlf1FHT?&g$gA@&OWY^-NA}@%AQO zu5(l7kLG6~_LE)%Ew}en6j{@^O)K-W4$P?I_gMA-thxv466YoWl}^cb>`YjpCQsq+ zW3=A;)u%KP|ZG06y)>`Ytr4f0(qF`ld8?WLkzf?vK8 zHG^;s3n=RsQU8djmF>^XonX|F>L+fj2#W&Vv|<98=Z;NVJ`FMtWjX2lqAO>fZWH!D zq--||trs?>$!0@xTC~WRk)CYmZ^@+XU=OjO0^gbB;lz7Ttk-8)Z~Z6Y8rs>CgWq== ztuN6*{G-V~3N`pVbHtS%L`elG#06CNm1m+Aaf-`300Blh=Y~BxXkhTo*(qN$n&gf3 z)H6Gs^k>QJuyDiF+a{num}4k&L3?K$L+2Z@2|K>C_UzvSHzcLEEF zmBwMNg**Z>&@;bb4jIS^kB3L6-6hZ9w*#`#>1z_kQ%Ueny_nnio=ka=vK z`lL9MGl*jZQ&hQDoYjAErl;=_`uMk(2LwlCpK{bEEki?w)=TA81fwsrUd5;2fc zZD{oaW2jgSJA(Ct&7`tmpA_G=S5B0I$66M^hhqOTnf&wz$)vJ)tzaZHQ^ zyd0^#1Y@YwZR|Jc>`}A5RkVQC@W7j(Vfg{(3Fe$}{9Otg`wB{ACS_bHnSyg;Ycr`c z)(({7gwTF!jo>psEhxuf*_1*gFxz6ti?H8uv=OJk3#=P@M^}uZMDZ=@tW_zQB~|8d zpqSCAu49@x%~$S?*homkN_O+1hgyD6s5D-nYj_<${|(0OAcE|mI5rvtz!c)lzh{Hz z0Tn_341X4mve#?Qw`WoRFLCOANA{l(&6D$R2VFe*tpQ^4dIOy@JH>GiqbU`}^dAin z6bo{q>({<$1Kv_M!LB+fviG3Cy8t}0UMihbVVK*XJACstRvQ(oOm%fR8HgX^ROZ9e zCZhbI@xP({>*Nrl#Y^iL-h&>J#(*=GXro6C9g2oIU*QT3DL* zn@KTa1z!Ul{(-TOA1Gae_%we(M35hJYI}?vOozr4G7%O%!VyHiLA(KTxl>?cJE^pW zTiTryJ4itPDMQe*r)mFBqcoFn4F{<67fSyKrKPviE&pwCdfA)#7l_lc`Tr~8)B*Mn z#HpFwZ{jrl!~cjl%@6u-iBoY{l>aJDZHwwELiLx8A9&HI@Q5d^kD0_(zb}6OqSo^S zMhpLOn_na|fA81lbxZgA>73TklCT&0bKWoxt+{m$Qy(`Uwj+;69lX;?j%EFd- zNqGSuC67~rbpa2uYsRJihI!#0Ct+?sT2jL#ckU~*S*u>E%=Y}?)%q-G?2I_Vu#LqB z-04Q0Xn#3g>Vef@<>6AU+UP=4>U^rB9?of&wc)ZgOo6y+fONPSke*1%eEXU}@_p`YmM_Ns z(gme2#&s1#!e-trF?=7v>V;H;(vUP|cDngl+*~9|7y&=Uk~4%w<*D&};X~Pu=EvNV zQS0@Qk7DHt2_~Y|pTI+=sVjt*oWriti5YUCvjD`+GaJB$y?_(8I>f5EuVRo%6i%X} z#89e%wGO3;(kjtT>`=iFsn?^=+gP7G;ly~~%C!@f!?^0_8N+ENfE_Y+wdqky0u)+# z94U5XgE^CTZtyd9XPNFHsF*P_2d1a&r8g+QZhKEDJx2ZCmDMjN9~0_-JY zKCt_vqzm*Q-#dev_@MEace!o_!$IK7dnqhxT5%9TL+X$ch*pw3##-JoEL4M3awjBX zcn;{}DCpyC0I`rsSm2j1)8D-qw*xQgAB4|+O)=SPg7Zqkp9Y7^aI{YFMhobxs`+rf zUhUsAlNiicB1N;alUFJb4OjKaTn_9hpo-Mjc7oe`hHpo0gDClg$6d@{qeH{`wX}Yh zP3*5$%aFwLx*s)&*s?HNH$;D@(!ZjaYsGZl1DHW{O|izgbi}>y=#6zXAZ*A8*1%c+fAi8`w>>}tKK?8p z*uU$r5<FS^pZLXk3H7eO`)9GmQc%8;6~ zL($85i!c{$F|i)<-KTPJ5GFLF0nJ}fcC+UkF-xx#3UzXLD~3?_&0w5FcS=e&sYJOw z@hpQ~6KM)?f}C7}D#VXd2!n)c1i*k_U)?|Y>i+W9e{yeqhG3o>KmV-)XjW=1S!;x) zMzdFH#_iS@>lV5JoJl-V)QKHKBlq#$3Lb}y~1l^khn``8-h1KP*xz@#Uxb4N?LZ&}rTT=RVB}vo%Oh%F2^Y^p%a_C{`bXeo~ik6va#Nb`R1+4S#&D z&pag2$H`SZ|9B%*K)6N(Oz;c3e+1oM_WR$|e!oY{oQ0^2XLAm4pSC$M9U)?6fLiKu zp!qWYJhAeMRF{OgthhCUZDp0u`|`%tAw0g(c0Si!;uzj!Hkmf)BbjdBFB_tvuw1^L zSO30_e%?(b^rMcxvY9taHK~B&Nkr?VU73?{&i;;2nk&I3$N#UZqrWm03J~zKF!k>$ zZU1^79xRP;jTo5s7gPU;slR;q-wD~D(1*Wzc{sTp(x;L79&vvy;meGn^+ubJ|NXta zVcnizuNE>!!SnjkN*5-KlZV3h@1~R(77{T@UwI~DuTW&?ao-34z5UEF7@eY_J4{~s z(UPIP5jLgj9n&6JJE&P@6z|4%gC2!n9Bz`Lh^yu4N3SD3L?+;{?XgVudb(A}!6!^w zRyoy_QsyX+Mb5|SQAb{#H+ce1kk(DD1e!UD1+-=~-}q@^nU7|^5@ecWjMUVH_Hs{? z5+>>sDz9aE`o4>!84oQkvq{aGSqK_aM&i26q{-V|L_az)0oL16nc}E4NfwI|`1ZM7 z_U(8^cDTU?I!^FS1st-!`%K37@C-19l~Fut7kh9U-# zZ;vQ~h$abuMOR7I@jtGJ$ImHmKkB$IMjAo4!UIZC&5Ywf*AjA7+nYYK8cEwS`ICv)!aCD6654N6lQ6WR4|w$>*ji zZLNEV|GpP=iL}qRRip3x=BV7{!()%R;)Gq|2BqtXkBXj;t^C&{J9w#YvEjmqh@7Rb zYp?iqU^s<P?D#<0Bn)6Zz3yu*K%59!}?I5Fp< z?<(R92h*I_gU?3-t|oY3FU(wUyJir+{=n7r28(&^a98R|faxKX0l&*v&MXVRu=^!m zaImL42~Nz=C6yJoRh8}tWFN6q0TG;K*L7nK5z=A{ioh0ha771Hltyd~_3%ElFntH0 z*%tw{{%Q}65U!B|>-_qv{?S+US19u@lgiH*$|M$!$3xGWx-L$v+;z9gfwc=}lcUPg zcvr4!KrK{ifI-FHiss`8+ie|Y5gp-E5WI8K7+?sY4($TT_qKn9-OF_GCP%tn+h zghy4DLaawQjwktKN~LPN!I*G$alo*AK2WZkpbPcF3fL_mC)sOsX|JBE26AR$uHVx!SV(L7c7v`V=gZKp4D*VcTre~7xr0%YsUShd{sd7*(jBIu>##|>HT$@fd<6? zED-)R&HR5BG)oBA$br3oarck7`^%R9-8AzPR^G2LsgHR{;KrtCTdH||)gsukC9(ux z974vlVFp8t0v!Fl`H@)VO)K=ni}AzpgnKNi+@wzu)fGi|5H67gXT{|$wCa5(uh%%j z2xz?q-wg%&ChY!cm&pBtyTpX%dB#~k+UTFz5%X`h-l4tIe-^I(J;m)`-g<}7C0wHf z&iVz_KZ5En+x=g}?9bPFPr`rcUwp@lYdCk*7WS&Tpuj8tzNllh`*gz zz?-l7%N|HGh^1sVHJ9Lr2U7jLH}jK%V1j}SEc6|eVGC9FxSx>4HjWroWH?sDy|CUu zchH7q1IuS|36)1cVf)Uh=&7WHiSW~ z$deIDb+NZ0AltiP_W&L=6fyL;6AkCj2)1p-`%2!@tj5L(dvgN??=*vj@3-A=WY1j# zvu%|k%|iyFoQRvWBts_A*TAbLXQBe}RhV#u zWijl5?(LS#6>K=diyC)B0(h*|r5ow;qnH(vzLcgw6PR8ioK`v!@o~}H4bAw^5*qHO z7)^_B<8CDp`??O$DT**C`xEKKFbB{dEr%mPG>FOkw$zWn?8f~Gjdh^FR=Yl<(aOe4 zN1aNzGO;iX2oX?5eOcg+5DHWoD`x_dWEXrtOErgf2u?EJ?5%D;b9Orpf~VeZTH zbm*0a9IkZ)1`&e}nkwanXkcv28KQI1BXC6U*^t+|7p$ChhXJ$-I&JKjdSBFaaXOHM z2l!<%uA#rz+GV|guo{&Xb%7eq%9$CHg2qFun%ALQ)P2$eeAk;40S7miU^wG6y|e*( z9&W?tV(ALIOV5bXhq$L;wmj+<_=uchU?zJQ*|lMl)o^@qyZSC1H7FZgGy;g>u_SJxF?`>kXV<9=L${{F{!Z}&2-jzP z2S|B?*yDBMOt-k*cOrL^>!umGHgEy;io}Yl0fMbhbNcVT^hoqCb5|Ixq64rVITp#v zQ-j|%vBq${!SklZt&&|Q1~DjbH5=`PuN4MBL*%A? zL{N&n?YYIIubOA0U!f&jMJ)4Yd>o#q?b4XZeA?ojN7WYp(^9}Dv?3oQp)MY#vp zg<}Ov8b7g_87HVNhKG-Jx8~?MXMR5H>$>@xh|ZZExEQ?ws7Nsc!e@8 zVQ(OzO?#E>7{R+t$@!^Art+R$mFU~ z*$`k$^M-6(z->Ndo;=U{82{PJKd(D3U;uePixm31j+i0XTufl`Xrt!)1~g})i@rCs zb@U*#9-^jJ3)CDX^N&$N*EjFvJ(y^&1xtBn_|rbn5!Q5iriB^>gegVAISVtEYLGNm z6JbNZ<9o*t839P8a%K@HjeFi;PhN_A7XaRR8?7s|oGpg&QRrT^k6R6Z`)Ut>j1#U= z19$!sNPi@der0ICn>v5S3=L|_onpynC#}(&PNhZE&GxL7ql5)fAjaU^>_EdPg+s8i zkoFh3$bK$2nmw0*P)P%PaUKo@5K0GyXec{RApz1PpW(OuL8m-vt9R8cWPSwk%c)6W z$?vcfTF4O2_xb{{!}BHL$l=52hIPh-N&3!=;DIX%1>3JK)?`3=&U99?%+CZ*u6`f8 zB!NdCA^nJ5(AR)N3||<{^V_+jXbP$li%{O3JN(s#U+F82y~}V}fiA z4&$`CS3L!Xypsh5#;_tvL@JFD!ly@yj1a6f-dA#PXYoBDp?^-@%SNgF?O}Eq;TkRQ z+AjkC5rKc@E&np2{)~A`Po#hl<1G5NqmY43Uml-x*mt%9DN=YXMb(I5f&8KiQLPw) z(OcR|$9Yu{YsgIUG)&N?`&%abhn{prTALR>XcxuL@ZVPJLL#j|8oPm^^>q6s-=j7N z{@LqlsgB6n1vH6d1)SW&M$4yv>2mT9uSFG|of%_B2 zDj~!tExPIrsVkHE7!xV(7hv&Y=jmK zLZ~t~ZnhXH)~rEhjqCk)4FTe6Z`uoKri7zRTd@IuNL5^>t*0eIV9;>_zykywU$-sh zxAx3JziwuO^=|uFkovdPtTXp!o`mJ!Zqa&v<7wT?`29s96&Zc6 zowf*?cxa7$lL9DHl(|etWgL?85Up5rd%JMd_U0ObgP@ONCt($c9cp8^K@9m_aG1Lt z$!8wxJz_Qs*HycV8zR8QM_yIcagnP`h$VEUnsg zGT%k*lvBgzx8JpT*I9Ds1EI%?8#p#{8Sa{IQ(kg^zuO=VWKj0yJMcdg@|LrptmYcu z#WWbt@LO?MAAo=we!Q4T{OT~m!*g9oH`o=1f^#iN+ZQ^|TDr*v)-_ikTR;rr>GK6i zn0Q@rN~?2nRJr^yL_0bcNFq-UJFd&BP_7+7iP@{>fl6SiE+R|vLS3pv;u|+x1K`Tg ze!-$;fxi-vb&id3t2N7WJO~0`3pN0OoHcwu{-Ncis_~eWV0j*$Ek<&A?V&frK7Wp! zUyjp? zB@3jaTn387a(wR4)rDk~8OQ^=(7_TxqvWga$!=3)eOdZ-O?iVncD2FYMdDjA#;SP6 zHza2LY09#;h1?)HsY=G!nYH6k=odq?8rcO(ThY zPlkb6R^+7*6%Vl6gyryaW>R#K{Rzn@S6tctMiqZ$)lbyYS_$ zc70B}q~^Fj&I;P(6zd@s9%By|YK7mjw@$h@@|gz}H@<&}3d@)hn>Ks4aoo2^ItIZG z8kBwmU-~I*Z;3`Iyu!!J9!jU^anqsSbTB9zwOdoT9i9_QdgNI;tgc7pd?6L2x%!M( z;+d3&tr+cP@$Mju7~Z6#fC_!k6UKfvj4F7$WzSL?G0{YGBvif$%uy?)(Jkv4qwlM#|B_u`96#zB9K6mT zNd($~D5Y}J3)9)_scVGpghhPD4_>b!#BE5VzW3|B9)Cdp*D83X+LM1nYRKWw+#6ST&ISR2 zy=9o6#^J>f=pr7kvJS~<4B8-$%F4NjDg-h!!@4Zo(#2yF2oe3@7eOs{_680MuCNJ; z+LQEkCFwd)+iM0fOt|(Qg!h-E_#;X2D}(smi1zbk5Hm!his4_0tcKDAQKX|_%Y}S7 zMxkHcousu2+w<&&%l{Gze1jsr9iSnVF-LADyj%JtzO?mS`@lK%YhG}g%HNc#m= z!p?kauL`1wrM=v5;VR&&22*ys!!%w;9Urzn8_r1aBqa( zS-ow2eU>iA6Sg1@*=mpoBf6^n<5~JCL^Ba@iw@#~PZP9;aJ3k!d#^Az8}d|UkhZdlv=)$y_{>82Pjw5p3hnJ|Y}(DIc^a#TJ6Hla~B- zDWsVl2=tiGgo1G=qu7aAovcH_h4kUz(F~b$^Isovh)o9xeNm}zH)iAEFau-->&}u6(DH7el+)0cN6Uk0r7RwA#vTJ9s7rH&B zX0Z)+O~>6eweR%8l0DNhUvM^wT$yDW@E=p9Fs#~X%HD9UbXxZZuRGUsN`#|(fwkG< z_+saYlj1(ePVV5V>0{@s0Ws$wP5lp%x zgw43Hne_d0TFAU;PWPuQljQ&b3i#a>di3jZb(&4SF?T~<+N^fX&NoRRm7gD{5nh}U zkm&q%2|y+W=7%;CVFSO`wZHpZD`Tov27*omw&dZ+BxeKu@c>&`Tl85rcBCc8ITYLA$^Hf{tTP$pK%F*vT zOo?^k#4kVcplaM8v0@hQeDFez(#YQ;cIi)^h2W*&%*#`M-Kn0}lc4b4-+q=4-rsYG zFz1OIldwRCvI@w;z@gUQm6-xLGXtXhVdPkBG#qdaz{{e2>nrHJ}x)(2K1p#RzRfvsV5WfFq*Rp;5Wjg(7U~Ss8`60ee8VNx zBDFIJf)|vGy)hx;_aqlRf&oO~UXKZY4dY)1mi1n*%E7tc@?9l>k>bpw8>f@W4QONF zRqkX+q%BrW^UN$IWZNuvcJ9Bef@aS3YVb7kyHNamXy9t8m!MoQ2Ql|KUW z^>lEOa-G*g89W?%DggleR-r~~nzwCMzR!|Hhy&wc);8BEAX=0jqiR{kaA?h7ayOlJn4NB`T< z_8SL=Zbm;DOb+Tva}~h3Ws|gS+MO={5q*ezy*I$0ZE!IMsy4H(2kX0V?U@KIA@~rv zi4lRN4F)McV}Z_aT zAS|=QTY!-CMBQMR z`2|fQUzIEea1?jw10^#EUNBU!WD8l0z#Qrlfi!5)cGmA^3~MQHcXhpUL)nQ2AOdA* zUb#*JEA@jtZcF8I=0yu((@IvJXz_Gbj1qvH|j@_0e!Q{R5Pnv#KBdmJ$m&C>=%$;GIcm4w0NFvQn9PA3BN3Nl; z2q^cCT)1u4^ukUqKp>I*9^^0=>udQe^Zigkx0l1npTACE2z&b1@WLHuKRYnm2p$@+ z`9z7fX?$?Y-7*d$9VwEALEP0d1(p|EJPs+0efCav?n*5lQOePM5+1e3E3{VPH#!vq z;1CND)Z)i1AWFPVt3ze;MIqaUAnJJU#)QGdlVHxJ%|2Xrj8(qmDoa*1U$>k{kfI@+ zjV{m{mq(+M<;k=CP2(8ls$7~IEKd?LL_U7Tq%93A0abWcJLWC+7MMja~pyRv0*NF?XeMS%($#(M$`*$<8%V9Q^g&8PUS62XbU z6!_LJgT47DJ)Yr=P*=p^ccb0`=RAFU6E(!It}E`+4+bA#G6UNvPVT~GAyl&)q1W3= z-6{`~wj!E(lRdt%Dx%XkR+;b}a?wN9)qvpP2u| z>$4qA9Jphp?q@DV$cBCYzQS5gKG7MU&E?LN5i?|E&Cb;Q2bL$MW{qCFDiQ2G|{uuRa&qO?@V9b#5zMgm`60N+9 zO$piR~RYGhNDlj(|OnM3}P9#y4^qdmd#`85g|Fq0_e*lppL z2h+oyBe^=lQiu`{*wB|-tu}Ol8vowq;8;%%$9!4GQpB?ek+%19n((ORF(YM8+A(vy zCLSG`iNTU3vz(aesJzmzjf^`3a@BQ_Lqf$py?J8RqjSI4m!fYoUv9~+gt~>N4enR* z@rA~^3uAq?Umm@f>(SnG5anPvFrSV{XF?Jb?R56+o8Dc)AE{3pxFv6rXDAD%))vBJ zAub!OmPJCdsJEn7gEpF{x4g{84Ws#_4z)MQ= z?o&w9_RbK=aHTF0#dn>llr|sqRYYi9%aEy0&UC}Jz=Cqsw%3j}5(8`g(wT}bF|Vee0Kdn6#N8*WXY99`#6$N8TVOkO?7cqZ+=dr}qym}rPRhKFA8W!7Ruu`4g4`cj zd1i)GoaqXRf#tyD6`{LFx7LL#jR~W(>CD$LlT>JlGoMT!&fBw^> zF+1?fzHyjyPFyR(v~>c{A(xP5K~Z=mrk`Xyh`j^s-SGyrQNCM_k5%mFIbH+{^~Q+` z4`Av$F*aTzgqvJXK&Y2EO?+ER(yETA5vGEWmi48)0Tl(Igzs$ZH@2T3` zyoUH$7v|yomoJI(D<_xMx?T_X*Nwdr+y$2;&v_SRW|*0)Arv^^j{`iBTk7n!bM+krGCqf(1sImQ0_dO9}LTZ$*HsDeWzPCf3(e10F}2@Xq}D^&nhX= z{xF|FaYY?^qx4A73DxAq^r6I@(SEt*P7}uo9#8xdBTU*==n=DRddvLcOg~MIrW%(? zz6?cF%CN2F%+LdBv_dc>%r%gF;DiTN$?ADI`XV0-4G2y(7!M*~O06->nZv^YdSq6p zNDtDY4G?os)Z+p-WW}xBgu&JTie{O@Kf}bNL9~($twX--Pv!k)*Q0xm>Gbptcjtwt z=t^$-g9ASKXLPTZ4^}#MC|FtK$lKtA@qJ+MIOYyhd+TZNxEyoy^;K|Im?aGmDc_wBlzQ<8950CtJ!=C9&oH6 zxn~-u<y^GJs8zVLDBA#)~loy{dBsqnT4Y`J+l;s@>b`HYH>Idkz zByM-G3e}AIc3Zep85iuRhu`LyiWt$MbR81pXgJ3#Cj-ORXzJHc=rp9<86r-i|yjfTgC z1?Q=T1K_~*T)A6#o9CyjxrKZ1W}bjO-^3f#b2%kmo2Rqf8g#1zVu|=EdE`c!RKv`! z@0U_q<=PBuHS@m<0pv2;aP92DD*{`upeDZr1qQ=128RYwQ>Rktv^{5I=j(Ku@6x=D zeR(NX@kBWB#bw@ejRfx_!!G0m?Raz;EI{$UXM3(H5H#9OF{M`T?GTN)bd?=*+aG_~ zs3W>iM4h&grdlb*hbP8C5!%2) z;NW&e(X^AP!w`XnjtbUcgw=NXMl#QFfvaF7X zgJ(YQumd``qTM6ZZh9lwZXzk89)zzR^_zbCnV^hzrX_qlLx}s;9B%DHwh^Zbd_pGj z?D&=No4CfVM6kfFf%zpjdXKC28N<%#?gU;4kzW@GLU}M96kJn|4D-RYUtYejoSs0A zQN;&n=z4_dSB=Hka~v&{G@d!bZLSzU7oVHJm^>x&BtM5IvFufmLb$Km1g>ps;maFH z<AR=HYeg1HQzd!)ziHE)dR=|n(>=9MCZ>Jky_-ZT6i%X*YWNxHvd0wekzqM5 zyE@g9$!C;nJZ#R+(rrY^I&=FM*gV_z9lXfNz5l5 z_e0n3yeR~$(rNW5bRXljl8E|Av{@}M+|Uium@y=k^W`curNs_IOkSEqwJ_}EWQL4L zu67B7lJbV*YuE9!-$R89jq^{}p(>>XAHG3uc5E{~Jmol%?q72o zR&o9L_-3e%?pR zi!?aG8|>C%;V(&{960?&76BPp2YuvZBM^1gJ}8@owD_|!5tYMj^L4U%d)q+*?Op3u zEB);(Zpnb1$WsUiwcxqh76vLd4&_L>vzMtf&WqT0vgEM-p7!`0uA%=2IY7q0R|-_r zD;_>6mA#j-0`(uMhpawBNZ2tD}270aWTA*V)6~=$x>N5K9XW5rWS+_hPh)h%R zHE*wfNlR?R$deBzO=>IKi{DWD-2QJ4_Msp|F)CZ>?lJ| zttrG`$s+LGhboy>YR8%Y%1l_rzVJ@_*OFeeCUvn#ZEyItFA(gII6Swd26hw77KEcs z+X$=V2k82_2~5v+jp!`guRJ&{2j1b$lO_i7>zns+Gp++CTJ#m6#8tRCq{Q<$z;H=P zcq}wVc&PDyp@zgLp1e6&E_*pJKt7qUH7Z<{6iK*Bp{ypfjH`HT&?C=K?kq2%Pb2Mj8SPegFUdAV2^5 ziU0i$-+TKH?iAX1ez>P;|NrOzP5-~eJ`2zYqIo@WlbwKzAC#x*cgg!NJ{Digpy5Pq zZ~sb(KC&x^K#9xh2Tvx!oj}e-S8HCM7pDOGHO#6A$|P@_iaEum!fWX7<=cG(P>jGv z-KlD<#f1EV-N48L6M!bvBj_2bbN)+Gij#niLcG>ZTV(riLwS9)LiNS)Tn%F;Ydy4J zY&b6$u4Irm!|4{d%5YcCszc^1@T*L?(YbKYGQtCZmSzmgR)t53RGUghdKb%ZrMBd( zY<+2p$6Gs*bX^bzvoD-MzgCYgBSDvB@KNBr>nIzleQ$J6X=Ac{O_UXbXmMPejRic% zsu8}^fKjMn9gpXV53C9`N6rj_l5xRu$Jj$H@3*LAG-X7lggUpVOZE!}pNfkZG^+-V z`W;DnhT_(zo2QA$kakmtH;KVT{llaiHB3en5-lnl+7gzyJRtaiqK0#;wMl>R9RKn^ z|E<6HiiB1!2UuvTICh-;ql?rDjqr0O*BJCpI+W-y79$U{*NmVyXLv>Tn@#AnOLRq% zjO1&7P=&wOOaqPy@n!|Rfy2>MYF;2Duh!`rBwFh<#8sORQ0gjNcN~9Ra^So8?Zl%rr>(UE5*Bc;ZbP|QK4b2YO~ zu9_GxZ0v-4w_7F{#SB!h$b}p!u6m_Ka8V>8 zjKl_Nu5)F}s-ZcgYGeB^hD@!^Njj&~T3IPawp>}fSfAm8NubdQNeM?6&6hsCm{mawQGLR;ae>>Zv#ot=WQC{CS z|5S(FREye(*D-N$8&*Up%nOvbdg8a}V{u@m6>qx&=OILhLOt>#%>Ubnu~v5R_8gYB9l_~M9vw8U4OwQ--*E!->K<-~M8|H;ZT zs7m=sLdJ5b+Xz(EoDzhtnmHK7%au>0&Uxksq>X<8v4!HaU^sP=__K1Ca*R@6XACnU ztdM>@uy1cW6)hp+O{SIizr~xBb}av0@Juk%a_0SM?lw-%qeU~u6p-Ks8xEoEYvVGI z*PeWTdu9@VpS6mXD{+5+9|y8};x?YMAH*S~X9SVyrOJAJe3y){UzIBXCAso^6ikHl z6cPgvpaE1Ci0Pcjsea?yINLQ0sx?a(Jb0+aSNE{_>Hpl`|Fif4UzH*R=>NF3W`*vI zqyPW^Wl6^iOzVVs%Mg6@jRue1`FK+AV339Wm;Y@M;Ym^~h?|Va-D$IB>=!!fNZPN9 z^s#hqI@q1Dz;wG{*ZG>+6gCev44Y(-N+(a0Xbe6eZ9~q6ta8WGQvNoWc&8lM*WTCq zNT*r5M|%&cEI} zDR2@6{r-IdlN4W6LC;EZ^4sp*c{o^ZXVJDIeR5(N>&cC-*{0usDkYzfGS)GT%;Cs% zNWC=8?b+wcj#Ssmz{dZ&)9^K@2jzci$)3-YSeQaIso+*n@JanY|NrQd|NkLB|BC

&(HR};mcWvbzAI;QKcJ(y%r z#c*zLk94Vj$LIjMFYl*}^Mv7X`TDK9iot{&?m1_yLoCB{o~1~4PP3v9*YvVR)KM2`C3E-+dCJ{00C=-3ceDtwGuWo#*%tVZ{<1&Q z_d)421=Em~Nx}osu-^q9?aMt!jo*`wUS#3LQX6}w1{@9$aW$UPPUFi4uk@o}xGcFb z<@_(>3`s>k?9bRBUf~Oea(^*lEKN@?;cgq0KP5BWtDf+ZDJQnY5DgUP6y zxG;U68!52j?c)OKcYT!>$`4B0@D>9elIpyhS&GdUD0te!o6{aBV?j1-i=QGJM5NMD zQofJl;>$P3rD4umY&ARlvev#=pymyM`s`$SR~K>%VoUsw&&^AF2j2bNs72PW*#fgL zJ%R`6yFwC7xFW9S9eum0X2BJ@n-ep-aBP z;n`bArsV@Wl(uv@({j0g^ffEPF>Q6loi+dduO=82aV}Jlf};LSsi=}{Hr_-=u%lM{ zVyN)X)9EJ=l@m!Wj0SR?!2I@hrv2YE_f;W*S6ASWzj=1j&ct^{BoxB>_`8>Pi!$9i zv+gz2UT7^^NW)D!cF+MBw!?7*|D92fH_HD7F$87%g3e49U~%(nz58gw3xfG#f1jd> z`-Fd|+nZVuO{=UNaK6}FjoP~PB*LYHzE4;kb@rpzL_Tx3h-A^ndB6<+cyk$?4skmI z5{&5>Jx5>I5NNEJX4(Cf+Za2|kU^bM7P`krzXJ1T^t4}6d4XZbKq&cqjIA3h9vD?% zFe6C@*Fgl7r(GT{Q)*cDs? z`t?6#P7mW=E!U;-ZmbN;{^MQ^JGIFmxb1tSCUr8 z|9+gAo3A4HfYI0iSnY6%)t&}KKL^8?Xk^=W5cH}ii&yZEh6Zt)NxApeVtH`fq zCZe5m6K?B6IYFLbvV%Az^&Z2C4bB=%sjWO|D4+johMwS-KSO;C{iA~;g4VXc1Uh7y zfJ88oJ+R)c?!tD*|FWyQDC~GiE=s~}pr{1F1qYwrQT&3kuXgelL?Sjas<%PH;19^G zde4w426e(Di|r~&X|!KRDcr;Gt``U_FSbJI#tn5uB}nQox4iW9t4Wdl{V^xNsabiK z8T`$J;lh&)Yl}M;sFkCywXQI>aImu-|~xq000Jw zwt-MN;NiaTK~-Xh)y?B@Fw{Z?54*bVH!R2iIsyfURf35+F|LC+d9+K+`*jTWILmn)^_4s(M zb#KEcgid8*=)_T`z1{)k z<=+dBL6oi)m(b5P+osEppF&p(e9PbvF z%i@7N1PywWgU+{=l%YlxxTWXAj-Wy-M+P8OCgZ%0`6_)L^`J4mf2ph|f`=eq%B#gogO-(wcg&k zS`iO1bZX#}>eg6vZs2Nzqjq!u;M(>T^1|f(kVZ01Flg$tWZ3K=@QV8 z?wNHMS|Mf9Uf*;wL&j^!Mu{T?og3aw=qBu10Lb!BKf#@y7#69MObK+g*?b*HpXHjE z0o!;#M^MkV`BigWF)R$E=F{m5VpF`JL_h!XtLMcPRR6zZu-eK&PWJ;Hrh@tvA}Gp` z`R}_gQ)>!?NH)bGuY~r1nLWdi^YjX$=e@nr^3I3Hb^Viu#aFn|blJ~fq*L2|V?YOy zB#)%~P2E)!5oyT-5mw#M(L=v&Hj)1YO)sTL83RU_K2L8B8ZCZdFN}+yocKZo879GD zQ&EZApBk-t7_v;E6z3;q{NKwS-WIo91s3Auhmy>7>C1s*A|=``TwT~%>m5#_T#U$K z^3BIM?}28orjr_6V=c%_$qcyolGz*n|E=E1E3j4cpXqGUsjOqcQRgc~P*B6-c+`xJ z5unfnu8T)sfGm?Z(rYAl8oCD_Od60?N<(jAuu;9RVl^_3zoZA6^;R0mn5Q(Cp?KWp zm^LJTw&~^m^Dot;I$|JmjlA%e`DKR+zt%F%f=5fd;VJ`(M)!8`o%`vt9X z!z2josF|^>&FMSd*wpuWHg$6zXqBAnrXO8#y6rsHpmWvT1Ypw>z2;F~3paf$Yvh-o zX1P?o9Y~F(G3T8Y`a@RmqP!?6iE&QB^zS6>!{xa1SuuYvkRVPZm^{6I zo8Qy!k4Te*Gar5WTQbSit1p&97^arsU-d_uC_HIjvY&J*pxSQ$;9Q+}qZmGU=GCuU z{#*u!v4py><+*XiR-f+Om2M`@we-sFLQw^2V5h$uVQ|nQ4+x7?ToMI+JThlhNz=i0 zH&#d%4_PH}xZ8j5{k&M-)81M@M$s2p!59<~&G_lO>3bjO`TzcH3l>KX89>JHIg0(LSD4@gp(LnH!HlS~l5}=%<-$8NCH~5~ST*W0M((sC@(H5> zt4(ooflx0HoHqQwa8NBqiFc<_maLS(z-}-P_H!vtwDs8d>on=hqd>TFxD=TG+CKy5%ozgM7&Q_9d1Y6;bvDMwthVv@DG!e zR?I?}@JPM&A#rIl7@~=OO|a4)siL3%NQbI!mAZ`@*fpZOlNOle%~GJqL@W~u0`@s%cW>q$MeS};kOc0BsVE>$l_gX#u$PwnZzp=l>UJHH2_nt-DN*$R zLmU^$JE+!1A%lg+6Akn>@3AuGmabagkYW)rz|rk;uJ^z>A_O%-x|TsI!rCum0tN!v zkitS5X1Ge7IriKk5+)cVvaBomh zE(o3TnRuR|pYvl$b<7N56*V{6?Pn0&YFIJJ+bX}2gg#>+p02XiuVS03&1jWQM0Nrt zSxe?UUrn#zsvD};)iZ87@lc^Z-uM>1w$*k2P$(V`@w4isK6b>Ey-}0|jwX81eSvU+ zX^vy0QCp}82&kv>jj>zxFmSw|#4h$y!A< zDb6tB&~8-pStJ>EtagDkpLd*x!cecW4^1ZV zgDE9Qkqv*dE!=PN38yoDL>$&>j)6Wi1Gpf_(|=qBvIK9tpbSmv5QAt{2>q-*2tYc5iHvJayd3MyH zi(q0;>bj>BS&F;zY(!Rb>l&fmt9Z^C{+j7$kV$2by>FLE4)DHBDw?2N4g7>BL#u8E zIow%swracnXf@O{R8=ve0=G(torMTerW9xa(Z+9}p$CJ!a+K?-GcF zC8WUTkdU*&q))(ik2>TPt6BL=g#&`BhOI}`L}M4xm|rh^)g2O{mLO{ufkO?}wn*eD zGr2D1_ms!VDx<9@fD)@VJ1xJJ|HJ?%#h*cRka0Olc~i7gy&Lg(Tz?^Q4Q>1O z)2}#ny9a7P!l~*6(%hZ`6fE6$&84?4A)uN@k;94KY=*E}L>dwauR3DgR^dM(K;^ae z=82+OqS=vVI_mJ-O-5*JE_&pb*cO+kFXY(DdSRT_bFy&y6ibXxGca*1f!N9rQvn$IoH-!({Z zY3y2M?;;I;)qnnBwCQ(Y}`+VyyM~6NXU=Vcwl9Pea!d_!C&wBTbQA?v$%|=VOgnLqaqM z-w0AP%hs#EjnKq45k3|@+UZMpByW_9Z0TJxh5zkxwNZUC53fn0HQ{RHZhzi>OM7fw zUmNl%2V)o!-^t>M&04Oa)F)iM!>ka-9fWQO@7cI=9Nw08qICu+8o*t1Yu(z_)BbgI z00kO?lTh+9wXpjr^oX_cMxp6TWa`;}01zoB)L4UhO_ajdybG$qu75aS&Ea3dF9P5U znlxsow{uF@9F)DB_Juf<4gL_dU}YXv0_@@$`(0MXZzkE5!3}!pTs=+oC4e|d@2FmC z$f8z>X_}2i=ViEm3-e?!$N|)Ozxcy2QEFjYWnP&8t9%%b>Wv;3_(SD>m~8@|@6@LG zg3(t3$nqa>Z)I6_FyUL4I*JV6kQuCjvQ(xd1vMey#`opMvpQF#3u6ltA+-dZfTFM! zd)^g>SVZ-)8EdZ)MZ=5!cTmGFR@mB_D&lMBI4L1 zv=#$pivi#gEmJDoOkg47+ujWHx;zc*<=l@|oO5?_z#2y?alJkM8YcJZ$H!e=9Kp0E zW>a@1SkQu#*f2@Ukc_*j)cf#m6ExuEvy3-RW42{1pPb3NDwo1i*uP>(if(#E@E55L6MH5Nr(%Q^4Jt^tGEI5{mUuy89+P0R85lz}KWY{YyPsQnt}33&$Ag zD>D2w-|j(}xf9C|w;5lkl2}H|ULo?OI45Heza8uJLC!3Je#s!EIg9lM_@s z$JVTL4@Np(!>l%jyZ;B3OD%^JbGx&uiwRH9o{Sl`GxhUagS9kD)L3>9moHnwx=EJq z?N9w)m}9&(({&YZ_b`)U%OAm+-93}{>Faenn`xr9R#WFy7<^bfYS^61$Ry+X{S0&3 z=bJ<42Vo#cBr54|sZ|5^Z0)UfZVwhYYc+Sl43IV&U}G5YQPZl|@FGB(L}fl(jmriw zY;2B~?CnvY6PF^3R&N(^J@)U^Eb5~9zLsEi-A>$>4#L_U*;yboQZNXd6{~+bf6~zC_ZMaAW`)oX$jFdS~-;S$&`} zL>)MVzFBu1*n)(<9k_TD3i`pXfEi57nzJK*HMbtI@66Wwr$~9^-a};J=H3E?p&&m%|x-xWI{&B zY)3AhVVnaQ2p-~w!a%tUe-#(aOh}v7=?cD)Srm!m+FW!OLEycSe_|Mt6b%=JteJo6N0{mJ%VT`b0sP`pO-z1Vm-iuhIw*(O+KP) zeS-+@{N-Bej`m2%vvoyJ8^T-5U0@bNgbgKbzf|ZxAvoPqGz0fuPcP#BrMFJ!jE_sz zfwM1M?XLtmPU7EdjB|r_0A+CevCOrCkEUA|WW02^WgK+3VyrLq%dM-exxz)iR1qB~F%y*SvEs`b%*9nv9c9ED20u1236`|I#mr|LG(9 zbR7~ZF_bQyD7YRHNU?`tGYYJJI6Q^2x9Z>Rw4J-L#wR)6a9x|IC)4oNinz~42!v9C zXN~*CYtpG3dATCIogjHV*+5U0mf~yH zMX?9@QI;)?tW<`A+HkoqMAc>i_pgNkiu6Q((Wf|Ki`X9P)%dT>1pkd+_u5jYkw!YnVYlylD%N@>Pkmw$B)EJqtbOa`kIv6rzaxV^#8CC%qa(nz8i~9ERD`9(A*r5cz-|AT{-`BRZ z=3A03mybbf?>PX7;0 zhcqOwux9yWb-9;@&sBFuWh9!;ud&T5#Jiqn;Q%Ii?P`EdU0N{(ZGz>sx`2kof{VV* z48>@$^5>f|oU@Ei2>H<^I1YIpat$#eG4N_6oFE#@wIBRmX*H zw8~_SNC6rX?W_n^GVA7&JhsW0$d6#9gcv9X*8BEXJf*+oci8DdDj{l(V$0BT3R2i7 z!JazQcEC6!lzePHl%H`?#r-wg6w49R&My-Ci+Qon$Y?)j6Uwq|L{1mu*-Tc1qk+*e=Wi{*a zo#9(xnFjw7=Iy3xN=AHfqXmdX!@m~EMlcFiDA%DI$H~a;P0D`kEYN$^t@--{-CySc z2K)XXwYVa?+k5`=H@gc1>yXf zNH!p4*Ju43Dy} zJ@zLDAB5ct#>*!}Vt{|61)eGD85L??U|V|-)`L-@M)SkwN?|rI_sOA;tLTMw>3kx} z(QiybQe~^8qLe1ZaKa0>pk(_$gy~^Jr(H1V*UxDBsm|)AltTP$;R*@Zkd>#)(?7sN zspp>O>-BY5|5?!H#_i2G!!HW9RVnM)b#xmEuuk%Fm2KRO#Bwh-sN|)%mw~W%E2r~)hZ8C!5k-S+Owsq40Ilvecr*}`t@o}foruLMp=SRdt?ZyzuF8^a`bSO{+H zc+x4h@l)h^KGZOw4EThk_SqE`8`UHPa0`V*?UU!u5QN7;-q(H)S8mZUQz#1Ps8+xN zTGHzI4HsWR{8g?o)!qshAD^DTfE3UGL%Wb+*-NB|yJFUdU?9?Rg{~DW^gAd5sX$Xn z;woB{Wl6)x=XX~WoCC>uAuZzA*Vel;6L`5nD1}io;a_(OlXYhQqGZhdWCF50ayc%S znVpjxHP|9t1X~=063uIYh3w?ix0{)~p=|}KA1C2*;yv0jF6vd3@_mVXR`^|9+xjA_ z&~onCso7@N;c|gkPs%09e{3u~I=wa9;gMsNzILe6dU-JLnkO>Gl{%tfymnC9&Gbmq z!71{W?R!)H)P!I{xtz$hD-_Rj12mbq8Laeur{Pam6A^#_3SJc!A9uJ{a}po_{m>@| zDe{V>6n@~V|Ly6o*9HI4q6PoAK)(NrVi59d+wX&UTXfndK!}xC6$b5~K4l?G3XCP) z7!Fe*AOFlF$qcXeK{7*IH^()#x;exm4T5dJMS=Go|B5|1h{({CX)fy3cr?8y-G6Dg zbHgj>9%Y;WfNpXtVoV*+k-=av0pY0VFek|H006DG!R)QL09VIq4m|->g4J~_oX7q@ zzEBSiRoFqEWHIY7!_Q}mHZeC4z!#H%KcxiDK{wc`G=U71oc|)}`jc$8-GvoE`SDkS zLW*z*@e@2Cma}f6TVyT9dcw#2z185J@&qBmGUPX^Uc=jJ|J=GXjkkGz{geJ!nR@}0 zQK5*MYN}ng^o|^yafAES?^AZrsf4ou7nzT6;1mV0U1Imv_;Dk9HkdE>y@_?4{>~-z zzyJUP0ABA?Zpt--a^ycsQvZ}RMuU-ASmf093*4T5agp!<00RInr*Oa?NJ}H%{~b!V zZRwEh|Cs?9O91@-^@f;xC-_6C<}%7EgmtxJhx(5ip!zJfF!+#J`*9xx+?{;)5LH2L zA(T>P)EDphH_G8Qkgo{x5A${97WaTS&k6#3?sc$^9TBIXhdb;hHhag)aIsQmKb|awdWR>hm6COm#&_S> zQJY<1!otoKi}RtDX95meKv#<14G_m`8;%S9a3t7^feenYZhhtj?hdMCFnMFhyLX5}@9qxylk1S~Kw*N>ds7w-3L+A% zng9J_-}qO5x;O2Q##ayEEgyORch+d8@vBDvSRS8R;>oK^?=~Ik*<8vBlAXFIcWHi{ z#GU}z@EFdUxKRHR8qARzpb;ukHwYflHx9UZd8FIOqZ05)6%^BBAnF<*`kiY#+~LEnE||FvVnS#Wi6!Ex{QceK*6` z&PoHIo)EoB1(3+@2)D|n+n_kkE_>*W&8)*0t#F|aF&Q_C=(yllvh#KMPhMW_WNS2R zVr`@|CDwT{-VmZyovTT8<(Fi~Y#2=ehsL(o64gP4+3%S$fnofls?$?!Wf> z`XFA=tK;0PS=KXp(5_yyeg>9h^Y3_F9@y^Go!8XmQ9_adU;{u1MBd0MD=(g-41}JS zpslZ7+5l6@Ww%M~aIeb+Kae-aQ;ERVHr0I$1R(8m`#>*>oG2vFJf=jFY-`CrufO)nq& zeIL$gg5TrtCh^H-z7_{{^edwt*;{*&-2O>#v+(=^lIwTk3FH)m3oaPq%>S}p+_`z= zu6Q><8vgcZ8Je$qL-WXz)iW#GVVcsU`T&j@SK=v^j6oA=2Z5mWo07jIL8XG=^k!(B z#peP=Qt2x#lYwMk2G61Otu2tC9L#qB!tu8ThX0;{u(%AOh0z6EB8xQDE}lWtJ$+sP zkyN#mvkMKB(aN-OH1$oA2vHJ-?Opl29B&2F3{tykN8G@&U2%BJ=}W}R>v~A~;L!Ri z+QKD?Vxcs7rh;E;MyilN{1hZ^?-%KyZbcl23==*jwr}^gY*KsnnqKu&CmxO5 zy0hLcY(skyR63qJtDF23TwgBEB;6k|Nr_q zAh~7%lgR+W?S=%NMLCMPogz(uiZtObvz>Z!Eh{dOyMuMrjy zr37Xi&M?uie%ZnP4`=qLu|w$A1X41_xWp;h14&;$Wj8FAH1+x%ch`Na{HZ&%%3>PH z$`RgS(OXIp?$a^$t7nYjkRQZ+p_@=~n#NI8QYDdPZP-7Aptu`?!_;dG;1Sh&NT`s> z%J`fOu<^T$^GP5c!{|aHHlz%WV@quZ(W-(>wk0UHqmN3`~q{etDA`%Uxs0GN&iJp&(7C z!CgHTW(3z{EE>Bvy>id=|Nh=p?{eZN*aq;;nZ>a*9THX+9gg{7=uPC!-L)S_geqKbM&}Ym0xl6%=iah`u{aTEiHkG3sH!Btk1yCM*mt?sR z^;t62drM5twc;z;TxN0QcJWAAX-0uql<|tg+VPF{V*M&|dxN;8FsAZWQYPp-FWRX5 z{2E`s1ecH!dp=7wSay^rxj22J2(?m?7kLM``a{%FrnS3!=!9#%3SwD9tB;2H3)QMc z6N=J=kZ>{fl7nBsFCTBuBle45#A~gx;%{gUF~@7?h$<5>OmPs?B!&il5_ISdTFdRA zXd8agIiS&jPN9vXb;7Ym$`J^LwdT7Q8T$XuQ-rMDI&tLx+I73L%QeU3#a;&$R3%9 zx>;M}l+>x(8@cVv#XD>DUw)Q}^vJ!o6gNtgXOrR(O>}Y0h_qYp6a+>}a?!oXeiheQ zgH)CZ?q~pFaC`{|o?lkR2!Q01T31=Q4h869aTi4L%bJ_S@rVT!<#{Uj3K5uDU5QZw z)p}5(7@IS^D|_y?a$j7Dbk!>7OH-&w#`FWj|GG311XRzBooYWlZX^?7$Z~fE_Q>)RviQQeu;?)W}*qkH+XOq4Wl1R%-m)TUGky3y9dGp`K1re?`7d1lI z1=U`n-IOjZFOW|CkNC`C;s(m#^r7$XxO`Yx30wla574qw`_WS3MA3zKe_Xw16tRtp z8dSv?TmB|E}FnWHg97SqZjbnzb>(USvFK}~Q z_nP-yYqE`DA^g}~#n0w1DYmZq|Hz(IXdP?Ix+kTT+i_c^6VB%f``fx(T4Ie8Y(imf zAhRK3y7LoftP*`!n8PLj(lf}%Q~9k}+d&f%{u^0VA;k#JmNAG=RgTm8!*xl=736s# zI#NHz6Z`eIjVAO!MR8g4ACOEl@jId!yR0G3dCC9#3bq`qv)osRyU{wms>mWLB{{;E z^h?*htnsq=Y@nYw+cP;BJ6XzUQ>xA zJ$BIueJ0V*YEsc$tcm){YEAL#vu8b-eCSR0BpljNJPiw^nvA=-@D3X9UL$q$-|bNg zC_=Jf&e=C|9@nsNfw9;oD5Qd2xjP>0&_dL8xsCUYygLb>Ng=TcOvu>|Br9(cp6-EA z5;{dP_$`MrT}~T#<$#94B0{Xb8(u9TW(heYHl}g^V4WJ6P`=>2wR8*?oCaNPqc- zdapn(D{?Rp&MesDO?V5W&PD=IF}^dr4xn#DmQs(B?ewLk#l2T^qIg02Z7YK3OV%x3 z#FfLz)Hx|%0_=t^M&kC&s&6Z&AP#9}LNQM6L9g%%6N{!Er&c8mz zWXR5NAf@)_S2#0A7ztL%Z%7LTU_7aO2~z-d#e`*f|sO{K^ER*`Mc)j)Q^tDCX=gE{`!G@jeAiyM${b6%3P4b`ZC&U>s9h zSdUHJs6T`+2omx2%!I(}A(LNC*F754$nDk7*o|}I!s(0H7)c$_+5i(l+=dM%uPfNi zb-b;`P0K;}yC~nACSp?vHTUl_z|Mb}a;Q}C-l_NNEat2vQ-|iU@NLmyHky39QScj4 zOSv0L_H?TK73@Cfyf?ZiE;TI~^xUqX8rb$(1v*SZt20!i`xDlluLK0~-4PSTrn6P<^U2(#6=Am7l^ z`7(}}=HiQg&kV3_CvT9#IeIV3dJYVlbk!r#()qFs)??Ogwz_-8UNKJYZ|FE2j}92H zHE6OGoRJ;tX}ET^-qAPw_*Yp3_?rE<>E`n-DI|SJDp*7y5{tf?BHP&rhlB3~jd{&f z_bcUphEB;J#o8Gc0_Lo^%a=>o&5poUptV#GQK z_O52ZntZZ9tSD9GFX5Mwz<*(p9+8xZKo%yY(yu@Z9Hjd4<3 z7|74npb5n{glzEO!cS^tjvWW< zCZUbkY00CV%3@{bpd;m((|-G$DbE^{d3~cm6m407-$yYPx4Cq=W%_pmWLEn+wkZ6@ z&KsivBvhTc6x*VS9N^~1?7NWyrC*W+&VWHFJWBJt|Nlwf-H{Qg>*M;R6&V;>uu3x0 zNeBZ1^6-)fY{9vP%p?2y#w-O6l2|;(8FL=}uw~gj{ze?kCBasgMk4q~5};+e`D>Fc zqR=VGPq`hCS+V2k3z2{m9Z54jI0#POon^XmzFZ$mP%ofCuo#_i1tTjenBUJllbdIT z1vi;|zPo-I-uFM*NoahtC58DDd=4*OTtVhfyxmo1EUaU#=0Zre)ddWA!B1x)f%+n`_z% z=im|%+5C!~97G9M5+a<}Nw!+IVWvm_SXV?NrY-6F99^@Q?K#WFkPlQH9Z**|a26$g ze5PEV{xz7pXvP3vJE0|&9xo4s;+c63HQu%y`I5ofxBk|l6~2k+#`t7N)&rD3x{{h6 zmFJ5!ceh8D>te3wA> zNd7U0^!Y8cg)ahHoapyyiSo6sSX|`v+B8al{WRT~juKfC8qgl)N<3b|K{6b0S zwdAqBR7-MXJ&R>;G!yEPl)6@}>+lz(xU#o z2bICMbsu@tzc2V6l0Vi1U2HQicu`ItRDm^b{E@NH_XPZtO{l6esj zhgY@9bQTsNf5>LUkuR7IS7iw?9Ea2#!OMl(2WzEVGn4T2&)3;dQ)!T36t#Rpcbj*A z)P2c&^~wf?BAliRF7(hEtqC~Z%HhtqyTqedH|KN4Q@CYQ5zjQ>(mr=@hTbtlfwGz; z)JVn~bw2U)ZVkE+(sv?2bx*-+&l@8ui0(`vSMG|Ml4+Zv^>1HY2SdeP?3A!Nm~*+$ z;;!L}eFl0NYf%t7lir%<>NCJGEK<$XO$R?YNbYB`2-;$#W;sysSuMUQ-|t)agLT6ew9`Kc(C2@2`; z01G3ik-Hw@rqejfmWc8RewjXp3$nsU~KC}El1gs+EB5O(48O%ae#6^Wl(xa ze*jG0CkHLZG?n5{%v>+|?FjnI_?o08G2vMZkf0ye0+)(B4%zi z%-O$wkAZ#?hi9PDs$mmMSpDD5nc|!sC4=ND_#%9)NRWOrcH}qA_=JJASM%|`epOZD zH<^xaH{smpr7qTe<|wWK+ds}eI%i){A+61=wYTOB9&w~Avn2LleJpp9ZKce==x;6^ z$i<(Ps@X$DT#PL!yr2S@i^UI`l;aN zfT8PZQ3ogVj}%azXPsP+uVG@AHq0a28%%SxWUE{*s#D#J-U(n++FK=@L6F9_E1D*~ zx=^423F=qnUN%wkeLg!fAH|?HE>~Ok2`fMcj+_Y*^SL?-c;W((v-R3>T-GEZn(-ei zyj&8LHAFLE8$t}fztjE*Hv2ISe%3wzWn^hh7#G%%t=UT7f_OJGb9rU#_SDp=`J_WJ zTnra#vS3YhOE4kJHB?4krGwf8xxxgmW{90OtSUIpYQ!(lwJ3X=;G0QvaA50GyF;sG zT&l*V=?#C49gxdf7se{`$(KNEnnkLJH#!f(RdJ$_{+*IxBD&es^nP43!fX}!EAi)G zWAw;mKbkARj>U2l#}&{-^0@**^RmLAao=8y;^l=jwdPN3;rvGb!iiR5gUg~f%x}x7 z@V^5ZywJ7+bWL)6UrJnVK5iAo63J}53)%chJBqS_5i1LVaZ@Kk1ogG@HN1Na>T0Tp zk+iJg`u8phwZ3ggo@fde<7Czx+b>u~P3Cl$5T#dxMJn=g zfefeNVBJ>+BRkj0RrZ{otEp5b<;^vp ziGL;ZsG_rH0$W?ph`Ps6SJty`Ing2ZJ4?_1|Nj46o8y@>oP+!azoISkF^PMt3t)2h zw6vj-t&z_KTt7I#^YiC!g zW>r4qZ6H$T&%q9sB&q$BYi1qB+Ovy%n?%i_*mNamWR?UnSNgw%8RTU&# zGOkFn?KA{?KrZB~|E*QcTDbCRjGOB~N{!bc9vyOZaQdb#CkhJ^$Ek*x6N!XZxeK_Y zmPoLZ_i~L1PO_i2H@?Q9|HfrlYybLkc5S`e{x!1mP5ohu5RnoXqQn+t+A~4cHem%T zyEK(Dp(#wW4cVHNb&B6|<53}J@SKT;9-pTsyl^nVx-sUqh^EHinTqaf>DKtI3C);E z8Fi|V6iERj%NfjXiugZr?OFD$!ktVO{Em428*tqU(iE$FVLiOMS!kk_W?I&hQozyY zhZQB&rW2&J6>jMOfB9}ok27wzX*3mv??mYM`uWTLE;u7-|={<>L6_qKuQjX2T>< zT0){y)bjGA{M5=$4cwO8hUAX`Z$Oa0>L%sohraX0o#ebC_saW+Ct~1ln2X=t5&gLT z(klO?Y4kV5Njfc?rSE)x8x^dNO?={DrSuf3Yk{b(Y;JPj3R}EmFom8N%;%=cYoI3g z83AXnkQ&bvr;k~(nfTz%#AzHRGj=^t{qRQ z1Kd6q8DPD&^T$kUKDQ0vFNEC|Z61O_XkH_q-CUk#5iH+322jI&^hEUS|Z93t79dZre%u%>1Zxa(Wsrq&-5Yn5SmG z<#)cu{yhNyg$CvPtpqUnv)Wgk_zpgh2s$(e27?#p%q(1|3j_po8atWLal8}^ID}iu zWI{3q(BQ!|O$E)6`HyFZFg|uxSsY*bJpY-$S>wHOnMcUuTLt>O@Yq!|E~21>;Ji!# zonfnm+<3e{1@Z)u4bLz$yNMuSjgoCklSI&Ug_T^+s#-T5IYiqZz3$S@LwbRhY~>17 z#s*E<1NPcUQK5zW%F8x0`} zh^uLOZ>^w8mx&Y!7wo_;b_-Hp%qyh*cd~76}mm)bsy^}JA3{1h>PEy zcul1Uu=d-<-*wIGq5ftdywx=rSwBQTtUf8_^)wzugA2T)JBag;-M{HVfiJl8nkU)Z zQ_Fy5c&g@1X7BS~|IG*{ogLd%_oC+?_Q`mWAD&@~%=M0@Pg_~QUAVyRAkY`NrJp2| z+OL=C3cz{5!P-DoX!&zoHq3}?X_DhyV|In~xK4~#I9=e8E? z!6|f%=nnjsjXf7%WtL~(X~++eqDe-1%EXxV;_Q#J!zn6Q zgIg9=wJwL%l?(pC5?SickqOhG4DJVTzZMZSDe9?vZ(7_IR*x-w(Lhryk{&s=eES_3 zu!E$}ALMa`pPoXCI3FM81>*8i1E!EKcXC`hBifLNM4H z%RS<1zo)GdYMAL+8H{Y5nWrRCPi*t?>=Xy0ck`3gJrd?~EP+-f97@X!`XJWu2;B;X zkD4EVq>Ah|pBT*vHhF%Cg74MrRbRAuR}P+6j?%p`t?%20udrUojR1yZl@OLhJQimp zu}$I(-;cZ3Z)g^R4`S@zs<3Qi#Y95#T~_25kQ7B=!J?5Z{h6kS61!M)G-M_LA66~u z5ad0+#~{nT#DOBv((<(izA07!B4TLDY{rK(o+TqTljrzIZ1W#JY7=37jE+lh6qc#0#y6T@6d04zaY*1tG>Z1b#N90LVA;q62UpX{b;>X`u2047Gj$b9(`F(EnP;p|=E)~sUoCeCl z?`D$X@5e4d4QjiThTm?9?UU$eiEB zfYloH!73CvR78E5YRD{GtN)`>@kX;t=G!kTX1bHJ?GF(_ma3kVMcMug2J^0O=|2!~ zjUZE3dXI<*o!c0%aZV2e;I%_4%I0vOb!zzWhQ|n!lpizz03pV&E>#G>=)6M1_Niwe z;g31%N?(Qe9(Z7pu7x^BhIgDa<-a<%r2DRxWw|!ta+mgW>s|aN5&$)HAW%2rhZG`x z0eMD;P1tn6&ssC97F@pUrRn1hs@V6f-5!z{Y$~;SB%0SPZR@KlBjNq9q%)wXDu0~cK2ck{8Hy$m4+@PNgM zpDcKWatX=VLu6?If)VNY32aKUI+0$9K*5(rhLvUB6-`oNgtH$zCDjzL`F!IYsjlDz zFZKWb6`aBe#6n-x^}a5Y{*3$jw@yQ>BJthsrg{u4ib40bYg;=!#RbV0E05tJi?r@8 z9WNG;1o*!9rh0HODB5&Z3LLR-Gr~0rD=SEKKyeb~tJeLkEo`t1vVU*FhRjij?i2hP zb+ddBzEBC=L@Q)2aJeS$WGvw*71=E`G<{un2w z@#2dsH4atVRTTB=pqt^x0YkzfD)NJyU1 z|I6DmFf6xb5g>QCU}#=Nn3x%^iZzATb!({$P54mxLGgA0JXEOhs<-*VSE<+Vj_-qP zflr#)H?w8)(P<)gzxRzstLcM^KJW7w_*~;Rqg`b`k*Bpc96T+yUK>;LBvQ=3IPbBQ zcY&O?S&MxojL?Zk^L$|z^3?)E)8a`Ddh#ByCAJHwLpi*+7G>)TwR@1)(beRDxGJ8o z$xW5#isBwGN&o-R`~Q^~9p<`w2$}-Rgccrc9>|JPPwP_3fBRsb@)6l|#A6kwGA2jf zYhQZ+Ame}!61{P&$7heL0T)a0(6H^G9Pc)ErO?@*a*e979b+hm~d2Z-xXQ^{hAy)r_}GL+din4kG`q|I0tZM z5S7dxZy8KsvxshpR0#I%&bHUMh4&bLK_7&!Je-XvR4q4=oxkxHc+0GSdIiJ|m;xU* zgy68lzRsQLIi;(j?XEWgM#%%FNsZlz+cT&-J2dN`s4~r(QN1FHXl?qZJW_Jt=a(L$ zbWSyrMmD_d*1ZN7d5xPeTmfPm(Pa}RO9_o{4HzYQRa_75%`{QMRsmd#G@sjarZ%!3v>_!xWDgt(BLsxp2AMsJdCrF9~DJ8zN9y7k%5(Lk!UW$8xlF7&2! z<;|aXIs;81>gisC#h7l1`NO(H%i`><`Brh)<`P>JU!Afv@0q zXYifh3QlxxXCrQ`cF(6jkV@=8*&%u?&(d`$&~lqk1CD9iL`-RQNtpG)K|o;Aal%Z> ziaysU@AKW|h6h0G5tOdvl6FT&InAv}OMJ(j!T&t#BJVyiYjX#1y#CAtNBCl(I8XfJ zy(z`%epm5^B_M!ClPezGGh_e%@4wzzTV&|pxql?90UY#u?OXh}B-^iMyAb3Tz7$Bb zG8mb}`pb|?v*etEXRgY^#+xQd%UBKxbkXZk3=nP+G8Uv>Cfr;w>W!1$v8VEJ$dgC# zgeF?H;KD$^-H=ge6=vs{nAvDimpI)v$P5_fQ zB@Iz)NY*5ug3F%mS}o-lQhMJ(ynIeLjw%#SuBSzK13cM=J-cK>PEeKxQ`!SfoSo1% zXy23`E~!InHRNP`gqV!Qs_+V~k9C=)Jj-HvX0eR-KEg}miW|_iA6Gr-(l4+p41{75 zh-6}r4~RCrfY0H7uypmU-%SjQ7wVIenjiB{OxrX*jdZ0xH9oOu9y{dp004t$XF|NI zyFIfxiVy%QyBp-x%NLe1{V^ga2G#=SD@*`k1Rd+=cisy~5C3i&4wwS`|5JJj0zSqS ziFMg*4eDn!V||NVMn3?}JfXL+Bi~LJIvZ`2p!dD=-NRK_h36tb&IN`i(=XQOAp*~q zL77&DGTr;*%q=9(u=Bu)*U!NUJ_OSr<@76vu0NHUUc>(2p2oB=vLfxUabSb|tf*>@ zzyJUL{<44ys5*i)?LNmr;IiJ;#k+k)NW97`h<8AM$gjl2nibXRXb~Pho59Z<>AXUb z;`HQ`T_aya5<|ZX(KHK&h~AiU^>&pu(dTmS{5QT7L3G6RSU=QZ-TuDk7J^HumpY!^ zQ8o2|!-kKZL5vl@TAX)=uIEag;ABz?mMjLm$5@d}_0wrS?b)6c9wKZZFa5w=Jt;%k zU0&RyntGHGh1mWPg8Y@5Xz92e7NWyzm0$KrtGQ2BSM|Nqk|&42aaf1mVzfNA&Hix7A@cB-v7e~!}v zCzbC(Q;tPZD@37|bH!}_op+Hll_~V9pWmQvlg}2mPM7PbI2iwys^6mdn6A7`j1^+m zn&KrDx()ZB0z@ow8{t1WohE3V-Pry@O#I%UW+b3xx}4#!AFMay3jjtpYjB9_5Z9Eo9&i%iJSl1 z6Q-^*BZV^6Cd6qwZ?0M+SkG^n_`e9IBLMwn8l=Xuw;N!{g7c0s6wS2dRPSxZ~)t)(wy*;U%nK#pDJ_^ zY8t}gDQ*m~V^xuh-R@owd3&ysDg41aJSgx%8K!<$Bfj15dkJ&@Zhc~I(GNGR-^cI& z>zI2S|9`du;bJ9w0osQUFcU7|l;epxE&N^Ln9Pxj;-$Xup(;In<3Alh0GN%0dt||% zzR_z~a{0y#cR5HREe^PP4;UkDd3-ocqX-%~ojuE+?Es$f8HPqt5@QZ`d&DoY_?{`> z{%=47|7}={uVM439E14@ScPCyMX0%$?8NngIp$)COP=tG*`RPf5NiphIzrwsCld&66*K z%4SNwIJBA!^i`SPe5r#YR^=f+PB3tjEO55<|Fy=O3qcRc6zWGcvheR|5nAGCnR*AK z86bqkyJ1t5s+1xiki6`?9>hE4$mh&}3E9`19If-G*Gu5+%56#&`^fVw}Hf!iDzeV`H zORntv_{uPhL50&xGgG zy90NWm_t{WRco?{#KgMfGMiu2x&Qt)vuEtzjoJA->_nEl+Yy4+^$KRnTDN=D$?lyk zy(NoCkKYNJ$PyIrG10|m%dg}Djj_+#V0!U}@}UnXSILuK9puY70sY8oAHi`~sKkI? zv2yp@(swdXg+jE#b%y+5;ilT?Rl}bLJ>{TT8CE%zPZ+J_tbi>zDo_R-!iD}TXjOmz zMWwx;xp*VCZV=69HWMR%LfO#V%S;hd?JHbj_e&tvd&NH$Iv8!qiC_`5yyosJ+P94K zeE*j$fRj*Y9H8@73=sL7Phnd0FwE3TrGb+jLY}=y2+)B-vWz1u&$Z8o=^$5Yh;x*DyW3eJ{4d|FxLPMobc zxS)z`adp@EAR1U+?MZw}o981J*VYqkxL6wFF}o*`=(pkv!!-Y?&mfLNN8_WYFTW@*L!T)zMK?!$cyo%PV(lTL@+`j)Aff1bZan(q&^#F)xp5;I*1sjQCYdomRutheEI)!+ zMDia|Y{G^5ezxo8HjkS_Vr-NqGYy11O8lER*_`RCr8sY_aK@i7fxtU+2kWr@jQ%Xd8;~ z?0^I+ZiTctsqnIF{f|JU$lHC}eG`zTWwI(pglvzV20mhI?}HMjIP0sOze?kl==Zg~ zkNRP-b1m``jvYWL=jFWy8h=QP63Q^rW}3*i5-03*fO$^gq$>L7Bp;BGjob13Dm~8Q zh3;9QrFb!;en4a!PP9_Gc;SGySv_*4)uLQ0E!2^8~*> z2EiB7hIarslNZ51lw+S>G3X3WlxHYFE3y%E=%1<_#*PMpP|BXuc`GEA)Kag69M?NR z<3*bc1iAgIZ!cHB_9MuWGq+ukNNm`0a@bp`GB{izD|XAqgS72p!OAn#f>|bAA;X$A zo*;W}HR*z{m-F)?o=e&O}tO93E|v|_j_f@>+~T_>Rzv)Tl~ zCAvlx14Q6Cg~?d+-xCtJZWpWyf~_Y@*iI5@kNqS4fLjC0Qmx>xaDKE6<@stfZTXbX zT{2<#_1aK!Ms$q^NxaRf763nLc}QPqdRpdlFYJhl)CAf&} zz;#w(VQ`PV_IjBX7(C!{p3>j)FEEKW+^AU_&825bwFPLlOHp=bbSbyd z$u^|9X{-P3xBS#b7+=$Ts$LDXvkVA{j3A^HzNZU7#tEe-DTY(?1Pz5bQI z|M~d;|Hda2F<`S5RFd1%1s0xadrS6nw!7lhFrfl2;w3o>a+ccov?LP&eIZp!z>9G% zG3>d!g|JPLfymO^$HC=G^I;O)9im5AB!rEImVhzqv7(;m{n?Cv+`S$fI7Z)qvP`7s zyWazTqXWu=IGwBuZ|Hd3UM@m)3g+@9)_H;fvF2!&MJGQ)7NvZhC|ppH|6xD+h}C0~ zWwe-u2b;|aUO>YX0009305sYCfrHJj%HF4+t$&M9KrW@cWFds?0tgr+o;xvf8~^|x zp5p;lErI|1rdfK1N}E>);yxLbJ1QiQH9Wz8AYDOhRtNPP?fWRjrV#f#*mF1zLT5oG zP6dO(8JB>tbN%_I3X7<|wL@ z!gW9=iV~2s+dDVtPHlrsibO1ZJZuRt6l0uvq0}A*W{3YQf+Z7H5s!@>h@}26F$B|L zJb;AH@n}>=aPFGevco^QUHs@xfp;2RbP_92O_-2}HYG#Ih`u~(+0MRqwW$?F6TZla z)^fv&bAIzXrV~CWc_qQ$P3$^kzsP#vrV^q`I2g70m|52^dY#F1Vq@JIeCz1(n zQKqK56771u$i&(s#Vgo-EE=F#t7lt#zj}plTm&h{FH@sW4eHE+Uot#-C_v2TzBI*0 z%}6@IF!$Kb`ume*G^xQdG6BYD63=~px$z$V^U#K(eq?WMJdSzD%#wP}b6tzf|AgIg zI+$LPXF$FVvMsb~P1-lwZ2ViHCj>$R?UTP|pb#|#uSIpZq+dyc^D|PAvH@Ycy-)hp zY8tYU;ty9V45BFrCLmrG|1A;AQ)J?hS)Rj%e)r1kAzEaoI39EeopgEFl-gbA7+vgb&=iPf*M8Ds{0G8?zV83J=MeGPqAkR50v%0SnjFlqZOKL?Qw-cK7qZskcq?9u^sdzwNwh+!myFe2 z;}6JAhJ|`?^R;IC!I0+EF~8EEk7342Ew`}};@9ADkU4c}+XLV>>$KJ$J5rl-A!1qS zy8WiQVCmh4vvjw_n}xH5$DR-|F#1df6Ez7xT<>2Q@YOGIJoDr3$_*Ul)dy+N%$kn| zN|fR=3Klm}j>5iloGW409~hfwb*`F-`btCW>dG+sw}#=X>^dqciXj#s)>F{s{CDsZ z5XQ6r|Ci^_|Ivd$A3&FRll&GKKLm$gS$@y|Yi7qq7<$!(Pn&fFCnj@`_pX7Aud`0I z_MVj}B=PLWe0d1Y_Kw5(g=P6oxzniD;^-C9?U*!s9&W#XMLLE=;THsEgA}=w`cOlB zO(i|1ziBA-(KwP5zv)6FuVmN{uX!$&hyr0`tnSEow$xH{dVI?7pm`9^@wtwuspaqI zEskQ>t5GIe+pWCfM@2LP8~WdJiOA$s#@{nOW_@EaOl$L%T;?Q-M*BN${qICrPz4h` zYnZAG2_wS{qgAi}@%#VJEh5T-n2sy43m|(S>F!B(?C>uP0q5yW^{byMdn2k#lLHB} zOf%z-CYhp|*~n7^7ItR_@kVD}rRc9NpXOI;BOEJHi*hg4@KaADo{iQ*OA%s@nT)!D z>zEmeuk-z*OkgGY&RCu;uuZ(amKjz+q%_Yq?v7S4nL?3@;owFQnZ3B5rO3r~$mm(8 z&A^ep8~c2VeO+YqUGG6!g%+b0V0)UmnPW}1zA?JF~k8VSQgUkPn}ipl7n;h)b4ae zf!`%a1KSasKMeGB5&M_m@$w^1ND^n(E?x7hiRZs8z$+vt0c_X*vsY{$LJrvWPc+=%37zv1aYK0pXsr zj7-Yq^CdXX|N5H$rI-WCkJo&Otnw&Zmg?Qm%(wroXjnaR$5^FoFm|#{Tu$ealan(3#?-1KtHJjE;MW zq?dAjZk5wVPq?y#rij%LS(ip>Sm!16Z%2I!wj>p5OgIby-Z-(<-MKsVHyDny@^X4z zNhay5#K+GpI+(}*Hv5dp=O3lCkX3%Qp-ucXrK96tZU1OjX>@qVPs)45t@akTH*PQR zH}=i;o4VY^so|>K0HxPl;&QFQuJNl#V~mTO2ZppR3u0vJtYd9BlKfdTbWA=rp)jnA z+{n0qsmVgb7*RW(1Xo3uPXMgr2m8JxA`>$3hvgGFgE?FVmOtnM*k{5R40eX;YOsz2 zI3xvBaeCdWLwe{-=l@tagfS(dzpIM(1<&Qr$(~{#I>8O0TnP+1%;e^B#x%8k~ek({}{Xn9>qZWE(+GhF@6RVoZH;|O~0>Xa8&vk12Nm_ZV~LX&3c zmkRX}KVD@ZLij{QPw6<(nn3Xp*AU%ES~8jm<{hI`>q&hYaOFr__{UVzcZ4+HD^$f@ zC&U(z8@z3dTRz1iWabNsU$x)^(r1>l>_(d+;oY1CTrgEC&3r_5xxQljTp$$T`oE02 zkK0kuy?_68768(ocovt~AuiHfsTGiJv&yy{0fXpx*2ii{rn1YOH`~dXeBJ2m0A+Yd zq8xCt9lYE#Q5Z?IV)|23!<8<*O#(kt(T{U}ufrhc$b2=d+*MhJ<%}EgF!zQ*#Syy^ z;-%p9_K6KzFL;DG&d0N@->9pKbAAS+r#Hw<=>;xL2>GR;|Jy_z8REFmH@feT;p|Xxo%;?lBaT!KS-%+uw zhYpUc1G|qT)U_~3%Wdn87T~M!hubYInowwNjh-ahY5Y$&?t>f5oD8n+(&S=XE9L!@=M-ebcfnmKX`&B zPx90UIahlx{9g{BEhc->s^_HRAbJRu>eyGQS;lz)Rl7Cj|9N&Znum)gb?is_+eOxG z?*FDnl0GQfx}=~pxL0B)D_5j~!g_kDPw}syES|B|fC86^`1GFC=f)$UD^WvXHNN{FiFl(=6XD+N@ix(Uf{lJ8w!oPLSgXK^P8 zVUl?@m+ki}?X+zQrk!Eb3I=$?elNnmq%g{F?T^$~O!%n^&F&k>Je7iXaFf~GuU?*s zyyl3^bmF)El74RV^VwEkE2k2Vf<84Dz_!q9>{-KG|wvN9!n(*Y=3dT+Jv?l9S?eq*pE1 zW1q^JRv57wAxvl{w*Y<8an5b)?JqU6F$acGIym~^yQ&r&6`xq#n+LsHnV|4SzuA^BQOJhyZL^%Y)t@m zc8A($kkMk!j0wlBy5_=bj^}5RLIVWa?)23Y<8S}bS#60TMUFm)9FW;cfo)B{M_4Y{ z!UpY!MtyTFZrcr|rm6bqd*GuDKnnEM57fsMi!XVS#?Ke*NyvTgMy-24@Nu-?k(fX+||wc87UBz6hdOvyW($< z=(0hvL#?>DeB$dKN~}bgF7<%#x{FWT4GB|d+&nKeFfs(h5|%bZwDjKrUU~++dCw!3 zL{L8p_4|Cvnr)O%7D^!riJk6=mAjiRInDl&t3hPYJ}KDecb$a(?Pj3MJJ~WvNY#fv zO7!qQ-O{nG3jh6kofq2h(YPM`b&-vg4_4J~B4RCV=Q_YWXQ?$BBUHiBlti>*r=iO3aNl?-6V-MV-elv0Yxwm84 zxKab_ccdLIncESZ@QsqNTWP}j8s+D#SCfwqlwdlto?XE8wAi^jMI56!RQM>Vf%m|N z*V^6Q0&T&4SAvN#@60;X;*ZQSR5TjcsZflh?LHE<-gR*55&67Lcu*#9VfQe;w^i## zmmx=|h-+A8Ck=Ox1m73+F12d*G{L5wSi^0L(j%AXbF*JxjQv9R{o*aVgvxt)<6wHu z%A**yShyt&7UwbgxHT$<`|&i?GY8YR(XW^=HhScoj{m>0WedHS%bk0G!rsJ$f z62lez0<{Igm|nwB@^gK;FRB$=$Nt-B9L4CWvZkB2miVS_QK{V8)mOE| z6YzXP#oY_{6KA<_jY5c@*c^4*018OOYD3qM$!``c{@tOp%OSp833vJB_g6b{ZR zbYG9~T>t-<38%1FnU0*^oiPcLilt9XX$cqlLf|_Df^e(rdl`bNsZBweISjO>K6_@u zuGae9f$Qv8qvC|;&!KqUhiF~cN5OHIBgAzIV$-umna1Bj*FpzY8O}+OyI}6)=6)*~m?vjpWtX{s#yGKjY0@gmoEejg3oob) z-;?QTKL9Tu$CpI;1}6L^`N#5v68gs^8G+{I<(jc;V{)r69<6xtJaJM7d=0@Ona#Ag zx5#`l@z+f=AT7MQrNEuy0k2DMCRf{>*@l317sX?nWbMrL{0B-QhfMs1;*B@0D$N2~ z7sPc0*iNWe@pBD2a2oyf4h)|}6=Q12&cW<}R_Mat0_2*V=&3U|-?eH_|Ktun9tXLq zE&fMrNR#tlyi;^sCW{w{!S&FQxj)vdyD&FD+{G)sgB)VVldX}by9&Hwg6!i|aXkF| z-N2p32hb)vqGW_21MZG6xtt|e&T@FBJ7{FflPUKP3R@p)*KVcV9?p%}Z!aNLmD>Gk zZ{35XCAEDYF+hElECHT@*J*3YJ_0}SAARzz+T>YKyU_B`qDLDOg}$@)A(QC79n1V8 zuiK?HThae6_#l*-)emkgHVJs71=hj7#)s2wldm%BYWpt z>Jl=aW;yy^_}JKM6z_QIxTq*R*j6+dTJ`PQ|L=V@jy?HLfHtyVN;3n477`5+1L|@JT4zl}X(8UI|_jZ9A*Nvbux)rS#~^M0^fVQOHz=pBPj?J1G(wpQk2g zFgO*|{5@3h>JJ4ZQ)0V}p(cc0WT$V6B*$LE~P{W2Xs7fQp()A{l z=O9#)*^4lU^nRu_#E40NIHvTviZkFVU1<$WCwwT!gt)D;BWa036M!&l@zgBUYi7na z$|7eRiiXDI|34!MVXW7!p7THBNm{YtA(E=2YX(b#We>tTXeXtx81pPTxEWfOqVk(y z@keP6!7=4anIi~(&b7Y<`fWhS;ep8;7E4)PRB%zl#&et){fAIi+bj>ld?>k z_W%FG6v}<#cmMcz*748y+m75S?p0nKDCV8`gB3lkP{SCi<_u!H{=Kf#4S2Biy;x4L z%bL`_QG8nIb1m2MxXVP~!dEnyJHCB@X9lVV*g=t6UpRUi?^hX>ow`4uwp z0&?&BJq30Eb|e4QoCiQP9vRSUNtRU8K|LY2*W4mr7F?FShRdZd^xVYi8^k6)=WomI zgbloD7}Qk4ZL#f2r*Vuy>7#|M8nS@n^=VMpwv7APu29isy%xp?RG3qX-2sHO*&DM{ zm`(G$F-TKJJT!^V5ZVqa5C8xJ000lvq=ezOJONu7YJL=@_G16{S9f0>gNYJxAZ7Gs zrzao)Z&W*t9*hYI;Ofg=iI@Sor5>eBc#XNg{h8PO zPAZly+f_=@Sjx;Cf8v3eF{NO>D$x^4Xq|cx0F%2q59ugE&0S6{>_<>jSt@TsO(MMP zx0Qm4B^M8xz`;YMU#Gq2Wli?8p_}4C$PHn5qg_faWx9aE*?I4UmjSNes;F{E&u>0O>>vBto)xGh0`mA^E2Oq}C-?r@v%Rdzz!rtc>WvQ?0i=|kk?grRY zbDOuR2|Q2G@1zw6T=AZ!>SkB$iSwLSJ_AYpZ-&R#OV^Jtru>BKy+iUhlI$Lk>rIwy z+^YgSL}&^ls*&$Kta*Uby0rAn_D}^O$xtPbj_+TA#!(rA;hefC>9c@`5up6#J1n)u zp?2TACMh9ov4ohHR{fP(>Pq>@cO<2h)$HGE-&wC1puDe9w9;F z46OyK4Hx88!~fg%ep~8$2WKC5BmrcoIn1{0@*FM*9xUE8P=4x=Ti_*OsP-VME_^Ig zKW|ZRZKra3kn=I%x4^JE4j4*J_nsrJgc#Um8D*Rg7DruMJtJrJp!^ z?)kvlq#yh@{n+Zn@pO}B%pnmY#c$dtC$B*3wa~fl;j)IGm5c`|$79sd4zE2$en~77 z%F<2wLWy+)s)1TZ#dJ&m`2Qfta|A>IHKt7Gd*EP?s!DtODEq#75^kToQy>aV83dIOt3mev3o;XUWuufAJYG zzrt;=t+ua>@H*q5q^ehq6r~Q+2>Fe?JOBOef9*(*$CH+2P9u2hI$GQW{`T-gsE9pZ zRTqt_^w72hnEYXAdXtg@si3EzHb(>@pnOr`#Lu=FZZ9G2mveP!%Wf`t zI7_I>m#{K1UyzxdL865>n}3Dsa;PkC{);euxqqT*l`74?wupcmbD5OBOc%AwRSj{Z z-HC8pspl8?2WFIxR6m5E+~(i^f41%P*Oj}HhMhCStt1ZB-@_;Z=a;zH(x0TU!D1y2 z+)9L!J)P|X9>ytu2^nOdPFyU#cfDU(1;L0jy5TUs9~3Sjj$%sN%1JPMRt6;gD!H%v zeEWoLI6(T$QTSWR;{qNNVC}TRm$P_0n!Ai!^tJz>91L0$T<65&61FHx$xoU*SPwxX zS7l*RDI9hn!MgM?0>R+}lE;GGdKwkLE6ZEP2%U2ZZ|Oe+t*-s@j&CrpK1}5)^tX~L zHY^7Spt5%mZ5j}PEt19(9w^JrB6b|0!=QKDYNwm_QmUU=?S14wi3t|kP2&n-Y0(0M zYB+XKj(!%7LlB{KA~k`DVI1HdR71=({ZaQj*Qk z*k->cGw10DsFvms5@^*E-Q|YOd~rPH!QU^o0$330S!COR(?TgvE4ete_@8xux#NDH z6Z}S_fCv6J?m|Es+E7f-1ONa70V~jdO4@YZ;8YPO5fp$0AiTe?#oHUd4LqO;acR{| zx0X9V)twIVueS24?`&_=38hI_Rf*<@9^KcKrqaGLMYk~iBc(Xq3&3=S6wT8ja$(aH z7ugW0(bPkT>+N9o!mi`@qClNkl1%;VBX9gSgXTKgYrI=nO8&3gRmb2Q39+V3!1UKO zBF4p8A?atH&yUnC5Td?vAI35KV#HzpveQTYl4wXjqtGLb*Ur{0T(Y2S5U%Gs(i;*!w+C~QpbtD;Jz<^jv6Mk(ghe;Q)v563GP zwN&gpeb|OFW|Qtbmmaz;^ZTW0L*?&y87MXuF(Nv9NwQCLdPFosUohLLyv~sCszlqs zqR}__fcX&~$;fQKM&4?8Emv{?e>H&h$Riu@d*_)*nH=V+_9jKfYwz6R%oHPv2}TC| zvMtzWe`AoWN<7y;OI|C#JHd^nk=&lB-Lg&D1pI13y_F?MNfTLy%J$v9SLyZ*u$kmf zF+7AYx7DA52Jt*%w~f#zrr&2r2sa~$f`8PjhcpIyk0Lrw6Da=ie=HEAi7HE7$i+Lq zzm1b}A+I}lTEBkF$DEGf!W;c!-lqzf+kp7&iofIs=5oGJxM#w_O7qPL{`aZ5(P~sC zApcIhOWIGQkWD;A; zdrW%x{`l2?7UQ~8$L#Q%@?reEnT6FVDf|}9faFq z);k?~4vguDsA$Z1k=E;g00F6@Fy;&_d-^4w$=DjM&4q?RKU5mR9mZbN#D+3s?;Bzp z*I*U8dA`xjJbc#-pPeH+S4PKLYRN%ykB=wo0GV;}SUa*G}xg z>!S%A&O`g2w3{FQvf)y8c;;jl&RO+qy~=d-deIST*EU*+hbgx6xw`B7ZE<&F>-3c5 zqp`JD6fu9laewl@u>OdEX9SaSVjJhf7g6>v|G47WOI*1_#X?kDu*z60%TtO7EL!$k zccieQ^t;1ww}p&*`}o?E&MLMR;q`CcDcfpYnTLL?#02&1Su3EWz+w)2dlI*A;vBfs zqECb>d`!6fCj#L?W%iDp{;(a@n=Vt4Ahhxpw>I3X78kj)Bps}z6-8;#MvPzDQ4dC4 z8_RhdN~B`DWt8u}+5?Jb$hbXTd|hBe=&V7oeJKJ7D_GW|wczc=xqtA=g|`7BlCgzw zS2ZIG{lts2>-d~VZ&D-}V@HB=f414bflAG^KDwi8_T$I;mc_L+)4)K#=47%$M;b|y zm70+$?DBL=-TZR7`MOOI7+p;%GJ;WM4b2S&`fwJubkb%e61|G-&+MzNV*cz|Pj6&h zi3BYVm_OZ5)*C9_oU1=iUBy!CF$wEl@ro1wd4^IiCHN;A_AljJ4ZK3S_-_L zm*fBcQX2>VoE?!#@@ffRXn%Hv+?plQ8o4$f4SO$D-Bd9aS_)g~Xw5yJUga z>G4Rf04_QM7S8Nf?A!kHjk6sz*r9MNojx1dR3;J06jzQI#($n5)SKGxiom zv@dA0fNt7yhoVQ(tb?t|>4CTtlIwN?q+Wi-?f-uv#Ezfh$q*}bmO>`#cFe+r}D7d00|=-}|8t(+^y{xrNc1&06gGsa<3Ym<*7 zRE_!Z-piA;y>`XoZ;?x`d|-krvFX;5fGP5x$Uxho@|W{!COvEk?!SKi|1xaMe}XQ1 zC`8536t|^W?D7Wox3@z3&@i1Q*Hn=C+oU4mukyWlvvG=|FCB|0=sB&N38Q;=WSf_o zRwty%mKW3JzaypOzVZ&8#cNpVC>4TR_+05)Kx}ZIpxEQ8Kzrz~*9SK*fZ<|+Z9Os8 z!0+_-9N)pw7GrKu-Cx9aIRCBn*)@y#GSl_A_Gr{Q_a+_%B0ANF`=7{){$ftQd#DNd z?8dwg@QCh|TjhFWyHsT&H%t=!waafvKsN`&!;QcJ<6r^5c{?_XRn=%o^86ml-}q_Q zEV+0(SU@I7*y+}Q7aG^7x!hykl;>Z~Td^AsMrZ}L^^MC{{Ws+y=a<+gCJ9=M^G;G- z1%*Ed7JQ+*ViStU5!5B2Cg+(nRdd(120;pC|1fzw0GoJIYUTDT0OkD4^<1OCU5k5qt8sD^NX zr1!}Iz*f1*xv?kJNGB>|R^L-jIXBHnb8dFqYj56>ngSI+u!Ckv#iO4RcrJ#B4$}YpKqem(EBKbO)4; zyK3pY(#FK8123OMzVN#CcVUe7r4~%g;*-uNRvbz7|9RVMg*1~liq@(MGd+4_vIH*e zF0?j9Dr)%>?{)@ZK-a!)>?(PF%?^(StW}3jYw$MB5<{eI2Lid70VL`V#B31cGTtcR zak?%P7ij@YK?2ljv3J5tr9e#VJXbs1Aaoy*HTPcpOJ3KS*f&}E6|e4sdh7SqKe?5; zV#zv7lW)VOiPNrLk>R^TfM#@~chw4Nl_Wj*f1bWkjBFSuT4HbO)ZwL&|9_he$5pq2 zK&6Y}e=6xfYDRAwY@1{a zMSWf3#zfJ?6k?XspA^k8houd>6_FHR4IJubQ^~0oZ@sp=kCrMM@KGF?-_#twppcUJ zJtr4-Qj9g#15F02r)1fc^gWFZ|MeYS`L5&t?R6*LrQo%Pnj-u@)9^b9Tyi?^IlQKcv`dX#-^)U#SxmJw>Ix7{Nri~q(iW7%}{_DTyxGZ-8-C({Oe5l zgR_dlXO*TZ&uBNI*`K0WPpHy07PITK*%EDScd==&s~? zbcti@sH}6FqhG@YcB6(7;OsaYCxhyj?_}Z(L;f?lR0m$tMMEA}UJ^}1B5Y)K6dw}I zO|H~~zh^DU@Z?lEmNn~$xtgE&eW*g-D1kdwpEO5j9BTZ4>l&OWu?$)?dbpo zAC7{em0q*aul&&QRNQWcCoczdtG{Xv0EBF@?3r>hHo(#drnce~)KD8b!-1c*Npv~g zQ;R&pZTQ3;m8$WXfp7YEOSY}s;G&aMoK69|Q8;C4z!I6pvqtxFTjHY?$}zVl^gpOjl$n2l!$Uvj1X3#5vC`>{LjCZbjOQAmmu7A=KYY? ztDlx`4Z?z2!0*wZV4Q0QhQI$x`@lqe-9MQ4#YR#*iP@W3V0QohEi2%Sud!S62t3%_ zcfw*PpQH3$??&jU^w>wXjR+%pDW4{VW4R&bj<#}q#?Sxld)szyV}r8daru$%Ob6{A zU)!<(00RI30|0yQ>tXoG)a4!p!S3Y9BTh7)X!DYpBR?jL{^oF5nos}DqFw!9Plh)e zNk!(Dr_6JcX;*#Yq>W+z;MJ)qt$kdMS4DA~M{Vtw%u%8{IJm#6s+J4)elavHYZOK! zq{c`V(Q6w(cMWf5{f6-{S4E$shc$&`!!||Sc(K?*!v<#XVqp32S`tF#SDq=CXfy9& zdL0BTHFUhXHtBDHx?c6bf|D}W-q*uDg*7VCa?p}q-2~r93<4PXaZ+R}uWRRmCe0;a zfA^4`!}~yjLS#r!1yvBMl=jG9sJTZD4%wG+ai;90ekAF|Y-qVef4s2Tk>6l` zmsJu-~nU2 z8a`UL(^JyKl&c$;pdw#KFVeJu%$yVV!C^Xy!tn>I69zpTXc(w zWuZp@teKKV+cI&-!ZB{V#1`Igom=v%8>z_fBxL*Y3r^y0vdM0)}HcW{Asjcg|&yT7ThM zp^%Mx-AgS^C+*=(GsWfMVU>sWKS__x62v$NO)T#^9Yu>q549-SkQ4toT>>1BX1vt} zIXGPaV>ts)^wWf>ktq)K(XRvT<;ZcDH2T;)YCjwPGf0S44eEIPr({TnllWcL+VgC! zQIlUB(i19HYfsDDwl94bL09IVxhKhWkZAV;i&(2IBrSUS=^fAKSK}AbR7poLa3?w z!cx^k_U%trs`XRwDo^@ty?dmc0W41!%WBp{D5q?eU1=C@jnuB(i%dEQHQ=iJZ!LrT z1Q~tWeE{veG83FS0tR>tVttj!MdsYa4%j;Zy)NTZd46r+#2mKY;&9qj6jdG4Oov{x z^I9(PYSaW~%7;%^j{&R}1~zyuTbj{&H1Ku%wiT%nXT7==9xrN4hVvgAQ)S+Xj9fvG zs2>0xl9F!%)#!KSGVbl}%fdHPo(RCM$o zF2JtK;464{aVt(9p@wT0isi}j3G0THtGk(aKvX40fz0hTqVqH|-EmF_&;Rdl|Nb++ zG5K#DFtfSB>*K(z{fCM*N(D>-s0c9jIADQE8@AJ>bLr)OEWV6`i z65=h+3CHc?C2W6N18WlmxVVm5fM98#s-j1C0oPne(QRHph^I(pivFPYhwA7pg1C?}*JE`&lP ziNi~5$CO;j%z9YqIYKg&#qLM9(&xEU8&Mt7ok?r-k4FHDS=yR5BR{Gi*h>A30IuVB z>N@E5)Z?@3E5!>0Vt8&Nx%+W z%Ks#LtKI;ND`f|KcfyFsdV&1y!cdqKnW5Lheoff+ru>%RVVj?aZLJkF_y&<*DvYtk z&79P?I_Dig#gx@SKJJDE?;Sd@I0Q?r@*kfbj$z{K(qH8ClD;qs(f{TRHa9{H=2cTh zx$2qXg*&X0-}>eB>UE0YdfnX@YEr(f0T_@j>J+*R&N9ZFkKM|P-RlnAD@pJ(6$Cv= z$``$Kcx(wSbjph9+~g{?E`YdN_X(+9XVxQ@>HqlJ6hzJdITm`JJgI7Bnt_>Qssv^Z zYIAD~ihc@S!`OnVx})7iRtm2wGj|Wv28mL18LnbyVtJy;DoSfFVj}rC_zBpjXLFZs zbnx2aOz@97G{KgIE#oyiiE42?q3?}<`}5ju*K_vJM4ClRf^2XCXZ;?h{l+&wzh{6D z)5A-C3Lq+QZjl+}EL+ABIz7et2}HI<`g5?R^+Aguq4RTV*9Tl~u=j%HDgy)4{kPp? zR`zU0;c)pcrIpX#K~Zm`(9DEbd^Uya`@b zm&h9$AOGj|f$*zYKp;wXc8&|_FQZ(mnaN0-4m_|Kbe5^poy+SJz(+nPdUi-H_6J~ahw{^Cv&EK#1GL(3 z`D+>$#-gTGa&_jFTxzL1`vUvbRAz$6XrfY77vQc#`pf_RC_a>UZi`AwV~beQ3#!0a zu8ZiafBN3sxcO?uxDJv?)kx&;nIuG#dmUhWZDp8(`I==97Ztq|8IW*?RQK!Pl>*5O~h2a;d%ab|EkW1`v6G$xdM ztItw}8^qP{!Hf*(z43`15Rj1GY^?wHC_7^x*eY~mfj<`;jw~r7*$LZ*&et@fJ=%b= zU_IN$5>|P(82u2wi@nAbj7i3i!^k{tejg*6t(rmIQE>~y=+lCa|G21>m)LXnl=ml_hHruMHk-(aQ3$fV>{lOv_!0jI)KgMmQY zO&#qq*~4=4oSJ&tcCfzop<9_R$Mygxk331l)n#;0T1A2O2?On6WCDgu3cqauOv(Gv zKo7l#l6-U$?X4vxn1IYW0-O+Cu#JgT!`U{MC`iRIdWD2#roBQA-w#7dtbdtOzoNH5sbxK z<`4S$^3vIszomzzLe%B-HIERUWDYy%7-6xZWy^1E_%*IaUV#XEarUr>%c77}Py}Xx z6tV4gX<1z9zc=1Sk9$^N%0zFunm7Hn_|?O-TtV8maH%H)pLpiobo7vN8~?A5$tm5r z+`HBna8X-QKGbw$O`cZCPDbv1zej@SUMPPd3nn-S^Mj4H;q4y!>&InmE(HGe^+#q9 z$vl)E%*D#R@WZTY*MhDuo1J3=$kFw45)0FIx7sO0VMjtB(3Vt%-HF=-u6grmb2hoi zkmIldrSxM*@@_dG=OJ;$U;G@r(XlMu`qS5r*Wj#M1RxZ=k?d*wDc;^c{4$KGOOthM z0q*L?B(M2h4qAXBSW4FyvnAh~*B$043NiZZWEaW^tADym`l6I(yI$~0MxDBqh$_|)(O zAk!CSdq(4z_IFEYP!DG_a%0)w&%dbo6Sv>M@Mvx9mB81N9zHod4|_!;igW}Y9>6sw z-D!8i`b=T#5!IpCbMdPF9r>@18UrNtg_;!u8?gG|>%n>e00RM}Px<>gLfT2Icycky zTvrDp#+!13Syk_>@u4@R-10N%f#vlxYA6;{nb)kTjTd4}9e>LbB(ScHi=z~t0C}^4%lV%0&eA9EWoZma|ApK|1 zd{R|uF4kXVVY=Y$k0<~Ay6?w?BI!PQE)V4b;|oVGjk`zE{7P5J`LobQ6=?&|#lm%e zPMtI}pJqreM-G`~0w}rqxkpLsOZ$Z>5&1S%OSDq&U4+>V)m+Q9j@DZ}#zQt4WA^br z8H%zgB`T`luf^SUVQxO#>5z88u*N1Azpli7!BJa`dTk>px5^V|1%Sl{EwP5|HSo^B zugc!%QR={**h(e8>Hq4G@U^IwD>&QDV?qu8r~jw(tjAq2GkSyC&MCxPo zS_j@r-?sV~u&HDF0jVP(T1Me4Is~Mt#*wYE=OgNphK4=y4>%iZyn`K+YsWn%NTwNm zmXtx@I-BiOl(i26Uf+-?``Z<_c8!~2yX;wug#TGuWmxpo{u`D9ewZc@jt?7Mts%}e z4Gg3Yj4P~B25~;RynC{mjWPNSqbb&SELJ=do$by)lEKpy?uy)%JRaxDL%1W>;XNXP z&_29#G>me3;qX653*=8by5!hIrLI9@OA&ThgS8OZNPE6Ns0;sDIeH3@Sg|_DkAY#zD)FKel-w;->jO949P)tSLsBG&)0!MrpVH)P;HF3pzg#;4{ z!Rx4s>l$wNVUT(49F&BQvj*EqkL3Rmf{tD6EuTPnwgJ}%Aw&}XFS@BwqAK!n&HZ#( zMLVr?)=q^SB=9)v=0JZ)5E^>~=MbV;i>vxq7`@510Ic%}DnIBSOgeFo^&(MgDcc_y zdtZlf*EkkQBE^qxNc}S@Tgfsrr{~RJ<#4G;kAlk=7C9ZQq&N2D2p7;4NsPy^uC}>G z^Mobr(}c;CdLU%2!qlWdGw%oECo{?HUu9P6FxwfY!c2{90cvQ)wpWM`uI`h<%V#<3 zL&AKU{Eoq4WsK$!L$Bki3~e7fc|r*X%CI%1@PSgy+6_WC93K4JcH& zkpCF#nJnigp#%P}#8K#;a_o;|s%^$1i@&Yz9eE7fL2Oxi`H%S3(1XFZ5tuNTI%@C@ z3V*DIi|26D zsXNTpG?u;UKP*7Ws6GeZb&Go7`}#gR&2kYEg39SB(CiX`h}C5W_fa@@UbsR9G}hUY zdk-iqv@V*usNVn`9G`DW`iy?X)+glplX7P&>4Z`t#z#X19mqcQM`t`iqDw>*UvDZg zMN4iOk=fi;P+b`aD$JlUy;|wN=)IBh1XZ?Sz0FU&T(p|sV6mFl3T;)8eBS=j4Jtmv zbaBIe!x}mr!X7%J^Of2XK}#p&TGkT6&2wqA`P!J5dRt)z<$lD_DxbW8CYzugGMNpY zGB4e3B`jR*GW=ApTbeIIN`<+SeW__n+eSZ(v>(a*Q2215@fS+!O%Df{!CbjC0gM70 z!?pOOHfWdirN5gDTu#ZLuv83=oZYN_(R=^bgGEl!RLQc8XA!o%c0Q4ktAI7Hbp_L8tpRrGzDH`|Z^?#KPESHQcd$N&B^FjEhF9b_nwwD}=ZNk~K< z@2B3t#gK4v$LD19T80nI<5Ku(!0H^$h?%3g1u%UV^Cv%oWJzHKDP8YxA9{JM#!+m< zzV>^5__pttLcUX}JcK59<^Hm`&kXQ@sWt2)w1WoW@mHQ_)#m!+`&=LIyI1kna_rXI z@2(Bq8+J)+v6H(&(^di~W>SYs4M3M?cUIhL5XkKmjpW^Q*+L~W=nbzTM*@|>%LB_M zF~JH$Z7_~TFUokgY3}OZISjfAq_t?r|NmCO&`gpInlw(np^o4gznpqc7gDHxyxJby zpBH%AoP;*=a^#%stINJPVFrFK#Yec8doymC5eZ35j31!Obj==5t4_?52iR%R)3}D` z^1v%4S`;QeVj8@6De(l7qqKK?sF|p1>MT`;ScP#T-wo1Dpu}xlCRShO+N2ohrI_)4iffR^T|1qDr5iKYr9Qu35_!Vc_w-qrdx%9;vL#9Dewa@7SE0 z9I<5<3HEm39rSD?4b>t5Kt4qnnr^FS`?#D3Yg)yXFG0NO^v8s4d(Z1!fZ# zw{n?k^Lq&XCNTkq6?9nmQZ&)e?DwYlCEhC<@$L6=WjjNwoqosS)zAN6CAo1NDPkdt zl~mP7sn>F;`EkWg5h?>1qd5OF??r^slqUK(aqXc5%AG@Z`Qb{1#H{O(CRz14b4=ES z4z--+GJ99D{~;%k9p~fgCSW!Fxepm=DT-9ZYZ2vS6JGv`u9nAnm`PT5qeHVFQ<(co z&2)?jfWoZyR`Yut+4+3xXQylm=mg}kHDjKTB$V*h46ffDSUzz+d`U>DT(5iJ-xsrKzRL)Cr_>3HW7;g; zFM9{JPI|6;q;Eb(0I%csviaEOdtY7RX}9Bqs`c>}#@1{u8#Q2lx=fV<#QnOiTk4V> zFUJTtsE6>E;a)t@-LK>S!)lx|udt}goc_-L1s2S|`+dZ7`jvMUwi8fj28opuiQ9~i(#CTw&> zJstCygFp?g#x;Z#`E!&X+WzgrVVFWpg)lt-?EM%5cb~dV_r29H8A_p=aMoL7I=0J+Hg6KBX$37Fx{V~Jj7sq!l;1_xkD?&k8#g{aCZ1NxLkdZ>XW~y zeuT9&44ZfaJzRy^?K}l&XYws~3|)lAT0hY|qa=NN;)Gc+@~p}wL#STiK=MOgra&+J zDh$Y(jmF(wlLFH1qisqdJbrD7l&lV&uf0`I8}@p_Fqa1uT<_PC=#ueOx*BYEMjgzb z*?VlZ0ou-IH54VY=R720;!_(r8{X%RK04Su0&GGYfLKkzCnB%p)H7{o}&)|1(U2;*4iy-EHY-N=l^L6*3(!c zje?(iz_NbNr5h>NN1tnRG%6&e)83aXA?^s_zQc@6X@AP)6W&ii+5Pa5HkQEvk;n9yHEe~k_igf1Xk%hs3NJUDq3C9Q#YC0H(+>7jYGeIaG&0VUj7FooolZ6dst=`S<97vJrNjm}K_OoLj%*w+3@ zha}J3$c-BrF%7i9kS{`D{}i(solTh_yf_&=KV-4vIHtnaBe3OUE+!g~m9dAIo02rX*pJ~`SEKUuQozouU|d8Mz;5x7d5QZx7F zVCc!~fK|-|xM9DH&}{n#1PpBPX12 z%U>)+*$<*QIZtFB1sISV?cLrN_oG~k4^k^)G`4B}XE13gFLDFAou>JrV{kjIPRVw} zM0faLy;1ePkjm7QKi>ab+)Qad|30~fEPwy)&%#q``So|5kgh5d+4#PfT$=<10NDyp zotA+c?dHIfZ`qVltiUNOmq~JMV9B_B&1SBP3x%V8%fL>jby@$2000hf?@w(|2OR0f zd0a2_!(}|SZrlbclq5s8`8-06Y3bC32h}C{G7m4B)51z>8mFRvi6PrvS(9P%GaU7< zCvqcP(ffdmX*Lmahkv--kmCnRrhMRRO+PuxN!RHr-!JH&WG=FMF;Df)+{)UeJA16XY_A4`E86rcLXb8QnLzZ3%?yG+po|Jaj6`J1Blvg&a*{M53{&o_@ON=?v9i-I z^AM zAEBD{y|jtH|Ns6(Qn824(8~*y(4jN?f0K%2|H@;!pX^V1!oxlA_>v^c(F)+& zRVj$ERkx4BhmcgqmNy4~j|%B~|Nh_ch5Do@l9X%hlf(z_7pB=oZ%-r_h za@X!qYFVD-?93Z29^3;3R6ML*-uY)5HA)-#f?^y4Y_|AjSa`iEY=BT>mNtW4HP0rj zwr?!)<_J1d_~NvfWSe2KYtSiZ-?QFYW$z2%1(oB#Da`2d5U0Z2Kcp77+l-kmC-9@) z^@@?CHftzzvKe4m?EA6$I$jOZhD!~1qIL@{UGNjblUTir?qknRFqH z!||65yG`T7;V9S7LWu6>fl4hw*B)qL#wZ!QR0mO}er zBi{=hWPEuC+{2UR&Vxz+7g1$AIx8Rx8@J?~LVZzvjZ!KcZ)O*-tR)Vo@Neg_#)Ro} zl)twHPp7D~+-a3fx&y3yF@PR{`{v*FgxYyPvC->sCL=f~5aWZ<+_AAj2C=Kgzg zepi@u8T1c%CCxSQ%VW4;uA;XQ%L3>}xLD}o_GF=QPZUa%9=;4TmWy7Ip?_9HKFo8UqDdI+P$o!~0+bVFNngrEH}yZ^0Q zFXYXrEl_Zeqb|H=))@4SK(Vtn3pcYFtI@lLtq`|&?Wd@|qX{VLs|VkNXJ*p;4ft8S zvG$6ayRZlhoaaJ!%QL5vSl~YN=povmVkIRp8)}Gc60g@Uvzy)!gG&1##__llwB)sm zL~6f7<4?nxc~#t9^LlW*#5c-`xz(ux$#Y-P$LQ@S%1~!qYXm&SxIOq-l4I;~ZxsfO zxh=Icy>NFGEZiCj7Kk#E8B@}cOI9|fDP!KkXTnX2P@{SM+6+QlNOsCcu1OP-%b(-g zx1y5)(~{C=E?My!WMoS*beWy0zYooF5us9uu?!*3KVC=u?KR0cBCc1=G1vp$GvgFa zI#Hf*-5^wF@Cq58C!oBh9o&b`LA-0qIB2w%mgsJ1VV;N$y*tCF%>WeT-a~l>m}Mak z*$l_usPCd%zw^J^cz!qBh7R!kf7S7%y9eCwc}u=j)g`cEHw#g5RKUH&9#8|xAUJu& zpvpE;Qi_wLdC*JL>c3F(<9}a91e(~00(FO~^c@wwOAe+8PsRpZ0q)r%) zW4PnkDipp^eAE079`Qp<63Py#rzwn&a!28=y-EoB@Bi^0|M_?C|JNxnY$sfGMt{5@ zs~!S*t4nS(KBK8u0=dJ^dz73fZa4(c9_T7_7g+5ygo2+N@2~jl3*39G*v!0ca2H%t zdDpXuQEQLH45~6iF3{V{aDPqjZi37MV@F2a+srckX5{kSJ)djL9sW%KRVL@sRKHyJ z_kEMYujkW8gkO_QYTs#s7K?lPlm+1~7t(RJIf>c?bu;ba{MZ!+MgCsA|3!Y9AE2Oi zZ0ZBP&fiVB;c%5e-x6Xmqz*6=QPU#S7yBdcCeru36(jp4lEio-wYT@eGen#Z_dJ%S zUXAvI2Tr#cyOXS=hV6@(dn{^t%CIa!1f%9av>o4O5FlVF9j+3^d7mhR;0Ln*Kale^ zDzVuGS613n-(h5EPx_e=0;m?~0wTs41k^d_ZmgG)bApTl>ejbS11#T!-(0CrC)g$n z;OQ1g0V95U2uB8UG+l-x$%htuCb!1rCi%Trf~-+*knV;q$%LZz$nyp9iuUgWN5Ra! zb6FBExX9>a)_Oi~$j2@!-Phl!Pq#142X~5;sh{0gzqI+f7vf$d`F+T__%vEJbN(mq z?9DuL4_&44RAdKdMLUjXTN2+nF}kMQ^#eYVW%JWA%q)E1=_6PzQ z5v1*<1+L;nttBGHGp{>)QMB&*V~%iisAi7mKLU-Lu$W$o9R3KLK`kR?1r37A@ym;A zl89$PCkx+ui1br~xRn5zk0$&D4+Jsp09 zkca*Y8w1rxKs5vOTp{c3TM&z0(*v%OZvnJ=_VNSy!wZ52`LHwNW=n3E86njx`T7tqG(ux27|Nrv)4)W}fANw2tO#DVX`Yf;3Ot4ZZ zB>dA{%6O4DIPj>CO4!GXae5Z!;^TY+F@M|5Nl|msle9~U7YrO4l~r_B*g*yIzwWBV z)AbNci^`<(E?WayuQnc0tP{l}w!@y(;J}vesRkXE(O@o}uSMM6lJy0YW*>C2b-30p zk->!fFXYN=n06E=(1WSIc#guq<-4&GoB^3#t*{)09^OmzOwJkz)_il5q!WDy7mlUFO4=iAG6@zBMqb%(z((SE}yuLN0h!r^&#r#Mlm3~R;lzsp<>gCOu zf*T%8<$A+lj1v#Z9l`B+(6Ell%1|YmIbP0~_R%hCMFjK)l8}7(6&u7*$xr|3oY;zj z-1rC`iBS}8yOF}MYfYOY$(33O;|)VKMhja29t*0%bT0*BK#fc2b@cqHEXLV*^mZA= z+DhO!R`;0y!Wm12I(XXe^2vSAw<%W zoA@jku3(ds^*z!+>a|z;<1L(Eb39>@^C8nDp9pTj#^OjqgdeSUWLRIB24<_z$5geR z7Z2v|nFi9E0dZ6Aw<71==2&w35qK*CYKh%0=?@qr^*xWu1|3#aQzdiN)`tSyF2c{+ zK)=*0hNutkzEX*tFY4=NR2?iZRmk+%JspR1FG4RhVdAu+mbDrkt8^U(IdMS&&2pM9 z%#jK`w$-L);pe6KH58}Vcrgw`0JH%_nK<1Oc^+X`$Z#w{hwk(hmF7%xqtVekKVg#g z{oX;{Ecb(17GhMcm>DhNM{y`r8<%V&XB%`wtQ*s&IQpHk30L0GoN~h4zy1N?q1 zo*qAMYu*n5P4NV{aWs5s_xzv{zDneqJm|<(aD5NdXa|7TeZBmT29RZ4=QnuheWtO z9rkdsSF*weg@2hqeb<7OC-G7hIz?xbe_wRE*mf|2eoyU55`>3p;qHB_H;PSOp`OFE zzOx~(Dx9`*KreUh%B@}c;&$@k<-%DY7Y|LjVS5C=y4~hDl5hG1c;nU;bPWfnWO)WX zgs{I>tL0f5)c>zq0st>#ZPabwRG9Glf(qu6LUe=yW5=>;F+2Jwz+2EanX3;X&5dY3 zLW0Bx3me2nYilNmwPbIj!(H#!Z+toDFnR3=Rv@&*pkHlH;AcnvBm1IHNV3%@Qw73Y zx4qa@|6w|*%YQ7X98|>V)Z-kq|Fh@K<`5}o1mqs*&a}HF2_aZeI3li}0u$eFD^1XR zG3I{4LD+5IZvRcKo6B%^22Ai-{?x^u6PtH$vxH!M!RMff;#2|7Nxhu%mv3ZLpI7ez zG`ljM=RI4oRcEF>m#ib=^2OkCIar2cl)mKdMDEmx7v+}ucHD~DPD&R5p4lj#W3$z? zkcg1GF>Uj^(7T}O$^F0`iK=5uX%=OmM_cpZDG@HVh=9R?eC)&K^Z6II^KHz%tKobd zQjob*FV;xSTrG@7TM;c#aC^6j3ZZwYBbuR*vHJXf-&(_wJHwO%#c0J)^oi8VV%xC6 zI}ff_x_P;=v9g^rY>9A+A8xcaAfEWO?Kc3NreARX_jWi_Z`-3Er!pkkT%c}wj)U5< z=(MDKdC{lIqdJQgg&MimAZXudVec)OzgqLvKYp+?3N>OcfvdASz6@E)z&4qPlSHrQ zf6@y$9;k)*IbHh~0fh!p{ntRE{h#c+zzQlBHN`KxFCSiFhuDoz-=^VP^ERua1hGK> zs~in$tZ8i8r=o<(gd|Tr36D*d8UZOh5+E#;hvKn z)huJbx;_B98Gy&2FY@eWgP4ak7A_vjKmDR63L)PM(1i6#Gd)+N^aNp=?LLJxshn5J_oncn5;Xt^w=2KaihE?} z7;6lFedZ6VuP2xQZH)BdAs{Qc(e+ES!34&Y98vOXrJB&Jz&mW(Dr+-o@mb+$hF4=O z7H36f-CO2Mqw^ii!^erHRvh3fl#u&;#2#7d0!=HxF|U&77k5Qi_KbsAvNr z&t-v$|Nr;dfB(ko`keXyJZJXE0u*`jyzu-r)EMTn>z+1NnE$nIbR1WO-O#uf+jcu~ zoP#cnuIWUwKOvzgtC{hFy=A3`ug`z#-1mAkYsU2#PxEy|fADBA3x(l^$;zn4^Djz2 zca=X+W0eAhHa9-M3*hi(HB`Hp$55PKL0|vzsW3o>p(5v;KE~S|Kj$rAkl5PIo;V%<&BEf)Oczzq$E)-}bKHy;qGfj(zhFzqKJd zsk0VgMi>RdX`+gJjb3<`%`BI`EWH@y#xS>@K`NOpmn7B&`t7wD;Y_EB$7oSH9OfXD zssKEgy$g23UpdfZITK&DOq%x&>VXj*D0Jj~Aa`Pzw^_b0V;VZDEwxqGTu{mBlCji^ zaA6CVwSL=`lb`KDithggmq%cJqKkN;?if{1s*^dvxEf6M>sUISpzf&ntVe16wn`4flx zJtHc(M;jv&ip-`EaZI3e355|@7}@o>=Q1&VleFK|6LyZp~F? zMBdDZE#%S=Av<8evRrh&WVubStvL)qF{YLzD#HcSH>DjjpPQ+$U5zuB%8%2G)rOlA6kv zt)AKIiVDEJ6OnTvbtAmMW}u6?aY|-urH$xD9au=i()0x8YnZ5m-E7c&oZx;O<7@xR z=m!<~r*b#QbHoA*7+@gFyknxy`Z7q0R)Q3@^I%dKZryxJ+T!^rJc2I?ML*S(cZ^}= zj|?@~J??Ja)mvLc=fD5|X>d3F_ew^)oUm`0RxNxMnJj0Y4)fF!~gg{|L=AW zByI39OB^5gPR~K%a*^)V0U%g}6En-|K~Ox@5zVI1LsqLBJXquPY^T)+m7H9fr<^wl zd1d!CJijM|TW~xrY(T%_dv+%9M$y@T8G@<{`Ybmw&g5tE%U&?SifR2y++OsLL-swi zRzeZ1J!I^_(N{oA4@9!hd;jsgG{Y|NC8x_=Yk-$$SM%_&`P{2%UdUFo2{OdDx3{m| zEVlWrRU~S05PvS3UxG*02}2nLZT(mjE9$^vNhmB>PV%F$6Qhe87b=V<^s67p{`wUs z+e86}<-POB#tBZ9heaA%AFX#!f9{}o`!+vx@5p{1|0VI7jQ=8IBM%j!lr`h&l)7cE z%^ZAF>L*bAg-I`FrO>Wt(nO`|{Av~ObCZoXZ~RNYty@9xC}Z9KayebL79_D=#il!` zGO=tB4eg~w606L9u2DZ>3})`je6{@jf2uPuc}ht`%GK7DAfxZpTyqR;?e;p&#g!$O zn6#wi`KwJw!_06>c^~+~@*GLLz{eNZkLdWqKT8d$L5v5I#ye-EB-Ssj#WJtF)*T^2 z^{##oh{tC&!fqJ6H{d_W%_rDl?S>}l33L?koJ(Av9;v-b-Z{o%P}4F(Te9V++W$s!I(lmUf!Zw zJmNI@J2RtD)ZI1@4^;@1`tSr$EC*`MW>%y!d?B`4gt7mM<-K1$e;_mPF3=C)-0G!Kn5h1LZ8H#gt$fH#KBm2f5I+0{ zZ0qZ((BT=_=6-t@!kvIw8K*Ebn2e@xa16u~?I{*P8AgZUsUNS&k9yU-*u5YWCZa*G zX&z+m7vCRXeV9e43J{{L;8$PD$TVLxa$7xEZ2ck}Yv@>X^ntx`)}a7nb9_q@y;-S^ zDo{)uyF>yFPP6oj;2Jgy?>Q6kQvWJEzdm`UTr&tc@NI7gv=JH&WE2zJvlGbSE8cov znlF5=Oa%$zVRf0ESEoz(7PehDg#BeuWx09EdexFxZ(BPt@re63y(F>#$IfThE;p`+a%M)rB1 z|NBF0o5(P)TaY;hVZqvZz?h*q;^h+ z)9;v&5>1tDso$J^f|;#FKuG;a-cA!RcOvfl{MgE$Y@}EvOz}Aw6o!Pqpr>e`MJ*8e zT*QX763gW7QD(u}cv=BHFMRP?$x zh=c!vm~CZ!qR%hp_E9xEF+0=g&tg1$0s#>~L8vN~3oGmPy{q1++2+REMD-|3=(WW! z-x(+FsK`thj~$$b-tduhRxU<6(knq>LKMv|E#jU>glvy0yzb|NeY=Qd2{rwZan&Q^ z_GNa2*-mblc~ahWv}_r_WB@%18-;8~pBOOfUM`q-C$rVcz~g0Rh{_oV3vl-AG(PrJ zeH(}zWoo*~WDkl2Lrn!%7i-4VJmN>cG!Xk;LP?S9^OEIvpd85DlZOr%G{1Kk8O5*H zNfHptfcO66ijK(yJsqC<&VAU9zo{UHwb9>1KNzykN1nBXK{iP-~p>$O+idYB- zM~maGdhsI= zY@H&5J>BQmyDX`Q7Nq{q4;rRtE1!P*RFJ{3pk*iR9^sqgXZA;*lyNB7mlq!bcazVB z=@C#g)!BH-DyK)G#(;Jz1`9l20yb6LnaCy3R^@ACbz4+Wr@)s-BK>*Y2pSeYn%M-XTjd8feXQ8kROcxbQlgRKLcl_Jrz2(!kgbz6TX=_6Z z!Ew(M{Lq9+WAkwL`R-c0DWdji;5M-u#6UCz*+j=PpxrO{bum-vqiyU{HqJF~hyUqw z`vG_+fA8e~|Nht%a@A)wSg*~y)*(w}nRBR9nP^FijRi@&hx^{*^a)Ut1>x~)>_&>X z+aGfyyE5}^X{B!yyw?4{V%?KI-lTPZs^x(H!j_X?Rnf0IscpEFpK8@Z5wJQ=Oy3Z> zfIbdY$SXo3pa2``Y6#No>Po9INQ{B3g>8pV2BX6OgoNi?a5MxMYO>RpMbBMUULPZs z8#QwNVO_u=8jQ?c`yxKkLXh-??B57xnU~dzWfk$4rDi?qySbadxL8#Dto?os6f9xCcDSog301!#p7nv&7JhdAuQ6R?4000kQY$d9@vrshvD|P?@ zva=XE#LOwZcmSP5;;~{n4ImKT?xi@$&;kE4iXxPN7P@W zuEF*__f3I?>F#V&ETbsngs)i%>i_2(u@GEASCeEY<8x2dANUwt zn6_wO|7&F{UulnKOc*?TH#;6YN z|K`*g9t8Kv%*WqWqHwOelzD^8o+zPs{}4=qq%}SipwgY!kYj?vK7<{eG$m&?Q54JD z4b{9s)5iH7sh?)tVXuGZ+?`%hWQ?QjbMl)IfPZI9%OPCqFh+|mgX~ttZiSPzDFTx6 zcmMzc00}k0ZmQ#*Qo+6B?%Gm{JJH#Xi{A{eglcm0M?PQw`^sPcW#|5Y%oH!fPq@YJ z_SWkZI@!?Xfdq|ECbFtZwe}JiK8Va+d?d|-v7qjL#q14k`gm_-YJYtw3j4Uf%;$$w z0C441`%%KB?q1{kEnr_$@W_A6Ix`~Lzf)CGc(RfG^V`-=N?vpvSJB{nR4Y;-va2Y)d?b(m`|TAv z_1E^e!kyjrRRi=d%e+Q{|JEqYq=l2mDoRYaewuwgZb+?$L+P4UD_`deN`PaisUmou z8F4ck3~fOpY`v;z2y_jG9Vv~D|Dhr{{#t6d6*Al=mZTi(liTVipnSE)v%rqD4d>_d z8(=D2QJwdrH>#fOL6ZgK%I`l4pjgE0|07o;C-V= z?vTm0nmKMgBlj>_oB6*Cw_fbMPGwvot8IQ8Jwsmtw^D{!`T_xaqYhzm#l!K>H9-)%F*K- zm|N@QX2^yHB+?%9%YXU7f;%GXB$lwM5Nh_{;}6WC;eE zmK(T+Jqin`{)D(!DneKm*@WXaohY8h%ZPJ4vcsvsT4AnnCo)5V5v;sX#>U5gcKa!t zV!h1s+E>r!Ar=WRK5tiNOiw=Itf}X>r#Rxpp|;$g_<8_Wg~M26$;8rhb$^6z5iPUR z`d$pGW7da>BtLc=Eu^fu06~lo?pEQDl~RcynAh{dTY|%*yyE(Rcmf55Q~y|l;-RbP zQw%yb@y>6;a~PYNk|~)zvUpSJO40b!AwX-%_jG!e3H%7|g4zqW0ni|62Cla4#nFgc zNoRf`#D;aj+kPGju0qqa`@puy4zZ{dZS7(PKrvyKZ4CWI{cQ82{T@_YTZ#jLOpPRM zHqR1l-LS%6zseYCyhN>d+lpa6rE|^kEa0=RO)HplZwV`FyEb*f+g$k*&<@u7XQIaU z@w+zZF6NzQ-B3bum=_Fk#R@w%V&R&;KZWKq|DgptPaFHb6IlUz^~MKsk6E`@fBVRv zyM}G&3InHvq`x3>9^qxF_wZJkAJ813cu{A7-SOggSDrXCR0-EyeW95uxnO@~MH{e_ z%ddxz@O-s{WDzx%ID8y@-pTDc)syISAvSwmAYZ2t@8l^i0GN)Mk-fMJU{XS3$i}fx z3`|Pc$O~FY76=UsU_3F0{d-Qufu&TV1v6;#Ql8U2@Oi{Z9qJ{c)`fChVZhXH;?+YNf`1Q?*eT&ABq% zW<}!Hs?PRu=T+%X#EPHFsLH*U%J14%X(3wp3E4KxWWQ}cwBxXn-yRA|w$(PxoxvwK6WU4?OH5tw7OFvd4AXZ14XDtC6tYqPS!%fQiaawK zS&S0!{W9F!Te{fm2*FB^SCNMe6{_p`v4^8X24|kFt5F0H6pEIDhb~CbB-uPAjcSd# z691}UEX2LKvlR5f*sZuDNC$ukl|-i5bCGiu1D&rR&^JVL-Wm{ zK|eV^oSu^=0XSf{-3)&_({WkI=E?Uym*|q$JnfMD0OdG;i-;PhEcDP5^kUTrH6Fj3XGcM$tX7bX^A7aKmKdL z`i?3_r-4qK+g&THOTP*RIT4cd3Cl0-wyzoh*_7A$o``s-umyok<19uv<VoK2vcUjb{Z zdS+2|K*gQb1m(*{PF7SOg$ETX-5b;Vn0gde@v*qA_I*tb0Y6Y94p*B`H1dJ(79*7L zr_%t6ZAx=#8rn>;w+w3+zw2LO7R;&^5$}cJZL{%di^z)|NZyLhTES;`n3+IOA*`X8 zea@#W8JM*NP1eVX~$nQ zm^62z$uiV?2s#9ZuU*LNIm2;$c^#8{ZtPbMzbo;#gOA8*T++6_*w;_aGa#N5+kuuQ zc6@}2>I!DpTunI=<|>t0{r47>+&1DFsKzdj*5K{Ao|3qH$1b!!5XsWQ=IWC|fHqrl>{sO@dRakoHK|7Em9ID_2VZL-0!u;#5ygws?zXV?r-~dY+cx%;xPu^g{9U! z*eXYVsdY7mYt)v2Sjw2oZh!Ls|Ich(@6@K#cd{XQct^sQ(qpW+wP1|j(dTOyCSP5Q zJqUrI$nk>DGdOTGDB!#UaV5uKiV)21K%FdL+zd-p!^uU7qISmfKLhX>g$9>zsn0HN z{T2tAIzEaQ%_AGpI~LbJ|Ck#1_2XSA7?z-ld28#&yJ4(g&lG2AjjNw~XmNF4|M?WY z22}y5OzrvPy7laYy1wx@rviC5yPDt5<%nmXz29Fyh?20-2fA{@nJkcWQF0eKI5)e? zh7ed0W48Lo2}+;m__l-#KfHq_iy3Kc&3v(iNPq1}W%7$?=MVR&%QJlzd(+Yq1XGGEhP6$bNO7D9)Nw>$DjFj;r;7Y7| zTJu=X#y{{PU}TOJf`DPRL9VKZ@1wk}^UUpQar7J+v+d~=VMZ^cs*;|^v!T*JKZQVs zLK?ca#z(^lpA3LqLn_b9!f{?&07#XY_>KIJvK(Vf(BsscQ#`;a2*HOTbiVoe(WjoK zkE1#?nV_4=uV}q-TPI5RW1v3d7dX**cFhgOna_g299DF|tywVjG)>amj#xFV-k)nA zR`g_=d|{+Y+5w(J^P6?j0;ZB1Fvd4lTh=DkipEg$A3|F5(2|_ng&Wek1Tc|*CiBq6 z6sAtAVd1u&9cpqY)Zq4<0&Jz=3h@+B_RoQW4!?ccwQii7>bLWbXBy)Ym3~2zZ%I+q zU-?r6Y$7y6qqX2l*L@X_gG8mT3ba9qiacCt?E2<%DVHWc3@L8={xiMpgp$Pt7FUm2 zw?k0YWpvl`DUBJ2JAS4!FN}OOEumZggz{0~@P&D}PcPp_ZiQ|y7j06=51K)SI|e9O z{#NHM>tmGCxI>5vPVEob?Bw_Yb%>Y{q5z5?fHLa+Glj5Y)7MMzR|@`9Utc29c6`(7 zWG{4Nm!xJ#9J(S>5RPuUEPk8cc5cvE`90dvfG+8EiOT~8v8NO$_{dvh#-!cqUR;Yz zCOrZWn`IYp?j#zxCTpJd@>n;j-B(_Z$%Wu{;sA3q#_>w~|M)dMCiHPRzRV9Gr+qyj z9aof@fSB@IgHZp%a8Y7a4ATd+kkM$*UgBE_EWF`;=mh2H-=F;gzviWIug)&R)ZWm= zCMjIzbhfg{fA(KnhTeDcscv5J@*is8Eq`ypAmbBDh0$_5fDut6nj<57Ebmkxi^qd(fb6Y0jYq<@Oj7Q!CRA;pGoo8Xm{^xm zj0Io5h#9d=tp0=}cIsH3l!GGyY$__x*(c_O*3A7KRm17-esm9yJ`Y!%oj7qZ{ok~f zfjr2ExMlCLC`ix}BuJCnR5awG&)rjE zvp);txaCe%g}qSM`e6{i7JgC-NQ!#(5Kw$UX)zAY5Fr#Q_zjf_hZzqmP^g+ zXb1bn_i9iYg&Mwp|J>A!K#tezz1)~>w(*>YqZvkIYtEkVI2Rk& zQvdoq`>X$}@9qQBLe~9J{hP29*SFoOa5?RY#zXEo0|&$lg?N!M)z01(WKL=8c(`ZS zWV9$@lIv1NPjH*%rG47>$Im2wvnk~pK5fXhjnV~LdZO<7u?zk$pL5@QOn$nqg3cC; z@;G0_mE1eQP2}v)Py6B?>Hq*5VpV_;(BK7pfg&)a5{;M-V8{kgn{@01egEN#CIM67 zSDe+}ad@(S$@BI7w@I+0R6^oR`SVymSq!IA!6rO-flls$*Rpdw3tyY}PU^n078bsL zf`TzduLBc;Je!lx8WhbxJS7P;O@IWO$bkqL002i#1{WTmX5=+0fsbh7 zmrB0^pZTmA-~SsYGNfhO`k)u+2baWxM*)m(YW>2w>ylF$XXE)>M@mApS6PSmCzPwL_fB#_{;6z^$^VvZKufO)VSf~%ul z)<|$;!uV=AlqZ<}o#3d&w&(ZUH7G!=k3J%{sfy!HJA>Ct{!EKe?SLe9Hl?(GPZ!-X zhD>_c{&X)qebH6z-C+O!|8SUZuO8 zBXV3hVbd{}uJ7d~VQ~0OC_KPjh9>YA6awESmUZ8vy~g86E-iHj1!Ny zD6VxSjBTPu-79ZiZ>rb-0EV;Lcy{7hH~YYRlN1nez1-$KuQU0qPZUU4r?uusn8jj2vlf!4;HI9xfaB=h~t>B%)aUQ=H1R&^&*Ubi)Bd6l&2| zmvur>Dk+jL@h`|8&8JTuFMrOgtJO**|AfkqHS$6^GCas2*}#FBOt{v!cC){EA;ZPx zJAAQ8rl&(*KiP5+u)FcK3o}XFFHwQ_dm`5 zhRe<56LEOJ4Bp)eP~E3>rJK%;9^5Xcbt)T?%{UpY5jNK|{f|4{)a4^$nH>E@zPiy6 z=kWk*d48R5OEgq1eM>vm7^Q&TWZK*=P*cPCA)q>gjMW2}g(h7_-#)1b>hvM((ydUh zzOuq?I%&<{>V6i!L?ulJU)B3@@K^GOOwcT;`&s}`5v95%X96cJ7Onp5UyCnp!DA8Q z=#xH)h4WstS@^b<0rJ9`P8NJNVi~>5AUJ&3gU$rf*n0F#- zivCwxY&}Sm!9Zr$PZUM*5O+#7O3QSO+Wm<8$6vlJ!?=8$LC!OW-K%VX9L5`ZCZ>e! zxRu>iUL6k2mFinLUP#QG9KUKavL`5R%sY|Ah|p!wl^BvovQG!J8hF&!R!HSBI}Gn{ z^N(U)(=p7-Tinh&eGOv*Rxz7~YUMvU`f0crtHyJ1AOEHC=5WyGN3Kvb#lWs{;qunJ z+qWsN{x8Y@@Oy88=#@aM_k2hMDfT1~c2!%>0Z^hcpsr&Wi!_5twIs{q*hj-*)z79; zf#WX>i0ZiW7(Brt46sWA*1!Wv0cnw^Xd_gB$k%S3+gt-AR0hjZ!oc@lZ!5?gpkUg^ za*efumjv;-YNp%Wtoso)7;!HG^BX@Fj&U@LgzM zdyw~ubo9h9U^3y;3F*6r9Q2o`|a$9pai?9ru1?ZJT36!hDI)2`9L%V$|u7njNg;~@fp zjL~rbB~gU|kDv3r<|S)i(4XH-)w{`lLg1trd>tr?tv5=^RbM8)HE|}+Fv_ST!lDvp za=!CtTZ&luc)qnU>@5O^JU;_}|Kz5U3d9(7FT>6kA#Q5nN5(Z_ZL&5SGpp?7NFJEA zVeX0TxciI~OaoO6fjd2dCP(6|1Ve<{xbK0+p`^e#whWBAc;}U|nx-#Qd&DphS@iwT zd6&WKo4w)l*{3262jvQZ%`Wt+mf$a8NqwO2{1PEG=KfhDZF;9f>W^6brRc&}4Myv7 zE3_QU&8`&NG(Uvy|MgT^^Z}usSN91F_P9jVk&Bdn-h7)8KRdpsfB&|to}8s9rID}o zmUn#I{o)sJ#*x&VDq}4)pofiKvsXdtkcRtSIz-{00pL@)K7kDiF2{^;u_bdFO2*cK zN%&wk5?-=_At+e;T)Wl%P7J1R*B$H*5(Nb_iC(kbfrj^X29qQ%0rsZB54VkC0Q0B} zawg;*qLLqnx)<;nX^Pa}`S%DQXis`>V*gE7W1ie&evFm+_B4 zvh%=h`^be|xC-qOh&lU?8id`O{~zyJ22AxxF!|IVC1@dg@cm<-JUi3#ZR@mJJdja< zO~(Ch*sQ)B;2lEF>rgK9)BAT=T#(Z(`@G&ii3y%GN~Pw{(hJCVIqwZaE)5Zw3KCW~ zwC-LnNY+B!Kanka3q^{E0mOn?9U5~njKP{FNsK}P`rp2twS|0&r}@nsBBP;7l9 zsj5#_G>Srw*dha(%u1$&MRm!jInGn8^Y(J`uZ~3PEI{AJgG!C<^4HY^RT@ao@k9`k zco!=d(cOVZpq9<5zESFZ8d+rN*Ld#{j&Ui;IzGtcYU<_A%t$p^%CpDOc(~>@lC;Ht zdk;{}+XWR67jCo^zmv-4bukn$)fG(&tvKZ()&zN@InpV2B|*uANFcn|5VDV=pYVmR z%~!WS6mj$R^g7tD-gj3-xb`G!`L(fd_{H+*G)%t$dN=B*@1xZ*fxLMY?}mv$Vs#Vz!&Px_ za7fjwjflrr41Z;!o&TbwqEn7r(PM_c`6&tiD9KV6ZEcx4D0YGB}ODm(tU1)1U5qGWoomFnw2fcB4YSFgb^QV^My}R$3=36>4{(ucp(Y!R-8!fS^&Ochk0TX%i={1|n z_96B7WZ1{qdN5mJ61tvH-VpO$>oS+~HlQv4x>=*)o+;awKb?1>4d2 zhR?lxYWz^;QVWJMY4K)Vz)A6~sj*+nwRjWJSlPf$AI*&;G)X4!4#@*Qq7YKa_4&5v z@vpFabp5uY3gPKwVD}yG%|S7a&)$6FC4xc7Hq4|=k6z8>)*J{21?eu&gst#1*j z<(-kdut3@)Z~${;@t081mz&R4JkfSO(wFgc>pL6A#Kr?MSuhYgPfwIIDHNNi7xrTB zFKgdK<3>#1S?uS1$_);0ycEU)#H$g(v*bXNWYkE8j>d&R^jw~ zHlP2mfX%3G+IM^fVr_ID^77=9*ILt0HZ3wwWR#Nu6h(*m1@$mXEvom4Jzv`@Q-_m*P0SZiOA_oILFrbhC=?F$^gBMZG@e@FwW#rn~+59mS;z}0)fpCtc};` z4cp+@$*sTCrIcHia}AQX1y#fQcDEGEl`-0JT6w!@?hxBxpW=L779=AQfI%kdxz|p5 z3Ov)o-PoY1{TC+{ZZ>msJp=#wiA|}g8$D}@;VaJ+>Q+x&i3&}}F}Lca&>8|dJ)`rS z{riVgx`x8KSA}Pj!#Rp!92c|~0k+l1tgi=EO0^`kixOU41gFaC-Y($b$%Zv_DLN{@ zr4|cx>E9v(V(A$uF0i1m21(AH$s+4h)i&NH4n1C&UOE#QGXe5OOZw;)A8;uxgDR%X zEo9eUzjDJ&x`(ir%t1@@#AA&`;|&j!>MP{VJS=I1ib!_byxC zHw~fUj!;v+?v5Qr(qYz?$lL@^PiLMric|!Z(tI7zCSKI$}%p~3Y-7`|D)F4 zU`|Zh9WTUW#HVazeKQEY2z_ipTFkdPd`|b%zQk0-Ml=CjT}2q(S6;6lW(9oT34Igk z;+c6#SwT_TraKg5DOyXxEdC02Tn^hh=yH9cDfLa(++@`BERb1NBPGe;(XK0@-@pA& zN|I4%L%a)h+L%sxT8U|RH|SjMlSp%m+rwn?H)qC*CI*J>hfIfUS`u+^ZIw?9tQppW zq;?a(1>E!LDuV#Vwk)-K+s(c14TuGkzyHPnf5(2KAIB$p#v2&YSrtKtICG&onXjf0 zgu*b$uI*-z>xKG5<;po1u$PUF5jJOwnnrQ||94?&JhupcIag=r|5eb0(p3@uCFh5x zM2o>$Wc#F?eIGF}TywMK#f!5%d%7Bpn-}fEMNIgy^@i>(|Kp5`rc1W*Dy5h=Wu$}D zE8y~E{PlOzP|_hH84jYC**o(eiuS@woupG?p2(Kf5&C>mhrMv2{~EvxEtR}hJMJ=7 z57jcx=igyflk>Ik(N?3w0B<-=@QFuqLuMn>8={J<78&fFD%#wj0Rk45ttgO`T6y6}u zS6ynm^5#7Ipwke`U-;YttWz|?l8lX-zc~rWrRf{h-3vNJ1={}>re+GzEt8iFpLwP; zM1miDq4tbsWQk%778DyDXpU28J!^W3_0YDjZ#7-VitJPZMf=h+qtavI$Q72IR4LxS zjlGF?_}v+R%6+tFdQ!xt^DTt?&RBHel<|jJ+1OsHmh?HbFCQ zjH1vSo!KBFw0scC0)l`1ckMDa-j2FNJ=AV;dO6gM3lid}tYQ?^Uli|p*H5Yn(Mk&sJY+LuBWO>U|gWZ1Y^cLJ+CDl_q8!s>-53%r}gciMw z7|@HC?`i^^C%Ni8w)?vv{P&^j{1&yR8WNR(_dQSBK{dw{maYNZuXp1b5&DmgtjwP#j0eap@1is1`y3 z*xLF6Heu4i)t={fuI`$PScB(}r|q4r;p+k+KW;gMD@hHQ;^Eb2i%}IuSIxISKa4>Q zVBucAHj{Ty(yLVV6U};}d*&M$U+G~1FAt~)ojSuTNOIVo^1899 zLbtl&?M?#2M$K1TK!NT0PD(*lBF8~i`2oLu-VW&hKHj0ArD*C`jL zn1$erh*Xof^mm2k~#xJ>b?!=p!B7c?)M4T7Ya7Pf!(IG)qrn{Yr6JU?1e?=tVq zhB&NVcXfg^I^H>QUbWRb<`jFiK#5CJoX6b2lMWowWDN#rE$t?qD_iMQ!FuH|JrnY6+1dK6yxg8=3 zU1FIV*!rWYNAfic4nvv@=sru8v!(c00C8zO$ZmZ=VZ;)bdCsLQdqlW(2-y5kHQhC< zlY92Bp4|UB9OYV(Bk>yYsD)l}lZntJgciHD^_xnh>DpN!+(kZGCZ1$o2p7a3&iclc zZ{IFGZ>}JIAf7H$V<^Tk3!(p#-4|RooTcZmUj_#eCxynS1zIl(FWA=YEh!+BWv5>j zpZ9)-=sU#jwaE80LaZ$O<4>~*Ecru6IEKp=@hC~r(C(R5E*E2*|5M#X5%iP1yZVwV z9!&COF^8KX{}i$I2BXyqX2HSem1z z%_>kd8%*aKiY@_l26j|StI3&jv9SuwBtz&|D08HdEhVyo1d|7UVpkTVw_pnZi2?q-kKRlSpgVkPYbcA`VWOkG3!sj#js%`}d@~{r-LWCl zbYx8}eN+VsvY-T`X*~p*H^weNyg*6ABjmgx^kuCSVP!V9#(flT!`VRv`GB8o{XOz}6>NH*+%9+k~{ftn82JL)l2Cq~{< zc9awz`~)@vc?TRnnHVgbUy!@dkVca5 z7cywRr0<0huB1|}g3%*S!T7W1<*8>}?69?d({d`Z#S9Y-CV2n<`yt)Ps{KuCvvx5& z>MuDa51xQ!c^hFhvKob1sLBWdT-HkwKmkpwN9HYkj(ogj;db}ohWeT|YnTVwFSnm@ zo}{jm@JFs2b)9$gF^Y`425a$_Ap`m<_&ge~B}U%-i8hoG^X68tGN9vCCIP}qrnpyF}s*c6Rl>S2*f26O7 zT>v3wH&PS#zyIP(Vl3X?a`pIxvLe6$04&-CC9CUNV8b@%mszk!(jQ%KwgUn$oRR^h zUWx8Pix6$b7p$ZDoA~JEBl|arRwP+=YrditkLLIP-WT4?>-5n7fE_9SAEgNu{-WRA zMBOW)_nIlC+6JOSECOI1sdH6G;qON@QmL&u?rB$E2dHU%v)O`jZOn9z+>hb* zKv-JSMN4Otm3;*Hqw@-wrDHPr3so-?Dw>T-xb-m;vy0b65Fofx ztuna&EM4R)7?Qxx{ZG4wjQj2r6G~@_jbhUz_jt0|9QgE)S268#b8%~R?<*JEUO(xs zYi+;?Xh{F&@$95Ry>h#>1LydvdO(nF(7fkwNTe1VkiO>LFfZpH@_-vML6Snhz!fSc zZB9u`M)v>p8Hkxg7FEkM{$!QyZF5G2>IjscpJ$hx00aLbb^{(qq<6-U{3oV>-@&)}6<>a-BhI<3b5Kdn$TVXO0s>+2mo^ z{?pGV10%k^{P%hJa8zsR_i2xPFvcV4G*~@VZ3RsfK4O^|TnIFM<^Q-?^+Ew`nFCOM zj1C;`s(>gUwD#LuM^f%JiBfvF>aE#>qh#g~)>?}{A$nrD&Y!uXqDB!(4VkQENqeqe z0A1bUcvW4RS$U&VAFRAd0B6hql%%2{X9PFXM7@q)+hxce&Ib5MijV0z%pm5k`T}f; z=ng@`;jJ$QRPIIcq0R}Z7p#C$Qc$+9nK3*Nb1k5F`(D; zBME$cnZ*SDkVY(U0Fb=cY7O!BCLk0#ikc;Kwy>hJzERCPNP!+eM(RvQq)F)XX~cq3 zbK3e!^9R>e`+JMcejByIob=a{)x2*B2iVh=QZ{^oU017f(U6|WS1Bm^duuHFIh89H z?D2-M1U>)%;_Tsk!q#Q$3a!Aho0MJU((q8LByE7c?BatRYtaArF~I-Y@ApQ3(deXydb-{u@wZdsDYQWi|CtMET4eTt+e;$@W$eFb~0P>!Ie?+`qr@z1e>(HI#bpY*ixve{n ze}X8d7BUCpvlk_*rFAa$>&W5H&HXK3Yu1b~Wj`*Rn>G2W}(0(bZMDRVzO zzhuzd$@NL8d>e1oq5XBugqAjV)xn+cWM%yrvT|+NvUtH#OWj9~do9|K4UK)ah)buyBD@tpWM{d#WOrn&k#T;REVzpt%GSfB*mk z00093yXVMbufr*>wgdFldmt!z z5-rhq<(5eb^h$@xW@X!yK}LlWQ)M+1ZX$Wa;AA0j=GtK)<^4?wHY)QW31N`XmB%PE z7y$T-N|L$}AHdZZcVA(P5|&SR6aEKoxx3*{JclDtjRIuea z1UUBf{tRhDZnly9^s-258oh+pX~q<*lX{Sl8{H`}xgyf#Hw#MyjLaZ>p+D$A1LyOq#}M|$5gudz=fUp-g_ z;Q`^;c-0SLxcfh#>qEC4`2+K+UV4Qy_lizs0gFHO zlu5?yPDCq~6^_KQbp~Y~rs7T7edNVtSzh3I<3HE;*M2atc7n7lKG^XxVedsgYpN8i z1(u|iAN4=Fs5D2Li{_%qr${cF&6`eFm)Kx#;0U~U#IGT!9H!X!({K|>YDpD5>x`^c zFuk&Hs*qe)sI;O46j>MVi$`ty^2+06rRmn8+n4|Ug$r>^{iH;1qu%lUeLJt2i)H`m zK&HafyGM)|QZ|ru!a7Qi<;z&Uv^|_(_;5YEz5En+vN&)tvXq>C+D|?=qsJ;t+~b6g zTg6PrPAjAlnp5Kw3;})$R1=iW?W8sPh_51K%){vCcx0ue`}$|kCOx?E&4;j0puXJg zF-Dw=lnbZwWfFTPi@R|%i$VM}e#E`-1LY=Mo7gyPHq?8aQ!$@F!~>2U2~g}^=jRWo z`M*EI+&wNCS)$~#xGbq}!L<7%O9>B$zZ=u1okZ9Q_9|<{$>Ak0ni;_OR#F=q(}Agp z$wRO|^_n`JbeohG;nuj((0L&T|C`RF#48Y;L-rdM7Eo0YELDnXAemM{Fr=fM17SRAf2gpq?V_r5jiwxeFet-MQ!C zpd$zAU(8~$mKo32Q^<>FgYh}k?9>r2HPv-Z6uE;{e$=0t^`rv?R}Nf3W-|cZ6qY^| zcCA2Tx{iXkSfCfy4;v2Xk@pZwL2S%}u6D(>7hK}P4uFj2!Jl);+~KP=69cJ(BjPco~H<^xE-v*A@&3>mNU8axOyJ_)<3v0vof|DNgSk@v+fVXgC3@Szi_xj|je*LObv^^+to1`MZ3N{wLx+XuY zLS$c{S{V^&g<-FKL%9 zo_qn+RdzofGJp2^=y=!(Cg z{lHa5xC(t}O1tTD26+H%Ri;ENV!T}`)v0UIQM2(yI0OOyA+ljrI0r}y!+orIB z?e2Jxcc0)tg3bVvKyAOZ?AY%5G1z@Pb{c4Ir&G##@s|P#I8eAbuvc&sw}wYnELuS* zfkB;BL78Ny&jgz$kJ@(p!g>Xm7=mywRu3E&tSh`MSa5xXuzDT_Ym@3C9OmF1cW@7+ zBU;N7az>z|3j&%)+6*$(s8(11qUb-D+E4HMbv+C^oGHlrf9_OZ`1SP4Po&zvdkq=mU(JP7|MhHNY|@ruxHrrN_h|j` zZ{Z|s^Us$88Va(!zLl%#Hlg}RICPg{sSb0C+f1m;Ftf?k_gc36qqYv$onrYR9!ENW zII*u+4mrotJ<&oso}C`znM(r+He-%6V!iJ(3;A;$=u1d@k6Skc)_uH^kKdo_I={C9 z62|K{9^0Te;oqw`J=K`60a1v7&3pU!Njd#GS3Jsm;nXM7+|k?6O@FUJ#XbNsT+kdf zkZFruPUdSt`CaIKtU$yqb-nKh_b@!K81r%Ld%jt?lchVy5x+{-L~sYSQ*ajWeE@7$(rw}UgUtWEe1OH=!7q#oG=2-a5&$bVg&H~nKOHB9Vc zCRxNQEXCls_Tnv{dImPO+%nCQ&%-g`GzkXaoak3k&!b>C$sA-;yTW~{yE(KtSDZ%q4nrFBTX z+fiFWdy21hdNy4NQTJ^OB_{lJnUvP|0ErhIKF$CC|M__%rwjJOXM;h1#&ga11eM}! zw$LJ&0&U3`$B%)*RkR*s1xr?Y=No1pP`yFa(eJ&|#380^TBxPNSIYNQCoz(6-Opd& zr>N`;>2En3X3dQ360kSWR5vS@ zwelQw^Gz)r)U)pxuyh~y#r5SJ0??K6yG1)PF>VH5FUkh3u3 z70h|%6L^Go7!kW@J%bKhw29l>`;+?>vDio3eCRD|0@4_>dVJ5XgxX77O*~7oTgIoac;rpH7D3}xz@ROCVz&2!* z2bR(^?z$9#w$V-X(*{#)kgO5b0gIhy+^cXY`F{HXDJ6)3Q~a5_vWJN4AOCRM4<11^ zGDVGd3bMb7te5;g!p^<@zaAe~SEWfFm84x`&HVJI!dV(HKLG+21YP%jRtHI62}#^R z4JkQpqWqVko2dj1(ZolKIcbR)!Cw=UG2@3P1OmCLmsP$s@1+-8@3jP<$uA9>?CuL; z_I1Jq{|{2GK2x8S!1fe`Ooi6)INCl6m~2HC8I$~E1qmz!h0!vBeD96HWfur@C*jSM zy`8sY3ZnL4qCef5%iK+cB!hR5dT-KonK@?jHlO*`VUhCK&puHl|M}V>Cuje%@?3AU z9GC%zKP*!fRH~2sZ_jsc|8RQ`68Wpr^F$?VT18ju4mOcOxhabtI1)PM#w+?vFYB7Ar zO1B-6-vfw*(V!;A4olXPLyUGjrj=%a;I3XLc&Wrj6r;~mdmcdD`E72M1)Vz!pOvN> z2DMP^e}({k(Z1SMW4E!HB=if}L?oI?kQ)81@jkk~aN^+7km9M$^49~(YhnTGM6)Z*zk$*A2WK$6Kpb`@{8<%NuVjAy^L=c;9@Wfu#P=}V zVxTGjq!6D$VDp3gFx@;;95^xKHU*EdGNbbTB2T|V^Y%n_Bvky87n!6jKckO|D?&f5 z&`?5Mi5y^w;|D<)>}YTWRE%cVEtZi~`G$F#UgGenp76L0)a*?Fgs>t%-21Ufe1}Bn zSC0(d^mse}bYYK!>|4cc@Z&ppO5FY}F@eSaI180rEA0zj3{elWc?1Z3(g62A+o`Ov zw9w~Ma#W2o4+k&qNM+;o>;yyqU#;D4IWrohc9}L!+c(#myE&L0mM&BK`YYmdG>^>B zfbRXLp1FuITD|SVA>Rg$Q`(Aa4vb&TNzp>=S(NvYl+e|%c4jVym zM@gFQhIze6R}HA4-Pp})AT__m%j^%Psg1(Tnyh_aZ@IL{*!`K(tk01HZ{lx)hDWUv zV{?f@BqhySfhO7kRm$3JX{*eLu>ek& zJBF$vp0Sfw4cGFn_QSlevOP+^qMX)5C1W`6Pch4YmIY9EcRV7ac--)B_EE^zr|Y|R zpFxL>`1|fG8h_c_PxA@_r@XD!uzx{hhA|kCmvmpw2rm2A``9tOgJFDcU z6vAwB@M|SqQ9KrdYqb4XuE%qs`zr4Q1Gw8d`=v-i411x}@YVzXV5lyI+!*P{HkAk5 zgE?bSrgIC7-Fg__FmdzYx$K2LEd$4v0rTxX9h;<$pP|r_f=PN1?oNZOb;;Lc*cos4 z%n=55@9@&t?m@vJUXy=!{iu|%=^hcB)SuO*tLDGLxO-n~QMu~M|+u05Pz9|ws zHH0jjq>a?QKGzZdAQ-QARt+>75mE$iONI)gZ+ibQmc*m6)~+R;=NrIRl!V0;iT$+e z&UaHuV)mLp#D*AAAdI7k?Htv`6T7L1QNj^}dH>3hag3{Q4zk-$mHAG3_97E*`ea3T z-4{@wiLjNPF_v0W1RZKm6TQtwjOZjy?;{+$Y+$NA04mvjajzr)b9 z+x6eh5{%6hhyj`>uV*V2vJb4tbGs+;13mMT$(dIDqb^rfSG=cjy#CM0?=YL>HPE|DYK>Bk@A4p?@;uL1$_=mJ4mtcfk`iL9v zI~J9H|M=Gg*oxay>vcAY0Ax)&=0#|5Xxc`6ZE&nPxLKxS6m8bw$5E#G%)1o0N`D3f?a$63}wpW}b%>wJF}T8~v=6`!Mx#JZeV> zz!GuO5lgCs_w>XasjYwCSy>r})c4RtNZEWPsZRQ?dLK=2 z=`k9`JlY@z7k1+_;av&8)pV!Z%>3v|?Q8m^==na=DE_y}b`PxTD1C4%4o-EYeP_ z*7;bXC;poP=^Ml19`~l~@wp|*R;_3unEx-tPx4+M5;-X&Xq^?tC(Dz#)jSJptCq7U z8FR9=R?+ZQ0QnX-j8a;kdaw1h9xm*AssnCgw&Q=?xb3UWX4vOUthC<%BURtR4IM=p zoJ+Sz$hz`1SwAD5OzgWm9LTl}e$zm*ihHJGk%QmUusJ>N) zOhRKZz+^bv@pU{$t*>p}ASDjxjdO!C4TP&zxw{=$yv7^4^~_Pjw^34*3WQ%k=b~ql z=0I#k=9Mn++kgD=MvjW`DKMz=x6txn4_-<3Y6@L6t5O!`QLzc?aloj%UGQ%F0jp`M z2;zD-889$Uns`O!4bOOPW-v_b%tZbLDPiUw;2b-xWx2aFAwDst^NSiFY2{e_BG2NN zp}1Sw&B2!jJ6NUK;QzCf?p)B|>TAz#gqEKl!@tddEBhxFvn&sa{dng!v{O(~^Ql!| ztD^3}?(`2vB#^8{EH5`=iDuMm+MA?|Qi)zRDmAHs0)4rUk`1e7^v=y7 zMSrkOFPVHXTI{8VN6)i<9gwl**d9rr9O7Pc|K`bRFOwX^lfwB{BbCz2U`do)3tFBi z3Gn=725|@_ln<+AVn})KF+o{N(!QdYh_ZzWAGL{uWq|QK`byZv-Q_0D00` z+0CN5wOi<|s3&*63e`&im#C?yIU)JRe{VrJ>L(NivW(STMj4Jy4Eg?ivH9saps&Uy z=L&$g^*4=qdDKajmZHE(4)^pJI9WY!%^iS%>$xyYdIHPLcU(Hyjyx&p&OK@@+y9G= zdGwDSCZ4=2!Q*egw1brsuyzRs#!hx}DYhF%7w|NpvR+K>ioqVJr2Nl^dx zuc#D3u@%s_^$P<0$fvjUGj=|TBri+CcZ8>>+0ps6&fCB_F$Mi%JB*0|PLhBC4h97I zbOKCvQsuh&N+OG#S?_s{y&?bna=g{o$4${_GhtnYtmH&I_ z@{tCT-GlVpl4<=o;-W8WoZFTkqMPVRGIhYc#tim4-~a#v000930Xh8H(Iboh`0jDl zg{4t5;`UQM<_b17wkqh%RrrW_UpTwT%;V`tUxu}>2#v!!vY!G>U60RgQi@(J1KwsE&k?d2wlLK4vU`2U%K1Al2ML`S9^0c2~l#=z`H(53}h6uw}d(&f{GD|fUO;T%ol#GQdZ-Q5bab=O#)@Udf!v>^=p?a z1)Ct^hBZymyNW@`_l00Z>X0fG*ys0*<_~=ZjxdTn;;u;Bur;x4sz>SQXr`27!@Sx~ z*wKI|q2Vr_!ss#&fU7~!6#?H~Wux)ZDnQ0;!Y8C>hd1oF@1o^-d$Sk7cor_vTgTm7 z)7mV0fR`Bc9wuR*@0yfJgGE0D__7~E`3mLT&rH(WQ>MC=LC-YCLI?fO9Obw~u9st| zMdMr2lD5Z>r3^)GZLCi{@ANFiY+D}=g*(%HWpIi-aI8hw&8p)HEAk_}-v7j<|Nmdi zUXCZ2Pe+s;uYyuXKDMTu>tL)c4Q-e56+=JoAGwE3Az^>A9q;^K3FdR|HU47*I`Nx( z1imLw#HXP9TIq>$j=Bt$Vn|dpv>xK}rNqDWg007Llj}mdz*tvcwip1=GqFMrwMO?t~3* zusd0gSm-ry4nd4DP#bYZXKol>Xd=JNx?Hs@!}jO!u5)5Rke6X#FpTQ5;3i`~oQ277 z`_aeAB>%2$Y&WV|es=*;YNW$K+O5P!QVYEoK|N48N(N*p@@XtQV7mL%A3!7MVs1+PfaF{z%Vm}GXE-eo z5|x_>-*+T-@u)RQ&)rVJS`Sl&p$DRutj4O-pSDuixz<%6GC6$x`GW0T!4_Tsb>6I& zZ3}S$wKB6CUyLd2QySXm?mbNI%r=(zQAB_}=~hVP`>E9>G|ex@bm6^8Q}Jr5e!{jwc^Z_0c5X6x#S{qv>bEOR6&~!<|9?O~iTypguuuAv)|A(lc_)(_KmXxU zl?MIYSnRSgetLAct833na~Cz9Drj|&-+u9uI#b|V9E91$Whw`&+hk3mq?qU_S!E1E zPdm4D2u%<(=5|3WwrT!HXuqLm*R%rV4+|E50`eZgJQ$CzrBjRhS6*^%=ty0g@Oes1 zn`>1cZ!kw>#X*EHAbMCLb<~gVg5~Rc;Dx*_s3|{Ij)` zQ4m^#Y1cz_4B zQyC+2_3>_S6G>7(76k{mCD@rBhi1>LOQ3nJ8*aV4^XuE-)xVR0XbLh0p;M+p3o7e2;*phH_MDQV3C@z*6|raKMV4$@cN`x%6xStz=s6`>O6&@Yst ze1jro00Z@86~QrV7~AgjPk%@O|M8^iNq%88UCAz6)0wE(<3lYdLPuC?a4@Cg8u#0T zP#EuhtTJ;OfbY2eAtwpF;rvTyE?7+Pm1sf^Q+cHqFKh|3Xt*R^l*B>+~3O)OYHJMCfrIUbM~<*Tcvsc2me_=@boFcR@SP^ z0c*QxHU0UKNn3&Ql3dj*bcJk>O81vS6C1^SF{1v6; z{nh2H@*(^wwZUG*Oba48Mt>~;T6Je z_guXD%;6niM&CO21j2xL>k0=vZ93>txpUUXqh`&6@O95RNw(UnCrOx<3F>oD&~2%eMwOK z&Wjmc9O!Sdm!Oplh5`X)+zF<&SHQ7NNUqZYya~3ZS|@+3!LYf#pT^8FVnwgQ|5qlo zZsNzCz^!H!nlp_gAe7j~hVGOBd zA8_a!`TnC>SFd@J!V`ijXM~` zq5)S~&nJYWAUdeOR1Ut1c}(@gdyjN>O(_!5kF2(iP#sm}^u5jKJL0d6yq%$`i1d{} zz@$|m^kJLS4RvJ?b=mD_$q|W3UES}CZTx@#G#xN#T*sI4Y6B#FqSotXb3+6CK?@Ha zw>3BadRl43R5uKnML*96=#xz!P5b{`EmbyOPBDKQ;~yq}(7!K5<(2{wU&r+iwsjuZ zxoX{Gd{dv^j`JBWGe>K-==kA6ZD7V7Sw+G+D0-L=WH}73u(UOXL-naB=QF3epj*=k zx^Cc;Uqox`ISl%EVS2ih(eXaCy(F(#O=gNau)x<<;i~$H7#X@GCzy-l>8&|x1V8pd zZJ$xgm5yaYtA;R>4F|RBU6_=Wre7^O)$Uh^YLuT7S55aEbQ9Le(OW8kfoE#N5=-U5 zZOz#7L0JvEIh14vDS#!Q#*xyiM2bHkWvN0tz=ivmXYsYLa+@`VtzRfjk&1SaGP40Y zcKmcOTgQ6~C)z_vpRaF{Z znTI$~?-?QC+#?~|Zc6dW;6R(Z{eRnSB54G9(+tosn5;y+mF@xm<$N3K@Z46^is$11 zfO+-**byGLpa1{+eUPs+c6aW27h=9*;$MGwWtO`U2VBcu&zeZB|7j?7T9GoPfhn1f7Kft67D36X!8AS)6mMz zcQEQMj+cmdy_tN9w~A9ShP42ZV2i|T#A`_xh6g%`mT`zJA^cH!9|78(-Uf?K zWZ?UepKbyvV_q2ILdiQ9JibH%*fAH(%)h7eB^sAIn=JVA#-g3^m_uhfX~m|@iP7x{ zXRfU3_YYFaoZ|TOa;(Z(m2bblrAjP1r0KYphsN=|0r_T5F_x5Jk>C@ToBf<77V31R zEgi$6+ z9kEL;H400Rw>>$adf#i@r%O-pZtJ95SvN7tJVIrcc3)>vPlr#yAjv2c&7$Iq7x^f? zxFrCJARuvI3YW8@%=k5`8)DQ1LagDOp}4fZJ+&r9lQRxr~1%x?u0bt5H0_dSv>NU zX(POi=;FCt1oh9R2Y#$1vc5&YqoFT7okGB6$>GIBJlJ>|koCX&!agNaTmF?B(s!H7 z^hBdu=cnqfEa6eBg$($If;Yf#8MIr1EW#L)VjlNXg39|c+MvJj%}VH_5<`+{0+!xu z_L;p!^@gd?l2x%)1rIzt5Yb)S4TB+g|_w|83KVQ2mXE z!Wva}fb^aqZD2mIf+6`2@UMT6Y0DnjdU9KB$_kCyS^d_9$3& zaYAic#XGy}x$kH#wTBe&xZgv&HJhy6mN&;v{jCy)l1^&$6;G;=Fnv4WXb8vnB*rG# zo!kKnlgA|wG8ami9zCnlzSh8kk{&PR4}@amu7}Fg{8I~}aiVo`1GyCkbsvp( z>{`>NDcMpBu-w<6_&hZ9h?ad{8|h%PgXV%NLAsDQ2_AR5%K1ii;ft`p>HazS#39;u54;a(*Tp zdy5YAinQKYp!70y>!t$?0DPeFS36=B7?6n0;@bN{)g*=YoMh&!av`^GnwtDNq(iP2 z32UG%?g&ymP6_)n+?x;&DbftWrbqtM*D83I;|J)>ksm07fY#XEt(I0%5vePPwqQ`J zDAu9KG_w)7-v6XKdg-J-Q#6fjR`=e2ogJs{GOAgnb<;mk1DGy9FZoUkeMNp$7!2eo zSH57S6)F{VKpGYE6dFJGrRh!7EQ{LNB>aKPE!A*{ z-(t`@el3mKFK7IWe~W!=TTUkwIDLv~7J{0%*E!8Au<8NeLf_V6K~Ug=NUSOej*Hdo&>vgQw8S491kL zmGhm3vp8b0o2jVI{_-Lw3rx+>;TmwK`qpD6(S)d#b?kLXnTY(TO&{e5J1}uM?TD@< z#660?)jgbrviVMfrM){anuWD~OBuen56m8%U*M)T>8^?vo8uV0kKa=1tr7NQL;6L4 z2(>weAVCqPkM}4Dp^`ORoQG|WlxG2xg~S3{!4CGf2Y|yh&s3-l;Vmz#Z3bW?;Ot!{!EO zoQb>r9MKv;PFrEDo_tyWw>z5FcstxR3L0ec$dAx^ka3JRmTf-$@Q$FSHvPf)YSVVB zM^@Ht8`FA*%#es7P&FeysoqXc8hkptWbJK|_+3diuMMUL_TIaNkpBA2>$(ON8xI2} zS$#`OK2pcX?-FeXIpP$bqp^;-WKqcof#;wq6(qgx6*X5=V5Sa2%F2k7KpI_Ez$s-W z&)ZAFZ(4Upec45neQ0F|;bWuAIqY@+B;CY8YYHn&ANcA(iy?2yBtjiA&cB;gw%=PQ zBc@@Ko&kM{kzv0`lYkk#zYfFw)u$FG98mQS!?Yk4 zV>ZH3C5NIN2}{bh1PP&<4@vpxKwCSW>=PuA-M%+(7^H!PFsE=yAfB{4D%B2V%!U2N zT;+gij^#oprFp8YXQopil}_R$-^5g^7=hVUQaKRjdq6K>NoiP(3ns-!>fgJHn$+Gp zvml99J6Zel+UcTnH4$yHw6!E@89*K`lMeKAb)GLYGmNYIqCjK^6;F<-caRG8&*3pC za~(%SaogFP-YJyEqMc{FcPg@h`hZm>Cmlouty=G6#g=%$ARD4AQ{YiYtp)X;dA^4p z^QD7GXsiKEk5%aQrleDJ9F}-~0NWF>n$GOBEUhiWmIey~d+j;nqbo9Y9OtE*8Z%h( zro*x%%FycrF^S2y(PrNt%wd~mI^XRa@!e&dw2_&`P#fXR2~VamCIaE_0agQp-^%3z zXWm2nQnuqwPOXWNW zU&vt=7k)U*S?Gp5-LZlKqMmpMIuxHnAEX=MP*8iwn_YO|8vm}g0cb+3^PulPm{Z&d zJN%=G2o|q6dy_}bgkVcwuq=GWEwXdf#3c<(wh4NVZJ6dPrCMHEL6RS%4*bF(3c{qg9%c2h4S` z?0QPrW!6GtuEZ0n?oPdGpg`GjK9-e-G#6?qhB^qxkXFK%l!o-v00XJ+kKq0urEZ$P z4j@1O#mzhGkZ7Cyil6`o&M7yz&akeGNFHDSk^M&}q8W9Fx4PfM>2{+BSpYtT#sC1z z%(DW;@4oE+V*mlv_}R@_6qGKlVfKPQuzs?w)Wo^YU%yawwO0f?0K~-BuHLQN_Xj`v zEdT%{_SJUj*Y>m$Gr$1qe89<1)1Co~kCk1gg~o*fM;?Vv#ooemr|=?DFq8lQ^+dp(zo+xikl#5{qjmsK6DN)&~>Qw<~E!~;e<{@6GK^p?G(TF!D%rPQ)9I|6U` zUf`5=NDG6QRJXScvez`cATZ;efE)xaoKJMky=aHQ@FD{vv-RpdCi)Y?s&1#!sL2wV zwO3zPEYrASZ6`_GOmmZ{uvgnK0fx)ilJV&~->zZNRbj}WQ(Tn(p(Y_kK2%XN91p-9 z&O&>{7gnV9_HRb6Z<&PlQ7ti8ymdgBGJvDf3AIr|M19Ph(A@>7(~-~8)OK9vT%k%o z&K&7LUKP#fWTMvF|Nr`V-2?H^0gd(+eL@a03E4$e-Z?CdJ4W@@tuk+48VMLtn>!pHrK-O z1q3C-2*`rR=(G8Mk?$^~b&zfb@Dt!?NBmFZ{ROv2e=E*k>DB9Tmr0s zR^J<70gA%4&2g(}?m;eFK zh<|Gt2mGx4fAe~r{P+1W74FsQRPS~=up$zc<#K34Nc7yF5}~_4>zgd$IhMck{BgNV zKY9z?mGfH_@s9paqZ&@v#{)Agdl@x-m61Kr8p~?lG(3el1>Lua4UOWbN;#%WTQDf3 z+y`2(NL>7+raq&6Py5JPqRS{#aM>%dYB*9%%o;=`7c4J);78jAqBE0w{Q|A5ZN5Qs zx<<`SsBS7+Vse;N&+L3fC=s(N2~6nUNL2O`^EhX}Awii1WM{Iwg2H?3!G<%JzDO4~ zK@8x$NBLm<;(u|!tpiV%o{9g&gr@b^mCN?Q7h^gVQjrC~HUDex)x`-ntA`T60BQcP zbgi-E&>VpVOmc4L>Fi2_0024hA+4^S|NHSpY3^z6=34`43FDZn=6cJ$|Nrf~|Nr|f z+@DrPIUVqJDh&+tm4E;M0{{SqepG-hSukDTj%aAIb~VU9OaK7q!{RFgWCxA~S{In? zoYqQ9DCdOyC5eOp$x>;!_Glp0RK3;P z|H}sV^qPhrguGPJFwe7>S-ArBRyPq^EiNw?OJf>HizTRwKg;SnDHTXoh!>>Zi`Rci zbp*}x_+h?u+bMT@S!L7P!b4;A?v{J%`?yt9-_jc#+8VIq#volgi5GqGSRTzb3qR}b zc$DiIq_-RTuAeCKfa=BAVkQy@&&@1h^B~WcfVM)EROLT%zw!_t|NpV=2vO1zKy7O( z=lnOAU*51134xAuNva5LBmz`5zezjRZP!=vlCD4_jk*&$0JVrX3fDacb3*E9Y-0li zn8Gl&^n)EFv;0z$aN9QSewCz;6B)*%`v!WBT4!SYRvgXUOP+3CSo(YcEbn0663dF^ z8H#K@G#wQti#x0}!AFn`p#BZUZVwX@ff^C$p%%ZJXZAFz9?ahfV^a=3i>km?tPC&! zA0NCI%(~A&u;+=y16x66kh@?21m@8omCLlMXW9&La`77dXJL&G%{F2H*#Op#t=N`J zH8H3dPInWRXIw^p***IV&d}d{9Zqbd;iuaInzQDU4;#aEaNL1zSS%sLbrA1tD&sprQfoLZ!ogSxD)$T-p1$ zX#F}yP-OYB(?;Z=3v(J4g(@me@^-o}XyM|*Ig^;2LGchAe18Whuu7&*?); z_Do>zI$g`g>UKa-{2<xCX~!$7NE+-inG#s5igz1x@Ay72CUW_! zl(k#4p7pj#-mI!H4Mn~!>MWMJ1t7KL7^)SZ`kwEsE}2AnRIURd}?2Pk{4Sil~Q2&#=0Fc*^%dxMfG{=-bD2#VEk` zRjuUu+cmkZTC_T?62(6-l}+i)6U^YJ55{pu1G0U42HvCw){mIuxKok3wnv3<52_#k z|Nm)S(CXiEQaTCne|KMwhY9r0WsdO<^?Z$olS<7h9NpY2q_%Nmu@7;e*Ku4R{E$@U zNx1zL=#Ng>VFT_DJA?MH7OxFCiN&}@q!j6of*iQF=mnZM5U${o3~0T=2EaP**aD)} zt0AA2>Dfs2DFiv8+)xhUqs9##X`sAS9uYJ_D9|b)PtGs{2tB7l2+K>-0%3qpc+do| zoI6+6q;NN|zl`AJgR*Qj{@soqKQgeE#FaE%K*&`u4Q80`jKSWF(_slz<)j@|3CIzt zGT@H7H@t|{l*AHBJo86aeyc5hlzDP?0+c?r0#vKh#)vjM&AWtLUAu7nVELE%$TnJ0bwBl{kqUIq5^3!=*D_=w>oA`5j>J< zsI5gvYIId{F^oHJ58RW+1xSNw+S=lvV;?5e-x&< z(dq~flom*Q_Vj76fX!;)36#X|-r&)(HUqqY!F9@bk@Ma7McjJ7`ge=haORa-Qs4x$YX7lfSL zo(}e@P69D`8r|~&LoAInM$k{uMKTy@SmcR(E-C6pfoy=vt4jdQ!m<+}`OvQ$1O{md z03c1@q#m)-_YTlm%R%JK@kwnrHX3!kfVwSllABf}Qw%rxY#J_?$4%C&R5nOV(&>|I z;2dIDNkq6|e@>mGcm!4CU^#w|Q92QE?wTpKIB(-c(CGHW$^0>IF%Z*?(o0~b zhg1cQ@Nu#eJP|@W9HdIOm~gwc!n*$SRD;%p?Mpj0s7)TC)*d&`B{hnO&R>JR>%ezt zy3&HOVhRV{>d>h#2R!_-E;ZSZLlMV8@_58YOWekWX?eB;Yh!cXNdQ_uXDp}y1LOPy zktYGG0|xPu{<-O(@%R7(pACVNqi=bMH8dWfBc<{;tcgG0z6Rt*p)6CSI8t@K&#)6y zt6@gPYws377IgKeqgEYv)LmOFcy}JE2b{^&odi9XQh&OnwWFQudrOhcR_iv<_;jtE z5$Ao>@zZ&NW8#q;*e^OwqTRcAJXbEC2YFd+SB^Ad-y(_*@O>Q-BD(?b#RQO%KmNs zd}jQab%*t<(iDj4#_d>W-xe8(&ClC8-P_4mf8+_ZR+`j5(51dl{z*7?wfrSU2gF-} zYS3P9JJWA^PH(VZ*wdR}U!T6;^CC}l0u1+Bz+7>FB_p3=_^8F=yCjGoI=l9R@Ch27 zB~3K>!2~SEAQda#-h6WUfj$XeY0DOOraF2A7(!9TJ79JKs;pZ~i5@1Oqy{uPNJq|R1 z%x4cJMg9Ws{#rRQN@#Gbc*3BRTcLi$5o3cUXZdlc7 zhkG(4F^J9A+w~idWmhRj;BvnIhrM^zTGN|VZNmp93Leu1V)Z*|=ZjDH(}2PObTo4@ zN0NFVD_8PZ1szqy8<#YyZpXHckx>2T8B8xqGnKqS*6rx?_TvB5gE3GQ&X=+jtNw1K zB8|syd=pi2e)Fj-pF&jJ!sa?jut1sU#piJ_Ujp}xf9*?|FYyJxre z5M-jVzMJUp{^Y%5bY<<Jm+qRubDz+=G*cIDW#kOrH6+2lc@7~`&=iINI zcJHtA>;9Xw%{kZP8l(6AjHeG8RBG^Ky2Q|=+=~lW+MF~FVB|;PGH?{K5F4*)myYr* zqMsAHuoLZdtV3;du@gsSUVGugtk@cSbcJr5K!Shc{T$zWQ+gj=Tf~BEbr_$(Z&m9l zw-dxLR2uWvgibsLnNF0$v~asNcU23&JcZBf$1jL(c` z`tJm<@rp?V+p`jthLCX_vLD%`2MJcKLs`Qqe~*2UpC;(u629v1ZzU~h`32ao1$gR0 z5feg)$2*H9ohZ$}>#7AxsEUk0U1WbiQm8Z=%SA!x>61sR0;dDDEv9Qs>PWrJ!d!^R zQ6iX=2@ffp=tDqOjCNx>cq!{H?XRW*i=q6;Cry|e8VAYdi$xA4>{sc^qb;eP6^!)$ zPqP(dy|BgRptM2GM#9OSW2yZJisomEGPY?R_yn%Pwz$5+%qs@6%;YOG!sg3?xTFrt zo-dTyLe3oHhlkc1B1e?l`;Vs^cze1T+sd*_V^JJ=^aMVm+u*z%yRP|!2Bl+A_%p@+NH`djmBJTxc6*aniS!3Eb&7iB&P6$6F z3c?~^w&@z}(ndN44-12H?AWGC(L||9jg-s$Q}cONNg3uIy`H&5zviMBCUgXj*X_HC z7}M16laNrE5dp9ZA=qD_<(@x~YNh7Mcw&GnnAzD_DeL0~p=?g%cQst*>C#$b)kxd(6yU~QQX}D{u=l=Q#B?Z!- zoozX;Q2&^V@J)khGs8ldsF{*RiaEU;adQ7Ao(lv@`oF=X0(W=)-!~_JkYATB>QZXa zqMag>brwh(f5@1SL4_O%p+_9UZ+7koK0$NFg)%XlR;bKC!~mvYP;b*uM?9WXEGW z7Cf!`OciHTfo>+rMZO_JkX7XGO8?C~_U9*KnlXdrAUbF24o9n1kAF2E&|Oen>v(K6MkhiFJuuqMvgy6UL9sfmSls@;0wan{r!wu4#UJn&0>K8-d<}!xrvBUw z{1ct@-F09G0N%V7^u8oCw(F0@l_r7;u0JjMoCDayqOU`RxRU|`XH;l}ee(=Cn>CSu zIikY?FkxWAxdJ)@JeOXfu=zpxo0Md3hQ3%y9}2ZAyg%mIDoX3ptY_ozt@UPM3jNZ$ z7uBj2ek-JtKcb*e&;J!IxP4sugQfX-P-ls&?QwgOn)EU?D+ZRB&(q54Yb%7lyiGNL z5x#XG;J=(Gx=LAuYQt%M>Jl)f7l%CH6x7(z*zSIW^9qfwRy^t+5?$Qsb9><2&N~hI zGgv3;?a4KjV=Nl{(h~334P=ufJm|WlE0fp;gikP>_i$F+FWYb$5tukw@#JFUuCT%z zoaWRws92^XJKrW~OFeO2Ik#W`z3=wtv5K4o=Ex4!(EgOM&v%Sy|j`FJt1m z)veZ|7Lr#jdZ__27>V$Z;bZiQw{}gzxF@o`BW@)4$|a_rva4n2uzG~jabsrMd$eg0 zMOPQEQ|Vn!Jcru#dEn<{XK{io;NAYW_SI0;6+V3bM?Cy!>LmJ;RB6v-(5g8K5#;1S zl1hCWcT>VTp%YCaVJpbqs`}Nsc3UDtKHOOfVt~>5B-|fne!%zmlPtOSL|LKSQnIHM_tZhWOQ25Uhlt=t@0Ru@Zdwk=nG zH&XT*3fZ(V9S3kC;U}ofe&gL>387t9cl=YMZH@L|vU<8A z2ZFxU@@n6q_zae|gq>k_DBU4t?Sz~SZ*mjY@zlNKCi7*)JRX3Sd%I%~H>UO=6);fY zkSjO+TL^&ZRh9wMsa$zH?P1z7MDo|?bG03No#3k%Te_anS`w z8vv*PCM_qs%-!}mM`~<#XCM&;0JyJb1WR8GF2?@-2L<>(Yr7##R%#tx97py7VC+j! z&J4@i*Vq9dnn0>X@zvr3wlH$4Rvs(9fAKo$dxe{oBh`OM;foZ6_wP+?C6aU2zL9@# zmF1Ux@z9mX1JD8wo&aruJri|^16PRub>ewLmCw!9L2;6L|N zmQ(b}TlHHBfZ>1ZUHi_A0KeA8c=?};p7TZP#^nC5V?oI_Y}8;bd1D=>JhK3Rlr=Y& zLH~~b9J~1@&y&j@^DWbtjqqQ;Ttrw5__8}$i&fnG3njR3CLnZ_6G(-*>G%b`qA*i2vcB!j=n{KNOp~&c^x`wM*t3XottkMUJSLgi;`0qEcjQ%kK~J}KkO0O{*D~@643v1ml!>VKb}1TpMAYc&JWsp;u)v( z1E>sN3y3I${@IBUDime;Z`+gAH~8URpsD{^dmjR#nE{rR@H-VhO{gPO{pAj2a1c+0 z!h8Q(eaG!}!r=9^P3H#XulbqnRN@vsEY+RY);(^7R*hraOBf~ULtwSd@%2+kene>O zfZI4VvL0~0t#ezKS7$k|HQnP(Uf!8wNbuT{_}tCV4nN)u7OhuP3` z=rj&?jz|ohqyiy!Sk)XwMU|*y{W9`#HUatgP3ZoP@$^p$6~IZlFh0QJ`t;>@mmLp8 z=aN_@iKIpy+Uqb=-Gn^@SAqvhbHGXs@)4O9f3^v@0`8=Ie=rvVZ<)TctdS?FQ*gB4GT(5dffl(8ry-bpfVII_j$Ih$K%~ zC05`$0D)H@A3%NN{uTp$0(6vC0Q_m*@+vmL^Dp4dMQp(q)g6U((?@0Zolw0Fs6#{0 zkGaTCft*K8iS=&$xc!&=6>DE7Cjb~6n~R8lWUuTy$;;PBJ(cld{h~7Ic=2kql!z^A zPX~+Q?FwN+W<;%FhyZOYIg|z!um2;ob$_QvfzoadHb&Do!Q+WvgD!b@^Z{A5C-XZo zSin&HKi^xep#|}Dh)^c!Y(hyn?wPH6|MSUJ4=>g3NL0UGk&w~vRANq}zsY`U!l^;K zYh(x1%}mMW)e0_8dE5XE{3Z4ScFN#q?&(G?of?9J8=dsV#^lc`1?Lp>J@8M?=t)}i zylDWiG|1Zto9^OG)}HJI_Sfcgmpmp-!MXfth4O7*L=*siL$U)3AQlCF#?*prPMP3b zI`p4bZkTy?R=9QczicQ+E$4PTuT1(g8aiAQ^BoxC>(?wvPt8mX1fjeHpG|=0!C0XK zj6o&PgdR~7MuehoOBbc7v>Yn&+t&+fPz$=3jCcz=UIufGS%{UR(Mbxjwx!}r|K_PR zu2!hbV~wt7y0Xl#W7w?CpktwU}10p-|5vG*o{I$eBf;#fWVbi-4cxFmikS>tzuevOFweb9{E2 z@j#CjPPtQGj8rPM$GDd{o1P9vzYX>j+U8?bnU<=hCZv*Yem0pdFp^rbv#klJxnE~_C=2nM#T)Z zoaOJRx}Hw<+yEbjyEt_a4uyJy)HO+qxF{S!$`JKGH<+cYPUJ)6uznYHhUr1nF4CT} zyu5d_>2KNfx+L~=V%O%r?%Fvx>Uf-VFe&5?(Kdm~a8RTDt&6kj|{dRweXy2Lx=sq+s4Y%AB~6GyfE6O@btr7BYsT3BFe=TTX+Uy~~H*!JVJ z;dOgyvFn0N!ptjjaKBmW&fh+v&zh~?PyRvkB~CQDiI2DgzG_YO3?!;>Ayctpbh`YD55P&cytVe2k%eu(lIf+I`~I(rP8>0{oM?$K8BM1-O+gp zj0ohlnMeukfkz8aOMfm+&AJD?$tr=?Gsd&z`S09XU)49(0*V6@$baAe?7%41Dymut zvp`9w08&X{paT?h```#8+(1}p!7uJ`s5-gPs-$-S(AC)aF`%?CgH1cDZP_#Knmh01 zS@<8nmRIi97XPr_6-Vt$0PpQ0lT7UF>`o^v>R)hzYFjJ*XoqcKqP3+1A$Ky!-ry& za}zBCW0PX*G^uuo9L)iMN_CXqqaaDG%cE&C8X2C!}q_RJP?Wx?dLFx5KN-HU)6mH_>sEdPR8b^x>S7pbfCc1>%LEcBXP%Jqfc ziHGQ{_EX-23UkwVL6##Am$=r`)x8s|?3AgcO0punfor?%Jv-$3@S6+JA2>){9qpY0 zRg>HD=v&+i+?4J>j<<#PUO{`~;K|O^&~{k|5XTby3=W7pS~Q(FruFs;Xg)@1zC19g z-{bgol=sl?neVxOJ?PBnWqz0DJYBr!G2wK9TXUi|(G+Oz>?G%fFFNk2m_hT==M%ygJCl*LWW)=cw;KpOp51`Dk*5@Q>FJL31~4I{7KL1+??YMTrU0AN&tK!Bt(_K0BAf}hMHK(mxH zUEm&dmTPG4$^f`7hcNQ{*G>Gf0I33#P_i8eW3mAG%6ME z1GVr$noH0|*^s`zq2x%>Eeqs0@1n`I zoRSedD#thT9g-T>kpPrBkaUbNzgCuN+s*CkU)MU_At)yJ^s631`KyR%u5RhyxP6Y+ z{SQt3&7?r@T3FBa|6s=SI7#F6aZACw840;uCPMTMv(<*9xRo2@G_^^aA$9npuU&!8 zoP~oybnDyYjQE)jR5U}t{`Qz-k2JV#QFj7Y-lC`AZVb|K3&>A0I>kUAUJNDUjMy-{ za6Sk7i9b?V>J(u|M#l@qn@%=%xZJO*@ z`SO83W2)F+jn;yDhDWSqaFGu?$O2(C9?B$x?VwF-!nN(>9Wc6eK7A&Xux z4ZRL25T)4H?3)}K_C;SU&XAs73PlQ{EgEOTEE&^uSf!Iyk4p7~CxOyd1{i!aioD71 zJHy+b5F407eJ*BbDI9*OU}xW$&lrlaZm_$>;p~P#k!#`C_`mPjQi6R|%|1&QK0YcS z319DcMHG=S1eAZgvHf^;9K%ke&$J3rRd>Y8MR&>!D7S*;l@CY?K90|=UMG%_Ht7UL)Y46vn;HvuFf@0IOsod;Kl8wic@7R6 za3-w*N@h?pCWYoM+)IZ`B*u6Qj2-NIvG6NGT=xH6zkT^no)dhH8}}xggcI zNTl)W&q=Tkz5fn0;-CVYi`-j)`cqX20qm$!UKCSLOvF=s!QZWt&!NGtT7O3O7$REX zaAaK(#fc$mo0M;x=7sThJ%+c0KI(*%G`qxF&H~5M-kUF56vhVCE=a9c0J8ho@$a^Y zowDwrXtaXxlb}<40=s@?`=1b7IegybKtfUrn@jbWcqw(IqTg7Y5+CUV{lX{5-X$1~ zwE6GHGDy-7V0&OOb#JL!4%16`Xsnj3Xo*$;_fHfa-EiD2ep$HJoi>3xkpR+WDdhe3 z_f}_C1$$ooA^j8HF0VkfDagzY9hP3ueloJ6EF7Y9E`+Yzx%=~*M550x{8IUaUjh*R z-|8ZV z^#C};GAq=!ycB@6Nm^k`!XQhGt`c4zje!2u&5PL)2cg z00PkI;dvyc#v-fSG%&djSjYk7JhlAby^sBMAXjucUU&e!@9L%mk80BW;Ilafb3!By zN|aGf&FKzG8$PW&_=20ApU0bQFIRe9D0TH0q7R+u!-2Jz&Q>3?>IF{ zEz&-#MEq%`O;S^a*&h;@^v}SyDbk^b#vhC030H-ao2UPJei)> zH>3fq#eLm($GAh-*PFNkLdv<&g9B1ey+$?!lzs|PpN4h)DbiJ@J(|SkVJ|rqG|{ji zkWq+{s?h>|>b4ztTIBi-eR;sY#E$F(xJ*5X))9)T4(y5(dqwli#3I!LoxVJCr8;SI zI5n(!_r+t80ZW)U6L&(wg#x%43j{a`WD(6;e=OL0B${rdy~zpnuw~`>-V^1?9J9Sn zk#1Zm!Y&go1Jn=$G~1*PP92r+3^FYFz{4%mTcZ1S0J3ZjXfG!Wq&2+&%vdYyw3rcx z2x){4Eh_&UG-6Qvhu17^hN zVchsE_I9V4N}PE;&yrQE1vR-n?)|NbG3`G&ufar%8I2%qit6Ebzs`7KQoN_r z%;jgJFzP@Ykx+JrZs8-I>a0h*vj?kUmd z8~x178Zn?OF$KhfDVbb+obE7wb_y*X4MjIoE(0fkL4R6h#+ZS|VoLjd`Q`)EX4t;s#6ZD0F zNlp@NX~-W#Y87Vu2^6@E$sox^vhQaPvo6|oop8RyT2!C3-UQ(;bKXqO5T)NSd+*Fs z(%hC=6+mqWod2T5v?A6OiAjgfZqkkLJr@`?;<^%S1)f4F5fH}&3*mTH4Tf>`NnqjN zAmok8?Fjfco%>TCUOIl6%Ck18j{CuOW19|R9jqLU#T`k(Ljidfk)DLl){3wx7k=-OK9$<(iSxU}K0@s7};r!ZcK`eAH>zugg{TckPgs{Qc)c_}Mx(A8>9c zZP#`x69W0k@J0we6N|$D5OqYm3r=fQAuxYLHr20sT_xznA^$;@c&#Y&a?XrJjz5GP zfxhg$Y~6=w;RZ=f%1tv_empr!gL2*+67r)| z#!J0WmR20{g#8RdBgY>*DL?=*1a!n>LPIS6n=1AoKFxj>02Z=}rOaAC?@{4Ad%UZt z7h)h;oEvn5#6rA96ZPpD2I`uO(Z87>%{<#uf({b)xo42J`K8*u@{B{srB?;!Fks>& z2muE`oEE%8x+Q1$k&G9?3E7H=LM9|st=#Y(LMYvc$_9(+f)Quk@C^v`3s)j+p;ZQP z^uJw;XH#bPhTfm66KXHKv`A-?(ku4Qb8wBQ>#`?wNV{PJ;~hza`%S3l!xzxpDlV^v zr$v*$=TOz7a)hSM{^(A)OX^h`YHMVKm6LKPh}f(HW9?hdOA<7_$Bn7Z_#yP9vjLmc z$fDs~i?Q>D^?|ywy~wdoMtZeMl1Ndc)WlqtnT%M?()S- z3&^6ZxdT8T^n5t_0I><2yBO*7Hv$W#GbK}(Bxq{)u9j)vQ|E1`S9yWm9r)OrihmAX z(P%2MbSDIl6WQGo4hHz-MUn$&~kIeVP%Z6zcQ+kineVfZ!JcG+cGp#DIn*cP_u zTI^B+Tl~8}VdOjsQ4rTV4<)r$^q7fAXl={s+~N<4*{R*9I;F`iS<`Yzl#No%OlHNF z@yXxkVh~3)d2lS#kHX0!F2$S0ubd-vC`CMI%b|H=Cd$^$POYJ6I~Q1W{x;u8a|(eg<76 zOv5E`j}BH45J8K?ABsyv;zjeS5zLA90L!ZEs848@dTWj~gS(R-`JOQW$pK81=0-hh zp{Xa&kPr{{tq49Y&I|SS4t^*-)9*tz_uqR+P1tQ99X~#zCo-nePbj6_GVErL(%hop zm!%eRI~+j#3{wdEK8AN&Mz~x|l`|!q1nUx7DzRI%X;xo<_j=L;w2hiT`Cd~iQ$DO- z_cb1u9v`KR1k2&m7pB zbD6_M-l2*xzNqfFHz@2bTe^cb#S&e772MZ%=WN45(x3R5QN6J(<{{Fa-qU*aII|A9 zG%_;%-nR>9p--}Cac*okfF1|94f|yko&!j@$PP!pPjpMlY3$;%I=0BvQ6|VoXS5fU z%nmuWq-%lQ6_$^A6eWtZ9$qjvn{1tZ{%L$BFUtNWeQ=4S_e9vz#8#Z*@JI3-TAva6 z@BLXepGlq;3`8Ww=Kf!^ES(RkP#$D9?)c4-5lmNQOmhsIenP49b_>v3xvqafVf`jQ z3TX;Jrq z%IHe3?tN9x#Cdy^T1XfS3)yj|)MtqebS|T*z_ex?q_s5S)J(R3==I0H`JK7=?OITh z!N<%0{X^^SPA$Bs$NK(9ins2nR7%fN{J@S*ss9}{8gcMgJ9+wtKQh8>u57hG@NGKO zg3ADLA9B$k&Q@|m+JNcHc*(>Ero-Q#&uHUMH*)p}jodHVRU|WMi7EtaA`~(hQqPKTb5Q5W4bq*0lw9_q4OKD66 zOKu;^ASSBC0!GI=kHHC=4ooS}Tkvq)$s|^W_LAKnybwoTCq4nnepmBn5i$~dSt|9f z%hgz9=>?CAHP%^FN&g3o^nQVn00L-6;Cl!lDF4f)r)^%1Rc2x$8U=gKj=C{uM^zz7 zL1ixbbF08t=wVTU_~tuq5pvkX7%ImuS@Xe7c7wT;-;)BGme3d9yZhFh`ee<)Ve=`Q zeNl6uYqNK_7VXVx(ctu&boQ?A(Tr4*agg03@igslZYEh(5bTp#=AsLimGXD)C7)E9 z0H>QyB)lv-ckj2regCg^ceWgq`RFc%r(iANkG7=iA?z7fE|EVy@z@X6EmuJfH3b-V>E^HYvkX*hCz2#kc zI8HYLGv<2Rx6+neLTH);5M>|1ncH6IV6WgSe`E7o*PG-9F1Otb@d?x?-a{VYjK@#d z5*es8FTre0QRC7zNQ?jwTV~L)7KnJzW`r(Dkpnv7{Ley5d(o>_aDfP}=B}88uE-WC<__E`1D&0t(@sjgCeArwC#7DZ0#o|r>Igz{42q%> z_pI6s;X{cCLahi>QGiqeg`Y zQ<+__UXoeKaX%LGMWHqiivh5VG&4m)e0SM~H_4EoN&=vinp0@@J}Gqi7KH=oh*6O? z7$O&_Me?2!GTxQQlS&h;Kq`j&mod}eL1qC;`@e1=Zr%e5VFPDH2!{B*?nyT{LD^uQ zm3f){20xCs2|<6!(w!0r46sH(AKA>Hlw=0XH?dHvxdA{qhhB0=q9IaDl~ z+!MU4Jvv8S$;@Je7$wZJ5V3HFJLK1XtJ?5H`&vCWzy7I*gtXKnZ$G|%5XJ*^--A@q z>L)aTcvdRz>Ql~{P80fhA7v+7e_~C2(_yi81Qj;5t07)C*rg8KJ_xDrl^1L$?NMhC~zj9^ZB)CuQwp}s8JYUm=u1SQM(Z0Xv-$<+`{jo32uMXB4J%iYUZHJ znBirKQ{@NHZ6^o+{-9q~ejf!103Pe)e-8QTs*M9s1-L_P)nzQcqI5M#DHwp_|8kUW z3h9&SzndPg>hig7Bk|{hUoL^-(DLnH%DF>xuYQ2Sf5q(C|JmRdH+PPfA~#>(P~}-~ zyc(p4x!JUWyxqRU^tmzmh@EA{oke1_JpxZsXkd5)_2C)JUUv#ZFvrJSjvE`fXj@?3 zz|Y8J1-7F@#1h2lxC4N5a5d2Pn;I%HR5*PdBM*7GDTiHGo3BNgc4@Uojd?;NgBHg61rSusfsx9^$7dDFy4JRc?KSpO5Kb zVA2W{U-u4*+MeCebh#>=kemZV(B~eSBt8C)e_wAx1W3&_iGW~Ds^PabGLz37^BJJk(h}c6aed_m-aIo0VuIYG@+Dw{j70#*#D(d2ndDyVUoj0N|0t` zvJ5&0V%9-9)C)d=2bnP$cNB1uy&D}*;$BKh%b~G@b}d8Da{yP4j^5ZSg>R(C7PQ^j z8sCv85r|fJE@4c!tW%@}fc}Yx_kW7S<4uDlIQbg|(0PA0{~wVUvXKRHq2RtMq6gYN zY#|?s%B+|_W+QKt-op-Lhz#-VeifmH0V}T&`Hcs(tmKCFcNdp^`iUtFLB`urQ1Wjc z?fk!n0*u0RN1dXcrjYRUEd}>y&=5AEWj{$0%g3gRv7s?uV)?*ltdYV>BT|6ExcI~u z9=K==(S4MW^`NKy8oCLn-V63p0y5mX0=R?F5I%%p3uVWJX;<-7ku24V6aS)sYSeI6 z0BEMuZ$YKY*(@dxK^`w!K4Q$aAEbk*NU2-fgM!3R3c4y7{gIU}(DUJ*2i|ZBQ)iYz z)Ozy0k$T?VUuKLf?q$U2H$^&J8Fk%phPp3j@xdE<-1Tl(beGxJ?6^+@P;>;zVdsBztV+NyURFY+qa(kcRwjilD+)Vzmb15LW6f<0b%>3m;iMiS2}vi%1agV=nWycCd$7B`p@x z6=T`fWs^wCIMksi&>P$Tx|vLRC({`g+cSO&1U%r=nLehK(B1AAG`iv<*u1)ye;o}S z2M@a~hATm)K1RL!sG}>Fo#;2=LmJ!T!AaRG5 z4eS|vh^bqJ0hEwR6%@e*`1}s!Na9Z&8NirIF;o%ftVye|-b+N1KmvyWp`YPZZQk9s zS8+@AJ{339h@&YXogeWFxX%*MR*NmL5FyVu_?|T1C4sna^db?8*di>=F%skxc*nwp z8+-YVW(G@wB<4kIez}&|D*4=bf2QcP%u^ZS>BnO^0p;|;P-h|Eu^f zWM)1Moo{mYXOws0iY)5IR;!2=t(DiR-6Rd3mQM=2%*mpDJ7Fbx(3ytYY+9(glv>*jk5L7mNH{j> z7mwOK)K`Hqq5;VcB4FqLw|Sv~JY8O$%9d?3NaT?91I#r`{O7sVom=lxn9w44izU%M z=d65V?9ES0cWU^|YS8!v)Bo?J;6oVSGP!CNPB8N_^8WeX|!Q|Vf~PqIt14|^0c>@y!! znd-DO^Tw5-G{H$4)%xvB-Djy1<_rMYcutG92dj~X8RjDZk%9;XUI!>uCl-A8)N-RZ zqUl6q;0P8I*JCMVHMqG$%e}fOcP$PV*^2Tl&e63kwOFBv95jcmLK01bbN2k)pI-&p zJ35?0A$u^pp&RnI!A_ipa30z$2yt>|{5PWy2##!04q@3N6xMErbby7VKv1g}BW%DJ zN;S?YFN^d~;rpAQh))&@AtV`MY2mojpdDgw2FqEvi=b^Gk9T73H9t`&H=Em*`Gh!H zTAAhgzTWYx9;d-zj8F`Lui0OWTE1`BOCdfQo15H|GCzh1m4Ppvn^cKql=4k;W)Ho5%c51*2@ zsyFkNRY{@z_l#w|BR_;2rfe9C`jx({Kz6>SLEt+zXX)OfC*^{>5_>nE(h4$(Lg@8u9Hl(z36>pb@k50xgZhW-#`w-7ui3fYhG zRO+vHPm+m!hSZaRm3Zpayi)3i+Jx}a{{`t@pdi<@&WItb(D6XrhPUhOr>#qfb}w&3 zT>bdhl>)IXQm{{OSowl5^?*rfHR~z*Dzr3%<3llAZmuiN$~y5>8nn&SI`|2% zkJt3m3~?an0?Q}c)*=0KZdoArmV5S5;{i-QD^KBV`cwOajDfxfcvh}>-Z00Tr(?PE z&I+xqV_a!yb&TADLrqJzL)j&{Jq>jGY}6n}wnHaoh;-R@DNUncjcqNI6y70taG-w}>z~9~e2@G-&SPEs-)W6<-^TbEv`JPJoA#Yv=XcIIQ^YK1%uzeC3<|TCvsXJ1bWUgdd<4vh`~?@J|g>vnZg;YGwtoUzJ$gjG#0_T z57bfnHFU!ZmRXC3HvT@K#`8KrXuUFfccCj1oXLjbMg{5bz&EoM<^wVGHT#IRMV<760h`;XBB;4KaiD`M!WZjuv5*eQ?;K#3hchS=4a@b}*{HIQk zw25m=bV0B&^t$dwZ!??i^vvY-dBuQ}>SwS4mW^}*>{wI}6Q+7NXPo1*$r`Y7b{R-0)SBsCoClri`~&GRMZ z#T<40e7DSG`61M_yqQH72E?o%&8=ik(GGxl8UHLPYJf5Pz^8DDOT^x;73?osGMU-O z`{w$rG?u{v0Lb+3aAcOVQJsbWR-$gyTAgJta}d|4$PS~>e^5LH-Cw1|!7y43fN)Dp zGl@$h&dRL?e+Mf>@z*kF9%% z@2K>20Yk?@-4N*!a@?J6#87nRx*K6AglhXJd^o(E zI9JcRq*7w6%6R+8*H6?<&E4}anBW=-vtl^S%}c?9$(*|?%Gy=7hfy7+l{Q(7fcOu083oVTQ=+7h|X7)Q{=rJ?;vqRQXxYJ=1m z)4mVX0|fW5v>MlM%Zimh^)raH0bK`kC=^?=L(IzO96!ZONwi)4XLLqtf2+jH7Y1rj z_`>QJthchc> zB|t~gXhhnUR@pzmi%pbano`Ry7Lk@mYKPi+XfDVhv3Bkc(lBd}3UXz;J%L!TcsHAo zOxXE~-9#tA3{iSw)+Ig;*Em-pt%Xv5yUR9?C05~7rHX*kdLa|H-r1E>bxZG3LplAY zc#~A(&bNy;u5oOC;IRAl+4l2$EQIV+B|Hl2J8ttkveD#1w9(nFc7)1B0yc!5k2DZ$=R-Txz=yw2M5SU@Ez zRnf$&*vEw@oV4*UDxBk2pLd+F07S1UHBzx^~&?S7y$yQOl*yamxmR{yx$@3=CZini{_jBykcc~GhqwJJ&*XjF^ z@>hl@@r7uW<$NcFZ}8F;`l_z2+T zX&O+g@R^&`&L1(Z6Ury$Jl(Hq8#uK|3(=0yVjk$WBl;W<RUNH%nIj2<`BwW>}+V{rb}hux%4e=jI8~EEsZo^CM#3FcQqm4&P_+*`|>3G z93pcN5_(~s#SdIRY}IlAZ;9VadyHE4oLOC!8gPmGVpM-z@hDGD)}ayZdN25bLMLpC z#zII&ISkk>%E2X1UH8plQ&gl4<*}q6VoOh*M^Dg~!=$Y|!2tbQe611W<1d^1mv4e~ zTygyvUIO!$Sd>Y$cdQxqn|F#J=kJ{G>y=UR;^NnP5+#dEoxdXYaN)B%gtql`KXLD^ zA#k4c7`sBHFF^LA!jze(cAX~5G0#3@^bGR;XdydCKp+o7))mYQ0II7D$lKNbFjw`| zBm8h_MR)KVyYSr40xmE!%qW4I3hO^$-=#Wn$ow{PhA88vduXqbp(=7N(Z4d%pe<6&z-y-4Rc@!n7HKiGSx?oit{T{E_ACo{G&W81bp zV>_9#ZQHhO+qUhM@BLO)kLuN<$LNjP>iP}OvvHrtb)utdNTtk{tN;YBNMeR{(tq~p z806*=?_=)AMw>TwCr;_V92GIK6{d2zi2DGWY%8-ptH)J`Yg zI!i9dHHQ?AYu3@O!Kw}D^;q|tr#aW5Hqw@hcVcbsxost`|6N~C6Bf8ijH^bmDzwmu zak`?7GJfG<*%az*E9J`)648+-7^eUk%KzIylwL6$3ugl^*|Pl1pX92lppx_HufrtA zX=HEIG`-ze&N5Ji%M&XOQjHc74m^NuKn(%EakO5I=!#L$m#i_AB`DL^5kZbsx|p6A zkN@8fmI>sYKYkO;@xWGsj2i>_>oY6O!e z9%2jH$LfEhg!=w(j#IY)K71f-isu&cZvX&I!$Eyp#Tjh%$`TcLC?3r_64?wjuQdD+ z^Ix*oOI4e{8yfO*rfwSKP)&88!}CHL>q~Z=E6tp)^QO!^edn{Dk3Fl$mMa%}saN3O zpyC@#m&so%`Gt}`+)2xWb%n2)$ENluBKvO+N30me$u8Kl&rXpR5S+Way=5(K4CSy* z%iqF-xLUXOws(eb!VN)ng+EF+I2Y?)+&p)6Ck>^rn0gppg6<-N7=jw8+xC+wQ}1@- z=g=67fxorDi@bD)Qz`Y0Wcy#!=>7#Nd>F^99kV!PeS(Zo3sJDt2LWKqrqf+UJXD*> zlgiF%p5oJ|OUAPMmk1Y*kXvG2xZ!KZOu`>1c88By;9;>XGFyZC;Z0uffrLbZKCsrZp3JqwM z2ES0h4<}-*_Mw0vWhmL}m!=e?W<`feiPXOw>$-mzqXOZZ(b-I?g`~?Aw}W&-=lq$z zau&{%fiGR!7z3`C?C8U~E12pIW+1DPIkP6#XfS>}@Nb11s+RdVEw>sPm0<5nVzjq|M>Xw@?f9BF&riKYs zcZQdLo!=KHkenzan8@D(reOr;H^>oROp!dVuZO5*vH=l2@DCqVH^>({cs7uokX90Y z@j&d_k4q1}cj*b7TpTB_baGKRs9semimt*n-KEIGGGW4O}16USQr7Tn8{Goq)S~2Z?KpYt3V8^q3+N%5Kog?*l}{$L&!>cMg!tD3A-d^H(6P%a8a?oPO*$=Yi|* zZClqXU~@~A6_{c5DPI|zHy+u|o~p@-!;M%m#giBARj(W2bSu;C3cVuB4V6MFI&nde z=Y`G-Ri==c)Gni7$BG1-X>OA_hydwnh-N~4a%aU7|ig(sYX83p(XCU zzFvH9nLg4e7i3x?eR$m%Qv4M6AEhROa-wwr%Wh&F2TuZ!TLH@4PM}8FRYBai4HtOBqtF!DG=lrZTjG6JV&Vk7GsUw_KQT z;wJN`>sC4ery&Bo_xxD5Q)B$wA%am$RC~U6*Tnq2K2yrZ$5}sEw6}=l1u;7ATWq+t zMGHAQz9!yEr1;oDxb*r|5qIStzY$R>kP}8ggdTQwxmqVt_db)C-119#yL1je`Oj5gJ{9&i`Fy`Xpm@q*12^)Z^%F9U_giVw|szV)6_h<<<0<52Abj&v-mIJ?-BNt zFT-(T-EPh&N^`wZyQ40eLr*9r_ygWUK`~B-WRRMD7Vr9YJV2&AT0Gioa-U5A4Gu^>ov38EgaIoPO9m}O zpc}^_13E{9QR8fsQVwD405r%P!0H^e%zS-eW+OG;57J}S{N2VZvM|9SCJ*SV-O=aR z-wy7FPgxQ%YQbHW-!=!^2_Zgrp#10LM&Kx!m6Jc;U0s5@2{BKpR2Be0?Z|@K1RjvY z!)GUVs|grtRm2yNBz$c$-^~ttbHj{5U;wxtSNrg2N?lutc8-W>E{&_^tYza725ICd zwc0bwAN2SurM0)v7SZb%fJ-LA>!*{h>QjNXpR;(82{wKBz21La;+h8kj*Gi`jkSG4y+d75j2NvT$f#;4y^a6b@}I1tKwD|6MHrz1n}TvcI-`>iNbtI2fJ&&s|9`AjW2=1$h`wji~Fr_fg< zwpA0B#o`*OGSdSu+QfG@Qos$aGzGqx)CwRF{~a4XkdBPL{%dXnKsvMJNJ(tfVqSqJ zaB?Z16FYQNEw=k^oG#y)sj*gQSLhx~k+War4}l7a&vr4c?7IFhRFy`KCSGa>P5=Ue z4d*t%;_q>y?MCr1XGkxtU<1 zc4IK$$&*o@gkda~UE!97+w)jqJH2;Zq_)Vj(A83Jq85&*uE$`rZPqd@P~7R5Wt&1g zp>sT=S`wUlaX33KNg93GYGRvw*H@!Xg$|2+TPI`D?YTln*f0gh0EsW$@jQLZsWM*n9v?9Ht7a)$ElCcUhoOZ0Hp0F2zsD6=Y-0 z5SzbSoa6Q+u8%lQ8`sHwX&HMFl7)e^;`{e+D~j}SCSn)tA~Rw}X@)midZC0)fE?e6 zG*yc~+5`ba`uON{2zMs|Y`H= z^+=AiZie@HISW)-L%ye`!ME^^Nr_k$+#AjBL?HZq%(0nho?JBHhCKSGpn;seP&YVD zGyUHzA-X^!9=4}#!8{o+%!ABd-0u%>%o6g}+U!D&#vQgW=nWX!aRY}g`;Mb0Hixgf z(|nMcqu8I?002+|miXxxF_Z7&gAq3#8Id;ME>B3&^Wv)GO^J%>rO_w()2$)^OLzRg zIp4+;o479dx6nNFPj7*lkQF&ob!p`K2D;>d&_a=!?}gdI@q9~3GhUcF&YV`NDvlwd z&f?4~X0RdsZ3g{jbYyAoK9}Df8gYGik^G-$trpULStQQ}xI(mcnUstzw|$l9+vKXS zuoEB?UdfS(?Nh%;@IxmwEN_5(2GV-aeu<$qEinE{0FY~o#N!S>_&W$+EK5iQXDeMd zVA1VN9YmF@$)l)9m;6&qY%Hs}Gsc7#0YA82I}wo5+rz(N)RVsW6b&GE0Mi8aFwd+}>Evu85sm;j>LJ!Q(~cTYdRpS7CZ^ZQY2+zBg~InE75AlfD9^tB{y@^bZPMxw0GcQE zA7Qc~SnE-Bs~2pPBRY0;NwXgfFLxMTJl%{Dn8Vp(g_h0$IZgUhvBk5J_HzCHTF+x( zei2E{pUAO0bz3lOsSDlDOerHDKj6MJ!&wmn3$I6-J~GrUfqPMI^J})_$?RPovW^0e zO@=R5xctpfVgU76ivQvYNa~Z&r(HZVVWMV{u4Ttavp*QLe0%ixy(FQCxl?-iF+LzT zVn`9Ltna_jUa5ms%vZ=FN&JQ|oORm9OOu5Gm!@TTUBV|bPt`ga*@kq<#n)hB;2{-8 z+~O?w{ax{Uq(TYRwcK_w8&D0u@>X8qohfeL_{@SiA8v|cT$-LmKoeltb>@ol^v8m5EqYw zkW#^p5yemRpxF-pZ&vR*{C``$hxE0S6*7OWH$eJ7V91x}zZneuVtam`IzthaVy=Wq*7;KOeI==#sN8?^G{mmtTUN$W#n=a! z7G`*2bD)8#!53%jiwmhQW_klllv8C_pUykv)%*J^9#ChdC*#f-YW>&bd@gaYo}&9< zf1^-CEoa5QTq+O{GR(Mq0HDg5OLAMvMj%#vkY$$}k32-Vjho|e)R@uv<)BKL3>hf1 zFKMMS5X_#W*f&CdROMJ;28ln!5YUe-#D$;Huc{Kyi+Hmo(I2uI;qI>_*iREq)KZam zmx(B9LWzDYAcKQeB~f5uDCTy%6eUrr1;OE-dj{cOcE`v?Vh%$F?OQhuG*0_n-_(EX zjyk-=Ze|rV&2mgm|F%0~(!E?t(G@rCfPX|m%m}BkL4Jbi{ma?{|B+z{TKwZX|1+Rm#eK6qNw@Fzx1*7$INE0ho{i*s>RG%gU-*Qb=>ZfpJHXi;-e1yUomTinrt zzmc^8`UTiw96eYXS( z6IQ@*L$eaXWkt$I{=%@1BaA-w=nJ{hYHZN7Mg=3-Q`V^q-PW|v5?z?l^#gX!Nr2xy=6>zF+C#E$GHd^A(66jLz5G^R<5`~)ypm78nuNOuZd>$H56|+dkOvfa& zgpd2^D83*IIcB+8>nO$hGHrjkK{qDGEu|=mTXE^}L)$Ss>%i?zsu%8J6AND{Nr4tp znDbhQq?Wje*?q1f)3)s*>@}h-P790FD?FK?kt6gQYN8{JbvEqGQ{f_jc?hc3?2~iT zcP6BAk#G`77ishKO-I_HC@e=DAU`V0S zM8V#7R*vdv1)|hrLFrUq!3>ofkWnV^@Txqg_q}wD9Ykt}(~D19G>rxwmhx1VfVkRO z@}&5SO?G=6mkW#&R-NRS_*w>sgo=paY!`>ao=|mXL#v4}a=Ey)b6Ux~%cI2oQ(3zE zF!LO{yvNmxXgKtmQrQgB#VY2_KLQxAr{SA(UHvvdSR-CfaJ9<$^1RWV^ljN@%1V(K z7p%g0Z$)}KKo{a7F(#488(w`_RS0{!GxHr0v+S9K%E5xQuBkf6bQn&BGq9MXW%Y#f zHrut51P|F7wXHv9Sqok6~@N<#jPo@HF|ugnjn3M zzaV&Col#@{vF1q+6}49Bz|;2bzi%49Y*B$Q{(zq4hTCfy-58(eJLG|9W|R0(GMW zAp014#7`GFtx4h2wOAS$a<1NhMUj*;3_l1cpFQB4J0mKFS#VBHUa~=k=r6)!SMj(o zpj|y9KpsJvp8zxU+}ssiuDPWgQ#S!M!*k@3@Zlji+3j)DHE6n}#}{Z|Vn-ru#=oyM zp*LmNU!3(xs=DyI&ZY`L7uR-N<1-b$$qZaFu~4~{;vc+`PTSvkR!HkOonz82 zlbW0%4xB<%?8?-70Wcccq+)36nN#4%>tZCaq?D}pryfz<+v#O6QBB2{_D2NY@gbI~f+ zy2or@*G8^v3}kc&W68zB7~r&X}0rVaAik+w@njJ zbyKx%65uGcUv}4@^?{9MJH8Zu&wVzlUg+#@+xby)NNyaIo32OLNm-Fm(jA|nVSXVv z1m6ADQijBVrSYq^V8r2#Mpg=SH%|WMbi10R;d#^>3b(#@ zTYpO&%d^C^|18Fq`QB^7_q!IJnwb&4kH{RODWxOK3JHN*ulMEK2uj*nhW7qhCu`i1 z`|#wvCFV`B@@-*3!_D}1Hr?iep~l@InH%_{>E%$DkS0#V2$F}7<6}MMYHnFo_%V?z z-=c7tWkV z+gzepzg2I#XV;OGLCKXdyvCaJzCH-QT3iY0MU@PDx-K(v;i_@&G3BqO7OMJJil>Bm zsisE$8)C~-;durPcS9dz5Yeu-w!WIuT)^9(1!-35QtY}5r8^k$br=)Qwp{m~p6Y>L zsES=}*;KO#csR201O|G@CKy?})3-0^Bc9gQC2^s#eyx+>0I9N3e83d%2KiqL=+_Wn_JAH zCs?kJ6YN_&KIr~kW}iwDcX{n_Ud;zZrQTa}$}cZ#;U3eHFv({Z69 zDvCtTNrL+vZ8`#jCr5hsYg$f`3JvS%6Eh@YnFB7&+G}FZ8pLCK6>4}E^mw`N8;jI! z;6wRm zSuj>9U3oGDdwW?0RcFlM*5Az0CZShr|Jy^ue8j~B)9{%_6z^;8O z8+8f7_~jNc|JND1j*6MG$SQ`qv=5eRw$|XJQKToYjdFE6@4UI&vRo?tM&e|Vw}aE1 z8=ob3f;Eo837R#b{{0rP$!8HeD6q-ysX#oTjeC+)U!#6Ndcy5U_Oxsx%k^49O#+yts(4@s^RzV*XP=#Y9rFM(nn|_+xj8kx&NGofkY;FJ(4~?L zW|!n$-{)vs-NqBTJkA!vI}hgm&B0$mdM*MiAPcqAiQ7akH%#TB=hLjdI>$uqWgpRy=K zlX!5UOxE9-uZgw3HdlC3BPQ3q+VpZt+ugC?n`!fl`V6rggdJ)m{rMn24PYsN#-P&L zjZJXqKX*_T<=O;g7ttL4L`FSnbTj*?WL-j~mQ}(`zFODqx(78iudATZRYkz+tCJ{fDO^&7T`0QOK6NYe0 zK=(9V#_Yvc=hN<)OXmT9;t!iRJ2&tQIAW34@+0e7<&Ft~rapG7oDOccIG_0gq?HBD zExzk2ZyHmD5f6VJRIl?A!vkj(MD5gZA#pM`3AEr*PhDz7$&)P;!D39(&=}az)k&pL zI@)9Yq&e~?{cYVMJE=6>3%x1phd_DVNO!{)a^uq5l#Ymm=`ZR}<~Qq;uh+X=AD1BI zOuiY0Wi=3|P3M*ll0O3{YzABEN5Im=&8Rm@3@56~IQo8nqXXGB-c=!Q(}N@pDD>SL z@=m-jUk$b=7hO-e08AF@pzsl}!-38t^ zRasbP=aCvS6AJ=I^S3Q=6ru1KWGu!c~eKA34MwDO10nAdMMqX7w?VvcXuFj4N|f8L_s-=!q% z71^f=f?Sow-`lXy6PA|R;Rtsk{B;B?wg(l^kouNK+U)jY86~1;71?JyVtu?HBfs(l zD)4>I3c|DM=IBL|PsD-LscD1h*Co(kJTBKSOv{m6TjJ62L)d*ssxOe|z+7qV7(;!f zfHbjknP46g{_^P=N9h}v+58Ivc~Cz~XUmHJzd#@Yg@5w?L#7!jME^jb48Rgl0O9{; z2vi?GK4gFm%#EK|TR#f@hWS)824YTmHU025q=!Z-LjP+5>Qj%$lBtt~!Te(SaM>FL z3@E$qVR3TVGlG(YR|t7Lf74h=*JP&V~dvyeGBOq zhgwIODZy*SPxJ*9`AWVNKq@eM<;9TLvE$WWy3|tX|%>^HWf>4qvePdlBJ zG2clr<{_HJBBs*cy9(3Bo6wh6o3TrL`IaJD-p%nnoX|>2%?W^%!h^-E_l*32KD8&TiCQO8RFHh)$y>^6R~lXQG46j3lbprsHI5z|;@blIH_DlO}duH`0zES~@u_)`mU>X7@58y7?XjAS`jqUfLqhYQ%`at8FzR^QD9s)Mji)|%d2SZZNfm8}si}X8ON zAiL(AJP~Vdv{fG6ydm?z9y$a{=Y&JN5IeMZuxLe+H*r-9N4bVguM65 z(P+Oy7rXHe(wTuvVahc!Zq04Jw|NS|1Suk@x5?SU@Rc5YjkaUK~olv1KU$_ZPy<3Qb_8 z`RZwTn^f)QhKwjDR~-h9cV!NtEr`C>n_Zy4JXyk&{um2srQ2n-q(y-2dmd|70~W#h z)yiIHa+Tim_*O&pvTDQZPN6tQwP)C>kXyg3iNOIR)8WD9Ti@$kqt zfpX4yE5He3UHf}!Snl`p#Q0SgL640Bd{w+TzMPn4>2m$D3HhxZ99qoaeVjgvq=*87 zpUBcrw0=gd~5n)${Ee?Oj*EELp)E9ScqWqecoUHGU1=?y>2`D`2JYK5kYA@P-b zd&w(r^dK=V!nT++kARCX5XvPm`)mugWjI`nE4I)cDNQLNV0SS9+Bw!QM?lA}3ihKy zX4~@XJ60fb;PIy&8;w75d_|8aJDWxa6-gA$LsaTMa{Wk;X7RQ`zhlOUI1)A@0i4LC zubL4~?zL0U9-~#c+uQL0Z|P749yp>$t+r5-RzQq)wOPl!AO+QHu0V7Qt;gFD59U3X z$EMrw9_ASE7#=tJxapy!z@<4{ygh(tJ3rLq-MySq5L-$c7%%&FJ$Si)a0)OvRN>-s zCw~z&?Grm*L%{xg;MpEBacaO~!V1q$@Z*SE=X7~D;vWA!A%O1fmbn>5rvBx*?LB~x zu^O}o|6dSzahiD ziBTK~9bplq=yeL8v6%T17k-i5p9>2fqzh*X{5lsznzjrYTR4ES^lZM7apcKtF1U)T z@>%EOn4&#Ss9okl*>dx=mFl#;!KH6aQglMFa56L{4uY`!S^4bbxzsSU_6!ojIXL(4 zcuJ#b^|+WPe@Fc7ot;GOVoT*uVZzG8Uh$iv90cHR5|!t`VqIp8+ZM1j0rMZ!`mW&Q z1n{J8Kd~LIr*p4q*&Vz@JPxb4WE)KclY>@3?uRkow)zV$Z|qKyU`KKJN!Z8~%=#STkN#_SikE$u z*Rt5F3tU;@qW7dMjwq}M!lVxbrE1uz7AxJ2zD{`A)?@f1s1wqeQ>YW#u!6Td&7ZKD zS%CAb(a(kL^LUjWgoa(dV2#w~$ktCp)6TZ`j|LP7P_fnOKtoCQ7ONG^}Xa|?Pkx{^JM!6J*~wfoT8#-8}vXSF6vj{%$bH-tDO2(Ez9+!{K4(0YPupp0Q(Byw53J73)g5Z(uP1_phFI@C1PA_sTI@UAgG#%md)u2C}z7 z$KnKhTFgJ?Qtc)Ut*B>^T)&pc&5m;PF%>#-Kp21`ySB$PTpY=ibPWY0t!!PIrx%#D zlpBb5!ct$ULL#bbb+#4%6kt@As~%o-zFDfM^_Ga0Dq+x7mZzmOmrqy65WeYZZ`!^mMbvK zfK)8rzZahW5Re{Q+gj&M>*~U$oQab6rme7MxQ5Ty_A;1#BnA=LCAJXj81j^&M%>1- zqQS4nYUjrKH`DTf^Xj}2hN|-$c5v+eBqBN%$*#Qm*bjE}6j7{Plf$yLg_{Lq(y(?w zw!n$EDi;lq{*B+Wo)RiR z0L_eQs=Vb=GVGB2_x_N8xz3Ck0`9vW&=dS$jY%W6a5oc;g+|vm($HEUt1pY*P_=bv zZeR|;S6d0rCFRS?xkreqs9_ei+HX~)f^rtf-8v&cogEJXQ0L0%4uQh(h`W&^Ne3A4 zRO2{{d~C|i^YjT_vmCWzDL=w z<~b%&GINpyBmN=}vsmq8Dxqyp=qv_@M$YhkhrC2{5eWO(>Wgvxb+`+IBX<_{?saqUBBYiQO{7J<_ebW300UG04xd_M((Xp^i*cvcGgo2Q+#cnf z*Seg~4w2pYCB;FDBRF{>!L~w`5dK13m(OcVL(6q(jxK{KB~cY>r~$bg)zY(*`FS1`pO-$S1ZH{$4mnDntda80uIo2n?~l z|5N9GZI$PjTy6KV^5r2sBoBwLgb_CJ&weFclzbWa_W0aa%6&`m6_y$MLgGhEvsVan z{dhf!e`LO|^nbI=FQu*R#{BBye|XZ&;62YwgdTa-IcNLCT944a46-W5pg;~e9TSCK zo+(`VLitb-;;!{1y=;+OX_k&(|-$3#41)%BOt2r(`fvs3tI0p~Hrx1s=k4-*(b_X23 zANGfG15l`df8eeGQt*|GvtiBlE<1s7nKk{*C%yqI^j@cg&F*Xj_b5-yRJB;f&P z&~Z4s4+S2!uip6-#DtebE>wgd#b~KpsUvJH;TZ-?ADoi1egoRdWV*?8TiUWJU;?Yq=S`P~M02d1r z?#EyUU@2h`>l~ME#T3Vu|BOcA8h*T16R%OB5VbEn)X0ew72E@C@*QYKUv%-*ByORt zzO7LUDZ^gYk02I8z;0IqT^+wYI08ej z>u5|7jtxddYk9iDsm27C_tSkM{YM!3uWPC7Q?@4^zErMB6-W#GzR)?f?fUZ4w+LbT zVf2*Mk5fb$v4BEvng?@Aiv5$^F-8O=glypYO(#nVfJ7*5ls^lix(6^7=fNCNX?SU7 zE?Mh<0jM_X8KA9M=Fz`B(p|8{2GXbiEKQP%Cz6z7MP{C( zDQ1Tq`qY_=fq=)!FYfuf4oqEIfi~yU=`%A|NJar;G<$5Jle8+))VH_R*WUh-&pz*i zOJ8jO$l{b)p}VR^Q_GK?bZg)1OYsR=$e|Q|JCIwMW<-|Diw}}I>wB=U;zCT-SwgpH zR~&}fZ9*;%Q*Rle)-K}(qekO7EdKA|W!fWu(}8?ps16d&Z)ZLB^y?76jb4v9=K7iR zI5F0HMYqtDdztZy{&9oMw1zK~^KB{0$I!Salgy}>e#R%CjQUZ&5C1TBT0r3g`B;NT( znv_uTSDa@#AZ4ioRo}ckqP+3*@v_sA4B9m1B^t-Z*$V%cpbz7yR1q09c*X#`tTCuN zRrj5~xa>~8v(@ULtLVmYq7KnamgI&v%huBm(_%1goGwh>nBOq8P9ntLvIK+L5?^b0 zIm>9WhuLeH(nj4YgJjeR<^XBuqZJ4&ev)k%=PiB5A9H?pFR?(ad8t>Ch6gHC&-pCc z{3!2p4VoUK5NnC|)7)-&0}{hnS0^qEVxl=0wOW#0!bS zEckCN!8%jHm`!17r}ML<(@cg`x;FMLjWUhRT<2~f*cl)fZtfu;e6K36!G_1xaNbPw zxc+>J*%yy&o)eg8;k=_bc`;gGD%3Yo%*>CVUmhOA@MaE zn|K^KW+|rhy`7^=Daw|RdX=z8-#eBgVK&x<^85pmh*zFv~@%ynky{V*jGq~=Io_;gz028zG1vGTOn zBd(M{Bhq1-<1~=e7@HqL;zG+&Bc}fceBcyU~mPPx%iN)B0#5Set7-2c)dga3&{$lE+apeG-SF{hH-Hq?nj-`$2DJ>}0P!M21^Bt-mVTem>cCSMJ zxHpnS)!7O>)&xt0>n0Sda!1-Oq(WlkKCFVGg2{e$xZ7-jAM ztYVFswI>k>EKLA+Uo3En3^0}xLx!k7`T}UpV7<;#Bcf!=q#8=-10IVZ>$I8~ycyEh zFtsO!T<6EJ)<#rK?_kas8*|Y+*IPg(Fyd1)AAXM+^xknl+G9Cn2v!5?d6UV?-*s8q zJZwR#M=pz5ed36;`29B(0AW~n+HXhFskp`>k{c3v%B5v2qzpp*JL<78ShywXr9Mon^Q>5^2}c=YxC z3~6*`*Nkt^M7Yn>7Q8A4Nc9ljydmj^=QwNt{5@O`w==xn9o}oN0*art_S&u$)T?R})%%y*!21n&PZb1|PPqw5p}PA4rL^BbK~h7UB|GIWH$KT5ILkX{d4eJ6Ow%oI zvhYl|t6-b3w%>6?L}k&326KaGxgF~pAz8y(wfTP-@`S1{7~6g3=$hUo*^{LcYTbuT zYTfsb#=7k-&6r5Pzl-2-$PCis7XiuRCi#3bNWYrK7yoFWP*v6O-;b}A?h1U$WGIkL z??x!fD@F`A)oG)9Is; z(L*lY8&V`7sLH^4^D6{3K&oY_|F9Wp6KG4M;;LEMBZK?8Ic zy4Z)J4n;?^zUwk0kx2(l6yFRO{fHMhwUK}KDe_SFTbx()@Atw!>`b4>-}VTwHq$G- zqf~K7&ud_3+7zWz^eq3LNh@|J67xIcJ7usG8yx2}m}Uccxr-=K$h`#P-wDcs8I9!- zAj2YGxnuEWvqjU47db>SJC5RlS~s+$6gGEevLFQFy6ev7c?uljTc@;R8$ggT_up@w z^4fDj9pn)bUsqG_gng1uPy?O$Z>IPB7>c z44to!Cuo0T^3|Ii{x(?8#sO_HZeBb{tS~>_Qm{ZUa^L=h)(h4b8{uK&V!xbL zKw1#?$!gK{%=}vsa{L1meqd3QZ}D)Cfib5f$(@SHj3V#lek&Qa7xzt`BEiNU1rH3M z$w$F|Edzb%ANyw}=wWV>#Z_BN-l}(mspI$L>h1>{ zPDGyl!CL+7l}s>{eh%|d^K}HtKgDa^0n1&P!_BQwDmRu8KiLcu4DkQRW*j|UaA5k357s#IY1%1yI&;z{+VtB;#%_rmzh1ths0eS>Ns6A z<$Xn<8{-M6w^16)iLKrBN(gcZDjUSlulN0~cA63LSm_GdxJgSs2k#*&xZZ4nA2kXo zrvx+~8@${|7VO0VWNL_TQ{S+VNIvrAm{MBQ$eg$BptZl7SvBvpb_H_4@vNWef_A1 z$vFC?LoJ%xp@e}KD4U3*8Kc02-}`vKI2}vP;8K2CE*uGWFaUl3M^*o)sus{pz4Eb6 zn#Z5Zt9W_Bt^%Mia$ojX?eQMN0koIE`HpX#CV_49*|bKvRuFj(zu)pm?NF5X0>3}T z9~w(zzdSM}k-t|@Ng(=X-VVo}eiTz_##51tX%Y}D=BN69m+6q^I?BWVmL9XkIRfzC z2lRU&d)|h3SyTP7upUbAp9A`N@nD%OQbK0q_qT9851QG=uLn#@R!u$t-ur6ZSU4%< z?$Q6n-a9{O7T{l+X$FcAMWW z8s$xceGB=C7!T&K3PYZg*%>ErF8G3Vlns!zO|B)FE0$A)-B!|sI4pDOswb`Kf~KJr zni5hhZh`l}H4!w6ht&D_(u!o4NPgF|>$RDfZI?@ZJc7p25a_1NIDwiz+AK5kzclF} z)npsvOxQ9Ulyc+S zFLFe`46|MAB_`Zo^Nwz!aPP7=IMM-8q4xB5v#^zU6f2Bs0w-Np?G(<}iAgasLOwtk z&Zx!ZKkUR7h|(5+2H($W68gU{(JUu#6zIk~>mcMC88ZqLVP!NOqiJwfpBq~R$P}T7 z7oD51ySizuI#A3_Z$KmPbLkj9ckLo;$%~!=0Iipbr(foIl%CedP2@HkDp|!z#zn1) z+ zo_089%`)6CEs1?S@W0L??Ams_BD#5k%*u#b0$cFDT^Lp|d(DLs;4CgAr%4Mzp5VH; zmzDOF6k3;0M0mE>b`q;kO^oVDSZ;@i!a!B6p7&Rcz|_tDF7!bz9*15jZ8K{tYkr*N zVw}gTecqb|>mDXns4vbe$sjL?2i0xW4>?}lyvEe7!;u&9kzl@6 zXPs8H!A5ex8bz}p>H5p;GaF~K%30h#ga5cyO%(P(wy#Ytz40p8_#M_;Za2?c&H}QG zVhp~ajOcW%=O<4K#nXj&*g698%@>w^#ygPOku~NNl2}Z%L_FW$Ki;Ks<&vWcX;h#N z`w1caJ89Cie~NB3$)Mx@WFTg`keJg0-K@AREA|QZ0zV(7qw%Ral}(^U$-jAsfL8CJ zj4e*r#S%!s;BaP~P8Fo5FEBauHj??Rwmwc_5{ap!ASzPFo0nFN;#d84pCp!%!}?y{`pbJnrho^y)F<{+fb?S6 zYuH@glMAj)Py_}I(yXYR#+#?}8I9f%J^U~N?KNrJ9rG)5Ej^M zVuClBfb@1fBon8@H|br&y(K|bm2RRRl6J~d*kDN`%hB<}J%j%gG#!e*Z-cA&tf5m> z>|KYtpYOotmQD`ekd>k(d<gC`(R$Q}TK#7=<(v%;EP*Goc zo6Wsh)maJc6Q@$HA?x~yka;RWe9hMztTr;owMkKE{E?DZir8Kk2J240Mut1u@w1Eh zxzEPYRA>PyTPF&mXfHP>k4rIF3dRDsV}<`(ayB=#>rqiW=CY#@q?<=YY~@rz)wJ@0 zp~67{tUILYm-5HB8bQCLnN$-5-elDDeTQKXqJPSIelKWzfemcsRT|1vc33>;LDkG` zzpC;5Pm2N+yJSl9qAc*ZHnTTOK6Io(?sRuLVM!m$vtU`+Xbk<|f3qw90H1IUAjU>S zepsQPaFeMYV@>V`-c*QkWb4a@k3g#iKtFq<=}!8-AF^2;zQXu2FP1pcaoYK!9nDfB zfd;Ck-?=RU4(_(l*2F{&0UFH>b#R-6VWL+FYHAGR>uxnVA$8JLV{Vb&U7dGq~gR77M)xfnQ8w0M=X_Q*1V2>8Alpttd3ZMZ~BK{dgG|MAeyDb19n0IU) z^jNgT(-u%GbKCGbM=peQij}Vq$u$T?z7^*;mm>l0lEGCfCH9<|k`A~Ji@)q3#c5@h zu^UiuVQg_Bxqpz>Z;yP{ENIaapVfDQFN?Dc3`7t*=+796b7Yk8_`MqPA}$vyp2+C5 zGpUO35*m}%UzP{d{cOgp5qIBO;tIzkpZrTL!)}1*0=e~4Pac%vMKXGiD-sN#3rzB6 zMTSPBHoe%_3_;Tu{61(QHTxeV4CuTNDn;ppCSLtHM8lCvy6RsHQ!aj?TO)r;(KOO=vshV=Q#dcm;@XZ2 zrqjGh^68a+({pZCJfN~hTPwTN>6?39<@Xa%;!5&q+bKsxT~K|Xzm9TbBpaDpAzmF^ zEOs8XPXd@V)Gb#%VBMq#r@I4{T|_!y6m&b#D9qm@D9?9|Bl&9a;)!7~eQUi-j>Aj4 z#w8b(81?THk6CIk>WlrrO2nW1N+svea7}}M48xgwf><5FoXiGgVz>~`8-jvX?(&g2 zA()&M%uRYEnZH`Q1TFV)qP=LkuyW)ol0NevEMVynom?TG%71iE2ccwxd0Z?+47-Ba zrlxrW!7+>_G$iB1(DBzlJe%A2 zEy#umJ0sAc8D%v%Wl~>^8H9xAl^4!nM;!#-LAbhPz9{?WH05V64X*+Kh7m#K0E0H9o4Cv^I^Z#XX zh+b*ObMq@~6w~|9u|vv{!iOih;nVxH%B$Wh!0XpS5m#QI4`wHI)vvWi$@?+S8Whl# zr*1xP79!eJifiuKn0JHYU}j!m5R9N3a~xbS&z3eU zSWPRusDB9f`V~ii048rC_J1dT6IURKpge2c0Eq5{Cx1=Y`Xm7XdxX)Fws2cRMoq*O z8mRHPlqx18L%;`iW$5PUn|HWLODd%|w25f}bqx4Dc!4{baJtPl7a9OMb2P<0PIsRS z=~H6ub@7wYAZW+u{3!^;ippg~A8`d-3S0$Z zf%FsJK1NH;VmUmrLJHhJlay~0|uE4ol|4SryIMY&r)gRn{Dfw zTzBl_g0--#DP@G#E)awo@@UPBMT!)?f}5ns z6L9JP{vDBD9&^YEg}CAlOZ1_dV>6*_h>jM_TP-9dnrP^AGt0WVL{Stai(?Vxsn&=Y z_*Dk`^>{IBFZ6~FU}eaTHuXArRv_mnBbi{zWcDSfBPXzfr4oMb5PCLHw_kv}8G-*F z`{GIEzgCXlCa5z0xn%+p@@-%EY5(uFFN~ou4idNEZuqJpKDS@LX3^*%vr0iq`9Z!mFop1U5E&;FqkALCy`s2U(7qCezUJxt}MBmk;gmO(M z@K-abS!twUQ)Oi{nE$9AodiWg_VoR(9*rZ^M{=S;h2}RROzn@2&>vEApP+aj0NW@1 zFY_Wu#Z7|(S9+ z92@(Z@GW|VZ)j>9j<0cRsNs1`PZ`w8`0mzvze*0sRSu3i{KY#AzmfR}2xJsRS&OKa zfV5pKJnc_Xp9Ed&N{*XS2oKc(6H}4es(^{!wTH7LE6|bQV2vnoW)BJVOTtwpypFfY z#O{I)yMR4;lOn5h=th$XXT)nRo#t94fYvxC^pbC6uin4m2E&s`(ES`%x;lwHI&#QV z;JzgD{%A|}O3YRN`Azy^+%qpGQxlqleCn-Wu7$ zI)e6bJF45-mfNI6uil@7`B;-7tA&2m70bvF7$^Y24!I&=4lBv;UBtGnZwn_0TN>+fm`W|X=X62@6l!Apy{NRZjSUY=3bNCHG0VZ+CH3s z9{HNTA*pYJkVw!3g z`t0(yeIWYIS$-T1UU8BtU1(?YKil0e(L4+l$k}!87K7cUe zr@uG0q`ljs$(^UTkhs&Y?O-jPuGOhpmy5VUc2Xqy&5IiTtUB^WEMx06rzM%)LS7-7 zqbXF*>B@@cRH&@c0C!$e;wR*~M4gP2*g2GeJ=Q~vzqYdNv+;?p7kSp$r8ErwZs@!? z0K5q8y3S}Pwx=O1kDqtW42Mk)U45~h@jy#@!`;9X9O@F=mY2IwGVEu&KCYyNK-U;v z!r!e&xN;ha8+8~T&4liHQ7k{^o&*!^U*Q5Fp9KwClUJ~l>2L&MuU}{-uW?y-SLn9 zkYAEQ8;=)F@!1h~0A9N%?z)DG*k_)mDKHA~&)bSta}n2;CWW2uJBKFGy3UD~E{zi` z&bw-?V57dX7`X*H$oG?ZT=ecZ=s5*o$9OrpXJ` zllGLWpd$pcHI?}O@S3QAe9E7PoyUumpK;2`U2Q~+ip%5+_zK|zZM-oK4e!JLD6cPZ zNqtkFFGGn5$vKzMoQ&oUfyU_w-QA|+k%-!>_}<(_)X!Wc+~egtkaDxESlI+*?03*w zaZy}iU-fe0UelvpBh*ns!DPy88a8geBD)&b6CZroe3P93^~T$Y&#pmSUZ!)fYc1x} zL*6~)ib&e~KP+m1Pd6;~q6y>@-dCO4FSxN^ZoefgPX~YSQkn(9;5U|_qHEnCq;$1% zd`(m4i6do}_ax%izFP%#NsuhB)B0?FC|5PkLY}l^-%*Ej@WESgar0ET?U^nRvwL!r z^YsDhq3BSD)fv%wq<8&r-jv%**LL;?0s-CX*}=}uJ7icMlx6f<(5r# zS4|dU+KiVT{H~UTWZg`cKPM@7lQVK(G-DZ!b6C^~`96P0OFex)kw23AtQ@;M?29lrN z(^XsoDX{2C7zHV-vaW|K*KpcT_gCA8egCNX;C}1z6O_jP(9YOB_vmA+j{Q1Tckg!! z&`{&w-@D*%AMeb17+r)+72&A-{p^4qEE{GSml>be3ypN!Lr0qbAxZy3WF$_Hoo+{>;`Ix;+ z7Rj;jztgk&24~xJGj*D_pkL(`lf1^WapK_OfU7)qUmJD=eHq6|YguImG*@}nr5kKk zYjzg{YDC0U`%+D*dbpM0OaOdr$Z*OM`FJT1(#+bMi3`!Ik*s6XtNLKsk3xS#&9&D* zG+dQpRtVIpDMwycWH)d;S6oE<)J?FM*FWV^x>lvHXmJ@c$TKx1Fe@##*2$owCw;Jp z@&?;$jQd;U*VA_N?s!8u5a?X4RA7;qkknK5m(Sp%5Zg4+mdAsMVzCwt3tNxyo7qBduzu!aNdHbw?zmi0GeihA{)GHSb;m zCJ<|mHfMc$(JL46vJpT5=*s%e6D_*4yHCwxws_AN0@%uyo&iMz1C>6@3>3R&YXONG z?1d2%3glrpxo5k#h}>^Tfk-;8Ky1czI ze;1u-So}Ugk%n%6{vKLShSO64YWN%J>+CVkBO-|HLL!PkO*Ybht4J9hL`z7oDIoOY zc9T0&idS@?xQ^Q{Wm4=m+oDeN=%spxO=59gtpj!txRFI(jKQ91mJY^eBV@6zt2s?U z6@{uNTTwF92d$i>hbr1Xp1UXXyCegjO2H=?x4bP@O>o6^AK$uvXu5RQ)tbv9iWUom z%2Z&)3e2*F17b3+Y8a{3#SxGv8hAawvi^sZ6X#fbcj?C)k9M#@44G-rs`s zpgQ^aTJ*J1Y2+~pBG=}1F!b)D;MWJ5z&DCAU5h*X(w_4j%h2@5!kQT=hafaq7o`x1 z1DGVZ1r0}m{dlkg&0g^3zdws7*FAGof??6EL1P)KZx*l37;|9ht0*g}-j$qaHc5l` zz=eLL1fH{TA2zf5azdVSRp4k#B0Dh4>Xzi=<}G1@G;<2#a)G+&y3_M2D59ZA8#e?7MMZx)FO z+T$(c_{nAP@Wto~h44X63o&-??^&gMt|Z&*zSz@}Mwhv*k0*V!po-C^I5^1fXJ)T& zpTT&=Qi5-TrTxQHB_DXuH{S##VXdtu4tjhm zIC%E*h%7K%2kJneVI-B!WD}~MeO>I#Y2~mMQ+c75b|7@dgeg?mvkwzDFo#E9Ii>%gC?C z_qtT(TT=61b&5;6(hGC>|EN=p2QGsIGX8f_x}440%iVd@{~gnNy^{YonOm&j?FF`a z{m+FBvu+Uw%KQwM)1Pgbu;%}@uz_ktLG<)J*4cu$)=zMvL5AWtB19LAM?OfUmnjPS z68eg7*~MSyvI~79X<(b%}zw=K;o|sAlhM}vxyMCgq`zt8|Nkm-Xg9IwSox)kFaKu@S)$cuw~(UC`QcZWVwNc@?#|e=fv><+{;5 zxh{_grSr;mZmI1yv|Dhuh^*ixXjCB-edcv`a7+e6S4hBRw!ahf z_^||YFw8S!RX$V)nU6zhb`x;MsSi)u(c}__yfcUKyJ4@;$=@uX`7}P1i{5PYCr|*j zD9#+SYPfteXr1QMwAQaye?b&z6w|VDA40>|ee7e+2tG!Tk&DZ=vu{ z?4PaqKac(0Jy@|5o4^mugdS>bn45>{+M5Gd$H~Kh!Ab8+vm}`vk#pY0Xz^!NXb7Y_ zx5s~n1|nuN`I6EPaay1OzeR|*fK=hU$vV(yR)R%W)Wnxpw#40N%-QF_@mSN8o0tZPc`dA zI#MXbXGg*TbV)j^^Bg2%A7`C3vmzCI+c*VkWb!MFP6AAAVF2anflY^n++l0kN`TZ# z0s+27b784RyYf=xe6UU~z9rHbs}0%u0vr51ZG~H555&V3cdm{P)7iSM_*H1?RG-m( zSl+6;xM6a4T`BD$vG(h#;smqer*ol7pH_mXSA2}DoIs$;Xg)&1(%fJu+Z9TXzjEF1dfYiq91UnBT1p^% zzqLWUm^**;vyB8$A5u7S@*y9B?0LLRgEiE>0&f4JvTq3ht*u!b30n#A6zTz^``;n! zL{KjGn{tES`=DZw5+DaIK!jrS!a$w+ri9A9fJ075&mWh?-h39CYodYO zX<~XDz;Iq78x4jWoulk5d~zhHuAb|(R&EHxZkPD6Qi;Z`G5o|O83WB>PsZCla#mdG zWbv5FbO

G}UU_-AdB=c?-?kPa> z(hPh`9DuHm_+=FUq>_50i*z6YpVoEUD{pD@9EJB*_0O`qey{k_JS3X^oL( zTc_p<_Tpcz0;GWDG=|tBASu~)g^kAcii=Qq?wpekeI$9PAav*KTlQGbm09k}VKx)D z-sewFU-Yrma#NJ0Y0q=82d}^5TPIg64WrHh3cfjopQB+dSgcK&;2jA_$U86D zq(*C@cZ2jOdgG@aMU(-Z%M(B1RJSIa|CL>0)=?(*kdj|FC{nBNFgD#BCjqGfeb!0IP+0vmc+`;uaM3$IE61C)JPw(PqRUT6O)NGgi?G*$N z5HGrl`u^8W_k|jv5-G$Bz38+-h=*#mpd~*}zU#FvQG7dZx}%$=?l$7&j8s)qHrk0I z{vxX)0-xo9eZvoTl8DsvY#&p^-g%iaM{TR#xMQ9v6Bu#t5_r;aEwf$qUJl&iUegCF zZEMunfhovX8GGn0v{W_k9P!^zj}ji|IC=qHt2?yqob-Tdg5d&n7nU ze0%^dr5JLkTZSsU_TOdx5)WDY@i=slTloC`y1h^j^yHo{7Un8&#}e@D!WismO0>G* zyfzN`MMmZUsRlyqvHrvBAv`8;v2NmfG2BK86{?TI6rctI_&D#cf=i}6N8SJURQZe-B2ZDKRt7lrMmBiK7>f{07ElK)9q;=*8{$%wTOj4_0?-L8_dC4c@ic!JYatdHfEvo~vfci<@fuTJd^1bE`ue$aTluY0?<~A>VHs^r?#htgJ zG_RmG^`@AQE=a+H%|iM}UUx_yg#UhGL0~BS&=QXBeg=nbQj7TXTC`;8TEH`#x2!Y+ z7bi{$0f?4{YyK@hTrNCFhRQ%XoRAFJ`C-}sVyEgs7wohfo)&;UYXimlDhF0Tm6#~7 z{R6{Tt3VMPQk6t@adb9B5i4oZ@yvO1={GI^oK637y{r-}Lkl9_kjY%>$eFExJH?*| z{+-yRn<79%*0w9EHZbk3gnOQ?xb!wXL~-U}Y}kX@gtFiMthm8OwR6tShXPch~l0C#H*a)U33Lh{_3QlvNi`ym7lD#2ratVt;-9g|ytjO{fq2gU< zNRVU8O@1T2aa)x#X%-fv>vn^IA)f1_Z`$~L_R5~BKh$gd>orM5eM2Q!u3TYbdXaBe z5yXrO?bWlOTSUGodww~Fm8ZY}cicM_<+{wySIa%wt?w82WBoG5WpQ6Ox_|kAFa*ol zKg+*b{+ekwA*z1`Pe8qjY+Q|n9_;4epHif!dDYqgC;JQsQHqfXI1-AY%zQ)Orrw~C zy>D|(fL4y>xfg)7VRS1Tx+u33zh~iVjR@G;S^orV^=1)uDQUf&}CkHCOtU^}qr#PiG6#hldu8L8adWi?y?NP~;_T-qs z?kpsy%uXdh?Y$vaimcBj9T$5kL!a(~5A^^|YRH@%HmTjW`qvTXuj#o;EJjJ4r@TMo zI-dq$(f=_1mFj+$LaajlqZ`e)!}H4*6SiAn*FzSrgC8;KzgmkFv%Kox6eHHRAgrW7 z3C*I&YT1Wj3_}ardh=gde994f}=~IxEiZvXZ0`PvnckG2fYo<;#n= zwgu5&Io2fGVE^*E1ARS{U8VWq@q{T!@lCkdscJ^X=@{gwunZRQK!+)KO#W~if@ic! zw}h`w>(FivHIV-+M~@6kjjCd~K%^&;gJ*Gxw+5-GuXupLU64*F0)w-aP-9rsad~et z1};HXyFHzR-Zhdf)PICmp#%9OT;l5CupwOiWVyC8cbQnTfhhwEjcA5}9gVV#Pxx|s zNRd|m04&iX>-5IzV`OZ9C*L~K*(WDbnAKGxL)5721P+vF%6yHEB?PjixE8&w47oZYuIUh`{*b??*vr9R?< z-~?gA*#UX;s3ws?h@y?cuXlm}LnwHc7IeGhpGy^3Y6uKz*JySYd&4WV*p#xIEeRGT zrSC!||IPENn~$ax3ZiojXAz)`S5n~5p=i0I%@3`jJLqk_Fi9&3>xtoR=;S_wBoVo2 zE-ZMFv&K4IuL|a%;HT^uc}#}Zb97^W!!BM+Pp%&rqV)%77i;#vZT zOe-BTUM#A1pz-DmBTn;Ori}qCgPFxO5Dz~?8H*=oQSF+z1ZM|_k24PYZr&*jj2v|m zHIh*co1kWQbp)y9=t({UX>k|}rL5X-h%dz9EOUdXMZimr`>wugKf|(?ZTS^(h=Vn< z*!qdaX+rY$`bY7?cOJ7kghg5>bXy&)wd9M@HK38^7_X`aIvMbmZr(|!29oQj*XfKO zD#gd!P|M2fhmQois6-x!>>{jWzDkrp(@n4UQ*HWz5kytLO-Rqjs6`S)BSIs>%uUJN z-G*p6WHT%bV1#2pX7{QojXwjt3kmG<^Z))@zsw|F``#hV(Y>VfLBl_zCPJuts^gj% zz%#}2-mc%KvC@oNL0%NQBZXo1_8&q5z3nw66`I-evU8I-jFH*lua-FCBerm}rjN4Rh8 zoapvtgH9ydr~SOxCc2yR{cwO585Sdm|ZQ$7QY-ghr#}ZhdDB$eo>qbI8 z=uho&(S2O*0yhfGpoTB_rP1Jb%B&K^sGYq(|2haR%}fq--gEiH`oeFKeoNOx%R7_R zCu5<}jWc9dX6TV*8}C)vSO{S6dD`#d?=FR|uR3XFL8H=T@g3kiJfkZD!(aKt)0Mw! z~9yFV@{hu!)9 zaW`xe^nK`$+(9hF2V7O<{=XgnDJOFx6634QO5X|0{D;p}P^y39qyl);Dg2QanMFTa zoF}NP&trhJ;RlCq_-)BPC0OW?@sZ1rL((~F;@U?^806e$v)fpe!i!V2E`v8Pe$s>T zf)wSVsO9=yPrv@q!qO>?wft1JFLfo`6CFezbqXlN!+h~d3wc6Vz`irnYUZyKLfI(m z$~GCbjM1QA;4beWFNvRI?4ZuG3N}pQQ<7PN`d9hO|$(Fg%x(AAn?6 z*#bR_NbYMJHFB*PZP(5n@l9QB7Q5;GfCK99)9G#3F<@SGXV**V+TX#~H**Y+C?DiA z?xs4F{CdW^Ka7zBYo@}y03WWX^gz|TB3yvaO?%j3(pi#G@2eS$HUm}?07*^U?*fIH zZh9{F&j8e#Im7C>v_=x9e+ytqpD)KQ{Jn@M1hT#6l?ZvaI&BGFh5y5px>%hsDs%Np zI{)>9ek$VjszoX<(F=@&?TS3|97hd9J$+a8c$8Uh|M_J9|Np~QW=~F+VdOfS3r|4RVfB~|j2S)T%XXpX zLX$S%I4dZn(V@o$Lz^N>v#4u~G9Zf(aN3Drr^hET%awr#Yag7gbl?pZ?e5-_S`)uMS3pG`|_ibnEBl z!`mM6kczQKgTySL1~0U$)qoz?6k(nSP<*nKSqnj0v_)qPcQ3CF(BBCIRR{z)d|SDd z(GXq-^fTNulrg0`dj`aJf>pO6TUEW4;(ACOMiZ@Qenm4PzJcllEgWv>3+B|S z@L1M!O-vs5!9+tlne@Fz4dLifLNG(aESc+-0;r0_4%8-`9Hpg1dN;=eir^cVPT9Fy zPB_3U?3m0EBK$!k{<33_TuK5z5}%ygSLXhA;ThIFpypI<2k-nn z4R_KLZ6GnMlfsEpedy#?aqpx!3m4r46s;qV-v2%OZQLh$faFmUE{X%+Ve97p9r>=f zS+LEFFp+&|TR6fd;TWu1>(29vP6cnl-@ER~U5YT*<7Oe=3~exbA}LO_me)GavajSd zQkA5hvN|O+MD!&Koys8&4{Wf{nVRR@$;1IL1nCXwBruP(pfV~)M|W=qMIbd_bEudd}p(>({J7@W|micg^=gphdOlI0(T)rm?i*2Dpd zF>>zQV+8ND8eU52=8C@6-<~xi2=daZV%Qai|Nr42&T9*K5Ym9FgE;hhvz_Kq9qg#m zQnU}36$QFYZLEwyk_qCQyqJRodi>$iPse$Wc1Xx3X#admu6^{R$OrI$>upXYKlEAZUMXyeEf*OyR?ZCZ50Jc9(&sk;$3H9*|}7MQT6x3ajrZ(k8+t zR7>3uMzr@LWh5^jGw8NF-&58de+k+br?LwrYG0V@hK_cUd*A=JSPJhRwgE+YE6Du` zdiJ7KH;ffatmYb?p&%0X{9CJLhTt_Jx^Y1d(<|I0{MBly{X#>QVJ=`*y|Brwof=;R zYRNvUr=U-)%T4g6{hUkdc!((|U+r5)xFTYXDzx%@zzWmm*_C&QR90q#;hi1hbcf|I zh=(y1pOV=K63Zr4vW~RJ=Du<;JXTQ2Boxyx7{w@8GN2FqS~{q1|NDpsS#vYY1%Id@ zbp$=h#~12{ysxMO{vUSO-S*Q{;DNRAi(n*@0#%cz$)nE+5N7<%N2`?Hrvn0opCK&H z>O&WK+z{5KkiTj{fRoE?g#6b6oxi8205aZSsyAo32ix-KNCfoztHI>M!~TgnAF%5-OnoQeR7&#b4=^ zx-~5D%?9O2G7=~>6nn<67oRQX08rcxviQ_Wp z@wFRveOSz4q)r?IRuh9g8xZyscN%hI8!bcVRS|06W2T}=T}G>A-&AdIgC2O}kb(T& z3Gt~+=$EAh&0AnoHR!T4X0*wsov$R+EP!R3JzR2zsk}p>0}9GztK9>=coaiH(<)o9 zwALWDJ3%IeLqW$3yq~~{9Wt5lY?~hSSlVLA`#ht4zyI|)FdV(3sFj5p>%CmID@nvC8fzKLelN?)`9r}l1orcB zUGye)vM&eZydkqnsN~W@h03NpuDWNQ2s~5Rd9B9u33QPP;>%TI6vT;1a z^*3&3fB*Tu5DRHPmM?=WQzvuV%Afe3>0_1T@oJ{5R}nP%9p$HpF+8Ld8B~?c{gQbQ z9psI&qSUhxf*?6(S(2gmmn<1RU;BSVF?4~YITOyfJf_F`if~6$PdkiEY6YXlR;k}7 zd+jc&UhR3WmjPaelbP!-DX|+L*oKOce-D7PCNxN?1;#{mWsXU_vvCD@f5i9D?;Obo zuOD{xD&bu+tqstXoO?0$Y*jO0F0dorQnTb%eVxT$;H-@?Pj{-HLFkVi*uK;o(jF`DQ z=q)`a6u#A}4ykl^>^YAB%Vg6aBQ}Pl>ajq>E!U=&O9>B99^U!I3An|!1iMh;j{#KU zvcW1L#htEGts`f6$3^x|*gp-YvTVe*zo_Q?wN4!&5(m?L0Aq%qmF3qwUJ`G}1XK=P zp87JZKS-fXtQWYh4 zdr2`y8b3VatUg9`0vB4_41S&g*t2$xo~Lz(eae7NJ)aS~>IuJBER8rUSR$o^+0KPWFxiAs}fYsvNLt7W?9EeTvq8*>ZmD z8aAVJY-1#$Ns#~l`AUqG6!)fXfkSP^iQ=M(9n<=MV>QRqq`v`c%lANXmQ>Htvi^@C ztp}pXSu>4$O3P4zk}OuyBO8*tCX;JER^d(qme0S}DD4QOR?JhP*iGsG{>HxM>0+Hn zWuOGl|MXMwKkybt|63x+f9vh)jmF57UZ<^VCh12*bDI+0m+9p34(!>HEM;g3M!+@$ zW$Wqm)zeQ3!ZY!KJ;q*EbLo+n>7ny6`|5W`0DO zIg28tKy=uP_g3oylmPh~Zm+%!lW};fsUt%ZbuBXk=(?r6lFKvDls^{SAi*6*3%vTo;`{oBM^+S-b?oSk@2g~BSJQpCG{Q0w z*KuteHBLq^reK^DmgT%uN8D`lP@Y5Xzc` zBYSIl{bGWx_3%d%Y6J=OcQ;=wk*?rPf%}vn!5qrBF^LPKW(v0lHRXD<+v7b)w$O||CMK6=x#D4A!4Igd@b zRv3~M8?8n~fewAy`qRG@2ii!)#?e}2=ax4n8eX4@X#RpG@Slhj$D(tjj^RrbRFV<; z-Bpf3t$)$GKkW*s*tP{!QjqaFh!M(V)d5RhZPP{BL(TS64SF`_TwE?D9yT% zeRu9DK2Onqa$VN5t0%ogcwo3gOLdk~HH|_8)+DBm_M`?T$w^{fSUB+nv4Ge&gnk;m zLQ&!EMkk8X!P@1TJ8T%pIRn`#n!zsDVK+eJDFY~?M?};ZF%C&Y)H0YtpE=_b(RY^- z`7@o=WgOt>uTBieANnOIx2{=wsoV+~WrRN}=D57v2u`QN7JIk=00RJFX0on@(t8Fx zZmzzg7qcqa2YbhGrhomDq7w)~Q^LscK=k6BbAy<1|NJkk|Ih37C?(wfmR)(fZs>Tq zAKg#=&PGOcaB0pVXuQ5X+-k-D{w%~}z&nYzzx~%2hk0G*H;Z^bi-)yA>*U0Dv zp7P@%@oLO%LDm@C(N-8fogoj~RrUYj7?WzN?jat(&ILi z@<2tGW4$6)Rxs`kYgWw7IQ+$*j9^vJL3yo~HdIe04wFivj>H!B^-k&KNxn{)Kkqr) zNyoQfxC@{=x_xWfq1(&)MYW}F{@0^A^*ri!<0Dp30% zL6@Q8Xi5Uh!mW0ta@&DXMd(sr(|}TS*d})LJW@&*`Z&}652Z7&J>D#KuC$H?05xYG zMF3M(Y16|!-?6ZDge9cA~EsGwlRrO;{Lj-~i!&U-PpH3!7=xzq}| z;zZ>QiL>+eoi&mBNWOdK5TD=-)G!=ky`8^^NTL#+!|OCMQn-@;I=*F3xic6lA}q!i zE*1JqAjFMg%2I3#eFrnH1!~@`|D|q)Oe>^YrV%d>2NAdtBqqnhs^=MIM2yh$a|*M$ zh2dlZ%{dUtY#Dmig26ohkoHkG%}@G{oAtbr*1?2r+K7~L1NwKNBK(6`$ul!kTg^H? zWWyT2UI*)lqP}Xz^CXCvo(|EnqWoiXpgb<1AC;n*0p6qC^oM#D4xBnbMDJVJcbZ=2 zgHAdA03=MCW}}`)46uplY{^M7DX$koGKdWAW0#_TG$QSj$fMl3W%cD!JV;wY_dKt zHvcaQkF5kS;bd@M2k>aZYrOLEv$j6Rpqm;FbGjj#+yNiyGwbRvPJ0ZZPU4!*VNmi| zr$p(^mehR|KzvJYnz^Jt>k!4*W|PIaR@qDcxk+go;}Supx~}x_;#mKy;2<724UHC^ zu!hYZxUjH#ihd4?_0m9XyBUk08M@!9mf90_qcdm%J=chF+OELGQR~~_nwu)N8E58= z2{;`^-rw-3TVA5WlvlDU(roq(V7TUNq36>lrvkQ$u_Adh?hXYh8r%%?iY${a) zyf4bmVT>ymXq})GVo6(2Ht23pBV9UF`z#(xFZeNQVMAv`V_AAS8u?Tw$A5@Cd_NW# zj;Lj8XXdHD?|wJZ!M2i$;1<*($sI0)vBD%EX?Hm5XXY>W+u!bF4bB11)IbH?*6^^X zoZ{d*p(uRG~OL@C_9K8uF04{QCtJ3^|@u#;V z3)HY^+ls5GGN0!-`5udpxQY0bqt*9UUe_NzNs>+^+H$YJTb6tvw9=JCMfle5ZK*Zb z_p&q9qgEc!RF!%1J81aufRUs7LoH%a$!M3Ss(ixfxb&+%s-#D)|MQ>y=0BYZNegwXp|(6eg!P9 zEzR5ngQ_fz+|{kqKiGNDE`RtXThigyWotf+@|S0DbOVqnENFe;OmtgfSDy(~OL9M* z7FuuaInhq*`oX_G$&bzRM5*|sMciO(-;g?I7KD1RA;9&dn9Q+=b@ljpetTv-CjwTiyJ(0%dw9JNnPM3Gu! zeO4je>W?DWXv8G`HcXtXDRO>7lAvzfF z9c>BnFSyePgc6Lly`b)(JI$$t$AFX43aSL04jOGur31<-oS151N8L%(szCn>OCbG!TQ3qerUb*%j z)0qBkbuxLM;1XnYCvSli4A**)LpDQnB6Yu)Zgzv%dLWD}Y2zpVg2Kk|I#s9xnelGH z+RV$}oj!$ZPzh8+FEu)?S~hPvzidybo3?NNyO<+Y(%!JqNxGy2nAtIefFMtKVo7z_ z-0S!Mxf6|U*ELTBkjN`FxdQY(`5m}T7K&OD-ki%61)oXP;DW4En_7IQ#-|K_G!sUY zd0X;)YkeP=LhoX-ZAk(vEv^x9@wo3IY!_nqdWa{e~BWAg=ZwJ<#VCPo(NsV74i=vkfQD< zp_tKX6(O@vNsCS&R*}FDs&5S{(s@MpDaw{5jGVvY2Bj=+ft;i3xAAWi5~H<~qLaes zZC``D{Y^7N-j4Lj%R2F6|Hk3WZ}N@d{gFrPqhlVnl&R)O5m-by%5<10V8U6A>DKkR zV9hCnDVS(s>qcc;uRTIU`(O-rE*n16U{l$3Qd&QYUQ?$gbt{xTT4ag5{TGiQE*^eo zY9lOy9*vCqAJzSF5!VO)+ivgRVot4EsaSJd3+&TlJHLS@Ou9XOSQrwK(q*91To5%2 zao%T6aae$xl=t&L6d5y2#So_BJu;ChvDPED;_NNKprGb zeR)VUp6Y)_RQEpNFgcl9LPtV5dgVk~u$|jvdsc?7Yq&Z=c{z$|X7L*7=F@I4iJC8V z(ImE|JDkE6o^JVgb=Q8`1ll*ukD;qB`j}?D5$N7fRp-+@{T_ReG1dT(W|9EV3+Qtn z2Llr+r0ke121;IPVK!V8$G~Upi*#UvA&CJc>fg6WE_9{)&_E%?ixQ&BpTkezfDBt> zHL>Nmx(z@&EkWJ{QkcddPZ&C2&>tBx=fKwX1NKZ+d{#BRN)q!udP#U(RJuC4F{V;no6Imwz#LdGA4GQfQ(4 z9m(ThNhAzk&IF~sJ}wmHZe?airFNB&SEB)y`4tQChBkUzSeFrT@1mTmQhZ&nRtV>QrRR#8f9^|^?s??O z!RK|y0KVC*@>aqqOV!xq3h>jB?<~}xr1E?3`;d?5wQof`S=ABx)S({N+soN%- zt5>mOy&`^2jL5ieB4R^0f)n}YH;7ka(}9za4OGloRI7;T+0**Mdf10lm}x{C>s zlC~2!(?|%~w#o}*N}`y7(;-TaaU0C8e1=SJ-fMt{qL6>PB$2_E->@|L7aQr!4~3f7 zw%v(J(}%xVY;hmT_s=+fc!+BB1?;o4R57aTwHRGA_|vIcdft4Y=VE69%Kfr+K`we8 zTIuQyZ~7Qw*2dge_%A}E*>@e>zXmtV)NtLgc6V57`r5nyh+CS%cR`cqqODy%RFgH2 zHV70;U|DrZr6nf+@odh&D4L<@60j0byc}x{q^GNm(0P~p1DncVNs)bSU#|}@_@gKV zQDFM%MxJ&b02FjH;;4ca?;^`jx>$YyDCV;ZL`4`fq8D;h3=>0#Us2`^yb%E|e<;hw|eKKOL~{RTW5Ee4Sl@zn3K9$V{v zvYslmh>3^r>Q-GjIy}nonK&QOMB((fuWqnqOS@!NvlU7_DkYAk0n{&bb5_9CF7m{- z?>uEk)enK)X7%>-jwE!N8genAK}4u%9Rl<`!|mTRRVxJrkTi$G>#0{kJ-n|%0SX0^ zMPj5y&q;#yZHb}l*wzQloR%DJvcllr85KfA%^^hRl|NL;Z8YSF%v3`tKoec<_rQUx8 z+MW+5pO?}`963)sg5hyGqB^=N>m6!h-}57X4u1IczxiSCjiNJ=V6~H3y>6T4pE2+v zQSnE8@IT{1(wpPfsfG2DFf;%ecEPUg7;#NWdh55WcaKUu5arqc00RI36ltze@9z@_ z5YO8IY#!1MCj4Y8|F4A#uQiAH_)@-_ahiTX>A#m{{jWQC@N=H9g{~ogTU&oRyj| zi(zebIN#|YyWjT+MwPIs2|xe<4|f}T#9Kb&6W9#5c*8HeL}{15)mr}w6}MII2^AI1 zSRPT`?s=+nY!uubcLf%+ZyM^&Y$5mDTO*xA1KvbJ*W}as4jc@jYu631Rat>*)mad{ z;AfV@FmC&2r?}?M{A2wnkEn)%DoWx29#`f8RY+Yz@oGP|HN(vi&U%`?@ zGz1n3we>uA4i@{2-s1{MajCfP|8#U!)r^WWg+`i%CfOF%1mTI%{~xv74592;8?8T~ zV!1|SP&23tTNxRmgw1A|EuTJ90iLhVS&)Fxj^piZGApF#^A+(g!%k@>jyESJH%D?i zb+`EjtvPW)r77;;T2}|G#bN-91>?>x+le156Y76DCa|#m9=LdVU*^1WBvK%`T zLo9w_Opu0ZmFzevy=v7^hvxFjaW#{l@fCmwKum9rvhherUaVntg3dTHai85Lo4V;-&DYdceW*PdADhemE(vaPe z-Uf9o%|Af?^v}V^FhmJp0009300RI6LVD!LpY!qu%b(QNhb)2llq%KZ{Wxz&_mYuU z&D^Vbo994pOFAb%C)fb`QM|}g8KTR^@B9fj6<4bTVy&A*@x5LgyR19P=0iE-Qt7RB zKN!$TScuQ%1M-x7v9RR#;EDJxhH>KXP!fv6X>n6FEq~r;|aP^_Z^#<)Ji@Iq#Mq6)|;|{p2Kq z`iWZg8lAWr<=YDkxd9?PLtFki<#W`jiiQW%4o@msPP1~YII{{;U8`OlwN=t-^obEK z)EKeG@A`w5_|ts%H7_7MjTthCFU?(P%UxD(K387BirCRXtC!)1Fv`a>e-X|NdA|s2 z(;aWp!9sAz#s~^wI+t%B{SDB<5<$mjRv)dA^RkXKoGy$jUDdN# z&2;9?=ZjHP!>dw|LEvrd)#n%5x!eD^J`W2|mb!JDw9J$qBtV&pk-%zM9)$md9#|Hg z6-bliL%Jy^+J{?0kOkDp*GksF>2Fv*fK$fR8Zl$7459J~{UN6r3%+si{XSo26(!^e zj}2^=KOAorv|gg8z-RO3nhQtNvpvEpx0puBi$eX26k=!{E}sv zF`6ROPFqwj^O5oy1RR~r>+F6OMS9JcbMQlP`#ALQd4}8R-L^V#SC~1iHt@qV7!8Bf zoJv&2KnmJB=X4f38WeW9@1(4rw%J&lDD!xJ_HMmAlBa;V2(xR1(5qgP*hH*@9H+;` z734StH}MZyh&;PI{jU=_yhp9x5g#f}bV_8&lw1FI8z0K0(^+9T^=J^J`SmKo8-N>= zSOSKeu;iFKRXE@}6ga%k0Cso}(BCY}-%-Oq!9TEL;-d+6e zh-y6Tuu3agc%bw}u(-+|00S`pK6<9FKQ?o1M!aJ4J5Nt$qg11igCK9Ovqf*3q5h12 zAkXB>55ndForV`p-xx-OgV*ldrR{Tnj%XXSAK zF%4ff_6dAWp@~mH_O;mvSzT!j#S%K)a-y~+34+Ht4Hu(%ewCYVA&iXzFuJ-@`X7W1 z={^O3|0%Wa&zpr(liDkN^c}*1T0Qn-=#98_UpUs}2w)S^EIx*umoknMp4N1pk~$({l7geItw-sY-Mfm@a!5*w`jS|D+{-T zaH_eF)P#dsc6IMOCmh|02`8d*T}?TBC)+!^57}i?i`srb);+ zLwmocV;Zs?S^6cK1X%1sQB^=3vumYHo^TwXH+VF4^+Z7jiQM&plvWaCjEzVE$L$Hf_r5N2vA+&T{GoT-vLTeCw=ho{y0)VG2E`x-)v}*UD8+ ziEXS-Zg0HI1nZ5eXA`>HFFA2B4&wzCi=HbrPfR4V3$8Nx2AY@PZ0Rium5>YO<+_!s z)j-FWZI2d<4nRoAepVWX>2}aoay75H(vCV9J@ z{H;DFd^Ue>JN$^qu3ByXN{VKNZT09>&u&%gjXpSpbTMW%0R?~-^81jsb5-28+!Z1< zBhT)UfyM-Mwu{H%NU-|D!X#gD;P=C)^ti%2#(J^4SF_i)gw|NeWxeyJ)Ih z+`hw^PPWb#k}b}YmqNxFD=iP}ucjMB#QYo?fAT}L`X>bP*=lg}j`78A+n%NPIEy2K z0SUIcJ>X}>Ot~=?L1Iy&RgJ%Q|NMF%j;hQ>Cu^Be*pS}$^)_kZzQfAs6ZHM`M^~M5 zm7|#I`~W#X#=mFu*Qdi+pdMY@n?U4m18u@f0{U8x7`@jsjJPvQo(tOEk z00093jc^e~xsv~f$I8uAvx&KsltI&Xlx{LE_7TZmW>xV8$3Yc?2#Sni1l+$j=Q{ z|H$h*RRhgQaJ#3XH3^bv*e97wZ)F(@Yr||Hve=07&G{Sz8~Ss~t2U4#8n>9l`j2AO z-`O1om|b2V5`4)KKKSTYfgBmBz;a?biMO%u#nualzr(C~AvvQmc$Q6HJ2zqD5ZU

G}C)ywqF%*IIhGi!SpyA_>gg$e6tcTk)ott!ZY{J#8!1ivHX6 z-N4G6D?N_@9uaMWY{IDMM2=3@{@aVQfi8BVsIA_qXKM!dp$P>&fjHML>(gHz5%9}C z%z}!A?!3Ir{zGPk7&;eM8gifaGSKTE>@-htsArLDH9qcccPD@^ZW^*a^KZ|5nK1l{ z{E1aNtT5XBe6g3G*^@{WQzymy3J~AA=q?Zy+K&H^f7%bCV#X$A+C-HZ;5<@9TB_Q) zQz;Xx8Dzmh?Vt1RgBUJ0+nS@&J(e@%XUHfcSsq;TzWTFym5b`X^u~cW33Pl6>8C!} z-6G>^BbsYExwoFG@#_s|RBn5>W4CVG4!V^BOSj4-G&NC0{?*(Q(tD>!Kc`vw+}m9w zNx!Lp*RVO=Eo$%0rAL%Wwmq2Eiy)~D`zU6opqH}q11g%@?@~5|71e@?;=i3*ic@%m zC$3Y*(Ij1xEJim#q&{EBwK3Yb4^bc`etkvezRy?d7oTioudeN6Tam=Dq%=nsSHZXZ z_!{HKlz6bn7Np`9vBv!jy7~uVr31qEd}T-U(m@DGDD;n-5aJ9G=F4aM_dIyo;8DUF zd*%Ve*>c9v?%D487AKypWXVHDagiu11RbX`@C)7Rjqy;EKdLOw9#?t4x${AXc1C@_ zI7IF9`C6T)6R60{dA=lL}Q+S<5Jla1gS6r3LIB2a0DzR{^xk>)%9^7eC30nwJv0GYEL{4YN zh_sUtIql9E&**R9`NTj!t{-!MhWQ-=b9|;=6#3eCk#}8P%uYcJn{<8PhiQKUNkJCN zQ3)I-VQ?W>x60isb$FveBt(2B<6-OqE(s5%)xr4t)@9S{P`L*^8e5kRoAG%X5#I;M zG3!HK8q9d!N>Uwn{Z$l zr=JHx^7EiB&bphU7UtUMDRVu(HC}1bb8JH#p#TqM=6DW97tCW2)+Dl9Jvk45?Xb8L zXS27#cBu5(?zJA?$Y;JpE(_N=dJHf#qN1VV6)%ZAxL@k^MBKZZZdYJ@@|^=5Cg1p= z@9SAj&k!WsS#-nGW@3K&l{d6_o2=4bR8zGsGr4ItcrSad@fcjjZ*ppln!zWyBeiiDkRYJn$2@Y<|-^M-#$DVq<4LV&+_+1 z%joyXUH*x?Jk?JIIkA@z0xmnYuzfb?oZxRa4v}+#?G(#xnMsRQKERKJ+e@JWO4cU; zQFOp~Grbpx7Ud*7c7VW$t|p{W9zl>xObG5@3HKADPw<3ajgW=XSX6W4a3Fp$N>$pH z2^nj9NkAN%lxtG+_?SoMTdN6ceApK0_(NaEZ*i!?I~OsrQ%k17zS7U*&d}MKNxfwh z;kJ;EWR((??Hl@t_jPv6Y8)sW<={0%cDxrg33aGItS%3Q0?H0+<%!5@B(gCD^WLVP zct%0=oVmZb4l5l;^g9IBCEj=RnG$I!u$258Nwwa|?n!+TuXlFr*-WGr%dD2Z%fzE2Mx$m_0eXHS;h&=f5M`ik< zCwt-sPug&aOR0EwW^jvmmqXn6GV*#M>pNsazQ+?cDk&+?s>uzbAveV<5FRK@bfL%b zO5i5P?>cS{22z`b({h(f!tE%L_0m}e)aW*)ox?MMsxTb`_V?F61D*WvJkM9rU_tAc zNz49t+w$yQQkN{!VL0~2+qzgQODz($V$Bl0zjC?wB-4=cH9wrj&LO(su|b4W_xPGZ zJxE!|_AuQfdq%FW*glYHC?HAZ1WUB!Y9sVII zPuW%n0U?j zT|l#I`S@vJgPc192I`N?2eEdNs8F9rP>8FZ^5nhcTYTPY7A8wO=j@IVqW}#KJUHk? zE1I-Ph;{2tHt8JkKIm3 zK2_pCTc!hoph;!Wg~c}gtY4vz$riAe?Sb;;TRbfk7_9o9pVbuxZ zUsn#sb(ZaHElGd7Uu%{+SAka#GG(|I<7-=guyO2G_c``aqb*(CIDe0)@?DwADs5Q1 zz~{WBzrf^#Pa6#z4kf;h#MjiDKTYaR!J!ecfW|%_&_2CwTl79cBsTooFeCvW+0Z`r zhfi9KY@Y0+Y<^^#sr{~!3l=<#K%FKl1wh(kq}kT9Ui?MPg3vbkosAmndrA5!$MweZ z@8=4_70=unYoVklZ~Zzazmsap{4+=Hb$B=XopW$8*}O6sXq-~OT(FHC+fpLWib+!r zxhMsNi%U0s%PsI@*0C?oflzm>6h7`LLbEDu3LfbeobI>#=HkxhsaXk%+$M_=I`B79 zzBH>B$MvUelh&FS_0&!B!_6F$lW7%uPKlkmL6~g~A5>2N^zu30e&*MMOX`>#7q@l` z7-2~<*!*uC9*eYO=hdwv(}1_wyv9lvqAKw}oLM|epxdd^3ohX4Z)Cdaqb3Uja7&BD zF=3BIrxfn}7Oe7H!I14W2&#)>y;E}}zXx@Rq|GMeNPzWdmT%Eol@2rnTFil|raUzo z7lS#x8ZQ>S903H1N`)`!?KZ6kx!KJ!;cH6paNH``@wyCf*488Ou%p(x7IfGj#eN)N z*r5{EXkSu(T1C*;pjcPIb3sLK&@#}(1fF^9qCeKPkID-#H*RP9YzTIX@yrk?gIuJJ zb$T+A5z~5Te`HSF1{|gdafsB!{Ym~L7gg)-z~RTpT+OMT9|+UiC_;I_iVQ!VD?=h zEk0NMS-;2-GX3XmA{WgY7kwx(ad#q*PZu-P>39#cnAd8CP)jo4|D{ubhlIf_P%3-- zL;OJHT&Nu?-aV|5f7#ps4*ySxt(^w+mh}B$=LjYw6-QU>(S`kP;M|P4?>d%98zpz3 zKxs|r%)&}2RX#-C)28bhJ0&uW5V|R~PYj=WD_n4|1_ET2bj~m;IbzpM^CV3h4s{RvrMmlW4 zZ+sFr_;)#3PFhsO6!9^ust7`T>e5CDz!-@8XJ6!i%3JP zDXZgHDK;ViKtu$ChT9}^c>tEwgmzg`NwZ1Bxm#S6~K|B1Bz%p@k zWPt!@3A6Ff*e6Jg*FXX_sdJY7gF@Xi49~fT9d%Q04pn@V%Qb(J(DF7_8SQ1L99FzG z=iic_5{7n)z+}WJp*c zcO70>oe(wcn_lKyziD-1j?rWV6n9tQ#FpA?>}E^ZGE>CWq7>X9ic!t%%vm0rrYpsw zk{1rAdHTwX)PIB|EE64!4W%UmCA-LmiLl0Vb|MiUi8`C8z9PuTziJ^Q*XE2pahDM4 z%t1+1Y^UWmHFOEr@20Q>TYsQm_yAuhd*W9)F~Lu=2z8C+c-P`QN~#+Mhr84WgJ70X zyugdLF(>$k(|Ui$@M2fTg23+l9k$_OANq)uo=k+}SJ)P6fI{~i{ad=R9c(P}G*{&B z>Db^D1@uO^&wdjF(N7{`7F{%sRw3T+$>N&B8FC+ISi-7JY7o0DwYnhJGVA!E8+zwp zo@O_mR-P!+tV#Zp7w?mx+CV(iV@n2(_F}@^A2`BBn;$8T_)W#ubgNl6e#BbFEfEygYQ-2rdNCj| zI~7?&K*d~u5Yp(*B2)fTQyJN1$U=nOW1%VH)x1Fv@JWIa9$uLvE1EUWF;BbyuejEEAYq3kvH{@Z7jjaN4#Saa!hxOrxb zMn+-sD1PABhFI8{2q9`jI ztZQxzfm`I>JmKDFEQsGkn)xrrdHpO3&zS1~({KmXB26ai9PYQ@HgI&j0`|$8v`)21 z?)PZKx!y=c9h?r)6Eq*e;`;OzTo!@zJSb55+^~uWD3rns;qYsa-fyC^_=&$qwQ2NR zpK2uDH9=v;Tze9EQ6l2oiD+eSr5M77!po62^C5lSK3K}tk+ZjaFxwz4`H)}+Yu3A zO%oay(^&wfeDG&Cqw^PkC*^v6DJ;ck_QAb}O2iqBy`#ba&TC8Sr425)tnf2--lA-1YfRQooxl8D{@qPm!k3kx1P z$&iLJ)oUio7|q3e3bP8`3pr5EHb3@ljVPx%iGAGU zj5+t&rCk)=P7yY$!5g=BQTHS9#v|ivUNcY1dZ=*&6Qt+!DqVqSnQfQ}B^) zYdA-c740IG#yhwYH1YY@lT&a$FzC{?L8O%x&aVT+{0me>hgSrX04d}1(tz|4Rv>Fc zG6i&c@{XnV-ThdASV)414VQ^YciK)x5jExT?Lc5ksu(@44EIQx)o$rJ540EN_&ehu z$5tcQk!XZ#!D#S$5IL>}0O-2c1B^fN-9r;8OP9_<*ZHdBJi|Yig6r5=MM3Ol8O1*! z{t^v-VB&AoyUFt(vw1=7QjLr6g}DS^&UjeoxcLgLW8=m?@?*KcO(!1=&wemgXn~H% zxx*2OLYF*cLU(Rj;H|{ZWP3qWax%j|(5s~ox^smXZYQhVB><`o!UOQ@e0EC0zs810 z&RcPBN{M1KD3?$0wqU^QRQ;Gjy* z1W9kg5)3eM1t0Y5sgRSt^>4SD#z-N3WXhB9x|j`=LCg`N{)wy5tUB$CJGmD=Y+YQy z{XQC+O8=8XDA24w=UhE9LliY%d8KZN(wOWnkIg5M_@Zy{xS6yyfuJ43$LPr(bK)Nt zV)Da9zd7d8E1mJ%E+3P-osWO&MsYi}hE1fw6Q7r4apRx0IHXfd0O{fpwja1?I^Sk4 zX|ULmy*)uQcXW`s8l;u|6~VX~;ta!)?0|C{(on;hm7J2B0o&vu_a4imqimj^JZdjG zY>-E7e63$a9B+XsIhAy)%679gnN3oh_uoWBH*A9nRT9i`VmITxO>Kc% zl7CZKEh)5SfAL1MO3;JEYFb^nTP0j_} z>)mcmK{u}~)OW9K7pct>CP?`N&IE>;w$&TopZmGKKgcuGUWN2}6@jLDqmA?#9*ZDx z5dUK2TZtRzZ?l`T%Y>$8$vr3X?N0Voq7C;eOriJlpVcSWN|wLj(~KVJ>0Tv?$U4Ov z@sC3lyrYM?_Tv7KlR{Dz*1D~vK4flG5$0R|D`lvO zSy3AuzL$`t-v9Nd$DsJs82efJ(xx&TR@s{%>i?7VfRkY2ISK?C?%{J*ofHGoZ?BH6g zh#T&deY;sc4s`~il$hy+jM-$-6@#gM0PwXAt&{Z=A#B82_BwjQ_n1ybAjz+VVCPXS zSWl0Wp0!usdjYeQ8MffApRI3fK~%%0gSl=zj*hGxTcyoTwltmkJD!0!nm{X52|r9l zxg(O{vB?~4m3r>e=rH1xY(Fn*g28VS@-5t&I+zL<(g~r4h~z_?2$SQ6bStqD#Sz2r zT6<~J@K0BHOYz0ja7bIbF^roAtdMSU)q^O;OHU2>M7VdavBj8pL*hdcsHXjLz-*F_ zeeXOB4IA#Zi+`fv1@9ee6C@yTO={(I;A`>Kz6y~C+b|u_`K2#wOMZP94Nk1lxpyT^ z#D(HV@7-H>kKH^rql%o!#9@G#w{!#qUq;VR`d_3WXx6o5h&GA{Se%7o6}paq@l0Qzi*?f_ zm~9su@uP{Yt({tOixv>2b?2bkO}QZk-% zN8<}1`c-&9#+CYVv?+cAQ1@1_2{2&kmccgmrF!e}k-0)>_|II`&tb9_>W-b~tJ%JM z0jysq^N5^iNSJJimX%VRd|Z;O3tAg6&u56uT)QE9*s1AD8%srdd@Rg20H|rwyZZ@ck^ zDmwVvuRKMWph^Ngs8bPvY-bQml>2Lyt59RwUan}do|zle=0#^W(OC>GAXTZQ z1)+Y0wUe0XAlnxooFP-zajMHSr0<3ljI81DjEC|Kt-sv5WWIC^HN8nySCwv|^{*9` z_@>sk3lSz!lx%2 z(Q2Etz$bZnX0=Wy{!|vX$;{a;h|-0)nfXO$ts|{G3BGCkQ+^$csbj8De5#?=8x+reZ2cu`9mdOsASqvI{y7e_B`&(vZ6jRag z&IZ!HDSQoTh<<==tX#B%QloW_sq!KMjlgYII30Yir*q{4ZsKy^6AcZ4S9(;HSzCo*qbef76s* zg^u+3>bH&NC2yUZtSYqVAu2xr)u)b-{CA-o?!#Jex-fG+_5CFH3t+h=@c z1;|l0GvkwhqN~qa9(*<AHt+DqD8pr^n57K{m;4lq#+si9JeaW4(D2>TiqSV^H2zHk8baof8bJzgBl}S@Z1XRzh|P z3uuY`#Xf)cfAB}8$w`=qz6qAprlbwT@cn#%i)WL$=(@l=>7lx_M-+Bl2A9Mv( z!dSH&pv%K4To)1t3}pD*P%>D7=Qb2vugPnCss3Cvw~dNueDh~m4s)4<0Z-*wA(3r~ zd^*2rwKmH{2mxz);`};iv4yv#1#Ms4pM&Ef@IkIb`WpyruW?_X3Y_O>?G+Qgj{Gk{ zj}ADEJ!Bgllsd?iX>H>}xFxks5!1%jPHp-~Gg7+bd^#Xw=|!P3i3YJwf;*%3C&eNf$IM>v z>w;y`)}>L3tPKo8%u2iZb;Z@5vZ9ZerGu&YKn%8@;}yB~^N^kg>na_vrfpxb(l~z8 z=B(YbU>vLhOFuMKjEs-9E@U#`w+`qUth{34=Qwcm`vCnKX(ah0CIZq_S&?(It?%RB zD@F;)IY(Ja(i#gRxBN+dt=^)oJ1o%#h-N>LIssiK-lf%gAee$H%d3loNBs-kzcCN* z7(a6>AwFQa(e|bi|69rgH|7H8jMFSD;!(|k!->JI&F$~$4R}LWfU6_}ZKCmy+J{+3 zrF8PE+7$>wewKh24xHBCQWD^%fARx0zN~Uq=Sw|)dQwD5{d(018)dG5>I8t-+={5& zF`LFA+1;!_WJxyWQfwI) zv=kF9QSUWg1o`Mzh9-%RabG)4J|d>eCKJ3k>KYb>78PA>3I+6!QDEih8L3?JJ4^0! z?L(;2H_rt)Qs}i|f|B35zO8DzSRi6A-w#7HQsMM>{Wi-7uy>JeK{3H4vx?!+?clDve7w!RErs7->MAHsJ2%|fo#p_<8BNl9lfcTZ9ulX7VI@Vq*X2HOq*sc+SD(YOmno z6h|Q8Xha$>-j{yTR0F-VjC*YTq^lq#0{TeCzz!LAuh5)2u<&>34W=_F)80FOCyClj z1}FZ|4)BY!OhZ3+;OV2Kjk0^}K03{SzqaxcGIQVXEI{$g&lu!3Fywx-gO zaBjJL)MP$;)+mYo(XY%=!X(q+pUHJZ+H+oM-^lXg~qnEeT=ewa- z~~9$h~yOPAE;wTI%3pTOGeP6g|i@9H2d98*nF}m_~W< zpqkIaZ4`*q`uhrLy;q}?^@s{{4>MM=m>1f9eQwB1tK=#?2VTHm9>n*n7oPYj3!03cQ4A&+gy(=CwcGYm zS0k=>yZ`HFKr-T3?aI6JFV~Opeoa)RIVUg@rB1f=zwJMv+IYe& zDO=dQ+)ZG8>WaS7%> zOQ2|b=#wbG>XDt@@*MIRI`;L%9{Ruz6p}~bV4#sMm;JJk(ZoYUe=bzDEwGq|9VSSN zn9~R;=2yf;>Tmrh=`4vApnZPzmTW&H%J_5&^Z7bJ$aN;c+)DCb^e8zoDu)6eayShn zJ0W-YSnEIG*Y-0i0V#eu(F-N4%igjGcG+7D^w`PXD3fZyV+N^LPU5`dgIeN|J!g>q znKG0{J;^k~c%q+v2BgEHh3eH`w|pd=-iw}U70;nhB+j6HDPo(B zk>mHwtrt3ODUc3?v`_^|6;pYC1GBlCLYeh^>$fmZP})C=sK}*Qu~LhGzNf{@&p~Vh03A$R+peWEEK93?Y>@)F7=fV$-0egIrgMe~O8L zfLebNKSrmtI{Qy+AW@oxOPaOSE>vAW%vnSxuGf*K>i10O%{g{+SvP6q)e9P@NM)D+ z4p93gC|b?3RBd4b7rnG=7p z65gQve9Tt4l7;qkLQfLr@z$Y+-%P{DlEp2og#VkAz>qxx%yg@py?xK?QOT+k4hy``wxO=9k33O z2nj~Y{f=3js05IV7IUu3=uMB^x91NXl-s8oc?oDu zgxz+WemibkK{LbE5rZ3rlm01@iIfgsh;=v6zCd*NMO*Vmwr;~bO9DuH2`We2_Q`YW zrMREvMP+2dYc0erxJ)H~fO=?;6xU>EZX=%Ndusfu()mIvVb=#+dR9`e%F-hHVc(PC zlY`SksjdHM{t!gUW!IsC%P|ye;Nb8y?c#i=yz>fbrCi*E^zg$b0T?esP~`(7?{|y2 ztI>#+G5xTyose;X^~8F#igkS5@-dpQ1qk3-uEoOFgAqGk?WSRNtsWzVny&uL{Qwm$ z5m%JvwH1J44uz0-Zpk60`N3G>QLhIXXT(>z{5P#wfOr=`#y3YyoW(d9sWPNdy;w1W z<_kdGFr1g00|mZU^;hv`d?#81$3S4jcjUNf0q*lT?JWCzoddglKHy$d2m_+G>OJOq z)EY*d2>^iK|FJp*qsQGQJ_1h#faa!1k{0{M*J8EbhhtwSD!oCx^7mxinG-w%@0WXk zU%YdNl&L`ghgZx=#<{DYU3`o!1|DBm?>NFva z_>s4ybP=crFGPgMfM-`Ucb@kkD&HL%%TO7UIH4|L_K`RkLuKBIMIISh1!u;JG{}I? zfGZP4GA*NlFM^Y`+JiM&%8K`gnIF)){9?d@g%vRAvC`fm5UyjS>5wJ=>qh8?1T5ZWZ#Dj&L zIdp1e;}I{$NcG2`UHfieNSDi!#zKZN#sCy0Ea3u#!6UcXafIy4f^R>FBdY`RpLlm- zTGcx>2m<9nycE`Q>yhT@IJwVb94SVLpGlnp%a6Ci(iZAOT(x?#| zPc&tF@B1>^96_bc{xeQYbd@3*M2ss=`3Za;-_J;8Ti;L-2{Os&*sNDzQ>mM0lK=N@vpTJd;;$^wdb5p5Zxeg%sYEp$cq7u zc{k={f(+G1S2NO!pu7!plYsniFF-?Qlx$u-RFXZP*y7#zxaQeGHCNw;}Y&X1IbwP-6fy5J?#eZxmjhr== z{6rN6N1-mVJ|QU-n)Ri^A+)r~BNTx%e(J_EH3oI0?uNnkMC2%;%!!2m$e8E@L00wl zB0IP#>n^RXW≤Jjf?anBQcIM5Co5>k_uBH2JZX6xRwydY|XH3bJ0**a zMAz|@0R&m2Gg%3XR2O^#2LTIQF9GIN9Z6>L)mZ_f6+c{3>lN2m$}E06_KAQ0%r*s& zD0dE?PB-!PHPd(GC6~v;*>gS#JjZsxxjXh8@(6WG$zmj`wX3Z*4h{&<^(ww%G<>X z>KFK!NzwV>5otr!HW=AqJd9njKG0@;A=&Oq1MP7kzk~cP4MHHB{h&La;z>{zR1C zk93vnN_9)d@d@CY7xOcXGZK}a{qx;eYqw9kU(CquYSA&R9C zFUh_rZgRGV$4}9}NddUJO#NCj;nX&a-@@2)-asw4uQTuRy4z?9cinL18EhR{qb zrRjMP*WdBA{ah<1iD)w_=V)NfO>V~@Je^{OK4ofGx!o36D@yB9&E{es%(UiU3cXXimz1hy3S`pApHNV! z7p{f!@1Br8OfUG7d&5?-h0gu&wTxLSXDS@5H;>`)D2glr%3`mDqYtx*=C znsXSP+WU@c#UKyb`ZqQ-wmTi+yg{QY6^}UuMih5?-W}StbI*WA1!#o7KRcv+6XU@z zP4JE#LAFRj{BKISGKkGVe)ENVt1O9lXX(x$0^^4&p6&IVWLCKYQf>Q(WXt3v7uxvD zNXxHG=^KBJQE*JX>*0QY9X#xwgOhR?f$v{=QJ}ncRu=bKNf{D7sPrf&o=5Ha zI`p=+G(JJ*^=QAYebZHRfDbuvi-jLcnL>XSEA5%`Uo%1>f}A=`P^fR?Y>L|;wEYoJ z*b1`0rhK)b-WJc02X~f?=&QFe1=q*S18|N#$&~ttm*meWC7Tb5lGD8nvULwht>J6)Bqezo(klOEtFF7QxujdMW_(jk;!!NTlJtopSe zQ0fU11S2(Nq8>8v3&(O34s#rAx`m7Kb{x#IF~haB_x*txaK+sRLEma}bzoh521`@I z#xOUWW}Uo#Le7dewS{YQ>Qr)z_Bv{)@tqrfoeY6#MzM|0PE7oTse^xG1%Q~8r{!i0 z;ZA!#J9B#)5I)abX5>ZHEp~3VB@KU@rch0zB+R+2_+dxyFbqPyYJMd@Y#-L9OTi{; zVWD#Z02n)W;1&UUA2>7oaXcUM)%Vr_fTUHB1r2-c@Hjm`fWqg9OE&IWVSqR&Li}(w zl$-ZI#TdeNfm@^lV4MZ~yBYRT2)Mg9JM!6OS#~SZG0g-3lGm*Wi!!CG@)y60v9G@c zQeIcT%WKLk_1Q_0hC(f`?Hh+L zcA-Q4(ayVqPq&L!&9gB3n-Re^hH8qp*1**F`tq+_ZrzB6>+iG_C_%LStoWe|{NiXq zcP5kIo^o@zH5vQBu4%}88?gxCH0p!|;rJia<$t&h|M$GMcvRWALqY%fmjFcu^ad-i z7!l0gp)ynjekr~jHq;H9CYVF+nT5t8^V;O5^ZHWtB3+{O?6iM-qA{OtY}MyX!t9QR zWmz_w+pPgagF;RDL39>3K!8Qnao- zDK;Ri_$W&nE=Pn*NjoWl(Tu?!%13*w)!D%xZ4hm{?Kx0OBPgR*{Vl&%OeOsOFn&6y z@`ZF#zzfqklNGD;`yYR0O&z_htuJ>$3{H$xYN(1-!QlH&vu(OGfz{~4gaxorh0pU8 zA_%*O`+6Yi@kYZNPA%t8ezRmi+^cTZI1x)i5W&%3h>J`p9@)|$DciG>m#hu#J2 z36Y&5IM<)0KdPtDhvjMt%~|FQivDY6HyF_x)d)G{8p4d*cX5tP#ygh^A_G&Qu<>JK zqxiorC zzinZpRw{%zJC=U)*l8~M(3Zdd1=;ypJO8%33xLElJq!e*`KG)G-Pw~&$_!K(mFJ5P zs|v!llCSF;2rBfPQnLyRzoiuDekkLMAy&#b122#lLR_zf^9H<`Xw6l8X3}WG{|Ovv zf^h23mGogV0%1A*FKy?Mz1bUi$(-hsY7*aY7X)@FEd3z&!;By`rxbcD{2I!PXQ)r6t5ZIVy4DxPzYlfswQH8er)Q@J{ZU>6 z&L+WgVNB5h`k zJ7Te=*SSiKYZVF$SYsO*4lD~B7*@(wYK<%|U(MeQ1L!N>6H@Nnn;*}*Q*SGE+@_## zJdc;$=@Ul}9F!zdStc_(q5j}>*Z05o_>8TO83UsW>m;%UtwU{h z2dza5C4(-exrUz#Q@QU0!M1!8?lUBylm1*eo@HMGJqB||yf?6P6maPRNdRSxQ@0dz z8Os=GlhJ^~_5V}7rgrzuL;x&2{6D_V`8m@lz|voA+qT)U?R0G0w%K9Fwv&$8v2EM7 zoqW?fJG)!8H8nrps`n4L&vVavj&X;+CL!+<^V+?;MTZ2;gIXqoimi!BHt`-+&j8cm zm$7-XJT%0N5Z%HYzhp&u?8e;h6AHBa#d0WDU ztPGFbnwZ;RI@G0wQ|{CgBb7?)G3sT>VW5Z6`wM#pZT+<-ax>>|!9s#nEz3;Z=>~F~ zpV3p8Xr*P0m+*b}R>suP` z!7dlO#R=F!h1+oORo*38zqrRGn{m?#0$Wy%m9jatLQabd1Cv0)|Y zFME#@QuoKdpx$1tD8JIH@*EhpPH=3bcP-j_BswnX5260$PFb31GKYg4fAZfiwMx22 z7-&RkeL9zLhdC{+kTQ1l7Fs-=>zv~Ga|=*!_Qn?jfJusb#ay_H;l3?yXirt93w%OU zD3S-|3JTGN!}-&?x~4~;z6ejhKj~ylR7~R&nguHYY2vbE@i4|LY>I;+<0=L1Vd`!CHt<#iVlR@nec#~M>y>M|J zZRCaWxpa<@G7;A9RBKy*v!If9$ygcCWU~ddk2Ly__-NAum$@86gmU_mBLykPNC0x!5|WXr~g z{F@9S%SIssa=#|~Y!E&FcEE^=G3Y2vu`ggcUq)%_!)-%VZCFhaEzIVUz9~|vGY6M@ zC-ROe`nC|Zz(j&bI6iVUs!p1 zHrsY{8uI9ej!NwnI#H8f%~|c}-_I5}U$yc39wayn+ZzVDE_n;8$z2+e=5& zJ`W)mz{yp?>sUu<$>|vD?JhYi2qNa3+i|x?$5fq`pdV;(P}DSvxpjEbrrG?5aLPHy z#4}<;vj;QxM+pOiH#7jnS_S#MpOg5;RO{8!jM~RokO4OEeSgTv!?DaB$-Dhh;U>XQ zzorr%77YScou}7}Z9}iiDCvS&3eDOa@44~F9Bs@B6`m$T9*8>{!)NO^96hq04QYEk z8fZt|S5eH<&8(=K;@6ra)ow$m){d_7Z6S+nrxye>R^ld@;~n}tZWhvichm~2%M;(- zr4+`jZ>S3SX*xiBPLOcPacud03<@{)xD==XV1^X~V<`wKV}TDV7Ue*BhGot5 z&KoF>)0gG-Mz0|aMaBut)U(q40hGWdsgNc}eZQbEXx4`2Gumge&8bUx_l}t4-(@al z>;`$Lx#P5%y^HIoBRCyYf4rBqev7<&b!hvRJhh~RtTf;jG6~|<3p31@;1<`=9qef* z`Kxeao_OKe68se#qMw-*(Sa>PfrttUtk}Q>GG(IUh?|XlDemM zTQ>V}M{lQ^o9@4GYSMQ*(Or%m7W=3Z+mF9S3%}r`;gWQ>*r2=ikhq~lj-V<~`!Fd1 zn<*YzubfX4T#_n3RvuXmL~sg~8&l&XcbqYUu+H2b63OycZ>QbzgB7(gL5*m&qmeLX5!$eP)nv-hmL$>kaFSaDv9E(}a1 z5Rn!``1v6OkYYb1Y`Rb5`p+9B2si7Rbs#`f2!Pi6Ura+n{QuzQ|8gAQ?ce99%Otzt z03qSL?M7-K91pO1?G^4ai43a4qjoY{RNJxcr+4>;KP zhUgJAY1#ea502;4R+@jv0(Zf@VAr z_%tzmD2BOr(K0aBsWy&Nsz=DtoB*ga2l*`?Fu)f36VwXvJTu6+>8n0C=Fbl+pr@e;T8RCTgB$jr%6&KqBJ!c#Gm z=BwF*S0`t{=vlm5Zqvt)Hn_~jvf6D&qt62B(0l+UdTa*eg6-zZ)56e$p`YEh z25pwPDa{O*34G^~KEY_X;h!0q)b$L{5%@Xs(!n)I=LJ z#?3xEk*_3&DqJSil(AsGuD4ByfrrbtnqhM!FZ53s$!9DiZEP@ISlF>e50FAdVcJ>M zMHwv##4vzf?>R{t{A0do@z6bDno=-q<|W9mTLd3W<=QFnd{QN4JGhzkb=3MR1w@XB zo;<(i2jwnH*)z~d%3W`1~}etatJT`yzd3ZuXROaFPFc2IQGBL zZaNLi#rr|ceUau9v`{uBA5MW=61JnvkU^-eY+Uo@m*mhd?h|Z%W%syL$l@(Y5Sa7$ zqOEFPTO-wkus>JrSI#r#eXlc?%ZH?dRosHxE3n2NV9P9}nw~wx(+SDB4jLeO( zb_F_WB2{&mTa;c-+1}2+@tqJ_&lB2h560u*YfS(CfS%)@ z4?O&omw@waf0e4)Vi(J%HqhM6v0#O*P786p3U8>r`6U!WHH-`aZv!P&p3(h>2H}rt zJn})=l$#y|iw(CS^^QU1H0gGLA-Svd_79J3Y;(GPjGS7rV_2R5pW@fxaF0P|X>4L{ zRMHEKhuy0VXG1By79v*xdXk3ZJev~b#v95yp6ZgZ5D3cIFjSZw>vWwC!Akva6qk%ntd8{D2 z`Sg_7NBQ&pb9qt1(+})Vm?+9|4sGiU8sUIp<0qM#qnWJg$~CaFW3&L#i)fgVYHJ0a z#hE*-U!ignkD|7`)z`goiCW$3jlYjQ45&>q)x?U0#Up1%WlU%|-&Q7Rr9licu@^w; zi9j;~IqUT$u!nG6z{iM(PsGwPk&ZP}f2XR&En0q`8vV{IAB<#C=ypbt8U4LW0TYu| z*dStC*yH!p?qF|ZsyrndLV+P~_-%-i}>t6K%CxHb^4dleWGDm1|gc65L?&AW? zh)70RJ9TiO1kqDUlF=;C&ypZ{QXVZh!48aK?C6H5B~FbH7sX3D2E&s8vGbKp%o}@| z`ccoK9)Fi=3B(&)`&#Z{Rqv`_sUHLnnnj4=;=HJkYATJ!Fg@d=x%U57N6+&jHAxIC zoW!28n*CS8J)_$IOt&eQ7C%4O53Ix@0n)^&_ItUi-Wz`0L=|SO?pC`L=yWY^2*@ zDBRcCI9R&-v;#5kn<_3-tsOe+k&}H8if|ts*db^UL%rH&oO7?MpCe_olA$8ZLF7^!Pp>}e zk9i;xpR0fQKIt*A2`ynwsB)nM)V^Ujbv!daz+CFw^#r$6KFLKlgFR_Ap5B6|0-n)U zj()vOrvzYHzrBO0!2>XDy7Cv4@jn-PlMjfU7A<4Rm$n%#VBJM1HgpZ@y+lAd5BmBwPl?f$;YY z{*^079AvOfGcy;>km28CbbbN4GSqr@#8DU_B-md-8uFTvx%dvje@^`TsZL?O!^QdR=`Vk%X zc&y9>^q4-Dzs>|Vw{L-c25$mEl?zVX;LDhSme}J&Zv8K+gW;6^|dQ#GHv^*T-MjW0u;F z+!Hraln6^8T(h+-WOE#=A&S!M*0O~!34O`2e1-p?ZhwLHBCLVlW6T{&pZkG|v@Xc@ z{YwuvkWP2KHcmp$DF|3U6S4nz1HuZLf)Ob^Q0Xr`0KYrV_pzQ0h$?%2swj`>}q= zk*2op)DkE*BvD+s2I&ezTet9N?*b$e4s&pCbim(xrupB^29X@{?%j=QyHa@*ESy-JX=u2&}P|;V+mx|2zYZA!9MrrlQaO zk;Q-cxZ$B#YRb{Rhz3O8urT23OBVut+!@SLJN^AnLs=7-*Vy%MS%b32iI5*A5IDhD zGIUGYRik+xC|#m~YfFs2VQpF;V5M@qkxnJ+UA`XXCwP*6m;OX8W`DPf&0fw=S&M~! zC42hgj1d`H7zx$%UgE3A`Xz)*NLj$HBI-*5@tp2umlk+-p9o&v_@HvMbhpoiUbFZf zp5R0!5il~)scqW}HF+Y2w9u^Dw@fKP@MtuOB@}$g$=!j5y-ieSl^&t6JW;~Y)0`d&ULQ}?S$~34;o3;6Kq3(dW8;)Ps>?nyal ztfLPWaY5gAv4UX-?+)!35UWLCm==;un6~LT`}k93^Trv+4RwCk{{8^17l>YRHLIFm$3bZAdB^U_SRcio z#vWMWAL~QEPe+%Eg$M3dc_uDz=sr#kD;w)?swS1Gtl9Brrx+;F-4U(XS{jhkp?+YD>S2YwG((cEk>*hKR_~xTG zf*bqoG?T$(!IFhv2wJP4L&yr#d1hjrFY#xD)|>=quu7>&(eAIPg^pkzl#2e# znEE!)4SJ}^Xf%mcP7yfL_Dl7gxT60-f@m|X8dI%>S}P|o*Ihj7UA=o7&;kWd7?^ z3EGBPKESk%s)H0t@x zQLIQ>>phH}%w29M1n~gaql}-4%p4cU7+s!yi*s*5=8&9MwO<{1{^N_i$Y-lud>?S65!T^y1+^HigtPla&iNIU)afYQ(f=Yy zZ^VOGU-P#Y6emO`1`X55B_VfM;iE!RBC%wNX))@stE9|xD3|#8F#-eXg$CxSz$(dW zp*JJ5u+*xU!pvpM&%82Q*)II%nuS zs%87!dxq#Y^E@NB4E!2Q2kqp*b?hxCsTRM@ASeZ(`0b06=IQxB&CgxP`vE-&v7J(pfYzU3M}gWHtE{{Feh zGtA{Co2=)+58IreT4}~wX?^(~tf)Thh*Y6PyP*Cg<<7VjXN}fzX(4)JO3)oIY>t8( z6EYZ{d&YF?C(Z04P9NkmLbltY%!jrzf9xmgS5!5R_>IlKouGiIG(xhdi~GI7Dek5# z4;+v3@Z+i{m`Mg|O-W|oTwz}YrNF70T5zUn2Eid# zaJi7W5=RKao&rHkzAlZK)>$F@i0G0}EBIpofL)MzB^#AxZ)OnuQ~w8k z3}IE*R1|guZXeeXIK~U?a;Re6ojaJ&zk^O{QGk2^l)VErmjD1?{FsX4?|*x;Qjj`n?82!<%@6F{#)5V9cJL!N?mxlv_ zX`|JircyH1i|1A%#Im!~P2GF;40{$uwm~QfzeBXJLG*5As5iV132J@6MHLXKn(u7) zuLYw^@S5`xz{Q8goX4{ILct96ypbe&eG;cfA|$#-cy&Am>ZIEx%F-${UAzHNcgqS0 zL}!5Kk(eI;Rqd*d$$iL54j|{L;|K439;gSorq}ky1K_!7AD*w^uC$-3A^t6I&KKrDNYrP?OXl z9k5CKKKo;x)SPMBN8+6E9rSmaboi;sYiT0kx_D{}^=ZE16}0SKLyZBWGTDSD%hT$P zG?1;dzx&|?cNqJ23s*o$IS+bhQ0k@E(3*hKUm@z-pnf1#y4s{igV-$mEw_p$8WsdH z3h|dpw1B^wO$VMPxn5&`KJbRvfnyMtxhK&oQc=a8LveDyWPycPq-LIY*B~^PRL0IiW7LtUTXmqCA;Hj`tbT zoeM?yRl-%EDq^6b&eAG9X4F1X z8lgjzDj*k)SQJA@k4@e8MmjF@S}1NnFRS+;gW~bBCIz07(BWsKJ@12!!H#HFUzvr6 zxG*|rewo4$IPp>fR>;3jix0%H?X-%M2}ddLfh&jtPqbYdKoC4G?=x54#6?KptQZ4~ zE1&uP-VAe@6R+oavPzAh2DitfKOK><#Nl7&gBPcDm}oJ>QKT(VT^yhHSx-!g&kUOR zf*cekZHQwM%5LLot$qn)W2ri?E_8hefa3Ph>hSk@MHEUkV$>VlJ?$}y)-AMXDIiQ$ zpCz-$6dpKiQ_;T0!2ERcNu&1L`H9Oye>_Zs%#%uaumQ|=fN7F+D1dw!d>DcZhG{o8 zhAYGa$cBu!Pr zWmC1BU?&yC?;izEAAdNPor6>n<%h6$)X*Fcv+aswLHcQ37E1UT2Y%0F^EVLsBA6^S zVwmv4i#S3+R71XtE5l!LUl>HbhQY-Dxp(cPO(`CbWBez(!x! zSQky`WqM9(;v6B1>0#C<8_6FPg$D^Gp+u`Cp}KPVchu#TV_JRj&35-Oc${~Nfh(7i z3MCR)n>M2II5}Y-=jwXKjfb=NOPoS5+*4``N8%66F0{C&Fn@HK{oKhd)$Ye_=os&XIfC&lsXcbu`Gzp-5KAYY~7S3D{Dmxa~-&U)f}C7RA9_9ORBx+h>=fH=Psq$BjvOR*|u*P z_^2PhwTUgI*(W{bm5=W<10!JHO5rYf1OW-M8DE(=5A^_mWyL<7aHYkW_)q8tT?ZU&>a;sSuDhz8AVz{S6 zf!}Hm$4h|t!pxO%pnQp=MMk}320&s1^)D}vmjOTC0E#2IzcoALYqUuc>y?6oGJnaf z)XGR=ny7orn3P*DnPsOQdMA@SJfaf@)H{?DNc5KmPlT;1z~F1O`jviYR0JOZOweh# zSrVkIpD}vMYnuovqFI3OS;pF_R5d3@? z!NELXMzh`J*XQ#y&;RtFAnHaEzIIS^#?(qN-YdU?;6RQ>geQTQ!M}{$zIMh$2)ldC zLK3qM618L|m@CP*tk$(_SeNbSFvs6FGG0Q==OreXk8F{~`Fe7oBV=TwMX@o>v@PYI zX7%BJ@&9Fa{89GMW`DGj4!#J6j1nI+xYy=^}h7fg~x97Ik2G@E|=Rh>jv98G1+`pfe7;L%0 zO48=?Y_yx_z7mpogB~}E)d6IiA2z+dRX$YVw%&wujTbG>DrzuLXJb5(#KLW7_V*n$ zamV^kteW5F+#XaeB=OFwEIll?>%`Ngx7&7DNh&zBQ|uSNI6SIdk_D8r=f8W@GNS`U zH{K9Wj<$ioJA{WR2ML>C!+&wjz`pUZ+ zWu8KsxnyXosJK7kNmFM^BWV-6yKyv@(!X`fM*4{&S*&~ zVo(I$^dBnsp3?cJC}@hdA!Zyjrz=(ZO6JMBnCsCPETE-)9J(NF84(;d6vs7*N=A+h zk0Gf@T1mvq!@xzRubg22=$~*h!dR@F;2Ft-e9xDC;is&P9wv$WH|Jli|ddHtw0DioX#5MS$Hv`Io1!Q|#;uS2CO?GU(0s4(HHb6bX zbM9QJ^&VQR2F1UW{_!e3^QO#>1nn!cKk%M48ZOrm|8AR-wXS($86LCV=>xm^5R{mn zx?VDSP3+drDYN>goB;C(izsqjpp9pqzblbzlLT+MqT$H`(mfGGH5!L*05Efhs_et# zZSgA^p5Cm%p>Ys==QH%cZ6)C0FBnnKFcU4NRrGf$WYPyqeWD|#S#w_Ll;6u18nwt2 zT>V77QqC~+hzl!IZmUB&5+RXD!aI~Dmj~KJPV5A{r+xzzF;P86{oQW=6QYz5w#1;| z>`^YI-{Nz1$@y^UY*r7O^TRGw!pypkb|O1&#MoNUD^F#kc~2@jnZ!s0^N}0Uh9s zAi-6GRpg?n>(Oqwza)RTgx7tz!N5J7(Z=OgDh-s{{(*Dz^|E%C@vEWA&!M;Pr|Uf< zh+L*SS;gD3rPR;GoL52=?OhE)LIBA2<^C#{6cIqr1H_rz0>>e(7wc>5t7S?sKAQ6Z^kGI_g_MYjAH!K!z ze@6yXy8T9lRzd%=8A;Kugt^Ye=~zH>HZd9vcf^Vgri)MwgQK8IWOOS;&H~~+ny)wN)xZGx0lO#pK2(EF8Vw$% zk5gc~HDWLd#4AMZB10n@o%X$e%5Z9V3=uRX2+YjbZ6##Yl9OLerBr>VHRCoxBCkvI znwi+=OC9)J>qvQ3{z)Zyt&mV*Sq|18h?z6mc!Wp0rl(N{6IMYlV?41wA#Gr4ped2r?<>rMDfxg z&)%5S88y@1LgUoD{GqXt#zb-9ta9sI4;!{SA|&5P(?U7-B%yEDBS)6liNseL>jQ>? zhclZ8ypa#)*-})2~eIMu5DAOS6<(Y66p>$8Bso86BOLzQ{E4Nhy>{i zHR;YjCI>dPd^r2@_bh2t3Hezn^Q}QBTQeSc(r%WqiL=jE3J^#P0Ui0A&=`mRp@Kbx zPjiqBfQ77Pt+3L|e^$82ndmC%g&0g0=LX#*F&A&uKz+G|fx0DQ3TPonH_Ne*pofHg z?HQtNd8={zbIvK`-1`&eC~)#L7y$=BoF1}Ex-Dn$m5dkp1F{Vdg-l4OM!C@)LMX$K z${LILk_l(S-~$Nsk5D3PrBw!T2)JMW&92Ph1AQ=GFVtRqWuCz-rCS=1Z|@RW-(^Q= zpMJ*<#ygq_S461m%NN+vCN8gvr%6+=Z(rT>^B7HwwB>5V1uY z#>%gOmn3**pBqz+=}YKEdlNRhiB;XH4rBKN>kD;tXNmKGjP!bqB$1*-shOo%!OC!> zn6gUa`Jz=NdPQ`vl1mtx^B{jip;#ekuLLs0llCI)`uA(ds(N#og&QGwoao9#i~?+byM9@kWW@LbWF{#lPYEE~U<8u%$%<38NQDh=RC2`6y|1q9@EmLhIX(7v_B^ zrf0U_YLv$JWX&s~QPxT^vsqQ!MyEHgr63Nf^59q|U&YhUu!##}9o=P6>#^ch&q6bw zlmVdw!~@r2qgu?m5aK5d$Ir0ANqYI*XZ9V^E&ZN>ym9LPR-=Cp+R}@RChADHB}6%5 zj(>+esW{{L#)Fnj1&+vB8-atS4G4pv%8Fcy$(Vf0w#s#AVHy&F0G7s%&ac=cTCw_v zjEw0?AHQCtBV?<{GPR(}in7*T?CL?PG_dRgk3T#f~OWV5l@y`VYOwL69%&9V6B zBU4L@sVd!!DO`SI%KG31v$tdv#QJFqL^uWl%LE{&i2+pORkzEO#jAEk-MSmgh7i1~ zqHl6?Xvi8n45bA$RF9i~?3mF*s!n^f^Z2{ki{Cy68>kmxT%{2!cXTH{A0QiYr*2kJ&)-n@7%Ai{N| zzeSq-=@~+ck^WEt;-F_n0}~3Yk{QFI0MsuLsAwN4Cp6TxXF2ODKj+#?aN*E`07Tly z+nU3c65-02okj#+T3&8-AKipnVqY^Hsy#;pz38~Uf1pDv6bw#-=@ek1rP7v!=yB}R z5RNLDtu7*qPAfCy6z$onhqfaW$J#VW%Az1v76xCG`FM=uc1yX2Rhg}YnBuO&9+51A z@z}I={C(j;RkFu2hcNv!6DU5FiI~t=AoB@?m&dWPVi0&3iqO3Eo=fylFb1MSo{oH9 z^jCJ2$np8ua(o=QY1}0`eT0^lW~jsgM0rFx1N!PRso?`7Xn55wEULjVt45ZQA!Y7& zxAYyH_esjxr4bAL``>NkR0IX2+hVb}pu6!}f!i_Xlcq(QjSO+BRM$aB&fthtrmHJ7 z@$?S+IIBk%4Lau?0yD)3I?EpE zZ@%DTDEV4L55tmLy8GcG6}bbLMRic4#2CXv4iN(tM=pTKbvBX*rtl|!dGULD*MI#| zboz{aV7Fog4GBuVaYJCyEN-LJbk4@rZXf_YzN!tf(k}&V(=1rC+tvO7X*hzrG87(w zP*Pphp7HrAcu{TjDNcqEu`pt+?edV+!e!>4To-IL>W7bWo>NhXl9U$CwCT# z`%WoI5cfckJE^4Rw(rBghCLT z#%ZaW3VXccib>}rA)5$P#pllmiG~oHqN<{~YZA^+wDJiU)l<|D%bWfT0;3IqeodN{ zAw=Jo#2fkofntEvUJ1#IS8j~l+;J`ZrsCj_*^$H{nD@2{BV(^28`?>&ewP)C5}J;b zX-FjYNcJ+p7I^j=(W6_KCGldEAzbpjw*_PZvJEPa{G)6-qM+*dT1=bqNIT=5NSOy* z-w(p(Yc;LNq`au>5ao=H1x|j%?zx;sD*Lta-Q?|eV(gPp{mCgSNHfWk=&us(Ue;(3 z!!)rDlkcM2OLGkT%VF!o3A!Iqe6%WqvMitIaY%RMuzZzxJG#~HdyzO=C^iG3 z15#CocT{)o&)RO5A6q5Vr#i*hvbr%7Z2oJq2A$yw@H*s$dgqx^dJYK6O~|!HWtY7$ z^s+l~SXz6$q5F|c*t+So+!Yi+%RrMPW`?PvHFB1N$QQ0A-IidbE}d-$O&(o)h+-%Y>u#<1F99HGP)sZXGk%9@t{( zGM#BAQE|e=m^!z@?^M|3&q3<&Oy2yJ@8>?nmG^Gdl zC#K%*^Rd)uKN{#H2k4CtnFKDMTOGhpJKxj042>{=aa=zV46PXV=(!+|Qe^9D+6h z0^kN1{-zw}PUo-(r+!IXm=^B^e#s_Im%;g!ZOd=d#igI4lA=m}rG|@hu`3Cw zxXdrsAN<)`<4*!GIkgO8$i{t&7kHwda&wVCE=JYaa*`a(O~7NzxVxvZx21$C z{6v>r_r3o#K)&NV?rDhSfsds#j0Gskzfy(DID_>tXYVx&Rhhnx@@FnooPiWQ28TT_ z@CwjwJlt6xg4BP*M(^-{rgkosA6OE_8K>#2+MhjDl=*HHup1J( z(mx&gMfaU=WvxQt^G_dC0p(yNCLhJJiz06GoH`WIk+4Ojl6IO3JgD@~d}qpOaYAae zQ;CY#=T>Swz=we>S2~a^5u42X94?}(oidia+w1FJ-Zk|MAz4jY!9%Zc$3!;8K;mYv z9j^StR73Uab_$w`lqVuoN3Q#yptEF;1D52%N2tEq`KzJ3tyNs0+?)gEfz)GPBHhxC zoKUDp$pItW5$G~rKTUAje(FMry?Nqr{D~A@j$e82HmLLC><|43LPTrAOxf}z38OB*a=3~0(IP&%S2G=9!hlPex>?y?MmygsL zn;FZIzpIz7stBIHQkb3E?n|1&k|0U@dUiz?;+YZOm7Z|2_$NTmsIy6HtC zDx&lDiv%7AQrg|vb5RzeyA)nRG=;zZCfyEW&$@7l^!5D4ezI!44z?#JtMjnL7}db4 zzU1t)@GG4N_C!CeJe`r9#09)!c7o14?It^;izG3jB!=?RkyAmp=Yl&eSikrTz22Y(34-}%Aj z`qnxrU zCZVeazK_VL`(AvUI?W^d;@(xjpBFM;2PXvS=m)_$Vx6fSmIH!RS-%4Uy}({sj424G z6C!z#=sL-mSxjAm__b7H1fwx$?w&>B8OY4woV+Kv@4uFDUy@x|K>q*F$N09(ZKnhH zMp~ayUw0Bvigg-t%7m-;T;^|(xOu?v4uVa4VnfPWUh5yPVKPvZv-BYI2VZc40Qec` z&f5QkVi+gR{{_X@)6mGc#5Xu-ra@ed$$RM=`P-g$!K?X0;8do!Ygc5Ja@^0Qd{L+^ zBVqt7LyatvP`^F)ku5SLsIovPrIu8h{cj5G{w3i+dSXOV03l#rfw?BmZj0K#;L?su3bTJwS?@SBZ_yXNf2Y^O29 zg0HfpO#rcmp2>(y#r zN0dT^Rr?3oT9;R`IZh!xF6#-GBggmOb(`<=zE}gA1%TR6Z0|&V$|MS8ktDJ%H1H39 zZA`%>SkQFr zVw6u=Qw9x?0T12i7m^q6xK<1frarWkJ>YKaJv;+-Lfsw&>}o@mPOvtsx*j z9c%Nd>X@{9{T`s!7UIFGGGGV_?P+k27CcliuknO)8G3I4#YBRAJa#zq2E<7A)C7a< z^=LB*x`x)KxP&VT0?~1ceZzU(iMcFbYZvfb8DHlxB{V(s?KQr_;cs2kq!X`-^yrdr zhtuEz6ao!XKrVzW$OB%Cb386$4$H=3p`(`F~1Qdk_DzPSd2-aOxb^=%v z3>ZKwNKO`M3b&Qhq%#(IaRhYM@=h(RCFK$R@HitXayuvS_rT^IciU*L60mCyQaFMF z()-n?pb`c+nMd-eGQGJV-#DT{fR1v;}d?7uugu}mgr^#T;;5iL_afpf9 zc#8Ux$%QZK6+o{=SS90Ca|dt|>=Pm12@%30wTVtI~Lm4xI#6iLHD+2z5q=c^}+ZM>V`tm4j)s3tA+7jb!MjY3# zlETJhy)pO+0_S7BHt@n${pnlhXsUB(!@R%oMTbce;EkHxp_SC4Y9U;^6g9Clgo^U+ zXBjJ%Icn%>nfMGJW?hPQVXCN;~j)W_Of;DD^x11YBAlFuSp3&VCOQcH}-K&uaj;Og(!3$G^^@S+2;*3e8Zn9K>I#p z)zYj+LP2~VU2S5G{X<=i-gL36zoWx^U>@#B0ZFj$TUot%2pI>QA+D8W7yV4%s7A9> zY+FPZ=iv%NMe!+gpFLhiRlmgj&h83+HMLffCC6T@#iobOiLO*3WA3X>BGWrVBvxVP z>qnz3O3LT2M63?&O6zRxku_#4!n;EOHWLdm#X4U_W|c2XzA@L@!WQjXSX_i8Y>xVC zPqZ0>y*++)uQoEk@)(f) z7+oTg^hBcv0_TLsbw;xyQiQr-Z+3E%cf|-*+66)O5E*TSkh za=F9}_Y4P2bFI%^)2FYUroC0P)%2<``CTRvx`a@iKJq`L64sl*h)*>Jw`+vcHgUkP z{9f{2xJ*PYIHB}O0!cYj-ECVCwgRu-D&-VwpEf}HWDKR4M6$5*1xj&AWep0J#)ibI z)ysVe9bx#QYsb<%LB09TV^{Ss3euitkeaW>mu6?=2NYjdoDLVg>1E>Jh+b;2JO`Ei2$DCh)J(Q-?8q|BqhAM|6wPCH-0yQ zg)=K(?*VPPqO98DT;d{7VOd$3g$Wc@!d&ryY&}zH9R4VWR7gCOnR)=E{cLZ+U8Sph zQ*mA+$aD?Hfb?b=w7=D-tr2Bc+6RV!i{IWXziPY0M)g=X>Dzd~Vjtj>VZ_RqMmnEj z8L|*H*0@7@M7(;dKtJSNoH<7@?Mg-?TO*hKhELPvW8S=19|sigI>;gHS|>4ovF zw@}opgaM10t4b+dXYEmYs=aC*+S|gfUr~q&86erx0rc>?oxRL zO>mFZwGH|@E^77|JyBt6F4kOiAu(9fjIESBJ#dc0wUcC4t&sz;1iP>!Ktgq1jr|U*9wAg)nML@A|ln zJ`uj&v0EOe_#AqxT(Bcn+14i;Z7`UgJdv3smJu4pMqopr zwF4ukhy}7S)$UWZcoNu7(5t;6h-Q``t<>Ev4KACg2lSWuhYO2TgUw+5#r&h`rf#p# z8qxW=bG4;aaa~R+v*?-Ytj0#kq)OmfMz;(l33(rdL<#zYC-&)%O9OZHa#Zn`^VLUc zt#IkdXF4YZiR`v#;l2x!odwJaLkLnj^v&Ae6Y{mcqL|qt^5QPbPao;;ohp)*O$qt9 zQ5jn#j*e_bdukvm9AC7J?q~+bRi8toe7T3umlwkxkW3rWjjLNkEvVv`lwYcOlzdQz zaq7M_L8SS79qs`qybQ1y4{a?-3kr43=X1khojo{yvkrYSD&v@Tl-!=RBrgi{Jh`(ae z5TuDz!-hp&GCTs<1!#aizfM=vCv3@b9L8&L{4!llJ6Q;tuC}A@V{H;G>HZ8^<6;e? zG)kM!Cp8^8AOzmdDEq-|7@)!#+<;o_5m9A-wVj}s4+w&HH_2osBTP0jSpu5{nzd04 zc0-KgL#0kc?fHJo*b0j#btxvJthKa(Tu+JP^{z^Lz*AuuxF@ZV@}j&94A@^E@J_niFtWYp~ zE&B_jt1WPl9O>b51+j_=JG&m`fe);t=$tOEgU2rAz!a7+^s2J>)IbMAsya5*Yr1gyfVG?L1eKpL!ka9;D&~>*RPk5!tBMW~T1I6wT15eM4 z@eVeZ5)zE_0zID8n$9Rg{kx;+fHec&TIcT!CmCm)csCFpwTOVsU|5L!H9vjm{mVSb zf+FD+fQ6N{RMz~IFbQtVu2c+WqieZY;~L7oe)5%KYebKt*Sp>IYVCJbvP$6LgZ5I{ z&BV4*=F+#_NrMRC1EJGu@p5sQ2?tU=vVPQ|2bh`ib;nMScve*6Vd%*ecyRnO_{sz# z0c7qNRvp@b!S`%#r;TE;Rq_DNhn96c=E^B~L%PXD3f9jf0cTYO!tL;pxsEpvT;26Q z?syr9RB(W=Q)iiiZHuShqnHp>PU=hx;|R~#lh(?N3fM04yj**Avt>xOkSBV=osubL z6oF#Zb|sJ5!-l6l-B&1lbyBEK5gN+GXG*LLS)TQ2wzothc6VRb#hYafG?=yq3=2-$ z_IWVPV3Im%mx8Q1i1viKl{dl&Qtqy9^1Dy1AcopMmwidOwNR=(3a)E5*H+TCV;zEo zf^O^kdeorDhsjdO=6EhQkSK_FAnv_qdMl^a1#?AEn_-~Vm3+IQom?=%j35giYI?>< zl|us+@TMs6`%0whB=0)kLbbH7!bZ0d*eBgKpOM%%hYvJa9TO*>d9LE;3e?L)WrYFs z+33B=1y8su91%b^#epxP3+z^b-Y0K^o7;VHBglLCW{6i7U)m`b6l!e2QWNSNL(7Xz zAoC+`4LtVkzi1(EXPm`oqd%{XmlZC)iVI((K8fMQIs$&AHef^x+gQctuj-MHS*A;i z6jr}#v;D5NXTrq3+Oi;^5IIZKxBcn-#(#vuNvDs^T1ZVX0sfng`X>Z|r_?#0g05}_ z@mb}hs%LB2g6RC#4av*H$c>~12=&MmAn9#}XaKV|2^gzP+jPpwrngdk+$gPHthP8K ziotMIR zP>h5H8>7yGd$J@M;Pq4?;sd>7qS@6sl$LY(v zjkv8MfjpXSc;!y6#PWE^Sf2O-1zB^*$eS~Sl<2^ovw>rLsZ=y8RoOxc+R8T&z0)bR zMAtp!rmuN*Ij4pNo0+V$v3H$bVP`RAAH$~rm_l}FNyo&yQAEGWLHohCDXU|c9YOMi zpKER_e~%FY07W%oL0|X|n&wef48Ixn8`Z-pBR~HJsC99ExA^5*^m(?FM4^^47C)oD zR-2w{QH5OG{RAFq%yWd4*FTDt%(vWa~0m2);$P=To zJ_qdJY>9S?9=?d^oMAU}b0+zKVfH|U7oQ)K{U7nY1Y(5phcYY?R1!vkYIDAy zof-Y`OMVY42QP4au=*jjEc@MtWcnT8#z7dPb40~X@eLUt3k8Oq^A9#FY87oS-NQb# zM1l9OWJBIP`MU{Ll^$5d?re+B19Aet%6mV%$nd~bLP_9S7|Wf?_gusZaJe*rQ3Q!{ z-$1ek9wD~h4ZcHa9v=yFXrx{OlZ>HV`fS6A69)w*w(?Ags?ZI0S9mK_HWEA^|r4pOsK`6e)_D)HWO={$jiA zPvB1Jk`c$27tY;_A4L`*nkoc63fuy`I-WSCW_A0yGswA* z$3;la6=gi^7>Cd`L4Yebig0 zmZUmXPmo+0 zWL%>1d#LQ4Oeugj(n9{t9?WpQqo|d*hx}}^5u%sp{=v^|lp@G-B(kDWhyI%+o=g@q z@ZbD5L|h+9cvnA&J2+eaXqtE`YbJ?JY~>R60oN<zXfn~iGhq;9^G?;mLOy^Yb(z-CjIoi2|bAVRA>6Q4DmiO4nMW@Iv@j|jV z+&>RD41xBXTSP-DD?bntn3rvr2wgYJrQcS!cINV!a!wWS#dS$r&^i4!l;9<+cK<7Z z>T*ogq~!BQbr=Y)#Rs{OQXe!*1Y#OmQ%olP@KQXi`wVk*(Ho)=;1ryH$pV@7Bih-gpp8yAg@lFp@mNE6X{yXR z#RyD#h^4~1M4=mm{$XG-1c398M*r`3xPL?crh^(qQWJ)3Uscvv#UoW?g=qOk5sv2D?mAk09)s!8)7vs+sq}ZpEq^X(sB?9OJq$AJ+kT2-taBXD|SPvc8 zNLgwIv>Eb8eO`adD6%evb9j#GMec@ibs5sy0`-%Zh#BHSImaKP$4i!$NAOoaIyDYI z{wP{5m$8)^+rE4T?lXOZ(3-a}t7wVt%Smm-HHid6A0oj&@CECQi3V0nP#io<$4kum zr@0GHg;y0_I|Pl2I~}vdd9(FemcStKfQI2mNjFh|fd4n~E>`uV_P$ObnSx1Oc$%BH zUuV5Bid!KO0RwXGb?C*F7wiB1wE(aYsno65MI&WFks8o==0 zWm>{;eCpGXI*LiJNv^zYuYf1yb?8=D0XlD$F%!qM*K6tM7vr{OA({k&bs{7^zAwa{ z`|N4>Smdt%{{3S;gLidt*%<)J!bV1t0{sC%z_ARuH1dtSb2d?d^kQ*&?~G@p!kZsj zm6CLBh@Zctb~?wQI)R!f?X$i4VIsjocOtBTiyJohBl>6GknXp*rWdJm%?AnWR`48q zqZ2A?6CZr}WXSr(3wC4(+G1u~y|)ixCJ|C_L_kOv#FNnEX`UOHb9oj9l%%&5*G%Ei zL~WC407A$(qUlqinN=UuR}Ag;^s{NvX`5cYVfm=h*(X};~Qf^^}xQc15Es=T+GoI#wc`)wvkY8vDX*j1Cf)ZR}N zw%pfubp$zJs_Q}(5a%p{Q*_--k#NL%&$+2tx-mbF<>``bW@R8!G8BA#nxI7agKwR| zJp=aBQTCr8Ud6L$(7jV0v*x)6kr@X62ihk^c>Foyqx$fS**E(yV|)0sMq*q-k=I~W zXW(YCQWcZ{b6Ryk0b`Ma0ZHY1_;=pPj0CH@EmT~_?%%NGDB6;E{}D1LmKn{vzTHeC zQHAl4-yZlTiSn7`;6?tuh7X&Fk?`GOu}@W&)&g5ML{y})-hx^RNUQ;SL1gw7{DaB- zYuKA2*l}>0nMA=-I`3nvq7Up z!5$*O3toIrMe^hk0JKMH_#}iZV)v%8$XI|TNK|AQCati*Sdx+l?_};+URwC}MSKiE zNyF}pSz;aP#0Pcr#^JCG()ux`Po7dtlQ;4>ijyi7%r-p}%~Kj4AF>Xf>;nxrIcxS2 zKtI@ODR_k^6wCqY5tX5<(KUnWcFZ?Bkj=n^oKW0NjDp~z3?#r8AG;^Z!%(h@i_OQ1 zCz=Ke)~vCz5lK?w;Oz0``;E!06wwSBcP{8P6)}ZIbk<6pGn}+B4sg4CMos z$BnY-!gfXQc)y? zJMuiut8mqbY~UK87c*vsl8>39P-RN3le}w)^dnQk0^$m-+v!2Ou#=&K@m`n(Pd9Sk z0$X>DD19uamUg^cgJm@!ofkA4EH*zFeZEnGk)Y6w;&dS}jq*!a8L>dlYs&iS++7cg z&vDB)<=3$CwJ^E6WqEaz3cJf+!b)7`+Y<%mqQ*_=$4HoI$y9FGCn%#|)Hd>Cx(#Fz zXgtJW&IsF(x;pYfPM77=l)fqG1_M>YdBXVIQ3~9ykccGf$SLt5<-rXUVnXAA_w4%?7+7-usys%&(X%sws4l z%)vC`2axf}NzqY6m9v zChkt<@G+#M>WHR(5n%?YpFu(xH!o`OrI{`MldV5v1i?{VJ+!RUl6XMT*+%zCxl)N)x==JxGK zN40cW!xajHap-7|3qz&5YDNflim;-|bp!(9?aqLH{$w&ay7*plWB+b@Yprv+<Zs$%5_v&T=gLH_I^vEQSO~{=pAhUEJ89 z2|l<0aY9Yq2>dT$RyBS9PX4hmMQZ&SNVA26W6vT83E zCYHQ{=-oI2L1`1a`rp!~K#n3cV3W^ZUB?Xz-mhs>T|eS~a~&1NZv%dH9XiTzf`+7K zsz$nmr5eF*)Q2a(bsYoEVNHh(^)j1InB9MI9j9HW*!$sCqYFoJ7w)&3ii7tbTPR%p zNMx)$fR#7>!=-pg*^q0Y`@92>FoeQHJmsumEPA-rwUX`z?gMiXApO;<4vq9UK3{&G>Oy?@iXg3bjzW?+Aq4(o*s}SL? zKxFegT~~qWZ{N5yJ@U2UK&n@WF`?!rIUncoMMoU#OR)+$K1DvsRvt3zHNz4JKm z;*_v2!5za5JvAMju9-_hfS8EJR>G@2zr!DsH2354ODj2Bq!FRt9Pt^lHue^5s#qFz zO=z-sJ0>>t87{O70C@AhK2S|mxEk1}==;hmvzPyb)~uIU&@K{`B&9CRRlA_65ehif zwWcw`VZ+0!y*un^+12cP8bdNn%sz)Npl_z?$86+wrhzB#LcIb6l3S024=!3Z zgv|1UT@{&8GYrvK%B8p0m!esP!i`WJ-6xsch}W_Aj+~sTd#R(jG4Si%-j{UWLOG^5 z%z|T%19VutMpn2}p*~tJzvg&n=2%Vo{@o9l!jWS%WxfiUy^oLx8mlP>C}|>mA-Ng( z17?ius0%jMyOQ%J1>Fpq>hdwt=1`6@2Vh&pAt|Gma0?LGI8iTMY*)!U*IW-Xenxc5 z+bP1n(Vpy1X(nf1(FwjW!C$DyOcC7KmGGg<`EEgH(6rjD8S-|^rJRaF$WVDTvuN&Y z5eMCSDD5BSe`()g8VnD0aT0VMdXKg3vOgO zfpAu8=l_*BNYAh;j`BQ)2j(MM!TB|z-%vgb57C~&)o739ClzK?&=FF7av5@9Xsprj zs6Z05r8P{<^UH4OGAH5ZTdH9UF{0Spb5B$Wu3D<WZnQ;o0P8n+af%~o9$uE z@}W}Y=>?P64=Ua@!ds?DC879lUdKq{bx>aJSko1};*5oiwQn?9#}=_eKg_foK_yQj zIWxLbuc=}~FP_V8KQJlWH4^)_y@RS4&t0zaPEU0J0S>36fqj~k%hv^+l3(`2T%8k9n& zG&X5(sF5#GiC?kgm=Gv>eC30tdVig5

?W5V{G`O(l=R>aDhhJphcxM~WKHrOn$8R3n(J@#?{Z_mD zZ1b@~-uLcn^Ji`X9yg`TGi;Du`Lk?4`5bg;*CGFB+fq*q`jo-^#p=t!v)bia?KF@1 z5384wv*)`aMRPt5kW09Lz*;B#y%TC)5IEvQVsUELHEi? z%kWdJGURoP*rbH_3O=O%kcm=gv(@_xB zlU$}M9^1qhI1aOC1L5HZ=rm!X1n%G9LG;!W51r%Kkw>esmXSC-GSgNb*@#7gtK+1X zxwgld#SSzCo@*Cwo{Qxr^Fcg=RBMqwr=7t8*w6%^Wy5EO7L`ANMsF6n?CpYj$>AnB z_&?f|pa2CauJ@y1_9l)Jr8Yf9RQN5)oN;@;a4@EVQ9ctQ7DuxoxL_Yi{W}LNk7@8; zL_~#JeF<#>ttMV5Mkgkw4)$DNz;j=zX+H!Z~lg=#9BM3G9v6l(t^H z8IF0MKPgD^l69to&Dwiiow#fd7v2dy+*X2pO{ng zsmDU}dwbnfO0)_mHgb{w!!2SUx_G$~^ZW;q`;T8_FamGDY4kj0(3hy|Y^te?y>SXm zL$nk*Lnj`Tj<6n(36jqp><_YT2nTt*>7=vWG{NxztHM2l>WaEtdsB3On@J}h8KMIP z%CmE=v2%>v(pF4$9nO~4mf9)%zM=hR%w+`($L03@0xOTzP{x8{o&nocTw>9%Af)y5 zWmm~D-44LHw~Kh1>%ywx(MYb#X9PmWi#5v)*JIY3L8G>Fh;pgw zVCVbb#{h_RdOu@2zL8U2&SUd3PO$Aw*HLqutoxE8WDt0^2$^(~D5ZZ$p!G7_^mtv$ zREi4kUCe#|xaM--8~}=fsI$(i%?AV1q8(%@DJk0}mNr4|=k8U7Jn0S&4t=K=9~2c& z)8Te^j%+Gx_5yzrAbR?!w^f{g|8!e6koef`3<#fmB9`c0-IGKg2r0WG}H+0DGG)6FcBJZ#2>nkgDN)y;G*u-4N{%_Jg`8Q43GI5=l`mIeoBjiG$J4Gdl% zOKa?}KY4bFP-Me5-wkBaoS&<&A|Bf5$!t0erOk10u(#j5-y0qmoGXI9;CnE?pQR=O zEmqBs;gdy0$0nUT&t+EiO!tat@;p|=2UXfPkpl5>JKxXJt1kokuZAbRIGi#&B&}M{ zhFl(_$^QiIn!j9$BDju+X4;;9Gk>&h*qM0jcz57@+?_2~uRm5Zdag_)+d6ZnEYqkz z8`L#4^l8eZMkC0hfLvvl8w?b8C3&39f0`>vfR(F%cU_@V+*w}urKY?X7ZCXntQ@(H zVOWc3KUXiRs4dh$Y~NsMuj)Q$+=|2o`d|flC1(@$%>}E$13}O)RFtopx~f4D6IKTY z6%l4dlfF}q(RZ{!L#MnbbwxvTr-`1)yX7=%_3w@Pf{JD8^;BdsDY&HxotQhKECZp| zaCUd&&V9?GcsO4O+H^gB`w>u#cXGU&Sy+TUye==>t>4*i-*2visMlp-gBdO*2g+nt zY`hzf&%N7sqHQIG<*!D&L)P29-gY|XqWfGIURkDt`=|~X+~$I59zF8aAJq3$1PYv+ zrjY(<2l(&OJ zeKq$vBey0n6paiOO~t91vP0L%a2E|5b^2jL?PS7*-Q zYAt=Ij_Gz*G0|_JjaqwY55rqnWe>x-XzFN~KzAbb&=M-II_4C1P6K3Iy>lHOVOf@$ z37}y}Uq3mVI6em%et*eCSQGbsglDITt)1+C&HQEDCc&wa*KwaQ|ND=XV%MY4Q3)=M zNUU~i^M}1e_wH&#kwLCWPy4jD{RXu<7jXv@pUX3H*)Y@s9aV9GLx;QrTAgbHE2bP4 zkag*fYc8@XuT5>;?em0){`kXp2=I)TM!Ud&om@R0h>)8Oy#4^b2#_X82C)M%zg`#E zcx(>CRv(3w>%q@LhNyqN`|md&OfN86+VQK9_WKYFGT8{z0oe%GMlZerHYX#2J({jH zr7_>hWt$1dyJ<8>^(>B@DK!GT0GiviX4c!a`T6)W@N`f-P^V~O;sRjTre}pl-wpdt z1sp~gs5WRiXftxwYDc8jHcV7Z9MS>n>Kcp$enbC%?0tDS)a(2ICncR6sgu%TX*nec zIYRczDU~cGgv^LjLWsc_!$>McXtRVFWz9}xn;D~QMP}@~8T%Mx3}(id&HUcZIi2P6 zJ)P>G-(R1utLvI;@P6OV{oKpzUY`5$=6ZYG56&`|^{G(2uID=HpW(bqHU37{%wbqq zc&4MD&aZ(+ZvX%~qO^{z{yk)KELoo(;)*<*(@bz@U8v7mR*xVc%B^D52e|?hLc2ub6((*bX#xN zR#u-U0a@Sh%KiGsWk~((D}qR~ZA7Kioq}e6-`VM$m{}(qf2mYOlb^M;et7^W-54b9 zx+nePZM^XC`@ps9ii^Ehea`JL^baFiy8J4|MY}~r2s=|V zR6ngu{D%XQ$0R4+rKJTo4rgg;tr8KeOUJ>(WCIGiblM5Vo##HYigh>c)J%DgISDsk zJIVHTsY^8mMp;7W53iaVN_ph={8G|=RaeU;lsrR_vNJO_+In+#7Vm#+b|&H;x9Ym9 z+xrE)t2FtL43hRevcVU6a;ra4)1N3T>hyho70UxLv7jC&?@e|grc6en<(#_rcV+Ya>yz7 zW5rPsU6ImtIs3%ZAYHEy6kI~xP0~%XuzA=p8TU%QPsaK6O$asNJ2jto8`Kcfr3n>O zkQ$=V;Vfe*>{n_!F8~o~TtDjM@2?Hm9vXUQHJo14&(qQW>5arMv+=N@cG|lo=d`66 zXirwI!J2h9PJ}X{UPWi^)SFD`ei>{(7|9PQ*{xGr;8JD$8S>X%TwfYZGH6#r(0eWt zZ~peWdqn_aHZJ>McKo)PMXdGA4We;iHgMrsBn9W@=JBc$x~`bba=gFQKM=e~vhVug zH$6SPE#|PoDv^ml_0$DM-ET<8BF1~N&Gv!e3u0s%r7EapnyMq8w*Pa2{0S3L_wJg* z7@XyPN^ZCvcqAsu%ZoAr?6xeH8M^sfzH>fh3 z)EBg79aGh!`r5NX1r98yqu&zL-v8`uh`S9DWYD1fk1F)(&A{$ok`Jw7QPL$p{oXMT z(FI4x9L8SkaUFWZo0sqSQPb!+<{c#Cuv1lhN|p{z1^MglQ8yj{t1tNd=tm$hbn^8l z_T`&W?a)m;ofX{o>1qG?VdoxTy}RwWpJEcX0~T_=W-%>ccaUnYN0oOt+bZ5q*umK4 z1cgEgFgHtp+M<^toWLj33mW@cp7!sERJA_$ywH?m7wfqQYCO2M;)}rzRS|e4%A)F1 zbndqAk=Pn|4~3JRk45;@=N|D@RdyhU)?x6q5tM5Pl-r8#2)<*2l$r_|Z}xR%cM4r; zAIN9jE$z}SP_T%J9vE2TUl$3mws#|71|{0st#^OX?J5glLa^>kk+=vm8Pib>TwX9+tgFUjL~d=^TmAJT40m) zHflJ361A`&E#%hC$jW@I4a=Q|#yDY^xCV`_*4K3N4M6LEoE)jsdvQrF5WhN-($!H3 zJU#UCF7W0Bzdc>RzT-RWE>xq^H5BsoVQ1Vg*d;AELg*|dx=nS%gooRg;KiJei0Zzp zpn@zOu(sdWp|NR7R_ffUcl-lGxn5CQ?gFE&uU;fO=R&k8qjbe{A~P*1y=xSOqzu-iVVeMfAeP4L~6=EkF6lz6HVAb!;sxPOS>fk)w} z=CH5{a`O(!+<+u+hjQa$2#gS&rre_&E+Qr0Gh!=`SjqN=AJu5>Pfoak1SJn zQ#;7QlkU{g{jr7Tu{{O+uQ7E0t@vwgU+76Cq{N4>gX4Fes!Pq>zQs%ZB{lAVFQ#>K zAifr#Jv%k^YQ16BuoL20xV+MSzvH)RihejCM5BZPb3a&XB|GtP;l6CJopZY#VD{`T z#^;~m7`~sf&1zb1J2jnB=sMy2WiGKcUB8rK_J{dh*J-^=a&6|YBO?9qmG%23ue{sW z;uTRW3rSUsivtxDv~GW@Tljz@L5}BUXkV}>hMoy+JYut6brM1*H1jg47Z-HAY&P#I zn)ogq$H*S{L!b&6tq>i85rJd)=sgvq&l=io4-ot`esSAoS7kST$1H=xeO9QPJ&Ua# zckcQ_N~&bN}{KeoUe2!s$~dt^}RF;mclO$ zRl6T@4YV}3r$5yjPMB<39YfikJx*vLm_#iDX^u$g_W-Bygbuq$g{xq%w7VvB_2R=( zjb(%fr47&GOV@T?bw6)szK|Bw($w?pqS9x``a=>OUjVjeb*y^yC$o221a`Pc??8gc zorx=Csf*`&nv*1Bx?~Mwx<@gn^1hdh=}VRgGP%wv5weL4M`t4=BUhUqsT=1Y>6OhX zR?GaLc8oI4dh@QsOu#ik0z3G6T@%I>dGlY~kAncXuhY(b^bQZ(SoLNs^ahliTN1Km zzMTwmNVs4Z);^1e^=cRL>}>M(s`hE`{gS?H2K42yD)tY3*>d{jTfO97U1sv_W(twt zZ5ZQV?XZnyTc;g+;-#+tY{daN<)A}Vua7xRKRsKW@-yCKy?m+GZud+K$q4!R zad$5NedDW7WPFa}HOEBnnGaWbpZmG7Jyd6#je96FSn;=CuF(;_aOv<}3CrQ5k{dF0 zMAuuw5x$zH4_vB*8*1R5*le?#U?yrSE<7J2{`XQjX4R?wJl(9$tKZz#ych;nFsHqd!-1OemuGV}i(o zi7RiVfC(PKvL4F3#@nMw&OW?Y{im6?MoXiG4>|Q6PG>rj0!5->7CLu#GKMZO$mu$= z+0RmdJ4EjMCsf&N7g)VLl1v69q03eIJ(aKL5aW@uS=SeY%okOq%_L7=YUNL!b~jtE zn>B=Fr19l1jK3u>uzrlP`s6S^zXNN49e_=vQ!B>1Z^V;NuJ%5h87C4omi8zZy#6yO1c&ryZrQK4R$LhU41KKvG>qU8fRCG(0Z?K_VkKQJNM)D4ar~%fRl#U?9 z!Ao-I4uyc^F3vnZq)W-o=T}2S)@b66t=C|y09FrU_Hwd1`b49+Z7U~nn+@M+F}~U- z^Q44vTz8`0cybT67C+&BX5#yTFOq*xTjY4BIBIEJlRxakBtpmz6}uC6XT z8u)kG*v*7p<{&6Z==8VRYF5ApGpZsbii?)tU+TSiPHM-g*xPu;X9*$%7!p)~d*S3} z1AwKU)&vSuU>v(Am#nmu#TB}3?j$p6AO;qf)Z#5R_b#ki(D)Gx z)1e3ZLZS8dXB(XX5TRB;UA%taV&Qg&wjG2cIHi8OMO9Ix+t=V zc^vw6WjvLwp&Kz!_nK={m-DWm&B{f~VN^R)Wp6K5_Ch3gUQc#TVRBfB3rrurLW-aIm%P)iw+aM=_{UK_EDBQ(8Yl zc5{EoHq+wLxWXA*z+%1?p{ecPs)_so@Dv1pAB19W@;kg@=b%lmwkWFOu?T@vEV?+1MpMmm2Y;t7)bG1IC1x^UV!0VLjQ(K=)W-gyEyVIhkGIhgDeFS2+U%xX zMO(yux7v^0Z5VTQZ9aeAhIF|&3{qVJ;S}I0dXhTgx?c5$GV-6I>Cebp*dYM@0!M^C zA;TL7L!|=D_DLF$(Rx`rqR8eLy}8T8I6PX{rv6p5VO^PQdE@)hz31=Gnz8~XcOP>U z-*VuTL*9WIIRGF=uAnrB+WQw;weLP}jtPR27s{&N;UDY7C0B%CdsIjAtTfuX@qU4EY6he2x{AvE%mQ-iZtI_eOHaN`kQIs4 zSURPD`lsUZS4JCMA0JQ-G_;{@1*q3?UR%PJSKq8BVn!DqFWiaeC7Pjda{`t^vOLLNxwoS zsrNk*L_dH8u+oB#q$b(VjX>zon{b8`&?oo6T)!lk?IQjGa_!)l_)mZ&&wiKWk6AT7 zav;DwT%UEwYK3qFLFWt%^p)Sl_GE~M03q;6aps17>Z~sh%uKiylwm`g!zo(*H|9}=@VBbG5R<>wG)++RoM;$ zEod*ee=*SBb_fWx-#*d!BP*xA?wQ!r<}d>6k#-k$HGz|WF%P6+Jk*2M#Qb>7@zI)v zTRw80W-%Xt%!Q;D8OYh3Y^|&tmi)rD^_~OlNz!*j=TBS=Q?!t~gb(`&v!_!R9DM_` z77$^a=*j)ZUigc^ZdO8(V$b1X$#8I%R!d{|Y`*>%%ZPbfHU=!3d=lU9A)$IT$p+Wt z{P6@{PV+!J5Es|X0XuhyOb+gX*>gK5$hAgqvp)U)XKX>J^7$86OoCkLf21OdmPN3u zBY_;oHl0E^p&tyVBMQFTxUEWLB81#b`pJtx<%50$eV@l|ze<^A{4H6ORy>CMDV1~Y z(Je>DM($6T^`SeyTc_ExuK$k&z~?+fn&`|NrtQxDPpi1W5xE^>zYLw){F(LqHSKaQ z_t?-)fun)+U%&i}X#RCA_SHb{FHR`SUGo{T{y~XW{{CJ*@OMQ5x8TEHkd;rX`F#!l zd*5HV|0mD?|MT-$t#gdw_Ijsc@_Vzh`hGNU%KPM|bvE((ay}yA1fo)oV~sZ+|f(`1gkbE@?cJ%zOyY z0X)G&g2iI#qjlrOkj(@!#=aKQ&nV#EAM%G#)pRSgf_t?+xXC0Xsp<9&gu934l5Z^p zD#z6@y4h*-4?dafFKq26kbQQSq(&Aw;}N4jkalKwvu0KU@Jz}cq*RGek$zwfv$ZAV z>z?$7Xx#`5y>Jgk!?$F7FxgG^UCep`sRFOp>*-qQ=5V<}HpChMNpP(#-zqZS#~qV% z!;=Z>A7SvEozv6PXG6&tOAz@jnQ!-vO#BZ379WKtHIthMnyB}DA8S2>ZVgcBxoP%| zdyy$MrBs_dX--pYP9^~&%v-NTmergvc^>)4etqQ!!FS`^Cohu8TXglGSE&Bl!Z1$SS&{GDfCe8}Nl0ODI!y#42I6U}4F0F~}9 zXSRR+!hV&O?@t3k_^}&nzW{#!Te2*~0V?edz}J3pJ%0})SO2gvKyG8w@o%K^e_Qtt z-r;{+_YW4}e_HnsO!=SI{kQ!Bil6^8nE#h4|MPYKfI;8c$|AQ(2;F13aQ~rS| z|AQ(2;E~^Ky#A`*Xf1C$&@ol)OKCTdS9j}t1vE5IGl*PGe<-x^$vzYAjDgSi`|F;b zvkc#&vG-d}EQ?9*}r_Sjkc;3&p%<{zBFmC+AI{pR6QySFpIa zSiu!D>>c)A`;CENk?WeWh#E+0qCR|aZKQyiWf-~7B+hg0=<0t^x_^6i?-3Du(_v1d zA@@w)rDCVB&THW6k=+!Dz?!YSl_e!gz^R?GGo+x2rr5{PFRkNL!E%6*hH>q}MxNtt z0=KxO6Ao{?%9`$aJW1-j`f7QrCX0MT{_pGl2Z!-T90;W7C8#97=Go^Wi9MGYwMW^5 zQAsGV5){lZ8yXs#FDu9H6{lOT%_V4)laDe!mX8l{^9z^XcFiLrRSPOe z?fpCAK|bC`j(ktFVMT%mcYp=cHV0Agg%1jiDS|#-6AyC(&M%jJK4f?|E0@>Z7A3@= zs8Lo{R`cj_7#p`Vk5)G`)ISw1W2=U6kj4pUUSkbAL*&W@(>-cl%NW$~%&YThPT{g; zgh}L9GKMvCbo`MKH#zgtp$6A1BoX4(mU>d3%=utX(AHWUgv9WFGSd~51~d+kh>#&( zdRp3E#3P_NrbaN|yEmpD$jr*ARxdeCg5;m>H;Yizo!zE@3OJGM+y3!-OZ8K~SUdP6 z{dK_nlZxq_+|f*Jh!atr;WR&5|2Qu(DapA#{meYK2d8rF<57bRI#Vx#-Us$XzOF35 zjKbB(lS$4*%n|mJSGl>7fT}hyhq4;w;4_NC-whM!wm0%!Vm{PRgLta`|^PYWF;F}T7w(KWCD%_ zX~GwQ^?|x@<(5|Ac`q@9cXw5pT^XHmw`nQdkdz0&>PvIXxr2;Jf~u@yGH*gPWFHYm z)E&jr;a*lG%u8z&hoPgZJ7yx}PgDdg&RqBMA|%15OE)tt&Gokc1N&_$0ku0p(n7jr z3b0o*tsPmor$^X^!jAZ}kSvP;*qK$rN(ebFIthWWyv#?Mj5^EnPAB_y=Uv!Vh4G>@ zOgZ*b`sMClZ!jGLzU!1IjA68AZPy3Rr#AT~E2}EDa?vC~0VbQku*$Wr_v;b78YQZr zXMQl24Ze8N9xSbZ^mVdgI6z4b{hP|CPubSKzS=w*t&0G6zg}dHKQ+&B%eAUCM=U&D z8Yc;HIYkgUIZHN#v|PqG`*N7bUZ5Jw!Hy8Q-4LFHE?Lk-MbBcC2Cj1X7haTMf-O

ana5cI|F}uKN)&?-0(Etn1M2oL+=346 zSTNVsr7kVTz?yj34@C%`-xvQgy$E7O&f879v0Ode!Fpd*s^C?xqEnj;wd$LRV}`?7M;x zAvA>KA}lBAn&dn^Fx8je5X_?SK+tE+^q&X~lJcqu;5I zhTtIH^|T}a3z+HCN+Ze^BDJ+z6mf@;^3Xx=w$>t8b*elF?m>~Arc%f5?*(lx4D8xn z%$tSR4Q5R?09SWy1kMo=Cl*Qk{c<7v;si~P@(6n^;G8vZFOGsz|9aa1zCJzJ{G*=t zshP3?W;+&-FF1|f6*5^OT{nFro`y-6P4`MvSGXn<5|phNC73raX!dd;cA*_ZW^ap+ zzA)M_Ls7rR>_str+xz;q3z-CP&UF)M9t{T$;(H1AuNX!Y9H7-WXxcJGIk*hfFf-oX ztP$3&uk&W&%X4{8 z`I+x@vyMwhureOa#N(I*D+qrsQQo@LbimJU+!#E1AqNgqmp$1ADeQlXX~6aB7P4OHz|9D=6w`T-CE7#%T1 ziSs{HEm$O7dpXj>DxFZk@rLM56HQI6lxV;auPO|>O1xUqDbF1i8!bJQFo^!KJVr2K zJeHZ{743pTRE;if#`^o1X-VthUZk2=Z7ZR@$|=K)M0x4`WFV{*cVbSpskttUpFTcb zeWC>>4DED5YA6k4FC_#_XJETHb{u>+2f#INp@7}E zJ6z^9sIVwoucH>>BVawgy)dzlwsyIzFermWn0q_J6HDrD`ZNoG4Qn5$ef_#;zPN?$=;qf9!d<(wv zI6e1^$2b0j+4nM!`He!aSCem%a^AerFr&P&T)=P`W8DV+7eQ6Nu9rhAZ=aq$c$iPMW-+B51lDw%!}JaBJCU0VwRw;~DtK z+Sjrv%`vgfO0|oITyNH(7ovH)Di5yrllVinN{s&E^^+YI0_BUC^lzw|1LF!-0+6SR zK;$&~y1CkZRS0Jy-bI&CU7bo3Gpwj`a~ZI8!DgfqxS)@EuGfNSfM&G`CX>7#n1^sJ zt=_gJl^~zMf1Vr(<)u`In0Km>nId zJ398TW9coD(5{efDTiH};wI$R~!S-^{Bjruz~J1cGjwe>dE17_i3zXleKMw4d&Bus>$ z%*w_|C+fw#zo8b_dCoC+ogTfK$2>Y!vw92&75Y{u`3Im3y+AW_SwrD~8~%t2K1mSx zwzs!m=ogfydh4rZnj!7_J=nA8+1c&$d( zQzkPAG4k$VWxqDZz?7N1~S^$!g2+z@?bje)cX{bwQKs=O<{e|p2uMkb$7qGsf= zp=+?|YXMX9jk3~d#xVr}3+zHJB7Ml+vJ%rXi_iAx&QrJ481~^m9NR0Z*K9(+#YooH ziYG-&UDlt!1008~9dRneE5StN&)4)W~ubcAr3?p2T1 zrAe)rP194}EXjiCkfm@{rZzZ`5Vk?*aOPFr{q!Le%F zX__S$IdqL(IL6P;A~%#eWLXUjJi1psX*Om!w~Xt34x$U*DZc#e7WEP%<2P6*&3vIq<_Hw(Ge7RrX_X_MX{^ z@W~JAx&8O-jn<gE7Fv?YCJ??H4EaZ=_%0GSIpX>P~&A)vU`c`^dRW|>QwMAXH%*MqC zm)OEr*WG2+_L%8V>LSWQK{62L`L_OkJ2gE~lw~C)vuWtIy`9}?uXA+v6k6l*x#Xj2 z(M`z)ygovmD#9DGf}5tD3olphkt5uuB&8m5s5*iQTKEu=-40zA(81da@&3KDsxz3I zBkzFmgH)&S_m6{TMNlFHRh#9TWTbbS@bX3PK{!2FzxKj^V8G+_dnoB>v@QS^G7Pq8 zY0aO^4-rpVVwrwJ7s>axYpk~fm?288Avv!fDxi+;9cb|%Z(g)d*`Roum#Kv$r{Y{=#;kyV2$M*|RVZ!f5L&lGpPOrOoq;8jFE zBA>e1TyM8Z_4t#BMisl#1IyEe%llQTrtE`fFX)pqwdWfR4KAtecK|%S&BfA|WSCPB z9d2V?8cekpZidrKpfb>z;w`iZX>il+&JT*JilvCfK9_n0Lk=_}(~iG&!6o>izO*hFb3Hsxb9@6bfbd7{QT7HY(Ygit!$v7)D>-AIwAdZziE>>d^%Ev z>p$o};PKf1ni<+8>k$mZU2i6w)WSUglZb4U1`>ZVq}~R{Rprd>K2H}m3C37JMyd;) zPMCjS&UZL;VBig`E62+FLq>cFU)dHH329X}Ib;0+KgKroa1(8dRo!PcE(a=sRWFtWoI4{>Rg zhbxI5^MMHx_RxkU%lpt6eScMbE!xrKc&Yo#B~X++e74d!{T8<~+j0zmfKi4(B(BHm zw1k!KwhEbrNY{OQuF$wJ(X2$I_PZA<(GFA#Ht7BgjMLJauN$*kwQyvYK!pTYJDZ25 z(sxhnUZ%*aKD0E`*S~N{N7dDMAx213*h3q{u!->c*$!w-RtjvtT+rNGAccLBn4g7c zaR*s$8I_+QogmaAzm|_cR9Jh;F<}1<@FcYlMn;ac+Te76NlUfLsslIFe-eL$vLKdz zz?i?2AJ`rzeP316C?>UMqxAUVN=3F#^^; z$R2`*P+nD>_kVnQ3>ddYHW{J3p4Vl z+N&A#nzhY)c$HY)Gg;_NiHn;#JKX)usxff`-t&Ow=UxTtYYM39S>7usVF^f6Z#6YF z75F2c(0iH<)Ln)t-%AW$6Q%gOC0+WYw>XQ>y-TY;D zFublAu}Dt{m%Rqcria2}kVtdNdhf+ukBD*fu2BEs&H1VRwjUoVF zNp^k!2@kxfN z^nS}i3GooE4f@R1LrWM_b2#D&QTuLbA#Pcrm~OxuZ!s!B83dOvwfPwyvZa-rIk4YVu&9K4Jc(ZHcOQjFU*5Qq>f+=_Fr;+MbsfP74s>j<{IbOn zO-<`TRou64w|(`oE1U?cdS#*WjqNGJWdoj(D=OaAyu8%dvtlf*-bj+~0jK7Hfq4)$ zVV}zwaF0?XK011v79uF!Vip9aZFkKYj#32XF5Nel3qBGtH1un}B6QF%b~cYRSP22H ztCYWARdr(Py_7gvbe?(wwt%Ba#scBQv&&>ck`Nd!D|r-+=b8=DAO3R2y1465<$El9 zKXj+AZ-?6MW9uHB5`TGUrzXb*`qcFG8O^9WaT}jltnNJ$wyNW{$BmkX2JC=O{0)<` zs=R{dLLQu;51suuxIOArnr7ez6dVuZ!SJk&!3$j`cIa!SiO)@4S`uTU4Y;rPH|*I^ znXSrp&zuIcq?OOP+Z3vp8IKpi&^1dI5@jstl~>f(PshB!LcD;}d%%gWF*v8hkjL<) zWW=)))%;rpT&?Qv+>a9f3IqPH(T}a^_F$j&elG$gLCm@RJzTLQu%O>Y6862s*Spb` zcg}c^V7bjaJ!+>GD-p3c(?{t63Av!Fo?q>M ze#@p!0YeyOi?_Aq3YVBJ?eW#jiQ|nyBzTCSX~N+vt(phFky^Y663wXfYIYHR&@kNY zy95+t_F;iBoN}d6XTQFbvQkM#qk+RLnoDc-mWDBC`VlJg5MR0D1`n8X@ zJT88NhgjL6N9~u^?NvP-vdll?-0-k8V1D$c0Apig9Y=h!?_hCbdOT*lo^n+c-uK?z z?dNYJHqGLN^F&V9P}*Fje}u6e;Lhw`|8gc#8*(jC54K=dyg%|QLBa1S&LXAnfIP`r zuV%Y%WW^dK@%doIXWhhJpWaZ(y(czu9oTj|!7!$i{gyIPX9oy*1b z4EgWVD6gAU%p;{$6~}?1QT^(*sJ-d@Z1Z5vlQ*#jo>i1M9}Y$wZ(0~MVPXkrm4n6< zrcOUZ?7TZ*?kM20C}^AI!va28 zEAEWKxos)Hg~wXMB3t!1zTBP=fp5f65gD(qj0|{J?AkPbhEgo!kDJa(Np~;g!TNzK z2dl=P*laj@%Dw)%OLAPCibGjnj=Ca0DI7FzXU4S84mE6Hv#t zP7QW#nUpC4>#&p6ErF3zRs1B9BDtCX9Ndak5jH^2&fk?r#RC|ztNa0vc3>lYjBdz( zzyz$|9@8WPWh@nmi;dPG9NsO}I_YwFsP_$Dmc(&iMer+RV=B{k9?g{-E&(f$UQ2~71`H?t5*4tN%+iZ~9$ z0*aLRMsgOI=xajg&?rD41W}aiEa^;&_GMnGG^n%CV7*i0$aTiga?V{jb;@77TZ zE?4H<@e*?@ovtLGOT@)LyNSpCj|Fxlb` zpHf>~wII5=emeWED+1+Gdru-vqN~iaBeS5?_d~nyGR!5*aA_FcJ`yh9U*_OGf`LiK z53D=N*57j^_@kO}Y!Pp@B%W$Nv{+qsUpCD?#(!d71=U1AYnOL>I}J9?We zmC>@n>|W;>P>jsmVK0YyfiE?`oIE$%aBT=k3?za$P4Pg}$)ZI`Nf$+JO#<0ZNgP{#)!Y0#6 za5g=&5J5|#0BJ$@Ss8uj1}3v99(M$JbF^5{@bETxc_EHjEAQ|$Zu}TD_#Cnd8d%>9 zeqyFQQCD>!co70V3*_@pGnN@CxKfy)Cxn&7f%h{CCoM=``ZYb(i}}6-G-xJCFjO9w zs#M6o^4$&NoAAL3{q{Cv+2=%NCRn-0FQuEI4<*GHd=$#*BUiIoY99TazHddz>12nS zo(`Q zaGW8T>S}e_A|Zk@Q$mij@VOJ9isS22?(IbMd2!tf(FTUK@g}`6z<;^UQnE6qwb32< zWI;&!j-(RcXG3bW4}wKMznziUqs@~_q(TwlxW zv@|>WRKff#n+OTvqH)4Yg*AR9&PkC#g6Dhf8JQvHA!&yIMBk>WmYW$mwuJF`&gR3Gu$ zopn;$!QuoN2w2X6tC>_qe_}z5Gb6gwB^eeNY%jv}mN(qAt}sR!hVx6|>Iol+P9W={ zyoc&$CJMVK?XUH<(Ct{4s*&>$KrY)ynZL+5xFbnAorlW^`Z6Vus~% zg>rcM*!}--dW)T#{DOkU7QC`}@(JoP)_U#BT4Ow%E|o7fIZ=NYv&||jl3kZuW=DO7mV98^lbHlA-6EM zqs>^pEqTw0iJpl$*b+{G{(Z0`ad(x$WDESLfSP4sFVZQ$R6~!|1pFEz8?isU*_k%K zyg|Q|-5<_CP_@VS0(t&X+*tf%(Gsj>Gz$evFjy=OF_9dHa_08NWTr*yVQk9})2C!c zI7^ZL!J(kH3}~fKll;u}-y9C+Zx&jgV7j3E>;M;vLez3RZ)Dp*c7JJB&tE!SLx;>9 zdHXHP)#yNpv7Hezar^by%!*azo?3o@3!Dou?J*b;TMw5KD1-`p8PciihbWop> z@z^uPdnXOLcmi3RMpyN!dh>>=iA8kmRH1C~kNyCfyDi?)iDjQvvMFdnixu9$8|sS% z2^+(S@d%z4>9YS^el5Puk)W^etkvhTp+U&;ah-Sslg=i3VECQ?ZHCCMEwN+7vguinCZR#3DLI%%dl`tcM+sh-n;G!B^W1+ zW}?^_EVu?UOPbY7W)JA#&%>l=SAL`3vxSU;pK>kRg)8hHYqW7l0w7pCO2{X(*6SK4 z^=k9F3agF+0MR;d?rnI|&^dW%!s>s=iKk*~Uai+_OnOiR6pqxJ3Mv`W zdRDg+3FzTugeq+w6Xqq8g$(rBu+5xiBR?_%hAoR`@Bz%i&LwRX-PEl=SA#-^QnmM7 z*M*a8C;X2iGP|9*OxKp7B>U#Ez|p$zGOmwwLXvruPyn1=M^ z?XP!4+cZS>mdnnXo%jK0iCF=Nq-6o*>dE-a3r(;0dXXmd+t#Vklb{8%Q}>5%js>J% z4IdBfkNz1pb3ztvQm)$&lY6^?>hr#wzDZZYaJiR%B;@T=*O7N8wM#KalrJ-H0HLv~ zYgINn*CxKhOm|EsKY=mAe`NirD)5>0J3U4CVhuQlWgv3rx_5>BZy zz?*DURVvTlJ>1QGTum%>wd4+xRZTY?HsDU}ZQsX1#*7!UiD8(?d8?bSp(<93BKx^^ z$xK8L&^w$3xXfn7S#v!~g>Ubb@bp?q-6JP&1y(f1Rg(fy+qIWSvk9&1K;?+|?mUMi zR0|qqo_Iu!hJ5$c^PxZbpM-A19840@!&5JI+Ar5I!aDbcM(ob_tV;U#)?bp zTlUv&s9G%xG_~N5cj-43G*WxK-s>`F)hs$>t>w_)fxYY5O*^P3f4&8?CT4IF(qhiB zhlGv}gL;k8-J9Ma*{!vdP%-&~w5qDAb{cdr)~S55gSQ5i0=h)&$2iqDF@ZK}pyWJM z-=5JtuqEcY?V4MvSmsX3GLM|GE(6C>_PV~)O}_0+_~G82q?>2@4aKHH5CWjB&Lzdv z#=*~nv)vGJLWla%vcm+-O;ujrAVC&vxRNbM)GL{L{#uE}+}^?KlCUn)AVqnMX!P23 zeFN4-XV$#>UQcqu>gQcYMM|3EF6wSBrMj60$smbjN0)PrP~N$559PvZ3}*Py&`H2e<%h^Z0d_NLg}_D#kz)~Iqn zfjYzN?G;w4wBW2xn)$Y>Hx8F$T2{?_1Yh>9kEL`E%%0wa59SS!;`Ufz)Mc(9+D=M8 zOHp9pJ7V;>m#XO1Vhe;YNYaOOZ~E%pzTQr)n|UIF2GZ9xtI5x#7cV-qNBzC%l&oB26t%4F+PgakFQffi z`u!c+pVXVQPj|WZcSre-I6#S(@9-0=#QDnieyz2T{< zmA^PwvAT6lx&|w=I!zPFVXwOg?Wzlqe3ji}*XlP^EX~Ihp6L-V@0Ip|EZfmOz1n!) zv0~veFLOzoK3LMeIfh^^FIdWIUx7v9TlHe?pu6O6(Cirqv7O}(Lv;_}anPM4($!|0 z^lUi2tH2ib`Z3q@;T;=Xz2di6>bu9tuL2^j=+zw;vkE1zLo$qTnjZcFc1nnCc2DiZ|WtfdG}I+OdoR(*h z4p4#uVnz3kAt)(n7Q>juM6#BA+aENt-K4d|uxD@Ko@|6r3U?MG#ZYvJaj#- zj7Vtle+s7a49x(kXw*eO!ov&g<8e1fQkhTPL*nG%%m>}0KEaO51vDIK#z)^`9Tqvz zjUgc-x1D$!3RzUmMRXV+dDWtUwI~;S z@?$ey+IZ=HdMAIv1P8*i27pG6vo_#hhbsEASO=5R(N4)qv9pPVV2$YUs=QO`hh&32 zE0!~v0-5)+>etQ{E)Gmj-mjHZG6J(pmREJH!2BU#vU!+UFqZ=OEfT*Q+RR9Kwz_q! zA&T1Lk`jC^)6z^^O&O0CBDfvG=iP;*)?Cv&K{)0_VJ0DD1Zc2|7|MOSZg3FRqfeod zDpK#fCN1lFney-`4Ux3y!Hv)f){0J)dLgrX-*NG;pe220R ztOp7*Nd;BY3Rh)AmZd|IfV%x$=kwa`n8`Q#jF}Qj#aOf%dk`YL1(AoogwpDU0ENwfwU(i{_G!&(Uj=%e}x0w?1cpgVJ~tk3)7!Dug* z0I=fi(zvCrpNyeU8!kTtq&b{W;zE0h(886_f|LCgw^O9Gh7yfNB0Exq^`!K@uRUhg z7|`DuH=)(rt}*(7LM3VR4FGIuWl|xRmP5tl%%1KyKSvKH3|N)|`+?3_3pBua z1vY!}?YJLZaF;NJn1yhTuHVmnEkVRE$=F@&?5yNx(M_Zh?lu5VRDf6*{J*75|6YQq zncdr}8(hiLgTmT@BtkkVXrM653qfu2wI{Y|-X^fTr*?~F*;G%DO6m44>I0KdNZfp| zxebDjYv(I$O+N`^4}?kT97e(#vMHsO<_Cc*qk_xo1%UtW;E{NECPx*Kkv9gkO)7N& zX9Wzf%Qj%3Js|n$^{VJ*ibwq0s@0vfk%VM-&A_G(wktn;+)eC=1O( z&sLQm+WT;&7zJ8>EuAqIW0*;5cakPAZ2%!SiDJX=c`8@laz2%f3to!iba zK<|dgMuYG&p% z&}L`?oFy@Vo1zjLqGge7!z=Q`drDg5fxdW|SlJ23iKZ?}Uq`vDSG(D*Eif#08hkTiZNd0&}Y9abPdWf1fH9>R{q%v>Y<3 z8sK(?*r%NlMxL>MhevmBzNGwDX)Vh?b_XS&B=lW2NmZ0BBF&UG9^f{=L=ME^r~XRL zKkbVnRn$7~(sKZxcM##Gz|ALtW_$ky({G24&@ypgtQ6MzzzStdoycAWMyU1Z!H7= zRyO_K+_7}|`I%u@07(q{f0y*H-}G((rdbZG`hTQ-bzGF|*0v%Df)W-D0uoB+Ff@W7 zf^99vIMZ z01lxYGV(9V_SXmEx%~vtLDElee!*|M7DVeFY6o^ng4SQHpks^05GyD+=Ljbiaq5D% zEczJF)>>z68^pMQFTVS3j+C^Vf`(_=2N(>1B+_$D`|T>@?_VU=9r3leGg<9zGfaz{ zpBHI1aA`UWm1F`K0ug8KJpX-FJ50}poo3$Pb&`k>{^MBl>SQ1>!fd`V9VyLyd1B7h zS?lBYenW~@X{OTa zJS{+X5J2FKuS0qT#WNlBkwY~=__0Acz0Zl!A20ifZb6{>%s;X3$_ zCM{boMzFL_(uGw7oADHPy7Igi9M5J(%xmW3wUEPs=-Ub^*Bni01epuVg}eKC%dng{ zxh6jEPr>ohh&!SuCo-4I?pZi)dm_}4e8XvQo~=fg(}TlrI9Exfklr(VU=FaA#7~&? z+k^d!Mj|n#Qds%XleH&n99qvtWKt5ocmAYUt!ob)=BP^;aX5hmnswn$$wRcw};_2r(n(GJCHw#{lpj;jbH3dZS~?AJIq0oUQRr0%fk>IV|TJAHqL} zIFS;AEExLh5m!6MdZ7aGJ1x7-pX=|b)d1xphig=!nPUYiHRdX?I*aY;>LahSyJ(N5bFgQ^p|uj~PWc>ZMdq3%i%*gFYSV&n(!CpP{`9RDJ^e;&0j!`>9k zg=X#~ka(DP;b_P97!1dr++8BScm)JJoD+^xPEI=GCsL3$$@oVOtB#}s! z7I~Bg=-0?+3d7VbNTlsIAN(w!g+35j-h{gB;Rr-N7CbYnKR>XHT--TaXCD?kUlKer zX{bv`(X!X9KkU_h4fUw4s9^8sU+O!Iu4yisxavC|Q_)OnMn*}FbknAU3+#Qqnzx$- z632ST823xjYc|fI`_)0oO!c}tf$-9<8+>M+c0yy0zOZrE?JP^BWwi=OWx>|Rs9y}Z zpNqT4V)LHw9d=$J+;f;O;rPQcB@NY6_CQ=b8^2|lI%`+Q0;tx1eTD3H-+5FlaFClZ ztUiBGZM!IpeiT3QPg+;&4z=uVYhx8JKNc^}wzHleJPmC8moO`)xR@CsBaP3u+qMc^ z%XZawG8j<47Igxck|eNS78+fO5IF054cFdlv;}%2EZ;bQtV2=&+QDdxTX~gZ$tJI5 z3%~0(M2h5`qtQx)449J?vc=l80kTH`d02*v&KCFQpiOC`Bv(70)mS~rTAmkkc+(bh zcTN)_Fh;2T9Mp)NWX}Ga*rGP=VUqhL8c@VF-)S-Iev0oNeYq(vC{-qj2oooZa$7lt z$pFb$74=L1`t6~lVIzSH^7V}Zw?v@IDteCT6*`HPP=ID)%Ta%Cugr{F zoz>^_({;pyQ!ke5< zO7=YZYCJn9OF+~JYm0|zg6A1pyszDNdw@K&hMh5Tpr(Y5 zSGwjna1#hy(D5I1wXa{0pXl(cj4C9Ig$iE2MQ*m7w@~i^L8G&nC-xQP)_4f9T3);S zkW>f>-cHEgNtIw7jq7rXfQDTt5XsWW@O$tZ6t?crvCLizvu0~%_^ia+LRGuyuP9-y zx%dv>_d9!~JIWHQ8&UvHxPAhWXe{VMo2BFCjFV52-mvSB8RjO0<}MS$eN%nGtRVzL z7zeaPa*NFFt$fenV!Y%cV6-j=5*Fm;P;^xvfQn+pCPo3bT_0%VI{f#9h-LV`e1*FrW? znTWNw6Z$kB*p4FP$&P{}El^>w<7NuJJb8eOGM5lWjonO2Qa|gD=WifvbvrB*Pf*H9 z5~x8<1FEa$uhH4iQDfGs{b=QKR*bG*W#tBFe=8^1No|V1-ZH{r=gxy;sRS>8-BwdMk#YSaM+Kkq;B8pFF)Rs_~I z(0IgEb=Y2ByvCTz%W9Y}Y!G(L-(3(=ccn{ukTn^_-Y;#?!ZP_F>HcpC1U-B)BLb7j6u|~ps$AV#y?Z`e)(#;F#pL_J2Kj9S#N-?r zdjA^>4hWU;Kz3m z!PvlcwH#jnYViFUn6i!UFmIOA&k-x2*Wtlv$gz<;khV3x)QEsFd%`D&>ah710CGiM zK>>Y|BOr5@2g}{paXwhulK8MtgPBYM7b8G#8P!B4 z87*5mpeE~GxZZ+|$Cm+7}F&6`%e!SMfaNtOoIB6767T>~Q zJeiflkgKH>q3K`uAOu;7YY(6{MReA36 z&s)saIEt$X%>CH?^6AC;)hXh@y~gdN-92UlIY(rSMXt5zi1nG{x2Yrl{MP^d%Z%g` zJJxxl6jd-sBi(i#{L8~1GiPs0b%duR>gE~|a2PX?A+UK>vN5T2Z3iV6PLCh0cWBRk z0-BP{a_oLaA1R!w0G^0!tYBLQ1mw>dbm7JZ z)bX?J8h6c6K7f9gLz|-U>D|_?)js3s3H<%pTclWzIg-y7MQ)p<|779tb4B{e&lmlM z&*rZd`t$*r8S{r&2*9DS$-dh+VD-4sT)P)puXw>2ctFrE$Hs zDzs$ojpi5Qk1r3WO%+i6&d6j|h4z3HkX!(c@q=^zAB~9DbN42+wO_!1+$YE{wPx9$ zG=3?T)n68G^0!_9dWJKlkV4({;Vds~$0H?`sv>}qt&#)X9M8H1WShN{&$#LlA-uyC zFoBsG?jm*IHWYEzF$7whD=9=X;?qjV3Rj)f^hS!`-M9P^Nvd17MyO-(ArldZs-VsR04`*p#%5O|p z=7IIM^3S_vE+NyUx*|MRAK+Qt=5|^kno&5sTYDVtmk-v@78=;T7Q^64?!u6uGz}8l zL1937yMat|&IoDE!hAt5z|0$_1z7T02HO_@@PN%R(;|rh!*reN8V!I)Muc@Sqx)8CA=7v8*=jx`dsaAAR56Td7&&288F{NZ#R;2`(#3c~2ffCfFenm;(4kDJ$XGeV`w zuO`J`HvkkqF8=eu##wh^q{YK3BRZJ*!o+G=P3TVup&(~01E=*;bSrr$sMW0C4)q5_xl+Qa!D zO@aUcwrPvxTo!v-;AlCb$yadyOT@6V+f|eCK;kV0Z)bO>Ip{hPaHP>c#^lr)CB|JI zlw8qlH!Qd{A%jNy0j^on{QiLb$~T_ZYu63lB!He}#yhj@2laxom+(6D_|3u!n8kQX zi%$dZgkJOI#C+^`+P1Ga0w+SqAsqKlJKdiFiV+{%#Sg&~*?1ORm$}OAQxN3I85*;T zoLarD#JuV*E%g?kZkzXEfJ!sKdkmkb+J4}3W&jgJE?vcC!)2jcOc%Y{^NMW)fbS@Z zv?M?GI%vMVRrnKK!xQh(8o)q>{_qcZ|CfV3SlUo<1eLeDoQJK&gZ8?3C#-s-8T+v| zUMb{AlUnIY#xO_#6z=Q%&vRY^dpnDkrh&(d8nMbnYEg#$$w@ST*S1Ks88CV8^aAMf zbLW-&vR+Epx8*y~vBxP?`WK@LGFegdDw)?V!`itF|B*g&Ne~#(j<~u!-tE!2c6ksf z4wOCX}@kqC-Q8K^8n z2KX%t+6Gv)0ap67`_%

D=s;)vzztc8|i(%&~J;Zx?7;dK0g=ML;kW=H%%^*E zyDq%0n+Y*FfKxiWe0_%@Wic8M>W}&|^tuc*r4QlQLE%_%QzL zH~opwGo*nq?`V@e&abuD*Es~@uA#~H>k@wqE`KJ z|Lm-^TA_(;ro^Ep`<(?3hW`8CfLfi<3UEVvHB2Xp7c3z0{y+cshIpY1qiiHhwqY8H zu2#~D5Mt~3=jH8>1+SBX7h4HGDUUXaW|%P^*QfaT!6&Cs|0f?YJv9!RJpyKhsYw4e zUiRm8|K&RtD9+oQ)KELS%oTcN!0x5YSRnq-HUostRi9n?y45gX7Jt6X-91g1=cWrR<8E%-zvbj#&dGBTQ5Jj`m#_&!N>RWD}%)N zqK%ydHs8p_;_cJ}?o*Ca7Jnsj_~S{SxJ9kZ1gchJ;i^{S=DM+QAZXSIX<;q+iRh-I ze#aJ&;{H;{wG)@sL?hF8g~hE`Gp5LEs{tf6dn|4K{l@=4#l8JtjigYX^ymHmEUrJ( zZoACult77*Pr~^_P4Y~VNaYPLo_hh?m$pN;LVi>`$h8gdj&f-Ts3V>ZY0ImSX^Gx%m32D z3h6vW%dYRjRYQ165PmW`4JmK`ncp+N05p?P-mX{UtAdp-I~H zlg)_hq@HiedUb_WZSRnA2NH*^X|7B<-h!z*vV2dwfpeISzMEh)H~kSkMd)Ah^nVE( zp087vL;T1DiV%KU+=Rtan~R>~u|3&E0}=9xMX2K&1%TPGXnl{OZ@`aQqt6 z#)dS$aIT+?$sZ%cPY23dC*%zbCFd{xQ0!&!-tVFB01fpapO95G^gJ!7hVf&K^J3ja z`{BI2V=0H@p(UD`pqA$JWRau)f(Hdx0lNJ!bld|T8St(|U>&P@J=iU*E3Lfe)ghp_ zZ|kNRYVAYpORZ~=!hYaZXw`e)CNt{AgUK>ID<@|!y?oB9&VMG)oAYgghT5eq&kL_zeqLF12-9E^U($H2 zR#H9fP&;=rWMG8JANqc=?xRBY-MuNnEk3K3AmZjQuHCY2ki}TbKBd}=0lE2R^|@*% zxuRRxpwd|aYmbMnn|Fb+n}4bLzwcTsLWo_3Psj!eflY&U)n0T3w|UxBLuDNY_aORK zXJpjfBtA--3;Uba8DCdlz=~Ye&t5Ks@riNl&ARD=F*R~LAzsnF!;MG6&PWjQ?tR;0 zB&QfL$FfGv`W+Am81>3uRZQCv6eCcWk!%<{=f{~N{rlp7i3B%Mcr{W9=`FO(*29ro z!?X7li~Y>*35&n2uI3bzex%0qfCvT@II$u>%sG1>HOKHw@Cb`CXvF^%Z zpeS?%Q!~maXpi8@T4NRk+{7I&<_&HbA8qRR_;EA9f$B)Er4Q)_fgjAr%Wd>mDgP2` zv*e@t;-Od=s;IN&Hu)OgAqSNgL7~#?T!+4dZp9Vl<{w~TRYfABtP=bRaV!hA_Tmyv z;qvuw1gm-WW(6x}E9O^u*PfYZ9qq=DH}W}O`B~nMM0gB64WZjKo}%l|p)1jLl$ptw zISpz%c<1Dl^I?8Cd#DuZ+YCVNrsK@mv!7hP-(S5ydrt|PP#C*MDfsmzzE*FK%Ez*o ztQ6bJ>7D1Z2&mh;TlBAur>%q+o8MK8;lwBW3=b~~{$$Q+I2t8o5m^I9idkn!G&s)K zk}3}=qbJY6>L2m)*4%x|@8D~q^Qc3JQ5=mRZP{>;yAh(9LKEx)$lC@m5z(7rVWq}DQ-FEf_uByl8Z#u1n=AkHbi+jdaxj6Y^?kc!N{ zsM{jq@50@7e)dbv4<;#4z!7Tb{(ge)yPu3_t0eQ3rzT9IpMTN_&&hf+J_xW%I!te; zCbX*%P7&}26@$Q6Tjr@=sZPJ8!1$0vv~B1jE+0L7a^$huKFr>Zca1!hD`=j zc~P*wDddZd+?*0*W!WsFya%L0znkD{ZmwQs+9zipf@>}rP_4~fKh&7$1TrroEZYpj z;lnAdyxBg$xLv>%$MK<~KNaH08&?>>iXVYw90Q#;2MCEb)>#0}f%lJ|Z&NOkh+hUB zuPELd{XrdVSOkguu#rK;{=8sFEk8cy)&xgF?e9AChkoQw<{y9|0yGrpa^+kGP>ffc zYp-HaZM;7Esv$bR`R00vVZ-e6wk~RY^NwvW45KT;`r(cdp?-QBVp%JYdRMyWl~w+N*V zFOX5Z_`Mcac?Gpl0&SjN-I$9~gV?*8o(8dmaMxhCv8GNl)3+I?Wf$VpNv&YDY0LIr zU0?twdhF(-W9+-)##hx8VdRbQDf%uA4U+&9M7ErAFu8z1V~`4`sdoUeo{#aTn6P&N z?-zJfA~`o8N+xcO@q47;b3O;zI=JIIZ_kj=odmftzjPn<)D%h8my=9|mL4fnOkCcX zNz^OK&(}9)@12gYWUQMasMl97m^JDC%tcuUJpqHduDX4K_bDG~G9iEn&5NERmoY^- z)uWGQW_h7AV%Co7^&(NL<^uY2%}oB_{AIJas-Y^l(^Hh;c3_+;)|Tr)NxHo8;~(B$ zo9P>28x7p}fxxp8vG_FYCqi90wk+=Pz_I1<(^dnXVLI*fCIqnNfA2W4CMW%##Yxj; zZ>?D4+Uv9sBb*=Vc2OXg4~tEcfsLC?{E{Ke5Y;K|drx}Ih_@_oZ?j$}7gAKDIvZ|o z{_qP_qXRcgfiZ6Cgbs8%O2E6C*A7!U(-_L7$FD0Tqi0IbU)DlEX9gjCV-e_0<2&Mt#Rg;Pv{dmZ+*#m3MM-@!wF? z-z6Z{Bt#WBjZB1os(T(-Xd0ywe8y8jGyy%SYbfYxh~Bd{9v$0KSTUg@p6MD{{bEX3 zf~s9`ZtAU5um_3CWc=aSv%$oaE=-oe!>Rnhw1?5=n@1XaIMW2bHz318drnDic5;@x zgJ}I9@gfnTDv-k_n=gUgPQ?i(zn})6@=~_&Ok)Wdw=6MpcG<8-xbq53tgFs8)cU~v zwMKoug%c-vsl_CQQ0J_*Xp0H;3Ku?yvm$aRyQ*-gP=K@ZnfXRT{rK;B;y*LNKfx0~ zh*Z@5=Fk!S(4Vg}NG5g_`+brIjMYG==m)i#Rb$p&A zm%NGz+(26n;E^QBL%bNQ^|zO+3d#wlv&GRj#wSHMP;(@yM_NJh{8@?dgOLOjA<1|L zZ!+Fgm}dw~D~Y3)6cm_LcEm!f*#8wge|nTZFy%n~h-`W$zvFOn!6hnng&JHH0-e&W zYqnffFTl0!ZW}i^o%JsPP-kqizwY3r83PH$44e3+zb>REJgca^U#X+|Idd>%bCr+L z)k!%SeLbntyt-s25-jGB11|z%L#$gGksIQ6H~oW-Vp(I-Og+mBa#{79z6G5KZxU($f*p0P zt44W!GBLDYb*jF2SzE8X<7HA=kuPl9W}b_(1`o<;;Mj5B$>QPYO4yfR;deW1c9JOs z%_IgP9iqYM^{z|R@p`Btuy!22P9AiA8?OU~{lzgn0y*VJAPY<>w8;?xk(Z7~GE5QQgiY5TvP)=>4-d4gYN0v_1 zMAU#Mw8I4NaLJOhQ0kz|nWb`C2{KR4>6@sC1eC9ya%P5IL}_dj!amkCZLw;2;t3Z< zAE0LlEQ~u?;vg%2Ufd(;#22bCo3O3^qKj3^LTys5eL%BLp)p8fWNt1hCt!0U*S$WY=8Q&9jUgqI-UPZLrz?D+!y+dTY=z7Hi{NPvm6pzq>QTXBfx+r#ZkKpvUg&$3 zrjGi|t2&dRksNm{>faIi-@`deJerfyludpiW_A>$JMHD;BDwLgM{%`0o#PM--$^m{ zNF%D!Kuposm9IOok8j}JFSfI0`uuG+&pQQ@T8GVJ4~4FlpIbT`J)#TI#*$N+UeULi z`U3i1beijCw4CsM;p9TDgE1;Bw@6tLE&j~xxrUhk!t*+%BDh!y0dowebRASm z?IJmU^*uv6t8|6#PIXbJ?(O8WmSmzLib>PCBd;3DPLb%d507M~0p6TP9k&pc8P$r` zj(X2#9MSgoY9mG^gW1jiy~O4dgG0Ij!7+Iv;f>)cB=e`W2kLG=czSw^;2Q`O;(KR@ zYh!c&q@n)H>+uI-3exiA>3j_DzdH0zqRJniwm-ylWJAeNeF9ge;wA}wE5H?XR=eG| z5~dQ2EPi86stbPuUYw2Fg$MzH$$9=%a~l<4@C^{7#gL{-E>@9&#J0e%uc=0v6lT6-7ajb29o0PB-QiKmP@h zqR*?t97HP_mYR;MuQY#TT1Yl9UQD*NA`GqGecdOnwN`9-3rTU&j_QCyl{f=8>AK+? zZ0#!zVt&JHPcoGBX7dZ%Or=J+l{~CR&V7=J#e3OIceH(j%M)#2!(+9{b^bI+5Cm3h_?YZ)H!k#=07i2Mnsx7`dyg^TX@lx@}SiGb`koxq>k+&O|2%euV z$JP35dfBZXiajXB`gi@8Eglpo4a2~ZOo=RHpkPcG4s>sdN>Zn4SFXyla}2RkW8a&_ zs2tPV=DDx@TE`aCOm4C+j@kU}vU^R2yHN&TF;xH&#cC}Xdp5iIY$ZkTy8j>qn+tx1 z!71+eRE<}!27V%A@12}srm&NQC~>TT6XaqF#8{bjZ$*EeY4m+BcfaIFoGG_$V9aUb zuBBq93pHhuCDG7?q3WqCK1?2^kMV&LsX8W7gKIldXdmSUF#JQk=2(%_5cJAqFrNllO>%T1H=2`Q*BHIZ^mikSKv_yI z;+>K&qm7A@RUIZf{QdXr=aU*A2EfZCaGvwov8Z-f@Nv;a0&A_9FXQ|4d0~&%kcVp* zyE>biEsGWzY?S%dk;v6I-jRCneQfUri4vn-s&8U19*u658OO!TbqAx>*@4!@Gsj1=EXDEDcXs~N# zznq9-xg#RxEccnmz2@g0TEPk|8@)S~u%NuLH0 z#2uVxzYv;ef8?*BMgmo4v@t6ZRI07R1b0F=WlS6D-8bvVYNQsuZg^^HrDDH~NrhnF zsY%v@uOeyN`d!_71_n-n>lm+K=(7d^@q~IA`^(;k`{l3HhESgXMty zHySG6RxxbES9uq{zVvw*6ZSat%q3Fc#@NJ4dOdRkb4+~lb(^!*n3*%V4dxdz^eTVX zcM#IiN8LErNZh=~yNL@iEd>{YEM~cNCLKpQj*P!|oDFBb`H{(AACq0C**i>T>?ptt zYiP9~iTg_A1Gt_{gJVhd<~y^z=C7RLh|$V4JvAqbK5OHnNxk9NvZeTMDk?JeQqI2pCa!S5*^E(-czwrlhT?c0K7n*|E?*U6J^O)ylqC2A`SB zsMX3hgm^bNCiJ%QT?J@?Oq4tmnaN}wl=|<7=3A?A=^Sgt7FpT`@Dzg}rmf&&_1yxN zLthTZ3r6DuU-jY0;)dba%Hpd7WXA!rM)t*ZdsbX`PhE{4-#M5VrHvJ;_Tq@$6S<0r zQBouOrjFJA!XI4{sN}-qV}*vAYY3SjmieR)e5<%Sn_UhJ+0z3YUJQvv-7@F2bg+t){zjm z_>E@Kgv~^VVu#?^_W}Zkk6tn8Jw+(R4ZI&< zNALT4zCwXqc~b^t6Kn@1Yq$&pnm$O5WET5XZ=(cD1E)=o>yGz56?zq(JY(gc#_=uK zSmZ}q(+AkT&e3jaZE^dTB6xVW`LcuL?HcOC*}}kq)3rMSoo|zlC_ZLgkRF|SFMAFArA)V$BLH5TCmh$WxbGd=>SM2BjJn-Qvx1*5Mnfd^5fpE3FEo& zb4GK$d=klln+rRMKNy{f#pRN2hD^^s^UV)^jybC^2+5Y@ zDScb+TvHV%Y<^Va6p&1@f&P(8PK}XIJMycNeO9BKs@lq?8DVgb;7a~J%aMkX>s6lkGW(6K3P$@w=+FM~zrC1yhCQaMt4-7`@EWk*A+`x=g?J|wEFye4T#qJ31c==y zEuYPSWov5@Tb25Kj>Z>ce$gxt)JN*Kf{G?CZp&VGcczeqYi%x&m#x)?ERb81)qD%% za2b4!NbYGwS z?!bJ_j|7NhRJO`9g?d|VarMX6#$|3@Sf-tZ2Q5fiN(J<%I;t{H$4f`4@#WcjKkk@H z400$l=?UGWiakf89;jm`vWqokAhM$@4%N|$#*`X`m&!c}h8=|L1qqB$TS~de=0XM> z^F@trAA90ZfFgYH=cagSo_|~$u<81w?j9bIos<`zG(w6W^$aDzgEAF^?mzsYfA?le zr!Sk<3y0h5s#^EIfoY90p0!-6R+#QYX0o2kr-!J@)z@`DQwqBikcE;?+2x-13T7pb zYojBdGkv|R`oo*5?1OoQgz}He*$)!K$NB?i%_?Ye%ATdLk8V{vI=xSvWGS0NDjB|< z3YiUowrbO7hG-zaajB_rdqR54HL68!yz9#NSgrmR+Q|M9Kj1KhEu<&NALc2y7;bXY zhBUc~g=QZkPe_3VuLLr*=NgR^<3*ZvwrLc#pz-7=J@&o2>$WRz2S@ z{4Tryb4FW3#rFJh>G`-H#5NDDJmc_4FbKT3`~7uq=D(!k%OMOz>kj$y0sjW>> z&NlA%1LXaqzVk$z?CFkXLtaE+0u?2{W)b3ZOPJCtAeUAROY=1)AMI@gmJ~BT ziQ5r(Ry#am`xU8rKwc=#4lH+Q_Y5x z_^zHBbf`w6_F{yNdG`XPd|I?BX6tk~p76rx=f=#Ksv4-kG0&BHqFleTzY2K5N_j_D z&ZZ^!(cznGU5UcLh=Rq}R_7R}-?v5FTL4!{4mP8-|cXCK*W>oWs#VI()z%x*#U z-yIb;3*x|B&BC@(B(&@#yy0&{PfaSfER*RnZno<9*XR=}a=)-!RBtuFGJU^YBm(yv z%j@SvKaT$|F@_H1tB;4(>?bc#I%W!fDsgq6mU)`=MH*0$hC)0QFV+;HsL|C*M3PS} z#`l!QFLGM?LPH}O*8<_kIPunUzZV7-P3P_Py>kU=>E5zv29Zhy2Zzcht_1Vtg;U$~ zX;pSGFuO|9J?9w5R*jIga}9gc)g!fOfFt~M->ThA12@*7NVgb*yQoTn@tF`+8#mQB z4>OUSbUHk}E~T%<;L~2BlU3|v_DEry+bAfCxfbn4z@fd9EWnYH^cb^nP0g41??6Nd zZ&DruLjv#13kvQtZ#d~?ynfFz6UIFwiE%VTk-U78epUa0EXf$VOt`JL5%>Lrv}Fpo znjGpwPj^m~wvR`U$crjbO7=5-qqv8Z{LI}=t%@^;;T-!!URA5Rq&V>0fwx}X+>Bq0 zRGDj;%a&RCg>UG6-<^It(D&Bx-sFjkcJTvMe4^O_yp+5bZugbHH=ZC+9wejLCZkMt zM%D(?-XAqK;Ui4WN_u|ydhrRG(!g8(8yJIV=y>%{ULqth^>J-G-_cjRbXECpkn|co z0&d;>R&`n@D*xy@duz$zY)v{||!xGmpz1ee?Z&OhHPF%%X9iR!>>~FN6${yU&7rJqEpZ$oYXA$*_(NG50d)j&P z;Dmp?w*Q575yGQ0M0G()!^QMDH0vHnkea#|(TAO&QX6KLy_QP<8f33;C|D2C@HYB% zQ`klH{yQBG`+=%!vwKB|8Y?525xn}AcP|cIl`sW*+SvO=l-!B_H7BUSB376uS|qUQ zw&_5M>b=-QhD|)PFU&pT=oL;Mdx<}V%AtTjdp>qM37QXb@C(;GZkajXg5g&?bo1g* zwUE{vB{|gCaFt1a@NF|fqvXSK;M0(zF;Ca62uVsM=7`h%9xL!5XsRa?_` z=U5(*Z05*u@r(b~wmeb5z;MK^`-DX;u09nU@j~-L@!(a2LVkMS4#QBQ&j|x~`U0cm zg;ONovLgMpTBL}yUNKNxqpHP%3oEgnGrr1 ze(sSd(U;te7EJVhkb-cG_07$PG<59T-q~mmiR6!Mr|=m#{(Eo?^jP_<+LkP16Mc}K z*wQ~x$Ns|W1YAJzAWqoub{=?4vTGpR3-|3qd7byT|APvTP!3MTm{Ly93-Ja&$A70S z1Si;VaksILKU0m+@9)W~_88kbsh4wO3jIjZE_S~s8h^XW^GIrY+#sEli^8pxyW1++ zx~&43A6o52B5Ih-Z}0)ARf*>nYR_aGl&$gb7jQwxO;7!=VUJE3)#ZMwsK(0#8HU+s zaNY=mOS`2>9Xn3q*GBAVa+ClX8c}c~y~PQ$F|p-iE;hWhHV8nWCR^Q5M45_+I>;TbdzDike0X7$6rcleHprLjw%8ay2U zenkE)4xKFdj>%mQ4uyeQ-7qn*4%ZBWj%Q41ms;!8%^9=#MD@PGT<8B*VOwoxgy=-y zF%gH&o;UVot5U>{NAbmW_gd?VQSd?(mA((8g*-*=`b1R(I0>!FfgUca21!DiuVCfU z{!%uDjBahyOC>MmeM6{)Ez9{d3spyNgNF^juOc-xEktgeG;v^$zaV_J_~Z2$*X<9Y zS(B1k!^c8i(quZ5A813n_xsW;g;QygS++nKcfoo$?=_a5R74t}P;QnA=x5$yFaPQ} zn`nA7=QanvX*`Ex`T9&v2_e`dQnk^6mE55(?`acP)}mSrQ`MAN-{;y0g}o$Ew{U~^ z&!P;Z2C_%l4!d!kpReUTox0hXs~tV`5xa==;9AYg8j_9?Pnb* z^wbZCx0O43^#VTMw6jKhi7nhVtT2A?nyU`tn-7?_)VeNoSq`%hJzwjuq@a_@5CJse zJ7;vwrK?NPDDCq4v?o5!mGC>aN%@)5V>UECr$=fQ@L`Tv@&>@p)egPj>|I>@k zOHrMbe9qN^I}!ciS%R@yy>38d?~w`~fBxxsKx+u^mQKE6acjx#qm6hQ=bZrsv;~Zk z_Z(xx3GUd!`_A1&Qu?=4{tFIa6Yrp z{BYkPF`?UtX`GUhGy2I3YFkEL0{Ii{htK@(b{D@{M83d}ZYz5VCQJ=^y1nIPVkYxw zr=3gfYZvc~FxeqKUZ=9;dG#d@Z@mzM*Ae>DXlX;guKu;&<2xWe@6;>Q)5sjNmjkz_ zzlTC>o|3sduBwuF8=btt4Z5kw z?HPObJHskjcsK<{-3Q6Zp8N4}R#-Y054p>}=)*Epq=Gs@l?EN2$hpXX)Hh#t-{5_( zx%)XqaumYT#%^0tj?z}ajUb6+dXs7Jsph8Gr_9KZy}L@10@*Kgp4feg`oeVEzja#t z{*~fahdLShJ53ofBn%ybPs^edy^UT~V5ol@9a0K)-eIkQZa!WTPWVr)Ear#ST3Ba- zr-&fUfF$Oyq;O*14wu&r2h%6S$y1dd!S$bYA3kC2G@Gpr(*{C!EDmW}r!{A9;`*^j znXsxi&A2RD1kr35`b&U`egjcM$^q$&l;QMRPab0vag6fKL_7;zp zV;y+2aFtKIkn_Z?tykNqw7HAN%Vxa=9=kzI2CY5UdZ%4s23McuSt{XNTk?A(7$=`) z+?2LfPyKNc<1&Yu-HY6~dqBz^ds^7lJACblIPn&@FwS|0N59ETk#_heOo?2)b8({w zmF-&R<;>$9#LpB0dTNK9CGoyZVGoW_xsOxSOtGH6WAY+;4#C_+yB&#kZjgiC!tk}P z7H8C^uIn;alMGGgv;UoYi5%f=pjmr&W{CLRDMB*V^2YlxYO(I>Ug2Pc8`zmq+-=f% zs7a*CtMRoSURduKYiq5)s8v&u?slp2HYzl9)yd6&L<>3otrq}`>}!JCTGrh?@1>qS ztOZj(P#NbMps&(R#^W9GZmN1DLs?cAl za;@S%8O?;t73+7|2;AMMLy`|KuWkIbaDVZ~Lk!Qdlwi;Wx_j5t5ijgqW9;IlmORLy zn_)~+@8hn}=a#$}g=gkXaRLZlb|}(}-Du|pyG|DdC4~i>IH@%TWW5#dKs&3ygu;p| zUb7BcAhPl4>w-}qdQPiFT*T;zYi#M;sttivpzRI^(ArD)iX!J9hWUyQ=TeEMq*D%-;CGUK>KL-(fs*@zj9+RjUL{V?V zW?2bqMfV?dpr$qvfjqv`Btjs+gz>ekW0`%8dEjvaI!kx#w{rK#dToV|$5EQ8A;wY! z8c)&oeDu$S?;WE05h(C#1$~4GZp7cL@oiOE^?D4>aZK~9@D~Xa!RJY)=cx0xTR05i z-DLp=`No5RZq7*|kN?v*{=lzwgHtf>bGta3c1C-adB5k`L|;mpiTMbI$K8d!u6A%f zB1m-sXhrYde)mkLGEdc&oTleY48e3i?Pko6Hr#a~&WT zgOZX`g~Kx_mCP13b98-Qua-tFwFA0IkXzWCoRbfwCg*A7-LH8$fsrTTZ-ZUL==Qy; z({yiwCi0XVE?b_cVZ}*N(JNbO1tyiJ@?U(qklk8%{Dt4}_owhG-&QroZ%Ek31=-MBy-b6lrzX7v~l?*SJ>9cjjwoY`~xN0$0zI zgs7F4*EXaF`l@#n0w!Av$*GuMx;+UUdG=8tF?g)ZX%GM8Zm?GeeCBCz1Tvj#9d<-` zlDf7M=7JwX2Hi+oQeaoZ<%8j?_AOMh77tBD3EKbhlC`Y9hxV}1gei(b|u?- zx;}pM+)?^?((f?C0o~OHYSv;?xP5ZJ^EJy0GFMNJH&-Iei3#!l>Cs_^w05y-%j(aQ zjHF&tytZTFb}){ZH1GK9_&BjCOEdql6i zJ3Q&q5NI`Scy;kZp`86zj%7e=wa*QKtGDQ%O2u9sOkh2$NF0AG7{w5#2d*AnE0K_< zUEFD7M>xa<_V#I*d{a(PVExkTLzXDZ3vrXnUaoB|w4A9Pb?%_z!vasG2)!%6fzB*( zGfp)h_h#A+yb~0Uy7!soh<3VzgtvxI$-y=cUxtf4HL=DI;>?9`Xh%K^D$TW$w&b&A zs}!lRqafrg>#JDN(!nCU=zZz%j;s8bA?KY$-(2@#OOCJ2-n)w%+5)?}=;xEPM-P?< zy?872nuok`(2#m9cod;`FUt5QUJ$((2Cd;AyS2p*(oP#lH8(!hf0#x1?48N}qlR2u zS3Kba*EYZ1$et%SRB1__4@n8`pgIT5$WWuApBQwWcc9-}!;~Jl{dyS%&d5jot=Hxi zin@{ihogIsPL5dH>hk_me?N5*qc5I4C76hGCUvpHBn<-bmqAswjQ)G#L_^)WqTMb$2B&hT$7s%bH5I zf3d@pt`F%EFLAJ0O(k(XC%dQGh|~mG+3r)7k?dCM5U*$=!}#9&Jug@a-fMgIP+Hjw zDvGQ4_T5)XiRIA&P2uF_$W;vRM}{nrE)8{;yu>=yi>vR9Su&qx&e3)pWCtaP?*B0C zM2*{Cs0n#%C7ztPQTo~Mt=USV6o!eW0|>cq(Rm z1~mDf8UuRRfG0q}N|VPxh_+Rm-Q$JroPQ6(=iw0TXYDUM%Ha-yIttO5_!A!yJy1$U zwfSsnArTr^iK*$FO}X00@fs?*wl6#~Mv2U-6c{k6&LHdLeEveBu@|HdWhlHqpw|=1 z`Dsd**z=HrZM@wyTE8*N{VNAZE~h^ zg=_p;i=wvU6%w_3neu09%yM#rw@3-23nh%t0*dWaUI@>l&@|=Ibv#UebMh|TbYBu` z0HEP9BhGyDhxe+tBxZkxOY%@y%TaBvNz}tQL@(8@Ipf8V?GNiy*~c>@*>f?>(V>MF z3=o>24cXN--eo@bQ)biVByvzLV?_)4@{))`a-04!jG?xWPqoj${T?)S9GjLTPj^7E z@il4z72ow};cW+|9m&Uu)D z2bkGn!BVlpT-jlW*h%JW1t#@hFOTZDs@qc}w()g7wej-x-hPUXH{;%D3cE6mDihEm z)=sTjsoCj?p>#A#-^IjV`D<&e_J?sQCT&{V(}L1h4%=$(kUTJrMqy;h&m4%35iHz= zX})(0C(i-?_ZN6(hyCw$hQkVVebL;PoS^Eh=|cBgFL>6>xID3RAfV~XQsdv$aTyiN zpz%rZC-5Y{8UAl8AS={(e^NuYwyrES0J%~)dv*ng?8v;{%CV(MRVP%b(zX(d!ZE<4 z*S1`kY5m!vK(3f4hUhRODI;B?@Yp3X((lT&1!-!0t*PGTT#?G-R+`FT7T;6Dm$;x? z-ltruG<@$jy6al)4YbZn)OkK4@892crQ@)c0r7Ag-FOO3)_xQ0V-(OhwrV3h?k!jq$(@wlUC-aO2hV?LO)v-``uzZbK%MEt8LZcDz+*F}2kRdH=0U zxh%~YL0(V(vipAXkTF|CtFTgNHe)6N^04{#vpSNaItWwT-?wV9bt0T%PAUB&q{> zHwan%2l!P$`t`mP-i)(@(#WM!xITQoZYpCQ`AIx$p&J~mTyD+8Yoc`@acf)R@ZV0e zgrDyv-H+>?bww((I+9oz2>Ulz4C2OE@Hg|Uc#Ti?u_^u9_Hy~6{|=`ZO6c>;feRvP z=(eW-v^I(1rig!+>F`9q4AgQe&X1n~yW8-sTS+uMW*C`soZqJvSqjW!jteRevd2k* zmUt6wnpo10A|E~(3YZVz1>GF&k4m6bw-9k^a6Xjy^3R41H*=)5Yz6#fbv)>5#)%ZH z_2oE;k&@+l%=)a98D6paCb9?@0Fggd4x=KGg)X%~&SN^ZCE~;qC*#WIhuKfGJJQ`d zAl-WVEEzhCyQ%>H;(&=^$r>B73W1u?t7j5Z$eTrC@KVydrfZguw-eIz5{VTe5T7As zIf*3VzxK3?HjIa)FK1Pqa!2<2t12k_0CK~Q;HnrhDN;A2gj*l&~yzWYV^@4%M6pQoLX9Do^g%5`o zbs|lY(S+IR!p)%_J1QEO!bm?uj`y`ZmC2~I8Fr6|HOu*!x=?CSwovT$m{?7ohLe+X zKm1#jv3&$e@iSk@J9ewpMz#u#29~zdS}Cr1E3rFl)J%_? zLo?&atOOR5mzqE@_`L0c0mycCiRaPk^XedA0Pn93G8N25jHI#h^2+rxcXk0iYIfk= z1UXz3r#!fw&YSoMnfvqg>s!vKm7+2eeXkF0O(s>(h@P*n_aMo2%WYf}w%X6voW z@!wZs!>$Z_VFr>)9N^lZxizP!rGM)ZrekC>U%FLJGP_k8rQ%Eijlj|ebnIzB+XT45 zz>#OEd!|ek*m$}wI4aLt9*7IQtwspWKm_4TdNDr(snrxCu*)qnv+r^lc37n z^dlbNtQ8Kb;=TRXS=*s1k^66F?cX<`jrwq&e!vd*4*R5#%+tlEB=-->(?S_W#p2c7 zkGkccYUhQfezisIkq<0~V*8+n59W+C4as=pWMUb~@4Fdf$rQ>uDE&=ez>*moYL@V8}DgAub^v9??ZmUXXAw8%m7m zfVljC1ioZjcH7%lUtJOt>o$Kj(HiCrsr|5)j_;t}VKT7>u{>-{MY$dY zXIR-8%{5%vez^7-yD(n1;?z&^SC<(O9@8O5Dp^^c$Jh=#GEM#QnT$XUi|1<;`#5<@ zBl`(;uSqEsnsJPWN9rhD7ZdsN^3y0|UvQVr1V`Q{aU_|&sy}Dhk@zVh&cQJ~0U?-k z$~m`fPHpRRl@3&0$MgK9Q{GHwunHGiE~t!GyR#fPIuu^-fHqq0FfE!g0DKx@>=5XE zQ+T#kStHu~+2;4o)9r~&n{!I~Ab|%-^6B>-@2$TnV{QjJUrCZNonBIZ5mv`-=SHli zsva7<;VokuK>5{4Ev6$pNu@9`W=TJEe`R)}qt$2}%UG{<`ccdL1i@#ul9l2-J~roS z8@bYO(cKU2(h(}?YW7KVW{@-NB3cQ~pmR6=ZvWV#l75Qw5l%F%{bpuVAwF{&E}jOE3hN88Z&8bPsr^nD*T=gqYW`$2Ez^C|?J#(K{J-2W&sa6okv&gB2&Mg;Uw zsb+A{Y+X}bKCaL%~w7v2tZuGw5zvhGNfRm-urTk|57T(0+3bJa|F+WWgds zG1Tr4M8HRzX68@S$x(giBZBiKr+TSM6iqH^Cqw;p#NYK@mG?4I@~1z7a3hHSD`SB` zFa!yTFl7=g306v|NK7#NgROUkgEf+f?10u)I{Kwr*xkPz9Pf^2y+k}7%CJDHG6Ob!+M5W)aUV!sZ!7|@p&+4 zbIJW7rN+5cUukN5dBoCY0rK;z(-(kPSlMYSIaU|~M_;vO-MGilq0h}Vek|5&MIxGQ z3+>nTp8Zwl>lcRl^$ub|Oh(SR;v^R)Z%wP##*fJSzgrv*T8jILmP? z&V%}`$pxXb*|v*Yc87h>!RxBdrxnNJwfXkDV=39L>LBR~cDi%8ldbn&nBP^CnQEY+^87AgDK<24o{Pls3=h2I5VMD=iSk$<8gZZ>; zCs5TJ$$GL-VZcdZWbhhIPz5xOt*^PfLz=Ma$RrS3>FwE=}}n#gn+=-`61d>)@$ z+aMSb-|%>WcL_IY%g(o6ONnRG5x|ZU_tD(vrq$Z{QlS%sGO1~*b5#pp{`rF>LOxUq zZ+L>wVm~j`yxx@=-7R^!)Fr;D{A#u(wuui!TbMtoywHb6a2?#_I_b)IE3tT{^~0{j zFP!`xH}{3D4XJ3n1WU(LFMiBsDXr$}pyZ$VXvrC+d*9@d7pCs*xvHzFbQsHM9kf!j zT#8gLEB5b2{Qs~fZGr+mTmd|vu^4FzBp;a=>~`)Yh8mpu%!gFfU_OPZz(}_kMw)U} z1e?F&uF<&V>3X#&h6hlixFV~XD*6Inh0H&qXT0@9B~d(6{}{b12pdxf4=rTWWTF^T z807d(wD)7%;0xZ|OmzXY+-WpBY&8nmaxZGw52GXoHGt`1I}Cha74e4~{Uzc|^h8pl zGx>G=a?n}3ZK;Q5T~jZ@TNu)x5xW=jtNhgW^eGgwn~0XgNCUM5S{C7Y5$>D*A;6kVk+C3{{y?de1 zP(ZX)EiBW4V^4#efmg{N#E3P9&UhX*V{XhUnl@b4#=L>%gmow&>C*;$&TW(CbwBQG zwW#IN&=Q-wC7a0=wJPA4&hOJ%BA*vLE2y_yJS}N>03ehV&H1bFDT8Fe1&GJ1y2&nG zk8(lw4c9tsR{Ow@%dORL>}%rDcza`ly(qo(5_US?k6#k@GkR52IF5%%Q#t5nduuXz zO&U{K?3fbtf{0*qZ5Aup)8YtyOz&1K=;cAi*V^~IC?o>fj?>-}{Sfea$CE0`#k4YtT$#(!rnP@=w|+7^ZyeP=ij8C$M!qTnMWOwiDTs-|7b z5s;ia6LmDT#Wd^FEil^xMqCTV9iQyFjCZ3D0$`gf-@|4eN(&a$W)sMLy4>F#Qa;2&0~X9(TKJR+KgRuJTN`-RZ$h9_20Ta3UH*6H6A? z)9H;u(TIK7*Wk)bnfuj?UDGYoev_MuCJ^I6woB!#V9un2m)3hR$OY7~?+>07j+-q= z(H3)vPwSS%~q4@^Lt87sp zDy#Ag5585M>Q;8_)6|X9wQ*Qh%b#v!-KWOz;q+KFvkfKyjG(3E$_d_q0K5jCUypEb z@YBt^cdyt?JM1K}!9Sh$pXTs#f;#2&uHzHx===XCK4@S=Y|^W%0Bdbw3A!y&n}_Oj zmE&Qal3|Zb`FJF}b!4t}^%7l15y|MMnL>^c!+xQk1wJR50_W}>ljy)#Hy5^r$V1(i zcB*9!k_f7PGgRHp?`bULIyfUfm}4@y+3m2u(6>4K^H4=G)1$J`xfs&sfXE-&+G?Tp zzT`n`N?oHY+RLHgD;$Xcbk-!2beZ&RJG!J#c)UWD2fe5TM&)oRn!TCwdZ(b%P+&K;SGSDU;jh%!(9G@%?5{XN*@=y39 zfgO&^2F-L2fi-z=tK8eqhp-H`8#!{TbsH(ObYiS0+ zJfM<%+pcruMxA;I#NB0IUz)esws&@Boo%uqbTE#n<6L3JSuB4H3$=|23N13Fm%w4v z&nM;RJFn!nVQ+Hk%AC+?lhQ?5uNP08Qi7Yd6O0t2ktEy=7AO2t7EaY5G_VTnwTuD1 zgx&5yaUWaP`&%3K{gKJUc~#dNQ?}P#OT{eEtZab8rB?qzh;wMOY_Xhi?{00@xA=1| z@xpU&zQWB`g<>09*92c%klFkb-ak&q`BVHhFRy!AQI@nEU*N_rwc;4^sE=-2coI#T z@bLmI3L`!rz@V5X)9Y9}=bD0k&vq^^*Ygclsg~^1JcPe|?PdDHhECzx7xyVA;;>pA zW)SV+DJ~G1Gr#i4Zc=MI9t==(zl*ZHds%q)UAbINQ>3!_yudQ9NSspgZZBa)89>=P z*@+|E4)n0H0-#6ZEvv0CoI9*E+69`_Po}fSOp;Dhn`V{V=GcG^&YZ*{8@%#(*n&wN3TBIaK%IWP9$k$HA4Pp^ zIp}Z!oAA;1f_H}%IqVz1?s)W5a!YaZHT^;_lxvcwzDo25M(EU;0=pz5bWh1rZ7&cC z@GB-w7v^q`Z+$(&drmnWM0T&Gx3|!J5Z* zT<4s}lkdtZk*hN81;Hy8&amz=dB}tnAsk>QCW=Uda&<}hSOA-yA3!J_wnjT) zFSh&|+@I7Dz&$9Mxv<5Rx%Il=D@xxzaPgI{@N>=m%62lDw|Jp6faCe$)jObpKh68; z$mFTR5YvnQJ5m^50m#LCu~Cku+lB=o-{6J|;=?YAeNI|+lq{i0$Nz(S{s#;K@cDBU z8X-Q+RljQd0dA3}gQhxx(C1}(^WKGL3s(+4i_6KqC$lUFxF;=9p?>_NPj*Y!tc-KJ^S4vqK1Jh{JErA{)nR6`^Z~a&r(<`tu$`EL2$X0_1}!w+k2&-h)zcuh?88rnhyA}x#`vZ}-PBF^OxD;$8Hhx&%NqXN zf1s>{8ARf0$+b8fw z079D}R-f2(>5_^B4}>~%^^M4+^G2V4wq6Y$4A8jMrc2fL<3J4zsuahim0}VMvgBGd zy>S0ZGVLT2q31&!Hv73E+hgp={p~SoxWMtV`|**9CWcm|&0YCJMDI6lZ7bV8m?Iz| zoALFDZ*&hBT_U~6Zh%R--yY=(lkOpU^ldd1l`tKkyN1Ses=ICWnT8I4dUMDG!Gyq1 zrUH)2B51sIqTeVedT;V#_}ESstK>+Sgo1Gch^mqC+14zVsz1um=@E>lWlromKFB0( z?f`(9NjMlu>iVPSBv)Bb%fUG}*sEQT%k!*(UDKs67>SAKyEwWvOQW?zB`GZFaXCuX zo+b*A(yjg%P5ct3&&<&>WIC@suJhTN&IW<%yP*7&aP(maB#+S1QBkJ30E1-8NHQ%h z+J$UPbc|G+I7zRxpSgdD z*^TZ@=JybnW&kXNx01yTIUM`S!9?cZJpbE+VjAbK?wB>c#T7_(n9 zGT`ORZAMPKG)isbB|yhr^C%GsE>ZKGZh$33sN^lpSmKCsyrx)HHqQ*3~`x z$7PiWT3DESD{r08ga}rfaeOfxxt(slS8%`#e`rQ{M+AYzb^>j3MTu6yqgtEvmemlP~aTmT^bhnOHj(OM*Qzw~whwC+?S zRma^Z!Z#7YuLA?3nuA3@Qhz~SbzDsecZ`o#wI6$9#lBtg26c(sUvhk!fOrO0}M ztofK=&fRz=rouqNmpGu4ZkRq1sNRcGYd-V{D7uTn;~e-D93Y+W550k5$y}p0cV}F? zEuaMB(9ZuRQW4LYSckjSwfad$@@OgQrpp$5s3k$m0)x(nvg&>_iFf=~nYxSOc?5g@UZ8bYmU5$qVP>vo4Bm;4==SiBo>*QSh3%CC`}H6F`EAHYqFm8!GaZec)DxTjf| zU`FHjL)vB1_7H>lyc=OOmx2p(pB@XdZsmj>I%d=PsGbED62argclC`j|86CGXxyB= zqU8>Ux>fs9n12oMP6o1^dt|`ue^Fz3w$gxy-y*pqCfVx7>U$bI#2qioQv-*dZnvWy z>PvJVjl)|ww5xYSivIYU(Et&44lRi5*kP+z6!?d$VlD_M25=- z=RN?h^xFVvwdyGmgJ-i|YBYolJ8?#TqAP$9CPkEnfWs09cW%@E7A`2VV(LF(l;Xmm zHzh2H&EPtP)7hEi#C(O<|Nx?0d?e!Lfam1|C%VOc) zS|$#ENgHS~WSfUB?;Me4>1ZO=+y9lzMV4?K`_;%qb*FemsD2Pp9>pQo?53Ep5-#88 z9l8=7<4 zBc-@ecxsbL8oHGLa7TzEz-F2J`|ATIi8;wghX`$!G}%Y~D7;6#)8NlKl6`b#kr)13~R*5=*n8RJ0|snJWs8E&PSKn;%2IsZ=_88(A;q19S+&Mo<(Z zq4QD>#kz64^!O;E$iHLv2R2_&_cAtz_{ivtUZ#an9HXwT>?$|~Q10wzt=rCMa`W*l zERo%hL%SB9ez<8VZV#>#+}~}>xW9rtxbIpqoVAG>dqFNMBU_5dsG}Ee?Wa(t>>N0nBSJ}YMC;6c{nRF zzHw0mfOxbo4XzptB2I?LIoPVc{6Ewq#z)I&oArIXjYHfdy@bEyDcZ&a9`!CY064jp z9#ye=T;W>bKMp0}bswV?vCYzlM)F*oE7s z=45U;(%lQOY*g}&~w=0UjrUN1LHYx-VV1$^9JzYonJ{VGr)DS3Ul zVlN`4$$whOdGr2CDMi(D=#_USVA|-xqh!HR>4!6!B<%N!7{jZcj{TZ2rRZOvP>>5U z7OIFP$Dw~l;<|j!sg1SIo5%@H6`Dx6JtGpvr-VJoiVZK$;nh1HUap$g6D^g}r)ARj z;D=(w*hI#*_l@~McJ)iKUPHq@1@d6IHu9LUaP9X@G8BnJhW;cyS6v+(tNkaiZ;ftZ zeh<1#eQmbxsU^I_L+sMx+G1z&CvHp5O6S!z1XHx$}{_=xSft%-nI#{-mQ>^QJ22^!aoEtiUr zxuD@?rIrm7y+Zv(J6dR@Yd#x6Mbyo7XdK=vmpKecJ(#jTv z^?%zvEsq@j)xR3=kEvOYO*arF>`?1?+uRRc_lKeH&{vz00X{)HLlXo9TxBGSsHlG_Cv3DI$j2xM*5|Hn<|F%wq5zZITN7y))$xqWzmwZ%`{a4G71Sfw-xDk%>3XwiwQl1Ak}@4^&`h9+ zl2#f1PI0)Uu0X;Np`~Z98$sD3(F-zktwm5!TtQiCx&UitNy#OD2!_F{=3m^a__Gw6 z`OgbpeM@?|WFUuQX*>v8`31?oZ^;74hx*>nXY5%#m8v#p3z^=l9K8>VZ>j2#9(V2h zBF+N|jwp8Slq z*)idyZy7#T>?r$JzGPr*}j+V<9BazJ`Tm0#4 zd$EBV>wTq{wrMSyvc&SXbY2waJ>90$3aFAl@br~Hi8^kx7bP(#Cs7m|&Yj>;2t~6E zvPF>}t>ZEU#%o2uhkqYBx9+?;j^}a8_+n~G6-k^+MfVaO0PDULbO8REOsi!K4VAC5 z=_tH7VQs1Ka8lLvU{^8}C*VxLW{DzRE&5s-t$O|U$gC*4Cm&YCziJ54+qCkS$xJ;ZNV;0@wJwvXV=WoKMF0S5CNEaD7Rs)2@N)P${Sbi;M{{ zFzN52ntga9vVb>h5RYl&@Mp=@AdSMmH|vasTL`FAXK_J&+8<9JjM*A6up{@ggv)IP zT3`95%DhA%=u_*n$Uce6HZ-VJZFqEwo?Drg>PDPTbK` zWa&ncV(_0s=POD^EJ|h@eiMj(ycLfwcMa?V?l8q-MMj0ix3h!5HY(p0Dd_ zUt|BYPJ>L8N4r{=_%&{We-|;Z#St#9Pa|VK-cIw!$xXJ;+tFN2P2Oak+@QCM(P!jX z8WcgD87-Il&0DSGcmsToyXAui@J5*lvYBiuma{fBe(8U0CL@1*$05X3yY`5>Xpzw9 zUs(rObHG&*Ltb%9-+rlZXol;uW{2zbP98eftlimk;I-d!@MK5m^?bW?f#Ac8T{&FS z10}*8dl8I4(2W|YXS<+gl4fkeQowVC&#u=CCGJW$)WBOgPjBUdZS&%16B`0^I=)Q1dg+AwM$mF{?lC?q$4jT51=9&8_shROE~9S=U1<&$F;sfLV49{i zecMyj31QnJYON!)#QW0AyaJ6(kR}3jF|%!}{__Yev7vOc+UyKa{>IWd986bZu&@;9 z+U$*3hsJ!-dItKF(z!3Bd5)kh+~gO#3ozE*xU9m*Mn<-~+N#=X16nFpX}>}g!P9eq zGF;w7rQO9K*?x`$j~~z9?}4n7zpHI~U-(W$u{&;cRmtBeQgr4qF`D>DAB~8r-NT2= zwAvL*|95T5&*!rrupeU`UG5_h*ZK~w>KdOrs*Bhaj{4%K1iNMrM!f02pzwUJb-5TE z|1F31lA*-r%^f;@zkVN!{eBDO(1(~gmZYjZ(4`2H6BPfqIM>Y|@u3-6MBGtCoX$aO zDVhYLiqX6Lv=6T5BWAkm>$dqiNubF<@WyvbUE38X%NI7{q|mj6oKL>?1*vhLAM(Q* z5fUFRKZz(|8*RrbG_hc~30lX{;#eI>Cl6?_tT6SHA0;v92UOcgIVO3l5xYXRM8h=! zZrUJ;g#{Z1*qWSnG7MAO7F6!yCATF$`Fr#MqrHU&`W+@X$i-oj#sZ|iK0EgXda8lp z;R)tWxwsyJ#;>GB-EpKS;`j+Tgjgeg7cMv%7rSd-&Q%jsy;+F<_=-`K9-1?+8V)s403xL`4^tj7Ii+b-%WPam(-2-xNx0&f}!(%x` zup;Q8T7boaa-23RGMk!5MXVE4eMg-8uWa%V547%Uct6gLj!*s6u(+WcpCvaF8jXM3 zJMnEIrSU&D4iwSuE)^c%%B#JLiehcOlcnan7w{yfLe<4!S7CpGkY{b(p;OnH3bWx5 zL!JKL&(Yn5RL)I@hrvKh$4yZS0C6m}U^i`=Hjw#uhbDgGFVuO?Z~3|w+zJAXxfE{h zjqlHf@?NE0=1{WdUs5QR~ZuE&B zGZjCJIUxK7FY$qq2^Mo}KV4i`vRFJ3UZ>#Mxllaw3JfQQU{wZF1OyP&K%H zdWP%BdATu{wtsol9{y6ZzFp6-i{8`}@R@c%>V$ZYZ2>ZkR_&j*N2^Q^7U$1v#)u$! zZs*Wz*xS7P8A+1&*a0*emj~W~A%pq;6mJVTDp!Jnt^{N zj#jSEZ*H4AC<>ox(%JR`)0)5&Ik809NrMDFBxvi8t)4&@7|L@x8+XD`_8H*+LJP}? zVuF2D)p6+HyvkP;9z?5^E_$g%E~sgCKXM7zPN%aPsX?t4HEBCT%hocB7zJ}@acG!* z3yq<*qw_k#P&zBwJoslgDrtkr*G^HW{xpM!BMK5wL(41O5i$0 zsYYLv8k35U?ZwN%wS!cq$-0R$u6T<|(bf0x?rzoQt0j)0p|pt2+hO0<{sw_dI$eFs z-dWQI!$mvTm@1qCao%O7a0{t>yu z6O|Oo6Y0~z@{*$|?*h2?ok^wtwUV1J`r$;?u@45J8k+qw^zSbXL$Gz>qJU@BX`2n3 zSJxD>XQF`R08Yesg-ypRQq!=8wp!``CKxgrF|Hj0J9aPeFy)WRPcn^bcotytxDka_8<$fP)BrP1vkLzaj zelJC5BrenDM4P3yE)pZq?4fsdU<=pFkObd(i5R25(rBj4XcQB=_Mb}weZ4s5oeF~E z4ViCglxODI`^~D7qtFlZvPt;*QZ&)z>kg}(UeG8n92k8lzX97CTFue@J%5tnxhPgP z+z{H*lcbIVe#Psq&I*EG(-&)RY}XrOD{v4>3O~+`lZ$>&&{C%?*iRnq`HwMjTY_ZS z_?{MtBC!x72@_>;e6HTJA^RZ@^|FMtJSq$0wW&uh9+O47X&w2}&^H?4^^t9_h{%U_ zNrx@QIREhk-jFN!(M%nZ=n#HQmB|Tm%RW{Jj7HZT9x>5@B$Tbd`iA~1Nr_=>)ra5m zVaiqsiuTTP5U9D_QrmB~mQ$Ojo^A{($>b}4-#}>~$5}*U!f^crx~QV!xKIqWSSWp~ z=g~^rU3wmfr`ttsHlXu2)Jf6%qC+b`>k~XC!_^FB?q3{v(okscl`<5=7QiOTf#o`P z2SZ2?smLF{J{b778%N>fCMO!0BxmbJnEv3ChrD*2?i7svE)4s#?@t(L3#o{fJ3WFZYZkC^z2{@^#EBX@Tfl1J{W6^Se-@W6o1r0Ak2#&`&d>y@~|DKIk z=L86`rvoZPg&8nVnYI1pOi`s7dh#7=@K*2qj=bg*zWv4z;%U?b%IvxR4ER4$ojbs> z7tmkW7DPBk+L2y6FVbb|7sVc3ZQ4yfd_2hVICpy8g3#o{;=X9Fb2}a$)N*8@@;lXB znrt`;{QS`A_FS0Ey-0&`*yktyOxem<1o z^=5W5EtT2CuKsaR+b3Xg2}|en06AndwHq?O2QWtbt;$F8hZe!<01Q=Bt?!6y5Mv>T z9{hKVE8BTgU^K%2b?$qPj`?>f~@*=ugrd)wzwe5bBc0Dal$nLtAWIO&P#dbWD z(n@!H@K#9=*4oay;B4><|BpDZFj56pX;JA|HalqZ2pTX{z?JMe;YSx`V6a6IyoPZX zUizKPnD(+71D*yg@Me#2gmk_0#DA?*vqG@WyhQ)ZGme@9otCLqF?vkjO9R)+%Q}N@ zHxYP#Q3uTWuCVea6MgxYMq)rLAZ$xda;|$iuFHi)kNls$x`zXl-#l)ufY~F3$JZc+ zlZLdb0?U}~B$T6ttC_G7nb)t*@yI7@K;gHW;fnF!aAo6e0S_JI=F?7(tqW9Rcgtg& zQ4$n#Zk_clp;@2H5N!PZYeJPY#%%AueBYGUR!?=lc@pxiEI-&3rR7|#66s=P+XRFY zA1)`B)IAV$KNYerr~S=d286Hyc=d0YZlmlLPzx6 z!)S=5heA=hj9#_byYSuUAf#6?JTMI*;^lw2G;rj<#XR5fhhOD9ms4Wzx;2O~Go9e6 zQ~TkxwkT5FUX*oiKp{uBHjAOirP|X)@Da+*ZGX9QKRLaPiMmB22`q>LB) zsT-RKdj~0$X+!3?`tMg9j;>~OzcD51TF6|6zwH~VX$&_ClAAqlWl>7WwL-kXtzZI{^<_?&EqN=p(-_N`sL-4=3bDZWw__>gq}IO44YvUi=Zk zs8hBCtu<&iV4+3wcp~_zn`4ND!}<_|wJbmZbK;9Gh9kORIV9&(->8krR@cK>AbK>j zlX(#+E=f4f93BupNmB*uA-9m=P`yCz;D(f^p(9LlyDI}j3`40aSt1IyS zaHZ4f)Fm@S;eI`|Aqrktp>NUgaba;5Ln4P*-b-na!kJ7qzm&w>8#zn84ngn?J8Mwo zbg_FrsS1kVq6DXLS|np|-e27fLgmN>BVqp?@_xKkRSA0%P`Z>Z0=S>ltd8@dN%Kl_ z&e@&r)q1nPaR&>P4L-U#lg-7;@2iM`Cb*Kw@^^19U^$A!!6-YKL|0tm^MU1jbB~)E zO1Jh{QWA#)*~LPIC@Y`s;UfHH?9cb>F7ydHqS)+7S1at?tB%dNr0k?Lrvb>kmIR)g zeDXWREe+;-*`{X*9YTVOAyo2saiy~b**v|-Bo2D$!mUbESN)GPkulpmDb=f(xUvGh z$xyXi(H^Brcso5fYDIT~`^qZ}%n=Jnm=@fFBTGq+i`{sjhGKq@|Hiqr<9` zN|Y)!Ihh@Y1i<_0Ht8{9p3?HWDXCg!;2-1atYe&3t7!n2%mBvv4(p^^V!!b!g)xmY zUxwQ*%T)s>Dq~~QnNNvB6qSFw3#RX68Dx>(_*z|X$+7jYBMer*dA-kZ*DRm{hl7i( z{xe#@LU^QrMk|_{2i~pE*LdFVP*!tyyIvHUhd5n#v$HRoddP1KeXn*XAI2*q$EnnA zU;qG%brw>i<6X1ZJ7LEM&$MytnAa`mai%p<6+9BOOmxismB%nthZULU66N*sRic*0FK(SZL-wtL=!NP2;zAN?ATFk*Wy^sAu}t zodxNuEa&$jOu2HS6cfeYyKbdD#f|JI+@drVU)xa>{taFKw;Z<02BBCu!C=$L>MM9? zcVAHmxDFbv1RMc6IYa<&*)0UW@t%cAvE1jOC;F1dZe)xHZW5hxax=OK{CUoaLVUvE<8d&21>ShBH%M=jD(QQ(9xDJGipjNf ztgfw`$ub*_%n3!R%e;-kM&fa%g=Cw}I3%8ae|<@*8ChBqbWYq&DWL6h8vvrdJSYa> zSIXqxBe7W-g?gZ1auTq&h79JWpg6hZ45?X|r={yQ-@}$eRqJ()c`(fq*(M}K;7uF} zs&kBG<5$(Ef+L|~dy=24NxUhwD^M%xo-uW%g7A0HSih`iGV=e@yo`ew5

#Vk}Bcd2N0-@ZX{8{$6nm#F-B13EhrG=2llA?oxpn^_&B zvw2*!r}8fgV31NzyWFloSN0;>=(7Y2T$1qu>_E`_2KE8#dNB1Q_g%GQuSPI@Z`A{D~ERXy8vNh%WwCFnS`zEO`{Z_I6M6imH5JCpm2Lw=np<>-h`u2!h2 z0hV0QT7dT2NSlYgVXU^UT0J5KACtr?9NqPO7Y@qsm=S>|Wg8dWooT$|48 z)0bRafhJzCwN&uhGsP^%KSyOkhfkXxu0cl<_HhjL5>!s#<2GJMv|=Bm5UFlo$p z_7`BrM@SNXcJO<)8aNlN+CnQW?pzQj@!>hegA6XWfs|WeKvU_%{SnX9qm$?zz(*qY z9`r`J3qvx5%vQ=;gAorsBb5R{74ym^75p z;)u?Iyir*OL~~&`KD$LPUIlu8GW(Fn&K3$v!9mT!#T<2Hv~GF244Uq@3uUm5pzH~V zv3Z3V@S#aGSuYsN#Yt^}r_aOzmuNvng}2Zn##n}ZX&P3(n|@m*u#Tkv2ag)}-ks*# zUfN2x>sMSW0c4sm@L(FR#*9oF&&&z`fBJ!+9}BJ-rWy06r}cAib@=kA{aUmcDvjn) zE2Gm5C)DT%b@f(dYkP-x6lZAJ`ZCNpZ3yW1DlaC35KaseQxgS4#3!aNP*Klm%-#E| zk%8XsM0`$X!VnUePMtD^~85vxxUT`ZK@_v~H zk~Z`tQyHdWSR{Y&BbM%Y6q|9LcyWe~+p+MJHShG~qzK?JQUiq)b)6kIEiL8MwPwAM zmekMY(k)ie&=5ub;Pz=Cg){n(rO>dVEJ#?v{X|j+0bz(wSyjkz8O;_y0}9-T7g6ZE zYZ(6Kgecv`hTj@qqyndEZ1ZBakBQOi*wtVj)(OyVgt}5d&P!O#hk)wX<;8z^|8huY zOFX9^8L|D%wfjQE6&Z~P>|#Lq6h%%3l)AN`^x0MkIHDQUwQu@JL;FH5DL>?Ty3@m= znikHe9EZ%xdVC{GS+rF8L#0r&r+KS1YzKcwkKDx4G_S>5<0@G4<-M1@g0grVqe0Kj z=udv>wN+?epp#}`NZax!ux{9Bz_&J|rA9u{A>M~4D9KqJxq36fN2*PqF2+6YC3QtY zGl$$QWbt~^-Pfk@B+RR-s&;}EauAyritjqy>(Il0xc*uZ*}n{W^I}uHs;1l6)D$($ z{H6CzsU_i1P^@-uW7lq7VB$ik^XE2D9wEhFz2=BN>*S#2zWw>RImvjPdlr4G#_r-^9FL9%I3Ej`+!*V=4m)xNO zRl39LYbSlh#4|%z$Ey>CO18JiDD4l|M{PTsyRux{AK#TUq3@TjqMdDMSdIV=T$0EH zN7pHj^JI8MUM8;B1sx%PG=N_1i~UgxGBwHRAJiJT9*+EEq$rULsZo3t;1GhBRJj^P z!-yH8Wz!?O4OplcGM$Be*6+oda$9n{lRl~Vx%cZSx>afy@r&=jCPlwgy5I&iHeggb z4Kp)8QO&F6axaR3t?X1?Q5~1t^iIPia`U$7o zLS7`jJ26bt?~5PXk|#6n-x~QCn8k%||F;k=hW9haQrHwKdP_6B)&rEn^U zmXEBtG0TR*;WspQ2i474hv|3jv(6`jm18p81ss;mH)yCI*aSLs>g)=VU1vI*t~wY; z7aSL)4;ycY-0x43M?tQK(m&)P7Ts2*|Fn(??S_Ax0ppVm&BN?yne1v+DK`LdPy6El zNdF`mt(12sU|?GQ17M05Ng*>&k>{yHkqtdbzdtiX^yv`&j5ip7Fd>K$V;>H|yR)kY z^@kwMK$}nCJWZHio-}tSNK5IV{jJQ;rP~b)m%z)d$wBTz9stVAz~Y?Tgos@=YQ1_X zp?NV_f2iQ-$Zp*#}+haEQ#nzd3NbT%B&nP<0y9!R_7`zi zaUPgV$DTY9V%(h>9W86DQEu;y3@-eId#tK65=%CP;d$@8(vzo* zy+DLRj*dSIZSB3uRAP){bG!Nkn4%~!a!##|GS0i54T;`QuRHj-`b$HeGp9)_bszUWzeQH(hKimc#SBS2=xJJJzBok=6Kfpr`cY z#aHF&LN;p&wZ+EqoFTS*=!cf?DhX1|9AN1{ns<{?@>Pc0} zNbP3Ie(8XtO-uM-9)D=4-R9X+es8OSmg+3vt|JPt9)|!l{b28=b{yxmvtt3zUE8Ur z&|&i>i1)UejK)Gsi}&uY>_VPcFO`YXug=M=Q-tmIt3B+CZ%KX!45UPqAf;tZf z>Oa#p+T+W$*T)mURbV&7%c5j|00cpqm(jv0^Ru&1q~3QrHkcDrQ}x9+Tm6Y9x7>yv zUG_xYz{{t>^q8Kg-}@JZ{^!D1SE?7!_G}o8Pb(nnpBZd2qskg{A$|Osy-lJe&Q7Jf zdt1L52Se6PdRcF;KSo^yF#hiC>&wsT6Fud^Q4|%8anYUlT$AI=RbMy$&dg+*vj1>> z#7M~JT)mn*>3k3Xi#fm68RO892c_|;@Uz36z0B}LQC&qca5Rx(rKfzb z{(H%1M%UXXB!Yf={qOTgC7M$^x(wY93p3j{ELvt~XMumbTV(DY$QMStv~2(h{j=i} z*p}_$*fcrdRW69en*vim{4$nT4>lXz4Ce$&%OA2oi{X`*0fBF?`#u-0!3rpFg3DEy zm3<0_KAW3}jdZfD3ZY;&V!V|$R^||1;58uL{pw(YG~&VANT+gkLfwf|4X5ZJox44@ zrIU0?7j~|&wpR{%Rt*ZG98KHSE}jTj+6?GuroQJs?3l&PD`x0uU0JzUlj!$FucSNuK5RCw8q% zt}E^ZmAo^iWNM5g3Do4ve@I+;<1pq3Q67KU&z*#FuC1-IC3alCtIgW~e$%S96G zdPex*+3rlgege}0dNvgn7G~W|67ELWnA=dUdpH{9sSsbXg{@0}PzLhV`(<7mOv|nc z<75ZB%|Wd_j!T=-5zbPfV{IEh)W6upKVyF^pZXJ3?uo*P^Jp0N1t&KqfpkJCYBPcW zD*Je6X9uBK1biN^+ z)t}O`L7)+GecnuQhjj8@Mk!%G95@bDqW_tQKYBtJ@R>NkY6L^wpch{YDG*oi@v$=A zSV-U#H{opBOuhT2FcUw=<@YOHmgW*`$%;w$a27Qd@R{Rh#@(Yi6Re43+o|7gWp{>r zV8xvr5Xnn1^ho(r(!no5J(SFa)`xO~h zbi2wPoIldRy4HYnRB;veX?R~Bs{P1)nP0q4N%#%YY)BZrEmim}HOiyuO1^@%E6|)k z>#uGt35@R%wQrO#ZDGX3*qOo#whQO%!vInGPd6lsNw+gb|8R+Wx84qb@F_@2+N!Mp z^Fd5I!1vll_`tmP4LU!Ne}j0D>grIHa{}mc5KyI%33^yv`8Q}@kuKr8gJ_}i}rN@zx77yR5OoGoe8d76Xkib@P# zG9};CHXtlLkpD0-i8mBjs2}}!PO0-it(%2Hqyt3Df3G4)x^`AEN&gd_;nvJX#^5z= zZekNpa&aw#DL4O`J`qA&Y^EVOc^-GoyLlsxW z{v9gRCKg0Oe_E0=-+_C>2p-g zoK49@q;zHQ#g$z7#%#Z)aTinP9b!Di|49>7Q)R(9`MK;yb?cy8M<=YGu$$vh+Qw=+ z*}*S)AhBMg$xMr%BGGt-;4j*Va08%&j2;2|aD-fgus}hD@YBuyqAa!BX2xSPdk;2! zJv2#gL9pcoj(YpS|~^FTWUg&c0fRb2Ux}g$6Os@+W%?!%Er)&#F)CrQ)uI zN^-*7r5pNd_5GsH&Lr*o(k)SUqrCaaiUR^gQA25%j%qM>2h4;X^@II7I-oTroOo+1 z-7q#Jsusk0nl@jNI#?K=+hm5}7i7~weK0o3Rad!}@%N#!a`h$y%m5QAuRJ5FnUnZz z>=+5`D3kqch?Fa|Yvr~nCEKq~yZ9nyji!?>Tn5)e!QQ$1rvVe-)iTtVZ7b|ilmcF#N|05v`- z$?d(!6)h)ZYYQL~RpU$5A-^71%2UPKQ}kNPfq9KjstIR&NpZ>S6zx;x=@3}|#3HF6 z>iE6RMKz^gIer}*&6eB{hagYY4qwtom3Bw5iFHEWgitRaXnhLpO`!vtmG4GfQq2?E za^-Z!Zx_O1<^eGi-><{d{RQ~5k}NFgzLeEO%4T!%+hb-SDi%OGI_)FW)DM~pk~+xy z4A;nG@{&pL2hPQ$XPuCX@(-&@(#?Ch*rGkV!T z>$!bG>8j(^?e~alMK|lRe?1DQf*u9m1z~=nVS-?KbwT!v=FLsTUUL=&P>pML zskW%QpE@#M=#2Q7nXYT(Wu#FNoXA_o81?jW6}##;Y}b`(F}$jQ>DDIv#x7|ie-KdD&a)#%PG;YoBS+V zDXqq;hPY)~<#d<;FI{2Sh#%Y}3y&r63s<&ag%y|ZV;osSwt{(rR|et!0^+aA@8G&B z!=)|zi5Bi0vWM*4-CyMUl7`;rK_7^^s}zbzsZU(W9rcTmgjg2>ykL?>M zayfB#WXK!Nc4l=P2vdb@-<>Pi$EJ&XF3Bb3r;8KRlP`Q`B>^$peFL{#)1C1e!~)pSN^`KuQ#4?d|u!5ZDlW{WqMv5{@^Y#fl= zxP_O$w|9~ZfkHzT@RS2Wo0N3pp#6#T?deV|UC&DJrW&LvbyE(X6QNttIddil7_g+I zJSR`n?>r+Oq_@t2ESy!y&%Ej=4{G@Z8?Kpl&p*luN(|P1jrPA)C;!i{YXe=BJ>NHG z|8(Sjk4gL*moa&q5pPa2CpDl?1e_>)DlJr%^!RBS53GMC5mnOu|t!0-eN&`Z4?FBQR3%nOqhd1 z1YbgnzST134bQG*0aj-;ROm!lddF7ZX*p~^>3rYWX{9r|u#MHn{EVERvDnS|TQ*-} zaKtGgld!YZ?`mcUvV}o^_0de9taalfEG>Sx}k&_}Srl7WJ33X7vJ*37@4V$6B0?S}}OeZiP_20l}2Fd@QFe zO{@g+)OM~Yb5ZJMy_*4v^vt(V=rA32n!QGI+Ey&8P#;*NfGty0lE+25leJ-)01aGr zRWGB)AymH|qt!^uWYp|fBr&kADh4+>5G`4rhV|hEp*^gwy8etPvZ*dweuF0X|2$Ct z+ZXSEas7sePiW4+Cry$6OTqJf?jAh3XbGP!kiH`v0d&YvV_>=)#K`n1^k5@PYbSlR z>8o_Teb}}f_O0r;{oc<6^cNafyXtLrsB zZ`$DKv`zjCPViXPvpzx1zgy8$`orc2U@7_k{Q0HA7^T4^DCC7^yg^uvvv^zr8gd%d zavzP-g>!o_)%t~C@4SqsU!%%@hvC(;CNdh% zl`>VouN~&9wZY~3C?p;FxbJTDS)(RDSH_@u{BY6-qf{m6_lT*u(s}=r>E1F=S~mQT z=eA#q_Ic0G7(T`f$nJN5BH;Zy&Q;jlRj)mlf9Y-&R(<-fTQh&2iyRkl6G$2&|4VNG zK&Ih8uTt4Ltqbq?-b0F$A+P{kBk=h>Jrk z(u9w799gy9Y_7C6U+K%ic9EI>s);tALaYYWLLYWUJx92kfD$IVqaDSBVg^Knuk#z%DY852GG`c8j(R>BaPhmY_(4>Rzv6=)h6gY%~uRDD?U>{nxBcyHlh=59EpJ*!6?ig+E=K9 zPGM0+72M((KL;6HbDT(pnFg73-nQ5i{|+H(H83tSin+w7m`_!iEZyl&NgHa;9J3@& z;VkB~Y$Z7n4Zm@(cx%iI&l_4e^vQ{S9c5_%{$u z4ICNX|ATw^QRMZ-HacS*_Uf%NxQs^*$bZHRFQ7hej_PufKa#wx*-{brGr*}@3lI!lF1=|%U>|fR|RUBlAd|XcKW1LcFw$Lf@JG|ycHEyX& zP9JO;3X7!4+@P>jPN_-{a9nRfi9a&yz4vlk5`iu-+lHxmn)ds`f;`xYLa1AZ#3X6l z?+S5Y(PeOFnxWi)->E~n%X+oygodwE{=x>}(TkWr;{5ghE6y(!exuqv5>Y)lnVnzX zB`U61X&8d{fHRx$;@y;`o_!v&t*a)ck%%h6{LFgGNSu$3PZXWY-obI6?-cynZ2?h- zRpp3PMwGmha@T}(82yg1d_p8Uvn(8POgg#F+L{sbrtIR(<*dSn+(b`)GZ(&Mi~YFr zGp3`;RPp-xT_uE5-qbV{_DIua-oedl?Vd!3-t{C2BrkZ{p&Z(!D4(_a-f+aYS2}_= zQ$tbH%nA1)*Cu4n+{_&_*TF7{y+V^;#|NsKL%*WN&{W7^f}J-bho2*Drl~X52Qg2z zA)8EmZ{`xGOfi@h-T7GhMpa!R1p23KC}z zzxVSpr}`MzI9kiTik?dW!@MrnAx)n5pPEvLJtcWqYkB+2yVBC7@%i?5b(inBuJL1F zGm~Y>-R}6Iy%okEsy2(kr9=N;@9e*RrDcFhH9ndG^3S9E6({kf()9$=k}e-udyCJs z_QN6a>#^xojZz_IORfPONXi49MYvJHV|C!OY1>v@-kd5^Vkd-2z1%5syCk|5G)s$GS@R3U2t<;^-Ve6RKY z4{2u^6=mCoYei8I3ltDRVn|8pkPrlEl!0N00i?S@X^@7YV}PN%yOHi1x>LHldp~^Z zeZT#4f3Ce2KllNx8RogK`>OLea~{TR;Y1Y9FTBCuFKUUD_RWQ6vv$kYYr~+%qgs~X z<%3+Aa(q;uVLZz0#9_tlp^vcUI{Ub**j?gGO53*JPALYVYw{H)Cq6o&4gO^6g*?%4bL*(=}N=wN^K_MhA}i|&z1{mTu_ zK)PmSzD|lK1LgLZz7uMY!UgD;&sgaii4>fOet4WlDHcg0a1#@%A!}j0@nhS4$}7wcCk3 z>>P9?fFvGQ_7r`e(9fNeMp{TQpLC5V!%UFj>%n%ObV>L-lGzvMWe-s}xv}Dt_uja8 zKY2KIVywHA{`g=Q98XCZ&iInw<#o^BEr5pI1*}wG#eWV{Av(?n57$<@%W#s-$5`ve z0cWkhEY56)Xz(gr6=N*k87=#Qv)FPe^Bnz`mP!|ll;M#{uio}tERw~RzGssuBIPnr z_;B)K!QxOW!zUt)uo(aKei04}ydip5bR?1yYCY8bN1vSiE3Uow!# zrL&PNu=feL=>AxqyfORkuj7*BmWEL6eHRX12CB{1D$x^0JhbKVQTg9?;yEzL|DxKz zcOMSCMZ720|31%~xj^HZ76C9z0+}j_^WIQ)oZds$7w_@rm`Nh(iO8IM$mC`e5!Mp&hDRW4i{6QNZ0du;&X~(GKRfG8tO3_aE^9F@ zn;9cNTAT8e#X<+?q3{8;3J&**G4S}iA*?gmce$TO-S&$A?Ja$mr2giy_Z5qH1i^QP zYqU#{R#iS&qwuZj4ZM{m+nZyB8Jo%|zPgDe zp}X2J_VAn3&}C8Rp7?W9RO=|pm^DC0H{++euQkhgZckfC&rBrrAE}#mRxXO;qn~hryhl6 z=H&$lzcw}l_*9f({LTa^YNr#F)!#WdYz9t(m7K7-9=i!jKAjnfPM)2;q7zZFj>AKH z>iLU_gmoLUnRch;Dxc z!ichYvI$=7xNW#u|5c->P9 zh!I+S_D=B0@xzFQD$dDni>J5-6s5jy_w##WCvdteKUlSKea?GcCf7fw)1hht+Nhpn z%zk1ZTa~MxXZo4MX3rvpp;|sf#-ev-cxXs6!LfK0xd<9(tE}?c7CDMb3|c86wZF%f z6+XkJ{|(_Yfpcw2C75p$v?-Hi=TpCKv}q686~8iuYhO9hSTL&)S^pL9Sb`kbwKSOi z^KXu>^5VW+xS~JlxJHghfN9IL=4#1LcnJ3j9_vtgLhogDgtG+eDGR-FV9_U@mwR$t zM6zhQ*aI7Q&%KqbiIyz#oqNiwDJyBq@TfMKWz!$I-^XJlOqLbM@p#~zWxGZ6;^Es$ z+R}vUSHq*TrmdI{znBx>rwlfo8rJoUU=~=VHo5jH{ZvJTleDoxyIgNEM8(eZesp9{ zP3Q~dA|RSLsB7YlOcqWI(5*d0Q~hzi+@)|6vM^j$=ExbNqEb5ix<(oAL5>#R&)5P= z!=2ODlvwxM2%@GdRUBD`3KMYi&fXC7v2nKcD37JE_Wac){LiwQJL^9+vm+0Neyzr+ zX%8mDQ8$u_Etu7utQ}|d5^3h!ty_J3TFyGgG{p@MBxlDqG&U|3qQb%4*xFjyXq_1y z-(dezQCsVt!*-e-_UVI|JMwA$GeXV~pO`fC&t!&%#^0{BK?Vk}>)f}drlu1T&!x%w@> zVE+a!^+Yg^sa>qe&mWYR`%v}eP8QS=#7(Vv^SyClzYrm!cL-;lQ(0nU5Kzel zeQx-hfy<{vF*FsQ*C`#UjsN|%#NCHd_fyG4kBIZXo~$5ep(RSi1@p6!q~*4))~GU_ zWmKU(b2Od~U3LFOHP74W!G%3SmT?Q^1M#~>=E?(0-OZhi^0r0#Shac$cb4^?9ff2a zZp2xj(HeP*z z2OjvjQ*&PGC&}2Y_I6|QeFvp)$^cE-PwPVP@VE5rC!M?r6Uxe|O_o1~n%2Zpc^pDT zHw=wb+u;PS5!K+5=AibpY+$*8=3;2}sHDd3A*yY|a9gvrhnUe{DQc=PTo0V5VZ$qI zj{MZKwe*YiFS3$Mio1roIDXMT0pz>ut3POE+3093Xpqrc-|CBk)$=~XF(Ia zS1*(;dIFW-UkCLiBqu759ocY7evIN1m?Aj$OPCQ~4PMq%@>S;?#k`j2DF5$zcc)A7ve z89w8JY;wsuenWlzKgZX@6C)yEX(eS>vrr(!9~{Rso$7{;rE&TlhmWF1(=xw zI9cLGID~S$^wBiLbwSUE((YY%`5qEfEPw8&FwSS)OX{V_vT8kx`T3}Ws>V6r`kEdM zFUbakU83om$r9mjvA+OQLu93BVJP~dSD#;N*Yi^)TM9Z=cKwM@g9c@^ir%!c&?%JAa=Z+F1NyCOTK6FAie;UVDe-?;zAXH>p*28{Ma2p!LjNHTkfdm97Ifs4C#$QbALJsA&O^J#c97j_L2xcP z;W|D(XS|dRSu@cr8M-ROprKKetXUgBD_ZL!jGararL)`j%>?}WAaQTOnGek*|3)5@ zzu)mICv&r&b~OD2O*%ReEoVI4$MPduHoZb~G(UyEO_yh(G9RHcpj)nf!K*g>)MQTxx1)1Em z19%i1i|12rUM<0SN7nV^S*3@$)gkHIB?Vc#r4D{GQ18ZiU~g|O7pB6Kii$Fo#dq89 zvPpFA+dv~_O_Uz?+LV<^tkFk=|8}T`q^V~WPJe?I04`tD8acz$!^5d&^bo-y6b2f_D5HLm2FG| zZ+WX1J>}mD`1s{ZSt`!YJ^DxR>oJ^*=pw)4Q^P)_u$;b8gx>LnGBPee+OtAI*}2s= zqVPWU>%N$JS2|k4AdXxg^fWl_HXajhBg}vPq)|kPxN$NJ$dvVCu^RzOYpFo zfU1oClc}-sA48NNkbd+Wg#ALS=#K4cJ`$l}&|K-kgSRP`#`47*M4nCu=n2dq><(!y zzyi(h^MB+cr*0(t^cDOV2lGyM84-x znlA>_Cvrhct~y0-MM2LujAED|>N@Bk58i0eCl2mCpQvfmpqmx<$pF8oKgz^8=C*$O8s99cbx#0(PN=< z(!vSMnv0Dbil#+N-zc5WuM{b$7uHNF<^p9d+p=Pug2e7UET=`2$en^V<`cA#SAts` z(=P0!x((9HDZ1JjDkI3QUt&3n3}4KPlE{5_s&yM6+=dA0aPMC}kcUEz{7+B7P$;K~ zp;5{+dd-~`Kh!zWCo*lJgzY-*4Z+Yzf)hVB8zDB1FU8cCfLAva$Q&WKPgQ-FJX&?V({|S9O!|-Sc=_a58 z%fL}~y53Y@%?`d_J?}+mu+kH4J+nH4r65C_I zdyi@dc|&MuVv-j2m8a8+qeRU)+O%qU%(^48PMA8@oM>cpl-m(dhu=fi9BNm4qYqLi zSc5#9bzX;YD>PvOy1$S2V|e;!5{*+pRP^Np#8+nf`K^pPd9o7mtxO8{gIHLB(3~zv z{{|6hx^Fv;!?Iaab`{U#a)Y+9ww7A?US`y4nb&Vz(WAQzR$E_Qu28F&uUy-uEOZbc zFFJhg6+k#F+tLM&<0i^4-b$5A(H#DUTfb_3YEAdc>gUgj=JY;lojPKt-i(fWh%@LF zE#*DDFRd+%qjep8&3|_Ty4=O2kW*@USltq!w2gqOSsX`kS%6e+8_|!>ADsM*n?pYS z$it(*Gi^8A|4nqtnAPG_Vz8t0>D1hShBvVU=gd`(8~63*+$|W_Jwqy5C?mlciDS-p z)IXd{c0Ah0|K*aec@CcgU0)hMYy4gguge|=I%|J|jY9g7&` zh4bp ztG^{u$szaZ9k+@~uLGy#AP`&zwMrjAO0LdkHp|O%m|L<2<-7*_YVmo@7)k+Z8CAgf z-Rw@R2H&ar+2%TaTAC#n5qz$cpFh(HqR-lhD&V^SdZDFf;)j>l*4ymR0aifmlo9s> z`IhcDK`SWk3n)C&ujheM3;kt`^O&k(48R~vUENl58ex}cfpusA2JsM>i^J*eT8{d8 zcDB80$Kylb?t0+r>VtNf0$u0OaMSYF#Kk6UWZc@)Rm{FQ(dfoWm-3i^1FnO zUqtK0rvdlvq``qq{OGGo>UhUcDrwEpD^FL)yriUGRNHL6vks?x_JQaN>Sqi12hm#3 zAAb6N4|^|L&>F+Dmgl&gpBrD)lz1#$qP3QfZ%L~$&lH?hsjf_LhR$UsfaPF=<((t; zuqm3M1M~-IqJY1CWkRVJe)5fSNEz_+i2|q(`hf0>&9cS(Mo99TZ?sLIcz!JXNMgWB z%BTJgr=fIdiZLN1kxhMVZCvs|)Z5d;x+R`8u(+YwZeo;y`YYdW9_oUD?3OJUI#Xu1 z`os2;*X4y3p4RpTMvL#o#nDghBdvJGruimB1|YFk-px<{Dl;ItOaJcui5uEYPLqtx z-f;RkVeh38`TZ! zp&5T5GG#{Qyzpy~b5>AAF5zH2Gz2t zGP?()?R*`;Nvho|j`@o8gDb|8b8I&vHB?5yGLFARX74gq{`f20sJndo>eoeZ37HIufdSb z=r-1G#a#)ao|Ze%5R2&el&i$Q3X!DWd|c(;gFEc$V(?{q0U=i5(=S)umhs#QRUw?sVbu=If^r~i?`EsPKTZ^YL{*#w^0a2CBx_~z@giEJxw5OyJD{QZCLLDC49YuJTU!k zk9IMr&$?$lOe-)t+oKC0>OL(iwq47sm`#@Z$|wCb$7#1>Zgu3mqVAaCVj##_A0^%% z5Oj5Q`NDbc!Nmr&J~XoLV7YsJRK-kg6MlAHe|sH7UOv?+D@rWFIcrW{dv(y=#T3~9 z#fr|5iP^wNQJS?~e0HZL;8_tabXre~wAg}X{{F3k@-^QKW^(e)Kbu%aG$>L%DY97% z-31=JAG11o)qs*_zt)z3uNgORYI0JZIHlb`okZPSa9|{L`6je{Xen-_s9&IB`oM@1 z#(#Y@#0#aFvpdknJ=y*_`~EfYKi7h6g3TcX81Gp!LF%y6k;<`7KqY<5XrqrNbBeNs zJ;m>_@$pXw=xKf1Wf|=6LE6`|>5oPJ&_e>XbkVi>;>D=KE0yZBQ%0(jzWaEh=GKus*BS=jmHDC6>Z*~zzk zEI9gKRdP@6JosLaVK3w>m3)C*O;10$G6shMdsD)Zdb`1kdMw5f3xMA5_R(Na6 z>dhZs$hrj^R@>?LVhJFUo^#oCx&wKy0VjwJ?7GP}%PfkN2(?h!K>+lI8``gDVBz=QcadxJTNib)D^V&81R-`;+jX8 z&_yOhokTyg0162%s~l$^!~XF>XQfJa>FN2E#9Az$=_g~ONcEZz9)kzmnK?Od z;r`goG2H3V-0`T?wK|j^gObD_Ka5`}hZ<0kl}T|^A0%Ig`T1YugrvcDlnkVZf?4C0 zr=f9^2c}c@;3Y9&$s^(=&NL~p{yCh_T^-t;2nII_zbsG|t zZG1rXX~iy@h2x~7fPp=F^Jn_-^{XuY+S{8;B@WQ|&E%L2S(cyUnTGd3qdM0(awrb? zBLZ)|1EI?(BHUC8EKF93kh<(K&E^;FhQOr)n<@eObTU&k%g zh5F5^O{Gf{Mi^+x$*JLEZ>j@>rR>QSfRU>(%*Qs~BbRL!WOBl&lqc#(%mF{J-y8`p-`fn-J(?MQ&S^aG9A`)^5gDu`MZ0`>F$-J*OGICb; zt4}3APakjM)?>BWrWIfv^DoRlIT0Lf=Q(*_S2s?rx)$bE~19OcrW*=qfY~`8H3-rDX0sWAnoLTpvR-6 zNVqHFi_q$#CoMbM`}%Z9zxR!rcy2K-?)ns2T%N=s2v}FL<~K{}9amVbC>K=lpZ&YN z^S|_4zq4X@D3}|k3qM*YHX6-UFp!?KXy;Gk1O(H^tm|`J$MQT|{h!|zeX%&!z$ap~_B%j^?|4%QH@tqY)tv#mgsb~&LV{)2Sa`5f?^phHVaXQyRlsB-2@uH&V}_;) zmBa*B`L<>PiBm15CSLsqtZ>GvGm!lzs=@$poH$~EzT{u~A!lM~KVvgU)PZ6nZv70BzWZ587sJ&$f7d%Er18+#ec9ZWp&?7<@3WD2 z(Y1>X#{k3ii@$o3*QV;3VXNX_9PS)aO5-^`>$&`tznK4#iUvEf54|M@$MrUp%rD zdjJLrbgpuGgsh-c`~mbgYT2>}Ji|{miK@(g35j;_ql$ z2j4vEM1m$6DKPqAFINAeYP^TGd^bNQMySHh6_vYR=F5zGp8zEv-R`dA>BoH8RF;GM z-&;avb;o!NiiN=d`k_suqMg`*t9My@RrQC07TDA7wr@9qUBGee8+*Au3Yp7I5S-nf zmzSqx1q!{{uuxChEchKitH*5Rf)VW*ByY*Pu|{5U5ORN>9JG0kg_lVi1il`aJ(!;h5&Cf?|lX~~Cn|;reB_g&} zf6RCS1VMWIEdSgbaus)O9;aF}VXoRCnXuyIv5}F1j*t}n{e{+2{e2MfgR>AKVCs{Z znfx=T?*_H#rS=5N9se%#mxu;_5l!7V)#)$Tt1LAJrn`%^>($y8%T2mpO>s_pBs9uU zrL;R3(=Qb($g*S31S58@oFTs0BRdrj`>C95oH!fDA?^V$zATX#{Im3r;rki8t-S!+1gW0 zAFDSxFEYt1@+XQTF7;;~)x9{z8TEI_sN)b}a35@QR(E^EN!VnsRFdEJr%?BS#WWWx zJ|=NzhxlTve@36)WuLADSCi`GfVl;(s%u<@1YMPvpvnixSDac^2nWHEb)TF@O9%q6 zp$(%aJMEJ`hw(NQUBn}O>AZBF$YUL}UiOZWk!DAgj=50H7~Yr-v-|BunmlfmEo@A+ z_8cgOiTQL0QoQ-ZgWE*C&s6DVr-NPewQUvqdx$` zJ5F6g8WnU``TJOUE(1k}lE=qE4eI2Hx>5j*1yow~H+(~6+Bck7F=^6#Z4T_ZMYksv z_0j+y!^L2<8#Zu}$dsAgmoT+zmCaHv-+eOJWij`ZkfTR7YpTxFRXHV{Mg|yaPsWM`3`H@1v;`{Zoc#ioxf`tjxn)H7VRx>L-BYeA}S#FyO zBAlHN_;!(%$m^oKrSndS2Z${wt@w~*b4v5;b@+Is03-Kk^-gup`QZeM=o)yog6KZ2 z#lk*+X3L<8u+-v;eAZ;OitvUQ&fnaO4Wz+&uIL1C*L+1@J(+d4S@gpI+9q<*pyGvU zn=e5uE2|8OYaFU4%-B^chU8!TzsbSz7^lp**v|EPO<0Cz>Nj1H+f)0~_(`Ru zq>-n&d3ncMj{)87FK3DdLqY7PCz3h+LeDj9qB%ede~QaMCvi(S^#{cjw!AW(!VVB*k5dj> z-YWfhruZf<{`uZpa28L=`grtW^lE6zndI|9;X?ZBwu{&GL2n|OV%|QrsFK$;UG?kV zEmyRh32(2{$p$N zzn;Wz96nZPHj%7TR`^kRU5&HT|oDT^G+5$Tp@>!G)ey|VDvHJjdhatR;S2htFov|#3LsN z#YRiI3TI9&W1q9`v;y0l1MHy;Q6>N1i_bsy-^O1iWZ$dZt-B1xE5(212!fW?9rk{d z_a9StaldN>*e`{+3|#K^r2`cL)r?i&?p=Q0Ltsfd%jxd@RQ5dIB8!C<5(PjPmD!ob zj^Z75P?J-BxO5}q{&T2rnn$WXry_)fP0f@k_*!7y{NDU`O}?XOS0CJp1uEQ>ZAi*C zjn`9-o3Y`V0!zyk#`+|k)DiKOC@ z9e_^^obkkr8%@1#Y9&Rwn=9p_$(O3|64l+f zF2d=m*S)+rdp`(YKc^at$gzz4Or&bdtoT=ScH_II`)U;$=zAQC&Xd}ki%sj(nV&;x zkvD8X>;phcMuc<<0syyq+iDY{eZ^3{%~rlxY49rPv!(+pisn3we{UPsXI}vI#4|5~6cbtWae_Uplz|gD&zT zddpv^f&q>yFiu5hyj9Y3itOcDw87a=!w9Xn*vQH!HmZ`?W~i@&prqq?Ml?!T;VdE@ zS1S3!4)@{OtWz;&wIX-@yOH71eh60RpYXaI0X3D+6w zbbfKQEI8?%Lk<_K!7+Ia&-yv%^wa(j#kpRkmyn{D;1FoIX}AtozY>z|K0Z1ME>x{F zCv&=-ngiq3+PHqmsZBj7!ML+!OZB!Qemv<^f(8ACI63Gp&|ZeAL!sZ+T$UrC?**{W zgMdEAk7CSan}$<`1kT8uf$B<@ySyKIAfc zvfl5Lz~{)1F8t33!6LsxAj89N(%ZaVVtHQk;w7fhh4SM4dD7*)P{EV$3?rQ&qT?LZ zqZ9FFBLuBWMcQmGmKHI@bN56bpAa5_nPCBqd@Z2L#B zdj5j&J#oN*FLj(4z&`AfYhk;+?sHjhQ@;ZHM*N&J;pFjM-QKpwGrc*D)?14wIPEtD z^7+Ru^WP=^R0Ckoi+#`A_7TiiN42bd);=0r%w03PYx>YlVCZHR?y9_Sda&D}ZZk4s zNb<4R=iJJ{rMGAcAXke4v6c6Fi5h<>ufERH>-oDb0lI|5`s-~oM`t>y;L`)U@;~~Q z+vU(pz;7=;$5z=Rudm4b3~7{~mIOn;#Nya5#BeXDTv*K(0=T58jkbfD^$i0avs22yJ zecWq!kjs20VkkF8i-C+O3R)l3%_NxY{b{tGdB)if6hhKw`wk;V>qF}!P&HYXpyk@) z0_i%da4D+wu!y))V>|D`?k>AJDwl$a1jR@loCt77dAdiH_~&0!1Gp)6Sfg^H4j0|h zV2DySd;1%M(u_zPf+jT;nvn?G7!K1vL=*2LtmSQI4F+j$=m!$F+5$}%PGhLv3e@;1 zKNi)O6ZM(BNt`@;N`*CvboAQCd{{EkCn82PoR(l$mqqp|PSv@UhB(L|GFG$-x->Es z1BT=u4;~QEww`ZNC6Kkq1pXZ+jI^)}km^h{N7Nk+CeT_e14{?^7p+V#A{8^vj{^u; zk*Q5Pn)#*Ev!>zq!VMcM<}3&y5D0g&AI;fHjA`<&)2@T{3HNI8z0!!2<&7rb!(v9o z^NC_A2wyq2RrH#lK@OI3cjH7(XRVmFYy0Zx{U+g7`RM>@Kcu?4TC4>O{6zt%XEk^d5gOJHo`RkO$x=0VLim#-vlNbf(3OKwC`AL-Ug6- z43y#B7rp>$PTBO2z|hgOjvJ-N1{J;8(i7;`jOPNT8b%UV%IfN01+Ldyqm#Pr0ar2a zfsrxTXQ1goyEB|6ivLdCqi^o^M#&m@1%>x6^4XK(W>-) zBPJX<$FmqiFB69>Nj|u_+!f`#-hf&Uq3U(#2OKXh=K{KFK>fJbhd@5CNEUVwE%hgM z_wu^-CHf?!`vhFT$$s1=>t(F&gSyYLk z!lZ$H7)y z|C(m;ER5(qZX&tm+Qj}Apl@1z31tdwU7$tuprd)| zSEsn+HV{a=5YTHWw&G}5r#Fn7QoCu};SOmtWeZt*omEA>iD_3L_F-UL=TBnUsmL?x zb3%Kh_ZPd3<3gBclOL-SU(y^b92Xbra$|W3r;>M2ZYXe&H zI(h{+PGui&udvpN+KJ_G!$lnFO|~b?Nu*IBaktJ-Iwul`!G6e|6d4{H-b7z2yydpk?#wdX zxonF+1Jb03^f~T0V#hyBY<8=iCt0DFGce4n;Lk5I#KV3ht`B8I5h1Ax4hYe=Y|+T3bsEhQ=YN6aRa=XY!! zZQc5U`G>FJ>X6Vw-2L1b&+aIKf+R+f?RUM$uv}H|M=vD$Z%cj>n}FOyZS9`_-Qt%UKcz8Rr)<-^&_wzgJ9$P=1>UAn+N>%`$e`&q!-oF65l(b zTD9TQ>y$L>aGbpXv9bBu*R!iR@_TpIs+aHda&|MTuU$QElDS34rpjchdSs-{sWS9nyoh>`%( z`qZA^gXf7rM-J>G(j|CxVxKARIb=j_)IqrNE9MkH@vU(?QA z?w$+Oy7@nF`!D2Jyjk(~b)J3&X@y*!1eY4~+0I#L|9(%i^!@}RS z)Pv4YaE}d>(m0R8IG34i=Uz%3+&y` zUvVN=-EXE_pEN2k?V_xluXjm)c)S{WSd`xK`Q_c28&}03vR~6UGE3OI$$7@Wz+gS9 zq?e`caE7|Q^5Xx|%N_sC-{1cm#Rj8Sq)Xq^{ldB3#k!My*)}&pyrAL+j=r3;bJz-& zT>=h!cm4UnZX^aG&8-Y0MWm2kx>pCL36C2%p!ex5R-Eil>53hHBP~2MlFdf=!&Fqs zVRpKT!c7+&mhxB1eBhGUas-OZ-76#4r=Pw@g8D~B#Ov!ep)f&qz~VI(RYxof z?kXkv~+dln*o#W^aDR#gWVXMG(ICi|-duG&(dv%D0O0 z@*?c*?PE28gVR_ zD&>KNV&iJtV|~b35SHxb$O7@ttD@4=+3ue4W9ysKp!$@Sand5)irjM=N#B-W6W%w9 z$^3*q`id>hgP~dBsJ3m2H&3IQon2hNT=5@VUcC-z)$iR>ay0o&A++`-1|vpfk3J$f zpyq9W&RLnyIM13M2jX%t>d5@*9-?-ZHO;)o^E$k@wwF*azWaouF2j&7Catw6-f^0B zN6D)HbGvQZ(gd5biL!`uxsRJ;fp_!qD?gDIb(i!U`nIp3A)!B(?|))PFZ{8?fCu;_w3#;U2OA^3N|{ng&tuvbs(b=Q~NjRCVl87%HF79gf$@Cm4V4X zmo!l3`(uC^?x%#I-(pd1$e5mDqAVO#r2ngpx>C!4wr)q0fa7-;6Zntg^=xaSeT|S& zNE^<{aZdv~Pva+mKYCW}LPisFT=J)!;wC)!J|3XJhQ*EZ!|ISaef$cc@fK|kkcdUg z<_&US3Bu*}>~Yr${rxyb*z(w<@`B0m%nV8hEYPax5j&d0+HL2DjsjyVd9(~hre7G7 zFMLhAT{?GU{tC-fip#KNjF1=v(9QA?y-nrgqX)Tf5spjj%*=u+<;JqfD?)La-#3vs z)ZJs5v?Mw1DNL7TuLFMcDDXckOu>jYa#m`<28A6DbVN;WI`ZKfdkaPknRnRtDKJ}0 zb+V2&_31Y48}sxSXMjFDKcH$BOt?_dj5#s~>ofFc?i+7h(!XNJ;R?J&nz%Re2JDrr zo2uLGbKTB#YdeN_Mq?>(wEfirUPCxg)YwTBf@uC-+iUO#k@ARm-&lNErtVa<VbdRcZL={zqe+zVz` z5^it&9^6`u-lbgv+vgHA+rm)w&q=%YVlQ-@o9Di+K2fN6w_p zoUNKM)R+Bw$eWwDc2zNNHYUr4*;#}H^RtP9+D9heZ7WkQ3z2;-()SO|daYA6Xvy|A z4Gr!CELn{pb#SwS=~0>1v45=C+YhT?G7w!vB}f=SWd$-uq^P`NE-R^;II*_La;z|$ zlX+zyp_`F#$Qw4$GTCbp`!)2_Ic1FYr^>%#sBK{a`j6RH`79?G|D+fneO>hlXVS8P zHd@(MPfr(VvEzB&a4Xu(mnqghUb%`*CmiDM%}t}wnPa= zl;{^x$n>wq`(3)l*#cZ_QukG3rv(Z>VLLc<~c}c<-#H(Ifz?YOCuRm{Hn;niSfEa^b92wc8w!H{EQg~M!8-el6o)Tg!6w@CKM z8Bdj=rE3n;B~1q~oqjIhuclOsBz8Q*e!Fa!)iOOhD-*5hbw&Rv{-a*G-x#pxo7R#b1|OcBl$ba7DL0);HzmyKxSC8yv8BV4Tgkd{V=7Kha}4`*@9l_1tfFEn3SBE2 z>Kun4nX|^nSu;$74Wc$(u6WTzOg|6u3( z*-ON;jmij3@N5au57)eUOY{~Tf&95OF8ILxGX<`jjw&`uiA0nm;Mnw}C%KN{wI3Tl ze?BdlWCJ}^6M+}d8lI?Vy)PR`@YE}loj9Yn_c=Qgb0F8&hc5Hu)%bW*!+F2%-qER{ z&v&7`*;7cZm9cP-`^_K2)*H*#TK{f-G{O2*@sbPOfv$+h11H;4>odD{FZgcG7JDgw z%vR-hGgu~z=+c}ktAs?Cgii3VZ9A2`Eg`Qk_?p^?UUt>J8}_KV@vnAe67K{5E6#h* z82>wt8v699B}6WXIX1geT4-=;tXpWRO(2=FtqmFK>*JmFEXbdxXm8YH>OB!=i5OR+ zM`zNvC@RHDdVpqGL+`e%$kv7%cb>d|tE{X!JTZ{f(g|XWf1?*tGAmpO`-Y~9w`kdI z<4od{CkPoPE6&43qL~?=NtrnmG-HoG#qzcm=o=4r-iAH1KG5Ypt^k^sJMMXc$zBTe!;JQ6hYD^n{Jd zKiK+lq_wpD7RxuqkSaQ2ta)7Fr1A9c4#kh<_Iw22!9Q@c`!A#R9}0h1TfCKz(E#bI zn6i2-*=oWd+@|t9HI8#m2HQw{>e?8m6Qy)b-oq`cQky9bJd&U=3}?A4wt6s(LFr+q zIHhnrtKRcvAbl=|{n;ngVIe^B*vkjC3I*j6k zvS-hq7oTw_X46Zi=@`L2YEB z1cM)D$&DCd`o|;-gp<~IDjP|U5Yx48@9t(eGKxCq(@%?SE^f3Mjj=5#9bj4ZjGKsV6VT%%KYC?3Pufuq$aHA3b6d@)s@i$X^feUdhu4Qw-yuOOS&GiIn$=rV)9&3wUjKWb1b#9- z5-4AWx(RdsWr^*4{v_<3tP?M>pH$Q)FB`LQ_H3zE7iB16rL*wOU1;T6Ave*Rq`Kl) zgd`&%Dbg*nl)#K=roT}=+)#LHXW+3@dwV~WwsSC5s2C$!i-8$$1Sd_&n*P+iZ+Ec@ z%{Q?+rB>C~uk1;a@|DizRyPC6?yF=GER+Pw3qv{mnkWb|l3qIyCV~1g7b}0_ zOxdJXVOq;g^c39yD3$Zk^oI2HY|;_CvW$^w`}>&oTfXfmMWy^%dSGhye<(Z4uqfB{?Jp4&Dd`UBM(L1{?(UY3A*35r z6c|#vLsB{hh7Rd&h6c%@yYqcqd#`=G-~P+v@B<$PWQO~>uRMPzojg@8^hKubBIqgVOE&Dz9~EY%FUF)xA?kfnWWqJ zLp&^=FwgqQ(72%uzC?r#9i9C-Pu4;dd%Tv=Z~WbW=`(lZ;70nP=i9K%#&|wY&krAs z%uFC5)0zG^HWsN$1w)}jl1nmOZUa<4WSD$|Z8?9{Hs=I>X3>hQ#br#!r*r{lBByO| zrz<*LB>9MYDO%Xci>bG~9MIePBQV({-7gY(1%+69lYxpB%^e2$ zV)F0RvDUdVg|2uYzkb#tWVs%%%&EDch^H8$Z18SxBU-ewH5_fhCAs1QpCo)1108$* z>3Tubj{&#yjerbNxTuJ%k@)zR@W4eub7FbchL7ady4if(?3PZ(&2whtU}mJ0{Nsbj zS8i^wGO;E<>B#Qxh|m#z2MWmehK`FRmmiMlU5n)U&w6=#1 zsPM}VU3U1Ng2Qegy7x;iVI>(u$2a%Bn-ClD&dLM&RhWU0{zHO>5kxJC;gB;P1}io< zvozymPy?YJFTZkuno8FbG5JAJf_(v+K&SV0%KkAuY^vIcn5Mf}The20?N3Cg7ZM0R zdYkBt-1h!?=v@&4JE-1WRAN@h;4m5+ipjsAZ29@_Q&3RNPUBSDT<&m*3$BS3i{5*u zis#08VUwNFz}gTlLvjpL&6E~PCdiR>)H?gZyNR`i7lhdQS~>7WI9AqU%A7;jJV-Ai z$nn*W2t1(>TJ%f>%QUv8UkEqt1g$cLhK6wp`9E3%-uA#g@6E8k19v8wD5df`<}1+U z4AaxmS-YBlL-5I?Vi0=GT5hzEt=_1endzZYY!+Ni199>-AAF#Ab+-TPp*jQo`nk=s;miT@{ zT+j1mSX?6yPrLjJ0#0M;xXQ5@pzCCTC#%;(vi*4e+GD~jO1K>_Jy63O55zM-3pr2N zaBfGE*L{!0u0M_OHPo&=OpI)9^!*zNGBPsUs2)u&Mt9bB%|fMlR=g3rJF0xy?( zgG;t?iM`ayW)!xHSlS8NRv8$g<{4l6J37S8 z$C%$@pLrJ9i*j0iq%y!jMDU$tQn#v71M3#y5ilga?m~O!%ay^T_NY?D#TV$KyA-Su z4~3?!EeK4XwfJr42WOUj+yS9aG!vA?2yVzLT_a4meXYRwr{(f5vf@3X-z9W&8NK_{ z|CZ3_IHO4ZDRCdL)l9(Z9fq(s#iY~BEapC?-mdrhb~ED3vDh9wq~_1~`~APV#Kj>gwujAR)@OL5 zLr0sDe?N7f_m{kp1;2I!0)D0(9pN9@%g^xt{>AwhDw+QKZUJj>8t<&BxkfT89x%jTu<9IM0|3dELTyV6E|!oe#<88Oau zYu2fP)H#}#V_Vx_=_G@=h$MF@L#6E(gKo@&ycRPv6EvR{Yk%T&eg z^Q+Ay1F=h|FmNgJW_^>rOgb)Kd>KY|Gk&}oknq|M$zlSVQceML z!*DfD8YbPZUT!@%2!7GR+_j!l|cT-q*RYzkJor`vqo6YR$L%c!Lm$bV%a;?gwALmT8 z1{Movkj^60$Up1YJwqmxi+N_S^1m@!g+4as7&$79WG7s6u%ywN&yHSQA!M5A##~f( z7IRYRI3?j|t{)}Q!gYGfl7k9=lc|TrT!{v|=seEL;#=J}BztS7 zgE?r63^oQ;Ibv#Eqf1;^Wft!a0kBn+z7*Pz1j>4nA-WyIfJs5_x58KwwaEo}7-8j4 zn{OC+xD zC0#A#KS7u`QUGW%k5*79**`VP`il^?Z|B+PA<4VC8aOX@sC4{Fz3=RyZtDV?2)%s{ zfV(o0EB0!3Z*+xIx^s#5l2N}B6W8rboAr}I=%8W*(V9YjFYVWO%w!SwP){9hA_B^q zILQR3W@1PhL2d)b$Uu_vV7boEanMIn)$KAf|p)8N9D$?4VYE(YqqNmv;2OlZbs zJxy2%YOuVc>$YRS;`@VVzK#5MpHgUD%q;c4pUNoa6RcCs(O4c_$D;HzU&(Om(4qow z#l)+iXU^JU@G5k-{rF)Wy3-f?7Q_c{e9Sdtp6R@@0|_7n_}EO2iVTFb=Fo8Ae}{yG z=FLH>rqNNGpp+pA{A>9v6<0I39QvQ}!er^4}*$Dqtpn`$vMCOC_ zEDUqBdg44=lV1lZ#AvVh*#!N0lHM=}^mM%ww(lkDXEoyrC1Aj(^0t?cn7X%e){BO)jkygOSXa$J=a!I$Du;Xw z=Ll8`5bbj!Y<-Zh+@!%TcB=;*mhl9ky&c8GRbu1~>$3uT(A?*pW+ITjX_DBQtxw^! zQCF1&^h#U*najUAp8w=_LzM4TeYxmgW&f{zwikpbu>jY7xwojp0(b>PZ3)_-&&teJ zBI~CxR$SCcL59N9gv{*R5%5;;TRHDsH|G=71gH^=7iE;)sdQDk5_lbBceTkr$vpAnyN@~8Fn;_DKU_QoL7HcUj%ubeLnRTPB-y@Pad_s zmKLR9p0F9FzsEn_BwRMMbI2e0J*;qpVJb6EmV5Jao&bcWVW0^WUp=VUY*Dw5WI!L) zm6w^oC29(R_=Qfg21MH>p%?!##o^7r{geNFGOSU6iz)Rpmgs*o+^Cu`j(=DH@26=n z9mnE)*kR!}I!F43AAc0z=>V_^q+lH%+fGK+AEn4=PH7Avovu!zRo#PfpOfu?=7-h^+j2o1ec^ z)f@>UG%WEQ>Pr;YUZ_YL;5=Hoh~hJX`hvuDckC3u^#*VX8nM`>+Jh~BaMQKFPvC`L z%i&fZyF%OGbAE9{*E2?8I4Jm@j~myy>Wp%Er3hB6V=5mc@D!oBr49R~PeLV|KE+Kr zUw^D8c=2j=S0ek}iZwH2%314^m+`07FJgw^)T%XJ5f_MDO~kQY&tC;Y5^>~>38ii= z5Nfe8Lev^V2ShObuP+EsE`9WTcvxLF65AT$W(l~)LJXwC%K3}k`o(403<&hAw>8~$ z4+^?stvHR>W;I&a0&>kWot3BOv+q1!w~aW5I9mKOTK`vnsZZ&EmG5SH2U+pKCSr!? zs%*nObbi~=swp;7@T6CE|Dq;>WV@gFF)UJK#nXFNUpZBSh41(5>0|6WfgCWuWK!x% z3#7knVkypFPrwVmjM%B%4Ft>m|R)WhyRgLXcpKJ8B#>oJL zNw=&5XaG}3JNz>pTVw?lS8ujn zeUw`Aw|e-Ss9;aQ)XND^4%5gUDx%?>cU~71WCWFEFskopJ$>qBm|5%to*>iDVn5SP zD3q!h%~s~I71fe@N)@~3P1h!|8DAI#OP#o0M?pv1-oSe=OKXq}uq(s9VPC5TLYgs!+|0%|p3`~7^s-IT(Z zvwozjd;toRNkY1Swjw1A3*SSZ<%09w>4`k!>yunn7M;3pu%?EfgXTkFfsMFWM&bx10Xl@= zx7A0{SE*q{c&4g zp%SdC(vL!H%5@US2R(5fuaoL*bCZEeO- z(7=c{l>yT=UcGl!#p&);{Ms=lZ44zbd6+uYRCc>Hf5rPmW~P^s?hqBB{BE-`ryU0p zjr)CZi0)tg7OwR*&~Rr-IM!5cOBWU6&h{v?5F|ubPo7KBo>doGyKE=P1TGvRta?ez zt*mJzkY&oQ%9CNrz8i_f1}Uy(&~}Wh-NF#$$zU0k2UVSQx_G4?O;ubv$L*?t?YRRO zl}gLx<9)h@j1P26`?(K0&RF;RhI$AgOOWoQ#GC~PzgKr%5mcXZSFYHXg~yle^S+$F zLuGiSpom6(X1%ftEf1u`jBmT=^HgF_i4n%cIOFo87ryeqGFxq{F|GL7A9W7%V}R~6 z_tujC?TC%9Z&MK7Sm?d>s0gW_tKwV2N#*zFJKSerW#5?1p>%m|<5RPTzLR9XdEtjn zoHIbYJet_z`l8D;?E&}^p86To zc*!;Gyhxerr(-c>{Zbj}J{eoGsRB3nG*!Conu1iIkZ2qRzp+^b*v4s*I#{YJMud62tS(nX+ z&74Mq_CsWTz@|2lQXB4>Y(c}f=@~HggB-W9<7SZly|hwc@04MlVse)5a;v~(rB>eS zsr6GY{P`Wx-Q~*SV9q)7O8LkfYQ1xFEROQUNohZlImYD3@h?Wvvxg(GiN1JCBofmQ+PNv>ZkClkmRCGGxqS3oNHS6meg!CJQ`*g1=HDrVkm=oYzEGP)h@V_8xxapZ5 zRrdF$){asDZpa7cMUIFnY z_5?1aPsQu`zyq@oj3FJ1AVop|S>lBSJnRm&Jc5EHKFDD{t+lUvEdug zmkWKG{DaS{-z)!8%$27g0$LK{IZnjN@%~=#hv@9<$*BF}h9xFtKO&8}ctd|Ye8`UN zjx8;sK(Y8y>-YTn9!b+;wl3N!vl6mvc#Ma_>d1CMij^PaXXL*R?d3|kgY zH~3`Tio|WWjLLgycBmyVJza6*JOVz9`KSf8Yey3=)bF&@hmsea&kzTY*oXa@Lur;Q zqFhlN9nykfN7J^VW48E9A#;z#rSPRh+kvLcb$3;~cSj^5z zJP1dlsL>Iqbb!Hc`igtw+i>~_H%{g}Y0~l%WaMVU!)vQ#bi;7Mav6z-ty}Dtr}^bv ze5zoy?sCRuiKi+1aT2yHOv=gqE-5kG)5X!+v(>aB^0kA5q@%nWeOewVL9Kk2-dq1G z2>$Oc+A@ACsu){#`oJ&duIA|E3e>n9fBNohAC%RZQbnt1l1jD_qkPrSY=9ekexmE{ z0YFz#ET^$EBs?wMrWvIB&C^D>5mEzo3(wF*lIML6n;8iwJKs4#yLEU{^M+D+C)$3! zIzPYADpj(->Q!ZWS+3t0S&ZQ^vEX&efLT$_Eg;apn#Zy~!=AO^j)pe+S8FcO6x->w zpzK%q;~Fh~p6ITLncC^uJ1qyGXn8Ao69_*{`@O*PSf&M2LHo66O!TV9!}7<2+{YQND6&4Sfml>WMc zW|YEm+Bk$f*gsgRZa=nU=mjUTCwTB?5amck5>xmn#mmsfm=F`Ay5MbKMksZjqx4Cv zyh07|lhicyGH*KDNGXGwpd1@;kmXf^d0e6oE+|o+RTuSjXO+y32`EK>Yt{p{f0#Tv zPwkW^`#;;nB<8q5KF&2qG`^hpvg=8gx;}!racmet&(9}R?5RBNBRn^eO9jC(zF=%! z8N!R8iO8AWpWWNY9Vc^mY3%}0o*nK#fefww&%@>4tnp;&0xew!d|BzV<6}g?r@>>Z zmPJmnKpqcO^4s0)h<^|U-}`{z=VOVjcX&4)6c6tJ5=sp=`r}csHk0b%LcPn@>wxaM#I7$9qKl$(zqh3-}EuuMItxWVIi*nC7YrHT+aBoPLwrYzpFig^$6f+W<6) z$IN%<4t4M$R#{jnTILJPQAZhwEB4jEO3}?4MS$Zl$r|%ZBU#>MS8BiQnAa1=j~Bey zPSw?4!|=zg*jkd7j=Fi1gkh2E7w6>x=?C?2qtk*xAKk&bsd583`3t>lSlmqQ@&#wH ze%HgVUzqj_6{_Hf%SFd!j<@w%hXIetxER4U7kjf7ryQfx(*@nN4vShm6k%P~*Hsp0 zK&+Vftv3e1A$G~=&wi(8S^S7PJ3aA^&D#jg{Rp(2ho&7Vw+yzG5_UiO2%5o!pzc!h zR|Chz47)q>;E;Ls2|uA(rSH+XCiXFYpfu~TG&I&U+Dy&$_=*&r8-14hokcWlZF0hz zfX+deymfN{1?m?@qhm4Kgy{4FQ`QV|-^*Z>C|9T~MGiT~xfglq@83xKk=^&x86&HR z9w<9dk{|99s@{wJbc`HmTgb>I9wAsCzvj!2{g~qLOL5hDmzUYJhQ_%b0ZDv{g*bDb z$kfn9QMOU_Bff}!lP$wc52O^Urz(>D3-v!e!T$DlAFW0CD8UotbT`%4s}lSvs#uI6P)wtm0`XBo$WQhC5Vcyg>v zlLUX>fK3?y$5Q^556NLNo5FytFYlwD!CQ_2w~YdT{;hW0AA_>=%I_qWVD$cSc?2&h z(Dh7Jx^Soaa-mT!A|2Qq-fDf=m3H0w9-PD&5fL$#Z1n)arXCQ+czdRz*K+8r*LADY z=+5f5$(dlWpFodUq@VY$UnmMdaL>T}s z=iO_Us0h;V3(7swML6FxyRhXg55~g}hW3qUR(S>Lp=@wdpN#KTj_#oB43o#m1~j zq1SwaXHoItr&x_gK@D<}$lc0I{$P7J5FWn>EGP0e)-1J0bCo)d0! zNj&3A%K4C52C8uDXtGm z#joXNdOke+@BHjvCE#zkfvYY9q0IPUJWsCEw-ZZx6i@r^V?#qVQ{b#!LfOVnw@A~8 zwCjcR$oF}jl7+=Z&4izdyvquJZ1YJvu$pDzq9&>%G1x;9Ab9`l`7(9kIH=mu@00_3 zS)Q%_ivyrZe;{&uXm)S*i@2BQ^aV8k5|_fXsrv(4Lu7MIWggGzL?V92GeKcI{KgP0(or8x7nj&H{Xj{ zxV0UNXu#F|;b3UD7d~&m^>{hMr!&n*H$2_1gB%{h+Wz=hr@P96pIUAg57p$GBw4Aa zWtiRuz~4R^fo7|&qp?b{tC0stYytovH15+v8b3bmK6g;FA7t|AC`8L|eCV0k-{l<| zLdro@*H7}!!SfQU?wa0!-Q#lWflr!t_+0X*2CVg_@1k%v8%$q=K)XI?OWT%RVn$$J z_~rEv6+(DoOhs|iRi^U^AkOYqF1JeoZ3_Ivi@Sdi46rE(Y}gElvm6;~@x?(~*I^Kp z0+0Fkuh(F=Q}N=@+j)O^EG4)6?y3XuR-AN>asRDvUZl@ib7-ihzTn&Q<0b zDzV64+f#p51&WoM&>JvEfM5`t&jAFXPn&?`<{F3Ju|}*u~s?;%=-}qEztoe!VYMu(qO-Z${qj)wKG+$NC}Ca0FI!T z%jO`@egxps(WM2RC4BiT&~?0zo~QttgX~WmjDJ+F4S7ohzsu^wLc8B$%_bUnoL zy`FfTcjb7qwkbI`#zlxVeT+$1N^DMf*5^E(Ff+?#L?{XhXcvAiRRC z5wts52Cf-zdGfWF!0&0^T7g;}h&JF<`qtuku|4O_SFs?eAfxXQyTdNUipKf92z$7aVsmws&?uz6W1S$ePik(PzM_bWl1srRHE+oyZWZjOT13}i zkSL{}x{S}g%2Jp3%x#cfj-BHcU0b`{eea_pQb)PKXTCntbaoICmW|1`=(um#s3VBu11{FD~5S-voFO`#c_Yl!!@5U2DAT zJEXWSw<`1QAe}x;X#3yypCcXxTB(Ug; zIr_|tj04d}|7M+jgq}ZOjb!;9K%b{+K5&yxiBDx_nHoJx<9E@Zwcv&Gg~jA4hSLw( z6zZ`8ca+~CyH&wl+60V`z$vNv6UuaV1%%wCo;3Zj5LM>Oau1mYsiAWpEo{5$p*Mt% z12jF&#M$D%BOb!K%a$VKz~&fkDp+$bkM*ZGi4q%|idnRvO$ zB8=a0z54x61eZa1D_`F)(j8LR}Scf4(nMwah~xw!e-8f#{ILGSl3Hhglkud z%+kryZChGfTZ_`!8MD(y{0>fC51TKGLSX=D!lPc#vMtG72qOxu_&5^9)I*yd?e|jW zJ3NGyiu~0zsykc^rzt&Q)^dZAS%$vSumhepfw2&BX?3I>DK;of<4%wQ1%Gy0px=+y z8kV*w7V?q1^Lmqi*;}7MW!-NF;l20^W_fR9nt<%5cQJB(=UlV&l~H8_Zgma&q61R; z1--joeZ%Bh2513hbiF=_yXLbzZq;}U#K#k;y8<>J6mC5f?gXxut7Uv?hxD#6Y!7wJ zzgVwEGfP=@TU&o1vFJXelzT`)=<-K-zA@M9FYkkKwUH9<5_8|{hxtp0H6`7-FCu`^ z#J`)Lm6*73+pX7Eb5`leE>~1X4ct=?X|H*w zh}jR39{#~8`U^pkChKweQZc+PI9RX29E_dsU>WV4M~CO5UWhxC{9L?z8>PIvBU;U(omL*dIF086_lEaeJ={Ny+-n_c$4vDwSoo~mb>@5U_;_2Fy1tM}AdySH)cG0SJ!y*xPc;2CDK`5(8kLQoho z6TSbMn~uA_6Thr@vYy}WHVJ~PADL5WO^x1Z*#IQ=!+A!rhy3(86I#FfM&e(-__Quu z2Jf99Q3*q_ultXfxl(;u9Zf857#EfkdvucL_7Z%)hT^oYPUmP4&WLu|NtLRYyH!@6 zMoYv69E@;(D$BnK7dyZng^OXGEeS>S$t#Pqe&%uwE}l&c z0U1cC^;VKfr6VOV5qUlmi~so?hTzsaieehW?cW$UAY_vW_MmY-Ei=I^A|`{9~k>*Ldl@(p3y({66>m1{V2cffHT0rRkC zicX7NeNnZLa7I>iG*+4AtZH9e*~9S^07~Iy7Ck|qHZJa5#fxCYQA5(76J^%clN$RQ zFw^}aS67@#&7?3WrSD4TOjjr&2Jfwg-?eY__}(t8BwH8Wq>&OYR}}B7=p%2fyZj?0 zb-3!NMrq8HPs2i}M_}{DTiQSEoly-T|GmTvqwx7AlM_we=eRzeR9ab=k|t_4y$sr0 zb0+z|QiGV8@rHRn7PNyb`1HBz^c}=zc#pTzUH8#bruWd}R=Q`mvT+U$^|5E&+>9?OdQ!*7)}KSSvNRqZxFPZNI{_|$buQ@ilG zbRNnS3vjIJLzAXUbQR~JHdCKUE6shUif*^Q1-{G&=+B)3U90nf*2{j06Thb}9Vhb# z3Hjjckjo7=gQ_H@2A|PSDIX1rC^H|1C$_h8BCERM?tY^$XS>Se#tY&o=^2~I4P*=1>Ld|V*sQMFHe^w@` z?;GZV!7utPYl?m<4))T013UL>G2NZvYnWB1tYnA%2z3*6H z{5bMBdYyTLdw+>O%}AM`fUk4r+l42R3-tWoy@-MX6|e8byoWJuwPCBj(BkQ(rfWO6 zr`XAB7Z8{!`=5xNF3bUl@B=NXMaeLNF+-1s{)9|qUm$Z5XFbLjSPh{rai}(Z#5=pf zQ661>xZo8y?!>Wk84^zBb!0Pi9YZ=>JoJxZYdE69Ps>yU8bT~#8QHGO_b*4ewT*L_ zXdD;nDi89Mg|BI7&07GHr{UMZfSZZT?PBBm6w?oYZPSGC?cTl@`U>@aZmiO}ZLUE# z?%zt%6p42@SfOeoj4w*7-jQvV1h02Hk}h4X%EkA_7if^O#v$jTAFt(_Hk4YH%cWp z)z40eMAf)SFv^at!(gCC{5wK`)L8#|Xd8cLyo)3zh3T=gXzgW~N(wW0pp;txYn7>O zuIBg_HBP|=X)8NZs(UqV2t?sQFtY72;v*-8ev$VpFIugfs}bUZfBm|k$GXOnG&L>5 zq9)&_!Jb`ceYekOxs_i3C8+(+MiXhkzQTqAozMwz2L;~LUKSTM0gZK1GN&u7$@yvd z%LPcNl(cmGyDNY+lb?~1(Ey8)`<7_@z*=U_mt{)fGU!xvat!1q<2P=*+n=6OXiydZ zo`C0v%@|6l&(*kZ8pZYKQ3No|nT{g$szoParUie-5EQzdo`4YSJ zBga_Uuetf`SK!OB2De?EFY7r0Yo5^|%?&_VboH#^9F{p|U%OZ)F$HK;Tz6S{m6P9J zmOzHHKao8>i_Kh;0ZyIAm4!q4g>mI)z$M350B%OXjPAV$yn#cDPuDfBkIk3yUdWGO zuOF(hqX@QKP@%R1pq%sjku6)|q zL~4JbfjmfSOqRCrvC$d=b}6tS*-TM1Q1*EMQ1RVJChD9~w)x(X8Fs~8KmW|SQWLnQ zw7Vu|ay3AAfDOiIZHpWK{eefTdbSz$xJfXX6wr^dve_Qb>sB!Ynj#xfWq_^FBgXwf zt=`^q3U8UNZ*m=(tDysGSaY*+6mZvTi{<=fCrPWqHWo$1u5zEn-K|~YM<&1&uXoe^ zSdu_ZTl%@-`5H*0#yp4W$f<`++W2-(yPoN+p2vqDu*=Q{I{Nf~_k(X*A8(BtfC$P= zQuvA`{`>2OBX!pkM*75SGPg-p*NvCuS>-@MEr-Y|wp9Z%&TGD0Dj0<7KF!?NJ%R>! zzZJS_3p_jOc8t1ycihlsCD65OV85=zGNpITnNemI}o+6AXVQ3u{NSGuP(C!DsaM3*(z zWHtyqw|PkWcGDi7%T;BVy6m`If0lrwW3PaZ$MKahbx4&X9vV_tV;s_Jc^a3-@FFz0 zhik)0fFM^x!0rHALo55F<+(GdicRFt?4 zK3Sni{SisuBaZr+UeVYX50U1lZ(jn_WopcXr{ z(-Ib`Tb}szZgh>HwK{F;_AGD2Yj?!Elp8cO|DNB}``qH~+Uuw<6ASB$KeeK)YHC=c zaQ^kCGO%0sDIe=7f|l;=vAD&C9jjOD9pVoX9=lvFRBgBm(t1ma@W9@B!wKg_c{3D@ z4Mq(6l2}yKZ$w4R59Tui=81QZy{Yp(wQVJdE};GL+b2`S%BmpI!rE8xCtfPAYC>1z zEz5kcDZApj#(>xD#lD=(l!8_b%yoEq052YRd5-HKd(Y_kwDE3QnKzqet+Mb2x+~z` zGBKrXtT_eST?b;Jx+eckWahHcb8^=#ZQhyR?N?Dmy|tx>Zh>ePgK8c0F8xpzh4aFq zdZ=w5hF|7{@$jv8XtkNj>xf-T6_fDRHL*(T=&vPnR8TkOtKNz$Nou6w=@GFxl%RyB zQYSz&LrhYup!LCnXp8HHzUZ5<+6qr0S#p=T;;duTn4 zHgqXi)7>!%vwaj(`uOYzZ9^b@H9yZa^qRHlXDO83-Z$hV+1_I9>jEa8^M+=^*XU@7 z>b7p0%Qf~T-!iE7QCNI>0VYmab_I0Kcdb7LY-BIdQKUM%RdBEJdQeOS=( z{^i*;b_4eRpx-3xOkqMoztGgaiKG)_f z=ciw-D=xcXC-d2>#AKh&MS2RH?@dfh?o7!UZSety&m!03VRt@bDid9Sl4TXlLrj7W z3>kde?3&Z~(^a)Wfi9k5Ou9Fc;*z^M`W-WA-1N~7irTYEF+bD4teF%+0Ieq6BM@;{=WK)dqcjQaCplpUMAFc*vKg zBqV-oKxe#;g2;6Y`l#7GW*s+owS1HeGhf~z=lm;<_DA4~Q|c9rkSEf@e~3aQ0CjzZ zndhoDOH6LFg?KUS#Kp;-sOTF)&>t1u`5{0~qmGDgV#W3eeEdS-{>)wJ1K&m7F&4NuO)0>>-;Ul^T9~NqW;0;LCh|=E}S7=yn1r+Uq6>5MV`c z+-=wbR;c&t5xMLsP-B}zlik>}urGIRBqwUg!=*^E#PnRhp?6i4fxyg$>bQOP4W_$J zG}XR+5-B0Iw3>xldvn!DHH=}cZUJTf>U<23WnVh5@L6x;zwwT2gwxY?8)_R=ynoV{ z7~rfnH#7Fxz`wS%R59Y>{9M4YW?~jX|G1GW2vIyPSJCNO!!|@5VSMO9#p1$Y&Esk< zsAqtNq^dLW$3k^9nel&C8RWdsr1X#(lAy*yajrM3e2pK<74RU)-BR34BnICep1&dO zqb^Q4_s^6NE2|_4hc`JIbP!(e#zM~x$=>{tx@VN-cMTgxv%1HDsJHqXFi7#e+;4yP z?~wi2veIhP<*(<~9Zc^3C59yd+hmR(?mJ0Z?%~2-_NxA{WnkCMrN$9pZThvQ5|spJ~dJIvqSBFy684P6>)V zT|m|E@Q9JddQ%JS*6k%#iI(Wqm+b|>KHtBzgC)df4+sfgU5`hNg)=PxOs%^^`b1Y) zDkVyS+)y%FaajFVG0F!urA!A^fsm{^!0zuwv3yRaW{UogoSZ;}v~mqQcM!*NIGyP< z*;{umYK;jqK1aOMhxqvX;}&)vOF_<^CKmpVqRJd1pK+&i8KYG`yFpUod4#5a(;fQX zYj%FSt){oVZ}GwOT)tfb@Bv1$B3BPUX|(pcH1dy{(*c1<$lSNSvzQ78EAbs)Et)}Q zkp50OLqGnwbFInE)923Z8pcH8VX;p5>iYdVrFB_@yHKpRLCu$PSB^r1UEO6{eLW)* zymdjXH0=wG=1r=^>m5t=OI<8At-rFqe05@o@oO-Bv!Ds0a&csavuv$w&^b}{IJ$^ zl&?*UA#D5#W+VH=%4;XEy!8j|?IZDgP-p3c;&$ptlG`%O->?|BuO zAT!!~6k?OuC!@K+LK`bfOi1{qCt~UwZowdpJiRObC8)jr#B|kj4c=nj=+Z@}{*mfiNn@!4R@s`q;)GK6zALCF zlm7mpXtPPpK5WK5V%vNAi_jm0^pEerK!Bjd-}*;=NiOpa*Sq1@RE~~vvQwd!v5=`H zC8)D@3nUr-!{R+r$t4q^lf{d?ssu7cs*L%YZem|9XM6}<`6{&PlAT(*Lwwi}r~2UC zeALRS;4^ViVlpz#j$xDm4nhoRhE5*)QUjA@V+UXY$0W988gxE9@?m4+_D9kU$tAC| z*l2h%(BZX|yAg_1C~fdv z(?H$lAWmB{6@`756eumm1uO+YLH8lehv*`0zjrSm+R0W7e021q_p^SheQN(MnDFL?!a?BY;i<4@ zlbpNt28}kH2>h!SS1eA5-my<0qXM`3 z=S+(tII=AXPxkc$T0=3>@P>R~Ld>RoDJ!0a{lPD0oz>q^T4sEtMRU@H#(6+|7_<{9r<1F z0&Y0+KN|MNmrn}G4X|?>knhs;-K_7>#xggze=dhubyn8Rm=OixKQ-$eP+i?E&sNqS zB=7Uzq%{}f>AvW+veho4XLf{wB|ZbGsxnSrt}`aqha~xn{${GFl)UUpuEKT}%@h~4 z?_Qn~FS0BI$sND9Tv+|!{vcv8@zj^7!9u4dO9b%LQD?zmV}w3s8H@-z#XW=nc&~bN zbKM;tgo;;eYjt8mJit;AcNh`JRFbQE3TOIRRjEZ6yMZz>M=p`JxZEnPDC;k^Vcp@b z&1ZWVCrEpck20@tKG5;wXjRN<>O6bC=7-#&;VA*1eot zZ&D1gGVH=nrPsKUEm;XKfE96Ogq;2v;W0l7xPvEph?)P1No?|Mn8@DPS9)$A@$X#> z+0$~vldzQ!5y)aj!k@z=X*Wp%$aY#^E$&HkIXX;bI)_%_gdFl>vs{`U%CtNjDMwL z&NQ|=tFkHGcCF$#HO@x*KXcctpS7H+*{w1=qAzJGG9p~&a=-kdmwWg|p7E){-;j+&(>H&2%=0Uvq5bofXnhr>y9;A4fk+k8h$}2-J>)c&b9&|3xCLN1%sje0r;MbM-S_@IEaeGg zRAiLg@4h0vVwZ^yH4_sxcnQ`R`}9^txRZ46R&!G>lj0M9T6b_$JUDUE(9lpj*1WOf znI~B1EefpR#5YussGNT_vXD42TraY$ro0^2t_myR>Pr}%*siz2DIBHMZ|p1*(0&za zC!#(oM)fyEL|u1`SSEp76Rn~@$ItWE_c4OMD8RSI$L^@(I7Ver-{*`-t1)P2H;DBg zzzK;AckNsED33~RA5$vt zL|#%lj2#_%m9bh&iK2h4e=zP8c$_9HA%ppf;t^|(c0EK{Hm=6&`T;;lr75Uk9@sxq zGBJ6Gesz~@9jh-8Lv^RIu_0D2j){U?CF1uajgvF{;1MLWm}Uj&s{{)UEKdi5y{II9 z;Iqhc%eXbu9Nn7i3;tYr8BwbhUwQA{b4*NHYJYL!1d4zV?%}Ilgl^3D1X}wCF%G!& z(}tEYRt9e-(PCm=M}K&i7#W7$f zx>er3!^1a>Y^A#FmG+peAA~Dvo3_j?+T3*3!zXl(4-=Y08yY7?Y zCrbNnY`uqxo?HLNPdJnR8&fEfdAd#=BrY1!*t2H_K!RmVpK~@D^u|w;%H?@=F z7B5m$tD!_5JK4k`$Jk6MR~|bmKZL5Ct)|#%r?k z=%z+Wp&iTM__dgT!tr0IP(QnX%yf+kMfm0DpA_xO$P$@A^#IJDQ0lM5Gs^0V5>Fl)qJqqe07$Cd5o zRH|lx`7Fhh+uAj#y^>nf+^D|M*@siqi<-D-#eVuW(WPynl!s-(=kuD_VT6!R={AAO ze^*HSM)OrUUKR3R2*Imv4ASAW90tzJ7Gy04_26D>)+Z`RwR=}LbMpCTq| zmmyYVL42ilJnJ&qe7hzyfuTZ6)*4Hg?9QlF#jTcODVf zvt{bKLF2Y!+h>WfX1oH9)lj{Vu^Jop^;qwZ6>J8QIFZb#B+ zc=S6$%*iiJrsT+xl`lc3>`S@^lp#q2k3MP1kyO_}KPHclyG!(FX{8EMT?E_KXKF$c zq4|^QvDLUT=M-*F`RG5f?AOD_1mCRB~kDg^mPTg6rJ)Y_-+3 z!@zp0y7u2Q*h3_9uyI;!AVrZryyx4cE#pTN@6mc_==XHFYMZ20HD|v80QHh5P?sTo z)lIFL@%LcVsmi@I(-xs8^vQhnapf=7{Rc-@1c@kQD&kspveso>@rno2I9yn}FxM_T z<)G@aLN@bF2`|<8Sj*YQ<+SxZ4Dl?}OeVyd<>-)<(mYl$)vJ4_4$B30puCx2lW` z2tTxlr+1`lX{;^8t0GRBp4F(_i9{}O_&rOp7W4V8{#(2I;G6H%@KF0(q8cTi2W(=r zrDZDCq|UqY>x|bwGz`{erujFvZN$%uVs>^^zabMt)HP;IZ+tuSRJPb!QwlVRSa?jOqfWN-_F$8} zfcw^|lCPtNvXwrn^zeE19N{+gfdGk6a*csIYhcR!h?kCQOqr6xLjN|I-21nRXAoJM z+DFYP2UuZGAx549Tw<)R0k5imE{A{du)znc^BIMV_@Cr}iqj{dj!iD#403(1JWKYe zju7-M`YU;TAST$Z{9M!N@Z+8M_5QiWTdRcx_-i=1f6bPoPSX@py4g@O&e9!Di_kG# zVqPJ0=a|4n@9M*sp;-%ycVM5mTlQBoT3>$~ygYsW{ZFGv+~<2p%@a_2I?)xmPsvAe zk%Fk)Kr-Zc1sOEn=~MNFsvLI8I~|UFO&PUX^`3^w2td}#rw9k8(Tv+mL(gJ7FIsns zv&DBo9SvF<^`=W}*vjAQKZA%Ws3l{Cm>Of>*A~e-hoVrY+zzXr3M)l)bapULw_bO; zg$XjJ!P)VYH0x*K5gE)05*7utk6DvnIowaVaBnM!jVVL#)l%n`Wi}muXNKACVC8V$ ziz=T?kQQeK&TD~%;TyU)rQTL7+oqXYgQB*@EXawi5&Es&VN@Knrm%M$Ph?m;em4JE zZ*QaNl-GUJ0HV(rFPg5$x0OF9!K!Ct-gps>_*b4wadaQQyq)OnRWvvKn*6kt>Ogk+ z1rd~oasAx_^6H9cnik|1$gh}|Q5F0{A#G-BkP~t&n|-g|%cg;wf=Pk*;%2pl2MSDz zIqQF4MJc>$ZB_Ph>Y^ok-<-hl;J=?D|Le2RJ5i>0?zB&Q0mb_N{#-rBMB^8tD~oLz zk=c@p`?>Yv;PsQ{HGyn2eS>GzZzB3$J7DlbvsRy3S{l>btt4lk?weU|I)2I*?L?rM$A zF0q#t3-uZ0(80;fwRHq=&t#?|>q5;5Ev&VQGkbdMFoTFRLwNSR(lqHrSwN_PZSuV* zPSW+#RvH?Z)zy*?ZXPLObf9WzR+2|Hcu7$v@hG*vqC)(jr&gi6)DOKy`Xfbqe7U*c z-p-H~9jS4Yt#4#^X#H`i8I3bHTZI?$$tQ;pL0y6u`3=m%(zFApm$3AzT4`DFp*INj zcOLj+5DfLhST`lClrH#m&yyu| zSS97H)|%}6WcLTY1<;*kRKn2)Yo+E5;1V(!a$_NmA%U2j1bk zNtV=moKEd{{?MdxLG>Gt8^Q;K+G==r0#e70=g{xNUpcCzzJs>e?c3NG zj-2f#SPYoJ^ajsn{jDotZUHd?E{bOxoo?^I6_lx@1~#AS53y4Sxm6h-Hk69;WyJUDc+o6l6mt zgx~U*OM@}>x;JDHf?cnmIvheFA*AXmF1WM3s?S-9tKwUFK|q{Kgb^*XH8sCtHURjU zy!E7u1?r-+*%g&jAhc1M*qfH%MD(2Ruj;*I2F_ACYn&YpXKNC`y`rbXw-onzS}Id) z5|Ua&EK2z9xfuk*+*W^e5d2Lc=3Dd&fHN3v0O|g-J+B!aW84X6MG~QMLhV@=(+`Mt z^S9aVC>oIRe=f>2IM+|)YjK7q$VES08$g6+HPFWjuo>XpXOGtk*Z7XQIJH}swdE+~ z;mR7@{&w@d)R*Q7F%{iwVrttV@gcbQpeIy%K+nLZvL6DL`k143&khwd zf*=3$X4%-|#~H93R8@zk8+u*MhatijrLCgR$a~U?)P(gPhnV&`RX7yf1 zRfp10bLG#U-#vRq_U)?=l+)CWn5A)G$(jus{HuP9fHwvs!>>L%UEiVK$4Ul;#=#8V zOKCfU1|ZZJJ4xUDuGRWb+=zHfzV&)h@G*9I_tH1nhnk zZFo;Ac_(rsg4p-1vi3d4abp1NV{%E8>Qy;s_CF5pJ8(G0z+Eia>XJpwGS5Byt zE6c>#Vi#8^H8wvwjYydGtWNHCeH7kCQ0K+f=x>Z*%Dd?+{_sLFA{+TxBbVc4-Wy(jQsVbv*Lm_H%6xP_*=XU1?9zIA-o+OX(uOo z<0obTt9|)3xv|pqUmY8t_~5FSUMj-jp)-B?AhD-hwVywV`ORm$fEfmC4A*JYt>j2p ztV8#y^?G}w-`NmqV}U>*XFFWxn(${L+^^TlyDHPLwQI}DnmG1Ir#r*4rmRnP&Qxi> zimdvpm0+H!MNSbvUTDWB83mPNg+&3x<@Pu2|4Qrmb5^H61eSHy?=?QwpTx%$O@FDi zYDMc4739sbSLgFrd&<-U6(KhLuG&ipt0}&E2DI$iHrj9tw$QiuOKXN0&w^W>p&Js- zMkB9H=JlTB#XMRj{nety?7rG;HOfj{SyO3WTUn`uX(FT6!^GD3wCPkc&I{-c2K>Hj zbBnzjSc(PpX>lk86U@!cO_%&bI2VOr!F)1fbpt!~Ih-EWp7LldF?smaHAK;F4^?81 z3TapwiKFatP%|tXMTOMFYM?Sx_5Dv8Gg5NJcGd?)Ba&Q5Pdt9C9_aq_rNj8twO;JUk6WnP9W5vq6!CFCpEBjNQ;d=2%g zX2cc6J6X4GO|wFR^gRW!{n%kp0tuUV>d*4Gh9e1omGr&*0;D78-+W*Fb8|2|p;_YV z4Dn<(H!bNH*mUWNcIv3ELNeN$YrLPQR~ZGw2+Fo4*5;^RZ1r*xB9MMYtN zlRT%oP4meJbA0zzQ6k6YW?ouEM;z7wjVvqMvd%7Vt7hirr>ys*WEMs8{ytTjS4n}Xw724w&?{Ir@2fZ^0wh83b&(t~O zlH63)Df(7l*k1b*(~yKOl9b)IGvZlcYD-QjjcUv74a#h(J!CP0CLhqS6hfnlUxeB^ z0j-BQTIXDjlONTM6OHoWaK^Bx!lMD6N);nhqnL-asQzqWw(-F4Eak=(&c*lDS*>x$ z6(@XYG)#9rku&)1qH7dTW_vWl3uK}rXBfxyNQ$6AuOu*-Edc`2Wn;%9UKUoQG1PW z^)jQ(#=-gNQV9AKa;#KGMBVFR)vTTI#k<-NLi&-gryQn$&+lT&rlS)(8$+5JYOiE% zZq+ayH>s&r?U0RyWfj$mljR$)mlNCzCya&bv+Ze^iz zmIXOu(Ypm$Jg|B1Td?~o6jYVoOg^h9pMMlxhu$t9uJZBG)Cgh07gEgpguhtfyN_S~ zZl*+E^kx6EJGIcl{MlI79K>Tv@)gWPv!n=Lh~9dBOOvT<)d zs+d$|r7>JES@1Kx^@~s@YAnuCb(t*Fb3`IR!$DMDAJ|%t3FH!9`?OpgV#5nxWvNJ( zib+P0OLF8YBWnnLC!Y26z& zgRC@NB{e?Ko#mnX6U}E+LAXLoXeUjEn6+E*!jbN%7X?uCqlP6HOi*KqA|g?6J6_9+ z?__f{Xs_X@M3ooSZ_jy6i9KH_k%o-ev?L}^dRtYLMyHu z!iPedCCGdHB~4|kC97qLqb(RZ4Mq3Mse~l z*0q`K&GMNe7}rJ%GwM7#Ym=EoJSIJIEp-ozK!*;6^9HBy(pubY;v~Iptd=Ub!_*>i z1x;^#z3F3rIWR97xz!iv<_7-96m`Hti7TC>})Imc1C zRj=!=gqif7LMM%k#E(eg zhHyP@;&Q8?LqQzESs^-LF{WelbY#3v+~ovvnpJ4p`{&I=)5~K8wG>UsaL8d0F*6JE zlbc^zJyp|N7Hclu26od=Nk*+3ccdNG%U<&rJ2{QqTZ=JGE6B}tR&T14O6@3yW8NR9x;jCs+*FJ4KCqfmQRDA~`{nt{>gvp!Ox$zTryxIU(u- zYE}E-K*go*s*PC-c%yx57r_nxeYc_&H3hIusE+cWrUc*5^ena37JV9h7Y6eSmtj9V zzCiaA$`2+fUJqbQUJe(MjhA2FDmi%0?<99BkCUI@kn|$kWAMcKBf)q}*Twrd#<%Cy zkbTTgOxxw*^cvu{-ffadU;Mw(E=13O)~}SPg?6c!jRp~I1xYF{)+|XxLaN(Z;_;xs z^5$OSe)h?@MyZJ}4Hkwc1WkPCCV63xXm4_4gEsAbdw*k4z$Q-5z&Yj!_b!m})TPox-HOK$bu7u|6=oQIeqqq-W(MCz?r21C5PVeGj3kWw^W$GzT$ z?+oZ%4mx2fZF;BUbzvmiozfUoJ$g>BDO^$jr4@bKTo{*;0$ILTPTY;j(Iu(icGYk z6!GTl|0^H5V>CeG#ZEuZ)3_1WuqsC{<}gmZ*QASePsIA({Rg<|z(6y{-3&j8FTdwn zg-*ss9ao|xM_X@BBK>jb4+%F$^Y8!|vDpQV-raj1rG^w0!3+ zE!}0fNC2w@o3cCU9F!;5iCdSu>aX>6ao38`T?)79?iDjoW|0xU;u(Y~9JO4A7QS;) z^w1z5xY^-Q=d@vES#xWYqBAMTWkP1fs~IOw>QDi}c4kIf;M7{vyv`JGdobc31N@io zL~c$eOZ}F-nHU`=g9%b{a&pQ_ZFIGbQ>T*#cmUUfXX9c$O(C4NzjB3?q!ml``gM1Z z){Q+v$Z`H+J#TN3wVO{Ql?x({b`3xxQadBP`+c%y z1Ey8QRPOPJ_if?3NkkC2gH+gw*SHvr2^)10)8e)&CF?~`;eBHg$bmULxChn%8U&)4hnqV(*h^fTM*n3k z7Y`3pl$4W`N?jzz2f(_y>mJO0Yao-@>`2X#OYaAox)D@G{~i+|o6KP6=}Ze&9zwN< z!()(Q3vn-%S}f32=~rrF4Acmq6DG!K)#!v3@`%1RQw=6H9ZL5xA1Bcu?)Q9JI4Q2V zVgazdRA}m2z$ittf?LFFvXFxihqWa>`@qV&<#1+)r;emQBFN1+ThSC9lz&{E+W|4_ z>{lC`AC_mrqbfoBDBQT$j~Ua)+8E0{?MisL64SGF!HuX{{M^lP`TH`8*YSMYj5^N! z?)NY+ZD2s{s%2>lCiYn~D!>msXS83ZDtsuM%|E9!F>9<^k4Q+YeM)@P)QHk+iY0ihFYEv{sF)vNSds}=?vPBXmli23J*WiJDTi=S zJHM6Lu_0bb+RH^`a%Q(EN%fX|8^fhIrW002>zEF~j;6R%`p5t}UHK`2zA1UH*kV*J^MxJrBc22WiNo&WX_Q)v_YQl*O0b_oS{E8NXw`8tY}!GCM?{|9vPXqJVK_P<>_WdY*g6x=n;9 zH|k0vvgZmVr(yBpcLRix5givN=U3%%ZEruE-||xyR5I+Pt60Gyc$aJ9m%~ZRWok}z zVR+YGZOT9sR#?fL;?Hc^MvZp+auSYnm#&FYC~{y%ND6-uzt3nT$v1y*zoLbpv0n8}BQMNA+r71^8SGaGN5xq&nq3U^;7*UM?v#vQnL6GG$`<{#XodUG~=MAEPrNG^8J zh|$?;EffbBO?tjT^bhbXhy#C)8gq^WglzK%gf&C*<^ltIT^*SeTv$7)@4$aurDTRq zJbG$KNPS|S1yb5CJlGG*gIOOb5zX879fsYkFWhD@l{AIYE2L56()%tndsUJ=b8BBL zSh9sJU@^1a>;B+UW zWnNBrh@Pm<`@*}G_TqVR6}*?#yxjlSVdE+wMkwT^I1+@b*=X_aR*jmr;qWNW_9_X_ z8b({L;tdKN4~aP*$?>pn6Wn~!eCGW;=r+&a$*a&})?Rx#rCs34IBFE39ZPx%<4R`7 zUycXlYt{1qpcDOTfoS8??;E83)lve4wc(5NoRv$%Z41h5yWGI6u(+mwL(cIbh@@%b z2L#$2tiv_iT3dtb}r}gV; zAYe}UgpJdD46c2v&k+8)IH#HppJsvM^01F>v@R<`QJ)J4Z+>OrZC;;=q?4<4&vheu z%$UD9&oGs?^m<7$QDNvZUsZs^ zHy&uBI}B8hXFt8tyN9m`a~yfa={WhC*dda8Cf|Iw^j?jeN-IQWw=R=Rr#S^-l*+`jV7*%V^v}vI&btP{ToWRj#bd_ z#1MYt>mNaTVT@3Li}xkY%p?~yv#>te|H;uE)U|S-BI|v4CV&WleKvVpdFA968Y+Dw zLvXZ_TDy=Aptb`qkD;xuKNmp$dbpS7w)S+}%heZMDRiIQW@PWmWB1o$n`z^2EhtR#m(JQ(IC71RHuxfJ zbM(Swg*F;*Rqz{)sTmDMya&is$qkjV;<>h}QM+c}S++CM!0zp#u$lGG@WG$vlmASF z|DO+@+kjNXdglV`iUFx0a`J?Kb!>F=codQDeRD)r)&B;3^ge;hfgS>``t{5A2$41C zyukA0gEW_JK{sme++|aRm{A(3Y4(u9^-F_%>YIT1Md@l_Em(`Yyp5X~l7odLiVjzl z6uv5FR%@{H&D_W|c=zPQzrsJ-7|z=GO#B5>)>EZ%>&c|$KDFw26wc!j&`(G&Yv==d zA#^jDHP+fnZ0%B3cY$Y;mgBz+FrUSMJl#UlPGUzvI8j!^svcbn5Mwo8RerW&`0=t} z$FqknK55ruMVaV)L n zjuNO_+JJ(zGWM$RDY09@r*n~eEhx(9vt0lmK;9XL;@$heqTjL-4FSY87pw{4t6wiJ z2W-3xg*D5%Zg=03+f;q3`}_!&n@iuYUDAj|U8gnfE7BMfe%wR)JfvucmMG*sq^uKp z;(wi5s0Rsl>to@`Be!W9PAG&gOH!~$ER-q?b7;;972CURJa)ta&ue*yd846)xw6%D zihFr_zF5MMB1PH0bI}y3Oc~Xw%6o-+e=|ZTra-8}1S=u1_{pxYvNWAtmt4ukQ~Qd# zNX36L{HvMfkFHlNEJ_RHy{eDYKWmpM4U)>}{%e3IE+<$)9oL8j`$G6y?v1tsK zUv9n9_0~aJD`@Z69t38-ehc|HLs8wec7uHD+gg*^9@ zJvlDs{B_CLLid=8 zX#PcW_#Lzcx#wCJ!@EN=CSQPUp@oS74AaS(q&a;CfNX290MzaI6ZXC&j4pY;#6sRm-7P;nkuXf3Z0SR0)DQoI8%`b*DMpw~K2>GCL)H>#L)ue5ouVe-0ZGgm`(r}`_d@OgSdu-d5xw9p-9KO)7c-;UuPP?(bp+#fET zktV|im2iC)Xu@s{KIr6z98^c_Q>leKBq}*%*#)&;L9I&ATuC%-DTPiaTi-wuWcN7?tG5yb_!hKOl9?Wx{Oo34S@4 zR{23iBGRV)jRi4%-`R7w9+aB)p+imzdat5WOG!)M7P)F1V! zCTeIXNop~lLK&WWYEKH>7*1vxZZOZ#Hyg(2DlB9|^W<52si~CfCurWp6$*N6B`&W^ zdv#H~slz+jodGqki0N!478dIzW33gyRE~Cf5ru$`?JK;r;0G|`T+HsZ0+c?X%biNZ z`MPO*1Ky#gq=-!xMV7X$yu&?igS(NzgSiSY{K4c1WkXGaaOA-2rtyghhm-m5(vLW; zE~{+4Xh61cHOsgHWshINuPh&#n_HL#J#%^8M%hT*=B@ucaKWNfsM&3&Vw+XEXqPqg zqttZGj7{NW{WgvIwB@KA@_3~uKqycD_Hw&4sPy*cj1KS>5E%yIuwG=9O_q7d~}nzVJ{%DB{aaPI@%nk41LLjdr? zzUWx)`2dF^U;l&AX5IxVfQ3009iOM~$e`B8uPRbGCJs+_QjRg0gfWTj*sb*kQFY$_$+z`^kw& zN)KH5jTz!|tgPc0yKO`S-{H${}OBR$0X~;|5Ner4y^se^|le1;f8+Lr^ZCcQ*1xb_(OUsI) zRhVXqS?L{sN%Q^EcTBUOT)DsDhp%kPY3napT_~RvU{{eHUzibOw+_QEmRP3T2MO$Op-b~XUFG96%QEA+-JgSr@ zd%}`82nH!E>Otx>SGo=^pdqG4ATsl_ga6J z1XL*MdJlUIuf)IZ5q{6>col~j$`DgQt^;2#NjSO7lO9*VK_=sOJd0>*f&bXrbNluE z;bpKuR48UZax0t9lL8-Ft;DqoBW8>}8 zz66S@%=`5E2)%k-;u{Mz_u(UoZ}+C$>56LNjvQBCeI-uih!m?TdX{Aun5OK!w`JL< zJ0(Y`VBNAVw7{D7Is+nje??-wP?OaR^(3DyCJq9v=veg5QzUs^wzscnQLmw7EZUf=W61UEVw%9ZWY# z1Jl#ri5E$3Ie1S#;vW+8!M|B(7{FpW5ar(5_vHj?L@=$MIx@xHn!vo`cof)GOKvML zsgG8A)F+uU4cu}asu98yg7#B&7LEHY9=s~rpX3X}Ddj92s#l_zImc<>wtPw^y$njR z&us&!{T!z87Ns{v=pQawEc3W_e@*e)(|0-7bX`QR+Ukxvo@kwu0UZC7koh?@)ym(m zT7|scNmxZA;b$x^-eM`oXNK<$1rHUEzZmoaKlnVG;@D*LxP3Nb?dPqd8$Mo{?*aM@S8k<6UqQ{rD^U}QCe`{W@*?RpD}$%{P1GB4=B?BrYDae za{Ojp&z#eDU1rlhn^3QR@$oxX7>gg~V7Av*e76=sQz+;i&xayya0sGw=WRadBp-vJ zx1;u3seboH;gAc5xu0z1$hyo}olz3LflPkhL&O#+nL${%U6ej87bxYrtyjukGMWK5 zX?rj}a|Kh5XT5AHH&@iSG*fYRrdnnju1J{kf>V5ZgU~0nFS^oK+*5{x4L^O4b{@~| z;XUJ4?s&blTlJ+<7^TdDLj~Ujku^kr4l=rDu{I!E;4ZN zDZ=!Dt}a0%1K%ux%%YX!J^Dw>glqL*!MpTfOpJ_3>o+1;U#S}3zSO$XTU z1&T;VE^O8{M3XRt;hid>b(QWbrLZSDm{C0o()a(a;l%g%S@XK0JENu~u8>(r8~`-q zX@Li-IV~s4Ooz8ZKB|fLqxLHCQayX6#zXf8lX*ng^j|SJ1 zHKX~~X9N~5f%!jZaD8T`@6F9wkXfS9CB5d_KyrKnle0b`_$Zg`Dc49D?(<%63kGE*?7jPbN)4royEp>czbH zI~oZabB#R3-Afkuw0()$1hu8$t6@W~<~4PTg2G8mk^-8`4icS_FL(P;vjh%89VTP> zDpJ}WyVVRm9!C=%dlIF;f~e``++m+}z}4+7I5;?*&O4vCxU6TR9DiUki~#0x1Mk*m zs14G>wn<;F|{y}`K8G+Er_@z4hlUA`aFGphUM}0()!+>s-^Tf z+lN`HtoMSX(2ykE zmmTJ`M=waLq0?C}SPeTEG)mMQ6;S7C9U6$CHV_o-Gw(HyGmf#)UQg}&q0aFU!kfI3 z7;ougceKU|SU)9L7Y(uOs8T34toa{4du@q+9wfZ+Kce&h|34ieqFzo?wLjRd2Ms!l z#2(sJt6UIn1MM+^XWw)@FLIJ}z~RW|ZNLmN+C`f_+!bDK7d2sgY@UU@0)&V}RU3Wk zDCJX@TqlNg{Zpp)bqHJQ$2GqPIESGLA{T}gpdyWK%9`CI3sdTÐG2wBV##`Oi=Sxws9l<&#H0%5a^OQMwUD2JX){kJj+Uf-5;$jEnn~T>Kt?UhA491x78j$O32X}T+h$n zQ1)m*$PcpbGwpA`WV@X|MM<0lps(ix$R)LEo1L(?mZvJ~PrTQm-N@OqpYV%>Yu+>` z1a%MorKJ9bNu-r5>pUrco~+Fi(!bI&pU46u7rs$+&mwr2Y}KufO>K;{ z%I9s{aAHTbTozJoTl|<_2p_D(gt&3&`S&7(&QcOXwI)>MAa7v02SBMq=y3@caDl7Z zzjRAF%KfNvc=)O1WCOyRZ&ZA(h5g@JdHR9ut^M?V< z7T7S5b!-la;pOG#<|c$=*eUQH(EbKAshRb3aN6Bu zi$9$5K7a@jP<{C-cs9GufDLvlSJI~FT`y%U4!rAo-Qa6JxYwjzqnRm7J6!S&v19c#3GGK= zYTg!;cSwc~yADI-BpH?LMIW+haz32u2y^Kv`9hKa$&BAaMukdPz5T4>P0MF3t+pR) z?(o7wgGDnU2t-ZF^3*UecVAm1_2ktvFo2F;Xg&*7nIE5?mS&*z76btMTw}~4RK7w4 zpv1Cq+B4^y`D)i;8gnzV@VZ0?e~{PO`66chVUys8)5#f-r{WGRl+tx-ogExvaj90S zc*0{MTtCRPz7e)(H7?X4zvokawntTlJ70GRCfteNPFcGq)G}gghNX?34TW3Se*$gy zEH{?gtAI8If(Z#D-X;_tLNePU@(wxN9)K2EkIJttZ#PgGP}aXQKok1#ydZt&`%jU$ zk2K=VD+POXJ zyM2M5NjXS!SUs)@8CNyHAr6qwJ-GFVe}GFWE*AJGBay=-SDexFGTjdsD4q7_&g|DI zVJfk;@P<;SMC!ktq-IVyseTbjA!&2i9EWNh;GP)<^4-l!gouIOgnk21WZTGuu;v2r zpe{|wD&Wx9Hv+r$#NMr5x7h$@3_h_Dsu^Y&C?;kVHmNpzp^Y4_kZD1HP-`fQW4za?Q z8$c1wE}B3bs2`SYik2i;*M7?SoWsQ0`hO^U%b>Qq_FeQTZ7EjVol>B<6$xIf#hu_< zptuCr;ts_fS|}PkSa6EFyIXK~Kj}Mf|9j6qXU={)!-p{WG0aNVz1A(4q@xSpBk?_6 z<7|g9mVS@qnGFD&4*vk^yQv{Z!3Qr{?EZ41wMIAhr@)qMxSV=290AmJ^iWZ?DoLW~ z)BLfl`8L)4NJi&|Qd~_fVGayOR-W;x3L2YbIB~aJJ&C??$OM4!o8WVes$_6+S>0Gz z)t*g5AoN1@W5;rB(&oKgahZzliqUtYg_tpPErrL}|aJmNyEyG%hr6QE|l7@+@ z5CI*Y2OpTw!(C;5?y}xhgXEbkSbj?3OKvwcvh(xlEdNaC>yj#zov8uItzG`~ zDkZ|Q0)z67M**na%0;C`D_K9d-e#{SPMN~Sh+2|{Bss7B8DH(U2>Z08f9lS%Ljbzi z*fE_eHeW5~wD3#<7Ol@ZVx)&om#pHBXqpo_ z4mdmiPHW%(_XI9V`e8_Ad7!(aWU7X8t?BcE^egS+4| zNuS0;t@_gdMK^_-(JWBUE6`Ln z?E^KCtoP0M!58=dBL3U#qCyuQ9-iYOMcEHj*7^YQ2ZB4ucTK&qp9~kHA1O-2&n(tF zPEFve%3;(D@!V9K9*L*V8WCe6PNek{z+#UkarwzJ{+qzU(r~X_pZc)T{^Gayd1V}k z+4$*Tc3|H6wMW;K@FHK$G<=#T z^ZMQ}Agyk!LNzEcsYM%Dfb;3QP%$QG*SD?J_jw)41>$)ZiS4)Jiusw6?y+`^ zC;zLG+|itmfihh8US?@oHaSIowp`BrcH|ip_|K?maho!y_Cqn*ztn`Va+5KKBy$rJ zbuTm-<)`M3 zwdv(ThGu0fK#3F{OujUhUJU}N$%H-a30`Hpbhq?RdLJqMGSw%C12*4VPUXM#z}PAp zXwrQD=w)+C3U>!K(=or58LB1#Zs;i?-<)oe-k#i6H&rBsgr*!9sLZc^~{AJ;Ac&er%h&XHwvcP+UH-s%s$ z3>Z&kjXJT6{ndVG%RUt?oMo%4OTeu4nJCwqbYPzS_I&53+ZkX7L7N$p5H_i-HXXI~ z+BjETsgzNnwn{5bFMs2+m=^)FRs3#C##>R-o279Wb6SblrbnzNrfE1c&lZM;RXg4W zPxj`u$M7=6BmY6mQFA&!1*HPxmghXQz62?WMvo{dd+7A;lbT6V5jRtUJ*v5Kp#~ur z7XggU<9w&{%E1@Jx@bmELv%$Xjbte3eQK%cXyEw!u4e8;tQ++Xd}(yR+- zfj;w0_U#xys$kJtQ2ol9B~ru-_K3ZIPJ_*B1};0u?&@@J(J@p0kgnn7?sW2SzLiQG zZal%JtzYe!HJmO$QFlgGYOfS$OZ<1*2Kev^7Bk_tp9rxpyo)iWZQCTLZC#x^y%Dr$ z``xm%DJn|vlF*h*zib>k)pPZR!2G~z>NG4`BBFj4RzG)WsZ#>gQ8oAir~1ge^d-mQ zfUxo6a@=wGh9xj|y$&3BdHw0Ta!pyODHQ~Kan@0Bg)7W*-oGXv{cYBTXLjj&x z9^&~;OwWdqIRW~~Y97u?OBM8}v4oKU)j4v@vdfIl{jr5^dsf&_$LM%MpG1n@!3P}Vj&Q$m_`$qHgyUUZPPv}~M^L8O-o%MQc1+W} z^Ft1yTda;fM?MO#$Q;=QQvsZb{csB2_C}ln6<`>CBO+meBG3^jkJo7^vxS-O!%K@C zi$bnES-Gqmt9(zc=3cSCiT*;tne_c=mIrq!>>r*Us?{X!HuN7Y74}zbXY{}(Fuo`4 zX^rvCy~*OZEGfvz7hDdLkw#O{5ZtT)Cd67=7DhcWd{vb#EhygTYiQPgNxjAN#Yhs5iotD$mRWFh*gWtu9} zGa^~BvolYphbCxiKYo22h@yG$(_*6akgf!LYof>W1oY5S~ z!n5YfTaveGQ4$?aJyb2ITP=)){6~#A4;N)uV*$uGJ6rq*qHvass8}$1F1#l?I#H;i zro|z2nQYt)#;ssQ`U>~t`#N@8NSc#bXu2=EXQ&vdp}kke?g3hQr?YK_LKKdvlsc_Y zBCg*NYdPK(7(}c1IdN`0Tc(M0et3wLCe!*2mh93PhA~vKGP#0A_d=H7Bk+|xamSnf z;cO4;+BBfrdTBEHA+p86nmLBpC;~~S_d!7nNAt4H>&|Rf{Fcw0Pk*>#N$UmFJ+ftoNmV39oGjlv~ zS)0_C7TS32*bpsU51HDsrVA@3eMUMEt%=Dnf7`ysWo#IuHyn*Ym&jgg*MhKbZC@}q z7Gz1+>4nVr=Chlcn%W6Cc5ZI25RwxJSL-c+aCRF$Uq-fcq+orsTWk}QaJb8I> zw47C>X%+MzVJ((t)JuE2%F_J-u1d47jI@jyK{dy~;a87sh{*GllI5g&@uef!1asa- zKQB+NwOD+YI8y0jAa#SBCTVqdsa&>9kmOak#F%g)^&mjfysIhW-m2NY9YNCE!yc*W zGtu!QoO!6K2J8}r$!jf4d^ou06!(s*D``wWC@O-Ya6S?DdhhD^#w@x#jCI8ZdTZYN zB+@?XyiLJ;xkdbw&RfE~M(!7_Zv^mQDpC-1fRoRxq=4DNRg!WvmYKzK;hguQz9p~wWCh-2eb3}Y;uqke6J zJd@oV5Hf{-@zPJ5+D>-HJ?e)QKyrW^_fY!S?%VO@jYWn-eHIT72oWT=zmdgO@mY<5 zoa7mpPsV-j(Ew_i(O55iKEz?YWgyz2kt%gpgw0I(0V1s5Ul-!Y76THTH#&FfeCi0ASH=W^`7;6G7c#xWET4sZ;CgMEe{;sMyJEKfo33^9y)Cz$js9?)kO~5Ir}v zpR$%jhgV%}l*a4+oXhsI!Wfq(mCKA1NC&*Ly41@nTXb0XXq>#I)t3$1-6dA@)f68z zF)@+CXm8s{t?CgpzL!m3m>RXH@Ky?V<55`w5)+77@OWz+SJ^FabyuLs-G;b3i+cAG zvDf5KlXGkQRc~AOi4(wWwl3~Ngs3M@4R*V?rpH^W60X173GRt-R-|A*&L4s6m0+n> ztn)xop(*Oy4(KY?>~QH%;yKs^JA4RXqk_@?ts)BN<7q5?hRrt`j9*@zvnMfy#{%jK zFJmOY3GuG!{!ZGs7SL@QyPz)=ndo9WvsK1j4lW3m3h42${h98deH<7L3>)$ZtwZk= z`61%vT~cBK?baZlekYxNDs;#qkfA8e$A#a@aLQgG9Nc7ZYmPb42qnG~04{@)IPWw( zYa$}gtYF&c_n^a_vpB%;(vE!xudAY!wn{h7vgn{Zx)$| zg|O}t2z|k9Y;SQBlt%*J9O>TJ>Ajg&gEfR zeUz6`AKaLKM8xpU(Ko^&#UqPxzU|OVD)wMg5O_@F?=|4O)aY=)8U@R(r&VUjH;9y* z^nO|QIRxeJeB}_}6Ly_{n3Dgt|n!LbplfHD7$NmZ0w^*{`)!$EJQx!hFpv7YH(amPFX~(icBT7oW^t8Bx z#OEm%boy}4)G3#t^fId~b~!23j1{ZLz60~Ga0=Z>xKt0@6-`+G@%;TAC@cK5BQpgr z3%MqBC&rXTi)&wt*F-5!63v;1W4cjwhxUR%GbH+0JL*6uC7dIYGcH7WAkCqPa4#^F zSmpAxbH8{eTS6|%pHp^L9oe6NyV9N85_PSQXntO%pouyyr&n7%(P3(;CIVS&l|;j? z$xca9xWAYIlkIoys=lD3TiBK6rogC(hibYBwdC}(wqynZ!)HTNQ$d!!!&m6T?%hLox*f&eQH6*vi@$< z&P+p%deL9zhm^nbLrhxHKV|_KQC~x@NUeWNokj=UC`C%7v-#f3v6xh8x59z#9wBwVd<65o{O+Ig8ESOK+ z-k{+eR%(yY18{ifP+`v?TSh1AsHShH?SPy_XEGGq(*5>yf=P$#x)tebqXJW1BD#a$ zuRr!dp6C55O6VWV-YMqSZvYHRrvFN7w~on*hzHX!ZQvc~zg-W{;^np#_hWK=pWwef zHTvl$aA<*j?GtzJ4#{=LMW-Ppo+Rq~lCPsRC;o3`Cqk_)4?k8M1d2x)!FY0AOPz5K z;$f*X?RCVjO5g9Hvh;H+teckpNS=`W+$g>9qB5e{+=>GVer{5EFCTG!mRFnDHy)S= zPO+$GU!I}t9u;ubgnX)_r4_gfd)-obh!u``-33!dboSgibD_3Qq3Nc~JB{;D{u=G@ zdMJs0QPem;onZX`Dhc<$KOhCqIp|Uh5dRy6-l{Lekq8U$69~&YfKIbC*dhN&xD*5g zG-fjNaWz-U6{t+~iL5iyBKueyH8Sf9n%oiRG_o%wca4H3b+TVV^o=ms=_ze+*=rS5 zMZ=;1)tlOo>F0-q6$7G_W7WEY%FUMf?%1cA5_^0!_@lwcm9#`1iffZS{9)-WbZSxI z0OQ9Vs~CI@*dU`AW!w)PRJ-vQIdmejK|NaL16qB~B^(c7oDOKc2XDXomo--c!J{OB zOB=!j|Go7n>wE)dmBSi}+y8xi|JT`=-TTZsndT88TM`mkU_rcMKEhu)}+MzOrHZ};O zyq3cdvj`_?(u2g#*yl5599|%~P}{r%vY%O_gLNN)_5&+cN0>`8S;oy8jW*q3*cI+K zMn5G!ok3vjO(g(Jv%gEc5;5UnpMdF?l)zHS5wlP?u?l^= zx)JrRE+Gv_IJDl|C>E2JL>N?knLv*tmX}*rD?>tWT& z1$zYZ&L#xMsq@9teOC^0hs9CF6E4VF@_7r34b98}L5(`xdh*WSMDH9V?+kl)ZDR*5 zZ07;Z&>_nPDSaz4m+1~+?yE||t=9aWjE9>ZD`^(`@f7(|hXKktm*MR0AoQaFJuPCEs z&8@8_kR|mPI?tFfwKOX1IX#6W|nkiVaGJXp&V>WGIss6oQ?kZ)V_W9Zf6Ka zv8Otoop(pDM~4+Y$Q2_e)aC0x#P!5{qQnL@U0}$}p5+xvbNP97Zn9oyD$5}DQ+C+O zf;27|%4gokHVI_y5^$L7Vq*Wd9k2g1#G)uaMyzKkpXl+=5E&Cx{3{MWwOMkJWenKO4XMY%b*$)s(>c@`I-dmBR;W5;9ckG zW;aHdrJB5_2)7>E-XPZG7YuJ{iuH0i=`*n2jKh@Dwsb}Z+`-ZTk;?etCnglR4UdT+ zwZH_iHkUrPbn}OTJ@IfUU?Af!rOl#cJb6h#P@_WV*^(^8Ig3MTw81QBA;Gp;M`f+R z{BaEy*E4@gpbcUz*{PG+6K5t=t`t{~5pJon zGLud{$jm(b{_ffnV{1=HXw!%VCF%&K2n*;eC%|w^1RU^FS3mKvKp4g%f22i5bIR8tsJWJW|+hf zjEwYZAd|yHbe%l;(X(Se%}Onnh&2G;QU6NA>Fl@Rh+AIBAEQ!XLWDO0s@eKjGSZv+ zqep;W)5(M*qgUqom%UqNAsUYsBt+UEU7D%ZYu@Q(5x!0V=BRWU*f0Np?b%sYQjVNt z+q!Q{$RNCKg!BY@pV8W%|8!F(%mAKW4Q#~|2HF;Sg`IHTId${!x_n4_bEQ(hhP$kz z5aQfxvikYxa5ahy`B)S)SkqS>wgc@sG`b@WR))GyBq{{JPv=Jg^1X+%ftq=a-5i>o1@N5~=ahNzwNF`G>F)?DT? znI>pSrP;#k2k?8ELh_eW754is8y%BP9=Xj8n1waC{*e4BtLf}(S@z81wG_2)fL_3e zhb=?XJHLW=lToiFo-UX0UP!djg*AOwQ0)+fJokGeS2)HWu=G<}Dlq;j9qPh8e{?AK z3-y>}Y4C6$9nNTQaekgPe7Bh6Ez}y1K@h<92X8bbPe2Omhhq`kOAzS7CU@bhrM}^1nw7Zv)b&m*16i%rOs; z*|U^j`FlGyL}6{LpL(?nG`HT`JQso*XBw3Q!qNOGcH&6h)KvnGR?1Jui_>k3)iMTW zcRc~6R@|Wl04KG)wcU9Bw2eHA^@4CJTdug3Tj-Ff%vEz(PARQr|IKzyKM36>?_F2v zDRMXe0vC;2bvZkktzb*DA5M#f&NDb3UYnj}F4=jV3VYt-axSuS)J77vDPU=uae@spyW^&Q;hS!YUQ1#!7tDo zIoy*!7bw~rOp4)Nm}0~=!3W2PM!a7p8GLFkBr}OhYuz;xMh*q872kh!3aupEaZU@1 z&Paa5>J;CMlH$*_Gk+!=!?{IbRYT70zmH?0r_jZ=uNBCpV;qi|5P|`-z~MKrnhPh4 zz_)@x0(&^;M|;bocEu%8*lX;1vG@95y}GJh_|6g?Le$hH(1MvROB(|r44aAyJ+J4N zV;?t&%+*S_hJCUmitg`M>c@ zl<((@IBOunVWuU6O&0l@=U|lq1=@J?_N&2*RR-V^Fi{ciJ}H9a{l3IW%CQi1HaRso zzJ~vJ0CB;=2eCv>KCe`RH5hvhl(nwovzXBvYBD{#=JKJ&^{`{l+`7KPsv%NCknMlm zw*HOj9VX&4s>uH}#^wbgzs-N)OimyZZ?C+Kp6kjAY%`0w(yHjXljYf4%>H?{LO-yXOJ(48t4zG2y5p(&WFhw8AQ0-yJ7-ohrK)@Q#<0 z(~kop+a{;mu4Tlc6#}G|D2~gQeJ1Day!e8uPG0`vh=B3Mj|C3-+p7f2yp7wGE8`@( z=nA&vz@Gy>3dZd0;nw4v>G$V&euFWf?HOb`VMs}Ze(^gci`0+HD_~q#Q_x!=%>tLC z)8WZk`&OH`4L^!F8?4jF`DOs|%ucV9m-;MnFz@}mOJ`lsIa-$)7N>A6hkn-DvXQ-? zWqpWg4_CQ*f!D{70EHJmN#^|Q9TjHXEk4&x18Xkh1{4+&)_4p5|ES~tMLisCuZe*QPZS4fQbz-K6^a5)~#ZFbXxpI|6TnnOYafV4{ z!aj9kG-=!LP5m>bOj2{D@;ImVf+xh)js0RYqL`{1a)c7kCou>UksM{m8%uQ*?vJZW<-VZ(6>K#? z0Y29_o^8YVZ!I{4f}lJ?=lsh^=#fyoE;VG@8@vymE|Wz1Q1m0E-m0v6#r^Z8;q$mG z7_|+rUn0c(*SCh$@lKTMBINbSZ)x7ryeTi|=c-t0xM^+9EA}0#2jiaG`4#ngoU}(_ z%<~qL*_oM9p>w}L8>o9w?caNVPdHIG%;cGOyMwLUFV0rL%PjzAr%c$%$U|!i;eO*` zTj!7)P)2&h#$rf1F7}y2JZR*mNo5wa$28ojQr2|N2y+pZ^WiA z+{V87Zx_tuCExPGJciiQbT4)#4L|pe?{Aj}0itFHRhE5y&o==LZo!^a7gb|b&>%gK z34a4k^$a?Xuj<2H&|bHBKpJ?#Z=5!xYqGhsv4f;feikeM&napeqwbwW4>fm18zfar z-96?##`QKF)`HDvrY7x2Huh;!i}^~HEU{+7qidQMil^dun(re^|19I*NiST({lXy% z25kSe`Spc_e#PBKrplr%kAL$^XVqAQNujLlZA(``9V+#9p z8^lnsxl53jMa~*+vj2Sj*a9uki*Wv~HM>To)E`RX#08Npy7<+b;2*eWc6#A1u=FiRKe>%Wr3#n*If5!&`kL%IveI}AdN%(B|e5_f>A~j zIe`bFkT2maU|zbrjTg!&sqr$>Xe^fXl{!EpX^fTe=s-MHfJ)a|e0of(Gl}dBK5G# z9gyBG5z;D5kRVtj$SLr38X&p8%w+vb$N|h+a|DvlUPK=S!p*G6423k=6P^F7W&Th1 z>$kOBBd7R_KL?*NvYpy`2oeoa4e(d0gqLXyJ1X-9b9_@(wZ1f}aTFC@2j8;~Wyyp1 zZ)C>n`(`JBMWRmOdo~Fz>uSYjBxz(-3s#M}S%a@#}rO+Raw@UdAx zsn{cRmGd}Im;e>rQh&V@ZjlMzGt*k~nZ8GJ3u)ECO|!e)F@zJ5+7YsIaF)TO4w1Tt zX!ch7ROWW;|7^!U$X?AnhS6 z?@Ok6iiQ?^PxNWB@$Q?=hv%0sC+1JP#H;DoJ6 z|MA->7IYj^I#y^O`Jx)gKpEkxoD;~~f7KvBpu^N$VKn&9p5c9k%mlYP z>x#IEzy`m)#b@U%Wl#f;C6;J^=?DSR3kp7vz71i{VnI+or^5|U?x9l)5q(_{;EOI* zUUCx$POo->IidOZS)L^4dA~0)D+eyslY+bsrr!s~>CPvUYKMbQk@Wz=lW4V3F;+$| zYY1oZSwg}{x+YDWBp9xCt9a7vhoXY3brK>o#RzYL9FYlR>b#?nL%&)KqXWCmXuhy6 zN9x?x^XpBxJ46*0AhUWn_D%w_L|80{)+aOlwV85SWQJ*h`E`l!21K`Px6Dpro{z<3 z=h!e#oMnDp_6)I6G{B$3_^(l>qPAcnHBkOP)a{I9?FYuv8(&wCA ztw7QDcG)$@d&aKC>c+t>Z@tUQgb89BM#E`t;SORU3n|( zRZbcbVG2Z%y~?t*EX>$>Rj90&xx8jF*o)cHQta8$*D|*8P4MA?XSKw084_=cimG(p zQkEJ!^@rq3OX0YwNS^&VTv(7Vx; zyQOGr&orHb)2b`H;pCxZ7AkGw)sCasd%|>AMFKWg+Yl-=SHjnSH3Tz&hbgJw9$dM| ze4}UDd^od-iYYXaS)10n<>{pRTMgSgLWJ4b+4uHqpXXYh{*g=J$Th(44KBDBI011T zGI~4%FJgm%C9y&{T?$ocLg4P9c#v9fxy2?!YKy_Mi@G(3u+UJY_Bk$Qt^~N$C-0)? zIP>Xm?hTo>yw5lkL|3E+NyOxj{xL8h`+$4+fpQtCTwI~=JpPwL=&d8;JCXy7N|RCj z0#i&x6pu}uJ{4`wWV)*xpHu9{zGgWD=Vo^wypIiY9d;xRVP%nfyi($~o|8@e2(efY zl#7qGQ8fg3%Lf*&T%c`12rh+TAMghG|B{#tMN(v+GEzP7x0VMHAC&cVy z_~u2IVV3-Gfwe{&q4Q%+bKZx8E9n~ebwXrUV5+wq6hjqI$%B^t{BQR5H~kmcXN;I@ zUquWlF^PzzsDoN$A*RE5&z>XV2E~696T;*jAG)AEd5L5L*AmM$xspj_`mvQoA=}`5 zkc~|vJ#w<%&CGr4E1$tPMqu1M7A<`L38)XM_C~p){8sh?K}#?Z2QkfA43{bxL3pxc zh~sxVWEZ@=X$orwg0O`XlJG#K2QFG~!`jK9Qy z0^%0=oGbj~(|?R;Nb~Rm=Uw}f9$cmDtLK9glj=rezIm)yTTOHF?RcCD(IIukQBG_y zH_LqXNTdP*dxKtg>XK18A`H2p(elbd_6(qAjoj_FS5VMwne<*RttcZPjBRZ zP>mdn*>q4;LBd;897;XlDu9|0Q8iv z*W57qJM@FxZz*6Gu^y{De{XNh9z0Y&u>JFTkqkb?1>%mvdisPo3A8VlNzC0(Z26yddf~u&vaXJf zo*m=vsL`dSy8@fVdR#Ix6X%Kp$nd50e4*7WhbldLOm=p$w?#=nz>BcR$m$L$1%>?h zc-*k?@Z9U`7uI?=_JJA+>#Oa-=2xYQ@fv`bz9iPN+4{wwxp`yqt8pm_Qq`7|*n1tb zsb(f7qj26p=Tc7L=ib<{psQNbLE_$@R@CGN)j!@HDYe-XBrpS`uyGg*SD$*h$~;2CLi2Vfi-v0uEsh-b)zs+VX4!-yy0rPJ@2#!aXDdK-YK2;XdTwsX8!_=!okqswUnX}&Z{%$j>OzyB9Z|e~ zaT+Hwx>B~2yiFR0Ya~On4f&$UoDh>h6S}-9zE*|@ew^$KzG@v`n-0^NE~g96GE~2n zkO=j>DQjDJ{~2MZ)Rzno%jfmh+;#?Nx_n=dx6?Pgb;c=E8B&O1tngYA)G}k^wAOzt$yG(?Ke_wiG)__tG^S1zkmmMq6;&}vrM`&_nIkjhGBW5ZwTLb=Ji91&g^h6(+E&6b2>drd`xwdrYJI9 z@r~bVuQS5RBe(~S@VAJWmlQy8t0nEJDV{vlnLCnM+IG@Ub>hg9HBTGwZ&H$ytOk!v zktkG5{|*|k5%cxBtmKb)QO*7!CoRnp>3YF+dy}8F zv(X#pz@YrDoX_P@+&|MNiUGBvy!l`T>R-A)8V83*O6CaPeuEQiu(WEdQg8_&J!eIk zz|baLiSB5Md^k>6F^*PU>0NijV?BxaUQG!c1#7Exb(qvgGoiOnSkCKlyg~r?QIUvG zOr$*k3?C-xNsH-|W``DSiXR6rH_fgpt4$4Jf$f*6Tpl%^HoVSiRQ2Awp>(8-j%WN_Rx@m={8tL?L`}So zNRtI>Vjhxk4awKRXA|nh8dL}HSTL{U33tTPnBwaWCWJ} zL?`2$Nijrw@r(9bDn90lX}9D^uZoSRYR(Hd%IY;!XNvibGkvnB?5+ZO49$z$HGY~r z)AMzyrq-kfjq`VBTyA_W&)Fe?u4-9eZ;GL2Un2a$yq{X2@w=Tf)%6Oa=oHO+8e;Z0 z4lcIP6V3BJBh#gP=xm8`jg-`6WPlEj0i$bDHW}W zq&IQ6i6&`!=4v;iLBHRDor8((6f|#6=%`J=A)1XB6Z0ph_RYX9UL7fGz)E_{+t#fZ zYaF2VS6eGsPWGD)PLgtz>L?-n7UTPc`ig2CHAqOx?3^Iv_Ij>~#SGSWl(!||)ZEDO z1Q~+ZvORlzh)YSqapkH0Y4=xIfgK-m$kRN z7oW5fe!=5bF{6bdRbsAPIrmHG2gjAxXBLa~T(28Jl)7_GBxC}v-!i>#H8l^oh0m57 z-8dJySDfdbhP~lJu5mhGjS3^>&z@I{S0ivsAm)A(l+Dq03}MMQI=Ms;Q&r<>AGvD1 zqdA;p5rs)}#f@Zm@k}1sWC*U|OuNogps!yFEY)!{s<4VC2Ywo-SIOJft%4gc^L)bM z3^#9Zgldqu)UOuxJlyJv!5xb7lyjxWxTf{Q9`2SuO@e{>`uPg^RIF&#@Qut<>h5(U zcs05Y0GV*mwZ z#_Uv)ns(R;(^_8VA1we1k9*|Xv*8w|Qk}(Xxc>n>;$WIX+rF`N#6r%a^9Z*OyA)Qe!$5-S7rhy=3IQB)B;@-CPq}L}3dd|;q+`7HG$PcChz>+!+78MB7v=FZk)xio{j8_&Px-XZ;ZxbNc#aJ~6w-e9T) z2$g_2+t+1*zK9GXTPlt=EG+USM~VV)>O`OXxZQqLSb)g}T1V+`*Yggfl}i`DTE6Bzc)|Ml*VnE@v7Nia;hY{< zO;?lHFTG!zVKCj2Uv#B$)UK8_%6i>i#tc(o*d^@4Ns{Azc#P(&et{F4u`G##$0@>> zGdYfM_a`mb#MkAk4>z;A)5V%Hbncf`d0n>!PgEGc z8cf(C_r6w|tE7<%gDktQzh=Ova9z5IsH;4)EQ_4je^?;pcUDbJVp8jiP6Jy*Pw_VH zM~%C64%mZLk{e z(q5#~lqo{zXz|dt$ARNNc26r%ZF#z&MNM;q4UzUAOqOL(UZs?w>;ptrI%XCi;actM zllSS2Jl;zWHLaYKjgDqSyD8&Sb~8Wed`NiZ@5ZLq-$QfGF4l6cy8j?^|BrFW|M#yV zOUN71w_HbV={Q($2RB7NYtqCrjSo9JI}_hOc=?B(e<68IioO(zCLyGr1& zpJlVNv%h!j!7Ng5N~H?++YM+4{@wVQpcfv0b=30F>+XUJ=~6oW-3Oo!RzYHuv?@`p zWs+l4hg!#gkoWSd2B&jlYDu(d@d1IM>>INzx76&MoGbcnl$& z#6RGR&K&;I^Q}!4Vk&2HxaZFFjvMAe-$D%RfH{+j!tO=Gc=-_S?^MIC{D6~5#(ezE zlf$!%X#*zHLqh_ldvp_liNY|QSDSKP=9EsZ+XzbwSk zg=CiO ztxNL|W)6-kz(@8jk_3=EKpReil$YytXfU1MFsiJ5J$$!8du7?Eb(t5PpAzQe@6*_| z(z*X=M+}3dim_2ZFs`g0T-9DtaKYWX|LVl^qk=O<+U%+$-B(|3%}4Qk84-yp)2?k} z%hD)}-3LvsEsN(GKtlW&--C;K5xWH(`J8s&b!NaY?d|Oy2djbot6ZW3#dEup;LU^F zBwY*4{UWzgjoAvZ@7OlV%CW>#r6zsxiK5olt&Zch3bp_a6KRpE;yhr8MXSf@P z>0nx+;k0FL$3MgN>&@Bi!5Ab~(6BPiI^x5nc*>?=%)3Npm9BDhm%7t3Yy@rEGdIcw zK|A6EuxbTd6&{o;owyNR{DsL@R+tZI)Vlz7s^2~S40 zB|Kp*{t<33#Jx>DcGf@q^JULWr*(u=2IZh5+P69|O)A9vQq9-e_?;%r(T6T2pso%c zWdwM!nc4UQl?CCdU_;%ZF8i^A346f}M)a&_K+1^~ul8ATceAc1z;uXa`8IPDMtrI# zj;e=17Mzv%z#AGvb}xv*f2_7&c`!6?{));dB@4BIw9{eA^labGd&-m)!iLsWaZB`Z zz`INH??w?Qej<(^UP#D#AgF<7fvb@O*-|#aLD5%6mj_ zE`xor2#Kz-S(I*YIZC8WNzv?^u-hye{E@nR)yAyX8HQ&$v&9?5V$Rk!c4(2I=I-Ek= zW|G@D^0`&0@}%xP(xp@3TuE+Tu5g32K9@yPrR&(j&uAxJgS=A?{!pRrwfe)vtI>Z6hUU%q&Z|Tj$8-?vw{*g;(QzC&o9W~fyEtcc{ zepTe8L~_)U#9?{$8f{IUJ@3LAA=ztIJdE7G=EsYWnn&)vo*#;Bq%V4vg?6$nO-4&` zU4lk5C6j4Jt%mIfy;&>^OI}WK@)ymHOe?Yrcx4)>5F*KbfTUTG~iZ(z`!f+XJQj83zBmsag;9??J#n zOj_^twD#eZIK1*+wP*stCBm~5nO4><_U$E^{$i6#liM|ag zh|+mGfHLOgeibhYGlwUYRA*~6GUC=*B685qybtoN4uL#I}fL) zHoNN}(v%{APg6|0m!2n?s1f1cOdeL=W5fHlFZM0e7{{mJgRkD$mO_Q2rP3*xfYwCq z%_23OgI^g|Bj1Hi@_n92%rA;29or)x%-eniR@p4NTP)PYplLU{`ZZQ6PM20>Y0r}u zms^>|#aC&f^H?lsq}j|B(~knhyQ9c+;Te|2`iBSVJv ztHV8SavK0Ht6q9NyrT7n_j*3KpZ4Z|>55nm_;v%5>mfZ{BIdDpm$cLfXzgc-W|q=E z2s-m(S`aK(OpzFXloG$rDXLwrjRbA0QxM>@V#ZtuUIJ}-WjCucrI z0qHrAd1mwI41%A}r&e>tDU0vBL{=i+et+@pM@P7`k@2O8Jsr;_#^k=`seJp0Ck`fT%>eCiwO z%){{>cQc{;PoYIyEkA@B-1K9_ORIBASGl{4=4 zxhFVuefFgTU@dq&ZyYSRoxKA9G+&dHa{6S^OZ<{QLo`m4uedgHG_SRZkByb(G#mQ4 z9I%qy&2rWT5ERVt#xXmGix_HjXi9|P{#a^q?@fp%@5kE?YN!p0L=ZhH%=SC?HK5Ub zs7Y?GDtyLXIX2?fu)o{cOR)qCWLq zpWzQBEtN73oxW6i8A?K@Ftf0gA=Kpi z`7YIc&uqafKQG78wKZK9^#~KsVanMG{s3O26y?6ZCfwk>4Jf0U<|1i=zodC? zm;pw%S7uQ%e)^1`TjWXwuBPw)f=YB&tj%sI(`gpPzprwN_hT90=M0$jL^39FvBcfc zO6741dggP{a`Z)I9~!Ur>7tKIC<$Y)I? z$^HBGl$(<#x}eQu_D&&0o`;Qi)#~Wk+z;kE%lnpQi;X;KGF*&DmZoL0UV4;r&6=`$ z!mt0iiu_+rF(p)vcYZv1NWo(S7xbsJbbo4by^L8rRO+OGR@YS zMLiJROLUpGyEqwneNat8@02yYZmzGtFMSyFQcWzPGmH z(0Sr@@2vlsg)`qJ7O{aLv8kUv{SijWn{^xQd$N-|rc09F%Q)t-(-0?cvFTtw)_lFn zVoahnEc3GEuPn~KYOlYA5_C-qB4jK;+hLbB^CX8o7GR*Cs`=t@u$WdQ*j%b(-H1pWuri@fl{ZZk1+0Idje-)kR*s zsb;lfg6AO!J@LkUiCZ*VA|@VSwa(DIsQ)^WxxIUJLGYqWF5<=sj^OEw8Lt8Uy7y!| z3kwTtqgpoEHM8zXgaOO~`|DFr4^mj>HtL<3KCekH?3hw_YcQ|hE$%_jmM z=m%+5nFmXkhyS3~VP;`y%gCQ^(M#9Q(A@1!@Bu`M{#m!nOL0{IN9cPti$lxzO?4`T z#&VD7M?FuwXw3SP-6kE8gneeeehMqg7TvpPqpz^W$?l6u$(D~A$Kw3ef`x+RXd>mRq#U+PU}eW)aObW7?CD*pBEJN|QtCQZ1}NIgVdQy%a#guEu^vjBa;iAvW$?fO zV=}+0ylmDkeltN#J9#d9;nYan4TTqa}R0WwrQ?|9bIdEn0SZ?;loT&QC4pC;EJo)9-^M3 zYdV>{9WsCkZqI7?dd?Hx@|!W7T?u{~wT!ug-||QL@a?IZ@WVSCtB^dQ7imYQIiOT9M9D=a zXmAgMMal~vGnd78f#Y9K5?`Ea(S{w83UPU!qlwBj_ggU+^8s#Q{=?e=ZZQfmzJ}g*PqhaLbPhqvccfR!K_8OO>;3M;sNh6{)Fu zDu_LR*Vte~QYO?NR1!f-uakS2oDAkk65`e1|e!NlP|^fH7XA(Y?9tZ~oH zw&%gXySZoQE!XwsV7k60Z*Np+tayFAP2IdGrnFG{6gGh4zkE^q;fO{?y>E-y{`eJp z#pNt`;!tX~ew!^;&Cxsyz@+-zF z=I5yvWXoF{y2xvsPu}`2+%eCbk+ocnWc+2-_u`*pRKKGWt8BiXwU?8Pe_9|J7K#9# z==8|GH-)J?(QH@N$Y16b!s5Ilr z(1hIf0M&%^HigT6FpeK?J>ZYRW$}L(isr*R5~Lg_M^5CH@6jPh_)Q-(BK#0E*Zs<# z1>?2oz6?3oCvjd{;B7?bx$g zyXMp+#inw_xZ%A|iPS}VNCZiB+H;lUC{oJ9HNOCAoq0qQP6Zx0b4*=v;f-W&D9n>f z?I-t_&`0hsLXgqiALnVJFvpl{qZB=l?)LT}Ubez${>hT^Pw?*lf5wRQ5mZxdv=Ar( zJSP^5??|-j#uUo@7}UGgx^hz~2uTYImWhdp*=)A?j*p@)x=9_^#wm+ZqM3ApyiezO zrSXi+9X=>ax1k<|+&~$0cniCsS>KISy>_w2ul@P%jwvW*u<0KuYT$83Kl~Aj-c>bNF}3#Ggc?w?3RcKhY%k99 ziF%5hKK_;12tD`sW}&hZfJ4N{7M$BMk?Y=ZdMt6XW_c_eAKSlh(zJHRIM#Kx?tZP7 z_zDOf_b*b#{)hw;Kc+y%E~!U%#&Vz6|?{9Kg<)vL+U~L&TKRCne>$ zzos+*F<8_OS8;5wML%Qe5#rqlCRv>MxydN zPVYaSK?_qXh}jnmT=WPE#){v)?1((q#=s`$7NL1551R4>ccA*6H!=9`O9tR5Tv=n` z>-~qNd)}9nmqM;zb@+oG3K#135xtko_U^YZ;0OBgt{L@2bH8#9vif_z;rE6_{X4a1>HqCGe}76*@^YYB68oCje@g66B@CYbS|-@%7ZZVHlU%A5FGjxk?TWeR%aw&cCHtSFWK&!J$v*1D^kzzenKm zDtw(#_TTbtS1|Vcfl8oT@Ra^7^Sy%Mi5qbE=8nog)!et@)7QZ>64SXA4SN&zL{w%* z+W@k$CyQEdC_lt7h*>A5fW5gJZgVjTTkD*KunLqe=AJd!FmBBp@lszjM3q;_D+StD z<*T+yM61K-#l^;bm}RzlWUP~WKBChU<(;3wn?DN@&}u5n4A6!>3J+$MVb{{lo#35$ zVQ|P@YV1L$Qdei3vtW9iiF0LITUIJ1H0@>Ifc9x>P4`%1Zblou@&p}Yo@>IRr`S_` zj3?bS(k(stt`mvX9Ol1N+cCcxKNgp0Q#^BaDR|=sIpGw1Y0g(_Vx=zYD4#=~+tLs> z9Klb&KJFX3Fq0=q-945q?Zl%}78z)aytYFhrkhIKfAaOvPgQv-NgbACW!-`EY|xi9 zc z0Yq*xw>FMZFqwC2j;ETm&?lp~r#;y77RiU+W3I6NZ$wRq2IQYE7HzG@~K?)VMT!m!}9++YC589Ce5%aWX+?eD5I*mDbKQtqWPRQpTp z$p$OSMF-ql4+dH?$WtHaVQ{6B$D))5%T!Begv{*+MISsl^r}x>SX)k*fH?^i$L|Jl zMK!BYI>=))rto~=U^*(LJgCa((2K5JI^0z)7vXP7ZpPneQozkPRO9#WnS0_cIQ=&> z*Z&A7|DPc?+3nK(A^YzV|NSu`U%c`9eJ%6R11TtFo~9>qp=^U=>0r*wA}b)_UR}ms z7(`IHsk)}&*zRCuLT_4joz_1gz9KDlNR`X1XwMI>RPK*p>C zg%`YnW2q;WMCkRb;30XYGZZF=7on6GTF+hX!d{%p9+c>E=k_Mt)msYhdVdOECz8De#BK5@?%a64=wJP#dKrJcb>52Yq(>_c zQVPxQ_v0iu^8WIBQvO@?Lf=3nuKPJo#rk*1O18sLXKS?BQZ1M*sb!Z*A6?!h6Te zzGeC60h?D|vwXoL2khiY<*$a0^#v{1U5_?>YW#fNq^oaER&xz>9d_-JR%?kOuFh>nIcaRA7TTJHmrQPUZ&<~S&&MY<_MceEMsdLsar!9;nV$_Y` zIAzxy_mo@JV;T7rH-_?_UwXAfL>zm%&k!SJ`Ak6Wp52e%FPwtBjmzP-SSoiu)qlF^ zcTaJj6p%SgH68_j>ao;gNnlmT`Lt)}(Am}hU}1PCkcukLX=f}?Jy6=wbpVUU`$gBF zRVeOr8uAI@vW#oHZ8e@|cq|nLVq#C(*Y_U6o4*Je85#e`@k`@wr|%3LA|O#3yiZ`Z zlauf+1w{wHkuZG0>ddveMLjnZ^C%eUEtW_&UDi2DUFOZ%-35?qQDhGWObUwSbZ;Wv zM>TSX%$7s&Sp6hYwkrbSA=cV%rx{wU9?xeJQY?J%VmdhU^F@4Sn49yy7Tdpol^MEaZ;ie8$P<(-H8Q8CeW1@xiOz5Kj}*nc}zwDep0 z`F3j6&)27jK0c7Q)_t7Erw!X8rF3}xjSA|{#9XlXEIMBvo`i}Km{P+iU`x8bv}D*5 z)WIr70d97q=t5vFmde={$4vb zO@-@oKBL6?>3@b%UjY{)bT2o(;Xkv{8`5vve4WIc46Lmo2{_y8BCk-TxeLqYgTOvM z^qL`pq=s@Nklr5=hcR<_!9;zbi@7P|3cxct>h>M3n90Dz(Dfr1%T113KSLi7;F}}} zl3pi3IOZH%S;s-%63Mzts@)JEMG&^LgZQ1sZF}j~LvEpdD zs(hbWAcm*Z_s#5%hhCPc6kW==YWp~KbL-nbQyAmF6o!w}@ZLWou*hfm!ldlCu2Vr> z%Fz}z0r$Bb+8~5s^;J>p9cBZ^>#bDl=5p>*!^u?yhaB6ZFAe%QTkJEHRapU z7trs9GRkB(HE)-h1@1Ym{V2(fITO*CD62heM?D^MwE@v;{;jr2-do@s_V-R;{zl7S(dQis-c)$3? z+k*RtAn}*)g!YLes4tnculT;W9r75>W0cyR1=ja!1~7_3n@5<-JjR&Z!Dh}pl~sAi z$DOB3;kT&LlaogPg-TyEJXy5ugf4JSJ%gNV)4doNAL>dh*TI&$+=E);aO&g4IOjCQb7R(MtE z!`vQ3p9K-O+}kOf;W1}+c91u)X!WoIJ`$}P@7Fuuh?2%ljeUHSGGEEm{zvIK7W3tG zac6?!B@iqhu6m;@ODHi?L!HW4w^|xrP-%o9JVutn@+`(=o-;8q;Y@rb!02bV#t>^n ziCk$jU=&#aC&}LIjZ#INlH^GaMpANCTcO3wTD}{36%IBs7oVO%CY!A3j1C_O53-0? zt@lRd?=_o>xLGkUbAqHK>oYquOXG35ZJk-%D>Ha+1e?#$d&f4fmweC|>=+ZvGFIK; z&I+B{x(^PsD~11N`m@rV1crTJ#)gY~2TCNWN2AMC|UnM_gaL z-ZcBqR_os{J_lI%`%sbF=W}JM4mhh#;WBv?NY!R^D%-U`Dlk3Z0>TxgAQSYymYszm zMq{0GkAywT*=njjVaaV9bb$7InE%4(k5sHe+`^!rt{M-difYwZX9qWEi&dGA?lq~( z%VSehTcuZ7s10whThKBxrkIZvNF9){ea0r8JSizb@LuIg-o^N@bLNY>LqkJrU~Sar z{e4IC;hcM5ack%66R?|UXvSqu6pWkaB-u1~z3|7ro!o~(2d@jb-#zmAi3fCWex@hi zGA7n{Yj0RS{b*M?Dm4AnW1X^gr^U^$Dzq%^dbdX z!QU2FV$RW{GB=>%Kw#ocq~6;b)0<(GQr+za+*)7GjY*rS9XUFk{4&HN2JE@o zuUgp%pX%OB@i{@^2ql&bo>HJofo3;97iq zZTE6!eXiL@L>=#7$H&0;P6BFkLI!m6Gwre(!7roK!fj@UzWFD@2hY!usF;u z)_9 zYT$h$A5O~ix=*v88P3MB`KuRcJ}V=RDW0ZUYOX1cXRuPQ0@yo}MIMNXM`2rwYajm6uA|>v(?6!T6X9o#RReCGL6DtCjfB!s~uLlRiG7*L;Dd z+~9ffOV-`~@bwa^D44KRhz8pRU+=!U6}@5e+6uGS@_N){cf+WBI>F12cdk0JSZz8^ zM?Z)1F7c{V9z9mbe>_nUx#I2QKTUKeYoHK5ILe%i(me}%u6fEg760&$N-fV%F+O)A zT_vvHoR)wT@<4YBp#z#4{RXD->$i(Enm&@@LTphxfOXOb3iTfz_YB@ z00Q&sCra*VAV8~Z?0TsdiBYFi9dLk{^@Y_E8*broOI*A|GgKZaxm(VjpZ&9XDc8hw z-X(k}2B)8=k2v{!`8&UjLryk5M}{&1iFu1B4EXkiRYUkrX&_yXjj4mKb^i`a^!daw z5$Skyz~}`U4}wx3oRG1s-gOu~wXFDr*1Hwq?U~>G(P%gdr`tQv8FK?HEZX5aGneIj?L3%)Z>7{c85jtsmp~=zyD?O40u`oR4o_Ec&iCk#{;SG`Pasx z6fa)}r@9{#)9SBCH_my!3=1M+w*Jz1ab>! ztR){{0Oa3aQ-tM4-HK5;?N~*pAqU&T;m%u=)Ufzpdp*p9V|req!zR79OGC|~9<+vJ zC^!_Cl~?(D>x3jlwYpisY!(r?SO-=!r3t|kwZ%O+&gI1yq!ka0y+o|hKf|cY-5nfd zl{Szg$_w39&Q|?#HJHBZB9lx7oSd7EX>4zV9sD+|mX7MVcLx3V^~xOJ?asw1(mg(2 zf$CSLzAQFP9$g&gSR=H|20jv3x(t&m|9Gr%8)NiF+f!z6)5#@_<5zgup-rFGcD%Kd zp}fleYvGwyMsTajiN$RC-1!s~E4^;g)|<1`M5kCvVR8>OR%tP#if;7pHoB<3!3r;j z3=Hf<-{I2**}LiJDyOo<2A=r{`s!}ooRb`E=WP1`cK=THlgwbn7>T%s_V%ZLQr8ul zr^eNARpI4jUEC-IAe4+M#Hf=%nc@c9r6i`12Ro;vJ~8fue8C~*S$Z(^A~nv0o|jjv`HuYE zmoHx~b3eYjVlVl{SnIqtC6rQlP@~>4;j#J92%YUfcX!rIgUfIq=iE~|2A@~OS~VOE zTF1qjI?vO1y~7ijAKeDE?Tu<|Rb6?_J!)!3;#b@g8mbk`POS?|igJ+EVn#Y%B3jKL zef{7m?~z9g@uM}*hy0jd$;;|5g!|q{I7bZp3|im*?%bfhT%aQv$}^)dp+RFdhzg$oSxIk? z2DE4RkYcgOk!8cx#j~;i?&US>g5eE9 z^T9K2P6w-ggvS89ZdC#IyXme?-tpFUG)$|KqV~^<2AP+&bfJzmsyX5JdY`MecofqF zyw(#7OSA7VnTlWTcHY7hkK{bIBzI|F0{F=d2I+G2|x3ZGVc20Df_9#xsUC%G*!!~?)0!vVsj3U{tL z;zU74MrCCZvcu`Lp$Zo7_T+h>dX^np?*e)OX0x7wpH?+9O!`&X7NrfkD=)x6K-hq> zZYm?8r66*@g4M^HDBb|o!<0MM_A=Y1CyqJJ!Lo;umR9O;;=CnX0wJff0|j&Ut4Wu0 z_rXCy8D$27m$O7+L4@?i2{k0oH7lRP3$>u8+4iQ(-7(J39$xpYh!v_cC+ei@xU4uQ zPS|vL*)LBhGSa_%?_6>&l?XQ-9Dq04w`{i(ID~J{QHUpX*XpPAD_`k4TNe3IXFYq% zkxmq4bZuAOUVL;;U|j}e0hxPnEu|Tb>(L(Rb@nk6YE2hUkX@2zH9wYO(gK${+&sE+ z>+-r~7v`>baQ0=LXKgpGbFNdzI0He^|2^v$;GFI``xRP5B3^*Rm?7HhijnBp5g9cV-C0Y zuo@!TgyQC&$Vfb3Taeyvl<(Se%GVg9xwjj>sUtTmSRY9!>#cq|V|B_oSCH_;Y{O%w zH4ZD};wHD9Yr~PwkpGGozhXN(hS;tD)^hq6&5zGQm|{ex`wnbe&|a^j`Hld35+Yh< zu>eh8#e8MzK)*r;$rS|WoTuEqM`gk;e6}vl$34MS7bkfH2Lx=q} z*#6k*4K|~0)yXCk950R)75#4}wV{PKE8-LVa{ORIGFs zjD!mua{;WB7MoZ=eggZB*GctOE7gK{FyY{naDiv7@Hu5e!)=$xdwZ5f!3A?*i9KIm zB7YJS*TuC0TiqJ~Bg<_yQ}0K1Im7?+J<3nL?!9c{GVI^Nl{BDmZ`7EG5U?KF<|SSE~+TM z?t<9KM3>^*H+XRLeg;(=+H~1_8eXG)zJhe z;h=Tq;SE9E+yx_ZWkW|iX~G2~-S=ASL7{m_xil43$0B=1)iLwX(u_pLk_Zn+na!Vv z;`@t;?U;oroih$d-b6oRh>`X7mUpKsIk)UPh@9xgwoO>i5=d@F@+~ZMq zP<@rndKy~3fP8zkMr!VI^xFK})>1-W{CQHIqGu@O3MQrJ3Km@XXbMSZ71maZBe)+B z0%+AT#UYDflhf5!Q)^)3Uyh!4f(TUGn_Fk-;J%go%rA#u;|AeF0LY#HkpWslaWlflz{TP-*OSx|8!MCv!s;o)IF-1DoKylXR*1=22? z<4OSmbHic)*SehrR-mVj0&;>oexEhSUosC6cJSI!f$MRK$a2rE)?E#e>C<<(Za$o7 z-UYsxPjvu|zTe%`vebMNyD@kYi&7AER&CI6?b?^fY-zNUQzbLB`CT$E-G^;3I$VO6 z2MSJ%7f$hcA3a4>`LIuC@3y_3+LIdkAfBuHXsYa!+era=-tzK$KUeNw1Nek26?tX$ zXC)bcOmTl;R8V|*<-qsT!cNBhWpkAld6WvM4N8Bjh^sn>auDeru!0-TTjj8AJ6Yeh zD%w{ry!}WqHRF0jDh<)syptuuTmqUbTzo zbmxb5W!3U!0kv+ZRnv(P%F!;*N4xf;Muo`={A5R=983>IrF?wE&1epLaB{y6c6%YFLWLLu<9XyMn zvtkY@(k*_(zuUUVdLK%d`r-{0yg(xu%(&bG+z0nky|#%pE1W~~-Zs2j3F@xbsRx4z zwL^$xZe$)nx3YP*(kBKa&=~0Jo34GLY=t(4!9SDBcQ6V=N$>RjOUQUZD{hahtV`KMkxX%x#LiR;2Cr3M^2;9k2`qNtV5T3FLLUTvMUhGgJuH<7@3A= zcHd9@mC;cX%Mx}PqT)&6k?=x7IPw*I$2@dxwrcCNGL<_^c1GZMRbrgF&ikM!OM1&p z)%Y+rzImz|@pP$-H>@qq3px^R;Bi<*9HwK(<8s;*Uh5^w7m6zN%(N(Y=hP$6;Ml3* zmtm#V=PbA(*ex0J?7dZuA*%2>qx%lqITs^HA7|JwaD}d1{a4>yZLeV@7??G|^E^o) z^cs7xU&SyOELE+>Tc_bgxm$68v38RtJE@_7{Zasdp_;EM{1NfDpOzXGiNnPM`(*1* zrmlNgU217=xMTc%2tZIoB_4bZE$iRp6m&Q_3OKfdvzl~gHH4G#FPL+UdI`rdBkDBL zx>xoRw|Jd9Ka|qcKSm5?M@2L1>4u|Eb_UaS96dXhr%h7bBvP4FBu3mj!bs!Z-MF*n z2KWL9aTIVS%8i1x8(jyPTu(am7X@`}D#7sfh60k@ycF;lNk&bo`X0h6-`wBYtK*<3$D=B z?gSN-&WqGJ%iS~UY^f*-OCP~rCw_kZ(1LLR`@JP8Zo9n?*yl+GyJwAV$XHz}xs4BZ zsN5cbh4M3O*S3JzU0tsg92XR{ON;)r!GtM7WtDoGE~xync0t|PmVjuKT`6$!$VXyi)I^2xlm zL+>e{7o89}8Rxr7<0&vqFTkLl_jzJ@U*pSL#4j~%6dPyfC(2Bf&e6v&1tGXDWBocA z+sFVsO#zQ*KW<+mj{@up2wFhX7O%3nZ}zbUhs;*z0J)b|uo7nIRYYGBCrP@ag4;QI zwU}B|R8$-ip~jSkLt=fvOO{7bT3=dWGVtiz%(Qb$L57oT-&kHW;QPo5zq|H9566L> zL4)-H=}DS*i>60hY|C-IXIi)x^ylDaKf5}}XEowqbAc>B{PDon=4z_iQQ@*_y- zMq5v;xS9k94d4wclu$nn%92TvcOm6{q=DwDDMf4yt~fQL3T4R4Fe3}g2>X)ODUkY^ z*D8n&b(<~g#KgoTTO{s@`K9zZkGKxdwH9g0?r8L3vdvZ*e9}0eIfxyfD{gi5hEVf; zJ%WLGCF=3LZ_xJ#nhE-N0t#Q`G;aT%O#XH(z8%_cDIBiBUJJtb%B@o*<6IgfgN@}f zb@;24ipMO`d&@Bgh%p%H`D2nPKOxyf9A7>E}DJInnLeCi;6MY@d$r zA!IP0{Md@=nabNp5>X?jT>WsH6`BW_1^m>$Eq(p!5J?{wH^Z2Xl4SNK^H!S!LyAk? zF`c&g1;>S&vz~5neX<@QX^;pke2vzm;vz}5CZ*ECJ$OTcFmCBNZ3N5s$3f+3k&eU@bq2YzXy>52 zk6%zs8dY1(%k!8DMlNr0^L{L%$gICr>Ot^2Z?^Jj<4jt0qy1 zWk_ISzt)3KBOBc&6Dtk6WQM@CE?6{zt6TR(AH<^2n}841`-!r& z5*QhQTIG5LiIC45%{O?}G}5c*6SY1J3$~xYr;+b`>-&D+wIWB38U%~c=^=>#NLBuD zj+R&Tt*Ox0d!Ugd4sq>I6HMFsB)~z>%&gm}9?Pgx&@$8)Vq1a5&08Hw{ba7n-K0cQ zT|G~hb9?ct@B5OES4P6g1P4cf zR*?cW%tdK6#ueR*#R=?-8p8h2K{$uC!MQ(}EV_Y?7JKCNf@GsQ%uTZJm9PJ;$fn$j6+DKM(sZul8#iPi9m5v>UZ z;8(mBY0w@L8K>tB;Q&4gQlQG|T_8DGX=a$BbZ{hbbdQ+J_U&CVzShRp;}AsZ=(WMe zAk%o&oN`)xv~$S$Zj?Q{z)pcyIXil5syetJM7vN;4h?!>nHt}k($mwhBS4bgl|13F z1h|2_Ip<{W6EMj~P}SwVMu0NxWWCHJXUT+S5FjmLT*9ly9@AAHs7f2M-A;|b#CH>=L^j4WtmXoCLQ$%`K zG}+Bna@%<-OsslP;D$%F1rtd%d!ipRdt~+FBN_-uzl%M| zDmk^Dt7r5;ZABeO#LuN1PFj>c+~IxCpi})lr6+miqn}@w;6+h{=D^s{&bZmNKXxxB zzJ`?PV>@kVbEXg_3O+t<`80ti>FMbbUpUeX0d+#V#mEPW%nXOG`B%EERUfFm(Rb0* zMunK+9NaxY?GQm&#s-+vvSbsea%2|xOWyUG45Y?<`GTmgx39LGaCDj;X8?o~{9apV z^JE>(v=8#NLyiY_KaF4CZvzLSNLZ- zrmOonG|$JB^LzVWTBk|D#_$;PxANxzVUVue6}tQ6?bl3N+hyr5z;vPAG4wQZ-nykLO+G?;2L`WSlILjxuY1f&?jzpatXZu66XK6oInvo ze>54z+ph-nwmcL<-%I>u=D+*t>vT=EDiU-KBy$%Q3Y&CAPHe8=`#z-yzqhOTk@elH z7^#XN9w@8@ua^DBUzxs7(YZ-T6!nisB@?fOD}O?7&otbB@Zf1`YHB2tPCdr;ChxQQ z>3Sy_R+E)*ocniU{BVUR`Y&@6*$%(ouv>*sLftfL8g8n8i`bU(i+&r{`dDci`%t5s z!}?TBsS_FeTYD%;HgHO#w#AxNhOGg3qjg)pSWF73d>Sjg2~YfS$YVi$Y;B%Fqg)aU zi)VYC93BrJCdP+BmiGaR6T}<6OvDZDnA-J@QhJe;qBnPu$S5LRSK(QA1Y=hUuZyfq zn^~j9SV_4X(zwCGV}Fejc)u!y$72PMk%SGzb69Ea9v%{slam7q-H=MtL6KWyq^ove zmnr}6WGIH0@40+VP$B%UPrSvrbt@R$gsGLv^u-Ze_3y!-p3sRC^zn`x28W^rWFxeC-$D&S zioC<(Wcv2W$qp=Ts>WuDkp(zd|NDmLAWjr{C=KL`EC)`2Q?YCve7i+135d{^D+UCj ziZm+P*;4F&OVfp}_|k|`pz-&T`JVkP06vVX1fNPYDsp;oE4H?#8(b7_Vn2SaQ}0+- zz&;h0)PaYGSC8cgY_<&&Fp+HHU4RA|RrJk!kJJg0`pS+x`;#~au&}2}D&Dl*#Jqj` z%a%JuM``nM0h`6B>_sE+TR4UaE*whm3dm6-n1?Jk>LGMtGGh8Y@dGnq5E5VMI9lE_ z{m1*_ll27(BY89sSHli5-H^npA_}8I6s2P_GIuRIpB}px9 z>stWclS`jgtpj|Jx!L%a^au26vO_s?^dQxZ0*#Qsf<#LWf*00fB`IJtj5^>NFm~=h zBWvco9o&ks3t_CsPu$lL@(Tohz+g+I&fW;U7%te_(jtl?VA56xw9-%L zFs6#NI4x4K=o+wCZD#5rAMcSE_o>{Xdr-LI;pR4R;DcU{+XHlHT>u$XbPhW|mT5je zwpgF6DuffoT|bZoYE!|~m+&%IyVh1%H9&)%z}|c4T`%ZF4ObI(pS?$nmG&faJ7g)O z38;NJ1?j`_8J#ErUoPcuSj*)je09Kwq)odFL_PWI6QA;~X;oX6X~7&;`_%#_oQ3>i zK^c=Cgqr#jfCc1vu&K^nrw8-SDBw$y^NRo&Du~ju)jWxps2u-1K@*^4RTh) zfX0JSt&H}?NdOnL@{5H(O5t%Dipl1*nJtRjN1@_??~vMEXv>_|M{UoPn+%XyXhUB1 zN6~~kS(8oI+KGa*n50SrsEd=UmQ&uZ{Q^kge!SJeI%o*@0RAI=o#8Agd?2<=CuZnff0c9@Z{)dO}Yz^aa5%ct{N;C(Y+bVQxY|Y7f`Pbq>Whs^ad1=4n8OM z{3TpzK{IleZ=#}BpjlIZtDC1tsY9R**_BU-^dSv9q<#_bdyeO6#+9y6u~s9qe<($& z;Z=hAVm(;1_~-BSC5c#(gp8W1s%=Jakaau0p5XXgR6tRx(=b}k2Mm|h`_wg#(%2%> z?nfb%nG{3qn+9A}T@&Kxy`CMn@1}j8PRBG=4caS#xw*OV!p7`5D9H6dKg9t}lW;BMI<7L3gNGt+@D`)Sfa1fc91L>?0$m8oZ9TgQnRn@qC zZhi&+Wjq2~;63Xm`e=UFFI>M*QMUW`^Tf@+Qh#3>xz7M&xCdOPmf-B{EEA^cxGH3p zJ*gnlf<#~KtN^P#(S(Cw?Er~P5fnHzGYYE*?F zzwd1w-0bnwkuyI(KPfg~Oh(3(`6_($szn7=?N*a*$nU*=icht`itxwc z;D1MZiknvvZZ6n`9lxK?MfCk2X!}JtUY|ECaeLsU+rhC zMtOmfWCKdC1Xc}DWFU_PG$=iw5L4V-X*S#q7{e%R zn$bCiJ+XZo&|3xO`yjAv9xpfy)!G>}^wd~Q8M~x@LX9=J*l09+*3BFX2nbBd_$^xj zc?D;IT_)8!kN;uu|JqUTUGa^^d5u&3&w9}-$=8eRp&13V9V1}N4#9Br!wzr>H?4uT zhY)82Mw~CqImjF9 z(V_&9_H<23`o0~zDBBWpQ0GFR86X4Wzcn_~OwA1U~>v ze3jGr7aY}x6V*+C`fg!y(O@b&9P;ZpGhCn?;nFy2{Ua2gAiCNL7<`#LDJlSQ20W4i zA%pts;zI1pAm8AC%mN83k8O#_>PAP(+s3+^X}^^!f&!w&;DK9r(AMV>0~Q z+F}GRA=D0j8D~JP$sl=^YyS8EksW2rqmjD~qI-@()23L2) z=^L`gg5J~CCu_51i}8z9&UfnUGG_g(kb8UO;Jmhtw=6R3esURm6d&sXX~7dy0Yk|1 zIhW)8^=!Mv_EBx@-)RqBsxev772%azh(7CoNav}WFGvbI0kBKIaRAgBWB@A1AlZbM zl8sGOv(l9EGViDdpl~ydO4A5eS66kfuv>JUmQ&6SPyU^{2G9k zmDl62Xv;P^Tp^k3jZ5*Chg{x?L*p3O;WfV1h54J2MQ8}mmbop;aXX1u_#am6`%0GL z=~FR4Ec*;oG^jvvs`^-)6kO`ZOQu+oEjib07j|}R#ujU1|I*I#as%*q zvO(N%9hPMuw)$sWHZOItAn3-6**QAgJH)IZhzM6w_t~@DRwdOdEQOlTfj>9ln z5w+@CI#!}nF%^aXyJ=+Blb^@1xm3sP@c;O?JA{6Mdf;E~8`oidDBB1mN5E;sK1}<; za=YmJ5A(k9N>D?ZlylJT`G45^�!h?+X~dwu@pxQBXRHSU^BTK)Q;8fKn3>1R??= zU3w2!6qdB*sEa11aIPR`kTueIi! zYc8wiiW+bgH2U&*7r)%SE@3z;j-7@H7^Q@O zUA&;~+OwB12*R*I4e5#7e*w#xWr!REC9}4rAI8C?L%x3@wsJ&Go5V+en z0X0%^cXuC!RMmBEVc}sK<2ye)@mRo{x)cxbczk??5_wZ0P?)V7{H+F!;3z1M0%4+ywqfn9UFk?+3*`QuoJ5{_fS$6ks>zjymnZ{h zvZaR%0O-wkto!rSz)STUM6qC4mD3-IuokaN752Pq18~4Ra_P@V^mkhj_|Jf6PxVWQ zzkt2OAE(ZZYui-(>}~Wt0DKqUZNa}#O5If1DzGEvNcrw0TQ#J81H2>@B4!uo!sD^N z(&D9q{pzzLyR?9=Dh|VlH7m?HZcrtb(ulm|3`dK2{j8ZJMw%gX9tI={>w@eObYjH- z6M4~YpJ)ivf@)^v2*ZGs`&!y)V?orU zmptQdj$VTuTbNXY8ir4l%u;jx8VRn^rgAz~l4wTFX-_!rXJh+l(-^r4rzmml1A zF6z4bLo5TklNXgDG3rMSTyp>8o-bV91%zhU5IK=^mcw)7IKG&upVXy^bQHDd9&&uC zZTXSsY@Y~2wC^puqgMyVJo)v4{iLd(Y_;Q)1E&EL0u18y zr4_kfgX!2M9}uv2mtiYJoV$AUYWUT9%+)2>o$y8HJuCKvgR5}%3fXy2DzlBS>*fI&59XSp`=XBejDcE0sMz5y_Ijh4DzE1M`Bfp`$$q8qmxHJ3} zO&2(CP6A7!?1mKs9PBN`?^=L+uI+k*v*cNrzD>%9Y%yIw4(ez}J2u%Cz)ZRrLL}@b zIe~`A7zgT16EO&9(6wh4hHZ#g6NgkY6^6?>mXH$XN(F7-MLU_#GdcqqooJjg!gzcO zINL%OA&XHSNuN^nS}uRKSE(UXcnqd&y@Ss~-)q<7ua?-!U*{Bw8EZjWT23MjXfeCMXx;oB4?BM`3~ z5fCP7{W>)@^}rL9M4;g$-umDQk`P%$)Ybid!?en!BtMVS6jX#Dvoe(aH5cHg!8LY0>P%#W??f4!S!mT-rx0&TYa zVAA+6H}d~a9~nM?<81d?4_8lsH7#D@)op<R$3~)}Z_}S}P7=ra6bIIKC>Mvg8 z?I<)U$f7?>LGk@LChNl-D3qA%Y{EVk5nULwc?eIq{R0c^Uw(w$`*JN!WD`KPz)r>$u4Qeg$b3WGO0zf(XOR8W+SSUq$$Oq9yYB4TlnilaaeXlm`#JtN?#iJ_a5HtfBW=v-+ZWy3TG zqO^pMRJ*1Q|N0Oi3BJXdR3YQZW)%ljl8@uuid${CSfH9g-{9`cDgiy2_v>K1kI|(6 z7v-+b1U0=9>USFL1@iXX9Sh2DTKBds# zJ3jIX*TzY|#$*l&^i5__*DG2^kRK`}SxItoUY_nS=j_S2AH?Cgeg)RnggtI8^>p>O zJ%?lAIbATWJsEE!PLKL%JqXA)FWs?bRBw*uNY*FU7t?y^<%VmC+RI{vi=ebnTps5e z10+uFyhnsl{f8DScbI9?nr?XdtWMU;^eV|hLFI$a^gAV`TBY{*)d+1ZRX=Y?NY=RQ zQv1*R$T>i##7X+vyJj;Wdg8>@$B!SMymYC1UJxXA4yCmBLg%1H%#N(2wW?+U{-Z>k2--xDvw`2e5Ktf(LeB zwWx`yX59&&fJ0(-kN?^iAmL;sWp+Br3xpeH-!uwstUHJ~FZfezCdh~TCNixmFR3=!u1p@G+oii#QHX4NOsIJU^l(7tn0|ZfMZh2qU z^v(tVhElWL^mS48@!c(FC#y z%7$I`fqoIQ_G^d*CwN6Y!)Q<8W_@5V%8VC7OXyBVF(G4TrmgHOwIX?nq%GENXlFfq zyG0K-sQ~o$j#o?h`97x4Uwg-UbE4*@qY5;irICpooIICU+1a&`s$%WXANT8i_Q{oq zOkC6A?Ooq@DDRp~vpE!FmSM=No9CZ&C$}=aZ(hBwNmh^U@ub&IkK2Rx8~F_bZ(Jc`Jyj3DKl~-uk^H&k_4Rc{C^GGh zhal?JfSl~J6JA;^CEc+>he>=zU185HB??0lQgmTjann=h6yd z54t9U`1(aeBXVpE#_?45i`k6-cXy_s0@&n)O{*A#CnVSo z-o2Fd9{9jJ7fc#YCZjC)Qj1zOwdC}3-1GNcd`z0p;*viwGgTs80##aLwpj{Bp8{+O zH&k`%`L^7_!7@QoVe>NXYo!atb+3LlWR}Su{di(o)_IpzrIi8Q8;F z9%Bq_a<~i!EFxLGf?30>RWPQs9l9@96G2j>3u!`J6Eb@cs)HJ^csFXRyrn)v(&=;< z_bMdAY_)3z4jw2PKiE;n1&W%#=_+dZqY2qv_Ra-CYO#5WW3`6Y^RX6VHl9hJG*?L?kOCAA6k`c(ZDG09=8L<_GyP)<9?LA{Udw7+{*azgx$G8P%NMn zwPH?WU^y6A9paJ6IvxDql2VWzzI{2SF~L2#PN_IsX}M=Z+;5K7eA|Ok+8d*uW_e5m zs=(GX1EY>XoLsDlRs(MHlnO=js;sR2`7V)fNuB)apVQp?3v-X0yR9l>)jeq@QCQ-& zV||8984r8qc>KPw0y0K9|lqWu9Zy5PBVs+SB)6YU{;6E-sdyJ`04~VFoL@eUc`8 zN4qBa^3YH8M`DknGCI|1%u->FA>#cx5?3euSzO0Z^+TJubJS-&NKb@iB~fP5>2`_x zb(gtp$4ZHUxKbq!bT=19=^CVPbIe!9&-fhsp8@ECQ%%Qt(f3EA&eO40RthCot$pB8*d1d(Mn}RPU&pIDC>P^ z^^-oV%yzUTzJ@#Q5Oquc!L04nR#yf>b$v43P<)>y%So-H2%*PQE!m86*^{Z2zHP`P zAUW>d!kHpkr0rId4uEV?qj%bGy3AdmsVikJqt(7(WonK`Fl+{vysgUwz2NpCna!2V zcP<6qXHc1-uhVPylb9P%u1<3eMI;(J^bnd=V@|AG&j)Zh(sOy-Qak-#>}Xw-%F=kl zjO~6Ezm>OkK0J*-*6H$(JAI?~x1<;SoQdJV-a$HM3H<9w9H=`rTcT(jGcZrI1C9In2+-^Bj(nbWzVZhO`4H zeaf~t&t4yvf(W%x`^D=W-nHdCWrd!DXe|A5#7hYq?anb_9(ybr^oXF~oDCY2TXU!h zsK~IUqNf&CC6-`BY?5O6C%N0JfLn@x+#scW=kL;pz|f{=h?(~Tm6bm?o`~sg$v$-p z<)1!MSqBN}7y#meSKH36tZ);tf}-Y~7Ypi=1tA4r&%1qOP}V%U;fi}?DkyX_TnSNI zYS)+xww5j>ntX}6*%@#YUthYm$d=R7J9S?6`Mv@bWWDdLnI)^EYBEO!^xtig>8c@3 zA0zJCYeb0htc6DZkJu*?DRu<2m-DsGo&r@ijXzm;b589(XyiLqxKJ0SqP5~Pwz4xS z2PUdALDW6)OV}IiWefe060`P%<69Vg;RwNH_JL7{0S9W(IoVL3m67q(ru38mRx_2p z@1p~hc0RS$K}Jmj9=21h+;*;y(U{sA&=h)6vED2=9CjROEWGwr?Tc;!Cw zkdAQF86LaB0>3p$6cDJ!kX&5=a92Cms`$`u)F;n&X$-APsy>GT5EgotGZ_MQarFhL zU4b~$`vjA*PS3K-ArdAj-mGGZakt2wrXfSvF9iY``@Y-8@16R`+WeufylD6@`;)u^ z3roNM%C)ghAxn)yR?rGV4H5^_O5UB(yjf)HGBaI*_4c>Bx+`RJX?==C(qZWxS#)~% zbz{U}5Kw_HX=6%A_ubBFt2$I{b`3uEj49+;z!uTzH@X zu)@)IYAxb9d?ig3S>2Okf_C@3K%OoqydC#fxT^=8}eDO89FMh0N>K`}shC5(A zudG?|YzS5DXCDS1bSba9_xG6=4-H|JJ#6Mwg91E!%<8vo+h#l8@3Od5%hVM+x-`Zs z{w*8|4ALf%6d-KQ7@z(42^a6A`2M^W8=&MvE{xsDH_=^QH&0cBQHRk*y-iIjG$8`| zFOz63$VHJ%7ha01cx$HWdoZm}O=Ofi2k)TS?_cpIc+xU7`vK$39Kyl0;{dDVu^Dsv zY0`ybBH3mguy_j`g8ZbXxuG@U;^TUudu&Ghx(R71kJ%U*c|c?6;HtuN(qp}z>8xhf z2jC^E$AnznCNkDL+?@7Zz|sz4f?yhPXw}bxS|@LLjVdhX>UO+S z1wyf0-^0Tnjb2rIpw~$z!F7CkIX4m9V~|1Bj^*{Z%x{Q!OwP^CUHIk>HJq5IbjITp zms^gfm^=RT0??I4s;)-~n;VsP9X5iStHytbp8f8tbg+Gq;}pxeg)HW`p%!MF zF5i!@TgA(8Zb5HPXy|O1g(N5>6CY_1m`5MD9=18XT(s!6b+9ZhEWF#kYpL&m&5!DO z{sfv7Q~?&HcR%Z!i%4u0DwwH?Lff(i;62x_yyrvBw{t}KI*FIW$mX=gDQEJ~gw1Su zu9O@jJY$t~u1@%Nr)AcWq@8u+ke&k(2IpmrM`b(O@#`0z!4-Ji?K&C-T|CS)b*EJ# zPe3c0t~Vng!jU-BMQl z&OK>1G5SKV(d}*wFS!%F7ikFS|e63?E=*9SCpSxoUr#q7kB|iJ*0=_3>-r=eoaC*YC zH~i7$Keq3We8u@{&*z)>h+pUO4kj2PmNp%ia)(R%P>~)vaa)m2{j=iPzFf;-5Vqcc z!s_}n$-@{1KAmfo-t2rZ1155->H}Uv4ueSM0XY8sEf!G)XXiX{AE-_+(-rRJLw?AD zo`~zaq6a{Rm0t|U=$;RW~AX$D=61v zWQ(8CGWtU)U;9P&#VEw2=<*V7#UsIsBbB{;+N}xp8y#9G7%HYWTAYGgkwQYB&xsTB z)iBfEo-p!9x5iwG9r3emtRj>u8jTTelG1QV*M*#d{kOVGgiM-hfyj=v9Wz_+cjUmzfq5L0H1=hhjJF zEXv2}3q~Xm!5Squ!yv+r!G?jK1DfMj@G`12D-(@j0x;?G{k}-{j3yWh_x-97Vcs`F zycT4Yqgfppv32&@b08VG~K zOM_3({Tk5gbo}_nlP6DN?+_!^o7bE|w{6NOzvQ0le2ERAMiysykd?(;M-xUHW=c{Nm!VTy3G) zDjJSjcB)jy-S1aDSRx~tjH-veKs`FX6I2BiQEv0vqTn*O2wX*l{@Sal1e46X~30ZKF?TR*4YL-Y4AYR$y;R znwp66QN^o?*^PUbXzs!+ua5=QB6*m;%+g(dX3uuVhq=SYWK*%ym*q5c*5s6TnBf36 zuQ@IEQp`RiWsm1&6wuGOrgc}-{Ifz}WrF{v_dYi9 z+e@Q0BUu)@k*OYJQSXE4@i#>tS7Em2uB-7u(H6~fmyY$)Wl0|!CmmP6l_eM+%G7lJ z3e7Uo!J-e4RxUPu%DwgnYR40ygqkvNh;S_l)^}BVF=?5qR%Kvdu+$`D{`tMyVm_eX zzF)(kp~CQ78nx_rh_HD|JBBp7WA6olJ2_YRb&F2U>3dcvI5vip)N?GD9@i^h*wglj zl3?5t9ShAnwCc5MvM2ji&zJ1YA)l_adANWa88m6E1y=9cW*7a|L&$2lK2n%>Z;VIG zW%wO%nTp$$quzpKadN@VYl8$5ZA<_(kH^m-)q56}3iNs$ucBVV_ndED(b)&yfP z%M4t%HB-c(-Q1ph_7m$*UhJhD3`AbUx5&?{Wb_6Af1BZLnCoCZ#qcM0-{z7MVm zEPdt3$8dY^p8Wee)0UL%4L&mom2`E)m^7{5Qhd+DG#9$>#6ljev+E`5+scvkq?{(g zOnnc?HQL6)UKtWNu6Fx!ciN=tM;!|qCf0Gh85gr``Dh@-X2iZqIv6h~J}i(1IM$RI zqJOSG|4C7IK`ibu-ALhGryZ~CqbXF!=ldduzkfH#eX{O^-L;qEpV(G%nD9aiGUE;} zV-$)b-)!ec6&BBC0sv1?cJnTkiVmKq97_n&sP5Lw1eH%++ILj-a(1K;<;bVU&D%=HG9AD zlRk`cjMU^`L2k>v$I3&hMBYGBG`@7KJ=f|Ghv0V}J?wgVUN4^KDE6|7ZYVV2s>vu6 zCtijQj~3j7#VJQpIp1}1GE%5OurIsc1>H9jE$%y4GVSU_bTpY; zE8^9nDo3x*lUk}W46FF{HVc)4olbhVPRR7Cdv<3(Y`MoZOO1$>u;}(b=1CXrmf{me z>7X*al=g7dDGlVgwt2-bCF6dB_(I-A#A#>b4KMx(3FtWX;l7iTw1`GCh-`d+fj8VIS>?vXczH;W@d3G(W$9)Gt@xu$ zV|}K>_);yzv9v2s3R=gY+HCMI?O8R<@^^>9q7O18|B*0e>Vf^&Qu9Q!8uh#6=6?O`OfX%&JZbaqwsj3^e5#sq%Rb zY-SyZZ1}2F!jC{Bf2C7l3J9Y5eXFt*UgC3g>K2`paDKFc#3`IcJG+`N!L1ErY_|w5 z8NVJ_M^MgVPL(!)ep@${F35{Wd-U#%T0N~`*xu`u?_s$Vf$JYU#!Xb4jbm(APV^L5 zzF1_FF)PX}SO0WX%(N#uQO#8Ri5OpRQ#V?^{X|Mpv|jj?A328)Iwx#DyS}<<)GS-P zLqr~Wos=){!bZCCgw;*Ioxhi$=x>&6KXu~C^LhOy_nquVz1kBac$unJd*YNM3=rD4 z_>_W^4_b4rBtCvkL&qKfY3Wq$x5K3&Ck&t`CbLOX^l|-n@#Z3vCVkWX1TTgxq=g(h=;I!6PWqq z9avLX>V1Z__ZiR&S*=yrKT0&a?b7vzsI}u3VM9dJPv(TLv+{fxjqm z-em1%3-s0UC93BKATS%=K>TV_1h;n|uXG5COiXy+!S|`Y{oc3)YNd*P1TE>q>E;44 zKYA8ds3O9QbTDVZL-X3jw=D9DDt10=?$-S-UDJg}4;?zrb23uo7PG0rPJ=fLe3-BG z(~J%H$C!lTT4$=U_rrXYzD!T9bt%PHSG43SgU`gpFo{(O$NA1dI)cYKIZ9Z)L|2=O zHC*-uMbwg_)$S=M`>dnkJ=6@VPP}K%-1v3h2BP*IKX-(9v87ca?+H)p*QRx+>4mpk z;v1>uq%G$O=ufXhj+EX#Z_?-<^Vn|346eXjvv!S*Pk**_;-Y9NTB?8T$y3vHkM2 z3Fpn>a2J7`67DO+6Z|*jc8!6;voPsA43wGD*mcuw)qQZcW@m0#0VKs-kK8r1eud_N zSHf`^Av*SrkR*~x1h|IOX_k(7VS33GM^Ue74|!60?y_Cgv`b;S(rATqt6fViZDBBI zIKQ$LVQT{8p;xnMmWNm1_QDHqHqk3+%9yB23=SKOX~9Hok`EkX_)MIkE%kN7+8MVM z_Z8k7aC?zE_%6!ZtfZ}!e1+y+Uyg?YD(-Ph7!`K{?XpyTDW)}*_6T-$_0HUwr?o>s ztkV0sLOpREVrnIQ>&@b2I+;m+5Fo26&AjeGp~dtOc`kLGmdc;(rE0!&EN%|uEvKL? zaOy7}6wa@y4s4(#)Fx7TrAIbzuHP>LQws&UQli!A7)5Id=$MObO&sadJcHA7%kD;V z?UQk7b>{U(e;Xd3SkTJr#~0Vd{6Ev;?SyyqYKR$8qO;aJ!h#bOuHz zttZ2%=G<7Vbg~MINE#h8_U>mhFRzIe6J6@}v7olIK&q${1x;3)G!J&`mfFU?7Jurx z&}@)dH#Pyfbsz`bT1!zJg$L7U`Exx-g!5eqp$WgFm|@COFp{|F>q3P<+-qDhVz{7h zxHAD~YQ`b-%|c&`SkiMm%uNNDn0*`~h&Yufqh}u)NTA>A{L*|_uBOO4z*j8xWO?AVyUXj^W95?TQCJSZVlPD!=>pXL6b^wIe2~ zBlT*f_2e2O_qPXqLq_$`FX@GtW10d_D^E|4pk3S@a@Q%CgUe*xU|`~)^1Dy6zg824 zN*Fkz`g4M(9)Yk^r6xV5YHqzl!Jn?O7+iq^vS9uQ+YUFr1A^sxAUW0wEp|De5G^)2aBOQzuOk5NIstVzJH zt-;y(bC-v-^njxw7!b5fi2BebEtJnE4(ubO1l>GUukG&%xcCZm)qJB0+PzBcq~FB zU1lj1C8VXJ1Ft{s|`g50vm!`9(E*bw6s0H-=-MAX#N{>qh2w(y|0j z=@os2{b0r3qY;(54ky16Pf2e*7Y6(9sAy+Fpd_Dt_f%UNCuH*5Rq2E8#iQjyKC2Iw zeI>H|%=pf)U%%=|93KqIPOy2{y5_M!Afy)nFm-lX>Y`ye)5C{yLu{TZz9litlVQuIna*o#y!^<#8iVQj`oz zKeKPl`*;W8hWTYVSEDpAR!Qpy=+sM+ zvrJoWwA{OX5(F561LNra`4jV6fg%$rx6^gnRSh#StWr97Q@T+(0dAQSxq-;=qvCt$u}Mys&!(BY?@o3**(3T zq1p+#t*66I0YT^JIq_BASFw~L>y0;{uh=#TfChbK15c7fp5F*|o*q!d4a8j<-kQ9jDF+ zM zbk#-5y8LO4^4HSFaK4B_`#|WfnMwz~P|0gMY0OXNeRcZC>Dh5G7^)4U&OAUkMw)fu zL%wK0@81|SQaWzVMk~?CDXNlbu@Ix}i8yygQUX8CPLi zk0Y;MET6*Uv#dB4<-_gNm58%*it4eELJjuQKU^>6v>U11f6c=Ll&5i?)`*8L#CfR; zPV@NnRxnVXY_jZgoWxr|-zICYH^JqD8VLxX)MKSHfO((nJ!l(ulPMNDV*mi;sN@j4 zMkxtl0W-q4L0HPW3$aQ)&r)|ZMFcujI`N%2Q6A2-NXTFu{%d&Q&sPIJ|H2RwIBNbq z?)OmRoVC+T2Bp!Nq9?FPv+pg?x35*^`wNz4g_;olJLIlwI_YF%g2rBOc)s1XIcjHg=19FfU}nVRkm(S5SJ zl;ypT@qu%Pe@H2s1Bb}1>Myn~l`L6m*XS`?95xOpPuS3_-rd}lyj;{rKJ~e{FszVV z?>jTm6s)3|benIh3<}_WQ`cs!sDyprKp-OXKPv@mf-?RTcThfT0-h97?(8Zt z*n~&ZpO&FkjGt*{S!I2HfT3LM1f=;>X~ozw4*-b(U$Ag(IR1oO=ceZd_+Z0?*^Nc| z3UB}H(h?DX-Ii)j7tgM0mOkM*PgQGT2jz;C6eCKYaQ~%0IspIr)b%=fddsJ!nBMAl zn>;Uhm5*{hW=m+I)7S*+{#5g#Y0NzfoOpKZ^*3>H*(0%5Qq3&ZMW^7dz9W?iyaU#C z%G|@lV>DBRhQ+J8BprHa`m7auFPa+p97@p)3PA?-!jy7_;)3j0yNLt8Ic%{Bq=sL( zw-$fFu+lH1ez$m23F^8yq^*WcSHNV0+dM`5LHEbVo#EoiybWL>h$<>BhDM2AN4tA= z0f6Z+iCTH@V_r$zSXsX5p$+_Y8!dfa6knmt z7qStE_I){Xwq0u}*fLvft~02PwU|dxhAK73a=PG)8`ZJnb~#G<9~!a-TtyUD_hS-DJZm`F6e{0_mWlLU&dxC8=mr(@l+`#qthFxkt;Ny$Rqlal}fL z=yzUa{pZ5!f7V`?1CIRO#}QB@WJUYObG^qmH1(Fh)9$d_Fn}IgEi8)zTjPan`x8{d z1!aF#^Qz7hagh1)MT^_X%DV8EOe_I0L}~|Tq)_2EM(0<3QeZwpH5AkKlb5tJj9PB_ z*qnp>BE8eN#t^}(Y`8ORq?f+7-iEr>yu|739@S=}w=Bs|OvW6DR}5-RFpC(_J*6DA z#~439p6)TezCU!DX9$j8H50M_upSRiq)KlMt{cd7dmVH^B_CjHatm~o6 zWqMwLatRa|;n5P*P{_;>1b*2qhQ^Bl#_H7x_cp%J;6C4YTb}c^a}k~>BushKS~JA~StdSRk;9msOv}^m_4vuBgR2KLqE%i~I8XOKIqBSH=k}Ojmxp@SHtfL0HYbLe_@|-^tQ* zF1RqCiOWiZj#m-}t~{P!REZ;LQ(&(578qT8am|K@T2 z`;tir0Wn8Ik@u;;{XqZn#&-|z-hIJ(`!%Kib}fJLR;og<0zzGwZgDakJ3o{&>Dktx zrlV8Pb1jaMu`14lz zPHxK_qD4o6!_DxEg6qUmG3m{fwuYQkpMU=Czqr`nULqY#up@MI=?42flMygKz%F?* zU}(#}A_k_)Axk<74F_&v$M|)!F7;;hB-f^srq98cxhi(D;my!XXIEi*BeP|upq+VE zi-`2vQ5mXn((U{UzwXNuhJ~szWeG4{C@F%8K}BlwrX+d7#E?=%N|!C3Gpu5BO1kJc z_Z-|Ps+vEkd`nP^8Bs#@@`s9AYZ_GZ7tYdyw9yBY<#N!s$+P0}H|Ns7EF=r1?GCxI zU#(tc0+s_EAs?8wx@w;)hH1Gx?HY8JvMSvaUG%XIXO(AjFbXnU?hv!46x}Ra&FO|w zMZ;NbD%i9Jpt0|5tnF!mIT;TI(L`F08d;+^{1{LU zz8WJEgJLouZ48`qTdIj~B^xy|c%lD>;9l| zK2*-RbwZ(Fqu50M2c1j8%oiWrHoZxDZiVx`@s-eI#3Nn!GYhK^1IJ9xdV?78{?RR~ zzoL~^nc+H#xg%`ijtN=R7(Xe->({T_P~DUgP-L3gA^;v{~5Uc zWr6&5o4qWrLipJ0eoN?ny?5@Qt3)#94sK2>S%(2SzkEdpU3qEu?!`**vE{lFray>U z>(_@!hH0KQ5DKS^INB(dVLbz{CU(juUbL<702{HcgDus^ozIfG+T+1P$hGLX z;47JN=iR$^-(J4u%G|7|z#7743Q=tI7!HY#@_s@meW@=uCG5!o@$!;xbJ>RVS=8ZesSKK=GRT#=5A}H(10O);Vp;5|!M+y7ci;XdNI~#I&SM8pHEI zXk|FreEJ@U0eW0OUE;$*S)j35szEj7B+rZ|-&`Yw+ch>go+fkHe0w{!yz8j$K^anw zaZgD`*va$mxYQKCqtEI5cI{=1YmmVAOY#>?Mo;3%Nf`zV(x9KB-?T0fj@(?%Ob1)* zENk*yt{<3Sej{|Djw*a`n#0E7MO|t~FOg;jy_LyMuf2!^hmWG%O^ZOA`Zku?# z=G)EYcSSBP)un!`;_zhE(rpo)W^DI4>?>1JUX;xNGNRC5-Q|6cy-nV($GA4vo&L4= zYs|&v)IlH7O1rO-Z+5H>%IIWUF^pXJ)I%I#VG-?b766SNi%IxmGVO9eZ5`Y-ZSU&Y zw<{d3)yG>vc(m5VD-dr9&swhEgGjwL(MV%7VOdX3uHE@Upm=5J;y38fa=ZRUlP}t| zP58=pqbK_p8`&+`L=T_3dDE>o*Zhv@HTt`hMyEz>yMD>>J?~C;>4)IcW)+jn=cJEI6&Ph$X|mvkOHhmT)|S=War$=*%SrN ze3huo5h}&{cDViUE1OxHs{3Rswug6^?+utl6&p5xq-nkTPYIA6 zjL%r#&P3CDD>wFnr<}dM`t|kkFzZ)U92~5<#*O637&?=#z7Iq<>Ly(@%pY3JouD%F z-N~v>3F)^;aC&y#R`Li#a^g+grNhlBQ-oF}>dV{#R|y@@SceU*xT}Op{aazeD#5pJ zBeK$!LR9`earujY*L?z3T89ypkm`B(mSd85*?LV?)TplIP#KvkQQG}0p-XGG;OQrU z{x<5bNRRjO*CNi9#9#F%1(&Y5u)3|Zq~pM4>s0rl$ZBe=IXT; z)ud21t&H|e+U$- z$xm79Q5lKxtE>XUxz^Xsh4TeUFw&ijE~OCWf*|WHV404nPoCykKX)-45t>pX3}jE< zd;uy}Bc))e_6A1OdNv5rqnvX6aXpKYsq}xI*8l5&(w;$Hh}|ROx-x0znqD}8V_AVYN^?dbL(O0{y@sUONeR~=r2vSoAYw@I(#m(U8$l`VE<;1LYo z-~EB8bhXV5U#!)m&LAz?URZuYj2%F-kQ^&w>|@sA{4j8k2ELBVO#SJTJg-tNu?Y~0V^TXTYjxHq7p{Og=u=R>aH@x21WPFsnI6I^iw1)4` zY12o!FDWpqmLyUe7}jfLP6oXR#56#|xgQ8q-{W6{M(W#)by1|IFn>KlCh|SgG9{1L zrdVH7)=`1w^&aeg0n@dF13ucPV9}@Eh3i5l*x*;g38N^r& z6>ivul^1Tfj^SBE%#H!$;0@gv^5oSqH`_t5Y!TQusqul_XzVhVGY{_^rMO8LU=;(|*OSzy^?)BWkiH#fto3NT~JoVzo9D)D55 zE~FBemP1R6XqJ)UlCPqs{g-HksIc5iUDUP7&<_7vOW%b%`MpOKTdoO@MVIy$*yp- zr&Z)Zd%JxstGZcMIB_(UOosIR*O@yda+`K0P0CfG0z|TU%&vVuQw3QVz$q;0xlMsE zda@p-D;(R;EaE+yFWvpDKQu)t&0gw$+yR+EgQ6Q_Ov+c*n?hdG=Q)jU*?%$ZediL5D>?3ME!X=(0&T z^gil|`-#o4GpFeC9G~aYCh8t>``d?CJm&LDN8NkCWy)xK>XYFobduEUJ zv`x9^KiAp;aVbJr>g4+2y$!Gh<5uh|+lau2A09$6l*JFHuSEx(xs=7S-Li1Ww^pV*cr%+!XTk~wC@kxG9Bpwbep@Bmrx%Vs zPlU)>4>~Rkpl9Y*>J^?1^P*QXXT?d*r5P2X-wG|PkWnz}*#k0Pu@L-H<1w*&*X;2v zToRHl#3;&&$=jW|O0SiMGwM3oE?Re$c=S6B7Wd=}7n5dCl+a&W1&S8RLzRUif93$` z*nMWAAf)6q6l5v6?Bbp*yhxTBmg)OlR0M zR86=D=&^e0lC1+>kuIJe%nz z4|b~~0-hcvmgEww!#y%Z;*>=(9^IsAwy-TVs*Q@UWlkr z)%)>f@{3op&d1JS?mETX>BHy)bfR|SNjDkBnOgD`V!G#e3$KIkG{(KIwY7C^ZA3xP zlkymXI4%axf241!vI%`bgs{2hMe6~{!|w)C#5FKdr}p$Iho~Qm4e{Jc|6!DX!*{%U z5sLJ+v%PSmUzg}KK36*tsNbKkJ|Caqi|% z&%yEDPU)Yy zKScmsO+4#}j&kx!eD*BezGtc1u1P8yoOr{=9Kais9?k+4>;rt>NTt@;z_}MWd;V8y z^Ofx|2UujZn2&1L?7n#bzq?-w2(KwX$TLT;ErL zr{t&<(W)&Nc7$~5X9^+=7Z9}Uv0t9N`24B4lrm>M!=#-~252UJIpFftY)>Yyqm``6 z@_3UUB(9LRk13WAOEPhbvA3U%;#H{=LH90_>#Q?wV$wvNC>BLd4-K-0(g= zP=gqk*T0b8WSa)$q0o9&gI_!2WF?e5KFq@1N#tNa(VIVcz6L-3sx*VI!;l^i&f@h0 z_g57Oos#orWtyN6#ei4!x0{}9i5ZzTPw^=~`^?mHke6JECePh5n0+hn_{Pz)&-iiU zpG=J>56>?@!$*neKqG+}J$ijAezCnxMaz7pJ|uHEin?Z!U1`>M;K;$nsC88VfJy8i|?k z%P;#z6|P-DRO{~e^2L)?J-J0T%J~Fv^;ls?bM}ii!{1h%$@eh?v`c(M&Unl?!2-3} zt2I)|LatzUv!E!p3%jHPx?Q0pu*tQV0-3U^!Sr-Tg^d|8a&a=o?>bg9dH4$rjWLfm zho(V&FWn0ho`+9F$CaG>Ain6PveoDIu;_`N*a zm9l&Z_N%>*QSqn_xKpi5n#}jFxR5f&rtC7Pzz??OWK%Ptkal*eFBF{LBpOb&_8WFa z21rNY=8aYr5UwM$ndEOmDl$wo9PSTe1f1Jtx z`(P1?h16SExQXHzWj{LN$*Mc{|5SG6Z%J=?_&(FV*s9sZrJP$a*HQ<|U9`#TxTM(V zH78BFZn;Z@W-ef>R#uvXN!O)SEmF&UK}icLG1N>E5=lv1z)(?eXFkp|zuoD1Zu|v& zzu$A-bI$v|=Y6k(e1L+qOdaTixw>FXxz3G&sv@MvfHL2F=$>6a+{V%+#^>pPcHy76 zAQ4`HV<_!FSd=0EQkzQ>Q_EGEJ~&#Nuc@qpi%kOz{RO5FbGU%GcUDnvY*if5 z!VkYwfg~)2w0_i^!Ne=94YsP=>@sZlk^ym2ac6QWa2X?S9d-~SW^eoB98Fs$1zMaRDtt#EuLkkRFs zVml^F6u-w`GVLw+eIKP`^6+2O~TcV5F-+z$H4 zjjsi{2!|apfrv!crf%UvuadAb&Y?l!z2|vCC?XxB7;3Likk$<9q9SJ}s|UnBA2vn1 z|7cN@5yOqigwt?fYv~I!Bb8*Jx-XeTExQxg#B^Xbt}0^q<9WFO!UQA3dTFW4OS(B) zf`F0Cqbbs(cM+Dc*VQmfifZ2;bf zZFADHSnz@#gcOQhR#9!sF8aTWta?L)#Tcoblvr6W71t|StbXRE4Xt%iT(IhhQ935JqC{Njuz>wb#%7BfZN{U&dZb?ZdjD%GCI zx?vWnz1~4t2x8kT9asp*r`8O)!fKrVmfOFim~e8;@rRDjiw<}Epe(BD&3Mv0e{o*B}7osNi8PdltAWBXT0?)X&c=}j& zY;O&(W(VOd8vdcQB?0I1!i{SblAh-J0-4LbcX&FAX+mlQV zf7^CHlqsmF4H)~Z7i!X?wD&^5M8B zU`Z6W7{G!5=4UN`41Z}M_wwbLsj*07eJTHPcXub9#eVe(db--yOv;-C?2_J6Lm_`R z3H$grjOFm7Xd#Lk#vCX)zf6_}yOe_SeG_`(z!q%6=#O4gqgqgAlyF@eRXSfz7w$;t zd7-85kJ*s9{1!VUi(L7rY4TV-klDIsXCgk_uGb|^-*QQ>GxsQ(arp0_Tu^*6E3TP+ zD($}8qfXprYPjQi$-DXE0px4l?1Yb;Lp8@4JOeJ3HckHj#xZ#r^`83B?8LIdk{yIcXS^lGCMzB9IgCh zXc^sI;+_Cx;e#Od(HC%MWjb&INtu(DSG5DhI z;5fZVN>(0GK`pmDU5Ve{6K&w7QIr2kXZnQiX$%iUxDEwgWK-B?t0+4aE9(vR3^7VD zANc6;;Yd7>5M%2FvfKv2*Ta$x?Ow4(rFgXw?qQtQv*TrFj@7yS`S)<{C2Q?RLHCM= z5IOm2i;TX2v0j}1Y%b1vSXQFC!&o%QxK{0;(`k@#4i{7WKeN^Wbo*e?>F7R~Uk~EN-{tco*5P z|Lgyu|Gvd>e%Z7skaOPMv%?9QyS=I>F&wV6?nN1F?J`(rfNT_h0g^qIBA5sVTgQRo zdhsA?{&F9+nXOtgYYM=&!D=%7EKXYO_?Hr&xhW-MW9z?rGFCokbG)mfazZ-tBcml< z23S&!f9HtPR;2xw#3-=5@y3jL1}8&1I%1=`=y4QTFa1~tVilFF-+h^yL=Z>R3Ue;o zuj?R~_FlOcOEG#%{sWQot%un(-L!VKF?Wn6jH(-b09A#kkTw zIro&>rU7}o_~9Txg)L6ibC<}ND+>x9@(i!SewUxPkD4wA*MWd9&E(`7$2rGT@d8EH z*eh6Oya!s(+rHMxbeE=B8j|QfAWgHKscv38p5wZo;r7lXcx&?KK~8Q?F)tC_D2Yy2 zeS2f~#|=f;&Ledz1Jo8=KDX>|U2+vN$w~3XKp1O4bl_P&;h*{FHBXMlyw79oR6}X1 ztG|X;8Olnk63ki=S1hP?p#AArdlq>J8j{rz`F2YggoNggO-*Wiqc!?SJ+aDWFnf9m z7nKH17Mr5->`PhX@V=%8&U3pp3Vec}qBJ!$m~bM}pTfD=!7BM-81fc4H7(#ge9vpB z(UNqQXu`H56~NKKk7dK9B&y0z7OmMdIC8@4)1r=5zOU2cG1r*gosDE#Kmq3WFel0P eJiYsQ)vBRaO3TO1xz~PxpOZc2m*PXeUHA`!B`Dwk literal 0 HcmV?d00001 diff --git a/documentation/docs/get-started/access-application-name/terminate-instance.png b/documentation/docs/get-started/access-application-name/terminate-instance.png new file mode 100644 index 0000000000000000000000000000000000000000..805d470dde5cf581d6898dced55a52334532225d GIT binary patch literal 246414 zcmeFZby$?`);>)40D_1#h=R0qx0Faow;;{X-64&n3P^XyP(!Ck!_W*cq%;gAAjV)xuFt$oY#B1%XoP_%^b)8^ zzClvGk#TXzs$th1Lwmq6@;a z*q9{#9ww*{*|6H2IoXijD}}>8dks*=+*7=J;4ph%M&zW%Y{rcA7_9S=2v?V)Cg=$V zr=DG~ZgNCZbvK{0`Fm!6{eIg79xjc2nxXzAxu;febM&ZH-)gSv5Yn>M(kD)8pPR*I zsgVPo`<~8G*O*Nb6HBmJ z+<+3fCrC8?lK6zk+A$WMvb$pu4~>W=u`f_RVm+7L48@O$lHi;Qpd2p+Rnq!c)p=UU zQhTB`A-xRtz0eorQ534t!|}x8{TNWr9$3BET}Xai6pPBsNgm@o%b{pF`|+_d9=+@X z`UvGlCh8E(70x4alr&68?`>G#?NH`X#F#>(O5>~TCkyEeOo;&xhS0{)Z{@7GAXg%$ z3)EMqz0$`L+f?4YDUD2yJ#8yOlp>ES;Q+9K(n9Hi?mfe30-jh|Q*Z2dWl1L4&xBEH z$=u)!aGP9fG4qv|-&D0lj7Fj`*N=^>h0$Hs5Wmypq}g|HT6c2cpp2eaL38mV}RX}51madWH%#U%4uQF|68@U5W6=1svG49W500a7$H zV8_;|6NW0b7w3-k`NumjzP2IOk##oe;d5eRWZOXc;eOPMKqNwxuU(#mm>(s`zu@e# zhF$C8TLcOk(>+HeF-F(Hp6B+$fn_hYZK zPDC!eJfIWp$6XhV%Hf$p;+5MU=X_4Fkv(ojB!oU9i91f@`k)!FLJBz6W`*jFA{u8T z(=t|MC64ieEjm)yr1CMv+B+v5p`@6BYA+o@t;lKPGac@mA`VkS9gcH+#_xFPp)FrU zDMK08P+AGI!Z~{QS6YrSS^*u=%iY&UDriDo(JN9%j7M0XumnTMLb#-!nJ}&ru0Cu{ zYsLmezI^g&TjDg-!<3veSs<6%<|e%a25BYE{M56oJFsrc+nG$a zHqgURQqY%$$pCW}5l@}mIX@-z7HW%Vk2X>iSLjd-C>t4bpWL*@1#bbhf&5l)C;SVg z$Ezn-w_i^)jh9Rb7Q4JD(oW6=f`+Cy_8^lLGos}_h7E7ya`?44ltB^>B}>$8wcaYH z3RmY>t5;IDGFPxOm0fXTV>}9sWIAKtp4l#eo^3u_a)HN3c+LQ3ymPWTic_*(3U9K) z#}J-!J`tPQo^M~yUsH2uHKlt6dc|BW^)E!2KIPJTr{Ul_upM*!e2vgF!Kvxkf32+d zP)UbjmBEXFMTuPL;LGL1T^1=Uv4=-eAh!+JvPFrak*I!UwZ= z?)ntg@GKTDnmB8%qbvY8UW{ z4Cz!)pUn4~fdUsEle%TAo$b_dsG)TwCG;Is2wTNxIcStP=rB1?puG45j70j%13YesJ^qiuadYyj?$~ZKXo!gr%un(gm8*+tMv_ z4sw2sN#{5;-YqmOB)wo|fgocIRn zwJCxON`mq)dE6`<+l|+4f7=F(|1?cEUFRGj9>ZQ^EYEaAq!TT2*kjD^o=#|H1%ivr|q54S?bw(j~ zjQGAW106T7i^?XZKV?VQa#qjK{FiCQ6`UFDOdRPDV2Eh0#5nW#8oU#(Ij7=`;-a;6 z8WG%+_}vIwyGHVd2tTuj;z3$#W2>Q8@MX#6HEut83VL|K)r5#O%=N<#cag`Sfth(t zrPTdbaH!u8t4n3{+%LIS%v^yqhoqll2SJHHqk^N#J}g7zQ=A+NmtOA-hrBQXd z&|un8apmr)dtP(CAvVMhqOFXtY^>+<+&IwmE_`hyoVqpa^!KT+m9 zB(y8E(Og;jrL^#@eowpnzDlxn)yB>0>@LQFBH7lrR-ticVl#f^On5T8$|Sv&QBAKG}N9+b~sIwiYmLk~h0?ZE9|u+Q*0D@c0pvzw?7 z_qjV97Y5Zh)a$SlcM0hEx#F|&v*SMgvKx##j;TjbLojo1^>eLPI$C-IAm3dc)-LO0 zs;#c4zO{NBuAhdQN^rY=K3PexC080pPHpHP?QJ_=-L>|t?^@rCt&P!HS;Q)1#(Qr) z|C9DSLp?YvO3ZC@DohD01l1zWV-WsC0+ty>szmQQK4aZA{y|7u)50%pMuE#U9H+q$wrfV znC94W6MK*`*ka)U^mn>6#3W3a4o%70ned^|ifhJdf=A zL@)Y4l&VAJuI;)6z9Zo$`aY?-Q54YaQb+0bMuUT&{d5;7~F;@ZLBp1&g=e zAMCw{qB;yNr?xKM#@-&BUQhju!?f_F^((&GKCQk~KP`dMTc@9Ilc9j?ikrv8w+Uw7bzlW`FWa2ZSd>hwq12m zCbaC#OnN2yC|eZ*FbBEFG2s$Eemf6l;1ph`+~vwjXJJ=Y+);GYB3gEVs^5$T_Jd47 zeRD~1-Zj~U+SJzAsPjz?W+_%{XYy?ak_B@_8NPzlEu!eKHP=zFP*Or-MvSqL(2&WI z&=DhK#77L7;`dk<`8g8mAIDLUkixBz(EfRjGUEH!zj(yw*ERq6M#)C`^9)>pY}7x; zD6PLv{e&j-4)KNUD6i{+g!JgyuMe_<+S4N>Bnc#imy#Nu$nZr>sThv zI%yj+ca}g|mW%TMjkbBYG+noMxX9!O#h^UQMnZosfsCUX_;fFZ3`uR5XB2aETZo-XxMj~b2s#Qm3@m(D8J z`;LBwGPRRf^2j)F0Tjqe&A!SMcuk{su47I9Sf1&>N)yJ4xV9c7>GVTcrj1^TS-b;! z9U)_9m(FMHe7eAO?>}?Rg-j=z>Wu&O*g*X1C?O+BjTKc(n1g zZR?9&wYmMLe`LBUL!4R18tQcJ#`3j&={}f0Z2EHT+KrL|{dv_I)@-12E^RGUQII9f zp@rEjcx)cDHuoPM``bCv=&Ker9W5HYT$ID@s#v?XVMrNi`M>@NJ@uF~b!ow5btXs}1}4`0^jmU#X`%sPh`?OWpq_wg3l0T_Q58W+TB4~s0QjN*nE!ty3PF7Aoq;YC0Vqw^e?AyKi$YF2 z^@v7mX7y#9>T@%cVfR!3H*CYr&^@ERY;E?JRrDpK2jI)F|^IoqRfqYpYz+kf8P1;k@}Yl@JI$CZ!yq1J^F2`v3WGx3!Rp86Y0VEY1&%E zQ~Y7zwf&ps)^ngsB~;Ls;Rg+ls&UK1D&+MG``p0V*hyd{KoC|L+i=@VO*OL@Wmxo8 z@VY@!p8DZ`$CjQdA?A?(##!d~RE_tr1f=^Rj=>JDx);|N;PS@XMK2xKo3BW*;; zA6pRSp8>_lAah>gggm2u_TN}5$PDYnN;;lQW$8BcYAk&=+LDkX57$-R(18*0i_m4Rb*F&j$WxUnkDG$B<6jN^F@r6kke z-2FhbeE0lpAG?9S4KhNqS%?i#xc@QMSzF7w4xcg>|8J&;jKjl#u%f9{y7F(U>m>vN z2pDkqVXC$68Moxl_~E4q`np$Wn-z6&_sm1pz4A>rxQ9KpGT$XI9QP9b9e)8&8T4~zC65Vni zn)H0zRvIE?SSDNh=C2_7*P->#qeR$<1(Oe5`;CVZEJRgwk`&JM$d(nua6EpPaV^zW zsZmg-=I9f)nwq6N?3Y}s->D;TJRC}TQ^S#Jl=vfFW79O7qD0`)&kXfrKeTc|Id9Gt zHuAB4f`6DBOL6T;6c)v+9r zl}NO@#yaf!byKFdT?pwQl!Fy|at^M&Gu^ZD9xo zJ*V8GSkLMuZoIuVxvq^7u2rdJ4ijk#p(*sbWwCS?W32I#E`OXlyPylgnl{Mnv3EvE z+kvMl@eT(xrd@|rDJbr~6j5=^0iaiu2TW;bivp zQvW42k$8fPkxpFV_?O39p`-9wZR1f3b&o&-YXKq+90BP2!C9|f37#YIHJ*PXUsi~? z5bC7YROdB#eD8=sXcqw2v*{i^UK4nYj8n&k>|^J206q~iz0Tm*{NnF{kJDC^{oD}? z;qNjn{dL>Sr(sbLUWZOnqqy8?mt1~@S)hV1)Lyy|*x~+P=X9+=WJ{JV_TOP@6^g=# zR=jxibwsa8mqxE?E+mbr??Gf^^`H+|lsZ0tkOhF>M}+!hEU@+*sNEe}4-5{Q2j9kO z)*#$;7J>$MlO-5B-#hE|T68iB_*&`PRA~?~n7Z^FtDPPi>8SA%BpEd5t3IGBH@_#J zTe{NFqFpKjC1@yo+C{^sGT62SrUww+^S?5St-3iD|(J zJgjGifv=VWt%~Qu(lQJIr1Oro?%=u3oc+{<*kkuEhB&I(``EL49~NB@+!T?*Vrxmh zpIv1W2$%CKYcvVvS*~;(H8bz;4ugyJdZGCM`xh(axZAw4G|d?odrGdM@c%A#2T>^_ zvL@95(-yM&Kaprm3(dA)6)|@Q8a@N7mV?wpL~N#qpaP}Gy?x2;jpCgFQtg#vr6Wcl zXh=F3c+I#$A0-jCDf3sue$81ACdiCN>ccfSrNV!uNHB?Bcg|Eu0v2G+c5&OSJ&;Hv|3v{omZtQZ!c5~%`98nC;S1o?vD}S?D3^2 z74y|U)1!p`g9w7h^EgEaPuU+W&5W+=AN(S%zadJN*pAH5YTG@c2iBE_Kz2udu_2cE z&Ya5loXy8t_y`8}sLI6B=XN}Jny?1HFFgIs`vDeOF13)#GYn(Rbu(8$8wr9HGPKDi zwh(YhT2a`$yYHXZmBm0ap40gJ&PIQM<6jY=KpG*BTo45+S{ZVpdG}R#&C$~fX%yZ{ zV1cO^|E7v~LU=zUVmVYJfV}x9{6h@Y57l-XUcL&0_ffoiV@2v1H6n&@H0mhJNR?#f z;uHx>BaAyAgc~0c#|4dMeLVHs#QCE-GVUWW?)2*OJMdcn)A)7okS(`IwH#(D0enDy z%Fi8w7_eU62tc6Zd(7;O%KTqt;?S&D+IZt+WuBVy5JE75ElXWh?M z>fV9~>L+U2w5%H13!#~Hr9D=pDUUK_KyM0|uKU4d^?I%BASjKG;iQRA+u9k!U@!G= zKl~FE{$>>kHT2Ebx5#f>ugD+yUC<@jmwtnG*|_4Pt-ey|hR?ly@@1#@CPkg_SZ2)b zaJ8Sjietqs&r*`0vE{rs%+MngxZw-u&c}6Mu0SG7NtxAn+}T{h&AD+F$9d2}zpA3x zBiSL0-3<{Xz70S4G`9^&xTwT72EdN!2|iFMyURWv=CRS+w~-!x0pQ4*Z7#lJBkY_k50HP{2ZP z9HVb^)g#)3_fK{2SO?g{-;g=2$*DZ1P<=nfz#&y2(|=IQGXHaqN>?xiYw-H=?ja2q zH;f*BM*n2e&xl~+#wfp8{f*k1l&%TWlOV!Yc3KUp&Tseau_~D~k&<$h(W}~b*gjM) z7n?L_(0{CuaJj_oMuWQ!5w*bYBs1%d!uPb;$M~8!G_AV}rw(-a+(HiO6E!r9kVCi!`{;i#Oe*6GzpK~jXMMO%3&(w?Hy4qP;ePUN1y5Lb zsVb+iN~JWPD+5+BFInG+8N77cV8E7Wc~fmcve|Yokfh{KGq?IG|Jr%Q$xBsTJxUX( zWxSE<_8f%uJ2P5sG2FrsK>UY4eK)Mj%mo~^8Fpa8y zsOsOBSrS8N2Y1(^0$1Cs7Z)Q0t2i1@;BiRp8W#&{esiQR!!+yC0G{QZNE;q`>;E=nca@Wj!_76Agt9tR$jvSLS``!DbQIYp~5MD`i!{9gWNWT_$) zsM)G43>0F~8r0=)@Ij2xJ4dhDcPNl!$(I0Xq2Q=y6aYufFUDW2(rHAW4#nS(>u8@f z;m$JnaGJVq>pk+ym2J}L+-P6u|3@bI71=y0#=X%gM7Cl?Dq@$P(PE{GV?Wcg ziBjCjGjpl6$t#@XF>Hs8WArotg2cuU|j7S&mJMP#hUDwnFao}ty?s*v`=8}1K0P| zq!S`ybtl)HJ2{L_i;EzW@#cw5s)t+l^@0B9Kc=6|-cV)j}xz~<=Ap{^3>ge^fiV{E9utlWSSAbH|%`H*Gs4@YIOO@_+dYXNk zziYP&<6~Lf_D5G1#Tk0uXEHN%$XlOnAF^czY1aBn*eGGg&bA1Lo$jMJcr);^8V1qy z`33#RRU(Q@ni!p^8!XhacOMAQ8*Va~soYCSueGhiQS8VF(pPhFI(GQ^EyquIP`=&_ zS3_Id^swz`?|XFI_@tyTPSf6%PE>-|=N66acC6W113UCG{#yDI?RQr|R^6I!tf`5K zp~T7pInT->buGHX02k*l2Tt?Bhb1>gL4N0Red!k2_h{F_rKe)3z`>1O~BJ=^mwl#6+zBkm#D$}x%gH{`FdYEdBXn> znxjNA1`IR$0C#)Ya_&t`<2+;Stuz7rG^%OOm*Zf*3oa89`BvWNWjN^%gY&^(AVjvm zrNaL)C2QDDCF{@5l7!hBssbeDNc~6#YmIRslt}V2v)0|+e&1H@P2$5 zOUuEpUCI}3){Z1a^wNE3D@x2Esx|IVvN^=G`=bu~vQBi&N#XZdR1DLjO3|?rX?%mO z7krhAf#8!zDdtb?nIdu{ElQT6BYgd7hk!C$*{!!6ycyMRY-EbGF$2Mh&$bPM?){qx zdp0D~dGfPYQP-v{aD8u%`xq9=akaFxzF%%-S#~zfMO6TU&i0_D3yn@+1e~4}DrewO zEj2pjUA8K94^RoYc2fJmgXrT#h`PfGWc?>B*JlS}+#o~_xJ`#&J_hMG+qQ4qsz$>z7%3Sh7M6{3f=1opw!fAk zmBkoD#kXKvCJ1{4ac?zpI8D_+$OPvJOyeWl;4)?|0dF=JqcwPQE_ZGCzpd_rWYO*0 zZt+Ea4%Zf!R7xg_NOi@RtiWeRDOk#eEn~&9RDKK-i6zBhDGfYG*-ZHPgN23p4I7=6 zolylAOVDP-5NcdVdTLvu&`49*wH>docOn*-#J5E zg}iyeHcyxh5WS`cnp%{6epSNPX+Xg`<+uvcOv||C#C84!{t~!oJpH!a!w`R;+v-VX zQDNk+x2O>B{iu%29)~3(OgE}O7WV&}i%)Sl-nv28c8W4(Y0*l)8n7KMDpt*|$qGDO zE_;stshg|Zp#eIz&2#%mhyOj1mAgWsIn@l#5W82Sd13sw1o|AT_q^s7x+*VlGg^Mi zXgc+4I9FnQ&dDv;U=~V#*PWhqe3Cr*x_Ex$$5;C4?6w+6Jd{l)9sHSl<&)eak^Y2E z*Y+ElHZ}y{RozwIXS>_X;Q$JY-pgBm^>MG^FPs*7p&Is3=Fv|K zO7An1?MlF5Sxf+m<$(L!$DHp%u<00u*MHSaWH)n`S$3MM7NXjS)l(GbT+seA-rTW} zDULoI?sn}pejZDG9G)!<#e>n-?$58}DA(QM0eZ)r5Nl^u7}ypj&~kqD4kS81Z2?kp zC-&Z-0Dh^z*h8?LlbZj)c5YETmi_pt{kKiLI@-=fJ+k_69imj2nSr#rrOy;e?K#w* zdZuT7m+`71=OyxWZ@OXdg}a2t(*>EuX?WoGzbf6RxD8|_c19<}!+iG8FjfZFl8%v{ zVwy-R{o>N>bK>VgE^3Y8x9=y+)us?}X5ygpeTZ6DnU9gPF7RogwA!s8H_=Pz)I-

OARin3zWl?BmJG4NjGnBTf_)cqTuP*r<#@N3a?b0^#LMJtJO&}}kSwLVc zXY1*N;<(rRD-}d6UM(K_TQ+{Aa*jplv-@?0TVcpsGpDwWZ-0kJpfs)6k!5g@(Kml| zB_u(H&hihvn1KB%Q!xCO#2fz**~f3Z62bF3`1W_f19NcjkkOE<-i;eXQ2hFL`2LS1 z_6vuLS&qJc;8?9}xr>eP3NTvE`}u^84KS@%BKR0DHEK8>XCy@}KEDm^V~g4Ks)~xV z=8KT8xm?)v*Jjil6WkL8xh`0GsZZm-%gXeJ|A>G49%3@3q1mPRCQ1!kwq??pbM=Jj z3pY^geA$k1{b4e#juA?h@OyII88#XKnj3$x=8sZ%1gPD~wzz=5Z{9Tjo{0vc7ko~}^tf5w$8hM8onDUXOu6nDPLm$CcJK!ucr|9- zE1>%P)!E+hqQ`Q|V3VGtHfm7|yasn-a*~+6G7-qAl1Z7tXEjFa3ZESpQ6Yad?MCI; ziM;tBL&2K|uXJ*2G>f1jtYs_HCv|^&i&L-K<6xm_eD3FRK!BN<*_YLe{j+@-si^m9 z1cYK)T|>jH6piC;`@(BA0zj|(_86W23Bhd z1qHowS={?j7ptF(9-yCF`Ay>LN((WMMl8Df25OCqr?6_X~p9Sh52| ztR^e{W=#l6M|iGP`ae-1T3ekt%C)zU&K$$AKXfrR5=SF-gzyP9zqZo`DM1RMm0^{3 z5U)9v-_+rEWc*>|u|IvNl?}8f_pVc#IT;nF z;kFnquEhZ`zIE(EZ``kk#V00eS~kay(XJy(loptllAp) zk7^?;vx71*sXdYMWMjBoT=(avLo~CzcbNx?KZ9b+G`3jqt*PCe$ z(YK;M7e2l4Mf9t$&mOxPEfT;^4aVYY$YBnS;7K8mgXnGo@ddn6kXTma{7P4F9`crR zlm8TS$|xX~2Z?5xr#JvHmDD5mo4P{$vb0L+QJJ=&&biasSi#N53r>Ah3~+e*%v2WB z7MFgFxGvpRJ(0cE(AxlYTLs<9w7+O)_5jLxT+&suy$i=FsO%GmR}}W6-G>w}>RfhS zAa)H%1eswAfS4eAG5gR;qqOu9k`lk*@^*xjaA*+rA4=#OX2+flZQ7nR6cAb%o#Z>v z%M{U%cg~^j9TmXl9s2L%j7V$L{bs?6kIrYCsLp9r0}Wd?bAj$SS01nXRvHE%xt8t>6Hkl3Fy}1WV2gRcr$~4|qT?yX>(U@w2@+o}yg?aH zh{uyLYgr|qJPR?DPgpT#V2Mz)o-Qv1lUofT4boOJf=Yq z6qa9C^ah09Ofo~S_Zw)85FY&UlWDK$kAC_wLOZ`Kxo0l=oD}xoJM-eiqLkA3Qkr;K zZ%!vwQjMaqRJ_3me_Q@j0o8G1C@22PY>h@`B8){m50pbG?c)N+v5pT;NuEJ6*&tQd#ABlMv+c7+T znd>eq;EpWdqMK&;B-!e+x0el3J8RfLZDx;GEey5#{1ERVaL~B6yBOYEU(H)omWZ(n zesWvgM-42s=eNAJV_GQh>%oDHc)1I5{3R8>LOBl5=^+sI=q?DjRCK|>-FFp+;Qz5z zfL0gf7)mN!ZfJKtZ`NShx951n%jQ4J-u+iQ>tEKyU=)ufe_@N)Y0QbAZXJC@i16|0 z8Cle&n!xC?zSJ~alWNaISkKa=)p`UUCs5Yl8WF^2B!0+7`&d@yOXQFL1p4+_mpSPx z7L+4Jb4yT2GJO~Ml)U+NO`wJWzG6PBFafWmuF=efb4xx-9Rc#3eSt{Lt^GwCui9l3 z3f-cz{AQVx;+S9{4^z;0e9WhvK5M2>D{c`SrZe z4GNZ{yK>&gVpT4#u3X;s?U$QYfm$r+z(fNI*%?|;7!MesLRgNysMOM^R|<|3x<|OI zjqHvk6+)}%PLQLv7Tdd6|D-bPEcAv2ZQ1YV;>Gpyz5S-rX`EK%jB2iyH?@ExZB1=$ z9^K5wQ1aR!3y5dhYrm$csfnR;J5k~ik>arcHa3ZiNqiMIzkrvsd9*q6V6kN_|C2Ho ziRZHawOuWM3bbkhNGwgT?|4>GRW%mUF|EX+3VeKt!1!;cJCk{3X$+bJ;F?OUH23<$ z_G^d+0X{~sg=;dq;ZfT1O)r|J+vU$CAA&t7h@Z{?u(ErSo3s2<$?mXm4WC#&!zNdTcGhdzXkprU+s-#5L;&&I9TiV_bzio>9$1Ga^4BrPgQl(2S2Ne}S_1EL zxHZJQ!rMMA%=(P7nj~%iqPJPS@O5NU^~y>xL1k_K`oJfp#yPQ3@`ITzwE)>O%Jdf| z@4aI8n}oejt)A+sWRM8U{^I0?%}rDVeL4KN+h-EcBG}j{^I3Z1(O29NL7OeRip3-? zXM5nP#hJt0bP-t0Wr5?*(&zbDFS;Jlk4f=XIL%w{i{oy01B#;614RF@02XIJ11$4hLbfm$Qdqg_L!)gCr6giJl;m?%(l@hNG> z!=@`LDjK*xGchyIPc8jA%`RTrP4p`1$VpQsCM0JvVbh6jJ&u-fgd=Co#w_1T(?ZvP zS#oPVpO%A2s)adu%34{b87&){tW8JH|6Y0DWn7Y4@}(-Xw6Jae;l4U4%$0zNzo<(lun%=XI4u`Wc^zDHeOc8BFC zozRxNwy20jX2^I~N;DI}6OM{$2U!?GcEXqIpK>(w>?Q;2!>sLO%m4xRCt3GAbmqb; zF3sd$r&mfbx-xQ>B8eH_T^y~BzZcNUxVYK_$q5Vc*I7T?M^s`x>3u>A4GwRKrA9_a zp^}q4Q{}QiXeDosQ-wr1Ne(eDfUrnW(^+%|;mcwcNoKZt9~Iey#E5tSt-{>{dY7L4 z@pPQEHt`Ml`QM@^<7+US?It_hT)Y5jWqr9aA71w(+S_jaTU)lx=@{wY7#i^&^}qg*Pqb`mB3gEDIa~ z`~irp^H{{QN|{f*tk!b07a5b%SPF7wurs>%OD;wHdReK)A_(n%TM3yw0-A<%YPr2z z28wM`F#Zy`yMZ6Q1-Pd%Xp>I_1g8?=j5 zl9&O6Z9i_eGqS=e1^w6az2mbo@Uz0=+De{BdcJv4D(ZjIUPE z={RL{rv5|xy1i|wqF6P$<|52?dwQtlL-yQ~-GIabZu}uKILS@1* zYy=d7up3Z(G+9wIaAI1hLtnw2AzpP6;(t2oe^!f3fNM*8g&2 z8~#fYMGydTs(R6130=q?ZiTsOz#vpZCJHt5F#MI%r?cTC+6E5{KQvqOzJpDvmWjg( zyUZ;cb^FQ+w7%6Vu^8~5HhrSjMo^UGMIu)AwyA?l zLQ-W>KutT?LCc|7xgHpY{2SD`HnYXv#RZ%1b>B17Yi+%abiR(s36yHn#KL&^WQH{u}sQ%Bey1s)ew!!=o`~c)i_x-M~V; zaX7`^`R+8X%jPgAY@CAnpn0!S=z~@NJRd+(m?au^TmdelvutDE9wA0Zf~-8>(u={< zjG`-#GuZBPUxTjmXLxeVWfLenA(pGcpb5NT^onvdQT;?Eao85+`CBqF|_dbVf zaKxu1MU@Y;mdK|@KExiju$2Fz!z>WKXkCm~m|OKNh6GqvWo(D^LGcL|`jeW2Kn(=5 zFsLVz!S#O`qu~MD7dM&X@7sHQV{K{^$6WeD)| zF6RRT6&4O6_kekUGsXyAV!T?c!rLCYQVqR%fOF!M=vpRuM{Y*^?JzqX&5Qml?K>=UZ9MdoeIcoP)MgTu)WglXpT{dg$pk4Ni9!$#jX{RhD39*S&l{s^-Vr z=0{zF=*3@)JntWos@JgP(|my{>6y;~FX{aX2>nuBjx`Cj{TzS7@L5|iVlIt+5@j3O zgez6B@jU4m*l~}8?&mIBRDRwc?`W>9kb?%1l6Z=itUW`H{I#YC8QTDeMc(yd!u*~~ z_;U4!rG%nvOMy)-hg$SX*fXqp80IP~wm@2n`SE<5&`92ry>h1QzR-E$vDN$C3+8XCDqQW<|ICToSfmA@_H!N30UXl~pZ zf~;Rr4H@9P6|y_s9_L(3<;q63w1gov=k#FC+v7>sIioi3p5e*Q$Q45ScyOWQ@h#ab z2Yt6WT@!&Nqp}D51torQ)S|n?sVOPCMJRO{Omnb_v!tY?)FUSag~++r?(TfDv6N&L z#kLK0EfAaO-FImx20|yp-22;KDz$uPcBdj!!`AKO-?H2=*pPpz1Ti;a43V!de~L&JgldZJ(ENVSawL$KeuWVBB9nra3qFYqSeHX+}u` zb;ZpMA~mM2fK#ok-m-){a41Pb=4GQFn=lLRxx7H=dg|l4EW&#ypv265U%Q<~GKBm+ z`sgR(w*voy!~JSf{7pOhYlzr0!VqxF+kOF8U%$%tuF=pum=vYa+%VssX9w(1i#NO3 zV|K8Fw3g#t6i8VoYPjMnjLk8wE*g~lSZI+S46Y!P2#zf9;j=Q)z~n z86icP-Z+Tr#3BjyI02ATG<3cDWTm~ zT-KwG@(fTlg7x9w_y>HQUpR3$~|uo4a6ym)0wpj zjul&Ij-(@?jKN0uu+=4Z+#>y?bz?tSp`o}_;Zo>_tS82e&yJR`cO@CL1VDVqm8o?i2_ z;gQ$Ek%EK(w|>|&Rk%~rc!4zg#H}?JhMCUS9{;yd8f@qEgwH>^DHzvS`aDbyRTZ$r zmYU|34<{h0B*)u>5f@PjptXNS(t4EqJ)ER$JYXd=K1J2=;*)`j%d@@K2MJLCtN}iH zBCDkN5w%8Llu@FW!;sTFODLYzv|fXTXVPL23*~z#)ysw{09H2P#;Q^Ad7&&SWIVf; zAt%6kQu`s}vlaL!!k>t31@`a#*Lq{R5!G(gVaGi+g04RL5V%OWz|st&hz>{W8+gg@_p1-%z0|mY zfecHh^A$~=l9!&;3lh+DcpL#d)3lhGb0vd)kDH8Dk<||FF3NBxXHZIgXt>z4m5JNd z)Tw12r|fttFj_WUrY+4P!HDy1Zv<;7nIn#U$ADd^CX;%x=mUE*R!;mv1)UO$3=Kj= znMJ6OIny4@>7YuH4enuUN1hCv&VPg7fJcOQ&F-XkCsA zGDa9t0ax5x`>oCg8~*~2zq!)C7#ibZSv3mMYnR5=XY+bA{rLVCRe)`llJwWMS3;8F zl9I0CH+k`EF7&)T!I1shrz>!|82+c4Y2E#!Lp*DSL`E}Xnc_W|$sre92oAlfBBN}P zghsze1TRZ)dzEOe@F4jSX^z>g&}U68lROP)BO{$Ku;%phL?mY?8Io6R4=C$LktkaO z96m!oubtO*AN|OudBZ@GDSW;gTo(mCx(GhfxPDOSsL-=XC?)A7@BZQmNyf8RfQxP- z-z2#gtZSvuF5vI^bs~+6DVvDG4oD1QpG~8xK40C7fG79HJSDgLIzFGM>*~SjamGN| zpihb|dry8B{k<+*t_&Ta5|?b|d;ngY6eJscrSez^`tifLRu&*gNy`o z7&jDrXH0hIYBtoKYC=KtDh+mXx>Gw$#X?55-jkGG|@W|!P6H!^#@ z5i^w?GTPp02h5qq-$=$!tk`SyYqJkuIkC@>KFVqIq(AjigSPv5B!LvSXIE<6-w9Cm zdMw`>W16=7cw%%oHnCNft!Q~kFVh}g7&NoeysK*uHM~wagL0?j$#m}Qek6T=4HwNH zC$%_s^rlux)4G<6)V^C;0D`(WYj0YOAMiaSNplLuB={_ROcY?JI4s4ra&rmqP<*?- zY1TJ7k-I7-SVYQh@GfZ|+ClKc*(J4=dP}T_V=A>${EEB9bq9ylu>PyB=qDp}gvP`W z@YL1z{DdMPU3mV8wF!1vlx1^Bxn$Rg1g}xNw;+C`jCmL<=Jd9L+kCL$ zM~iVmihuNi38F!7az%07*W`dn+vQ* zZ`h1=kvhJM4N7@oFZH%NNZ7r_&`o2LQW?#cYmF!sf;f-w%l!rI>z zmzPtniQP3OfT7}-jizzdM}QDSYbM9wU}EGGh+X*R$m9(4+&*g3eZ{^dC*a=S$>k}v z0oaC@A>bq?I^xg@67n0EvT{ zeF|Zh_jFr#3}4b6r*gt64Yus>FUa(-T6;m^-LRjBdlkoe`8h6DiXEG7iUkk++R_-` zq80~ad2Spg7S@Luc|6sVOR}{LY`u$da2JgSkPLBC zje>?M{RTdo>$KFLvuq*OfcoU8UV(2Tx67t2H}D#NfBmPlLyJzZ;qBbb-Stjks%%&* zA6X-e9ROKQk7V=X==5rf5Ql8qF8@Dlon=&%fxGPmq#Hz}MMO%ZyG1}rm2QyEp?e5P z>5y&_knV1fhM~K2fT3Z?VYsjBp8H?toOQneix0pWp7(k7{_Q=nDg*=bfZDY282ga&bILW?$m+%?A;E zf4AViP){8d^h=Bq#838T2Tdm+dL8PTKVRoOC6ONO=f?Z27-hW9X6}7Sr!}MI(&a@h zpc5~veVD~5tY_D6o(_@{aXSp7mku$yyWBUQ48kT=WV8gY3AVT0?xw$y%c0){ytE#Q z*{E!RiAoJYT45LFf4m;gEpS-$uvN68;)e^T+gqG(4??~u9nXz*U#++s`rO+c36NUy z*_1t7>F_(WXacU(znFABMEVt!uZ3yx>&;DhkrYROr4uw~=qJ`JzH~9>hn%`fJI)QI zrKAzxO)*iN(Wc4G9t2c2+Kz`KP~MbXj4$N6%ICO<-mGrUWTMi~S*Nm27f@O!<@cAOS7+`Jys)?d)h)n&t5a^3`-&0tC)wpXxv12BAM@8FWUK}ovBYt?4T z-}BedfZJ-4TU~RlhPYc+f<>0+8zdkR3GDNnuOW5?-uT-zJPt6#e8_eeQEmZ*lRwTx z&3Zml7aw9Ikb;HEnUtCEe=;?x{p=4w7BX|mI?9)m9;K{2VOa>QU!{D+wuZ^gk32jc z^yApFCal$W)G}NR#Y*NOCrg+3e+He7+TM;L71;LHdt=+H^4F!Si}P))PcLvh-&S-j z;!8bqInC9ypbH^T-W(kFXT{v#Xo_;A%H)FHyRftkq2 znD2q~W7s0MIzJTyyMOP{-z0y(b1nr-A?!0gpIgh-IsO$1xhZ=Ae zUkV+a!z^LV(IrES;IqO^ukX%hK@XJS-kU{_@{&#ox8uGX*m$o?z^5A?*hIb-8t#8L zLf0>+4v=S`*XrXvM?da1A0o>Q4Nc3-*fdJ3^S(7xRyLo0cOLIB%uYF@{$pq~vPXEj zt*Vm#kJJIRKFt2Pvry)gc_eB4G8uzO4_EW2ZoUrZa)EjwJuAX{^G`aWl2Z%QdV)&u+oHH}BR z0EK44vQryO=dmtzA*b^zG288crSW>Tg9(xL3ji?XV(2HTqoS5T=k0Ke3^-&{LLXsq zp(FFCmCf&pbAC?Q;VIv+UwiaQ;4Jddv=kw3jd+9Krm!N;ggHPZ5d}U<_Enndp!LyW zrESH2X#V}-=ucksU;Mepx~`lWXFt+1hKa^GL+|`9|BGGGiXZh2c`-{_eukhZ69pHf zZNyybzLWD>`~A@mX#!en`%{HlLx`gixXdVdf61aS2*si$>qEuVVYSlHd7Z3kewuhT z*w+OcpYCz3E}0K(oT_SQgMi*@ZU?3<9*|jN_@GUw^DdPY32m> z`?@}5`vwcF`ivb8-$JuiO2O8ayQ7}}HS|O3DI`X%XeHPu984s1n6_5nPrF<~ z4VkAeNg{0zPi{v&RT#T=1;hX6h3}7uqUpQKU!$+MC_l~TNBX`S1g!X7?2*T9g{O=^ zR9_jd%NNz_y^BFmcWkGKeoR2sHY4GL=l|{@#iIX8{2@urcGijbT|-b*{<_A;@1q6{ z!;!e^n4ejU|DI1eY3I#7jS*2tk2_dpHr};v94=PcEj(GLeK9YF$(Q&wUprjocj3*( zAV+_tBxAdt1bOZ|&%F$BEGo0H*)nbBTmx)11-N;GT6oeZ0Mn)(sw}V)&X%)v#T>D6 zYMm>sTrh^QPp!mv`@ZeqFZ}iWWH*tP#UMUj>dOC4K$wTbD<> z&Zgqxp{MO@UNCmc6kT0o<6I$GsD)*7WQ|qjEl`)*J6~m@UtX@}(u`F~f)t`xd_B1|G(| z8O0Z4sXT=XC{R;dg_utz-ZttEb~;?zC4m5^CFG@u4+n$;+OH{A-&1=j9ATL}_Fkow!VS=b@<)dv z(T5m61R52;?H_mNJH4e%QsE8_*}2bc{P;mOVY)p{)_+cRI?np2b}b;~pV3L)c z%EKLEhG7)A#lKAaJdBxK?2}Wh+MgzIv|i6~PJhC**eL2i>hSH|d#X3?R`I==r`FHS zlan4y&R!(&6KbPrbz)NgRbRy$#I(lJ=eN2R7G7)^I0x}`6@$`cM+_^+9keVcRoL$6 z$vNNOyOekRUi>C&KH;lxZMetlE|$^ZiMpnkN(q+w-Sw{QT*P)hU{vP^5_NA<=!y-O zwS;vid04gvD1^;N8I&;elIkYB%cN5HcUdS+S9Fa&w%rI9JaA4a&dO)5G(R7}P4ls2 zlrP)WV@5dz75Ky?eqFiUj2PodOvr>y4uRn6SCa>|l!~+Cl^S}=)5|2RD$|!}Q%qTi zm{!4xGGzXSa~W3t%$i@P+x@dyQO5%GMxe*Q@S-osjROg08I$zj32Gr=7n$HzQZqiwbz3WnOpt= z$T?k}P{S~pi0A1td_gM>AUaR*Xa85X(%u{0GUG##Y#(leRlJliIa*&Lrp)OZe44ug z71eh1y!Mv)gtJ!uxo>hAe%?rM8)Gy(l6oPn!ZYyepvhDLNs;1LI|DhtyM4_YJp<4_ zzD6j%2(#}T2?3K=S*&Fr0nH*4WoE6TPgxxAke6ny(Z;t6I~f3@^v=`L{YXE__*x9Q_LiQ&n+hc8h8h>s@XEjz7ppEnBos>ky8 zLBxU==u!*s#dybR$J7@8%61nvsYL(Mi4Rd5m#}6#xInevr$}v^KLCnP6<+nFoQtDP z6vxn)4_#B=(=l&tc6vGrRAjQa+yPBE%aT{c7yO^dK&9)`*>`t1WQ-+wR4}g7r`WIV z@_K%F6|;qZsr^QYldL53`Fr?L%MpDH{lEw;&hkpOKRA%@X1%KCvrg>`T0>R>5%<@^ zSBn)BJA!EF%;PQro?l1j7_m29iq>0;3UpRa24su2878OBe-r(pGq_dcc@~dq8!sdu zH|F;~F6U|Xj&8*cnCSLYwR@E14HI>eLk&ij>N4%N{8@Qv=`-v%E$i-|>gKNOZ_Iq4 z%eK@>=>eI-W_kM77^vqIj`F`LS97SOSSFL$J%if#%lqzrzI8c}cmb0SuRI9lFuSj2 zxgBFz`Z@f)6_X+H7b7c8k^{UihmcBBfwSec|Ej+A@0X^+=TrHUE@r`{B0UukC4S|wH8W$p*?F+`TOwuaYc_&*dIK$pA3=*a<>%H0N3j9TixM^geEqYj1L|#NM!OTwHMR zv>;~CKL)IrzeR;v*5*^=$Mm7p-@do$L}{VbX8WA~z&2fi|Dz+}&#kI2ULU+M(LMMb zV6s%3qyLMw$L;Q41Ovh*B5FI&IUhdjRc=+Oi?(#&dbeMge(@eUq}&H{M`W{qFW5CkwFgW+YodA#dB zztRk{E#D!_I&D zH+#E?UY2&bsgS3rUI-k2C;}@Ut|Ow9qVg_>%~7GWzLXN9hA-VQ;M~T>Eh~M^`A+1s zXpdfczSv2rc2@8r1_Fr}cN=+jT{%G$9oZr7s}G;wtL7JcO%V^34#BIfnO+jx-Rp6@ zF|MK~z!$2}HDq>w@ep?XJA7udSAo&z77uynmpn{||3iAdIp71V*u5uX{A~aQk9jIl z^o1wL5?zPIW8&8$c>?}up?W%yK8VJ?YUMwm(F5-=!Xf2`6=ihWHd96}+$H!b*~mO> zx4qkZj=ylxEFLJ+?Lo9YY$f{x>AxeWuNknOnbbobZK6N*Y>~$Z3KTeH(@IyVC3^29 z3gm43Zg@Q(&q4pE0CD(67)j%~9Kq2R+4AVCnSgEJv!D28)EmYwFidwts`L^*yL8-X z!vHf>4lEfHzox4(z?Zd=^s?c7FxeX_Det;BSyhtHx$8@}=ie{~Uu+(fAio3n@Oer) z{-uS>NDASppI_UmS|IINp~BfjsL3~9I=2J?4e{GX{+Bc$hh1&xK;}lmj%-HT*|`G8 zUln^7t-zVZ%aZKNdDlip6bt?SmXqkdiLak-gGkd1t#p%PKwg34EQML`KrYWHc*;t_ z6TwiqlaF(^aQ7>~O)_B>h2g8teN1UhSia$O*+ZU{L{PK?y5H*?H-nMJUA)&@o_3Hc zw`tD?=-Qm_!Te!UHM_yZLA`4WfZGMOb|HeBQqSODPJRKZr?ODf8SFi{g6xpXF6y13 zjV=DpqMgsx?c6R#M}hsBb81J`thPPgZ2D4Pbb1(QXLmC&KioswkFMk57?WhEf?I$B zscg@$Xs!S}ZUz^#O_8?y_mpEDoFoEz?q-wrkm=Z4Ogi6h1P!_ks2Q&WSggYq7c|Os zqTJW+2M}fXeku~z%L)AN5gS^?}#pVjLL z)?%8_hs`_aYU19334)n;B+N5t{=DPpCTHO2Ze~gH5uG|d&{>?# zlYZbL3P}f{0}~7KqiR$0peF1UapZB4YJ;|tskm(&N$MHu*e3wWk+XE zkLE}gV?dOLvnJ6XN}}1JF@Pb;9Q?R1#OHdTb`h4XDP5&A+LUkS++a3_550o7b>F3> zi7fqN#@fjm8XM<*uFCptv$L79Ji3EY;XH~<85`#K8#Y?kz-7jn5E1@5f|<}x$LAAU zq>YyFf>KZSpkI?9yk5|14W zYs#~`I$YQ_#@MENSbhk=q>X)L;#%Y4M(fs4=I^~^?|Z*|chLRv7+l5qW;r8yhpTHV z7i}swfr3gBae_&8w$eKEBGOZ#G1Ic2buQ}gXZkME#*(-gFYLVx8orP z2~>3OU@pCl;LtFjB!=Vf;C<3dj=T*bx9a*9h6=f!SQz7U@u;s>ae(Q=xG04Z+bhCl zJ95&T>6evA?hMY2i|1v+sjx|!@gaGgGM#jc^q9xdFI-aWG!hXj8_>z%4o5?t0%cOg>8Jx-Q@(3OYt=DnXK^v-Qze-vbQlI#>GG#Jz zpxRICEC{*PKRP>TsV{T?9zcap;;^}v1g;JoL z{^i7}Vt5pra%8H)aSj;M>8pylb}{sUzYlB-r$Exr&5d{-Kkf462?3YT{N3^`W0>cI zVZ|RnPV5;F0DeFLzuIcJl7Imn@G%^AayX?Tfq&Ba@CM*}%^|50hHk;0Q>M-hhHK|#51wV9 zj-}0;quXnEk}&_hCD_(XJm=S38Sx#n%yg1~E!6rP^>E&)^~3`j_$t$>+8r4Nam zAMuO#R7`JTGe4U}WXW?!$H4x(P1_m$y3*mm#^W(g8WxmJ#m&rN5FL{(R<-I-^G>(Q zitG&n%3GQuQl6_mlUgv7)+S!`>|OyjX_0bd$G37KyXG%&vN|KWdfQK1X5P`r@XRv4 z^Ly{jgEHEUCD+*y! z8FO!UV&c~}ijT0*{_4FlH`g~TH>OA*HG9^0`B4(c&*Cx4Pf0i5pM6WnsTROX{%L$Q zWT9RpUL<^!Fjj6Bt@!C};ZXb2VtuXJa-21ecRkBdR$5e__|&sjs!=P{{I7`=p*QVF+83TKxZ z%Pgn4&(uC8_l)%brP@kH!O|SgppNz(5RwQE5qIsVdtaszKI=GWNtrg2<6L3Tc2KGu zxafDkwDvD}K0Ua*Hv-LYCb(K@xN56|WQs_$-SSUI3m-5?(uh2NxPwQemRXEtd2GkY zou2qTwm>Yh++@WJ@bhdw&S=+Z7A`@R*-#|_6S&|>f_^#UN?B9c&BK(*1nYRc6(dLt zTDvcF_75t$xQOI|_%~Z6?wZ7iJqOld3|b)b#1alC*8|*yah(1%majJY*&0o=-5O_iUc_N ze=c+&QGFjvxDRU-jv^i3@N! zC#p4bdHTw_sHqffwkmWb5o*W@G@@P2`y0m`>+hgXwBMZOofU+qMoaAfU3_B7tp(Wk zj^hFMse~`cKQZQwS^>Jqfx3+%v(~j)g&3wlqk^!0&p16cyT-7l4rs7m5}A{7)uUMR zV=G#WB+z}WtZTH+CYdeq)uX@niTAu(=fi29%C=3timgLx-YEV1hq7V4`d$7WG ziL@7gJys!;_DhM5z@}SCG)O;<_lGu))+2Lx$!tgBlaP7@;ws9Q@2U&)D5iqRk14my z>|8H~OFe-v7G^t@|Gid2ZMGo55?_|7WIuG{j%;-iu&-1|zh;WKi<^&R1P=|d-sa`* zxM%mBm{gZjG_Mwv+UyK1R&Z0i6maKtAun4+@xJ`hqqx&vJKDI!kMwX4GJXiuIN@eb zz{xln((i*Jjt^xCy|-;D(nXqWK=s&Z6+f&j>Gh$1zJP}2Bt~N;YEP1iuX_%B;Ny*s zbXzrJ)}X}+$y$uO2HD}k!8j@qq>ofZoE`K;GyYc1x0a+MGcCCdvfi+=#g-6EeCjYDgsk7LzwY?<(eDa^##zj2*K=}tN&6M+b?mrz zvca=2aRslQ+cvtnACqeAErZQBdHpTFw&yWschDXa&9eYs0M)Nmwx&P@D*x89EZp_%`xRY#{C_x4_R z9y&{M*Sfsc2rXYaUB<2W;X8LI(oVf9h&P)g%=7wj2 zgZZXGP$?8q&S)BmMipJdb*j8MrS$h}J9OihZk|SkdlPvfO^i^KQap(Z;Q%8`+MiSd z<9gSqs0-$PLpZp&y;x4Y=Anm-9dG5vX!YX~XCT?7@B(8^bJ|iGGO`~)tL+y&(^3I0 znN$Cbyh{Turs!G?Vb`I^L>7zl5&bvnSCk@uHA&W& zz^6~}SSk!pvCauA>|?3TP569$-CtR=;$+;$FA_>S?Q(9C)Cs!!ph=BhNfnx_;%kgH z(U_d*g$40HWbC)uSzi%yRMF~zl{~eLQ7H?l%pcw^u-o!ax1rXr zC@MHwF&2S%30zgKBCWo*guJ=LVt-FT#3e~E=@e)92+$EQ2{_`Jq5XDkho zC$`A97{YN<=hwxn)tG!>S4e+-Bx7owkeeUqkwwdWCn;xj9y1Ete^N2Y)n@Qqo-ULuY<@ODXqnQJ@UhwW%e21gE zrI+Q}OpiNE$dCt+tK^oBAe(l>aB*>+ZE@Un{SHhle+JA0M)c;kl$yw=`DU!VWm6wdm>mAX0R0qXFa2C--TY z#UC)gP~(qeM_%&($~iyBL4ot;Py7GeLFG-|kC@k8kDhwCen25aoGD*kqELIY^=CKY zQys;!inLazS4-q7=@dU15IQOtT}t;kdT}KWvgt68i>AIP#O7A=CtJ5FxfQO|eIep^ zivts|eSYkuLrE`U{ab{3gM}j*yam^ch!&bV+lov#qN7a&;Nh8E zSSWgUyl9TYrEC%8*)!%&Z4;IksK-aS9T8M*8mopNIO{!9Df=9054$1RZ0@U$HCwTI z_qmdk4>_5F8}e~ZSB1_#yGG>aLeA|(`}U1U;R*pX>fp1ORUnfsh4?s}zuyPw3LVkR zRp#sasTPJrOW?c9E8J=~wwxa#F{0;0zy{4KS&T{R6J!Kht8{EzgS}e|l~uJfoKPjL zbD26wh_Nt+SY(ffO?7_P$U4}v@_P=x&kRfB?iKd{FpMAH{8ka@%A8B81}gpYx99oE zS>#`Uj(~1CI`AgTf_DGGlzkWKJ@j?p@bwCGZQu%MXPi_jg8U+IqbJm{?3&}Vg!&NR zw8wT-1cL3^bH|1`DDaii1?`F-E_SAiUUA*Ps9S$hYUCf<@G4fw{*EqO2)(<8u{)Jt znj}5jaBE)_uR$R^bZt8`G=z&ayVGli9lyF;0{M~f+%y*G%j{%|rZNyHF}!Flj|j6_ z46zruZu1YRuPEBDpq3y&P^ETsNFZ*Uxg6#+Q!NO)8ldZA=>5={ptI!gHIDY7P2X*^ zt#{7{!^4%QN=fCwW@i+11J38#sU6sQca-e=S>YX{$@~9f_Ws{dygna&YwzGJKl|~w z+vS7p`Cfe!@M*H~_4+1-VeZm^MDB293)g0!_6r}luJRANr|*v+kHnzu5>y*pWis0A z#P(N(58P2|IgD&Z`BDpiA2xANg|^glIW<{{D0|AnG^CXFYl)53>|eX& z#u?Qx(b&~2IZJI=*)BHHP-&iYR{m5|gk?u7wM1{^S7=C6(f)Y)JwtWi;b&yWRoq!8C@)PCTD~#`HhLw=Ykh%La#3EOgxh z8TnFy+Yo%J49AfHPSfT2PH0ahr-%wq&>@G*2%O8~fN=S6vA(fUFjrqzHbhf!fiK1+ zeZ~D>71TtYT!Qv{jlc_$p)-q>3|FB=Qc_Ze^0qBno{s19UEY0>6sQMozc1>|egBd# zAF}%?ghfO~zTWCMe!*joH@~m|e9_WbP-xowdpgZo>#lbbFQs_c_kI+I7TTxs0WVh`^*si(}lTx;>zCOdtA>_l6Din{>(vauWW4&|3 zpZ}xMsXxPu{ox80dLpwkG!?lUv;FWl(p}NjY1O-!mAVbb&t!lYZjBU85DMDiTzO=M zBih-M8KcS={;OTdrJv4;o^5QgAC)WhTUQ8n!?x5=(nu zTU_fpt{eTYSMPJW#vSt5t{ApBIuJOt?2tR<49n2P3Sl&19*=gn6)y>SN0sh(GXz?9 z`N@X4CnJ4u_ZQ~(#%JHY+yEsNfR)59@py@*oF({vD*mCr%@JkUW^j(rzt9sB(fn@$ zdD^oV0Tbv~Iq!TproQ8P*LQZYfp*yoyxCL4;Z;11>VBS*| zC}rZ&G;OFQObsE>*Fy{3jI9epzL=5F*{)Ep{Yo{ zN&eqU-bZu@a}I7q@45{#c%s2Ky3+EVhXAzsjJ6DHpFbItGdIr!kzXwzQ~S_REdkve zm=Y3!$g8fQxPc)OwUbS1iRK~+vr#;1@{LrXk3$w z-r|vjTI-QM+V%mbS7@ngu6L~yGUv03Ip-JDliu-iz?ZDaIQcGJzW~=C702sMshZWe zI6Vm|k8sY&x4?Ya0LmK5LE=w>?IkZ-u79qpNumGxrusz{U@-8ky5GMiE|{J8Mf|zu zhoZBhdES%s!J$+S6Se@z;c4;9aV>^p@BQxgSOxWyU`lpk|Dac-STr<6A;IUpjJ+@0 zz*tT1OC03Muxpe8&JS2W{Ox6EW2++Bev9wxowB!z*Y;uN!{-t#z2`aHE1_F<%~sML zJTmdpE@~g1{o+}aCa3VlFn^Pi8qYbRIQUmb>BvRj8p2785?d!jeg^Oz(t@08ZcBEi z^Uibz-bZ{JeK1Sl{UbWghuHqr5z>SX>{;3ddXQPjHch-D0}{NP;y?l}El#j&p?yr^ zG2=y4R^vtp)hW;j0UUGUdD=Y!>wkZcc9W&+C*8XKYcoXo11yYqUjuMI1?YsIy%#Qd zk~N$MBA4v%2^J07bfWw=9roFzGIOU=)IN5FF|`ZYBUBgdGqEABCnh{;!JZ)ZVWa3; zIrn$>YJth^8&mSM*xBOe8Rfbk7)q)e5qwgKF6hNuCt^96|re+)n+YExZBfOh_2VXMZ&RAZ#)ONtp0u z<*7ZLJmqJtVqx_Hq-uYmJ$CCwjc8=3XQ>;O5f#<%nmmGT5YsSxkF8O6&a8}8;L)}1 z%xWWd>vWWjdYCrygc}V4L|N$9|B4Uvs2;0GWU>>)P>A6iB9~)N_woogT2B0k{4aUN z#6x2w(qz`+n7EvGA3t#6Nji%_WcH?u7_vMNT%y;A2q1^v)aY{9+jv;*h;J`X-30I( z7cM^MgSI2t9iIjJB>-OHGO%7Qa2UrWq-kx0REB_76zkKct9G=Q3^%=d&@Kd!M38}| z(N}G!h#IX9Uo`OZoee-}@9Rdt*xOATB0ic+D|Gy38Q$~f3j<E_mE#m2q}SZ+6Eoh0gGD9rf9^Etp=_Z!3LXT15hv9 z7~aQ2<(J%k$UCZUCMFJyaI%inYj*s_g%7Hz1Q>HIMjM1i1F0KOn~KaskfU#*&9OI% zufSV>Y*p0+F3-uGlzV)e7UDL`H*Z2s+@yqR4wqzU8kI8N#`aV6LfJ zR3(Y&w;nn_g~`ncZQU6ld4&nv6b|R2s9Y}!!#*8+Pjt2?@8pPUhWLEJPJQ7y#S|6^ zf{N}ocYQuN-T{5P4)-IqwQ`6eS#m5An}AJr_-B^U7*93$<$E2Pt4Eu(y45DGKcsz(-0#BL#`MZ0P^|vaMSL9V!ez{a$grsamNv}=7SeNQLBE9`y zVj`>gbG;5#2(1aN43yrT= zQ|vGGvJYXh5xOES-65L^f>P8f)X3iK>l&E$XSX>I#?j;cHqT-0al&4zDORb3A<6?}G3+AaT#UJyaos_peA0zlV}s z4wHZd)lRPE9}`{rT37Es-P7CaiZiODjl_tU!1tv`OPfy~xNf-^Dj1G#TY)mfmi>iY z#ce1wq6?uS27d;0>$s*l*5anV(!fobfg|SeZ&NL@9K~KYa6CZ=;#;q&LnzFB0q`(* zpNvXrG+Sb=qUK*RhZDf`Iwprcd=0peLV@3o4>&LM<);^;>a_ikRa?3DqK%#+Z)eaG z7esBV{=*~RwT8vcdVYi-`y%t^WL=Q=y-(ZX~GJ^}yx z9vY^KpJ8Vg`RaSVp9~@P)=s6cKXY|I zKR>T>o?C4WUAfxY>jJ}OS?v3_qe1A0{vYtdBNVEfW`yuqpfOqupkza9rXS@ zA}%Uz<|M24>#B#pV2y#RxFvo|k`nTx-`0EnVkdi+*05mG5RBsanKrk!H@h9Z%|Qtf znw@$Qd8Qd@C(j3I4M2>X7QV%p0A+L0(E0MpHE#PUt>1LZNMJdH)4XbN+YkHucQGyw z5;7Ep!PfctIGgSf7q~}hkXH?lXet$|0+q1y13ou_AL;gK1_FyvaTU@_;L!+B`Hx|S ze)S_^N$lh@N~wng?p0_!Jx7N* z2mm;oSZ8_6fYBUnvV6~|Yy7`XvY%w=8^p;kp*DlzPvch3agLePXApavtb~d2m z%~-qO-)H{KziQjmUJF(YKkp8NxKy#!@n8!RVi*Nx25OG9_vURmc}^H3?l$UPctc+W z$uvn6@=~x?p4U(qoi?_25)2MYG+{Ga-lc$qMpl3%4NafGx9S2I9s$ZTctEw9K zBS{TP1!&|dMc`MA9NCE>`oFJBeW>to-08qqZT1-PN6?nL(pDe;4Kp{FcOtG&dMf;~ z{oSuomfO#HI@{s>P={~OS9<56o<{47eAIfEl7i0t&y-_ZbZ$W$Zc$FLpdX+|EvzH@)|TK75NhIa}bS) z!T>Mi%$2w2PwpaK!UUfB#}_~UGGiGTloh~a$EoyVMtnexOyfHqLSyxbF+ zzN@#Kc;&U~$-!^8_*%KDw)SThN4Xfxg+{rfjLMSIRYU4rGD6KiyRZX3t841(%0uh9 zO}xo{c>N2^R}W+rN0FuTn(3ykYB@zXA3K|haQI(#bXoRfJ`VJbQCa8iN1Earw2U1) z^~=oMMi*E;MN~-YV+NJ$CKbk$(US zZUHKlfF0SB64^Z2Y;m!bV#@Ijf!)zZh?8x1yKEgtr#5M~MZ#E{-#w^fezUH#&*7BhGC~wW>(2AJ3$?;#1kY zc2f&GA+AvFQ|~=|RM&n3uOOQ)oTosy-4qMKO@s@B&<&nJd*3?$v$E%Z=*JIrMy(dV z)|suFGYFhBybtZ?Wj|~7vfcCaJ$;X8chieE%G7m+d(uER#ug{8-GVE`cD7L7J>H&R zX8l@@ZoBMG*xvTO>ZEG;pfn!`j(QU|=Uy=}1J!4+mtkzE%^I#VF}J=T z*X(*By1rei_zv?1?A8O<+^U;<4BYBh*^Ck}4?p+tXYLsbAOO-MIrMgfecloGpBh$u z#IpR(__$Oj3!j#(xsOGL@ZzFdP-omWxPiM&xdWuG?@+JF^TtNf)D0>9V*brcnDxQQ zZIYWxFMN5s{=ZzC|4huBre}ZNG#H;rE|1}q3}0ljl*lU!H#{u-DJpGa+E?*1w4y{4 zxM!UrHgx$`ldcLXi3}mcar?Pr*LK?isQnHf^e{*kuL5(6UjR3HTxzK{a78hyR-9z_ zRl?R>*><<>)0!sG?Ufbj!Y*k^i4$Xk<9)dMbdb*@@0`9s7D2RsfA%-v6dsHq1zy(u zB5Fx$+tA2DV=aeu>ZNsP`u9iw#S1HNrNAsdak=8pn3uVx`SUvr|_b;211T zG+*SuqHE~VQe~~jjhWRRB*{sWUw`@`!o)TKB zbY6gMzkcw8AX=-A3du7Zcv{3P;MviySp&OvO_n;OAnlB=#0(PxslC7RbiEqzL;|MO?azLox&@v*U~Ci6H8UtC6%ol*MxMER&GCY4+ZsEZcf8?SPT zkg&?n8ShGdTL?atCmkrAu(nbPkTk76eWR&`OC?OIrzpwQ#K!gquTDM`OCO8mSE-<0 zMnpF^)hN;+7%Yct{B9;E?6{>bNY>eFpRw3EeGP&-%a6#9zljLenutXc&O%> z`A&M;IP&x>y`cQ@IrAo5qGVS!|M}acuefa4iJd!=iL2qdh6B9^GJdsWTZhw!{s9Dos%*VKf|(Nj&aSTb;>c~>2B%9ewCHR>mSqbX;=^YmIev8g z<^8TNhtIVFLIVRa;AkBEdjaS5b|QmhPIT4SS39Al{|uogEF!vVybp^QD#jP<-#+TCZm`uF79bOv@w6Jr7v?1TOPRPrx!V`OHac zs;+1vLph+vQ)t_GaDjtVBciQ)r3%t4EL6lVNhJOdT^SsW` zR@{rSR9k_IzR~p1Ou5l>dw`fXA3>HyDsV9|Tc&!3xENaps#bElggS6uUiDFxgVfl{ z+pTdt7L-+^*$og3Npa~HSz_Mk9}(JqP46X!nP6|UNrpj7B?Jm!0S1DEntD+&JO?vSSf+uJYXu@UfFw@vXPQR(|h}6(y+_y!~8`Lq5EYw>d3T z7JzM+5~H?1IPUJCTF(Z3_`Z@sx_Bua8qg5tgI7qmV(y3RwC@$;@Ey_4f?*VXfxR+% zrIn^1$I%883F@zX{)yX5pE2hkdo6QsV}Y+hUliEmx`!#e6_DtG;bFyKNE zHE@T`VlDg-EOF_ch4TNp01{*!-`mJ#=wZsCBt|0=m0TVtZC}or;lH(J%Q{%1n)%Dg zF62Ps7(^K)Q{=d?Cmy!wgLQQ85*&Ve1Cud=>pW#$TUD(tJKGID$17{33mhMgr>vih)@vDgFQ^vjJrsmhqe_z$ip(0p1hE z`8&=2d~c)uz{m(u#r@{ySFX-(y3W*LtZfU~m&2R&Re`K6DHq)mhu4Q<{!!cCMvpxa zx5Cc5p-&4|queO$gqra1)z%C41+Y4A2jcRyE|zrgsD%G&cQ-uUI=_@htTx&&)9uIl^Y!tbqhI^jC#w0kpfP$(pAO;lY@*@25vah26coz(81E9TX zZ2Kk~HzXbEgG7&}6$|macs@RD^2SNbmyLOyEW!oo-ankLQr+V-tA=7eO<+zEk9z2)8NT*zi=e`@jZUo#Zb8^x4YkfU3uVK>ksu+EkqredAArwBwqDR>E80Lmnk zbE{q#P2;esy&Od(?zz_Zzd_0B2n@>nOV9tq*;huz*=6bCu0eylySrNgMIZ!s2=4Cg z?(PuW-Q5Ee?(S|OxZO(kH$8Kw`_A;b|6r|J1$Anl{cd?gdvbPrjR4@qY~!cj)7||$ zv6*6mi250?H_3D0su#l6n0oUS7Nr$gZa0k&B(pV0vXmzd%T-FML=^-3e(>Ei-9+uW znRqSsbAZ#I8n%Slie*z1Y16tO?OT)ex?igUPMAe%>e1#IV)W+1z6p%k!s6S3&_<$z zy_H3-&t%T22VK=6RdeBg1swgYboFy6@D1|)6s$ZJfx?f^qPMddbXs#G0>-`b)uXL< zLW_f+cewZ#J(u}XHRVwB%f%uR8^4&_H2N@ACDz{8a))KumNkpFHdqb&M61t74$Deg zg9_S63sekrgOx3TP0rNDA@$ttd>)99R9$C*8N69v3(=<<`@z#$>8x=$SLvL|Fz-q1X%DR)x!Q6?wcn6f zEDJB$Du@BY#ewAFc;sKcK-9Yp2AUzw%GQfhQs%XH<3qCj3B zc7&G|+l)mVF6D{|Sy+z#tdG4_Q@!M8vapXoR8GXqw4uxM5Cm5!3xs>eg44|j7)pB; zl_)EqB=K*dWTdBa!LqQ68RlhJLd5Wi5X!(+*m=d-=jG(5u~!bbQp+p%(5(8+<`n}~ zFGCh$QKCqp1}v5E#|`pe8yut09>#$)-{J@1yt8gNe$!Dp008aPI4$(#vhjakEczXM z>&XJy8>IVCJJpWeIQfhXWg9kH+pVvjUJcfp>A|&H>)n)`GDY`wA7JwrWP4Vl3BT4e z_KBJER|92Mrtqy?e`(*FSyvHaNa|iyl>#^3Je?vjtc(0qQU!7e1XmYGXopZ#ZG=9A zqk2d2^A`xrSR(KcWVC<^t9K|o)LGdY3ryGxPwS-?=#*$e#=FkfQhu+hc)oxa78X*! zqLcHLw6&>@c7*n1!jU?yF{=@-{z1?Sp@W4Ez3W2>h2 z#l5|QJg2hPgJB&!U)z&8Gw`(-T-KIRMznFt(KiuS;P^CP3 z(@cRbrv0x@xIe?k;vAqeWF`obMgAFA_|1M`w&5CpTuOU)Pn442e&Dq<#|D}9e#zV& z3dm@h%FPsW_YsV=Iq?3(Z8Uj-!_^=U;{p=jmIrqg{<9$3OIX%(^*os?XLbKw5{!MQ z`qb)h$UD34aQQkH!t-2Y?9}K5gF(c@;`1g3;>K$O1(27I;FLCby zJP+(O^<8WleRj)>a4*U-pFVwHCm`gpP4&j8a)Qis10xIR@^U9*Bg_Ak6cQ2w4{HbF zpKCqs1Lzv$5A@a%OOyZ+Ygyj?oILh>xFCnA(Fr#cBCiLbZWwc3q3U19_ikRKSumd_ zUna|~r(b+8dqZ+C>(5y_2qUMK91x^51(MvDE=pa^LjeG`Ml9;U@4O6pi?k{U?s z16M;psYP9V6UJ(`SJ!A-e;#SGk#pF=7D7sWzmr+7kO^-k8!&Qc_4;92 z!rlS`AlTI1i^uu!5p%#Ml7$C?UF9fv%ZoJn{#3GyL411~<>uXuEX~AbfOBUt0$LVf z&3w8-GlxBO3j$3VCCS!?SUnUy5)>HvQMm%hyaO-fS*d+zeK(}$Wq@`dxI8vVtQx0n zQh)0Z@RQ|ivkkhncr0$2Jb@t5isi%Fcx=tG0wY13m2n}VGgZ%$m@n%ldF@w00gT49 zXk}#;()gp@CMyg@smp+uc=HND1>g0;-{Zwrd58{_!R91(i^4yuzZ8f^*lM@ZMA@#^4+nER1@__Lfb!p;26l z8E0GUZhT710-@VwTL?_De}NzTuuFZRG6P)I?d8+#7<(tA?a#pIR5^1UXpDu|@f5dj zXNT|Q!Ui)bjcDi!m~9b4>Y`GA4}9u)wMF1-Y>dhLfd2b%>l69ggOt!6AvX^SDbwem z=jtYxj#ka**(Mo=Rl?{88APhz^wKE{cMZ?>7T}3o*Hl{E1DzPw1*Ih4d0Y@!YC62V z&N&2-pn3KBo-`V**Nt<09n{oligb3D^=rHAPx*;P>Q2fFNQd1J&Ox2s&;jGB;wQoj z@sMaJWZMG=o7o~x`RwuDg>(MiD!Dfpn8ZhS`=ce=F$*r|ioN4xZSi;S&f2{cERZiA zeuR(KXC(^Me3Z@?*5k72)|HDT(uB-U2_tz8VD#{1AiUpmOhppZy2H^ND`J&={$W{G z*UA2Uti{#sa=)3&6vqrwq$?t5s{;33ePdX4kT1NLm)`spa^qu}%TF z3Db#=e}Rv78xp7^A1a6ujMhzFvgunW1zAb*@ufdOuGd)HTfaQ)PU_)U`9MNGwz|1N z)eOQ&iu&Zga#uMcj@7 zEkiEoq6vhcK%R}8U5JHHBforS5|&$`#(xC}PxUmC`js=tP(q*Th{UGjUm1KP={9?6 zbbS`Sj5xiUo$TKEHO6$Uj{3f!(d5Yq!v2wGRJmzrlno0w6|?UzhNKa#*})BMDKa(J z9uBx=uyY&=CLIVctEc?;L7oWRR+aC(<-kwgW^zz#Wg@ZQdu-B5&rc57fKHTfQ2V3i zXu*2eitCyE+i)*vMT^cfcvdzJ!p<;rF+D{r8K)RJtH__Sp_pkiha_)p7X{~IWY}2_ z3ncEHOQ~;rL!^!2Y5kDG5oKy`G?t8pSn}gdTq`B?tv_v5N!jO%4|9^UH)-}-B!m_% zbAoKwZ4b`s?n2S=45}037XTjTe_#v3{~gDu8*Yi6Kor95Ly8^rl`%70sZJ^vS@ig< zgHfEFCKeZ28Nge?DYX;{MOCg0_4YwRuIATouJf8pN6H0k!v2d)&l1G|HZMxL5fa5x z)t)j0Nh4%lj#)3%0>v**FuC6iI5eY)p7QSqxht5Hr;7XNU zEd-3V9Jdl&OHPJ46SC@^K@Lv~Duq~|JMPGOaucq8iWv1Yb|fm?<$HT9rcgvZT=iza zBxZ`)2M~}a974MBjduu!Wcpf#!qxgek&x{rmDthfMpS&~kL=`@4yj(?vckjh82x2q zh_yxQw9J_JXHg2zQrA`2WW5@un_NW#Moml&*J35RbsmHnO~enLFdY~gYHPnEcjs$e-VzpvgvY+s;c+hn9y>U=ylJr!z8^AAuUd`uiLE3HKFXGEAGS__ z@t5ZN6LDF&1)Tj`kX|MHMp=^GL`jc~{j*WZ<}H5HRvGQCBEWhC>D_*-<%YCEv-uN8 z!seG40Y{LRdH2)PDp~f;14L#g_S|^fnfHaQi|m&#H}DK5M#iDoY*T3&88Oc1Ga0Re zI8sh2x?Ct>VPTFKdzeD+FR}s;TRB^{HXu7Q3>c&%AN|Y{Vw2wJpWJ|M^c>(D(!1v_ zVQuRBdaZiR4W}z5hz>-?ZD?K9rwM{nht5?` z9oayeQpH+<8x484e zI7d9d(IAtgk%$?pK>91pqRrOYo@Fah#yZ=*A}=D=(7eu@uCMb#H@5!$9M93@4{e)U zGK;B=sUM5{4(C$c1@_HAG!KDBWukHV;LY`w{xPrF(s_aiyy)Y)36XsM$ z9w};f6;IVuZc}@UaC^yeVM;$pENM)K*pwAXEunZc>C97Qg4qNJ5DWtQz99&#v?3N& z3q}XHahi&=JBLWGObKzqlM1lAs@emJo=XBH`sGA8Fjd%Os1!6T{HGNl5dq9Ll*Tfm zIzJs}lQh0eu_ODEV5Vs$MSa71qzW+&<8C75Bg3;&nlqjM?5FLftd>U|nnrR+Qw|N! zv81J{1O|u?+cGPQ3OB$p;V+ltx2%vsYy2#^h@uI>zpqZ_ucbB*F=nit60Wx%agZ zra%fs(vw{8cxaCC##MDIU-Y$BuNM_UY;Vzu7WtbVP4fD#`>i>_)M4jP&rsd&avnSC zCd_J`#>jsL zFR*XFS-fIqCuo`V7ea`q568%^-Ma1iHB31iXG^ntY$u@MD*ilmA~u#@raZZ5&~C9K=vdMD@TrsuGfKhe)?KgSO=5h`&n|#Zd>86Y};gr5@bXar6$?6w;7BzI{<>unX zca-0)Sz|)gr*3tSmy@!|5#o?f_oCmwpI_=MIx-q*-f;palD7O<1p1LtA+!PAol-G) z!N?p}vHhVp#x;2zI6aG}C*{<7n{NR$3=Dl0sE1SH%-%gJK6>}tqQCL8{G7Y)AYp%t zhE&|$n&hU&$A7){NXIDr>O)1|8MXKu5M_D9%h@O-{g&+hWpG-kHTj>jM!Gb3eJKoR zM(h95U!H|!eAkW=K-FpPqUb;Aqb-Z<0VNL&@8b1s{B3 zQ1N)86WRXkF;K+u;D^h^zbSKVpA4eLQ1U4#L!t?vB zpSzqLx9>i75gxBNx5tz0(G#@aR()J^Mm}R(zlj$vI1PP{ZTF%56;mN<2jrUZCay@< zaOh5G@5WgU)_u>maBd~kgSLdCH+ zoK#HF;?@C&6l_^-a|)r!6&CEchv9Z0gBc<~G5!Ok$XXd%-1udWf;*+k5x)J&TR~k{ z&*i&!>^WH0QZH?)-}cRD!nrWgNADNC1(Uf?&0nleOE);Xtw8q%h@%KnXVSmg0?&?r z^g5%1kbP|IojqpKYFN7TWYf3BfdB&>F0A??5Xnqc z+c4)$81;nehG0iP<8xczq;(Zin9kGrk$mFssqq}N=|k@9YGVCXn@#}6OF=!$0Po$> zxTu;eApaVHUsW8pK)3xecG04&Ja4daK`RO+qgi&LudnZV6SWvb1dB@e0ob>(!sqsj z0^RG$kyYsV?8ZIe*Zp=k99eZm1OKPUyMDs9jlPpGJ%tBYd!qvuyB(;U92<>F?A>8q zrWt0fhS09|hoW!0{m9%}A+k(FP{Ti5BD9kyY<;OTu%uPb8F2OVQi-S zxUKL%fX21Riu5&RAvwn`H<2=z9nWzO9VRB5qL9zfP5C5=RF}|m;bjF~{Z`Fd%ul$F zkI)7SKUUNxHD8`HVUz83kGk1S{9vILaa>90P+j-Du|n*2r4~~-^oH>rX$3FyZnLtJc@EKFJk{RDpvn=Z zouVx+;R!S2A%EBU!>M(gGs8i%5?Okc2qTF8&glLvu>8Fa<8??Fwy`N$TYn_2*Z!k_ zv2Q+SJAQo{88{G%NONR#$(XZO%G;LC{gO`1(KIJH@=!_(0k@%qBVBPKm#w&dx!3qk z^gwzJ+dqi@Xj$IPiSqMLSw(pgM<)O;U0HY@wTXRa7amOda$UG_EEn2QMZU>kp1y{} zV4!HB5;=neq*o)vK4+3bNI9G-SL|#Z`pJ|nL>Wfzv>9|F0eX?h;hp}`A}Z3uUpb+{6#7SiL)IAk`3_Cwnf59zB5EnIlq^7D_sim3bl~ZX{2_yt>m79BOBd5IpQBARWbqB=3RUXW!w)63 zCVmLTJZ!l$UD2L;LCP4QyX6jTCe6%DB38rRsl;I@>5;XWJB5_Gf>DX!yK`70`7eV$ zM$iymU`7KuE-)K z8iIy_iK!PycVZabzKy`;7?*;Q5}~C%oo{)0xmE3D_Uj>}T(5Zq zkc$fw%Hw#t@)0BzDx^77ZQ|Ws>+sZeo55oIn9FR1-K%BHc{xw3p!YLEyy!f%w%4#hg$W(| z`Lo7kQs?FQ{M}%lt{rjM7yQ+35X-q{$pji%rsiQdClH^_B+VYC<1Q&{wl;#De~?+X zwhx}>`KPKb2odl`m=f7J4o@|o0<;7DHJc%u-|5eBD{mlgjcJ#A=kZiKL|!ix@NTA$ zwkzE}!a`3E7!~UED&J3IlY(4~yUuCyH#h@S+g;kf#2nGunVTbkK>O?Y8Z%B#7E70U zp!HYRos%1cmv!&O&BA#x-e^={%svk0*LQ>ZhpGdI19eQ0=Z{MF6ODjVzOa{W_ET(@ z<|*P^@@^?A<1^lEDc;)dn(+BXC!+J&QWPZYnYHxU8NL{*r-nNZ@dfn5bN1Ek#;-$- z28$FXswzrq>9n8klAGsV!zM6ti0x-*jMa$+7&123_ z$dhOSA*37+Ev;Y=!PyDB9jD&%e9?>A9#0JBqxauVnshH@|8J^1h((11{rToT_v%Qa z;gTP~(OSl#dDc8|mw}W7#l0D-G|bJHkuq(8z|?kv?5?6d2EjwFIR(?)NnwKnqSTww zih!sD0~GUkT9ggvA-#(oL2lKt*JzNKm~^sV7Cc~7BGR@L*js1Y4B3j|ah;I~Vb<+c z@Cv#J3WJ`t6QCV6aj--F@a|Ejp`}$2hs}fAw8cMdSikVp-(|mt;+v2%@L`dnhlR?X z`|Ye{k-5F)CDp`XIIKJDkL>c})J9d0;Gm~OPmNH-6-VZtl*MC|keXO7&|35Wc6i>W z110iiw}f*+TrLpbD(uEpdGwR*su5f?MEHVP4f;cQzKIAOA$YeVvyy0$5`s?1^eIm= zE-^$9tmX$j>via1iDS4x?28czNc4NTs&VW@^nN`GT)x1I!jgGB zK4X_)Dg-?Dh`3xs`nkQLis``oOk*U@ROJyNWxvC;p?0VOg|k+tR{=jzB7=5QdXVQLd|O=Zq`rB5gmQiyU!K_xV^ zVwIu6%G!|Rt>WdJ8vb=y3SU>3rqv5)$e0SfY$cKlKmYy96^T&o={#K6$-sYsS#T1$ zQ!!knKz_4#@E@kYxkrU%_Cr8oyO~LyqSr>%5r7WPWd9Il@Nu>NR|Ul)>h0MMfvm5C zmz@a~87hYwcrX<2j~^6&Sm3&k{LUj1NW2I);>^KdOcXt7Swio>9w1#WU%%LGZRuMs zwJ0+nMFl53Q}Xk-!vuGJB(X+m)_N1QT_kMQyWozf`Ms!2L&kG*+KQ;1vD-AEw6Wna zi3D!aBFSNIGBYq%6SUT~EO?*cwz-oBdr{T=BPWHSz^wC}eDo9`fxf8gf`uC%mv@c8 z;<*8u`b2-Y0)jaFRXeZC4<9n954Zb=;Yj!x>26$Xp{WlVkl-_U;s8}0&^z_zZW?P1 z8n}FilPSD8lZA>uu~KiR2^2{J(5dXDxYNvG?*cV_M4uwQ4qGy znb&}ZcMlX)p)2Yd#Or9nJN%eivtD*C&*yW9HPA9it=U=-)F+_NomG$L&D zlL9m;rr&Y8;K44r<#sp>%ja`E^0i)n!T;toEg3KZE%@>A@p0<~1@>U5iI$WU+{fop zvIe6?*sr_({T}FZ^>V|!{fcV54f0}jy<5gPnOG@T{n8l4XV0c z2OZkpOn}6w8-JXhEYxiF0w15e&L<1uf44%nPo91eZbU>DYfI`GG_^Omr9K+9+8a!H zJ7zcgE&-+UI?R4sbkm%9%q=fyA(C-sF-LDPMJ^SM%K&B~EqOS0nQ^nN`>CYm*4}TH?XKf+coj~P>m|7t z+`lthSl>M5?fJfRA8P&*#ImkO`Y-w%e_xm1DEd{AUr4uiE#@mfiA;km{ZhyUng9{} zSQw(MV?tfi@DuisA3t1pJkGMHq|B}A1gnEmQue7HmFjXKu@}i+E<_cUZ77a9JC7e)9ba2@Z1Uxo`4|?^V0l2jv7D5$h3dr?q(OKk}#REWW~lHXV?Nxd`RvDc1seN$DA^I#L7YpqZP;XZ6|LCw9!y zt`+MURhirm?5O5DW5ai(k00~FZWhq(@a)r6^63&!A{yc?>LJ{QZ)qx6`sA1{BX$&92tQVc<9mAJ1jci8yG~R6z@c7Nh{tljxBJh zzStw-?@<4e(U{{tK{3;f>iy_MDJZf|yK=As2a_>86)@}Vhz}nzOZ}Z&>C6|nX0>p%LylKaDmVJ+3o1ZX_ zu(iu(bL-f2n{?{y#kr-HUc+QiYf052a)3G-&&eTp=v=2`1wTGEOSRqSp_pkx@>A3U z0Srx7n;1o}sgLUGiQ60>y?m@|`5!cGUNKU1h5U-ZZUks1@&tS?e1uH6{!m{aJ_y@x zk#ydV%eU~dvBhiAw@-7N8rnTat`aOmv;oJ)iq*-_P==8dpYdI{rU$}QcR(}K;hKZw zyYB9qR%4YmpP#U%+k)@-IFkK|%_FMFUMJXOHP+ijR}>6)$HOmtYe+P~;wEB1@#f~_ z%lRaSLqAM9r$LkhS}}P{aAu7AbZ3C#Z+=Gl@~mCk`btnw2C&kS?JAy`b4YmnC*aJX zm|r4F!CINoRdPx)Hka4^4~$f&2FCX*y76ZZ8xXdYQ@n9hom^mu^H9_oTmIaY)&6eP zV4z(>oc=yu7r zXU46UD$>XUCDDI;b|c91>NewPxK^T8cw1c)o_VwUDGYb^HQUFvQH_75_&!zUVxl%$ zyA>rKq6tM^q}Qw@O~`mF<-$U(oUw+^3{6ai1`}&uAq7ugX<4C+eO7MbcVvQ|LH#sb zRJ5(J{i*SyF(+?Ri0No$8jnG6@H`Z+>Nf=ftnxWpGhJjh)!;C# zBju686hi$W8h;c%wxE+Nw5SReh_(J*{co!IMQY&e^M)L&Ev9?fY}=Sgvs98HQ?^*& zsPGf_=#A!=aw%)tGUbXQjp=y>EYJywVZ7XsdV%NzieP+M(ejG2Q4Meh{>Y^}@iLGf z|7yIqT*`g>q_)NQJWihupz)b0&Vlo-G_aL?s>);TlZMc^KgJ7=w`9X*12q|hJB*L= zDWT|J5ol;>C0QBIp3>2XQ5j#=VnsosPNt6tH3<&R&P<&qjWXo0uLs#bGuw>>Tmx|4 zdVyOYdv=j4u4=b!Lv6ZCXAB3M0e+5jb;gwmtHmiAOPw3m4dX>F9gUxdKQwpu23|+} zfd0n(+!56dci2`v-J&w41>!?$`laJ_;vy9-;s+vnT3R+7QRi%$%r`7F?|IMx_}SAm z|0YNE4`KsoAFA%h`=!WWrT`z#5^$5*)2|4_2f|{wn09RkX*FX?H+j;EOg1p3ka88` zBSgOi_Z2uR!8Hdm@e2+K?9_nki*r^>LFRF_PJdBQ2N)GU%m4n2*qjo zd4(0BU$S`BBR4NzjD1AChMd~34NU6ar=j00`dM#Bz4T1eAa!SN5sAosm(OH&nv9ot zDFnc&oxSLzhl?DC_wQfN8H{7CnwgsaGEwH`ixt+5}MPg){s>Bay1n$(4iqzSvS5^6N;%R`T9$ zfJ2Snfg;-q$dTVG3=MhGk4ytbMf5mY*=MuEGSe%e z@FRkD825H6xKnN0I`E1|N*@)RX``_*5)_Ss;*EPD_hkW*#iEe3NBkYk@n(0j?5&@O znRxAVz1gka2gzgwg85 zEjs$wmT^~bab4DnN!xtF>RtWpT~)fLqB(6el_Vp7`9Uks==iTnY03c0_VT=8$@pjR zr@z(pF3`9_=HgeR%#4gR_)4ChnQ9sutKU8T+_g&t2}#L(i$(bjj8U~x5yY>);CI&R zZQ+H`oTnXT2=~-8GcyA-@pz2Y7P4)4b&R*PB+nhUw7ah@pe^2_^w4K$|2(kChk*bb zqY~v@%1xzGtHQOvka7R1tJa_e9c}%pAu_RDy9Xub%icf1@8h*@5dewI<577A5&r#f zr`9Jm21GaM^>eDvWEzWBLW+==G+2E*@))e|D_pW$t5qrENc15BWqBW-+Gl=Ti=PsS zgB8+7qwo?#prmfL>4Mi%5fzawB6-b9y)_2L(N1vRwl}#XVmE;f18_rDtmK>F^@%Kt zPXN*_SMq|W>um1wqQeo!JTdLoHS{-2{MdS%=`MDzHw53XiCvW`g1( zU#6#r>uHYnU~lEDH>?lO{a!v8X>QNIq5Bnv6ZynAR9ze!h*z1em8QJ6CpW_CH*Tqs zPezih#gaz`re2`jE8{kiFW_G^>ZLB}ZLiFUV2?m8-b{xW{<%CZZ5evjSk5;(yZFcO zP=8rdkIcCO{TvN&;@L<5ptZdU;LS+CD`A{>IKci8gA zhub}Q1u}A>;*%HMm+GdS#}vDN%hez}KMDBZ!B>rif6@>5Cwaa9lF$CA?fvy@k6We4 z=a6YVP-z218LrDRFo)(+W(^_r)(p9GTH&V;7^08Rx?t zjh5C+n8peyLssyDk5sZo<`?cOdXdCj@E@fe$tRYkTieDjM2G-W92Up)4L@O-$eF42{a|$P~B5FoypeD{V?x^(%I3kr^`}6au zL3&{m9w!ua`AC=+cxM=i@trxsm4bDF`3_q{7ijyw$; zas5*8VtTluqQxvgp+vLuwO+LYdG9O&L`J_ADHLh>XyYShWYXgv1IVkHS5|Wrenn1x z61yyh)hJ?ADwkap$k&(NXd+?}Tyjg5sFI;ax_FEx3vWR7S?|Y3?pv7j?c^t2xu<(m3!u+{&(Lx_^6iL5ci< ziik+42mUj-=f8aU|DnA2FG2&S3j!qTaOfOwwih}Ufh4Npn>!jCs$yVf3CN54M3j}S zJvRFRYOQQtZ&Cd4yJnt(zo?}S9+nKVbKyZDt7s*>BxWn`4Ou_0O0KT3+F}*ulqz^o zIGC}2G8Pi;X_P`7zk?c$HoZ25*hCT><)R%vVZj(G+MZmgUZc7hskG70ehd1;M)ad` z#6p%2ftDp)`Kh@(XZduQG-XmrNwLQE(HjjO#O8FR(KMXjNU`y>^hm&#Bh%>w_i-k!5uB2K|h1q-+3L>j`ZCR4gPBrCCcyra?;Ok`dm} zna_mbWtAlqzHPxhCXk{_oG^mszl|AE?cRB@byb-Ex-o|upo7ghr6)Q47s^Kew72;0 z&GVm}Ok#?FnYHHsGakb`rMjA-jN1yn6*ONo3Y8!KP-6ueb$v_DuHY7wrf9_9;nb1( z+ib}12~(lL3el)oUV%VB=96U&x=00yi4j>+9vPYrP7yimKH8B;^azxQ#WxL_QAKr0 z5!OPArDZRDg_ZFGpafn9K;;NNv8tr3mlh&A21|vkdJQaqEz#H1f3Lv6ZnnRgoU%aB zz;JXlZOb^JD}BiXLj#>(w{)ss&Pvb31S6?`sv(Tzu)|Z({-z%dzZ80QlF!+Z>n1-i z{w24cQv(x2E$fT?47EL?f{u}>qbtvjX&9U$86O!uB zWoenZrT?qr`MVV8zX-^Gy!b(ouI6B@9nyJ4)7upfTH2>yQnfqm&Z}xLu2NV3u)5lV z@jV#FzH?~o?+A!30QmgXb`23P63yAgI9J3+;{v}WeS4{eGQ~a687@*r)n z2#D2t!XRZQy!2SyBaKF~P>ldgdyi=41riB-sja$?ad;$&@?;X9ZqvmT)E5x2uoP?5 z8WMwhOzAWM7c-T+pk?kSkY$t7K(7EvCP5Z5+;k8b2M1E#-re}Bc8J_>s!`sU@~SG) z?b6xMP!bk?F1*it)Vg^;8juPL_d~G&R-iXHqks?bshMtaOIy*jP3V=h6^8KVAs39(c z+gmHa86gnJ5z&}LVu&vaRC$wz{pi|6H?L5_$C4 z{^zgXdjwg2U%fs!CezSxsMtqW^)-6UP89ZBF!pOrVrC^`mK$zlw(TP>(#JW~7E69|)7_iu?*3$}cH2wBSw*d{ z;g>!d@-?o7zWF&mC!~u%?El_DXkCGH1s?so2Yx~QQ~UgnaQ?@W_+KRBtLJZeGvud` z?mObuS;s0mAQc@jX12dw4nIA*TwFnzrAB;Xds7utc#(yp5#$yKSSMZuqqqS35|}(X zLc(UzQk2?u4vZ4H(d7zt2C5b6wU6fZdR$9#EU~gI(}M~na}8EOqo&|)68&P>z|v0&VTOtv5sMO|m^`NM zySEN?RS{K5)k!z~ePp?HUkCzS`{*ue zW>^0IJ_G;yj%wrXynko1iM%^Rlz&2p#A%%;(NWvA-W zUQ$PK(^B>QL*NOh+SDXj*sb73)JOH$lMLB3^;uH&sHS*8Gb{~=EGrfNEO@b|B{&f( zwDfH@9o)nwG~bE>19Q3v{Rnu{6jQp86E3uYj+c^;7OFOqtErqVmV01pY~DPL<-uUa z=J>Dm>bQDTM`>?%^d-2{FyK71==hC{O-`tR5(AAb^oAViHJ0=4(;Fd|Iiy?0(&VTF zeBnObH}J+jt!OdAjw!Qoyg4Gq!5O?Y_zsIe^=Jkf8iqc6o5{W+M*it$Rqo$s8_ORL zm(=8M0R%qqOoZ&?b~06ei{hS3dGNQYzqR-OQ|$gbWrjuxM7n-~B43TLecNsSg$gUn zkU2UQQFw_0VP7Mj>1f(=k%H)_=s&z1R{=Lt%6{+~=VFrm20=RTV@nwOXy*T-ym5)1-61zJ}6UD2T%GLk&ONqdN~K#SLq}6dE_7% zzD5Yr^EQ&^5(HwOE=-@N=l7cT@4WNUpGx$iK7%7Ket9Y@1$-_{uQ4vm0YSgkD&Qle zJ==vCzrGd>%lCa}%X2c1$6tGSKU;@y$x?P>zH-TV3=EX}?u!k z1aUEWdEk|%m-E7X-$YQk#o#(`;hMYz6UvUPJ;f1xAWL}t@Zj-s?$&y z*7gC1u-T5Y-G*#ZhE2y~$|Eh77lI%nw`%MXsfZpf!Vlq^X*e_z5nnKH2&n(%2R$&v zNa4Ms)b}MNR`cPk{F}7W+BZKq1jB&qL}iOvTGm zZGr6M-Puc!-Q=rJ_@eRl?k|=bAU~kg{myNYVWiA#ap)9frP`bc`Ha;orKG$(A}B(K zM!A})TPJzO6S5W`Ts!roB=OE6(#WfVqsSej#Kwe&_MO+}wC83?isM2h*cw!oM z&<0d<+_W(~(2NP?zjWhpUa@wR%VA@3{^<`K&bIXwuyBcipMJ7*>maOmx{^|(ChXO!x%CV-GAM^_vv8n zx)D~DS`pUk?lgR|ZXdW%S7;SNq)TabI$a#TiAYKGA5+zJQF{C~=3Czz%f`xhxCaAS2i3aD$W=^0i;?z&U-MSArcTlo>N(JP(hHJ?01wO* zL5yKyK0$A<%?>q=B3h!S*?!jD)YqMjcISxAaW5KYB0;_bCM|sK*E8|drtX*xj{OiQmp_)3CLd3U+1s%1`gPy(74K)@eynZe%EJ$g}YGNV~PAil|rGIT{ zWk1Ql%g<{qg{tW)RT@FDxX-Q>}`Mt}t*=GW43`oEs`(KwnRea&g8q)ON0J zI*MGV5OWmQwu&^Ziegpgalc)YHrN!8iCOi2cWn56Gp6c1#6DRScEilW-Syz&gH>6s zI#74F@Nk_eEU{ii+HzL~M{5#KaiHddzSDsxWr*+X+zZYVGEF`@Wl=op~Ve zd?-mCaOioEKup^$7qeO*9dly0Mgq!Vz;ph?NYAEUMBr^Z7!&F>6SjSNvwZB3>&W?=@{meylG*>UQ2>-;AQ5hiY( zZq?sfg*57~>}9e2t*scP48;u{t(9n$y{kqc#^bUUmzO^RZk?tVvW3t&)oq*A&PE_Q z&iT6``v{EDBGHLICX z*S}YhezWI#gI*oedUG(G(*2g@x>rlRoAx+4D9?X^wra^v)`Tz2rK48IkY0~4X{JjK zia|dBj_b9Li{9*{1I+(?X8-vdvZVAIRi`|pRiZLZN|ly8Pc>uRxh)>9i)K~KfQ~!O zXbKA+LRVMdMdUSs-*0M)R%>sfRH@R!kxi)zq@7~BiqMFQ{cOvkfLzGItLotlnbD2B#(9!>6EzMb^H<~#Sid8Ax`zyzqn zFNfGxSK0R)@5O30SC2EE-tykI2r`q8`!+iuf5p*|wx=wY^!T7G>ZH5H3iUFIGX^s2NGX&D->mpHwP}2#36BnF}vNO2SK}ls709QJr$%ptk5+ZL1)n zP_waewo*y!+~@g>h-FV!KE8;!{ept}0(L}R=}60ps5k(pV!{L`*Z0HbicnVMN>=aH zAzWSqiO3_%$)*g0-m>}Yt%9+g@%jzIu@vU0rn8s3GjGmDr|Zd_SK;fp`_A%BPgEh( z?j@_mEQ9klr)!({YvF5fVo%cbgpTPLUMJYgSI&qEK@ zA#qe;qRp4P!nh&l^fvK>X>7#0GGJEexYI)PPqESBEJw@v8$!FK-s_Cbb;1Z;HN2dz zEBe~!-`WPNR?>e6jaZY+I`Pm$h<0m=(#cgBIhj@O8#lm6o7emMUEywi{y*2e=*uea z&3WW7dxp`ND(LC0)Un&}@sZa3PqI9sBH3C)9$@-+4j1$qm;@0A>~GmkV{@)mtxO9G z9N+bKy$sGVPzRP68VEQmrxlb^l(m3mY%UE_02Qm2Dys6InaU2XL_IDoMPJ zn0J+xv=W*gD$A_}j3?&xTMmHl!`S&k&p&F^#l5htL3L;2GN)!;uJw9guv)jXm0TtV z??ROZ`mXf+aCmZC%iTiz&RIcpQ~>G*v(QT%YD!f%=bM>nNzDEG^0Hljl*0~ia}%Rn zwK|MCJALt%2BQg|*v9Kd|N4MjXOUB-i`9OQ>w3DIr~8}TBXp^*T3rQ)P6~7d>Y7iEs|U66``SMBAgiR1tZd3h93g=Rk$h2=GL@LCP~4o`T7G*)7j7& zh*{^LNad7@G7U`*USW87F_=FvsHF;5U*d(%QflFa&akNO5|T}8EN%rF%wg7tPn`$R z7%OKjR;%YIhckT#Kenu@WIyGv4+looPMjq3yfk_Y+1YrApS8~3X=-yR7YjKZuokk| zmko4y4*vW)c*0uH%&4sDT?k9SZ|vA{xYj(pY-1BfDVrkcfep6l{cAvG`*=eGL8$mk z+vbcBy+H>01gn0#onnF)tYD+C$Koov7ssEF8hLAhf%r!}`E`Au0lr&f;=EJj8!75) z&p5%MEyarL{-BZLVMS2dsLvyh#Q1;pH~k8^rKPMo^@}>!eS4$VXAh&S?{~yQ4^K@D zshQBp_~GhPyyXj8O8A6|3DBwJ2)B*XDkEaRbLQYoem=gs&y%!sS}8%ktMy+%3G}!X zcbQfFsue9u@oc0_bP=;au-srRHLB62LE3~gzqFMW@l8H-HpWBtjNj|TclJx~&L@m! zdM}-ce#%u^ez}c3C8b!tzkkLhS8(vdsAhYL|M;9D%n*Za@66$oUfn6=a_A&e#SqKH zA24$|dGZatFrAWn2z05W1sjRi@`qD$;f_E{kE*k_E#IHtkE)5b^ zAh)DWHDXRs!O?gCESZ4#sczni=~*>O$K~QUCuLGg{*0MVDk}mCCV0^On&y>dX>Ky< zJzyBuT1^YeQF1!8l9H6Qkae~m@b);v^f+VVrHUfvf4J@d|MS0FI)Oe&#g-4FlzOY-x^#Qi_)eRo)sR~xsAhy@j`3@ZX! z>p+%NSrQ1=ffX5w2*?P6ifkhztR$i@qHK!-G95r<%M3F?1)_|AYywGyNWuyM0)&u2 zzC&Bzx9!`O`u*`;*LPj-f4LHP&N=tF$M2qxu7}M8`c3W#WHQ2XrnjchW0G7r^Tgo! zHS*$wf=f|jvsJA&Pc!6E2S!EgD8l!;WNN?8^Zc^?i95%Ng1oZZlS7^rH@1!@6Qka} zY3Xku^5muZjrtE5YfrwL=sk+rwz6_C4&dcU83T(wznTI!^am-+O7!M*+^Y_e zVu5US=0TO^A5S(t51ze|8dBRPaU)qGcWfU->6d5xrCD`5 z5BNg4aeU}ky%ub=-B0}rep2#c6$^9VjAH?vlr%qkUi9*ovRA{IxEHjqw)(-16c8i0 zNpGquv<%B!w!{Qf;kAEdtG~F7tvhzCQx~GCL4-f=N54X!69eO-M7P9Y9SVy}l0-zC z80^9snmf=EPgU1f7N~MjxDCUuW~hQ72s6IGS(nLRjC>~hU#MYwKhcd^;;k&Q^{=`{ z$a1&%G8jfAwNo(_r*bL&&{4+Vo1<2^6qZHu)fM28w8vELk_yaohS`ZJ&8i-D?YY-o z7F5mO)&Cbue7?%Vkd<%)gEN`;%btSQs>FyaT}VT>@5L~qUT)Ir@l_fZU0KfC4VSVQ zgfAJCUlGK6`rO2y3XY84;`&lnR?H~P!ItLnEmvKydSyKhhsFH7o|37Yn{o6L5utv^ ztMz6*gvJZ64sWKvenTV@^O;98fjB)a5T2RaKR4`ZTxqg1M>YRt`8AyHu&Y(#1deE) zZ2vRx`YUAxF6v$$;KWx;V>Md8a-ym5Of8I~r|Y@XH7~_xdc-HC$&lw?dzi(Zx{}z8 zH7fvXe(VzUh8Z?;*rf;Nvbu038pE8kt`?WyUKq#WhI!n=pW(=#>zJQc*+Bsk_Lj%v z%>Qx$wQIiaHLX>R?CI=$q~~0faX4!zD@iAHB0DwlP6+paxE%f2i9x!khR*tp)n|iK zyW@h$?|YIuqep_WhqgE~$8f3UyJDDbH)JPJ$;j2Xlmym3!Q;*O{<`*ViFZP`hmmrN zhD(c;qmrJb?hGNTmlZD#^$vWP9Ou=^)Iko%B<8Vvq_G zzc6~gMB_2G#CJs;U2PWkMwP5k=rafX>4)I&c7L2eeEw;N{<`6{_{rn7kWJ-fzMO+` zOFiX_ZxVAajKyZ$z9Og5EEGDthXJ{rV5jNsy0Qh!;GmXwJr6q><3=Q7S0ipfY7AR_k=Kf#yvY}j`^ARSxo}SijoJZt5vceM1~(^#1zbzv92(LB-u4Awl>+Pvc(*1~fY4la1VZC90hj+OobQdc6Ed z7&E8xPm}|^pgs!_!-W1- z*Hs4VR^!p0Ccmz$9}Jm@Uw519JJx}6cX!W%nWIfhq?4*rarv)Q_Lop?w%zpb^o*Vz zmHRc+dFIbya2Kr|W*Y_l=|p^ck(}U`b7z~q^bf1?&a7hLs!$w;f>apb6kql6$L_(`98T5(OT`( z+(ZjhzWZu|lDf|4ExWWv{TIccZ*MR5={R0ueKS;HSHchX{Izac(fS?S`jcS}}^qU$^mBlC=p2 ztlS`v9O(7Sxj+Q{Q!pM7V=deMmgv{Mof-{8_sks5j&mw0S8b-F3-f(?EW4-5@(U+r z{O#3j6~zx{2BybRHK{6_7em(s?@^5jO)^XK#FTyu+dH$>Yph98D?T)tP)2-EvH=ME z>8`7;=9fKZOt^`01=?9Xf5qdUx2>;ocy=9e&hcB4U9Lj{J{`42ES+Wet22CP{mfIC z|CFlmx~8`+3VsRm7V2_x<0RC!mU^yjPw%rOk|iu**SJGkm}s-VX<>eT{>8`Y!jc{8 z?WIjDbCiJpoNI|IIG}Go1@4GGyC3jz6Ep*w`K~*x+GLPE`{THQs3zkzgI*R|G}h8{ z9ldY5sHyVJqxPMTvo#rm^lFwfxsX`x=Cn${nS zRoJa>|8||i`h?KURiVjdrrIsaH9oHNuZ#E*xk(3O1QsRLE-qti`zvE+!=3!td6{mq zj82~5x|9csizk&zCpmg7rPWt1A`iU@89x5DBxPN*!i@yZ=y|rO7ljc`MMC9!w(mad zw|-`BA9^SV%IXM+Eo1A6YjQdI zp;ue*30?AVu`^e7-v+_&9gWX?_3u;b?_XiCQCD|ssrn4;DfoNkZ8?*z8|?DGi_0v{ zQ-}$XKFyR4nKn3eW#HkqIY%u0ZMo*p582VSPQgAQbQAljm**aad(RSNKi1BC+PL1q zNa>}Ha-4c~Ue09~xtl8D(wX*GPxj@%H?FXW> z4zdBrh%Bj~rTamnfYbfv9-^+1?ijdPGv4A>S@))_wAlF1!2i#Wq@T8NQ_F3yw6^k% zzn;>5Tr~aZ6&L@6!{R&UC2kQ34FwgD1}yc`u>yWtM#x=qtP!)cJK zmf$Uxd)>t#2C%!xf*g~8L#OxxD}s5rKDzSY=1#GydD|{dtOqLKKahFs70qL z`zYsPMFluX_tVZ?<<%)(Yq%0F5dFoPt_fbN6cf6+>1{~X9T&M9#z<>x>(SV<4x8*x zkgVY`rNavj`p3{ULvTglo88w222D>m8C<^}rFSouC%6i zm!Ye8xVeu=9VyY-s;#0-!j5?No_|`}!QN!Uk*_xC1_wp{=owd5g+2yy87CRBYS~Mv zJ9^+wos!u-kD_iwImu9El#O`tcUlxaCckL``d%D@(L)9-z5s30ytIX zNQBQ6Ms0m3bl-npmxP0HzkfmnAex1*v13S_lVjteAdEi5->i4d8lGfn#Y?ob?o~hL zLO5+5L0nY(Ah)-;&CBRi*Y)F!&EF^PK0LC12DHK~gg*mrczDiMMDRd^IFT7jfjyo;R(7b)ak~B>}`1W77_FvNY zt5_a(TS4?p3s(KFi2n6=rgrA)AxUhLl{-$mLsa#^*1wFS*8Qtn{?rL2`EvymR$p!1 zQM)crZNHRe^4B>##aq|4sERxRaiWlfKv7MMsh3?%MPSClT7I@%i}_ zqQVkM4Pl}!{=@W{>=tJoaSbs|-r7|FZfyhb&^&V=(LUd=wbgFnWV5EbM1M&}C&u0j zKzgnC=nN)tzEmxn8C~e!pQ2W@U@7t3OA-GVfS|)|!eQsP=ZIAi8W-O>m@geaZ>ITN z!p(Sac*X=AJ}4J+(<^{_@wL^ev1FOAx89`0M8H3ve~kn<|A1Lr#i5TNQo*+OE_Aew z81Yj|B*{lN3_ZUwV!6Yo@R-YseWLXfdv9y4L9dm2P#d@H;L_m9XKKfutC1Y9mUJ6O z#l1q>iw<>r1Dl<>f!ZT}bi5_HJ8SZ4PrB5P7wc}eEj86;< z#>8=X@KHT~o zCb3^5`bgxbDv>z$$6IpV#%!*yUVK`|(lMbabKS4kuCq4XExsRP{i)xds#}-L!f;D$ zDPT7}eRrZK+W&Nc&-enAC!Ac7_7Umv(qDEIJh(3=G`7PU^YIq2UE1P@8Nu{wRr%KF zR>E27gS-Qgz@OWs94v8ik}`AimR@{lJbQWtA*|5zaTz-fwwDU9!)HhF&p!l5N&*(Q zR3Lm7$_>H#{#z>`BgrE1W>npe$!W3jv35t~W!4u=Z2M~K$lhQ`OmgUxj%#dYb?e(^ zE^5qdyPJyI!fJtn#WVV~716tG?|s&6G3y(J8vSo-%a7w=a{n@BnW6^t0}izQaJx2c z`@6f1WFDk^K(}oG3DvbiO~wVDwOG|D`xZE5HaKV2kH0!)*1?ch$!lhAdf~`sFuk}k zb-;X~`u_Ub)XA(?!cS+p^HZiXajV=(oBTSTCHQvEzp2+7u#PNrf0*aLpv|g+4&Q62 zl6Oj56Z~4y6u18o{*+!Shik)G3bOgtHT-L7T0E;S%)tHRy;481@>jLHrM6y`tAnK) z9C#J7e*F{d*4(DQh_rs@*;+->mmm3IC%1gw-6rJP;|=G=*-_+g>-*lybY1Sm^|fXLk@o4{(p4J-+UANOcmVgEZ))c%pZ61 z`P6?(WBay^z$;EHXuP`$5&y7@|9_6x*^^Y-$LZCr zCY`G(xIgY11UwI|BZBPi2QUi89N_g%8yvYud@$h4xOwB&Gwb|owcVX0lg0Y#Qy?oB>g9441-N)5E;*NKKEEtI+uOd$#ZW z>f(mvVo_p9Vxn|xi&dqzkyNq3@Cu{zEKfBv6}D?i^^eq8?fHwQPXn)4x&Qu{U7y4q5oSxp};+BwT;8CWGY^!w#jwp{bo zMlDXJW7HR(5Cs6uq=kp(7as7bCct?V@8&NR;R0X{ml~PZ|9k&``_1f1wMA0YYDux* zvhE5U7R>>Sf>n?szK|#s;0gzJs2Ti*6+Yk3-#kel4?HoBA~xwuiIQ~twwLEI`ae{I zp9N&Z0$c%V*!Rd6ibDWML`)hHcKw4B{r0d+hrksS40wE@2GREfH(oQE@TL3(1K^(b zxWDB~iDCq9TvOKTZ@KBeWpOqKTmk-8)i+;Al>Z6cf8Wplgzit6?|(w~KcV|?QTdZ^ z{%7g_Xv6^m{GX-!6Qcaj()|}aYx^I({EQC&!!T|Cui@p(araxVT70~{>t=?V0)r;b zzc_vB#EBEpUNSnppt}RS&S89d>fv64(~gdg(O%YGH&5($Y>0S3B9ZdAHzt4X2>25V z`X{;)n3Shy?av4&OY3oLb|IVL=BiIN5Cb_?v{*2#RgR(IJ5^@w87_`o*sCkI94(j% z(PGYa1SIz--j(^D%Wd@x%QC}wv>14Kei?)|U#D)q_k{OH(s+LO+<1>?cfYM#;QaLz z)+c4fS74frCDzxy{(w2T`_K3MUu^r!oo$G&jmiEvAj4~XtVnA}qby|SC_&lHN2bSN z)DQj2&FWNFj5T2cJN18X6j=BYMAf2d~I{m{09-f4VHS zxTtFz{aYXC@7eOD)XN;Xous`AG5%y9XqZ8F@?t`m(tA2xTsx zUG&Q1TFhdy7xBT7)*u5^?*^W0L4^hm@qV8q+o+`l-j@-7(v}>@YeaFI`f08(o=ZK_ zM34Jvp%@xy;yeLn=|vf;)+l*YG0QAVMz|M7uvu9OnaoPp z1A*t+4g|4PhoWGD{dCm?s^lYCb(f11uino0`C#g`SrDBq+Miqul68QlQr_udtO7Yw+Lg9cAAb@ar&w*9ME!h4j^MdL230v??8Q*_h3b@+++ z-^!=9)`NF9+xeUeV1bUmM|uhopei{?o#M6ZKOHQNdOFq{^b`+a^GdN;LcCyD5neyh z_kl!86i3Wuwa--hvxkbBR8*0anK;dQ!BVr6L*o`5Z`tB!k={%+m!TS;pYp@UVP)Y( z1~J8YabPCgdgv#X?as7?I>JzH@%6`VT89a~)X6654;-TV#Lc2fn*oZ%C?9tE~l8Xo0?1WB)|i6X;YKC|Z~9d((>-t7;}-*N^5 zJ+p?~yH57iuBgQPs%2A+nIZc718Eo4yJ14mrBM@F2U>v6dDB8>r5#$t@oX9KKh%;L zGfM=yKnR6P^wQknL5x;pu_}0}xnZ-y8Ef3RelQQgTPWW#nMXv-?eLf!)f)|5#1^3U zF4L%j7no5y!eaXo{0CsVXm`XY7TJ6xtVpz_Gx^uHDlm%_6-{)shlVm7nd+ujBzA=+g`x5wVF6C z>tVLFr`xz;D?j!9oRB;}{LJGF&C-mg^MOb(jY*N<17-BhG?ZGE?ywjKpn#c)PM$+CXeXk0 zEa^0UKmNhpEyrHEPUcrlhP4LK-?UfxY`!iNZ;SFzMm3BMpO6`t1UIo?8pbD=b5aA@ zz{vAWxp!tW&dW)dpudaBj+Td?yrz#YK#OtNWB)u4 z3c7R-D;?6p6pZG2m?xXPnj6bOm%sL$nhczLU?AsT;;>v!i;7fpY`7RPS9XM*K32;t zKqC!6qvWjLWl-3~ADb8CCF*b=#pX0DdhHf|02PFU5A{=*FI{4CYNq3`)!LM$d_?_l zyzNd#4Uep=*VyW@=-=gMvS+}|SXW(dF;>n#Z4!m{(HUyP$Js%g0Q zI6p)Oh~}6iEzblU109f!x4jlOdyCteq(T&MOL?B=|4QmG64zV!nCrmCUkYiFN6r?4 zaoV=^UUOv~7OA6hs?}3J1kq%uxs~MkeiLH$BQ(@lXQ|}OamGa>ep_z#0v^qlnO^1y z{JW-$3;4%#?P@9=AWLg&djiYnxr{Vv*b>RYp&{a%3;`rPtUpxV*HU5k5(h094RcLT zX+^1sWh2;qU*kivWn}&X>iYvdUzlay);!)6B$2Htx{ZRDTAmC}t|DvSB82MOznM zH@f!Dn~-HjyWNA+fL_g+MROmD6P&HKRsKh>(5 zt+k&S(dT=y%TjNu8!Pt>Y=M6YyzF));i&(u^p9|pJ#_wpMMs)XcW&<2(`ss-l zgvb07X-}P*cRO^-7`p>Se`J;QmxN6P8WPYlH)f%^utokot~E`-r-xC87w5)l%OY|Ig&(tBGepUGd3juqER$z+JU2;TrgjPE zMbvg80C=|3;(G9CbqjjFZ-LBOHl0qAzmE^$`_KJ7+WYNY)OJh0GzN1l8GQ~2PY;hM zvr6+HQt|f32Ph}%KMgm<6CyRq7pIk~m>M+~Ut=9^?)5cJ^mphwkEI;LxF~IIe&XfY zwE&tfw`L8oy4?tJh~^ER)V8**26$$kIor_A@`Ad?wZ=!;g*j+HBPH9)To;JE7LDmt z_kplWmdE5IUXUD0eKW!>EGUzQdf4ppt6d8pQ@}jR{*i?RZz;7qB%D}Ht%|e1w-L~Wnx0WV&jLuh2;(tX zS~N*?w88bY)04~x2jmKN?0kt22@5S*trqe(gmjY(zGC)Tdz6@{uBd|N^Ca6=aMvZP z`4&mX9vd%r^I?*eQ_YK^gh=ue|Mq48pKw<2g*+@pDs5@PDf`ZI?DfYnRoGaQ)IQ`( z7{?%T=VS9{somqc2+FniY_2)^(0Po|JSC8oO}kWJCwn0Irb99S#PClKJs3^bA;kA6NjP0}IdGz9D%F>Jk9!42lgzpQM*74%_Ua(T5n#Gt_R z)_a#L=aC$Wg_99OV#U3G<5G3(lu^xIyr65MPMYI-Q5f~3uL_pq*B z2+4NEw6U**)?9g^Vk_rid;rp?{1LJPB_=cXe9O11DzAUjY|+NvQaCx5^28~{YTHfY zCFelwJ_t&@3Yn8MUp*Jj$p=S zj+p3Wx#Z$SK-oqb`TLM~{6f8IgNWYLYs-=w=c9Yvfnz8!Z=9wGbaQ(4>ri==WzfP2 z`LLyVY5~D((P1iIsWXUsjT)VVo({j^NiBD2E}-L(qZNK1*yhouKyW$`{dq1yW+GBf zd-$oBU0q#G-WF)hpTuVO2ywAfVXCyxEu#Oxm9!5R?R5K)BVHRWj~;-pXv(kyyumJL z#KjbiQpHMhPh-d8>nTqvEyyc+Jzd|)e_ZZH>Jdiw%;=fpUE56(&Z}ui_|B7DTg#Uh z$A>;CRg=l-7>*&esQ~2@n2aRq&~ji)mrX+5=6i?Z(NLl;hYY6~Y1TNDYcKikH%>0^ z<4lB$<$AhjRh|PAM&|qb_;_o}DwJ(ksiu>CSGKu1M!b&tL)VF&zg2*%oNUq7o*f&r zwEQj!@wTC%L2K@j*-&7-O}o!C&?Vi_qDkE)BI|u~z<1o;mgc-SW}V!^eqV z4!4pVdP|${7huOb0a!RnSGC+~=G(hRO2tM(TyNI2$A+XeJ690>)%N`tBQ`%yamSK1 zmPgZY5^2k`)W?UcsEHv}05#$^U-B_#kw1LcCYXa!AEY2i3PeBNH^|d)rg~2Ul>Zhw z?^iRM47Oo^uIbRXtg`X^LWW&neQMz3H}bp%0xb?U&`#4{($<2%@ioU922c67Hb**F z8RsPSKMGFGPaz7XLYE!PRM=sJE$P%Zih8+1|K{RVKLn$;?eJa8NDrV}v0iTc75k_9 z&17AO(O@#%yK}9$^y_m+oQS#L$M6h$Rs{ohWX1c>c5Q|DU+?NQl{qumEumqO*14h& z$^|$c%>ql6(;S$hSz_}m!=|M1v#s#PEX>ueG#(wpOS8IBX{mInZL*q8gnu}d7Jg!j z_IDRfeF`Q47U-nC(4Ft4CCT1QJ^ZZltWS}aK$k(#=y&U&AvK+D?&eErFt{my)q?vc zhn-EStu^wTC+l3YRWQdQ$>VkwYRjQe{+^#*E{9zIy89qvuwAjij!9HAke6&}X_3T$ z>K+&Dzy+(#J!ZZ7q=5aqp31397-Upt8<${ z^)m||2yr#s6^B^*P`Y;}!1>eW*i>Zwgx_F@baq3N2yTk2T89tfDoUm?q?Hdrzl+i> zJ9ZV#@SM!m%EY9oyLQ(ZL3vgKfvq(eR0P0VU01AWSkt+!8~)^0|01dvyjH<1(K&QFU&KQb#z#{(c5^2xfq#u0^ANv#|Ndg#G{x_$9>m*M^U4CCrxf;nnky)+s_ zIMnIo@nkz1jIxqsq^BTZ?8LCbCr3;o^l_*TVl-LZ1jDwK zLpodac)1I+7(xEgPI-V4DXaC~{zgZF#+Xh0qQuRcH^WKJ822feegqZyEpo9)7GAe4 z!_@*g? zlr~*ju;hwbygkA}Gnc37n)s|StM$QhaO~gc>9)?6`Ml1~2U98+itBzu^Ji znO^e+0qWr6`wqJ)YGFJ_n~zYpQI{qKvzGh(x}Ov;^22j;aw2KbP`&(ehxrW!Nd7e8 zlr6c9f7uvHoAsM|7J7(+9DH*MK6{>UQnW_SxA$2F0)Iqo2XuL1yCh*)hlOMbTV>E2 zg0Rn_Q%~;>O;)k8c34;Y!EJ87=2bT2FDwtkYYm@~f#$36rd~X+<*Be{$%$35dw#$x z`b_XF$P_fxaLDrL>hb&pO;0;i@9iK=$XK7CJ(V=^u__td=^tSCV z(Ve?$ZVyR`LB-22wuK%d8tH`muxFVIOcN$KARzswH|0Y8w8=6P^R4-H09b1rIHOgB zBdvNe;!yrg;3Xb|=H{T^%1}%tNz`_HNPbfPZ@6i-sM3a%+O~7;9-n$%fw6ytXTYBx zcw%0q>V~YO2@i)PEo)=t99-#!=|S{ywKPNpTQQn|_;vwww!7xN0MJH2>Ic znKO^WT6I`tU8BbhL~X`ILP`js>1{b#9LK=%D%TMeYI%jx=%YX_p>2W7fSTAF4cR%` zQDgMv`+XNmX-z6s)x6G2{b^cohoHF}*n?=~1kK$1v044FQ<{Hfj}vde30n2qWmxC> zT9ztuG<;eU&Bhjj0BYEHx+`?5_HKqr{mDLK(J%oGih3pyry>)jykvb4AHP~V?QbY$ zfAg!(P5A^S50m2K>ytr`H9n@6Xb>^NOS)zOnYu0H&={pN@5elvN)L503?2$s;oDTx znz0tbc7cHmZ^}2G(7m|n$O3~CC*E!lPx;CGP^vC3Z1ZB~_LYcM7&}^LzIUM;y9`S= z8bnz6th?ytr)%*d@<*0^BOj3H| zvUTtRAr_cR-_vp*QfN>)u)x<<%omW_LLTRFLZ zP`ycS-X2(u+G+B-_1ORjFMU<#u`_Qh?@T`pI5%icevbVwoBoIA6Z~|nYZmZ^%H~-S&3?Lf7%Ub0zslKEQ(TZtjda73NDO=iB zg2%+eR>mcYKEa6gSlCQ2E%X`)z8@POSEM%~%4R*E@$JgKB-pgq)Uq_d9X0Ba2`@$M5w)=^!CSr2HZ|ZgE^UTbc5Gv+cnr*;l2aaz| zo;LQzhvz?y-{FcmELHjx+Fm~fAFAv1YSk@5^jG8E{g%0my|#!!cDTb5sdOJ^)T+E1 zb9-m^;c68 z_mXPqkKwW&myuJr6)bIo^zn(|KI$+Yy_-|D{tFloOqqGDY^qroTtjgV*foG(B-}@Q0raJPy|0Gs2CFgB4X1ssg%aA zgPo@0kp1p2ep6Y5(bcUq)EuDNxZU zM4c^h?r@~=x$eZNGN`|+4RTKWIp|Dp(Kz(`l~>#5gyFh5Ui(|$`C?*;yimwIVc?29yux4R;4IRHe+kvlW2 z=1_Nkht^Gdaldb)|GDeGa;&G0pb%H5q3h+B@%6@uJNitO*$*MB5#x`-A`6}rDg`={3CgI*n0SfbwFJ^T0n@-rd4 z?*j%8eYNw^myspdcH2wpV`JOA)<*Lj8i-Oh#`}=6Fee4eOC;N&u`bu4X$2FyyRkO6 zZpYCZ_Ek)soLftao2RGtMxPR(mR1rnqq)vi&5$HbPY~}%Ldx9wz7CZQI1?d{M<==V zmpGd>Cu<+DOVw7qbd4o=`jtq-YZ3V!FHT3g6`PcXg@j8H)Gc7rCqlPGK?Q7tfvv4= z>Gj4xIp1HC{@9OC4b~@%urv>*2FyH3&~>s?vMM@CneW!bHX+9I@WgdQllo_&yLL$@ zqm8TFb&78>Nu_Y`!-H*m@3FkrGQLr5jgavuSBO)#PK|{HjMlqvNH#mjZB#6XlDMcE z1p*TgJcKn+JY?iqd2l6TmhIbWhA|EY;SG9PeILSUBH;tGjP7qf(~%%^BZpd;)}qaVki1ZXdA-STl7xq`&Kz!7*)x}P z`U>MKH%hg(N7WK`x>iV>5j)T9KcL|;&`DoMZ-MQg@+jsHeXCNBj(*ab?0w8XKJm&8wkiX9txeG+Nci|U~gGm|Ju#Y=TF4xXuF!1Ht{SO0tgZQd? z3Cxqa&w?K0|8pC?b{+4LzPpJ(X`0s1VC9r51%L>=L)EjTRXHuMuu#pTa=N>EfzNJ@ z0;NNxZbP{3!tJ~TP61M9d4Uk>F!Jiz^oQtbXp|QJm9NDV0cs4oW~FUzdQ{Vx@r1eu z2KB+)x7_z?)!wVejhByFUgFi?jg^0}Sw^Ew$N2mc5^R~S*&rI^Lbv+5`2Z-03aJ z@@d0b23|%78jya}F72zXSd40{=(=-CO*6>}C~W3t^HPuT?gq=kpi{|S^WT8#gCNKj z-Pw=X%tkScN!mkdroLCx-jMX@V`KLr1It4tqslos6lp1EgOQmRm;D2z#flineb^az zdwH=_%Y)&jI0p5}Or>|qonGhau6{~=VyP>eH&6G=;8-`Gug2fImv`#?GSaBZ9>eJW z;5gi9&OMUOVn@kUEt38A709N*bpE;Wd&(2-L{KxZcK&I4NLst0YLxua2nOCSi)bh$ zm_(qEJo;ucORgq<8Hq~qonUt5Sk$jk*cilC#z!fbr8d8*+?-K)LR?#mGMgFhz+YH0 zyf*3picF?GVcgRZJJcY{^PYOP=Pd?+(?M-~n+;pw;fZ&9PI04>&DP9GYf`>$g|I>J z)b-c~FbPwoda7EBm)nuEWqS5VYkdlWBFipb;|lNW=^?-ga^Mx2%MC#Y+Qrm{Wo$u^ zu6Pe>ELJ{JXv+?ZqXk-MS`sz9K0LlIkjjqInk;{iQTb+UnvfQ8@80zsP`IKsHnMkU zril_G^3E`_zv5+H-ii|>1b_Ehq_o2&&^&QGx7av*_T2mDq(bV`Ca;a$0)JLyqzhX-oY0=>ab@L!A@i@_I^?*?Zwby|gF~_3MZHWN^$()8`jarj>IpPM87Xo->YI$9V_@1d^<*Iu{0ogv4E>w6u-D~lmK zddtxSv`At2bfAIL-4GrmL#$j}Z zTbP0gL{fn45-(0kNJ3Z{uO0mMDz9$433jKVWV$WNth@p(K=o-EJSL^zoGtC4#8_v% zxr%ImKp@lx3k`7@cJ~YTJWa)Q-5F8lDq~|~zFGsxl^7q`&1G$FRIB;Drts^;#FR8b zlq~sDY|0^%D<45nx&d+n)%Gu;q1g_T2SB~m7r7bG<(EF)12MX8ol_XosX5I72~fU9 zL}cJT-tl6`a92!hsUX0v9rTi!Gm2JRB4hXu|_p2#UFnvZ3u!OR`XLb zSo2w!)Lo$d#arr@XP88S@!Ihj+0<~oj!e8n4}WTLWu!(Q#`u^*L)14Z%hcbz4O|bHGT4jMHLfK-@qc8h2#Frja!4kFQ%n!G z9+Oo#YzKqI!!S^f>QRg7H{l($mwUydIn|65$tnRQi0uv+$nPhZpnc7PX12?}Ussuu zl!jIjvusV))@h$?6p=srtb|UkNQe!&8#_ql&tcA1-Nfu>wW8pLke`HySbQ=WWFSKy zXP((J!z+H}KO^ufW3$)xZE34lLoP-vP##+_f=5lzi>fmkz>pc+)qE!wiz&r$5L2%o zyHXzm9sGodUv6O)BZAILZGl!@thOI~z5oJu@~YQaw;Gy`(C)t#SME}7^mQ}7!j<3) zI^04Tu_k)YE@JIpKL_y%d|D{oL}%#}FqzCH-{GplV!Mox@-Ofe19J5l`%QHoz!#j}XkZaRhEDEbOLN;zU=09`xQOiYiEPBr&&CXC4*2QflM%r17o>eMGVv z5hKcPTC$GgQAl>ot;$qggx#@W!oTird4~|Qd%_f5nrXH=1xFcQswWZ^lx%ms-_4ZM zb?JQP$El*)ZSyd8SE-r(No(Y(kmKY4SIuXvg|>XCdLGk2j8CRA)+KIjKwgGTZ z>2oO4DCzuISq?QaYU+@3fkFcD+I}s18vQxw5*~FQRl* z12bnFdtW`vAU|np>hKXPBiYYSiAh^rOacBXAJzDXPEHJOv?^xQg-I$pg7-+n?fbUW zIcw6qcOeGqMmjJiAF92LFBx3FLh@E>_T4y{>&T`X!Mn_%%_pc%$^I_8yqX^dx{cY@ zj5&f_US5M?@WNG`Kbvk@bk#Wv*9#A{lL|sDK4Bbs)0%Z&RF^YJuIfY?sQL~sNjb_V zhY)jQc`T@gst4CL@kkX{Hx1c6+ErQaj7j+#)B_wC`Y9Y{olWgxoi^})EJeSwIsrdB zb|b#)0zH!YRpv(&z6;_eQFl-UEZ3RGwgBTji#?RGZB7raaI zaCgZaxi$0tKtloA%K|djSzKW*YKoyfP%vRIe#9IVdCE?ji2k;25#-bBNu~XW7?rUO ze{RuZuDkyTwi;yu^CVZQ=U2=xo(UcTu~nt~cNA_aWP`W|!*=}P$VPrvqz(FxF&}{#8Dkm2d&!hqz?$|wn~0g$rW0IWg^o> z&t6}!Bbh0MdqDtZ{8+oIK~KKyKaWqem9F>Ib?+-peKF?J5KYBjv~!oHT&%b;{Zq9O zX%9BfvF&NF)!|YLT+TGT#kxq=FR--ByWlZ~e8&@5ouJ72Z!g&UUn~=2pEr<`GlL~u zl87fd6UHPeQ5nG__;*<;+ z@Ut_Gk!rki;k-%oVJRicUGmFQf$Xi^s9Xes!itK3QLdkyXU9ZcGmL*MjUSqu4APu0 z=}}aTG&WK9$co;+^tQknk2AMAf0IAGod%Mi;h3VWvyv7^>mC8|F^}D! zVtG^{MZ7t8d58G5)>1uj$@oL_Z|YfSw8?-V^nD=}b$956Rk?Ob)li{e+3{N>QEz-U z;YgrI5Y5`6p=4CGzS>{xc~I!|d^b*qg{^_-bj`7-s%Y#euj*FU*pBc0@GdQvA2YL9 z4XINurCP#YfN!y1zhqv@VcxEn^RxG=<*qmc=2lOOhadW$!ZA{zpX#@7*=3P!986k4 zqa>ekhv}hx88bsePZ*g}@v4s-664|hgd`SLCfg+oYC_cHc}qmcUZw*Bad5q@P}o4-1i?2pfrDijhHiJ(F~ z=R%eA?U;Tu@12HnV7yBMC_+lc*a}X}w{Tvo^3MY?!E$?FwTdJgMC_0|kQVfV+dE$e z+~gwc6Jv;}0h$5G2&z2L0a9=8ZH_cE*3Np_*jm4(x`%wzQDIlg;yKjR!v!Cy+Ps{c zoEy~hnkxY$z1bzSo9vky*0KogJtox|F=l4$Ov&TMYf|H&f@!Od6$ln3Z!uz*_O~Fx zQEnN>oD2k}DXb+4d$HulXOuJ>PI38ssOHJSai3Fnb#Jm){6AHX>V4u@&?BwX?T)9T zNkT6sEB2(m@8*EAnPaG*knxuntNAmzmXAUP&2IB!?uut8cn_2pa+kbXv0EBglf1ly z8zLTd$U!c5Cn(ccPME1PlhlnEu0;szksWvx4&e; zO-jVXXAgK*K|p=m_6|(zee?oBm9Qstmjv%x)e$Ikt{yU#A|u9~^tqM~VY^XTmP8s}RnBm^%@3M7&&~;}oZQs9Z>x&}r>a&a{hs*SM-)cQ}vl;E_-7Ri?NG!`D*YX?a@^tHrc4FdA z8cCkqMo)NQ5E&tUot0Z0-O;M0E*Eh1tkgP~)XF|~hF&Xk#;`^^?1BHshg055E?89etOf6UZ~#mwD>6(d=(4fw0WM2K3C0aUH%Srb1vG8)$b{A zpHDfaM9m9YEQz1_IRE1TIeCMt)Z(GuE>=T+fF%3a7X*WJO`d*#t&g4R8JhYMhf@Jn zwa`cyB`6T`kZGB8hgc7vI=+3#DBfnHUU+1K(P2?m={2DRkKx7X{q7Z__e8se038Se*8TSr*j;#Q)4p zh`w;#cs|czr0un&4!g|8vnW8oqkN-Dof%K~KBF&t>MT+fH&V)t>Q&}3AMobJHCMuU zdY!WKO?Jk?cXOMG)VxWd&IC7o(_**AswYlvs}` z)2?>N%Qk+4{&}bS96x;W$=fXfb}MUo$0 z`5SJM)%b3{-?ME?WTLOThg(Fi^=p#DLm5qvFn>0~Kr|}T)E7*YK3_^`O*-;oxXGdp z1Y3)3lMPOjMoERX_Ga`Vx4y>SMDW(k=x=0e0y!kRKB76v2qN2s3ryjnI(D{44Ja1x z=4QJYy$uz2Ee-c~F=O`rd<63(*cXh4XhVVl7FDdO;#>dRXs)CIbd8_V$~a8;MY;R` z9L=uyaluhiV6MlFE3_}*;T7HU>Ma=1p>r-{&p(HKKZ9slFx7kD!<&XLXa!oiV*60x zF+_RBs?*S(ihXtT=+U~d(s9R*%$7oDHvNX1+t?2|#S*`zr+2EpySvfsC>a3qQCZ&R z3HiA>vd*_Q#n+hu_(30F-_EU~Utfu=2dGNk&>}Y?bHCs*NABa%-)25_&pZWM?er$u zukUV{W0je7)zJFLapX6v1iS4mgfEo)zn_tOxNOKf-bcL3+q`q@U6IYrz6W#qyY|fe zw%t-6D|O>W@6Md=+{iB1?)pj}nHlPnb|Ighm}1%Fs=1yILw~>6E6=ao-h*ZQ#iXw3 zXd0Z`0o^aI$+BLT8uwcUVv425uyZTKiqR4~)jTFfM!Gf&)NZ)*qF?^*&;E>B-m<}6 zIXx#G9nCgTJfGh5>hV{;^uvErR{GLkzY|z^6oE~%j7JeKC;c{RAqd#(Er0f`|Hyx@ zfpE8b?;|Mp-IWvb=hsI6w(mFCLh2yO=@2S3U|7yJC*-zQPk{WTKctL*t1o_LNajYs zFrP}1ym=4I<3qpYl8OFx^{jLCEK{=4iQ0;)8ny9N5`4igv$CFjb`^gKlDKd5=1`xk zPww|C4Ey{0`2GI@B8&uqK|MrG&AneJVeTN!hh6*PuU^RVA5#7&TZ4 z^4r~Z4`c^r4*&0PzhSKZ`LcgFNi7MHzy@-#r~Ujz2U(iJJwJ|nM-}Q?1-LEW1$E3 z>|scFpm;iz|HIx}M@6}={o`9g5R_0#TBK7@x)lVZq(!+?coVZ*ZEq1r9RUWs{c~s3P|KQ>@P>e`f;p<&eJtxOn@8ItI z;s(}i&_!ZYP3<0zvtFN9EZTK%y|ao z_|exUBC1?+$&_c?_?qLF4x@w(?RpnRC&S<9fNiWG=QYk7NSA!gqHb6rkRdlJd&7jk za2b#QKwX5B-465E;J`p6|C{bB*9wcir2AY7$y53emkkmweagoMK7wP#1_qUS+=%Qj ziu|#h765yp@_<^SXIf}iSQ;rL9vNp=RyY%Z3Unag5mTUA39ud%TsK43?qs`tY~i>Q zIol=Ar5FJ;A%AHH{qc?^J2;uUj#Ea0TNM{au61mx0`9JO3oBb5E)KJH3&DRb`d`29 zCbwU{@9ulIlW$#npCf$Op#u8_d>xl#{0-DaPRPF5E!1*d7sqI&b6BvK=magc)LAd#L5OBkHR4A-W@!iXyK56e+M6`k1XIli&b> zI`?eYgjo-UkpRL63v@ z3$fU&-yBbY@?w8Gr13ONWLo6yQmz1EdLKUU48I4hV*{Q*qf4yivs1g=$5xc;gX}t4 zs2rD41A~yam{N#jsJzvsFWF{9cAIDxeXq{D3$)dM$<+IfBPucoqje&<(t|Bza(KVU zMnT>7SBn(RfNwhC;_k?$x>bMx!B$)2P;86jvd#B2=VT_iF{}c2ADBoYEUwvYA>%fd zV%II9ExOotr3=W;r&c5suUhv7T6cYDo_)OCHw_JQTx^$~$~s*!n2qtxJLk<|XaM2UyP!c+gNzZd?c#M0q@zB=yuD#o0;tMljkmDkk4>hTtms}kO zMFzNtb0@*&?bUJdg-+dW%LqWLk-uM=6a4L2U_19cruOoFk?4SM8bC!FEMEsnmDO{ewQ>Kk zesG*Y3SsKmfd#xZT8UMoKSh+S;i3(dh?Ue4J|m8A7sm?G%XC+Z7v7Re_U~JhHQFX3 zY22Chgm0iuE4^G-XX`!fHx~Y2TrJ_k*<4qGw)BlQa>SxW$~`Eu{#fFF^Mzq5DS*bg zG^jaF6;@4Itn|hSk1z+gsyzaxFx~B?s{|E=%r_@aI%UMa^!x7jH5Sx_6M4*zI)KP` z0oy6W=Fcg+fqt{SL+og8br@nl?K@Xr>e82>o&+#Vdn@_)Si+S0V8Q#tixHv;fgd77 zkE(2BmLDu@*y=YT>UTnvea?!JX?s8=mu)I*rf8#V;BeXovdp0aRv#hekE>e<12pE< zQ(A_6zqn^F0*eTAr=Vm(-b*GlYypXC-oT%_js97xbBkJu{sh6tDc(n4zsyYkar@eQ zk0x9jUG4ya8Qi^r0NalI5%d1d7k*JqzxSN7$HT@ffR6GkFqPwH7h0tUvtSnyrP|v$ z^IQHlIf(4+Y)$!ifxQV$Ghwwzw4OF--|{7(c&mq_+n>Z+uI`LviAK)vj{v0I0BeH$ z@|rPn32Xnn92}6w#tN&F>-PcXFA%lQAU07cwf1v9rOq2;z$Bbe&-%qx9Xp2JmTdoM zu|cBWyaQ)L1};eCiyUrGIxr%=2b(L=mS!Xj@cI^P9Yj2>R zX-)5J_EkA9!Zvw0VO=MKGIVo&0$bfl;bPurt(kH;?KCI{UlHW)v%RVDdND3#$vs4> zCnqlPaYVGTAOjcdtN55{t&}+G0>teKO?m}%{j=-T(3|%qXiQbR18p>#KMvPN*`9;< zeTL3}?wOQ;Bt)wu7M1Rx@AL^cRd{PYDf}xMl-S(vAI{;tMgm7L=X!QUx9*Z^CzzrL z9qC^a%5j-ayDu`v{OzPynT8Trm_+8OC~DNWk3AVWzA3}}S`M!)pKYXRle(D!a1 zpy|kP+!)L4yU3#oA?1LEbeJzziUeD{(N5VO#v58Adkl7NtZSk9<7v+;BzhwE#V;30 z;WSr!sr#tuv&v#`hTt=A^6z1Rqz-oI&jCHmKmPe&ezD4mW)%kq8v4y1EVK<48=z#5 zlf8Qr`MKs;s;BBe2xwmj6Q$EjY3C{4)82AuxQ?&0yvW7ClE7kbx$#+r6}R=ls=&qW zL)IyIY$x4Sn8?=#ST-^e)bm_f{7@a3Zm%$Nw3({n-tIcf&M+&f)iC+9 z@&fE0V0SM;XEM$$eZof?fEWWeQ{g|X@-H_FutJGI97+MBr(##p$_n3w`rAki?s}gc zd`i7I3EVp|iO{H+taAtHdiIU(4O0|F0DYcC>2}I9y+BATYTRZTta5&1)miZd32-SH zlme!Cof{b&#wN!O7j*?vzP0R47H0DC?%4Y5;w*Na1d=z|>}&(Zq{z^3-VT)xA!%1r z7SkRyTkekC+p_o0NH3V`+u6Rb6**eXAlA6fx{J=cBKFHdINhH~>p7Mi{Wz;a*3NaI z_epDe%mSsksaJKDDhi#mu+~oCD|o@9Q-i<#__!>L-WY@F zK-!yXz)|N+rP1g|tD`c>=j9FwC$R zW?%D!vk}grah};y`V}$fbF~9>t)>Hg4dMWr?_PBZ7Nx)EfMr~IRIFBYWMXbfD6#(48THj3bcnCqb`s8 zi-s%^5j8b6@eTu$!gJgk+-|$`7v=KF&Oh-Z0BAW7cjI6DTA;*G1`}XELOw$FJT`CT z;79Syai87+E*Rl1<3IH-_<6qqWXWiJPN|cBPDK7{FP&nVY#~>yc2~=agMd=3vg2S| zTx-?dqOi5l&yv;y@2|Pi2YL>e|LQ~jTvH&jD1Rk` z*FeQ)li$q&xT-tkAhzd<4Q3%)JF~(wT3A0Vxr=g|dEeAwA4>i0ar@veiTs_annJbr zk%HmkDcIVoT+$|S2u;EX?>R0jPdg(k00Jt>5yOR3v zamz~_U$d|K?DYOkob})pfFV<#TZ{ff$mvh~{XcD_-!>CarMaB_O8m#Y(GQ3fVj&g&nu{bxeHCNZvok&%jiir;?DktKA{W-eVBfy>ft!LO=j zt8dW&)yC5V0RNm`9y6Exr|o6^AGlx7Oi#E5?*@V@cIYP?_$d_r`M-{8n%?<%BYD}i z8{QTdx1s%f1O_xPgXg{m&wZ;|7lOTxdk50t>HZUE{mb=C>$$ZFnM=EF_twZCZ(rx# zsF^-v|EG$crw;99QH+npi$>ur;G-8+fST1=_I8!SoBzCazxjEq8TKU{mYSXh17(U& ze&}ayKJRa~&P$?aG&I=FVeF0k`C8bU`)GIW=$MQqtoUNrxXgUC1ZGn{|M=LRCV5$# z74{AU@vhU{2}L$MDsec%91$iNPGAZZw(9xpFTl@ z#_o*#s(;Msp5Jw1Tkqm+GgTqTXFE$77IuXdTHBRhuJF@oJ1Y5KrM=WkuIZ7Th5JIT z0zf(CkdNYDpY=cfWD9!)td{djxbc7QXY#e~!S`v#pG$WC$>jd$8PY@ngFSK@`4t}b zzaDwuJ79Rp-L^bGt;Ek~@n4Ed|6@Q?fLpOsmig7%|M%to*LwfOdj5Ck{&i9Qdn|wQ zssAvd|JvNYF3Nws<-g`s|8*$;btwO8DSz>k|KASf<=pr3uYdC*!U$yGt>1zr0GuIq z$U9%Q$$ida?w@;x{^AjT&P9Nr!12Df&D+tgIv(7u1K!v^w#ED!f`sdeSoEBy*Dmt*SKM=Bi4D%Creatw7S!Y1fi~_n*$Q+hCz}ZwH(EQK1G6=i57yUNX}-HH zNK;t+oy^p4hLjntbJ=LwNsro?bGxS}_$5f?i>7MK)>U539QLyII9;c1%(CQ)?ZV0m zEl6*~)M&+qblz)xWrUNetE}1<)KvXC8!X(Vp6ypV+^thkS=$&y60!Kpp0%G2#{dIn zupx->g%X0UAPKsh3JjHMPD5-GsY}RmsXCy;d(YmG61Qpe&t(BJhnpalz5&*6D z7smlQgN)Uri=$&>(yq|4qaZ+U@&Sjd-FDi}XQN+S0RJfpoEJ#ojAmzGk7tA2(**SZ z{Mx;wx=IO=?(L3p(hJr0f#Q1Z(nyn4UnCWUC=)tyKJ8me@=|lJQA#z9+a6X)8g?ds z7?7lPzU_7ZJj7nxb~sm4!rys<8OgNHH`$;)7PP)KU0tAdgaoM=B!!d?c{>uBwOuy6 zEo zW_&(Uqh%y5=+qf#LzZ3@JhZiWMT$8O>I@5F8%XcEVN&dZE!lz^7tgQO3lO#HOfla%%sb(EKOz#C2m^5+{8%ah9g=Ek7)nNg)HE#;}O?PDOs{xmR^u_qLD9?L$>cGy9iIzwKlOM}lyk9Iua3dU2xl zOHT-5CaZP2Uw%|Py;!TMr9^|yEGud={p>1#;Z6;?u!+8{z;!>w^|-#_bg|`xR_d&D z#2;#Pyvx4tY1Ag_+U?96*xGWn6Vk4K9_Ql7=>p<}N;g$c^tsQRg`E}wTpP(3^(F5? zOz#tah06T&EE7x^s=3uCnG&Ef5cLf0(m*W6(RBB!^=0{Y7?0*bP1ofLv>FI9GU*H(f zj{YJ-{v3|{yftVs9n^q#Agbk$3rq-c0153t79iXn!~Ny7wxD+qhd0)FVOfCgbA*$oQ*r% z*DL@B>;d+tf|HDibT1n!%~A1c$Ddz8mWw7D7qWY;&$lP6Ae)MnCMKZ1J>rkcMk@!~ zQT7QBlWTuGn4hMajpF^YWb`wD`PYs`NF`0gK}R)G^G{6>znJMBx&Wys?xHlBP^?^=9bS!U#hC%s* zcGDe0{Yw-SmgTDUAt}UFGxT#i*D=S~&?w*;^tQrY;s52c{p1RMTJp3I>`Vz8_f;_V z90|gQf+p;S;$v1#;p;PC;HxkahnWbFI267E5jJq(&weq`x;^{MF3QT0sJ%^alH|rR z@*QZ<$9tHYyKxOk203g`XZFQf)3e!hwYI`qHD+2hu0smSQ`N2l9q6Rq++U>sDXRbH zlR80xCOrTa$a!b8$Kpa_CuaZYbD~||EBLkTxEJHf3-gjTufV4PqKCR7>|O9}{_Agb zx!v$AJ@quF zyafWB)Jg;c5<)<%@~K)l0&zFD7D&7Jr~+K8o!w7ru^*BiuGN)Xm66q*PO|4t$47jg zmG)rT*nswhg}7>5;e|wkxb zj(RO~X(*g0m73ea`$nNamss+!$_HDW6t)+(UJn2-&V|@xQG)|aPNBlS$F=c5QSr*ZeCNf8 zd1_&w-?8SygFO3Sjyu}#Sv$a~Z8k})vDzx$dQv~ez#BtJu&V}U-WQKY%`eMn_B0n) zoG1Hz*M}!AjupNe%szY*>Ft{F?OS!#NzXUSky($ZXL@`tm513ib@qIAJy!d?W}uZf zdGN?H4Ns_7{UlALv*P5@npMn7#!0iHYrV&)X@8WD8${zv@{q9nM&8lv5LtbB>PL>R z-lGj`I|F>T%YAiKk!*>ajS3+1;;d0mmZ{1^Jvm<%DzAYLZUEorJ)nCaaB&If@2e5` zzhoJk*-hzf@{7%ZIjx(5`zFw7%u--Ze1=lxIE8hf*nUpH@M1z>_ub`U@32zvV8(N& zlMH}FjtgLz8sCG53>!~Xtd+WK)!?NLV_>|-A-XZ8KI=6TzdWzX#|7&X6y`Tah}DxX z@*8xMn^xDuPbS1?NI?K24gT`jnCZeayHwoUPtq?TjImj?1};QE75n-UnUjo#M@ewa z%1-Iny0G_Ao--Iwd|8foW%^*a`jPyNWhWwM>D}s!x`HbW?zcTh@AjJt)iO$r^q!1u zLAGXi0}~VH7J(a$m;>om#&rQvBRx&etxe+#pMyjrYgVnnK^vDh%heUGfhF(Dv&nTJ z$0c|5OmjQO_bPoyB&F26O4L-C+vj_d*pnXs3h~j1Zl9d*lUynz?BRqI=e%k=0&PcP z`a&)*Y>FpbG*U6^Az*9|QUkED;^-Jmze(_po)$(@NOQM2)TOk)Wm#KtvPru92n}i# zv{K@@p1A!Y=b{G8c>YbvOcCY~yjKpZnDv6znJv@Qk~=76WbV4*WaWInT24g?UTyEE z7E@0DUoieACEV%rz(9Drj!&YQ{?tT(LypXdkpZEsaH_uJ+6Mdrq_k5a)3BDU0~emV z^Z_rx!BlL*HjL=^EDh4Ie`IU2DCkTB4BS4cvB|z(CSIrg!`t8bI(h>X_rlqClUl0V za?DDqnUxW6=0?u$qgc??%$W(zXMr%rQ)}>`{c-6k300Q*c^}RYd7)q#X;A0$`9;@a`LHN9PAeRyiQTxEDbLi zrjruvQKi-y`(QrU+cM%X)j4*Z)XQB>BKyWJ{|ar}vs-ie;H|uDbuH~!pDMLTJ~R9L zt=q}RJyR9B%3{wn^+&WqYi!RdLJz*XJQ?Rj$@_uVbzC?{Ib&(7|x?2tU_D`!V!&i5Aod;Mb35wt|l_zRi9+qf!f`+tgG#jq#rQ-)jr(c zK%gx8m{&jk=X4!}jkW&vr_FNet zHzqlu6bVW_9bI!qeENjyT-DdvR~*um!TmuC_XU93nxVqRFcY9lMv z@PWG$pImo|bPf##aurd9yfT%QG&xMoslal=IlGo+{fSJM6g) zRSZI-$27KNmzOmRP6D|AesBXyrc@`@%9Z~U$KVtppm?QyfgBUwpY8~pLmdgMkz ziTojE0!4W;WaITfc8zg3iH05=%sw{7FgDCUvUj;-@D)o_O`sCU_sfY>iEM1IGSlq! z^iG)=mSK7MpU&7X6Cui%uMZ0Q&$7;}ZLNnXv&8yr6JS|;;4tmdaGN{J-miOO$6lt! z67R>ZO!GarJqj!GDzfd5Ka^W!j2Q9=cD7A?IH_L9)~!>N&#c@ITPYTD)z<5AMu5JI zLXsMntB5blPour{j$U${XO*~kj0GQY)I$mz%li1iCM~n6C3q1vsy)v!H(4$?FkN?wINCr;0HDS)^ZD!y zun)*o)WNaD>E}?K9C*!g^+a>^H!zQ_{#;dFg$anf9Q$!xY7b&Pc-+OI2&oB3FSt&I z^tEilu3{yvXl87WSymHJxF2j1=hNkUpjWcu!B%l|>=P+eed6)N&e|&aT4Vf`3g}rh zD+llA;=weW8>!swSK1;mu2U0cWb1QyK_ULBdc;h z3@Iy)t!R~OHBAzGy82zDwsTx3OYBf?-_Ae{lu?oW#DbM;OntVVZ`7>zQO?6K6`#x@ z)y6NeRz>WQ$q`@MnRnv#a!MS8RNWi0zu@+;;+$7(BQvrcWEWS^5xz@Jau5gBL%FcB z2Sa$%R+*X&?%sKmV~`PUy(baL37L*PVMDINe+&fuhl@zbK3czGa*C_RXm!qxmxU;{ z%{|$<)GmDGPw?}K97BNh<+E2VFfq3M{Xy6>LwuafBp7%h7~~?H&Z9;luVt57CMYKlGYOf`(bR} zmy)~#PxJ{7rs=+rv4-Jm))eKwIYp0SuzFM0w0qP5^Pw$Q+ZWJS2Nz~kn+=w))GoMKi$z^5MW~z~^s0yhQFi1%d5KCoJ+`1(#y%uA~BF(O@ezl)G z^Hmt=RrEfthtR?)tL&MeNncO5XD26T?4g}TFBm}Yayt*Wq*Bb(7ZA){?wT`_igePo z%qE7T#c?jN4hune-)_so%GiAd*jfFIDZkuuiNVokStWHUs494B4Xb7~@DK9RAk}`F zG`t#-5(pX&l5C4~#yNhFbh&!iFr4htLNNxcX4C|`U@$VM4yJv(d2$i<*?@XjLGqDC zqk#NrEd^C+_Kr|N8O@=+$89A3|KGuS-UtdihBRft44%lgGr%p-p zqk2M6)}S_){)md@88`^Wwnh7tu3u636f8g~auPNH@olu0uP!rdMaQrDvXZOI<`5h- zW#C<}m_@>+sgS9d_`L0~$-wuL0gp0F9DdH zielSNW|Kc=$cW(Pw$>26oYeZr_qFKtY@@BB{W+2j`wKws@E$=%(4jpd$6j6+4 z#$P>moZXtL5A@;pY>m+JB|6m~!=+3u~H_uH7SIZUlm{1|GH`NrXMOTg2W zhd+va0t#DA$$vK%QZzDo*UgfZ6Y;^GPoei82lalCz7JiWX^_mXkI`!s5~e=FGtQF({8 z1OaAQM3QOuT-`71)D}i5oL_x@eJbDKdI`ydyzZMP^YJ|k%ovMMy<%ig8Dlkz(_o6B z8h^}Uqg}Ed&6Fx1-~=ahPsjxuc0Ap*7VKQo6?*W!PwAULRBmWFKbWLUvZ)e=U=I;_ z(aa>SqO!~i8mQ&S>B>Ie;wWr#1%0-Xn| zLn5DQD|T6qW|=`OG*Cauar9onQBRDUhU9M=7n#CsyQprDmr;`cZ42^%kv`9raO zA8y?Xx_P(}^6eScy&K#fcNwPyjo^vK2&mrBhehnWCRxGCA=IL^p9-|g1d#B%r$7U@ zbnQ`cyh0)DhTk2GW?{ve<5h;ME1j#dXUCjcMM>#Cmo@2j$y0D&6sU+AM{gYpom6OD z0fziS(6R7tIur5B2#90hQ!}e(E8LHv;WSzb8iel>zDdk-@Yt@)(_od6cW9Tg*nCqQ zvbV^DLjaobcY#=56|BxR+DkR6xt=;Winn7$ItNCOF&J(f&-vo#aVjQ^q-*tWr`yd4 zNxE-ih)*pB-l^y*2Hna>gMl|_!FH8k$+yS%PwIHxRVz%s8f={cdMi@L)cqlVg<>i; z4DzwRy3cK#oBOgMsrI|%9w4a`?8kM-rNGN(D%0_m|Kqd4EO}Q)fbpHyQ?|+NXh{CD z?ebU{;^oMeDtuhHIV1yqO432&b7I8pj+9cVkTvS}`nrlm?Rm5f(v8U4df72m zY5kF2;C!_BrE{Xw?~!Ld0MP%l6@Y*MPZHN`94Pd$TKr1Shj#&D)a*-ear z!+yGiQwam%zE2YL;0e=MmcrK|_{`VgL;8DsKp5L5z%brdSWEu8bE_ATCG~cP)%jBF zO!Vg2Ohckk|BhIqBg))MzCHUt1v(VrORu*0_%9-YV(pn}gLeXc+h^syN(;rR3j5Z4 zvjdBU#p6}>Ot=h_*}03&g7^sIWlx;Zt`bL7f%KEHVOu3uh-UVN%;=qowCLW;Zx|OA z%8f~Z2_lD`ccIU`Y!;ZEq`hLwt|rYSgFaGGvi#U{oQPX?sOaf@>mkCda9i(dHcZCZ zkb9pySKmVTrP9<(nZBYI!&7Zm9*Ji0wt`#2-O(wnA6_F)upFxD)sy_!7nvjYR#CgS zNbCH<425bK)bT4tI_E?Q?Aw%t6^i)2xKWf_!*NK;lDXk;TnRh<2^C*DX)~sV^z_t>& zBT1H&Kc_Po+jjK()9&GsOG&lnu$DqZ#cfd(wth*&1=_gEZy%qb51k;1*`&9G4kzDi zZ4Gp!`d(>Q*i1eTr8xe`RILp@-&%VtmC>$9B{ft9o{QMKfyL6hW^mH$KwyXK>D|75ikAm}DDlHM@?KY3MNWd`K`& zWl}yBU~=5TX0Qb9uM|q--3%jq#|1hR2kQtJUv# zC(27H~Jt zoq_4wuxx2-v-~9Xz8)dLj<0>QJ_~E(baQ#eloC2ujC6JvzuhokX}X=dNv-b6hA$8~ zZdv;w<8?4C-no9d1F|zlKVCGC0dhE^za4_~EMRvKsL`B+uNvVv{)ZWJrZ(#{=HISTmq6q@4DU zA=iLs5l>jj)3e6ybXiNIIEukDsBT=7sG6pWA)HE-Qe_HlFmkzjz0H^yPuf)f zDYY!t?Ny4x!0A^S>#PSG#f`xLGXK_^nJyI?rr5%v4`{ATBMP8 z-i#J8Wh*6b;?CA=`O2TH4w|H!!)tP9V;q zXHSkZ+~M=h_5vs%XCauWIVRev7k;+Z!8bpCG7vF^ubLfmt==2sQx?N^YwAAyZLBC*+&1C-gsH$SxDU zNjLcn|I@HjvBTyBw?5G=hR}Synj?aJgfH`>{xkj_ab8FxalFxXiN(%rT3$(&^L>uz z-ba(!lI|WY$)RDh%D;z?D`9NI(sHkq_xh+S*p90@Vv%QiZf#;(#h_v>^xww}S2DDy z)8{iobvHJWM{?~vcmhr2Tkh~2&?sSdtlbJIe&0$7_pH@>z>8rKVZV}68&nq+8I(mm z&AkE{DkiAVh;+!>#UD0q4z7Lq_i1VSBg~C3wgtwJ{{D% z$g@I7_V+6wAglIXI)FQq1Ycx1uMNpPVX%kPx@@gHA%KMg42?j_pXWsIs@z47pc?R? zO6ewnF5$M(l2Eis$NijCNB7(7{o*M9SGDGqzf}u?{Yf|9j1_3KN!CPS7(~v4ZBCQq z-o9AC!;N9qPx=He(>bxjrxc+D+ryfdwB)ccN+A~gh_-|Xt>EigLLSN@{NeL(7Xs=; z-Zyj~@hQ^J=IV8{1}m&Udxv1#B(Uq8SgGLxol1@iN7g;gN7gZ*5PPl}fJh?R;>TOo zeATR+wizkYI}BPyx`ZL5SYQlj0s}7L$CcnfYLCc}7&e`cA_IH`hZIj#Tl?=U^3M={8GK%E^^%5A8Fz^(UYv$_&;S2XtFkj+zFOPjq6QJ;y( zt-TH1ghs<}@297W^e6@!4QRB(EMefvcz$0$fPjHCXQ2&Q0kH^@Y#tCSKRnw45X0x z7cc#qmma7`C6<;LPQNjc3L_tl@hDE2kw)F%D&=>ehx4B`C*eykKED%-hZa4TkiIVC zwbW^pF1Pp`yR5=;k3G6f*k!ZVG0AhMZokNFtFpe6Ps(Y))iLtw*hueoRxQT#3)rJ=heH zx&O#dC;YlFMd`eLto%xVoT_L7OD`=5DD1_9oz`BtyQk&4MEZ^z-o4r>WiA7kH zj;aZAe2baBrydDMn~?Zp?%Bzkck>MxMAO|`SFn72#u~qRfp(?*5hwM zgJp#-lHdIsrj%|uM^oO6kO#4ncjmOvt}>>1pfdTYFY+n(_?O;uh zaZ~8XgYW*$>dA7&-#%^LI5#X`Qcf&u<^o_rBgJMM)te0ZjnoGHs=*iapVO82zEIZ; z&Tb%u7r8X~Cg@lm9+A2mgE5|O(ozvzEY>9F46#Vak#Ntn2kpl^ZEB(-6LLg;Kx&3; zi^`iSCr^hyi6j&zkgN7SR|+cIoUI?1RBE-i`i&6k)Qr0~+kZR~EkH>eE2r?4M_avE zC8S>P;U02%C+LI^D)~g(L&5ZLoi}(O^zD0na@w;)8VN*kC9C0s`piJmftP4I5Zb5D z;KTUUOC}5=8VdoMQ9Dr#@{Dg0&^8YkWQPE_R)tJdS(URM!|WSB^(Bf|!Vfas;CoT5 z{ZzmCQ7-Ms#{ueiUD3D%YLe_Rq_Pknr@apci+zbq_`bm4=7aSSTiT-?@uoJ37nD3s zRq>C+L?#J5gk83Y5YUvxw^l>hgqTP~1R)_6pUd_%0{{xJ-HqnAKVSi=6NUB9E^6fZ z$a$GvEq*X#wgKB+28&`nC7m^(DQ}dY&-cXPd`a6#CS)43)#WQ(8SKP=gIr*GMA`g$rl3%t^6`+R7>+IvXvt{?PF@;Xx;pOha4=-xD zK{ zIlZsko5~OCk7wERy%yZn7YGP8=K%c^Ui0l)TMmKGFMPmQrq(PcmvxU9ZKdtLtesrx zdmoxH7CpF=>Fs7?H=G@-t|H^+LM>+V2(^;&P+(`GG+NZ8r===KhH2oPNcv0=6o-zz@rfFByq$Kch{py8ufRaj~3yXlmZd$LZjQHNbE$DaEELG=L z`gyHJW7V8NUf^1FRf}zS3VUP}LA-zeH2LS9OS z>)#eQ(e@NaWRxk#ooi)72V$4yj^Nz09HdKU_MY}X4@j=HRB~@mP&3x@v#D4_m#zMc zedd3IdZ=w3~jy=r@k5!X5AL>xP=hgi~e(AZu3zr=34DfXrv>>7x+8`GomRaNiEu z#~((J;+WiqO8478I;vd;wn+gBCUhPrqbQO!y z?{4lXtsyp)y6IgN1y_oq0Yf@zh_?ipWNZOiL7T6-wx#uQB+KYmte(jPGtjax6W`Yq{Y5Ef`Q_@1RKeo?Ityr7ggKEQc z+#jujyQW-{Jp|WKWM3u{VDvaqX@vqD-*x}N1#t4p&>`wF&>DW!jie3E&~ix%rxnMV zQZRyoLrWFuA6SPFI~hp?4;77MaE10xVQ%f<3CVsYd#e{?7+dLV^v+*BDPoK!zpt}K z4HH8**-0mF8r|E}PX?k5)8g(B>sJWu`itEnw0bjM#G+ZC%K(grwn}TNx-A8L!^6+0DZF)$ ziG{1$a?bB^HoEDEO6XSIyq|i(NkzQSvLfE`4k`*k(jP|7zvxA<6Hayc@yA)}HB6N8 zyq+$cQZ$bVL}t1V5Fc@$K4yM=^VV((j`FwBHzP)LbiqZh4@*x@5vlKkLOOqhNDzzx zGQEsfCyV&>ERy1RnuWclP7`++N&qH1+ETZ!AzF$ifFP6HxN|;^?y5nO$7`ovJFg~7 zo&<*=X2zd1#Cd~P{ez)fY%GR_J7*^kz)rJAA3T5a+g)#nyww}KPCzjo9`IW!1AX_I z!w1(Nr{sPWZ?l5YK14Z0J+V@iIeJz>To)&@gnYNniO^uwO`uss#}*4-QjTqY<97c{ zsV-9^e+7?gmxAB+EkV-d@AqgI@&2rs51%Ll%kMsrIDQ>glR4jZ2H;VGXB)-iraUy4 zHu#;(swM9px+6__)&<1$k=%Cqy4bt7-0zG7uEA2~ogex+t{ZcpZjC7its|MEbT}3M zNLazkae7_E9_$N-1$*X1rDp{5Q+i$&T65GTq_T;@5l+t|xEfC<{Z`uHh)x$s8CVQ7qP z<#bFaTwOPjL&Np*Ey4(kf<1R_q_o~dpDeEWvQvdim}Ik4h{n4jmrSwNyNcAK%ZpO{ z)bu^s$&ewV%*GlfE(w9!Y(gee8%tZ48D*?*hpn9$mllI<3YCH+X^> zo$>d}J~wt%$Dx)!HA9M5S&SvD2%YO-Kp4mW5ecg?HO-3)GIYlox8+!FIDk>*A<)Xi zbaNcU&qO%deV0B@^Jv@5l|JK`RsTeEa!}4;?V3nx`5@0z;b4(`Stj+6FAxX74k9@C zzD*eo0gmk7RBW&#esk$9eEE%C*sq&1w(DDH^1TO>{DhM={T?4SJ}?sB%c~nm|z{=q1p8XZy<6^6c1NED}Zs$<>;ax_zoKZq>C$&|vPARi9q&-}|1XzvY@ey{$IZs>35X4#Z`*2O!H7|y7 zR)e(lL(Ha(Jx&Yddr0~|oqUl{#=)`ZjFc3)bi&*NIOiN^0fLH&b4Q^3;_s9p|6BE) z6z9wsE`#t-y>2R8pL}Wei}WC3P*WrAK$;GKQX88fJ1fo#qDZhI;?OAm-kRPXV^e|*Fn%a3p* z164SH&I@%K?<$MxNrzJH2P5zRduG2Y>LI2qET;{UuD`K6Z&2*>P^J92v#8*hk;vv) z7V8YZw6vKqe$Ly4^_GAT|4uKD`@h2jx6$k{O2``Q>TlMSj3)<56Zh#h&fHjdZ4Vf{3(Xd!Ww>uE`CG%I8TWbp`Bs@$=N>r z?rrFdBY(H3R$wHT9syG@4a9-br{_73gtjnt!)0k4w2fp)p)&rDCxcZVK*#lN!)lV0 zeB+BZSbJD?S)M8_h^gKU4?fKQUZS`3#)?(;Q__xxW{(=Bu?B&k!-qHB&)v@+&5f(z zxq}^rlT}KIKVvRr0MbG1_T5H3ucZqcrpzWtvVNm+^JNTFeUTYxZpW6z^N~kuy^Bi< z+*4-feA_C<-nm0Fa=Gs_VZ7jD3IBG}F2y3@lRkdD%<0o`1rGR_u-h)h@`9pT2w#=g zDGrt#S*tlV_Q>uSqi85x+9$RSF5Zr=-H4ytn?^Cn+5hqS z`hl(%R`q>YRZEYP{-6H-=;Hf^vy(VWi4e;zv}!bKH^M>+36;h~e%o;K=471xP_lokj3(Xs(1uqMlBq0ETEtTo)N&(O9G>wBL8f&NN%W zTgMB)w|NG?n_&6Ptrtc*ETW5OZrqJ!iKf1TgZ}@q^_D?(MctM*8X&lbpur(H1b27W z;1=BN;1Jy1U4jI6m*DOMKe)R)^v-*4clG`H`%6(paoDUq*Bs9n!wobRY=G~csi3Fl z67bOyVRN~lGzeMTY+F4?W~I>v7tnk)Y+PeteHy9MekUI7fq*YMcl6&fKP-cQSYI() z@!o2CNKw|8Gm@H1lC!(`w{KAid7)20k>Iw+P7We2(Gtcqy5@uGL_5ul}>+dHc<7 zdtlshBAglMKm?-!xnHhxZX4Y~%nmaqNx@u)D%c}+A?AsH+Ep3m{xo!1r?KQ)FU^z_ z&$jTv51sPx7Vq7alzFw(lG=6h8l7i*v$^TgSC_yBHv7E7T}5+f`ccDbBitPe2O)%X5B#HeUg41+_4TTt3L__of-|VRK z7DmHfo5}T0J9guT0uuaiHQS>-Z6f^_-rE`eRy>Qo07ZeT?qeFyH>V1d>_pg4tLs(F zfQ+n!;>hYc;xBR7S09VhrfKN*WpzC_YOVDaYc%=0)8&|wlJoeXY~M-3$*CkzWr%w& zN%ZzbECMTe*emDrf>olvw|dk^%+S$hVioHiwq6sw|ESmh6ZP=-Me>J+iwV8o<6Ix? zYhcy|atD`cO~T9YRKO&;XeAm=?5D|Ar|Qi>+&=Sp0qoXATmh{K&WFfS}G(99jYziU4HbZZ9v*#-keYSkbx%uOMn`mDUvB{ zoK(DP^(WTbqL#e!H)e-n5;Lt}!v2ao!G4C5p(In9$*=epkh!J)`Y314^NFBlm=2^kG;RnL<#6BYC;a9@gpOBLG{ zb~R92ipjoI3}3g|8~|C;*}|5uZh(L|GzH#EPP<#Apj%O-e$n$EXaX7RHe)uNPEV1k zb_tsPD!>L#ZN+2*xC3sVDmVoCt+qQK3g0P4fCf=c-C4euUa`vl^lREpu2>GQYV?^P zvdzQ9AI@5llAjuOt%hUirM)_$gN0cIxQdaIgOz>Q=@uD|+a5b)cNw7dSB{iTpx7Cx z)|fCsPlI?7nn)&}2juOV5OYvfu=QdyP5wE|w$M1R354qesxYn_mlyZcKMp041k1P| zm0pEghp~a4lH*C;9r12>i)2#%#=X7Xuk&oxg!#Qhp$6xDnPdpgu`g@g)@cQ*_?{o?TkF)HyQj?&SG|Xb9;phb@a?jjJpuxO4@vt19ce3d@BV(R%dDq{H7}%D2HaVD)0y^SNnQz zKoNsaW3j;>D5yY6_;$O=g6kqc@b+*aAY#7S&8;uf@O6IK`-zn=HIySj4D4nfd9Ci? z^3^Lo3lT-d5b=p~>|PW66^uosxh-niTaNVn4_Q|L5eILYvxu&}_yyB+zF?XAiAu z(^+Bx8fzVdj9*vmChbp(nC%S&THjzpXHyx0(lO=s+rO%n#v^m3UgJ}^F^2NduoNVJ z{jHlo(_VLqkx+m;0aq=jRCuua8&LmS5xzl?(89NOME|{UFNnVyx%T44-AU|fXBf@Y zVxcmsM6Hcz5|E-;%rBUj9eR#gGM@ddI0j~}$hDg)9XX>Slr%N1IDY?iX z5h-_}#_6Vu!iJx#P>5<5=oK|C0jLOQxdf zjWb%FM6{Qf*JHmrV5{bs?)0|uk>?A~1UiHNvzB2N>qg7uLo;@yO)wO4ZxF>$M>lq) z4=uhyxR8%CIAr1a?7Iq1j3dn9_ZQabwpbx;9P!Zl^9IdAh-s~xwn{{*rtNwvKE&c2 zi3)4Ex?bt1xLNC}kG=qVT6;x5>p>JkGs{kx*>74ZZ03}hZOY+SHInN$uW-(7N;Fcy zV@?(U449u>?~~>pJo5_Ztg!3fK0I0CC#MmJ37n);qim)o$r_?98!pNlCrDB%3h8-|7OKjw z-oqg5lk_5$1cpigN~v!eE0$HzuRnPS4ULtb^1P44xKDlK3qqltR@2J%p~N)~_3Usw zA9=86>~Sy(9y$N3GopKL+gK~f_z{d*mNUHa-~-11jU($vKfjfx$q3Pj#XeCHP)+ae z9*@{(iJ+R_Al~Tcq$e-fmQ@wjmno? zvq4TI;iArQo}q2vIvWv3h?WA3L_&IvJY^|e+)}S+ZRa>uQQl&zWp|OqYp>5JoT0*c z(ifQrxA^xnQ6^sY+sV9Ieh1s8th!Im(I#GIGYJJ`y<`|tp1k2)@uUq7WfK%u4kGye z*AgQ`=pq3)X%9=;lu`I$fKEj-^K#ws3?FMQao{F3 z8ve|5gjXs;iQQfa6y??E{*^h`S3izXU#~Gn3|(^-+S)m+@~rFqO@^RQ7itxXbRqT& zqtbf&@V(Eb!ygy#-bJ{WG$2Ma&*|k0r1F}EzKsg`!96&mzmPX8anlw!a8FZG=o5bY zXDhf0f8f-w!#0?5uWj40I8dW#vs~YV6{gWtFiBH`87gm^?D6`13n*5M*!z{`;?QywOjGw9)MVMO6G)JHM+#A6PgD4^B=yNljZ`)wL?a(3qIKOX>Z}~OVK|r}M zGW-A4W9^GcW4UMpx~Uqk@Z&P5+^#0-|&pbiLW+_;$_i zct*;jM4Qng|6tPucr#eA>D!jDA9yw_5MhgpU;Q)DPqG;PKpiM;Dk0&SUFR}cD5Dw5 zLIo)4-jM5^xREakOU1RVDApeHsNNF^uJr|TDW^(})BG#^$L6Lc8L_rWb zr;-KrUhg)_QwK}bO7>SA-yso(5ypPLaFqP0r+Ih<45bLxUujJ@N%s-G(|o?hkZc_( z*9CJ}EXn1mJW|K^gl5n-b!W^=gN|)_mQptw{ zimDRvG4Q@-ngtu-CpBl%fH`Lm9J*tcC>Z2Ash z1r!}%ZmtCf|KyoSygeN&NL;NgbL|X;GO?W9a_E3F+C(*Hl%eCgr00)B@2pFQ#)smv zYtTRVcg;HKiambBCS0eudP$ZX3~6I(w!A`gFGi;FeYJ3JPUd!7Cww>^VXHDOJiVm- zI%{OKt)3}E(rtwFmf21xefYORX39N^S6~I&X!c@L#3acJjPi+75{vewgj%zN8u&+m zAcVYL`yCGE`$|^mnL=a)^EJdOEUFs_>wX{j*)esJv9AEg7Oz zUpk%5!h}hD@YiT^M2}c_M5i|#Ok9!S5F@Xkbq1?hayKbDs58)QPwi_;n4t(<1W|pe z=>%L|UkLGpE9fvpqX__@`bq?pxmtas`2JgB*aRkzaDlfQ70!9hUBk+~+gJj`<{L2@ z_p3d_c$UzSGt~BX8H5I1Vt6+|lF}2tKNldOlus`o8n1S^4H-H&Hp$|&E$ruLEtJZl zEXgu&lJ5*&n5x^KaA4M1=zRT4szsKkStF4Ks#p>I6yabb(l>iL1e?Qh8Ykfx0jwQZ zMh1V^3#yJR)$N-@PAsrkM*kO{K?n7zYZZ}K5yIG>IZ86JMvUR_ttV2S3x(4jb!+Do zG(QGf8uNe=^D&$g{|?(DRjaN+VYbh|MWAmbQK{z-zYy(mY}s1!o1T%ri+_+5kNK&8zU*}uIn4D(qjs^*eW3?f<^Xkd|_ zK-QS%O1Uq(fpRq@zRl$)<3NR^8r|QUzpkn+_e4Np(|KA7($G5=Syer3TTrfRDXwjo z-7!g`Qh`oJkIydN@c%@V0zEh6N3>u?1BanDbX5;SsEZ~xx^@UjxT9qXZJ{1|Oa`4d z^8FFqXqp`qH_Or#hE-m`iposoGvQ^L61w%-SCvM~TWK1wUx;bFY#NhD1evs{LUqDE zN5Fdt`0KC?pubH}_x)CnS61GohSj<@@&Y_vgMoB)s;n z-g?nRnM7)I1#=}qj}(<4<4>Hz+6jJaG-88-c9>UnrsK5pKckmwe>fE8(X~??_90OR zUhg5Zm{`LUo_9RoIZOj11gkqtAvP~W526gs1^ZWh^AWa#EI!Yu0<$nC0(k}?A2{w6 zpfNbNn8OIT97X8>XbW3tMeuL5YIV?g-DD$H2#OYrbEL~8-$Gn_g0`!CCMSbBX3KMu z#sCuvNg9V|W0Gd8N#6FZBhY0aHatj-s7*i7azIWAtXXD{9Peb=ntk^NUWGcE%{VDf zFWCgcm>V4GCMntjZD$)hu1q3bd+S^QqLsI8!_BkWo0Vu0$Pt#E4+$c_a&uVsz7Ip# z*4F?}=E68SS^F;h#`w75!MY!CFP7Dc45N-M^C(63H|eXk_zhLn#PuE=(Tu3uS^oH7 z4B-|mGnK`$1t=t&^HQz`D0|S8dICS!fg-c`y?>W06TWsslmCg2N!o~EIr-R~a8PY1 zGUVyYI03l_cnj}WakO!wWV#BG|NBJALz8^G=&ecL4yoOjpG;&f;0fD4R`AC zlV{q$!WhG=N%%0}HCAjSVt!rwb+(i5y#nc~M(_`5G^k`Ku2%xam9g36Jd*S_KO@8# zH(_z4)g`Co9E+Wa(FJiYHGxV&X*dFhK8&^IJ09yl5o04-oWv@1A6~1@)Md3!ztvfb zS9SrfYfx~NV=Sjj(d(@rmv>)44zc##nZ7V;G-YG(+sHY8$Z-tbeQ%!e)&DTByg0$1 zEY?U^uhs|QU-WHLc)2$cWq@BKMTceXo~x1Sd-rtR@VF7}d41pVQ@gr7s^D~pJgD!^ z;f=35Qdyc%p==$UiW}wn+r_?m+iWa3;r2br<t|fUt-ZIpfwCvs- zFAXGPGIMgRv{(srLHE`;bXaCbQ>-?&Z#|z8e@qQR~aOWRg={_`0f@{z+l@ySE`a0s8eGkwpmPNCS@Be zGQe)L4Bx~$zCx7is|7tCIkk=W{Co})rE3u?q>C`OR#BvvBh3KkqDj{Js&rz|Ke$1a zl^a!9x=$4|C!VadFf`ggk)FMku82XldGXR-zqO&Xj#huE(ON zzA0bp$14#&r~RUp-CGuT=sK871h}d@lALQgf>qP)l~)*fTcIo=o0%IwVkY~P4x#nW zbArupn1Y8!DeoE0Q4jLaduWZus%IaPuD|C7bE^qR=_ciIPodCS`r4IXG0VW^!EkE$ z#py+1VXiQa*JmBUGrXrYSUAnQF0bbW3$dMhi10Aai9s+?Za1U=)XoL#mIy*{Vj4C z&AnUw4U?rBM=Ev|i^?Eq;{C9RWy#`sYkAT>GVF7@(xw05v1GfV2_cR9aY<>2>^!7Q zL#y8gTCeLh8Gu&8H_61O?QZQN=44kq7s@n3_(pYGjMfzMfKc8 zwhh2IRQ=Gj&FJBCWUoYcfppHm6;9M@lQ$d#3aUFlsDWbR$l*$5JjS@o zVFGN5<;LUg;ftrItFKkzDH1V>mM7R8o_9lG^S^U(LJuD{D1&=3T{s`*$sW3|ad7AZ z6H*%oN7b#ZSH}PgfJIF=OraGGN%6KPDg{RY-zT!`J$KP|8AOx2*+u_LDq7kE>hFc{ z?#Z^jq9$;EQsKY*NC8HozW9E`zJJTF-}A%?DG#h$KHtmZ={?n_bA7y(fJQQhK%Ciw zcy`^JTN%bYtvVC*2UTkQ==S_33~lp4sG-lF75HDRBS7sY7s7tpK@x{lIdg3k(K(!( zp`Kz}GmMO$l;i)o{7b?p7kOw#HKlI*Ivpt1-xJkZ>qHB@pz%y{F7_zkuHv&%O}+yf zv6_OqAsxSzAV+G~3x-b!f*OhFMhJ0vi+$)x>~L*|z-$DhE|Gkia13`(jTYK(e4t;W zh6uYrqDvUHb&z{zHO_QYV=BKm#pqSJ&t|gk9~80z2YHXetw;YHp%*Vsi#p58pXfJM zjyPZ*nq#~H$UyywjCX1geYa0&!EP2U=CfJ27OOE%*!|yN+D2DY z_k^xz{|V|IE4&EYJvxmt`Li9gk%t}H6xszT$GYb^UwW{>pZuU}nxEH=Se2zxaaHj5S#4Kmbl|`;|f^wX~Fx{1T{|OrbHMBeR*Hf()QQ-o=oxNHci-?Fg zc8bQ zi_wY;@J0@hDRai}hWvz#dtyy0e zqi5z7%M1_xlrr_`gXMz19?e5cIvvN0-@S4*t9)U@b0VK6|S_0>P^t zCIZRTdOfdprbw=!#|Os#^>8XrSMt1H-?w30NzR!llW@cphGP{Of6nbi9iZq&5;h`9 zo1jo*8K&G?4Ep4JE{;NY=!;$*Q#c&{qbrc0cdzP9w8RFtcsfUXWsb3(|6TELS)2nh z)Bs#ggou@er}h%}C};p4hml09hNKaAy~_CMyE2cnqm!yCCHQm~Jw3-Hk5KArickLa zLsY-(sRxb?1<^;;=`-k7gOmWtLP7tR^58W@XaAH4MGOW;RlGD5mM^^StrV@#RCJ`P zl899!N%Y$cmj5mg-CanKW2`Q~%BU*VI4-*~#4RBjYm9YMmpU;JzW|u=HmQSk%}D^} z3q(2JA;G8zkKDFMkI3VNO`{x&%dz!#1%GNeU$2E|GWh+a`QH-afZK53^#G0K@&8ZB z?Z)@l2Bfmni@?lq0;0?=d#RIUZ$Y*aU5Y}ddO#zK0Pa>!1=r{;TI)*Bml$F&{0>QQ zXYV=Y3$=zip7j*@3WFI0tZZoEAe+q>cxrLW19P9A8AW z&Y-W_zmL(`j^ud_x*2;msJ~7>eJVkWYV6dIXta?;FB@*uCf6m@8k76GJg`fEOiEf? z?@zY-1wUUU@%DNwZt%2b#GXqk_D($T6kO`7Ua3RR?Rq4u?e-n){w4utF`M+@AkAl? z6lLssp|$gb@)D2nQ8S46h$bg840v1n0P|*vb-VRQ99dhq1TKWT(e&0YAj*=}!Eb?5? zhl+$Afc%y#Fj(~J#F51sm)ajyAY+=!)T@-9fEB-nA)n$=7**eD%eCqZRlOxM)*tuH z9x-Xuebq2Da)n=5q<*J!LNGzyo=#1+y29ojRNK7kZEiUufeSXTKh#VY{Q(9OUdn#p zFY97DG?1qtZ9NE=iT{wbNf6@IXeuKq{NCy^K|d?QcL^H$G1$o0`lorZ8E=24s_Sh8 z9OxqKnYG-IinZr`ih46Jc{iqC9m~s3Y_N@hNsh(m>3Yq(&;NSEn&-Lm;gPP=F^w10 z#pNE(02;Pc>#eunf6vxa>kKmp(k#%UagVA zXY(KGU9+ZVB3y^EoL^kL4^2x)5(ikk$kdMfsJsN8f89?9{)c7~q=o@SzmI%Mdc7Jo zhN+y~+y0IP+UIl>zA+~f1bl6lR%<6 zr$A8s43#P|pr%}mGG>fPE=iK@@!M-iSGfJi(eoQJ2daSMLug7^=nU{YVb>!YlHbcS zMYsGzfk=N3QvZ`in;4-E&8Dighi}6LxY;@=r-|NoLOgZFvnC<#Glus`VMLhJH&1!L$J_&Z z2#+Z6msc1UoW&3cP2Lqr;oWwa!bxDid-)6k*~(>d#-)5dPY$}z(FCPZPj{3DxS5jt z;J?{`{&LzD^(xdu~V|pu2*cW0a^T;(7-A_@T*jV@fHG zDuu($Xl0_CbVs5zlHoya+bzW}+n18Ewlrm<Lo=Yu&u==ZDM964Qi14svWm*Rk%yS<*riE<0_q&RCPYZcKgEME*U z0_yQP%nj_WfS$=L&MP;W=N7LLZx3U(C{73zjpCFzEmZQ^UU&9w_931>Ih?tigVUrY zK)%nrDf+NWgDyxseN-~ZvIfQF0Ipp1fMvT2_^D#541M3+*AnQE2?Q&HyKyEQnsWI; zslaQ2`I4HUHd}k}YjoD)<;%x5f8BP_v`l|tkYG1seBBq05QqmHa{QllxI?ni4J?8W z_MusDTcu`1G=mWeT!kA%#knz#?7s7c>f#R{Af$&2SF)Oz6XW(f7lg&zkMA?1j!C9Vgq|0e7d;)!%o5*0)l}W4asPA5N zBJY^%;Y<`|v9Ci;0;L@7j}8HqozWByQY67-dKq#yDb3)NDx94l=gWLpFX%IND21NM zd!OmJ)j}yU3EtKr_N#i=y)nFB>TT+B%(gmyet9e>5b*Q5ZMTZRMV=9zuhmV>p(*7E zunKcsRisB0{x(inxfZg>!j~uT) zt$OKak}nDw++5-?`#=L`H~?y}2tg;9ZWMPpCzTPJ;_qG}knZ>mMZ+P-9?q_#1258I zC$>`6O|qxADDerOlNt=(O&4k<7}PW-bQFq%XTYth=GtJX79e>|n*h~p*e5~7WSrTz zqh)J|63<8Zc$V_JIslHiHN{qTkNGgBtk1=(L@}=&bX-xo8hPH;MGE%xO*Wse4Jy!D zsM5!sEfRC>9Bkk#;jCnT;ZM0(`)2i5$Lsc%JqU4Po7q@T9ko$4SfYFK?nQ2OLr z9-N};>{D3~d4+!JEw(a2M1EJC{d;37Ob&*l_N#iivhnlFBVu1s)Nz316R@|z1n3+M zwR*b+^&s@_@#74;&R;Wvt01poVeAFy5`~l-hM5q3&_+{PQ>n=?hHU%aWART5w7MUc z!F+LhW?eVjvHL9D0b>H=k7L#D4!})e+T>7HfUs|)2Lc29+ zvN_j>PkNh*PR}f+GS@F3Oqo(vnjI2KG%pWHFf~8b8}^E)5B@5`jW4yx)5Y*eW@Tk|_VQ{qxu*apQuQoub{ej$J zfWUf>93;mk$FlTq-lG@an9dh_AX3MmwC@TR>jtoD1WSaymq|Wc&=05}svJ7(!eS}| za8&=;nVD4c^6EQ_Z$oDHRdse71YKl+n;)omm&i>ZnZ`&R;_> ztNXHkC)Ql>Jv+Mn6%Hlr5ixnDF2_!d8?3)OoFFq-q9>Ib$*^6D3LwuIVjpqQi_nt|+6=V>zx=wHFbQ!?hKYB5y0H-J;GP#%RTckL z2G@ALNS{onOFxm*l^gHB1n^R^aI-T)lfj9~NYHwx0b$OEGiVdoVx8?ReDqs*??*8L zU(Bf64mqsWY6^aPL!`UBO__<>^FPxt=Xq~piT z#ZF^=$)DGES;;Ep@6&B<1WPPD)v27f-VRrDT7UsVe7Ymyn(qWabo)^p7~Ynfz!49R*wTY?&kUK zXk&;q?f|`;_4Ck2M`2JMtc%}9B)1*TAFaF1(F*-hl7&*t%yS@X4v)URO8OkBI#+xI zh(G8z+S>CgIi;kIA^Mh>b7_EETe+50%37P08l>T_?65haHrnyv6PXQ3ZlXu(lO!Uo^wA<=_9?^q zahWMA3iug`c?6zX-A1`z5q@-*DRuGI1ab7&agc_5PrdA?oMwx@CthU}8(xJ@S|xRr zE~++xx+doCim!}Aq#o02Elz%`NGxagRWZLZ`fj|SBQp%{;Y=W!B0qo2Z0u>)r})RX z&6Q~V0}uJv`m#-85-&b-C-W{F$xI2D&sSi94y|W6f57Ym()Q?_Q_N54=L)WETB#84!*_n60v-V`31b zozwZ6grc5nyt0@IFWClkdMb(8%S#Psa41M(Fzb;vS}*DRuDxGsJmuzoYEElMaXom* zoDs?eVmG2W^*%I_L;0RbT+RNajY=Fe3BeE>=wz3d>#1pN&|YA$#m0u?D(*8@2qhJh znK~MEQ{#rRHR5UX7Vrgoq*7qlkk*)%u}7cd?Sf7cq-!{znECy@!q2rvE;bAL0C$~f zVn@E)>2j~oSwGh%L;A(+%dUD?W$C-hqHm0Z=o52{03AY;Pl%nqBT! zb$r0Tlq=f(U`!4*WrBt&2xp+VBS{ic&Rlk>#R)fka;DM-e=?+$MPP<(VxiT=>Z{95 z17Fk^P2PZ-PonP@b_%#z7Jq`V=&IfK(tZP?AKi|(01%)?i)>>f)rIe^gfx&Z6c8MK zZ#J&((fp?7>Yjgxh>F(zs|i_kF={{q?Q|FP(YkmNH0Y28=`Kt)^ti-0Z}H#Q_cRHU z#|=DO+9P14%m40@zU|AVU~u`NeZm;!X#gKnv|n1y9ZVc)d$mzw zQqQuI?$jVonu>ItZ=t2^9|zUZ{hgtXz{!TZ^80JehzP{BGhHh57p_cEmZm`hT@TWr ziZeF-4}XAFq5x2ct#WfXn?uyxm~Zu77Y&y;sfxThnk%Q7TAEN*(f|p&O4kSZ0$0 zd%aA5&jjPaXzjxNC*=Nx6(~d|W(`|#yVfHA1`(|B{B*%!A`#A;(M!T4Pppy}{x#ad zV8&v!e;SMFPnu-L&X<{*uOBgL1g`*?t`B2QsDg|Gk0iCPCwXK_TX+1*bhiCS>f^nSvD8YE8>hFDKxRUK7eqKO9b^ zwZ*Q}2oe_>gY;nyueZPDgqF^N6MmEW{De7iSEE>j1Q~Zkw8I@k37_F_7gIZ4drKv- zC?TD*2qhBTKWWz|sBh@z>*3r(&K7k|2I@WPecGLv_FRxkD2~9SQaC;$7$ESP$(Xf> zyVp2cLXhlkUgwkt!oR9Iq!6j0?`dcLtw>v9;#V^h!7`g!&`jFxCci)~V}a&5&{Eo) z(dO%Y9P8?*B7}}98-Vs5Hf+~Hc8BghA(PCYE!T!wm3vQb_V5gCfq&=648JD+rUml` zz(yWfk-Sl6(IeduCtx>4o#N{?db6$$k_r9hzF`v4QHMVj`_Vb%EU!Z~3H^W)%mm2d z87jYI|8&J{Q%!~IMK=B5`_gDut2^-jSRrH(mWgJ&38`)S%(+)OPmDG%DW6rQ${FEpN*|y$^h9 z&>V_!1s}2tIs$f2WFBtK2FoM}3oZ=iojpm#))wv`CimSO{O$$=XS8hhb?`;XAzQJ4 zBee8OumEJ9xfkt_>E$3r^{8>N>1vwHQL4SL1PG)p?(OT8ttP8g%yPLk>nHoJmi`0J z;z9E?2``y49X)3xf1K`4$YRMm$-&*^+f(nUOHv%S`R_XUG~=Z0R=$y*B5RbCDQCfl zC_7J!zwt?%prKxYal~4e(tPgI&T1R1AMH@;Q|brQ3)B8|(#7zH+UrrKaqsy^zKUNF z-i089ZG^J0w)npcXW8A)$06}0{u1??a|_rp5Gw>LL2WVXWgj!9U(^zdR@*BV+8Ztx zEj}7i1KDPxP(HxKyDk-%a;e-Y5wnq`+G>MVs)VwxUHFrofy^istG&>(b`F!}$X!;N zW0gb>h${O$F(``C2YsjokNFA2{2>noN}-Pad;Ok`2Kgmq_WXsTz6Xo3*g{VH&Z*mK zGlweeP|4xUFN!Mb7ITbS%Hn_%?&H@qQHZM16*Dq)&Ztk!-?13)s4)o{b>PbxdX$ohf`7>K3q zs~&_zzXc_IHevVOQCQx8t3i^=0aqNcWV$p$R}+|1Vs@`W%h}Ml0;zi9*S6xEx+uhsh_D>m-H4}m~ zp;=~z;us@B4md(=e%_v=Wfwo+A7jq__)q%O5|h9L#o}isgV?J~2AcqL{Std-yj$Lh z?AuDe{U0$8)8>0PEdqt`8rx=N&Q$>B96eC;T!=s37%qr3dHulquo1w!*NlshI}Kb)G4WWxqsE$0 zz4SnLy*JuumtA5T%MC_nxv!AxXfypd(3`3@Fdw)nUA0@n5qPGsNiX;hR2GT?Nk{H} zJ3oEWufk9XIou+lP+a_@DGO@H-)C;f@N6e^Tazt>D`hpy2uS>K=6i_TA6evsDYRU} zr*>`fyN9FEvZz7a6LD-GJcCJnPodU}-1FK8!10X54|}^$yrRh|gOYo9sRe*PUb53o zkZWxCw_24L5iJpV5F$2)fX=J`zT*`?G`B9do3i%)7w~U2#Ll-rqpUF3ombej;Q)3+ zYWOp-UTzbe+=<{dw3IHd-`PXJ#YmT0n}kF@)qJf>5YEZmyEsv@8o_j>5Fc1v{PPDxk%D0p$g*6|C||wrF#j4CUsw)M``NEVIelGUyiZGI9pGx!tEGG3atHPZzfo zln@(};Di}%GQn)y16fYPGTQEUCtcoyC^hlz*t%VBAq9GFJ7CZA-Jr(i$&l`AwzJW* zVwH*CvzqFnB#9B#a|9sIVk&xy9Qq+YY?Uh68^vMDMXkblUjnJWkzgO^yBA@ z3TTiH17k}!M8`boWoKyE)O;dO_11Wk1muTJ_IWS)4%^(M%pF#LynG+SzZorE#q?LM zJ)1M%qI(c0tL;qQhl0FU;cG0e_l@r0u9pU;{&<^1y0J*eFruYl6zWK-79pLuaESyv zw?lY7-|5a}qYj0QPKxG&Nj@iN0F4lfEg^&(ybGlbL)r9*35i0DdJP_Ym{l5zE8MQ; zrQvxUc9W?T(L_9dEauD9uz)xlY!Z_*ikbbMpwa%Ih!mJ=8bKHZwAwEu{9SzBIQJZk z?a~V+V=(9Xhpz)>Io?v>;uM6~QYE{j5$tAJ>$eSW?$9mZq1?GI|7NB7fFUmW)|;-Ugry+H>&o~^k~r{+i>C~ zg1>M4DqY)!`KFiiS`bGRq0X&Ydi@Bl>k7|vA@8=(otx|h$rH5L zwr{=D;Bg#)PQ3o{H-$`soxe+Qkl*8;=9lqcqcgqC!1m1pLISMo+y}hRyy-+crY(YR zUiH*n$*IrNUi}Mkrp8X?O51qg!_Vhz9(?N|I6EiXt(Pa3HzkJcWF{-@^aOf&LSAPJ z=VG=3Am-VkakRk$Enb|lf9VMbiyMhR3V}lVJ@{mi?N~sIvM4(fx#jVWQ!doUqAv=9 zo&f6}j2T0@^bp#;ulMnqDqGUIid6vN@G4~H+-3KVIL32A=*iZ0wbepgpfy!1+^v$2 z5%*TXe9i$FpCF}?fSbt0vBQK+iIkS=w3KYd)}H9}C&tjik;tRy{i>o(%Iy~Q3dIWf z_ETK;AGnj>9;daD#@*3+(KgDRX5QwQBl*a!ay-_z{Y&~=VhCOsm?+VAts~m5mwX?Z zMrqA9b2ynhiDv?IEhF~tE$&etInCOww>-tQGC4fnE2>?hwf58M_|C3xWo_8cz%&IY>~kR9)|nJfBF(#|t4_H|W3e0l3q_&QoVDEoAT%VlA{aZJH^On-%G4Pm?sn^blZbXtUPAWC zquIMa`ol#a-K>ilwJwf%?b}dh9=F0j{|m|*a(#4Q_>=smE3;C=^)yd3_v%$ebn|?s zfEbmjqQTM9;&E%%2juMB>ogE%@aH0_qcUo>`{4xbIH%e#AVV=pf?Gq3J0N`EstY_v zCEkE57S@v7Q9$3z-yNy?3?Ztt9ZtafHn8v|K!1x_NZoH8u-Nes?EIi>e6*jSgLKT* zemO~5X$<>!K!5O8gjX%q32S%vL32eZP3gZi9JsM?XyrF}3#`#%5D)a`((v(oLIRwH z4mgq=(@+6(NryPD#Z6uPoRJBeN>E}TSlKXeNqe<8zVJ~o~#b{%8 zOkII)J}2e*2^kse7P5?=@wtEZ6PV8wUbdr2OhPa##%BQZ9m8^iRe_lV!2k+Qs{wxZ z0SuyGK|Tx3w-ea_v0P=+e(|G>e{V>8PZGbD^EOtqP^0>0ZVZ1a7CNH7MeHm#-$uNc zim6_sPmzYL2K#BlcJlUg7lNI{#s{(y48SSLc1 zfLo5+kCnlMeQNl3rn_I|E_jT|a}aMtp`m1o?L5;Q9RzDqM*Eky4jF`FK0V!_Eb zBXIx9SZcn~O0#0UUdh$rCOyf1-um^+nhI9Ynjiho+c3;xUb(GTjlnzmAwvau4|!+Y z@mI`g&vxmZ`B@JRkE=O62`;n{x3hZ5OdypYf1iD~KVXL!Az~D9XR<(YE_EGwWd}n8u|pXu=>Ho_hx@aLR14Oodqx^0|OHm;6u`YuS+WcBnIV3hARrzF5L? zzD2<2eEHjOLz`6DcXY`t?r%JQp@;8(ARhT)3e35)!sAy3h345A$y%1P_XD=jsHH$=M{jUR%@9mS$QO0WNV8Ir>#` zHjg#Of^T-dx$-;5#4`8G=a)-wjD>^5wC{*3)z&k%l#m%S?1WXX;=9(mGWum1*I5or z3^$0cqHT&3ul_{NtA{!vx_2r1H0!rDBTCvLi5+`N#bC-E);-lO*{103KhlVnm<^i? zR+lt6{Lzk(nH9C7ngy)#O>(V-L^@u`l9LpNZz| zLL5`!?f-=eh-@>Hdix;}WOa)i*ZztavQmx6#Vw{)g#(90G9t9 z>Z9YSysWV;vZ2+o2Ae4>)he9i-01T{jjA)*A0d#Sfe#a{1}iuq2x6&hG@)DvMp6h1 zLZT5NY44oSYZ6JYEfnLzfe4t_{bzdcHK9q#?kEmItlJws#)8xExzE!Q5nX7iJW*hd z&l3$?9x_p*5PWY7`&*QQ18G&zk$~g`;+}6`1Pc>`Ozo$e8crCZ30%hXsv*q0lMPBx z{}o03t=w1tEI2{Z*q`f!?YSK0iVAePwXquD5#Fi-eGrg>R-P)>XC3*hNl}i7vz%*p zy+3}tiX(OOw8UsJ`!8MyGCmBbQ;=~7jbu*7NMTPe()UNbUf~%hl&d2q9KT1>P*5%ovF!azRa+&3H+Xpo z#i@+Ud-fPRT|>m5mX16o`BtUZpi^%>&6^)=?A7n|&l1IT)({sByB~o|Zyy`$Qs6)c zO$^$A^uYf)I!)%w)g6*Ql>+Ejbj8qJ9_mH+Npc9W zynI`T7Ef2VaXnUh1i#ZBfrJdddL%ds4oobQB`qq;;dqSRtP6-7Ts{i!j%H?PfF4ok zIwsyzI=jC(%hJPq2}XJ?yyLs#2#E=U-m%c(J`mO$K(Y|4$%i!(O%>-N`v7^8emkeK z`*1zRswO&_tvl@b3geL-pY%to(V8O4)Bkubj%=_Gh{hXEcs(MyxFNJD&%Imwfc@zdfN?-|E(NqhIBs!NKp2 zpT4F~#22fBI{vUvlT^BQOm(d>^+Y`)w8jmLn8yYgf5m0g!_uhI`{h%N>@i%l0wWJh z7sRbx_~I`tdY`{9?cZLpsQKl`9dsnBKG4&$NHGDu6RZPSt@05fY>NdI$>w-Bfb|YHr3b>P@ z)lu)!XA{z{a4?#1-zH5E^Z}BgXv?h2=zG&N$A6{1y~wu7Z9r1El6Jei{9vr?(MjA- zT=yBx-Omm3(uBY%?I!EFg&6VcOsXR{kxA~{1L95b~bH1LRwN}-ir=I)Xdtdt! zmTMvje{-UE%JwnCSKPa6{M)EIO#Yd_-?A>AGNhCJ6z=4_Uc8q(oT&uO@dWCtR8YL2 z44(>m@-<=C6Ie~8aQ;Mlf$jWI96V3dWdD*%`;idx3x5!`y4lKKV9@tw+315M;VC8+ z$+3nV_T<42MQg1@sOCpL)`!*1<CB=^NQ~QoyS@xv2(Yr`SjkK+yCc>$A}^FLCWKw(N08FZA~!MTBG@ z`gz;M-maaVx7M)W!*<6}x+?jChc)vfw`@h{i&+uV{0fV@gxz5xOzv9KLi1K!u`Hb> z|3`!u6e8^SLXgoN17Q}{Qk}$b-v2-uk^w-44TgTp<~!sjyTKNfMjeW|A#JRb*M0oc z@=A&EXSPCZlT`(mXhPn!_QeAXBz%6EomX+SzPfZ2vk6RIOPn4eemywVgqf?Kz^Pu8 z0kEx^_zSXb?{U!R>2d)EH$6gEI>!j3evNbl;R_64pKUwQ_ABqj{%Eq~rl#UCTR$P$ z`467$FH)%j-i7YI^8~n9@sv>*4zFPGr`}Y<$_=e9Od7lGx3u^J)4!~9$Cpu)aO%KT z|HHL5Sbuu=rfRUqW-In-!CFn%mtKO^jMR&trfXoT2CJH@qDwdH^Y%am;ZzVZA&tON z^^d(L+)sAsygFUw%`UsmnfFilR|IoOha&AHLm)5VJ9%r3_&`_Zc98nK-#{M*@-oXPIxV80Th+?`LaR~Z<@W5G-Zy-v)5fPPrZ z79YDR91PevIWs-XN4SMhE)VtIwtihq81*ke?hN_IK+p9PkRstWSlQE#9*1YK$qnC2ykls2}jMXM1ZCu{Sit}F9R#R z$RuI!xNC$aQ7gy$%`o+{j-bd5-5 z?{Cx3lrDhKr!ptuZ!b;o43s1o{i>T=oaj}(-SF{s8NFJ#*bAO-)X^KvaBg;t`OGzu z!%8}~{eL=Bjv?J_yesW}iAs>V)c1SZ%FhisT3x&Iu?0RP{BR@~-`*f)*RC~^;Pg?4}oj&pCFyf zY#|b`D2~sqLp5`t9TS1#Dl~GFl%YLgP?aom1*|ha_cQV$hPrNCsKf!-evH!-({OOs zAq_Tye~ZcsRsDh~(BilkkqHs4LM?7^zTdtF3Cbi_?7RIy zI-WDIAMb0J?`xc#UZLwgsOsR>%_wuRb>e_9?x&%bBKf)Yq-__B5%uFhqMLwOD zKqsh!^%#f|Q)f(9>pdJof+v0Z;0o@v{z4sGFu*dken8k4X}P2L>xTFa-S0`*@j%v4 zaBiFi`8i~Osfe#$D~(Q!7#YHqE1fqVrl7uw#6TxUb`;NKt|OXzdpf9C)`qM zo}P}SbFy}=W&R$sC*GG@K&5~UO;?UQ5sI43n1}_t3BKtrgQ@Qub=vMPX#$z|4X@so zzEKW7pj0YPv?b-I>DE=WUz^xngOU0nR&txG(|S{|=+9%S%Olpdwzd_`0hc!~6f&0U zt52^iV|?&zMo_JVg0D?G`X9&H7(PANuHlc+PllpSHxJq~8|n74SW`#4!|EYwu!wTp zdtysW>ksQMzx1hF)AhNk;wVw|(gQz*EGiWc@q7L$oo~g2LLJ5h<9VDL!1#RM4UwjG zPr8p*VM*i+rr$rkzu;&!e1wAX+((9%*gI9rtLU+2`C6p>9Vz2J&V{}M zkcU_#Rn9#zL>*@=Gim#p{uEBv4l~%?Qho%rDl0dbjQ}A?kb+T~*M*RqNDxG&4~+<22Dl zw!hZqRuF)aCIyBY^Uq()@-lf`a?G>5Q`fydcAUW^yM=s7&QR9~{We+7+{hp189rnm zaW==vn7j=n4hj=lYo@>wv1wOb`Kao!+4TH`w7`%VVdK?C+qSTDq(5rwO{xIa!pLN- zdqPg>{voFW#w6;aGEHjxz!!`M{B*2L_?IXOxK#CW9ocXXTa8v5it*H@ko>S9%jX5w ze!)C;{0>>QOpE*oxXtAH7#JixDX`s~SmWGuj_~J!rXyu!tw+Fcfw~gXhmjo*{KB37 z$FuqIKvy+1;qr>|MnP5AvxH9%Y8T=!eM0xA0(0fIYcZ26GiU;MPEF5)wTB~JY?d8p zpjadkyCan3WHw3HrPnH8NTKO`O+)8}k)<$^&i8VaBky*0egwdL-)?8nfu` zD_Ho7PNrPe%7Xi#ENy&MJt_L90HM7Nnv^pWqcZXC*%^<* zrtyeqAF*{xVz#7T;h)Tea(q7{gti50KPE~)MU;uc4#%Y=EE{2l`e@eB zWqm&RGl;8f#NQ-yO@hj?ni$eOWi8Zns1DR}dF2a>T=@P_+7ZD^JvM+&%bV}KyrVpJ z#^J~@HCW~XJz0pf=*aGy!pb;kmNxHhd>6%7M7Ye;xqTApyGHlle5wA&*DSoCP&GY1 z-tJ?O^3w(0@I5zkhrnFGE2? z(obv?`vSZuL@hO~v`u2P{B#XC)m}xrl^e#0yW^z*U+7wmz?@tK0VF&&l3dx!FHD_P zU8%zO++Uv=vZ<>b3B0<9hsjCA!wpFew#w4dLN6kq zQa>oXQ(xkQ(HyEKTiNKffez_+NNl#|fC-pz8tyK~UJZK?^)KWe{XCgZQ`yr=Sww?1tuCBH=v)&Vp zG!JA=e)3mRPr#$#fGzYm%+n-n6Td^lXBhe}$oTsR!3rQC?fYUe6ents)Ix0ZUw=KuQkZG&>_~^^ zEr>p(wXJWf5uV2mf(-;D=OZs4%sC&c#(Mv%+_dm9-mfjE<&yst=Lbsd8rWfa{mEOs z3T13mik?rBh4T)NTpKwe!?emn6_JMhRxi3~7||_g_R8DMAnLROjZk`Ou-400lvxVx9__F-T-b+EQxnd z9pYvfj7rub8RJT?|83n&`SiZ%v}hRYNe@oL+u38!|Cbuu9Yy}@ug z0}cxZM<#Hda~-IjhoA454PYky8U@>$r@cG%UauTgL>48znkxz&X7N}}8W_@lqw%-h zpvMSL02l(Lx6;`WM+AI?Uj~=P#l2(W!x&*U*Dk&g#-lEA&jeEM*mvC2hz01izQVSiA0w2QN86F@>(n^1cYI8-0hSW;>mSaS zIy4_Xb3@kuAO_w-X99a;9R*!Cy@Zwbq4a=Prf6eXPUo7pLxS&aO0e>LPd`Q0z;EeM z*ZT=0{N6j{qlAb)FC7@u)vn~$S;5hF7I>qYz=}=1iW@f!CKOrF<>fw_#AeVqoO^pU z7tCGI_l*~Lc}2kEu%XuV7@(M4{F-!-Y2Kf@+{)9syN&QTkRgJ{ZDjwv$LK3Ms$QPp z1$JTxnprZJN57eSogP!d_DR28%$J`&R3x|j8`E>!_VLKsdQ<6DK(u|pY%DRu_`YX8 z8}G|*FjqQvdu(l=V%BO;>bEzV+%y@$VUGk!>mVnAb*wBG^@lw**4S`?=UKU_;xwb( z)|kemfU7f_vJ%;%FG)j35ku$V_H?1^Iof!~Kwgit`Wl%JBVlCU`8bgr<0gGk4zYmi zM`pc!C&PTOyR%?3A>(`vPd0IJd;GWAUxsi^S&)Ek+a#)bPj#=e-KDTl9!mKGIi4Mb$)c5*xy;iXh%-F56>qo8lr71_UwuFH-BA1gA_3*oy*`so&d5jM>{6W+xm6L(R#@XK zcUzApZ;U0_9&SQ7-yo?|TIcQ2!2Qg8Cerm;qHtcVk(>dGTW-QBi3_Vi?Z=1tQK%d4 zJ)gbL$^(ms!H+BwnSYmr=P>8JDH+0;$JOYv6dyg!~Y)2Bxb{7wOY3b;W{9r$X7xbLiyH2OWiGY`S%k`ERRSgu^ z+lUb-C-{f&U4q}v#)cL)fOOj@;Au?X0_>lX`*P71PfJ(!EyNP+^xKcfn7``tqI*64 z%d*IeqM8?->B`D&sKu1Oh*Ip))R5+0aoyNyL?NnnQJ`30o};$G`i9F zf@i9HJ;KLWa}9%_SvrYz$72haJ0T5C`^Qlu^xeky$X<~h!{O#Wu2y^tM;Z9__nG{M zTwVc^Q(f=dW>NcmY{j8T4Kbg@BHUJA;7C2Mav;2qf~*-#g-rqB?L@%tPUj=&_+qLq zf=MlS#iWqmY8-S|=5_!^@T)Ob{WaA3JWo-^!PoRU2 zBuMn$oZWG*=WV>+Kg|BU6Fw>_%1SI=9MzPHoGp;SLF3H-(5yR{jQqI8c-{<%Mo-H- zb?f@T_^#ckbG+QdNEMQf|Hyqir@k?{OS2HZ$&;IlP3^Z9A*5%jiX=njcBZmk$yS7M zI8{d_$QQbSZq!8Y7%2lxnMl)zT8|V%KT+sqtiLikEpy7ebd&Z;sntjnAF08t`wrH? z`w+&~sZY#RZ{j3ARv^?zFX5;ALq@%f`jFE{{I*bwTS4{?qvpwxAImSU4&B(4xrHZw zCG_9;7182Ma8tC0fA{{)$Ae*eA!6t&V5Rq!64x5cd=`4{=K~yCBXqrHZg6uBW;aA1 z;B2I1|9Cane%kav*QX$omPsp)n!xAc86Le%CbjDgMq`S=8ug%Ixk-?aD`4(v@b91S z)pw+KsF>YqvBh&&lbtr-_8`}4a*Z@E!2RDgLjNnYU>o}>@4Nkadm?lv`)t0XTc}9} zh>NsZv@I;`8j6%{SzT3i1{^-D$+QNxKRl-1K6HL|J{VVLIj%5r}A-_f9<@n^g2(`dd}g(KOw?=`WM zf3(dlT@*9>pY%lwGA_6>^pEpetyauUxJF5|nT~RxdAJ>bDS{dx4#V-q-UqE0$8ucy z$7SIX_R50%Xl_f`NP*_`8xTKul(J)~(CY~Dc`Dn8L)(MV=G6ZJxFPoW&<@oDKCC^= z%uMht0P_h={O;U0yCKSl=n_2U=jKdjSp!Ex1~Y#2GU7R3tm|fl)2Y9AYt=*bXymk2 z5>&MFc5MbwgUZw@%m@uK;Fzjq8NM(Juu9w>5%79(yN(KUeSd%FKcqy)8F_FfVudju zKH&DcA#fhqUg>x^$7eZJio)zFDhxmtP%5<3SS08sJ|W})4*4Gv`Md4b3(js?Q zQ`|wRSM<|~CfO(zpI+T@N-sJ>{K{l=J&Nv7E$iKThwX(Yt8t9CP{)S&Dl^YbgK!7t zR=~;U(w4L@?!1B0gJaDJe+RjOpqSi;7h;sBdHZO**7U^Zzn_|rzYlhZ0^#EuKV^$kvI>B(@~|9kfwLsvAJTs+&_QHXjHs6ZK^@$K&N?m z$6M$ZpZg^V&-rczV;{ARwjX&Y*0dY&`lR20R#5JS?v(R$(hsNM24;O2`j;hzix-#N^GE z`@Q?wv}dqrZnp8Jf2vS_6yzf9k#sqKk|y2*FutSZG9KK$p%~yJI#P}}m5^I!WA6)X zy5z2>Wgg#Gu8tk=yAWMpj|qj*7Iw}wq4iORA9BK0&HrX~yDWUrzYH!rCX-M8hR*SQTT&%|(B5J!w2+^SbBre2a85u|t(bA!Kn+PB+&kViE&^hssfNsUaB1 zf9~~=OSh2(x+C?jXB?i*?$Fy))`^+CfsG<)i^WM&XHbjz6kv$xd#u@t*6w~iWv&Dm z?X1TI_t3~(SWz*v=()9#`K%4Ig%-i0DJ=tyNP*1&#od-^_V}OGQn;NujE&4Vo0;+^~lof6->^q51&s34p zzNssK+EgB}1SnBgd!p%R3~~Jc;WT!$?@#l&DWBSe(GYffGKbPdJ)4?QuXypp;1*9X z(y^%%^pp?&f{NR}0n7f=Zm>`~JX=zktxDjZwn9nE$e3K3X8_Q@>)i5JXx7Q~kD;

-x-jIe=+((WwLPq7&X?`EJh0lj%8n;s;!AUT>MO63H zP{wRV==_Brl*%T7^R%WaZLB~4UWw^9mndp14lo!_GpI+qWBU{1lvLwxB_t%3Zl{0h zvMYf!qI0`1K{@a|qTof`vPL1hnO!Z7VMPDzcs#Ui{+i*!PY#(ElXs;_0=dXa-(^tYgFSg=c$f< zT7pCHpPD~fDBW#E4c8s0lHa9Ov)F!$v=5FIb7vTa0-DwpwVzfg5U-&ix}0%e)GO|?-NGL(ENjVUySh8K7?u}kQv}jKY&QS zO5Iacvd<%xNY2F>xB5k3>|tW2-jEkAKX&Y?u~h7lV9#S&K(^zE;=MgpYpCeoy{f@` zp&SY*5&G%F3FK#cCS#zbDOU#;_18^UAX9DanW7SGV zPB4$ebH=EFB!ze@9n7-JL2M{QH47u7UtdhTMimNseJW}=Q$PQz9U0H)uuAspFKg7v zQ$Lt|XEO#6=1JGSb5qQxC$*~od;P$_F1)(WrG=nD5a#o-sbqRpMZ8#L?oTBY0xsVD z#}$o(UHSI1)ogR?>x(TfDe{dmEXJD+4lLAzF~B*lF=Ifb&3Q~F%($;-C076d6B~O3 zrlM*_GhU3*&Y_A--gvyBnugXUPoeWboToqC*J8BGl?<&QU$*9%(iL^Df<#c-1ATyd zghMfEaBT0K$R}Sh3C&6DIOph3spzd)iDWj|JpvwR%+{#iw{e05^KO!e>y;9+h)Y!A z*+v5jRUTiDR9dz?Ov%OD*@gJg!Oyf3yPx=9pPBz@O#PP+)%a)%eok@mG$N`~*)YY* zir*kL+2oWi)CR0Fbxyy+WRydiWRBBfl5Yg7+SY!pI&}Ts<4~@OH=?ogmoUH*0f|A0 zT2PE!BJxiF3V|rrp5m81@#0oW={qFFWxb_tG862r>-j|~%qUbW95gI!q3W^7nwtFH zUeu=VM*1K=MH}>GHMQR*m6fq?t=g*WbF(TlU_G(rc?S3C1{!a$#udJyUtPS0gbg?C zU;DWCNc~gN7>Qn;jHkfj`uYTEY3WSA{vTEtB8-sTA=joTO|nO9B(J(SzM9Zi5!QRemZVrUB1$>cDE zmxS2?xTPHUSK`kYv>c{c$z_|Pb{e1=YE85%(;Dagr$BM;tVD_WDtF9O1Q?ZPE5As*+^Qk|L>Wy z`QH}ruUa)SC!&K^^u`K5H;qGr3IvUfE{yl}XdX#J7gOp^^_FEw30h1YZM;)lk)6K+ zC{8P&BraiBD4iU2@Kah?k7?GyKAfeSj4kQe$qmE_2lqB{VgJl_MCQ;b0_@? zkD98Qtg=Xl(#bo`o58z`k)oOvPN*(UpcbIWGD=WtS*yYXFb3pVKD` zpf7WJvGks1AVRMP^&SAqa8|S&Kbru5HK91VAw-ju1%S~cAJR0ocZr-$s{ZY?KFkB~ zy6qoWfEyX_*S*+bR={w-6)_h(#B*lk0)pHgpR2em=Q2M2@UEMwu2gC(gXuf3E0y$w@!l}XvG;BtU#N@pi{h4rOedQG~!>ISw z3Yic*{F~yerjazhWi{L#3vAwcF|XCJ^&sPSeMM4)ilu0FMBIEQ4A$QkfiLg^zGjue z1be{RnZjQejnl{r{%a+pzZ#Yu^R6p+c8G774`$gPT&souoWz{XUT@)AN&L6@4FB() zNAew#kal@y-gd=ueEDv+$Zev2xi}X65~KSrAn=4HxkM%zR1espJYH!+snB^6WzYrx z4Kd`9sC_MD9B>;EsG#d8Ee&W2i^plKOPGcYjFD>OKhh;oBQfWic|DK9iG#R86KoSir6bk>H%?pICbXDq31nzkzpRno|+f zpu^9KX*JP~T>B2j`MV`0!Zwp`4IB;Ggg`M!K{0{q+@+e-;Lz1)hx7y_A1XqUG1 zCbZaY{Zg*wsK)+?;*J?Wf8HX8GM8&sGohFBHp)B^S#EicROg!g^KbWa5EL=Yez9IC z1rwc*LF*rn2(7!XtSoj_NC}_dHlKxi?-E9xyCENvt7J2Srd) zEJYCVd!3dklT41C?0U9pl-$7_#m#)jAv((w;eT2a;?VM; zg_aCdn-VKTdnJjXtv^7ll$8C~I`!Wn{VZW{oga!?fVnb9;f!7R-b0Zle#h0PnUXgR&TBE38@^w6PcXSF6|=7)OYX22#F!#doeFBwSiUMO27iDCw) zbfOKIq0)0Kjdg1HSERPPpoWTeJ{?>)OMM{=av#laCk>K6=mD~)B1@2>O z{LOb$0h+oK{7xWy66^orjh_QHnPEGc-8o#s*~sxC28P|^afA#;t)~x0EQix-+~iq4 zki`7lO+GtqR9BlS=SHyDKYglqxKf%I5I>4gmdgR>35FxnYInW6dV4+;S{LewyRCYl zjAyYX!yq2Yv$HpVFRsCi`<)B*=tLnNs2uB`sN7DZka0mGjlV!sqrxYYT5Zl57r7jh zh^~7%by$QviVx=L=?pW`a;Y+(nOot_w zS?-}&7dKWioZVY3s=R~St!_0v`#=@QwfvS&QrsNy8#G9*5p>aflsqD4}- zO#PYWjCa=c(RurfZ$AY#61M;+W1!oxR18}EfpQefVmI-_M;PGY!3!n~6x$SK0LkvoR;cWB zuU7Ea%}|6{Ih+vVe%F6Twjg(jF_w25k#rRRHAfPGN9)c0kPtSK-byNlfezC({V4BW z312dZY53PHqjwL5bV2!S7YZuHY1fiWJF-4J986=f9#&p|My zRaFPD7FeokYD$U#w8W$Y^gND>u8mIg8jrc-ITdwnDo!O)iuX~RaYA}MP1-1rU#K+eLCprpXJ~&=fU*i+0kTqrg*R{`o{iiCS{*rQ;E*UDQo-A#Y`qY}QQc`eN0!(k+ ze`a$1zVvW3lV134MOKYLJS`{7+#zFhoWqE$<3}6;$KyQ4_lM|DIpc7d2zgh2 zCVjb4MCSFJ+h$(T*NqwfjB>7D!qXlHMW7krv{jG!NVpwpEYzNeoW#p?&eIIlHGZYz zpT#!!J1TbD0%G@^I^LSGFtB^Ew;~*VE1PR``Q*Oc2^LLpWUu7%%`-l`qCbmy%x=V# zO=0gK6+0e($!wzPja0qu{_Hk$Qq?8&`GtMTgGya#=u6T?Z3;KR_o5)C4a6yk1mbha zDJh&06qkHO^5CgWKW~~|djpbZRsfsXpVDLLMoTE&#!>Py8bQJ6q}77pN?ip(Qt=&vvk6N+6`xdB<9U}jxI8=~a{fW?@9c@thHlTC{tcF(4 zlQ%%%DN3p_`#-`Sy6xmYJ!j|hE$_+jJ?59+=lYFZc$t7l3R}B5RU{51tKh-%^Ya- zH?gSeXP+Bp@n#J=d>&8Xjy4-llZTD4|AP=!k+VD^@`W`ZXpm25;-XI~dPD`T185^<=8E>F?)ipol1j@1kgk0;<~ z9OisVZ0oj8Z-MJY=KgcE$_J`>cLcX0cwa4B4^KW6xOOCc0)UaP0SZK&cPHUfUCrLj z;2DX7>&P4bNzK29f&Y&xx%dYEH8-1I*;mtPsAPHBB@K+xb(0#L(~$pS_ez&nwO~BP zdz+;@UStcOmykEt%^Zu)r&6}oEUy(DwKkAYn*aa%jmW9sF{m(Sn;yr#jfbbG#RW@5lWyaWV5fSQSI;NUy_~ zF|&oix#&L`tiDrKo1SoJb=puQCM8bl^#wPs8b9+mftV^%V36|sY@%S?|f0QHrhpEg5Yy)5%uXD-$o(^!HYa)pp%8opWUt; zdTd83J45=0LqXUbN&MQ=%N3Qo4?9om+YX(e;Kq&Z$e13Y+ZBq}_|?Sd#O%+xg!INm zd;lvKo?#sg>yUw-$O%}XOf?6cUpyI^aR!%`4>*7rd4gMP>d(y6d}s&?rL zwP5^MvOgs9I{ztJhf?jvR-*&~Q9-reaPw}ahVPr`cIryAA>R&M{Z|b|55CZu~?+tZpcg``|o-WYf{y@L@5s!S>`#;q|3Y@)Fnf! z2+T{h{&3Zh-(v*BxZbtRE#QC^ADMtA5TRAEvPY)!fh;xi4&nll^X2Mkk{PoUB@qnc z74^<`Qlkt=^iM`g2FJbBwoP+y%_X};3x#9jN_S_dW_?2-rw~}0uZ=tZ3*xQVeBvA+ zs?*|#1!fR%RE`lOBqS*mMG+P&A4JV|wy$DdpubdgW%Y=>F(DDmW_vncBsq?OML{_O z;mMQFNa@A8nlyKZQ<;MotU=P!Vakm%s_^F*?JuOZYpt0uw-+)m7hNb@x!H1HISt)+ zt@eZ@23;`s(*<19VMC&OdwZSJ4*Dqxq9(8R=sXByEMD%V@%jm1QSgMo2G5|-59f^8 z+1cp_nWQN&TX?U5LaZ+c*$DfywzFQ^3C_uQTEmIOaNJ&?SH5-=1K)+;Y?m)FtYuzk5j;U38%kNN@y6JRVK-K@ zsZv$z;?mNzR@XBTaCBy_VIRy)RQrN9PtTn7{PYM`Sw9lUOCn|K8BX*B6Wet2ry7|;91Z<4(# ze9c3ah{u@;32#x*7N%m{_iXv@x}APA`R#tiO=o%M8sF@?V_-uKJX&c}PR3n`-M0%o zAF_JxjJqA>e5U$_#bsUxnw_1Wt}URmfcL$qtf+{;XnQ=5yx2_r<2;y*fNg84Yjf7X zj&W~Q242NRQN)BdAd<_Oug$vfcQ~bovvcDJOygH*ftOhS$;#r>M`L}wx6SpUaaoyt zPQ^;8yT1G#Qe?Sqn7#GOR6F?A9>?hR{@oQRiN>7ru;oB5u5mN7xJZp3m79IM?DOf4 zR&$%1z5*C;rj{i|I?p1E5>TOV|2tt~Ta@7704HRVyWgmXFZ*&S#BO}usU6=`B$p5Q zUQ3E%U|=>kkMJVg#5IMr*_iP(l{czq$>#AQ{XXcKVe4V%Pz7+iuOQ58h^W8#bJol$ z!dqMZsH|l9`KKel0Jv5`UAIKbpr-OzEj)&4cx1E?a4qTKJ z;Z?ctk05r`V(1T{QqWQ&<8x?tc1a-eEcAQ6)01CoBTH}**!bz*Miy;#B8oocv6jSA zTKPS9|i|4lO|^<-0W(`Vmha&(u;6~m&77P9%J|hT za{RSacYC)0X#_)FBfKiKe_cxl-H`ny07a102gK{9ZjNDf{XgI;(+c0pA-U)Pqu=tj*6JNz6*0CAunw%!veIv z_Z=bs>tE$-@u8bDJ+gesGuim6&U#hxLH9?&k%PS(OZ{P-Ppmu zmA`P@QA(q&Lz3emZ$UJcpbc8KNC z@1;b85LZbd&EbCAb?x}1_9g3k%SaNtXykO``c7t@cLJwYb!6WtaI#O}GkX4(+ZJ}V zfSu^DY(+Nt?BB^+KQ5vbT-duJcV$o=^nI3~*#ZY%ZMnC?xdP1=VyDVTg*mGUo)HfRSH&%@boJ+>Jwc6 zlI0aNhSmk(gU0(?sB)f#^-<-7(#BbL1F+%dqRXjXaQ>e(!z9{}_rAuzQC=3oge+hE z#W9F&4x43c^LX2?<$nq^F@*XK_Vy?LDZVJkh~n-i(h*}_l3Ta36Ny3i4A`dhAK|6< z`K=ai*kZg>>Ecxf&wen-z9Pfsf{KsZpH)IRK#R>@8&a<6qEe)&?UkjiNgTFI61u$V z3I|bGSrQo5>6#lk>D@f$;9Yb|I^PIdM~n6C4Hu!YY0vvMf)+K@xO4xwqCB1DEf}3H z{*n;@idm%>#?paVD`Dj3Osa}O0nc|@VKs|hoK`uCVIsIV4~OSF-;I40A{p)9;m$AT z`$H7-i;Lmxudcl*lOB6mFX`_WCkYdx5V)F2vb^t&D4GfG zYwXEQ8q|$-=E#OywoPkvitNnTVjk=1&=?_M9OmahG!_2q!x@%`K4gBT{4KjpsmZF& zdshitlFin$``%?>qiq!+CRq&yd^tcS(qDC2+KC#hCy%--nUyz%iMNpZ}?b$dJ~ zN|woS89@A2rQa1>*m(mXxmZ>Z&d4+LGHtMI-WFW^YPXL7VCdid%*|u5(b-|~S@Nsi z$O1oTqT}H$0K|XbjCKlh7av};gAj$r>1KLm%-jW?L=P@x6xFm+?syi9(!Uw2HU5r~ zs^TkZ{45IM4D>4Gi(Bwp8 z{pc2Penlf*c>GxP4A$8QCUWeS`)YWjYm|Xf=T2m7cUE7w@NJB7#mnm5UmRFToagED zLU2MOcEYt0vfL5zdm^2~w(#R=G}C!TP?vnFO*>%kpL#oreDGE?l#TVxy~hNsYk74P z<dp+L_orLDZKkzKd*Zf;bVMa$G6u_?_E4yg=X&2aUidvJiN8B zuob-?oH^YI<=BvfD^fBqtGnQK`k<@3Fs@qiF9L=CsJs?PkP?sP{l4i<)y*C^9I@05 zjEwonuL%8EuVn*|ZB>-u0$odGaL#VgcDb=|xp7mS3I{?$LW;AuIFxlsoGA&Mmod*( zz#yD`kt}QHYD)qU&hqPe;IHrXkX`dpUZ-#GN350yms@D(Co43Y zLS5n_XG@H|?9YR`#@91GCv3GFoM8Bbu7rG2hMQA#E2S5R3DYrTeN02rv0b+%ECJJj zKrtcen!qFZ{X)RV8a~{$8r4baj)GWOr{hF7Nb1HJ@l3*Q-8QJxh{&kr7d9>yw>8wu zK4Skk)>(M5ynJAUIR)!Yk2X}u-wYLpG0`52#{nd4@jeuU9L0SuY(utX$4>@PpwmkR z2G9;Cnu8|CR2%W!B+g84y{S_LSDcRlOwo6#LqU{)YpN*POiPyC8he(r_?DjL7CD=< z6NH}{uctWNeR2vt_AJ?{$nI3j$qATXV!De=FI+_PQ+~8yJ|lPS1-Lyu68w1Vx@G(T zVvs)XR;FdSAA88J0+$L7W_n;{FAMzz8%bMf^U6g|d7b}~pe=jCjGGYoUbj3R4vjD7 z&v}rw94;BxEM>|PW*Rd#dZ1mkc9z+3beoINv;l#gFPlP+k_sY30dP>T_fkxA@+?<(>d+g z&ktLzs|;dY>@T=75i4_pHQc{IP)t8w8C!y*LarS}c+Rw~K5vnNkmdovP?o7g}&* zyI2ReYxKP?ltP=+Mc0k`toWj>wQ@zh;6LNNkf=kAZG=Q_qWI);_b^6@tVXcq5Pvl3 zz4PY(b7mbyyANLpIx@*4*hMr$;%l}9#wHm5APtx+bv=8vNAYru=N%6|Sg;bF9YJ?U zgEsXz1Z;XLjz$;Lm{WGvEH^sa6Gm1NC+|zGw66NJv_^#)(SX=Iyi5?@ zQ9GcqujOZfPJT{Ck4E+&ZQA+9=*Bn{1&_wW+_QGT<HivqRs{6XV~sm z8yzq4XM48z81R}1G2fZ`uC-!@G~?9jPqB&)4dT0U1zmDF$fyp9Z1JHXNInLMH@k>s z4!*8M9-w4#F&fzH|6gpqWl&oIw>8`XEl`RVcW-fbD^9T%DekTT0>#~eLve4R#oaBq z6$lQ&9a7v0&X?YIz8}xM&&>IsnUmT3?6vk@YsLF1%m zQT20_KIYR*pb9uTd*@LWDhvEO@zHHIg=m^DiNli1@25sRxhw&h(mt?ECpupmB~qVlT-eQBrcm2CrXs^#4uMbizcoteX0Z*`sRRSVb~jL85p z=m|X-xcAEgaQHRdW8y*O+kp zc^4{CcQ`}|C(D% z=+|0CShMH4Q>@%~6AB<>8ZD>04g8TpA9od-&PrgEJ0|V0Yo?)d}~N4racp|H57^;B~FJDRX-r9*Ls(XEl9|BFWD! zZC=2c2ICEhy`&Qj7wUz(>#PnkiK_WKkLltyPnK$eG4QQNsH>%VJl1b))T@4}en)hK zneP@IG?DD?@#+<*B+YlcYCi?>T8FS+f?RJaI=L1S^0Rw zZ&Xm0i)9+z4dylbd;W4ZaL7_jGS2Ooa%2uQxAeV^zukJE=iEGgn>8??R|#-_y`D-$ zly>UHf@4|-S@j(73KEaJ>V zIO5hcBBiMbA?huN7n4RHOf`gfF&rzs*;wwv_k53N58>>W#xG$u`M0^IfZGm0R;Aw= z^tDolA^1QX>=VgJ3>e}~6TkB$HRe#EofE%K??r~tFpKXO_x?rTDFUv`FjyW#exIay z6Ha0t?gAQm;`-tHu1dxAV+3|iaYgg+f$x*pgdkRuTbD`Ou-Yc46-pcPH)S^!KM{#P z(~KP-xZ+pAKEu02tYkii&`LwK8(Z~x$;+I>qf#EGoKXpIwc!n$@e^|F>7#P<8F~k( zqdsWOU~w2Xl!o+Vt*R=fcm4)`FjtW_)cBri1HXE{5oGe%Ph_klWB*|OezyJa+n;kX zeurdc0}dH3EcqHM*Z zk&!yvT=y&liv*fbVeTPlpCFTRH5z> zb8$BvWe2U#!!zdphZ+mS8+!HfK|m)dVeoaLF(#^r^!{Q?LCG8#0n~*UO=N0rmIRK) z4r@LFUP3UQ#N*BzEVU;BOC{7lQbxZNq9NYvIz_IJsm#|SW#Hd^k|kU2l>=b}6jIfV zpYbl%w_Wd8)|+k-E>c!*rt#^F3^{ZUSHEJ}hJ0NVjCd_a`EJ0+h5<8ZyGR+O|vYF0i*+QkSoRg)__i=zn2LgN9y>S zspIhW3!v7b$-Tbfn7G-|T(FBnB&wCxGUkt}4V9&fQy*IP?R=_30cBk=00cm#D&Asm z8JD~BKjYSGoY9q`Mi}DIDoeEG$3!W$RWq>Dh0kvLng&v5%FHv<#N~w1od40FnSyj-lbi2!U+$Z4c5==dBxvnL` z$4zBXR%*U!MZVQu4=^5@)WFbrNFO5N#{u_JRpE0RCDRB!I78-vuKTCxH6r1tlZ_G^ zqT4&N$cw^s@vbwc@8K{5mhPuVagT^CX~9+wnFt&qKQ1v~&;>W)YG!>xfRiv;5Rbpy z#Tio`eoe_)m>8j#jEeX}b;#jn=tGa}n$iNI_b}MG1_$YLn)Z0&3T~N(Dx^bVuNGiN zjG$LE>LSPUbT+HLOp6BG&+n_s%Qr!DW8*mFUN_w($_uc>S_Yn;kn=rjqx^C4yfJ`M zzwrzR&F5uweG>Y2nqM-cBHw<=RI1LQ_E{lt1A}gZXmjTV+6w5r)%$7@MFb7R(Q;$3 zKiDG}u-}DS2T=>eR;J~ZBa<1Fvs)KnuBJrz`6+Twe(dJx5#X&X_z@~ll@PoS%!l@PdP3LvtRHWJAbvoi&i}p94O9s+be=DV4_>nx*DzFda z*n$5J!8do(3=^u2)-59g?wj%$2n>ocH45EZ^pXz!U2;}kplh~|-mu@VH6rXW@_j)c z9zHDj?1SjAem=sNBD^mTk3C2{42C+R0z;cb9!nTtLTTfKF&G?tV*MQNEA+sOPU$+> zOotLi`A=I!l!wWfZL-m6LqHUNMpftht0i%jj_T^b(=wzR*$~-do|PHXJdCG-wFoLd z#_{^2rJNz8Lh|ts?Zqjoc6;ztx4X||3=?0`w)aI6Gq8sfBjQ;I zHm;F%J?e7 zm4gaLpnt$%(9`~Z7GM91LDy4#5dh^z_woUT`m6e(%S+B84izPj(brF?6y~!q14bHN zHQ(rC976_rR_jaM-dt6Ia~yMgc=GmboVN_?TlbU~4Ls}TNfOz8C5;2YXO1UF3qO24 zK3y+{d)3fu?|kQmv7_@V4o_R)F}OhhdiD@MyEJ#&$&GZ^-AhZ9!T>yj`(^Z_0a#nKe3pH}{X-EQX3 z1v$3s76!yHh`;ualk50uJrI7%qAPatB$3z9&5$fZp*OI zI8)q$KIQY-S6cB42-7V$`(W&lItdZbrg{NIk@9gv}B2aYN_Ri6J?`e56^7#GT|JbpZWRvtoX3p>R<{ zgFE@zGOkT5CD>#5Smax=372CKD2&Kudq5M(T1Mi@cTwAw%6J%Ql^WOKvo%5=&t{Aw z>}>q)attv!e@dRDeF|QylZRUs$oC4++MB;sphY6#R>&XwX!F)7pzVlK_`ZBv#+OZQ zZm@QTW!q+Eh!`IvKIf{rgHXinPqpA*t-H|c7sZr$tUiKreVzz_3OJu=g_-lmgEm~_ zGQIDgSL7u+cV5Riugum-zi!7ip|J;|PnINh{eA%usOQ9_|keO$F6*fxZwk&#{J#!(cQ4qx-JAiTrPa3Pr2-^l7?yaW;;h@9L^C zFT!+)c5ud45agpRnK3{fxa}`u>7zz7PTwKy`+Tx3@uqf!1wa zy008vyQ%z7MY9lVjG<3G&D0>{zAc$|r~1#{O!5(VCZ))5w#QYxznT~+l4OhtWhXLL zQ5P#juOr@)yzlHV8?G6*%K6xa*jr8<3SHc$eIXpGs{ApUhcNZvkiGH1>Hsn-A-W%8 zk7jE)I=h$|^E(ycJT}3P{*NB8PPIeq(N-8`R|9x#EB>bwT+Gq^w`n0euxLbaat7@& zMiJqIXK#+NKfj)1^c$J!;f4t&^(_CAXaZpMh0p%mIGw;Th;UC&S4LufM$PXL@e=(huMOo3RzJL$q`nJOKewW)Wq#y{g!$PcHO zO!T#Vv4Z?)FtUCgyulMB8)(B*BM{7D>06YZ&sNrZW9s-BtYIbOQuk*VpREO@W2Xnh zi9xF)ytz1sjGShv=1eyJAeUmNE&+|mJe2Mw@U1$#n^bRv)S)rTkhpb6Zy_TgWptY; zGczkKnyPc6w$=u0(}l;h3x`$u#Zb6cb9Ob2aSxfyFuBv}2-KNkp!-_IDY=!AkVAgq zwI8nkFp-ZFBH?jT2w)WKxg>tgoCyicfpCa$)Hs<52>H}f3@UHB3Kj&Jt1S`|uu)hp z<9sU#Nqk6xDCqovmK!oj)wnTLpWM{YzT?MmZ9OuHi0GDn_EhhKc%squ{B3qA5NvI_ zNL?c(3>JUt175z9=Nj-MN^W$1r*-jpZ~murLZo*10a~y)C`sAEuxe^pviSz#x25%G)4w5StpBr$-r*;|6J?j2&!xcKzjJWkJcuxaHa9gxa;YXHf zx$;|Zl7mP|oIe*-@uISI^YD?XcA77lK5p?uaSL04#3Z=s5_dN|9Gk4dq16X72(Kk% z#@EpaG%>yiTO&&coSz218$zL=Dn`fo>O`lxPTXPHc1@u`ab!b@Qso)9@5zHqr(ewT)CW<*LE#I7oLVfH$NUr zeuZ`tIR}5f?2gF$k--CVM!AQ29+6~eT{`%TE^Gs97#AL;ileGnLCqpj#%5g-?@n2D zy36xC_g{J0!VrVi&yC*j&k6JM*C}P9`MFy{Q6Sh~s4AP-IKRXV5pF3R@bB)%vNf za3n}wE^Pe0whnpJej9^MjPNH?6HN2;k(16ns4uqqR>hegW=O4R$5h?`D0I?p?|$Xd7z6O;N;lg_>YC?I+p&?(lDB9s{~b9O8axr>ZH(jf_Nja9{GpjONIX; zDETIjBo`0_4(Rn&c{~>M$VtMpQ9_CNisj=lVY%@X5;uhA458dvQi@O8fENd(9+{I0 zq5(yCM}Nj{gxF|wf61L7c}j>0Xp<6v(MI7#M%KVG1;PvCi}j~@*&{l* zQ*jOnHmx|Z@%XpMgQ_N{Zb=438z9+lvU!9!XysHie|fuF7;Dv@cd@rr)I?;>J5t!N zg*6A_-oBGk(nZ@grIbK3Ncf3EdH&vmka(Q#ZrgkAV;y$Y%tdT;E6`ddh_&$P@qT*G zI-6bKrT^5=_VP%pirCK)QR?hKe{S-`BkEAOVRPIDo&vcye2(k6_MTj2MR%D5@0{kx zF3Q%=A?5Z~rdk>x=HUWO1CWcEawU$4M0~)UK>YrG!SVQgxFDWcx-3;(j$85$sy}~o zc@Eje_lQiYUg$Fci<-0AqGa73^g8c*-@G-Ky4{6FnyINWq zjVx@I+MfnA4{W=uTti9`5?K%kMyZl%aH3@}IOxW5IJiT7bmWWwhILtcD3Yy8UdUA#Ww9Wn_3QtHpC)F+HKwd@2nEjr-Hk9CpKweJJx0&V18(&jh*|pEc8Sx+_1)u zjvzV+C9@^lV^>3)DV>ptVy-hFs6}D}dx6mmzE_k(Oaz_+9t%bdUTn@hQDu!u?{DCu(?Qs+j6r6jf`v$ z@dFgMgT>(6AFs=$=Nk@Pc?r`*D8dS`F(Sc5eEObS+y1-QXPIA}H$8P*v}fiyVKyGM zq5@B}5;PZ6EC5&f&9cM7itolXt^{DQE95i3{Sqen@&iO$Y4L0{amE(AM2U`Q`ZK}@ zH3YV_D>H?BlfXHnJh&@+m>SkL4v>fC0$WAf9I}+pcXgLK{O+x?++FBadMErF1(p&p zGq>XCywVsgi^6#hu z3^w5^(^~8UQ1XA2MWz?iQc+zaqkY*9g10zaM9I`289j8ZaUwOoHiEimg(r>oXJ%ti zMbb^<{g+{6-Vkm5#0$bO|H~YjO;v$7nxy7IiX)uF6_C~k-E(HBmen4jlwx1yceuk{ z1ZUE7-yp3xspP3Q4XBk=)`&P_#Qt7QpF&akksd;%_?Y_e=7 zhu!5PJ5l@;j@3&(eEC2QEbU=Z?L!J3qIe&Gkk;20YkTYEyW|c>A7jd%KE|hB*0L~N z6Eck>G9H7QF_l1J4bskd=Or6nmmket1Nh0Zp7n(1G+O zpR()Jm}FYR5z3=|fUesacl0q1%>|%oMH=BEog?$WyW-3BNTw@)O)8#@g;+~ykT-EK zGykH)lF&gJTMOt^K7=6S;zp_T9mrGp=*dukY<#bEixg3;WQvW3de)#qpBQLYXg=|W zW`N4=iz*G*}zBFJ`mG& zO6XwT(+vRK9micY*B4#vbbX6AUUo{bYF=6D(on{~flfWE)$JM*OCiqr)Zyoikh9VH zll)GI6WVo-V+E(l#D*t$J_Yw*5=MX1t}v1w7rn>Zup~q~)XOaNJ8O_RRNaB$#VvaO zr9q`n7lmwffnO&6{UT5K{d1nm%g|x~__2c*!tZ^7AO+-1!eQHg$j^k|H(Xzl&cL`> zlcn6Ysr+?R;Lnd=S`n8w=M1y+o7hjF%oxx-<4)cCHB~kWIMH+`p@*2ao6?=sYa`Vg z^eP^lWx7^pC3SwdW#t^b&vJ;M`aQzN(Spd!tGzw20RukU?uEf^lqD)}YgK)`=7m^^ zE+33@sFQp3b)&QCd*=er9D=ahFN56JCDIPxZ(j$}IEQ;u{Sj3S(>Htv7DB?EEB zBR==)p>3|5r?B$3&jT&`Q$-An`%ZG^n+S!^D6ZR`ZAmAz(am?S+J@yIAHw)PZ)}lt zM)ltz{QMRAue#I>-A1<+UjN{01fx;BZKg677C#T-{cktGK1eU+;oGC{ynqfcI0}}q zJVSLIIxz*#v6#(CLV^I2^|KiIefam9denYvvXJLtP<=Jb~232(v+*93ltOdHLU zOBziWW+C72G>!V|roTc6BzowgI%KhSTX>K}5VC(RB`e~xmXV#i zc#VI7OD0_b5uKiLf0Y;DpCp6Le~m*!J8Xwaxcjt~SVX_SJySwe%XubaP8)1M{+2>` zhy`Q#Ev2Yr)EN)DzR-DN@a6BScCzVJry z?wGX*q0{T%*y1Xc1XqHlctOQe!*!t_8`lwJMaOXQWNb<;s z1>uSBXTL}Oog9^T7PU1Np8s_JHxy)|Oc^4E0=-%%QmT(WhEQ`&*Z;vA4lcI)z%L0O^?dFoj zf`s=~526{rAeN=HX6zOa5~N6}35V;CwAR_t7BJTP$$I}08QCuf@P%EU;`e~fBuKs? z3u%p*O^5vL?$-OBa-m*)`@&Xk*{0%nPUH_!=gVB-&3W%>zoOD-VB}Mv(np{( zp9^x^;%g-j=FtfOWVzh{?BR(*fYdoz@2+GQqo~{L3?y5+2v7a~5B$DIi5tsAgu&Qp z!D(8N!ha2Mbw$3}1y^AdMXVguMG+jy>4YAb$kY3tt&9ch{8|Nj7ak(g04dL3G>TWCVdEmfZXRLceF@K65HZqgv{O~1|Eh!Wjljklky!*FT7AIHn z-lFmJ{(6Z@!M$;F8(aKAvr+)WJ}soSU{nSAmBak8oizE>70JKW0)fbD{|4kZG*TGZ zHSZ04xa^XSS90N&ScvmE;I{_r;I-yFTPN*~|t7`@62rD4+7hq!%?uNkfzFodfZ zR$kx4xx>Y<6;S{Wcs&RM)T4^tKX*gdqDyb<0va9COihpElMg5oN9(@v$YTT8NpJ-Y zmD@BOxi>mvjgh2!Fz6wE<9q#ULRM!SoHt1ZN=^t^bvY97h~9umqG8QDy5Tl8oomVg zvop3GbL;9S-A=e7X8Ug{NEzjpR^bbkS%rQRM$jwb6oc|VEvL9-iM#(rA8DdS7Z^~K zmCOp*cSrCNk_Wh)0q_Az^kCilT$v2Ri1vm3PfQcF`F_QIkGytNPf^2k7rJUg!qO@b zJP`kmhNTV1Vs0muBZqL{RaD#nUcS}Cqj*X+32Z1E+09~1tuCh#HzfVMBKB=D+go!V z0+ec*@~SPei58M0myd^UHtYm9OSO+ajitGCO|*I|XyR+oM2G9Tj^=O6bXJF-Hg>#3 zO7ClwWzENo$Wa(9?w{8w>(3YJIHkVXkvrRR&u%`59Jeli#%T&mn9JiFBh8gJk`|wx zgGCFr#L?B!X0rMZ6Gr3b3qxmWIWr1)w!%Nkv`Z2Cr6ea0LtX^M%9!kY>?$lTPX-jf zsRVi-^oT6;o-!mlSPrRLAlQoBPLr1|CSMmum!)vhP-BQFrEhU`n8seY7phhFBWx@Q z0-lC-Mh&Acc1@)5RpU;H%>b9!M~yk__?uQYN(zTVlYZvnU&Zdz$^yyK&TlJAq;oU? zgua|X>;$xTprYPJUwXGjAA)i{0{mb+ zm-7}EkYKzhnjr3&nMy<3Y!*-yjkl~YaOw|UB+nQ%Bt*Rfri{?6#Qb@E{4C)Edr7SA z0()LNw$q-i-ClJb6gwLtP)okkXi3q^@>U!_UPFqj+`y<7Cj@LBoVi)3b?hk`ojc1yoj8%8U zKv0{%(fEf<%(k|!_&9JD#S54Bx&u}Yb$Nh#mbt&a#4 z@E{%ggVOL?#I#3Hw{~00Lw)Qt9P?yErL$ut`#!{4HBHR`XgT%(R(#mXJLcQm)kPiW zBuoak{d5K!-z8#cU#DJefd2W zeiIEZw*a@ph>TMm^*#PxC>O<02@L3blDPe~HA+Psi#f)pr=dSxk-2)kq|1>_wu6@E z-Nwf&iQ8|GbchqK4eJ1`9}(Vk)po8dTaFO+4qo&+GV4WXA(B%B3<6Z*$&kH$awpe1 zR`oy2M>{!$l&wSn`&aF2Ixe>lA4zVP;omx4!_J$4Kdf$?JNLOa?P^7n-W{|s6mU@{ zbm1^eWLeWL*UbUuZRBDEbl#1C&vxHfc`tQJ>Ap>M=Q2Mn36X++?Gz@KN22HCMSs_tYMKl-6!4+#b6=s+jNxk` zcE5D%NLNLom;BGi*#xI+E#3Ll@urJdNL~>sBqC6o`e3$uK9`nCTp{8bZL!Bwl)mC; z(r*T@@APJD>LmIMDa>x{iieYG1);yceEP0po0C^@AbD2P=T6W3OCwx~RnR~fxnT+~ zlMeE;1&_6amz9p0Ikb2oDr-f&=NkF=X8ywD@#nyIBv`gJYuXQ9AH8t#M*T;T?^>erDho0uVOxPms`f=Hr1JY)FD9NX!^4URTjM0qPLVcmC9jk8ID{Qj?aX^Vm3IGX(b7) zOPDiNQlPWm4LpLQL5smSLx0^V7YKx{W7Eoln9nXWYL#wxupt*kvzh(d>=FN!RQAEQ zfR1~Ay3mk$BIpoHRr|3jzo`yyEmoD2tPz?9Y&_4pz*44yF1N=WniQt26IqXCE@SA# zUX=Ikd$#v5I=_-?K=VkegO-+MCR;f^%=Ir!hrnzT6|!q3|6p|?(f0RMi#{7o@5h@r z2V$$rm|Dqa}bO@K8TiTi#)OvB$0O`XSn4&TM{FO6WcoAhW;OrhmT zd8%BXDk7Se3n_?aw?F*q#5!9ZV0>41vMy-5iQ)w~@-{D-U-}k6WgdbYn&ylX)>$G& zBN3t9-U}{=4s3@oW}J>@Oph*eqULgdlJbUdm^_HCy`$Vje7_|sQTwSnu`KyzR0*PD z5K+!nJWA10&kZxq_Xt}H(9C%ACtm(uJH9f@8oQ@^vv(>!s$b6cXJsd+&2>${1e18v zs(HASUFrE)_zrJC?u`z3aJl6=lV!WQcXzkEk^@FU0KZxd7Ivmw|8`u?b6`XRchION zG9Ck8tMEM6l%NO9TLMMujh)k>%}p>w>8ZsVu1T8YrPa-1i~EoHfvq{6s!QZua6e0Lj1mCo;YdEtEVV8r666>}x?MCIAL*Q~lc zdgXP=VR;%Be>%Fq8-Z`;7J^avD%!2f*KyQtUa@LGCN z2mT6u!Xp+%Ilbr2)|ZJk@1q;L?*`O^dQa*n2I!?`rznlyJN_~MGTN6B=uc4$z0P!x zBec2%nc4|9h(adbWL9{R3?2)THI61?n`UF&*EmFEss#a4d8}R)>wd436XCW<`JImx zFU*&d+E5=5tT845p*XM|O9@RTr;}2Tv(Q9QN=#HJQT0p&tEgCg3~DBks&8FsV<_#Z z3H`D|>j6F0I7pA|?#G*pE>o6GiWti&L(2PP)R@Nm|9b&A5@KXdzcjFM*7@O_NE4t= zR7Xj~x&%Lbp$r!DzbX_RwqPlGtTi05Axo6oKGwzw<6Y(WQ1JZ`{(_d1WmoKc=+=tz z9rq&9tT%^0Z;57Ew}Agn-9SE|V<)1Fptet~= zC1x3WW@inn{!~t4Vzz09z6$y)NI*rj-(@kp9TMY-jI?clh0TLN>3q7>56*4cMt;5I zW7%AgY<&rg#%i04__8WM0@d?2H2isE^&E<>EvP%8>g(3Pdw-<`>_ zIbDwEv<9}6Xkc?ASwE=62J``|_`ukeFN{CKaSMUAGSk8$~y?y^uO@g?5TqpY)ZjxiQzl})?JA6*!m^?#6Y zVkmLGOHD9(>jOVdXx=q^#!{^Aj03~`s z*T9pGwmA-A3RHWC8yCmfrIX=Yu`A}#a+RVMIss%o8Oe-Qp0tqH6%gAvf43fnbO*p$}-!8$4jk7Sv z0Ge_3>%wb!Dm3Z(9!6BrbEUMIsa% z9hZLaWAEFdfZL!Fyeipoej@6=KHs3Mzcs8*wD-4V2nRGo=I_PYH9ncmgTYTk*$A7Q z5kAC9-YqZBWkm}aKi++3J1)%fXUWp6M<0QtLl>42{3`MFJ45poD3I$;46sU0=WJ9& z$XfHE2b|h`A9973MM8Zow)@u)aL`g^|J{cb&D^n<6a*udfX@wkDD#HGrd`W>{Vjq0 zALrlJyjYIl5Y!iUyZh5pn^kX?4KrKT$I9Rtd2k7PTF>Cl>LR)LD+CtkrEuTg5OZSZ zB&qW?#T*bL$`bnwYtTjLCn>g6ker)~tbyQ-_*Sa}z9@U_@r!h_g)y?ZY=f-dQCG{~ z9eojX)~)=515syCkuqrdhAA6!VeeYIGns(X@a=Mp=)q+yg|klDX}pS)w!-sW&%ck< zaSi;NqdT;l6Fs48f^H(M;cWq%#R_XE7WAs;dG+*sr}dbj$NYa68Fi2pnrB$-s`<+v1Xk4#e~SS# zXFDpFe2O+T)h!$5AIGUuYM`4Ln@f4*>?kSG^#>jp*4`P)Tlh?d!K?^Gc1XqhnsLN8 z?=raj^eW3&rs9P5o#~vzXMaen_;vbjX0o*H1ijiEqzow3Zx`9zPKrxHtXCEdm^wAO zueCeeq?^e45jSF%ds6}`H9X>OQMf9t2RFlM0B5SZaBVPH&;PDYUwKjD=@HsLj>J_? zZtS@sbdDfFWhuQbKV)#3myYK0)#>{YPq*2VZ}68-x30Kg#HYe?eH2ei=Q|&+Xj&e) z114|4aIx~>nzUD`r{eGhH7hheRgo+DpjU=y9RYq96z5^%#%YOh*QBKI;iD#zxl#mh z+X3}rt9T&W_YybM$B0WF?!q`DQrj;xjn#!K=}1%Z9v=uRtc!5{pJSsWD+ngt3Ta}W18?SRNJRXk6&od6H+yzW~(ycpNt~_?L4P4J|SEk^yGR9DP z0F}qlB3l3$ZrXAlbqqWcTk$-*(0i>0P)dR%Vq}!YDm&ylE!%m<}(AIY^0iUEHkI&^<_%;;R4Ujl|X71#Eb)6uc<0X zbJ4Om7Z1Sz99Ss`Rt>c#JYA*qo9Gg;rFE27G-BN$ke_tCq%pKsY7Qc`=WN&srDoYa z!4xpBJa8g?oAd%b;Xj|t)WBK%t47h0#24t7950)WQB0cNl8D60*$w$MSQ08 zFchLduY^ECBGdSHBSVPx|FOiWeerCH0=tvrk92H(M?{kA;OL2@&(6(cgugS@XD=)--IH=C9MQWbW1; zTPqb7;jwlR*diqTkO^@uFkS&iitP1;F|+%BG|7Ocb+)RoKb#67aS`-2RkNewh7+uH ztM6o3XJ<~1YBo4~%?`5j%{5dET_8TNspwmS8TJTSbpdmF7#b$bJy`FtLEw`A&==QfWW5e_U({7dqQ!pyiPl0*Uqjq7Drg$TkXsU+N{(|cHmaawl)usj`l||@mwR(f@Qo!L^QS5tytDIkEtq2=Q3r)lF4(WD(xEMT3 z=;p%sL5_W{LnWJYth^g%QS7X*PMArY6Lyl6cavUaBVJ%Gz5W95s``ST%B6NKA@}RZ zsi5}!CGc2?>U?C1tr9_x=!bd9ke40IB4dkN9anj*x;Ob=4lBjzkYAi46R3Z*d3B)c z49oK1m&mn=}Yn1jQN=8T;n8=~VT4Ds?$FJ+ID)I4-^m zsuqRn5x#xR%~}Az5-r&B12_GMQ#11UeK>*1luo3RCy{SIWw25ls>1I18leuR?95jx&8f@(h%pPY|y ze1CrEj)&-Da9(4KNhq1Tr1;v=nV_me4MT5q7qc$RmZMNOI*y9_lL< zD(70vWtqiYArcM}WuuLGk?b5Uy9bn(iK_p+g@X|(uo;*+^Y21BnM}a9!58DBf2BGe zSzcrCit5buo0V6PPcjjy(9xI2KIF$#Adyq9U6No!lfG5uKe)iyjLB)r*K=_>^?J8sJ_+z zS|yayQ)s{($O{WrDw-!BkQd&E14~sDp|Q6_lH!iYV>7$P46VN$3(rLscsf?_mu7yy zay!nVG94GbcPn9)Z+q#rn-M`z%&fsO%3Q1Z`j@ioM2*feS`y7uHH55eyoTRVpv2sT zJwN8PA!;`@%1n-W$=8SQG7u@D%_P-K&>J#R()yDz+He;g7}k>D4d_G&Q-s(phH|Xi zWGZHw+Z}o!2Cy^MOCl(Jig%^SCZ~$9xf~oznc3qOqCp?`?r4bFqZ-Rn150zgA^iOO zc>kPLcYwodSSn=#D!kjY8q1zL*re*bb6o(pt+wMmMKa}Sm9>tO+E?J1n|Evtoc`u8 zs`|?FoT;@QGcYcEp&2w!XeNc`ebx;@y;u=O+vxD#vc5NziOO2Mg8CUaJwbBhG+(-0 zt(*t8j8Rk9Va?HZp0=pjwzI#WM8!z0jzalK(wBeJb;nq_(Ap|i;;s@SJB;XMy&8)` zp?vEqS&hR zRa_hgmlD=h{1*MSmRPHKmfnrHEluu3afgjj zj??00SaXMEKX~S;Od>|hqE#J_J*O|qx`-+#VjL&z8q`E4eNMdT=TO-#I1b?!0AjvH z+AGTQAG7G*jb2>LG+3Cn^~1`gPcp?QvKCm>2qL;MmBAUCZTp z!8+$y9{~k0RYg3GzYl70#`ED&>6FJFh=%-j7X%5`uxn{!UmOi~fDR8bw~x29sM?f| zCmRS-gU(2VTtn9#UtG5a|G2w5sN^SHS=sR>d&+q;@1hpGRK4MM3rAQFWNVp%Z_na8 z^2Rh`E*zjy9n1Qs4>vm;h8)i&gbN-AuhaBrY6bQwDzbFG?dbt-yG!q7i3sJ%A_Ii!A1MsJ@hQl5Hg-&}!vVXJcZ+QXgp zD3FSu&n)SkxXzN)9cr#mPIq`ChyT;Gl}1e4itoMlTS6NT1g7ZM(O)4aVMLH#q$p7} zsXJ{>*WqZ;tJO#F%Q*w656_lP_OefEXW~v(BYOu4beY1QGWQ;V43D7rVmw1PdKVt}9cZzutDFVR!Gz-lUAL<8`^bE&)v z0Ui_n$}BJO3|-lKZ7J6ar)FZc;A1$edER|-C)=5}E% zh<_k)Oh-~LQ-4a@#?}QzsWD7p9`_{EytAA7<2}K&_vTrSmBU{pOE2|rM^0(2hHaz$ z&Gs-Xm59KiGQ77%2WSLW>*`yB@p!%ATFflqF83HirhyND8#{<1iYPn9t06s{O^a#t zY=DJYzcr!KZyIi`-)&YJqbaGn{924TCHnjRxG#fPSv}*`Y337|3q?0ido@u+t4F4) zOPOyMpYQYE%upsFR#(~^K+Ie#X6(Tugh;uZ(ZyjFY+G7*-VR^66C9{Zalueg6iSyBe_UVG!`P(bf*8|wrQJ?#Adk6?=*#s+2*@j>+{IO zypw$ovWyd#{O?hN!WfgouFM5>l)$@N+QgI9#=3n%_KJ-&Pq7h#*k(jJcK**H5ay?H zB}9n!Lw5PsTADY8oB_E2`KSdCH2uL6J{O&<)gOfIHMd=@d(%b5mTPs}pBrdfB?Q|) zbm=h(Y+B?Lg$dIo%z3{dP=LF45H6}^1w7o;oF4&J-@}Vv-6C#N$|hR6%f%8E=5ohav74{a#kf{FPPy#?Vl+oPTg%E~Yr8^L8H=gD^-O(aw-C@hFz0 z#F~qa7u!{+yQNzK{}y1a5!!7FfH$?;!d$>i9Zrk&`O@`X8xiAL(Pa_V6|Gedj{Qsr zV!&VG`l3JJyRjz#Zn&iZhbN)1+@N1WhuB7}z*_Bs-=mp$(+z)@0v@piN|ei^u2SA3 zjq_`Eht1m_SQSs!-Pa0lsObHM7e+vvIZwZgAKlbjzug`^WS1J~&QhmYb+sdQxO+|d zR?Sxazhb;Wf48+bj`*0fVOAc1>9k{jOKqvTQU9lc{~w2K@&kRn$&kga(Xi`e$2OEn4{i`*H^;7zqUi*>c0rYEA~H(vE`y(IXES|6|a)=q|G zCbkhbTw3%dgYe2;(^0*&?7O-~jwX$}B&Cmco#;(hh+INgz}rFMBdPH7_xAVE=1tS~ zU#FM33^&eeL3*0y5J7-piCs%6>xUzX6`}u+vbO+=Yu&bmg9QQv4ek&K!Ciy96Wld8 zG;YCyy9aGNIE}lzTd>C6-QE7q{@=TG&pzkfTf1u2D%PSJs@Iy|{HBaK2ARUmWui)D zqVkw-()-{mPvf-2(8%EEJ0-qVOTy_{prpRmMQhBizMyi0ULo)%-Y@|I(2|$G72X-zYg~-!m;f-8{Vrn zOx2)TxO9KtgG)tgSJGYDfZoXOts)^|@aw`l%ny-|oS>FdweZQA?qXPIYY>6|#I=c> zLp1y~1hg!+YKK01?LGZNZ}Y_41PN#J%VN``gRKw|J$-4P11osIpGxjS%YIfnQ3h+} zyLX8z_C5?-dMYDrod-M*P~oqb*KJyR*I{iRE*tZbjg56bG9@EeFE{D7-P*pE`UEEo zy}sPues?a#;vxQGdpterOGNZFg~>Y&o!hL$nDk-yco>q{wmxq#|4CZ!&~ZbY;}4rw zQw#|Ip2R|a{UPbi%S({|>GRsHgeMwmyIiEIO}S$P{b(j{bpw&14J0oXBQq$sP%$mH zAh@|)wnre51Z?vjj@b1_6|2#!1x~1Ie67Y3STx?_UC#96Vy~~+j<-?V#?uH~&JzBr zVFuEuuTbLKsta2suG&w?z(#7Wez+N&E;7iNS*N8TZMe^U{_J$1P1ZSG zeelQIImPiB3lTFfnm+fs&C}slIA_7%EsUb0b?s-Bo$y_czAkg${1o(cm@~B>CQ%b9 zAqCB~^cgGJTT`MhUYQ}l3EYhOzNiU-+)F!{2?5*sKaGN8oIgDR$&Tm_K@d=9_IV6; z^WW19NrN-=fjmxp&sLLY$+ZshA3nzZ{?S%5#~xCI2(v7Gwkfd6L5HNKK`UKhsmGP0 zhc~SwH}%GdX~A=Ny<&@#lN%u>sxd%G9^Uxx_;0;)zg&Wk6JLwzUm}djQm5No;Wi9e{r#{H1kdb|1))!Y80B9w+@ww7g{Fu5VG4|J2jmP5?a!Yi)jg53(7t@a$&=Nkf`n4xDGH@`y zxe#*Lp`6`}q|fo6WPn-{02`Zx*+hl}pND=Q6`^yKqHyz=yXjK`}OtoOhH23(4PaQd?7Y=LzZg*X}r~B1Vm*k3w%{ZdG;6E3D_siIf4;y zTDS@fNhVsXAJ86F|5me@Fje_v-8*^W7Et?WK~~FIsA+`uY;X!A z@aQg6%x*BRS5g#H8*tji>n`Pr0sDhVW!8>n*8sM#n`huiCfGprx*>k) z|Jta6^sU}N?VhSW6UggJ1+;s?0|}0v39MV@Nd8pYagPpn3{FYR(Efw7LRN!T+e27= zlqxhpumwqcd8(`9@Y44Dg*Wun$SU^*#hRN}oNx;A24gx5NDahB_QJ8~7tg}#XHyxX zNceQvQ@7oH?vE?pD=e9^e3c?)JXnrQb$iHsK^}L{0qn?wWB*Rt)s+mSe z+YD`hRVgA07mMt`^E3VOrDwx31y9;K+L7VoRfSc(@27C?8dP#`3;8rpUK|)rhkGw-$_^y+WawvwZJDNXOWEW*U@&%QVW8O+ z3@_Xf07_wIUt~Jmn`3$w_%QWO6WY)ii$}(YB**u|rXufn;OykEBO-G>cZ%kiMR^Im zCoG-Nzk+i9hSB*?mm*Zv&exG+k{h;fJ`DG36^)wm?KEh~1nd*G2Jn8~B?^ z{QD*D5G*Jem7h)SY`M!cBy|&wO=skU^~3Ev!(sL#Q?}kcItJ6N-vc6S^<`> zmg0aDq6J>uia?-?V_|J=Ae~+dHO2eu4gVS&?RqIGE^ClLFr-Pv5H~rgM3L49$Uz<1asQV@BnQb)R&on0X%F4yvSX?ty@-`7JrdfiwDC{gZ#dWfME|#n{eQf?3i>f4CN#bKEa>{JXY}mapR-9@h;)cdAZ`$ zR2V_fX=-NgNP^4^d%$J(9H?M60&%=OrpmI$O|*6a9>lcUUd>T;TpQTBd(*MTM=lF(#=%Fw$04*! zCJ@E-s_L>a4X>3(tE6d8w&W&*b39>l9XIfL7h;J9J`OfR#h6BcleqKk&(R+-FQ~K= zR54ME@^6lDh3fd{1dC7(!D9BhFng-b^Wh@I3J}QKe_A2`!%cV;C|cPd?{|iGcN!BU zU1)5)BpLv0WAllf`fW%tViP8qR6-h(AK|_eu@rD^2c8zVUe9{yYF{Q(oiu-? zx>=9W4*kkX!`YdnB*6KEzkzsqn5r@Oiw14Z|Z8Y!fz_&qi})yT zVVOUBd7M<#XC#^^R8dtO3|T?VZp~M~ikFH)XCQnA2-=_co0Ee()yVMuUX=+E`yM$W%SjirQs9#MY2Axmcxx#S6 z4TT19jUTsUv#Tyx_RVdR`XDRq@rFpL-lJa23=q#p69lFm{32RYQ7X8 zcXNj~T`)`jW1sd&0ab!j1x_k0#N($+`7WS#6mh3$9ZjfnpCfDWU0pgikCzxBbMLR< zAO`Kn35HdIW;uqoiN=Nv9+roe(QyI>gsJ7UHm%S~FL1ua5N`PF7`|I@?tmscyhrPu zkIx5g<+U`Mjr9J&I~%oaKCt#?$o+gaq(_o7)%F)Q@t zYp9&k^?|Uf8Cui8Qh=*>&_DN#g&02=;7Jg!kKm#CJwYAw^wv=lz;D7AQrzFCk(4kZ z-p?3Tum0JF3=jm*zWlm)pQ6+zTt_7z*R-c;x$f?k8imEx9h{8E50>T%sPyhyU4=l< z_{~0SD0!}dP6@eJIa)pN5e=)Hwuh+;E{x)LidWMCUDV-D>dc&USP zS*3L6S^X;3Ja>uehau|jSw=e*%H`no>C-PCjuvV~9=Cf8F4T)mOfh>#rm%dpYBCpyle^f_rgwPtx*f_`ZoXQFMT?^mcOh0`dArSL*DaiSi~BW1rnev{ zEDdiA`%*?C?YRNTQ0gqa-rZUkTz{U=NCUW`FNw`()Lf9A?fmB<3bG-zS~cvdH{=l_ z0!vXVSs}WLdsHdF7O^4e8|3xa>cc+|@pt+g4r^HyhB)Rytg5ojxBIfh-(W{I;K>Z? zNURzm=<-VM1*WIx-s>bIXP@}x-oe5+Y#CySn}f#RvUpo-3`yH$jBtGS2zU?6dtfxV zkQifbCQKr@F*z||$S=N@R%*nncxX1f8!F*~5LVqpXF+O9oNw^GSumJJ^#ag#NuQcW zaF1=q|IZ^=7T7FXhj3u&w&|g^FKf?eLi(_YljI+B;@e&p9ekC@8Gpqv>1?% zV!1;}2K&YoB(={%kPRXKL4%|+aoyi|I=c45`t#t|wX|dFR9zuSI+f{#_%B!v^TLO+ z&KL(eyRX)*4Du~?Qwx*i zS~H$9M6~HW+x6V5aJ&oS3Dkbhmboh=woZV$HVR>3$Wr)Nsb9}#EK@kViV+vqG`&t@XyM=6DUAurx(odNVG?6}X`Som% zdeoZVZ6dZ=#A3D6sT7CtBD7^zn%Y%Qq7Cptf0;l3{U^0=fvu?1OtNY1PMya6@-@+$ zNqh%YpAH^X+cZ3x9o1@8t5%u>RgT%}7Z$fRiPfiritAGaD~MO!FN&eex}?SXF}f|Q zYBO7NNgF&p^0e%bt@k|6o8mAF)C?b86p={@yx@|i!lYq2i2;Mvu<+|;ps}Mjg;Kck zwWy+&K4*i}MkX*939kL~z9;jbsO3)9%=*$4;7DOf!w;q3<)&&V2+trhS(a%&{;)F^ zNzu|2CvvI5Kk|2EFmjSPbfPDgPjJ(iR3u4d+1Sz9R<_t#`t=#eNt9`0m)f~AnizQg z$I<uex@{`dQShdStIfs+3t`ibAH)x0{^^XJDvLB!XSJC7Za*l=iOL z&^+MildcAg-e@9kq~RaGMEw>DWD78x<-G$d@qy_GP+*6@xo>J>pen>^=Ao7tY889| zw-q(LEkp8>FiD%SK)ThSI8F^_e{VS5Do|?sfvedphBs|;JC%9_lU1{cTn@qhvsK4Q zj{Mw*1LE{zXkrIkAfyHU#Erlkg02ft63i~Wat6*3<*AUpHD876mh2tPw!6|Zs3p%KpD&0Q>wC14nhOJvSk0ODc% z5DKp4@z~G*${rpvf9UT1#sKpWF3J&}Rq`7i`?d3VM+6v=adUb4G#P8aRAPgZbW*>f zm?&mqaW*f`lYqYRX$5!mAp;*^tt{rLvk2!rPo7(59VDDf= z7xhE?W3J85gE^~We~0CnU@2!4*++sH^ln~C+|a?Ypo*Vj8%nBC;mDjX$=+HjS4R<8 zhD`e*eR;KVm&vdQ{^|TlNpEwjpmB`q^(U4No>0#@XdpPF9wB_ zb!phHnW0xY%;&mT#$|?OdkZFWrg%!~P(gn$8vc)&*+P(L3)5oaGqm*gwz)x zb8+eUrb!ZE!9!^>`n3?u2bADQ>;aoWybb=47tp}?L*WR~SYaCcpY^Bs5gI^W@P6?c zg&)ii0yM5Ht3{SGUhcwIPni3>>Cc$w;a^+PcBv8?-1iNXqPAtdD2X$N3jKlWF|8-6 zkisa^#WYMel1kmy6Ac$$#jfOXh)bdbsI+Q{+|xW^-eIm3scZVle^47k34$3UQD`7f zw;bW@DgS!O5qPps9n9Yw$+aLQLAX%8ahMA}yjm$@OV2m@wsp;u`-zP#_CP_0B8?-i z%1$Ug0uN7Zc=R2GlZ)2TZzRdaT-b#|7O;t@=J4CxN;q(;|KvPg+`|qH*4+WXUsMub zD@evf6R46o}`ia3brYh}I%-_{RpBspgt@Z`L+P>1<_-Z16E zOWa~gZk$EM*`{QCj#m=kPqW70+E=_kFqyqO$WyC8PehdRWUaNd+p?|$hpdj!)O=8B zvKH)=ku}bIEPxMD0+QGBq!_iBT3r9}vv6(+A+0%deVLv~_8+>sKls%jSPz<3`2dm} z0mA4LPuWN@9v>d|@|?EL<47Jd-vo2Wy=&$llOFr@9QFpRN4(-an<5Q$UGKEe>hWp4ycm%;HckR(?F|Tg1g>u)u^sV}1+{}G0 z*-*vrH@Nt_gTZ%B{0iIDz!%b_5>Vvr2Psa&NqfEJz!=N%6jM9Zq_Vydf0gEa$+!P} z=?Rb<1iGJgofC z_VcfW_d6Q0!FM)#(b`2B(odm+sY{T0d4d#_B1eoyf#^-2mU%&;yc;B{rKX|ilE$Mw zJm$S)`w@>)9W*Al@#`OKabwbWE@>!(vDJVWolb~eOBHd!Mf3G* zbt!EwZ$^;n97Qa8w-MEQzukPW8iiAxpFKk6Vou)VbdFj&j8qYwZR`$Mdf6uCC(V0! zX!|1MQ>EeY6TMr8rI}wV3Ac&DUOStPC#~+w{R2_#1KGRsl~^v7vIVJQz;dUb@9)6I znEU^Z!~S13sSY&KH_P$2#&AAh#^};`3=65~d{)iR&0Ey(@W`?dlc(XxU{#ng1AN!* z=0c!Lua*1#SZjEr+?aIHVg9%}rZ=!hsloZjJi*t4WvUv(S*SJ8W+6$HJ96^;H0wXA zv5n+<7I2Zq@*$1O$Q?2KXQOaGa1?EukpJuSBNIv!@ zci4?pzPmX~Xr-Sv7bt|~ow$h~?=5f@cXWP_}h|K!Gip>4H)g7Zu&j9DTk7JUx-AGX`9l zsw_piZ*jNL;#frplM{NbO3bV_ap?s*+;BOs92w?E4>f0!w0q}2#%V%D|8p~z#IOrL zx1I~TE;brw=~K!4BI>McNbxp+6z!gf%pkPVAgsc8g8SQrhJEIL8E^$Ef<|eeZUj>h2ly-xzyn3*~F z2#S$dX1g8jrXRr3SRKVRvjUm=phTHM8i8yJY7?hw4*g<14|A_A{}^2N<6eU)P_&b) z7AbDbSBhyRrvxpPGIKe0s>#VR?3DPq^ACv^#S=<;%vvRTD&fNu({LE^<`M<(>OcL$ z2zSQqbd;(PiwjkIc9M4gNR@v6Ln~eU5UR9V^pe}}xXxT-2)c9NNHs5Io`2v zgIxY&)of(ffIs#FIn@{)Fpn=%zPPX%DDs6Wq@VlwLi8f$-@4EL+b$i13ssLcPIMD? zJruXdDh|d?wqlbvv!Ta@2jDjJVy+<{S_EL#{AF?2BDy}@uKu= z498hIfm{2?h^|JQG>On^QrB|U<$Y=VrGOjfezw+VT|g8 zafJ3I35DM=luaU&CM)tCg-w?H!~2aV8|tNcJ9VMwM4_b(wPkJ*mvno$)<9h(hHOaw zzooDkDB5ajR9sn#5_S$6dN9yPc{er_ZZAnF-8SA?F!8ascT|$dI|2=xx^mx#?d7Ag*9YMrysxN?(~9oOv|@@ISy-I&SVaH%zM1f2;;>M@{{c7n zeK+bS0@fffI&MPU2r^Vwr8lBX0aX7&(Tu3jZ!-Zrth2w~+1unF>UP$%^qYrT*piyI zefBz~16`+*QA2y|VDVe6P|;iFuE+3S9rL@gLBfjNC1*I6OSxFR!lNhOz}%YwM91a7 zrsZb*={i;1U1#dBC1jUWlXy{UKy}9vcUQhzq(N|IAt6)t^7^u?za_srEMUhnD~FtEpP>DiO_V>&ct;QB9r(J-sJS#sjuz29R-+5)(IRyDhS%kmMr6|V96R&j%$jd7g zJpkrV`I{VXjXjBL)m`aW2-#qIc2XQq3dynVrwnpr-nQh0TfF^wXk;M6<^8?P9HJQC zl=aq$a4-5`uvuQaseu*VP-X$QS-zk3A7yL*zXhX0l{1YK2U9Aq5h6|Fdc|YG`Uxub zN&VuglYtp7z0e8!(;MT#?3kbluBv@l@z3#Lj6EqZA0)yyV~F}KjvZ-;iQ{635k8K- z7a+EcccY_W?}$G1{@cje2h8-iJq@zKJp!e6 z$AszQ1-k86mt)pAnOxcMq{3^{8ZF{b8I8^EZOc*3lEUJ>7!BuUr<%fEGpt0ByTe8O zDfLp}#bKwtU{-8|sMaD$2paD#v^)vgt_#<$`Bc4iv49#5;4w(88_k*5tW!7r9k4Mc zyP-S;&qUc~0a2MfOOHu0{8IOAm9mBZpvP5Z!AJbaK{1?+UpncIYqRaOha3YJ+a+6& z0l0Vwm~>!j{L3c={zl2N$LSdsj~m%`a?Q=BA@K1EMK}&)EZpVpAcWtbDzWxmX{pUc z_v=ea1OcxW|7)W{%AV^iC?SDXeK;7xC~IkTou4&UP9NXFh=D5z4H+SipE)f{xD}ZD zh8^=+86|GM+H@#a3iEA+y7hzL$FrwP#=$Y&=530kG+W|2RMEHo_9Nc6WsfI5qTFe{-5>Ye9Q#OX-8>VRzrJt+6j>(JFssm< z-xL?@6a#IRIW-F|+t8coa48I2uaSX=q50W+LK3U-g(zhx2;?4Ugg}8OOqQyZoxaa_#Qm)hG#jI;CPWKY}>%DJs`#KhA z1n{+J4=|lBULwutJe+JnSH7e)zGLih)>@2{p7Hzjc>2;KR^NK+9Bhgx@Z)w89r?;yd1l$ZrjD+JuK@O&{@_|t+b|M=9#Liuofh+}6Q z6~@n;i$Gx7Ol-jPtgKwVv|4w(6tL*f>jL)`eA;4|R`ENHX}6TN{e6Ndw;44K3suPs zqGNsI#!qpe%`rlAUx~fl_om1OZa(5j1xjwbx1F~q%hwkWUEP7~;IUY|sRGmE35c{2 z1+98%qOt;C=hnT!6t;!=5-qRG35~|uk$PQr+t)uc{fP0wyOeg2o?a|u?B>AJeD*#k zvG>|* zcV?-}$h$R@XPe6HIoP{944Gs|oUmrzJ&a3Al=kxS*Rgxi#IreD>!3VaAQ;}(#ah&N zICp=9h2AyrPJTYoMdKUK@Ujc)m}eX-4-`JF^mazBYcMK{gki3;p7r}=oLd?9Jx)HC}v^z78Gq4^_?tb&<>3u$psyEsD69sn|P_F4#S0qxZnC(T?8{Xog z?ds9mr0U9)+HM9{Dfm{8&$E)x|BU-!_=``DR)$Q`B_N-Q{#Q%vQ|h3<@bXk`T9_ev zrX=No(+CLaIQL*&(k_Rxa3>}`hdLM)F*l9Y{1+j~yOd+6Jc`lJ=55zVIs41+$rb3O zB(+s~2TW{O9JZK>i20?YyJ=)m>Mb*p5#xE;mdcF7WIhtA$5weylQXl8W98Z7>E%IN zych8&isqD5EEVnURgonU1xija(b0DMu|fEhyoqQ+3r#iy))CGvl(O$DYo0k0cFqHl zII(BNN8Hi_-*l-R{tjv;a^y&7;7zRL+oy&vZXD*WOJBZTxcMEO+vU5~3Y4i$C|kUt za4u`wCdmrfjN)BDNJ}d2fXtUS=H;obc$-CzBr~guM-m!-e;Bk9pxI6HYLdkjC|k?8 z%>&t3k0gJ+IDLH}`b^8n+NDTvdi}gmY-=9#hY^;BmX_M?271%J9YX^$&UinpPcr=; zE_i@lU7vxSy*tv*syhgEE2I4jDP&%j46kgX6f(>zeful<(s|#?b_hc91nCRr4|lXt zb#Nz>*tdJAdsCvO>GbLl!24;{S&^;o0)6)!ed-#eI3Z#YYsOX5oKuajiv1+ll$2!8 zyrQr96LL0p2987=yO1$Jd4`rV9d6Ig?B{uQa4RZ;^=g|)BEi?@m)0VmMIxu)qL+Qi zmB!+?jn@!K3vC0u)=%o}Af=tr^mtZnomUjyI?ucw9%B}3jf9bOUS6{oPmGCr=R?jR z9xrWqLC$kxkZn~;8Bl)s>>wAKkfWlt-o@X2tQ%;3)|U=}BJQtlJ@mVy>*_88jt|9^ zH|e~>6-xPsZ??`(q3*OXQOdvZLYV5DLHs@fyM=|yDec+7sx@gR9A=K1$v?14J!qZT z#Oq zf_^-D&H|@8)pq!*7VR&IGFE{^J@?+gi*#Gv5@_G#;y7(A3I7)^f*FPQpj&A(vtYJf z9(G&dQpSE+Eeng#o#>KeLDgkn!?#9ebcF)4YF4W-lXx%zSz7r~`>rKgKcb}F<@|N* zO=_)I_Yrz#%e)jaym#=F6>wTVw3LOk2=B=#E5}<9z>&u)L3*`z=dK6WI25~<(A#Oc z=#37}dEAaj)!nWi@k0ssb&6!i?A7W0$zZ=;7JjAJzMf4QhUlXn(PDe+`pCY0+{7kM zKVj*CZ|oUOUYsur&lp+|cbM`0LLolA0MdN+TpZGZ!j#Mkfn9NP3`7TczEo$jZ6K>e za`T9AqUv}YCtRGaz6uzR&ePj5`W?8$kO8H+tPUhGOc-j*^NAMf8& zt@6*kT;(y=MZH{Qe*azxcyXtGcAYpou;f0j!Mtv~q^?FE(3_pJt9O{;y?{`XeY;Gw zsWLfqxu211Pxuwhqr;y~a7sRBBE^}D(BtHKR9e4G>BfJ-ljf>%&~}$|sgk?+=yTC< zS=M}ADkZma&`hKNqvH%oCJGA232;bGkcj1fSf3MJ^#h1 zAqLLGhOp)uE==_De(vQ_VCZ|ajZXG8i@+bdM*aYGn;OLLHp_l$-}ZboiVw71eq_-< z^??X%v=VmIk~MqO1^ zx=^Qg2p#K_RZ4}HJxU?hSil75bHEG_hECqg8|@r$W?H?_$7v(hBTi#asYw4j&2AQD;l5WE~j-`?Ws}2H9LZkNQB!~z!u{e55CpE zmHGCcPLy{X!%j+Jd0mJ$>eUu4gzSD%J`qn(0jFwXSl$ zT+At7Bry7jqolHtEekwJzCIx_4w^onlQ>$RkX3K@U`Anuyaf%bf%DrRPqgk2y-9tL+_P#powQxH;SbQqUYV0#*esO(yS)GBtRJp%`=;emElDI8CM3X#etoZoE4?2wN z6aW0A@{v`u6zFvyK06E{_}*@R*)^*Y6njIWe%PdU3lT*bU>)aYoVD_(o-x8BdiOzk z4W?F+JEx8VQa(@W5Ar2>*%jD-2&$d7Z`>&vt@iAtao-3v8)e5iK4R;7#f%aV9}_s0 zt(GTWwJK+f7g+W3(OSD4wS5i$?A={Z9;;bxnrv5hSOg)KdAVMFk%&^aIwfh`f{w@0 zM?+fv1uit~Ew8NnO5dRn?|y0eC#LSzSd=yUW-tKhx$bbb-I%yL&TB)# zq{H_Y?j39aj1Mf1$IVc3COvmpFAUqpraZbK1M=jz%eNsQ_i=QW(PU;hewS^^HUa}C zGaP|>QMJ}*2oDV%-S!5t^I$L9xCtV~vb(^YL3IcI&V(iX#na_D211`hBd_`h-&{@15V-u4uR&ecgc>j;UYzp452j z`}w5YEwS5Kj*|_+0OfTDyqfZe{GITt?*m=>u!eEvPDd4U&uPhu9{nnWqfkjpD_P8V zdcJ5}tbt+u3_DfFIf9sPa_iFD(ErWKlOJkVuic!i=di7}8Axc;mU&6PvTTDJ#dcw? z5uySO35{!NYg5{#V*1C|@s2+Uw9YS0#h5KMFtg~s?pUf$TtYal;egQIMZh-|p;%V> z`nqfjDP)ilx%cGOPme-mfOAJiEIK>Ar>8jKR0BN-5CV#{!#Vx%JK0neh8OddHWJcn3O|MFXGP$0v*@;@=>^1AQ=?veXvyBl5+V*1ZLMc(oK z-=@mHb$nh+>Q{;W64QC`BqA?ylxo7lqsr~4Il8emG=fAsR6KKhVx4wvgYx0FZ=NkW z8VOFVOgJ0EaWnWgZZ}e3mnCivkz$!h z97Io9((?>QS7nsldKPXn9g#sx3=H>pER~AyjyM~q{7SQcc_Rm0reS*)1Qn61^LdNG zOA+>vqj9xA8~~SL$2@M>l4q$zmUQ&Wb~(2VN(ua+Zc(361uk;G-2L7Z?{NgD6r@A$vVz46i0*L*4Syd=D=~7Kh`K>vKg_Nldpa-1IPiz{4Y{N^4#IUVyL(|rk=W@x zx3ok~qMH4QQ13jdG0N%#iXqolJ;UO4KqOZKcyW=}TFvq4`SnhK;tJ?9r*lbjAK7I8 zhFo-scS(59iR^6@En=JQfe;mMptzQ`=f*V=M z_dMb#4tsN5?)918v)aAhX4Qh@O_~?jqRM`gs+!DnduZmub@c_9M(*8$XE+$A9w~^L zXi}l)lpw00j z!KZwnEvL_=K|BFRgwdwC{t^qHeuIQjJo6a(iN5V&ezpiIUv8FVWf2rmF$lGMtb~wb z>?Xlo?>#f-yBNVt1Uuc`rZMMMg(NhjzxRMTpd>n8+Mrj1*zG#(*M2~NH#f%6MeL)k zV|la9&u(+`LE^rS*eo|-GcO9Ez&ENCOu=ZjI~W^E=buxGsd6clptn^hLgdXj;He;m zLHU_T$>~h&$$Z#pj+~N@EY93l1weD0!MY#Ua@)GwPr^lqJs;PheI@hlPxV4wL{)!+ z%fOY=kqt1a9IND^v&|?!Xfkx}vBZk1IP#`bqt1lpUYA+1 zt?a9O!HZoUol^PWRr51iBc^I;$s~5#iF%chR}Z+#3h*%Z^vok)%gY_9%jFh#-gh)n zW@FWGuDs)}3vmPan=p(ZX}FJV z$G|5tlleU+B6^>7b1qpFWKat{49fKxQPFYVZt3}WHKLm|l|~4CbGoE=9XfV>(d55P zQMghO8*>WDHp#G|7uzM*tte@jdj(HskwBx8cXum|o8X7^TB!e za4iSx!gMVjgm;X_UTbMJvLpKZD^m@|# zYRUmvPw4^R3N4^|-(hxMLrwg`k}XqPX9bme%hK~^LfCN!OqU33%g{jgXNES71y-Gj zj*oMKewWOu^c*4)`f=a85n&@;}W-ovAy*<`T`ECig@6aYt58RqZ^Ihc=HWm z8O~`R^@vHxcSB#i!}oODnGO!K`J%iGAXc=8*}{Zpi>Ats!;1BeCUgo*8zx&4E4VU8 zgpl%wy*!7XS{JXqjJC&>o{$QI@w*pDC3*OuBGWB)fE^%TjE)3<>r14+PpX8WSm=aF$a3uAV-OMR3zhgTun zP-8NLk4~W38mEu;(}N#*h#-ZvHL5=`5zp*(r&nZ^>)(^P z|0-B8{f31UhPYu=Ro{hDr`W-6OrA_CKaZ;T;S;G3|McFEwNvV%wA`Lcunes1%rfTI zsHJ8ofY&0?^4saiLv`L3O4SmL3T4}~E!Bf6JI>=I#^TyojCjj>Ajb0m7tBFJ8%Lug zC+z{O`(=zA4ATd#uW6CO9i(c~a^Yg@D4RNiXymThxD!3Fk}v)~_?yN&2cEWbrivIx zabcq_dy`sLS}7`2C}lTBbQ)P_aYx9H5z62+JB8xyFb6J93+SRZ zJJQl-8#Mb{Nc-GUAE6gkRpPF7x#4BdHWHe_%fGr-R4s(CA8rmNIV0Fx8y(Gdk7z)C z-A%@gTIY2erXPM#w)s3gmhaLX$_Kdh(*wlu1NzFxd_+n~+iYMjpFcD4?<99`|0%1X zxirI#$;=e964J3u#tPcLGl1!6_d4YjCw+j#_PFR&2Yx2IkR(e@UTJt}&N?o-+xcdj zad{0Ctf8WdA}oc#NfwpDW!OTS$JJS=Wfy!IM({|J#vp&HAybKvmgA>?%Uz}lH4kBL zkJvV*HDUxWtODcH8#X+!XUO++A8kt@^Elof;Wi z*`vGTZUgWz$*%2IBg7u_;mNJ_X4Y%G*R$cw&v9#Kb;*KG-^0C$cNyq-z_7Z=GeSo84uG0fLxMMT#SfWz=kMJFt@ zS&Q>qKZ9GX2$nf(*x=eRS^&qp2e^`R9DS#Zm1ywZPHHPhlR7^~-8#O%2ypHU+V}DT zixz2N?k(+Pv&#&gFDvZIioH88ybu=$S*M}$2_)rj)pUcvt(Xx03NuiAS!b_>?3k;N z{@-g~@}1N35T7J37uvEV;GLwVg%VGW+Leh{0Vmp$up~kFqT3-a`F4XA72xzY7lKlA z+z6Bt-0w%>hJ{fJl_JFO8A*pBZg=ak3jDs_(-bsr4;rv3;Wce;vmU%XfW^Y`TRyp~ z;1p&mO0Xw=Dby4So4MtjwBLdr7vY4REVxwPwg=Vl7@4kJh#GyCMD7+pyLuoOol#QL zJUsxK5<_l-y`Dz{Ydla`@s29OjsiEL#I1>s{&snhLvsN-DcmU{!Q4xbUip~K%Xa`8 z8*}C^vFB=YATIsIlt4l2gSF+r6AQ&OBSH{5c$GJ=2+qja?C4?9dDeZHj)p9alRoLU zBS4B*6S~MTD2y-giYa*#-|yE{v2rx`B)Pp!b?LGNiG4ms8qzZfj~K$QO_#Fd2QPek zM3g;Fy0}i^g%X;rTI^5tfMozEaed~5@A(ed9vd{#)wS*OveqwN$Za;(DXyVE(2-x* zF+V=4h%|*(c%5W0Rrjuw5EhPBy$tNW1OSx@DZZv6=1|EKGQwlsSz2i`dSO(+8jum? z3_-d}LM!ebk%;Fj9N?+fyIl{HSUmxKWm?Z}m9vC$|Ae9Z9n<+Hljb9(a9>D<5|`J+ z421%zLNypib1U^)L>CU6yE?QWK1XqFFr}0wPT1>bFZv)5vRN3_cgkk+&mg275a3T+ z9&k~N(DyCa63~3(S4f@KZ4vN#_@ImhlGBE-WCfq6uolc0)exdT&E zd+Dbu@Mu&O!ycY`OgT_JLyipa@W%xkY(d{2bzAwRzjgY#v%ny$es~M@=D-*2JGhhe z%KI1Uhv%b<)_%ZJ!{=pA+oUrNw1#7v$>Dx12l>mQ@`5inp5qzpQ=GJ-545Upj=eIH znY^v*pSHKhN~B3KoOnYr*9|J?kD1icrj8d~Qy&b!x*acEQ(+hiGh7GpPjf*SrJ*OG^@%wCGlCT;%*uEa0zrO4x(d6r!q4->fzt&CQ@%KIK zEBNTNJ>ITzV*6w&k{x|6AY9$7wi2iOGFJe5)&k85SV~UYC2_Bq->RKW#0wwba%qly zP(wTfgESZA)>=N9bh?Y$tb>7HPa(8nDpjSxI^FWU9I2+(2mE*g6Z!QOJ##NGc~xG60^( z(>}lNTHDy6)avZpuK-*_;1x}?49k_EACGJtzud(3R~*V)9-0g`5i>FsAiS`Rj~S2u z;t9r_z0h<*j-daa{bXdLzd)^o&&P5;2u=Zo2m}*F6KMxYJQVUAVCT{7u&>Rc1r^9? zU+ZWGx2i4PDOW1%7h_LFNJ%VGv8c|~lpY^sPh~Q!CI*V*SQKG!@aTqz-b#sn7|KVo zggsz>7OeUF>(``g?Zf7Y-+gcj(}#wNjR?1&!R+D)ag;1F2a8&&bC7{0#UgM#6Lh|0 zE^P#f&aKmQinxELd{Hzvd6S^*p-S}xnw*4+;(OXm=I3)vwcM#q`RiHY|BtV?jEXbt zmIZ?acMI+kT!II8XdrlSr-9(^?(XjH?(XgccXxN6&bfE)nmOm2`P02t|9ty>_EWp6 zcI{KWK;d>Bb+d1jGog7h+C~`*$iVd5a5IW%sjxI5EmHw#m8WK{6_vU{VYG896Y;Do zKi0`In}s2tK)n!L(_z*n0#D~5zZKr?ZE)LluZWdE4KBHd=3upzNxf zT>MspLU(?jgjXrl*7f?ZISlG2E$Lu-Ly5IxJX_Vrf8K^GPL!>^mRT&cUBdWROH(1M zhBpvRU~p#%Ge|eKw8CEV<6p?}w$Rf^1iFF9$Z;x-kHHQZg)-6xb0n3&B-YvuW(}yE zT@~Pme#-sfhea-}AqRpTj=BkGcp=2@8J9KOsTCWYgNJTW>$UUS)}VgM*aEa1z|A%w zb1w5_jA}j8s)~9!k$`nD1zN*i+wiAca*%0SnKjYW*wRzYUV-X_9fp}VG4et?iREQj zUwirw8=(#5JLpG!UOcWe=){yReh|-Mz@D&=`;8r@dxf^V^S~BGkEjT%HB0eNCrZNs zS^Bs#(cB9t(1*{zthD^Bh9q5sQxm#*axINvisusW+(-0Lil-)QyAuN6Hg81F8TIWL zlulmY)%HQ})8zol>6&@%P5!$%upXKkEHp4d4f*G-dK_VFtorQ|i-U|H4O3U9ld6e? zVuP^A*$FhMhk{XVBfG(oXh>T1-Cf81j<*} z(V}RxeI9TqI6%rNw?mT2rez&O8XHxkkxLQ`3IB-$UC5V)U9_3+I2Bt-9ojk#X>V%Jly!72 z!%Uqt?Mcm9Yu)eCGUS8SNs_0Y@-`e!+ z@nLgT!4K}Da$p_y0*$=?><%*J+x3k%u$CObWniwA z727Ah`5`Ozb~&)#IYeIpoTSOMfkq8ntG(ICZD7Bnm>EckOc`*F(AjfmG}bTOsD+Xy zXst0M(lEw&N^#Y;5KpvGPr~oT!N{$2Q>bGI9Qx-a?*uxIuOx!p?68#VQ?jde z5FLx5$~lf!NUTcYuE%S8mZ0Dl|M>bT_+6*kRg!dN`<;GMAr-65Mhc2}MsZF#?_JPR zMkj^s>$AGFs)n3l*xgK-t8`cPRA#%%wcTla$^k>FC%PTXQ2RY+Vou?!w-f>!miS~d zJ2Mn&^?Hy3Tg@!b0tRG*)!i)=sex+2K^NNDVUe7PnEFFJgfn&gRQ??H{NX+C$@Fad z63!(Q%kD_=qz)ZxpSCa|GcRc+DCW7<$s^>N2*0o-m?^?)GzyS6AWiQ&+qBZ!3|&IE zh)(!;%=sM7$1w;4N|#sL%wu-+spIrNwKavj0YYH8P|A1o@}ZIhtp`PTH1oWH)U!UU z<$f?hha2nZ6Ff_gJpF9wmfTm5V-)~dRe4AZpS2Kg?ZrAi23M`7tC>^Rg~JdtOfXRa z)L)Po|MAPG4hL*ezW{j4B&TZ*h-UKFCbEiF*oR6jy`K`F;tAByyIV32Eep?m7t*-! zN_kjLA~nygj}C(HO1ppSVLvS{jKW9Ye-OKh>SPzhF*J^I_)Y{oAE5Q>eDej3vFgGu z@wz?Eg6v?`zJL@7TS~F z5~7l5uUY-(&7KPdUKKNjBcf*>4?`9CT zBxc%VU|w!V7dB{@1D8*0C<&2+ZAgcLt zf6*W2x%31W41!Yi2uIN6=sY7g0|I#8rWO<2=?81~Ravgfqz@nByZsHK(@2aZ9ha}& zZletT2EbvWDg1yDu~Zwv8LvY_A<<|wk$PP7fOi1Kq6|BXC031(iaG$lgXd_!c1-r5 z^JWSA)G7?z=m)+ACwc!g8qOPhm?oK=9*1n#Wn7D@jSEa)Mx*^g_q+KwjKlC6LJtrV z=Vubj^Rl6{80E~T(0?5vL(Yk*GA_tI;)eDQttkf z7o6?c4V;{fO<5%hcEJx5WG~E@%o_?7{_vfu!*0QGbbI)XPF2G)ru4z!3&bza)`ML9 zxcsyV1|YCHa5dadwc^XJ_3(d^EFzU-Soc6>fNK)?vTjNb$|Vc=@x3U(40rcvrZI0j zGsvlUT>8oJRuO;+))g}?r-fnCN-3AA*wUR^H=5N4b@`2_vQ3ptReJv+zi_)sGe>Xf za3A-F(u9yBPis^KR49TDlA_fUTEwx^B0xG6B)j$4 zY`}Fl?;(9CD(dl@AKhZnYK6fr+K1L+h#!$6YFym0LXPinKmJ6DfWdbwdq@H~J^-bi z7GR@2zUMlcnURi#^d@0hr|!nAL>2Hs8|}56C#P4&J8!>b23^ zJvF(~;6Uiwvj?|JWJ zq^VS>X!Et-pGK$Mfl0 z72Ks5^RkQ@oXStY-Tiy!k6J&fF!O}{4nZ`VF_uaFCf9pzl0hE{WAdfv(2?)aenGL} zCFX*o;*^ezJ+m9h{ot|bB;DWIK&Q-v&+8!?s#*|&HjVCVFfz>$kbds8`AMgimgTx5 zn6=+4sN@UTRme?JZ=Fbta?!xQ#N|wSXjhDaMfXh{lQZoizJ!$=-K#(f6JOOZ8lUqB z{$#!mPwQ_*nPCeg7|!CS@x@WEBsKh67CpUsMHcpO#awU(yImcYttG28`-(pP0RYFOc(8f zxng*c7)HYOoD+gYBFxwew1Z8-u?wn=owSWMk|S~0a=A8TiU#A)LU~aNewWIG8Q0Cv z?F-~d3r#P=M+OWyH9ghND$niY~)}>k& zf!2XiRc`NG%xhP-raQ9>HLAGF^*ko@0w%|0qpw}&OB?E~x6xYncHnDSv16Y>{0eLe z8fd-21nuAAJw8Zl*(4feU&o8JiA^F;N<-30m4;e5adZwV%#1b`{8=VGBG~=W;l0&w ze8{c#rg9Eu8t7Oyp1K3!@_B>Ofm=G95N>pGvlbbCDe3F)NJR)N{Fy_K2RTYQo5T(@CI>Qqn|TH)`FRhH`%n>uo@HE+-Yr)jP#e`ZwDLKYMxEb$mq@@_la@ zhKB;>AE=t-#z}~85dk6l!kLW-;iENddz;|t6pJu#-8KiC&?!sfRX?&A>eK>{lKICW zVR!deYOMhFUkT)DUP7JaLA(DxCqx=bF>^hjS&pt|U`mxQ7)R4uF&F2!^my{F*)7MIt!LPP-DZ7MC5@V7U3*dZK`0qku?+iDc8oq*gm#12T<#+ z)nqLZ z^_P(0A9Nxe^A<=hsl!V?;08YwJ+=&u4_nf#|f+bMlWQ6RxIt6cBf zgFW%z@a~DOuo#0j!udIjV3uJxtPAB0;h<4((fDm8s&6qNc~R8GB5|pt8&%7b1y+;y z*ezc0Q_{EQBUT#Bh81>*Jl`mC))Gf3hLK>vOpUSXZ(qm=fbn-bM|MQY9Dc?}N_Sd!LGO4N zgpS=uJ9M3=NeI9Q4L=#iUn_Kgr&?P#e;w5DJL-7kPjC}9q7)(8d&R9ayjW=n5~8r) zCJcOq4mKg+skhn5`x1M1cU)J%5Kq_0H%V24e!|-*-{;DrW=bCS`EVmeaDTF3oW5gd zrxc%e0Y}o za*JRcN^^~GRGYA??Kjn$CP2$FqvDm+eHGvD?gM$ul&0DHoprEpiPjJ!Z^~owm8M}k?Z7R+(WwIX#NQcmC zQ=1dBOh^O)ZencG>_vx5zud)pfaYCmW=KHdf5hLmMBq9e&rqP9j11+G^JS`^;iQ~$ zY1{$qmP^D{_ooZ;_qc4mxK^^bRcalnu}D<%_a|)rz{I#3w#0w6OB?cLZ=*7!Gm`|* z){q=Xeo#Td?l-^Tm+8`hVKk%IvY?90Pn*Xwr>K@tVsyha#0IIslfDiK#5__D~lmrLf##1i! zr(d-@C*&TYVMpu3iF5$*SycSuGcF#UbQJGO65s0?4=%H9dGl7#K10STtPhdJlk}fV zlWKz@*;G!`R=Q{HT0@&dJ0!FTwlzMOIpY2Et@6+(1pAXE6~3^G--k};!)>U5QEloh zWq=`A&sXV$&&wCuXS*=Bu+bK8f#$^z-NUVr^r`JF_#Iw8apG**EM`^88*gv*3U#B_ z;baT?Z-@oOzUO!(&&jcR^mi$6^ zR+)pRdxGDHgLYGEf~m@Vm?G!ldNDPHN%lc&OBeeSOORf3le= z$x&|T%|mkZ;5_1$w|+4lNO@Y%`cv|k0|Xa_6JS6f}A=S3m$VA7}{6pu|{cDO!nV}7#VZpMve zs@SqJoqYD*zPWX~YY$w17Td&4b4j+~=$xm43W;HqKz~j?8CDsK+p6XtR8``)eT6z) zKmgo+vbnU1iU9|=ZbmIkPs*6-@!MBWGMSX8K_w*xQIkXAY$KRen3r9g`DjXI3Yfk= zOWk)o)w%(ik@ThHch+;!p*EM~Ejpa^87lsfKFCA+O7X8ioeI(5NU^WLyG5+%Hm~>Q zFY{%J@gWmGzft1(83K+0W?~P<@i7)SbXH%8Q!s3SP> z`ALxpc-qr8Ug=^sUU!JEr7pnfq3=;O(Lo`NY)o`$Pqgm${xZWj&%(%E54aHjgQPr8|jm~4n!dHFt zX17=|@6Bq^po<7EAEQczLge=*7L%uxI2;Ii#(+&6fy6=gC-wp>IbYoTKtnSv=3jUn zn)VPS{sulQ)$H+#6gq(|{lv_P0qfZ5`_10F?s*`IVc+n2oQ4o)q?)mJkMmJscku9P zn~cQEG0Nt^(Xd!_@GzZ{Fy-UuVO)^-?;kIfL*3>>yXK>8i#v2kFAm9ZTBHln;WJp$ zg^-P@_MOa&R_n`}W=di|V2J{S?2#Se1+$E#HhO`He&!@RohhR)A_pofzJ!UmV-n!K8a-7iw zZMeF}bLjy9ZU4e-ljC!x)p(WTdk@5-(^m|JF)kG7&{6OgbaS0XS@O9@7h_cO_8VSW6ZuGiW_NX=A z&5PjQo&6mqO+A4d<@s517Xg+j}Q;CPo}I zr=8RJ3R`}=*}b~!;d)fT+ge@JFD~t6NZ%00;gbm9U+fp&i*V$W_OAB}s%OpJ+lpLJ z-`|1`)=`NLbe{!T$`|bp4;9@C{wEvIT_W(s%Rp3tv0Xtyfjk8gtv5S8J)Leu?^mVU z9%0r2wn!Ia7Z*tnSS(tP*Jh64fsCm9eJN%E(!F+<(JLgkC{N$#b6TeJn>@*uZ*Wc~NMsFi!1RP{>^OHw!R6IQ)w)U-<}8 zegTs_0(M|ruDZFC(6v)sk^Alnb)zi4c^D_NC38yt+94pGlm)7&kXarF%)G{=PQ}<5 zMQ{5Q>kgfr_~6Fnf)-!y4v;^P9Kocj-aLk5I@Ch1BC^#l7HHC@^-%YKnliQ|S_p(G z&DHe3m7v7%>rd~Y(>DAg_S4YoAboI+*3+hlw_q7i@FV@4SVj#zxd^iaaL z2b4x8Ainu&sghmyLZAjOCw7$$r_fh|6Yn=n@%z1)`MZ+*2%pnrCQMj17i1|Q^90Ai}$~G#*C?^g4Wp+$!w_KWA z(~i~VNgp-VjBxV{n;aaML2gk4Y$WNYzMo5dyoEDAbLjD59W6u<@Gn1iTzc=Y7ay!^ zZGrb{Ow8|1$?0gJ{$Xy8%yv7=#pFPt%~~ToIsczh+knE6N-MFhKZ}H12gJV&93T_c zq6B)HIa`Z0R9#%|v4$|v&RU=j(IPqcq^U@o2`S@g$5M6|M?@mgL$>$*La^1e(!!A` z+Yn!lq)9lE4iAOOF{0P^()2|ufSh-{ZIZS|Pi^6-ci-`SSy|NE24oB!7u&{&y*Lgq zU4&wA=gUT&=yjP=RM~r^NTWwU6k(%rgc(wc8qJ*yh)14;0X58(iw+%?S*S$H=lTDM z4(t9dp!@n@QSbM;p_cl|fJbCSVSi;tc|1)b+w7u==IPxIqp%mcKlbbt*Y~$xjrAax zdD-pL^I5}YyLVyJFOKVYsrCNU*2FwUd(&h{yqFR2MhLksVf8eJ`!=0PnG$x%83ePC`81{Uu~X1`a~(wbDAQkJ zT~vcc!|9-g`mS$Cd;7j{Ut~Lo)G%r_gLSPg^ZrJJ1BRl z*WWkuH2Epuv@yfu6;)ByaJolrMjVw#w&q+ZnCgE#H9v-Ide2yFEYfD}x66 z25drVs+0+|LbWcw7ihX;*M2fMH9-j!GyYX&jAe=($8iLFQ;xL88GpcrvyfG=%9q<-duxa>V@n zy6Nr~t<*!MkhK<%K)$zh^P)`0@69+!I8Y^QW?7@)#bD(s&>g^Z0T*4?m-gvDp1Gqshf+BH=~@ z9xbE6Vlh(N<6LG6b4HKf@$B2nULLY3=n*Yp3LY$1YE2atWqD+}n59TA61I0SPNcA| zCSPx65Lu7faczHPS;UpxnJ3zG-(`Dwt>QOYD<0Y`U2XUy2XdLvB}hv!6}BpaSaViL zFbYmLLTc>wzm)k>5vNWvC5|!b5O=+@4$Qw>2$q(%4H@f9d6?p_>ULj-emum)pthIW zGf&bb>Xcr&(FS)|LveA{Ax_(<4TP5`X z=6PsmEcQ%0wKIME-&p{qP?R`7RT}qH0}T(@aW^Y^zBJgjfBV6ORBJVF6HxVZromGP zr@^z`FgDb<9TA5;c@OQpmzMUS72f}+KqpH8 z&h>2mH`fInm&>f(-f=eHluODwliPx_s#L#%a;{c1P7yj-jL#HufvM#^Pp&hOGm3XM zsZ^z6565o#CZXQ#k#NL+tzI(kOWO5r(eUHSJG6qy;5e84ase-X8n4@feAh?S*hgH{ zrd*FiH>eTL7Jds-kZ7sxVKoaDgt3xNtlXl*)EKb6iO2a{2jm!?^0I!wHe~Yh+5)oV z)Pk_$UH7{a9O~-k{MwRCi$<=kChy@%9qEq}|odWu&{^ za$Q}$))4mIYukn7uJdD1Bhw?5+lU2`@GUReo5%i0B0$qnmowjn@(`Hm>Ki9Sms@$L zBY?+Yo?RfFG=1gufmNyYe6w%51%0Uq3L7tWxyAaCvU|STmZa_C@?{|DyKn}#!-M%^ zneF$-$1+C#!vu>lg)C{t-LClysynN*Wac-gD7Pb!2#q+5@c!O-44@s}KrhLEJl~bxSrr*ug_{TUyp#1W!8xmyc*ATXFu!USDS2_}` zXX{@S;6?CYeScZ1Ua2RUfQMK(f%$oD+uvZ&fG0>HotTUL@>pa%k;Y}5{Vb$;paRu} zN8owZR}0Cp;Y>#VyE?j#UVH?(6CjS2N3D(3Cg20E)FlYfx}T^~ti9fv4n;#Wa0N&L z(N%NWohd%icz|pv*~l#%rl0DT7|Y4>?7rNn8)B@?xQ1u;ly+$+_DIp0gcI+h(Fl_l zg)B9V67yH^D3(O-hZ2^jnmpSb9}PUecq=(gk(ez7iTgF_FR@qraQsM=zU1f%Oi z<9CWpTwz}*75DamM{hHz7#YuW83qyfGW=3*3J(ej>SzR0oS6nTY}3m@0ss+&0nq{Z z>m&VmMwVz|hlhyY;`#r207M^n#-n~U6^)>HHTJg7r0%4Z=qyN)P$uH_Aooo@Ya5-h_|)llg;!N4VJ@zo4TeouChLYZZ3L3Y7^A&wQzJVf!1jDjnnRNLDGgn6wMBu!j{ zSKZN{C_?PnC_gWh3sXr`}EB@3K9?neb_3a~H z*d5SiPiCwbpF%(wmRl~I{RAyd!ipf^2#K`)3Y1uFq&J#vJUjYFBJ8>TFJNdFd*ZN8 zob&H}{2#6ZA3HEGloTS@E3oHP)>`H!i`7Y-hrs*OV=oR(TEjidb%xmTvB+7_YG|)b zyT<*X#cJPGucH>)2v!RYon?(hTNN;?{>VC2z=|%li?W= zj~Mrix1KLvAqaebm}|S;8-ZI+@joKO^#%RP5Bqi=nPc>i(eZ$x?%^6{MkTG{iDOx1 zc3N=3t}G!bY=s$3jF`}Ku)$+B$5T?9ADk@_u-0HHDd)4Or83U^!Ci%_Q;cU9xQ{kS zl7B9*J?aExq9WRLf-wCz~^LqDX zTS{Fj8+Tnp@rLeEe4^B9$r(#<`$9n#3iR>2rCO+GoaTj6EkD=CmQ;r3E1{GTR;LTi zm))jK7qK~gDK1a{ko|)1i8gAD_FSLNt|Bj{QNLgIR%_=I10enY<`~En_wNRkIN2Q$ zfSWv#8Xm2qlH)Z$s&u*dNPZJ4UaAE%< z%b17p{?f(aP}RO;Af;GxqyW5kcCZF1@zJj+-FE!LG+Y!J$xkK{Nt>RJth_J79XI%w zn4hC#Zr8P@Y0o&F%}FaIuYRoE7rWzCC@5U(W64}%>cea>x;QNl=jt*!O0!`%*BE-p6Y> z{@26>yS8XP4~B#JFa_$F$rt>sZcNco3^dYujm1V8_*5nv8b+RGKfVL=rGM1q$wG~yRKI<)wJOYv)F+l(fRm|s zcgZen;jkFQoR>>A(tkPmnfNgO-4b>v)BjkEbzm9j!^A}Gf1Xn?(Jgbat=lQS{Vr3Y zy}d*T_u+|eb_Jse$83{p?uX}1vqMB)N0QbTe_Nz~+1B+S?&%3ziV;W*g7%T-?2jdl zG@90p=cf|CZrIP!3t4Ye>vh1Q&NeEaF7WLcb1GNK`&G8S;J&<+F`6#d7Vtp=4a+`m ztG3^o9+bgEPJ{yBQy- zA~3VVzt?LFipqOSWdGp>RB$Ql2hMM(G3j&3DP=M34ifc_ty+6u4>re>^T%AD;ELvQ zTUIE`>)tHH>dOLPHj^15Fi;g&_Nys{nJ?4a`%O5Iiy+P&uLshNnuDVQc!ho|7qT{j z)pGcW{CpZBqNcy+-0Z)x(THI|ddqemB5)e6g>XrJI-?K`!z!39ke(UE9HZ`=ocuG0 zvtMsi+=>7PfsGRrR0rTFz@pcfi4_eq1sQMZ9Zs=GWOdxu8*Ir+wTdD^aqTN2!hvt3 zV_1gyM0r0@dQnxc9PTBqdYE;U@G}&vBN2%>(&R2|AsZKLuJ1*SOC(B_%dk4`ZpxJE zRJ4wf@fn-9z|H0g5hv1_g$e1Z*93jQZSJ56$sY%T9{EjFmF&RPbi-Im6zaEs7 zddtC`MbkSDzbGyuiq(Wwfoe@kDa%PCXpy$KGL-7zPcC6w6$wBP&r46}iSe$;9eGe8SgcgFOvq`|1${B7 zlYC^Q0neEtpBD{0YyKBhBQdAdjwCFxHkpANwL+&mSE*)+ukefIbhd2b&`*#tFb{+R zKt?84ttO_$Q|=h;#n0ENtj6O1$pm_nTDzkB?%mURn|O|uc6D~lR;xRRO|}88_+t+t zUk@b41XBEN=~TZz0i(Rf`+?$XcgUaxZeJjkl-T8Vx!NR$rb{YsNbPHws;y9_Vo{>q z>F(m)swo6cH2{Dq7KeI4QfpgKH~Qr$(dK-aIGmISVmeLPX(})EhAxXPo7ZrI{>MlYPxpat;Dfp$A1-; zq4xlar>1G7Rwae{d5IbK=60%He}JYj0xg!M)tfyIiD;jQ#7VJLkAW;W3*)06=M+iVsE#WuHN?L0n{9}R#}DQ z4jgT~UhLwCG$x`{JDmL;LDIFz^tj;S9(0!d#-DiwVa-j%YC1PG%I)baUUrn! zrAx;tr?AewI*vZt_! zoyqmY1m(*}i>{L3D0YemyXbD-|H44Fc;JgVZcr4KD?+P{m(g_fH8n02evFyxeW=lC zT`$Jf&0B6GT7bR3XA|4R&M)RR<*#?0$veB!Gk;6!$Q7GNILHh*YKcH;Y`nyFHqE@9 zTW_)$Q*rJw=gz!9_CY5BG7!Cye}SDL2h#jml#ATM5GJ`Oh(GyX@5p|fO`*oJaeY6o zc5f1Wduun7A4`1FLMobZr7ux!|H zG2JOsY-v{X5BkD@=mM|JcdJROJD95;l6}6x{Aot7{S8Ar694*d zUW6z-wp1W6I;F`Rw3=hFDvv&mBg_N$vx5^~t=2gt8TozJX{8NVRrF`)K%@kkLq-%- z{3r1titH!*aCkW9ju(wGa?5}>bN zAL8W6zyx=fFuRzJ4#)fmsFM`M=a+?wBs8AYBxmfCQrY0+`H0SX|^E)Iv$wIFf+?`w0Wlp^SVCdU+)gig&(t?;h{W^5k}P{ z*w_#Rw>;U{(r$ViPo&CpyxtZ1Lcx!k6K(ks0dvxLoGR-hYV;5sP8JGG=O}I0cG&|d zYcCgi7n>NCGJDjWmyT*N=>8a1m4YTaF&R}fjgR-HRJ}v5Zw8x}hnTREWBhCI1UDz> z3JeE{AT1z#Oox_2eOFmVnloG(zNPQs-?Dlm?FuWH;85WX7l3*sY$t{!{lax_4%BX7 z0aIMMoYF(SGrxD1$89uDJqa+J7oC|$<8`gnh_x4flLz!q zN(FFf*v0e)*xENEa;C9pKWzk#_YOVt=+@|qmi)@`)oZewT5s|{-*q%uEri-mP(+(3 z;{f@&8Y7T0O$D(L2%s4Vw86@iYnT+Fzd z>rpA8nvqc*2M|WQ+9b|iypQWst2(6$%5wd8f&B-{`V$kJl9qMl^?s3LnZ3r^@c>9l>LZ2y9bOl67W$uevywRd))rn$r?KIKf`veC5 z*2d8D`nu_773E$$Z`02PrM;#e}FqjJa<%0^c2cP7ZnvJHw?{`>VxltCPNC-ryo zc*>Br5a3j=YLZgYqlkUeeCbdyM=kMo(5O@TUI+xT`&{tGw+9h*2neM6$;{}-2WgcB zscdCNrf#{TAnfiEcq_G1Z_1j$pcVV?dcQwWljhGb0Xzk;PR5yvdtmxlqfjfCLh?SI zk=^a9@=wne(3;$zINa?iLL9Y=-IusMRw^|D+y$D2gJS*v{xqGn=QacG(98R(+P1u^ zP;fwJI~Xf(wE;o;rJQNebw`c)a`){?Jo^jLSH{sj>vpC8s))mgAddKbFUnVYQI1eJ z;{U@hoK6Etqf}0v({uRZ_B3ps_Fb)3sgWHR+cSr>2vpe0|9te^)R3UnekzlG!((D1ObYu?vwPetkAKRGx zouqZv7(lYVo7$Nf)H4Gk+=oYLNy!4OAmkZHN*N+fXYWwkM#?8QSc%Skw9y&Xsh{*V zL5O&xYFRaaDl0Et)ocO$(?}K<;)H{VG;!%fx)_SAFf4k?l$a<29+4nqBJ>^WPWR`G zgN3S1ff|<-Hh^bQVH<3`#ZA?&33j=`;kp+y*!N}3)1{icA1*hB@}gq-irjJC*f(e} z-CJ#!oq4_KVC7C(e1FSbSf%(90e;ZPSS-%CaT5V|beZ_SKH9+Z2-^}zX~rxIBks_4 zuShaA4kK+in5&UT{;Izgy=LhB`uDU@P&k*TMr|g|s&ZlWAi-T3_8~)65PsT)i3Py2h&@y7>qpE`D%s(|dh$?}Sdy_B>&q$h5#Mw7+|`cF(%?d|Qh`)iONqX}Aeu0}cS|xn!guC86-R(7U^))WQ;oz_xa=o( zM?6tiiZe}@k9f0W2|&7mhW@6sE0PDgAzAlyR=SHIgAsOdDWs}e{rxVT0%dHQl*iT( zLt;Ees27Tv+jow`uOA;3bwK9#J(3ubni@Bmh-o;YT5L=N=e{$`tI>4jdfQQxj#q)( z>qCJ%01JjPST-F%5gnun*}&5i9y_t`_p9^XEFbkvQ=>hEf_F~Q5_x}a6E zOozCh*Xf+iZj23_2ZiQz%oXt7Qb%Yk+G%%>>ucti-;NPlfkFQEEjj!{afSl@T+5lU*|0mpp7#+dP$}|dlZ@NZT$q5nzAzvxarO$;z=f;s z{HDW{k$>!RJ?UAT2_Q>18OO!rU?y#`TK`MmuJUK@%J=`oo&9$s(AJrFw)XprkToIm z4pHkt>M8iw^!Rv@E`;Y4^(NE4kvKD`qp7`6&~k9;$J2$1L#}X8D74E$-YoeUB;N-( zfJCtfkOP8i)Rnq|Ug)?}dnZ2*{2R=cM-_>-vN8X$E42T`ChIZTE7ln$)*1wGhf)7g zR4_6)9v~D=OQ)4ZvYTJ}odYnZsx^S-t)*|HX%6mauVIc4Vr91TG$w(C*HA0x+GHk@ zBzHVGt(FF)1se~H>yjBVf{Kb>t!3$wm`JV|aoZ^kLx^+#n?}MbXSm zp12F_ol$&pbBex!!GH+N2!jDobFH$k#+di)iyZliNLKYO+FH245@mFj);*u7T!2={ zlld9;!oKCQU{vGn{_aPfOyidsynb_(fxKjii^TA|AA=kbR`!k+rjbqsqHaX$s`BAR zn^nTa=odVTKx6C1pAr0^YzrEeJW0vT|MLp0`Fpn%r7pX7N9fPujuL6a4>A zo&290CS4ZNvh^7&^@k03$HNJ&Qmc~b$y!0#T*jWkkV$tK<3BN@5QnvJ2AJiwe>52= zRChpc((8YH*Z1imhpjW)2b9?KdZdpaWScFT>`*Lov`FRu)X`qIBW<{xo~g){N}!n& zU1uyr?fcB>^tj9cIe^x->wB!XeWC99ccb8d7ps?E*|(E_&UUMK{=GYHs30X`v4(kk zmKZ0Ub)=0QOgXt!B^!nVXGI3kU;!}sWhSV7&s+oH$3)w&f@G@P!|j`!j1R$5{?s!w zU-`7e9D$vCYxO=014By8K_tyLiZh|W8MqIok(__a2Qy~XaZS02&mWgUL%iDzl@h^W zu_6-1|L|?fIb~EWQV~XTulOgR-8itJo?>Px>=YH-;iyW3j_2<%@fuAT5?^i|9XxPaf9{l(Gdp#W@TPG*ej|zD_xA(D)B>H_SvGD7Dy%4h>>p(ft-0 zc5eqISW*fVO09OdYKhF3etp2<8}@J4-BwUMW;)+7vFI8O{|>)a&(8wqB%;;oH_-gQeUSU}s_F0*ghqt%pLw zTR>DN%6JrO4u*&2dTB~JdZ6LQ?$+kFHj29?vPXrHSPHX%b&{r#8YXj!s05|6SAa#4+-&Kzi}^82+GuUb{V*+sRxU#Q9@QE_Z!S=0)JK z{~C(SFd>cW>c~HR#-5h*^U5dT{}f>bj%SmKhD|?yawNy8k;V~KXPFZq0(y6t2FW~@W1;2_J3P*;7B)ZlIkPuh?q0a5oARk^n`XRQ< zLyQ*wo6*p)3F&~&8r{onv$SC&CIWXPsYSW+D#C(5u~HPElfVhzS*Z25c_q5w3{5#1V)5!IO-rhbE6+w)LpeUP5#sA)US^tH0%Z;dk9 z$wCen5rp?X{qdU*9+xS*OnQy?jx=W8SesKeoRPE(-k<+n_hvlHplW*!K5Oh;n( z>n-1l?)nWL(OHm%W21Mn?K$JgS~-UajIaegE6yrTelJqL7ZHDFMkQR4zZS{H*e z@vXT^t>gMv`9(biuFO*`Ml~@Wrwc3v=lc`oy=8z(*)UCT1-w%_I;CtuRuDpguZ_*$ zVtEf5_4?{Nq9Ky+$4puS5Q{6gg}s{!Pn?6*|rOa8O@<8K=jcZg7ka zaQeTmum6r3{*x%j3h4t1bew4e*b;JHd8l`oVNzj8#b*xn_fJD%Yf6A>JslM?jZ0uS z<((xcqBrsD=MR5Ek3Eu)3}@!|`$Hz1NZQ}gFZW(Cp;+H>-f7qdx%}13&7H| z?ef|es&s~6^GhWW$h%#l?yWknao_uJss-%_;S~x2IIdegK@hcKVG94QTw+zSY)D{K zUtDUUV9a=tq_myUzR?9aOh3w%yr6(ARMp@F4^&E0S#C2Q+q|E-sj81Id@lv*3(Tc2 zb=v5;x{t>_F&wMY0O=8TBr%G{LvUK+#i_w~w*eMIozk8jsV!k9Se)!J0AET@ZX4sR zq+JF(c4UaiLj;77^4cz1!*G9?4>vN`+YZ3F?(eHQCr%@gfTuKXVU0+T<~HlZl(XUz z5)AGH_*v|%QY8`X!XWqur>oIZAh7vHMd|tnzLUqQwl*=rDUI3~tkJt`MY4D!NbPn) z@BCTzQL!Z8SR}#be@*7vy|ci!5CVTzO9bx+)*ssuhCr)|G9RZ;>@`0JHqcK_OzdEu z9^JIPN)O7Uzj}qIN@3SqNf9AA6H^oaUyOZcP?O=ht`mB|zv^dhb1XN&sxt~ z>pefc@|V}h8q`}A28* zM$T(w-|`#1;yIWKq@F2$wXv+AnnS+#q*yb+d+NMUvQ-_@QmMT)z8}I-u=yLoT{PGH zhP(WuQ3a5MB>S}?*uMV6`<3bDzSj?uXVp5`g;^T%?$hP*N9;I^wsGsgFhlad5(lNi z(V>V%U7{7>61-FP;f=$ z&?qY(KUy41Zeqm`0-k?v#4_!q2xqW^T(K!`f*QjbTP|b2MRHmD(D&I(l#`D#j-I7{ zPj+le7aH}nVJ01LhoW^+cQep~Y1qwU~G z`GB2&QJ@^$+t(YmOzE2g`#ZV^aXz$v2Fxa_XNulKs?0lWY%8#eusO>9Bp*`X7%1)1 zDfuvenJHBI=GhR|vB}<+fKK?eCM=?TOKF;0ltSMs^5z>>TzM4H_7M-^-)Hw-Odu{`&0a6PgcmJcGe*KwX9G9eWy7 zXtyoyNB|yShvQySO8l9gQJK)2^E2Gyd(f2amk}}HKc0>xxo4Ovq^zT6E2M0uzJB{q zqz-D_KjyH;pii-eQ&|R?^zEUdZ|Sx`pl?IJ-dnr8;T*2U0~VuEriWuG=1+b|hrFq) zlf2OitE0cDx?hRA8kt?nbJjX3c_xytVW{aO@dp+NsNJ!&Iu(-+dbyR4of{CodS6W{ zP%>x%Gvp~EhImDV#%8~xIha#V9O%9Gsfxj|X*=f`rZfFyDY)y74R@)HXhwUCi-y1SyJRf!^b0)F0d!U;O zPEO;#t@<6_dU`y`&@G!^uXglB^jJx>dq`O+F4khBn|?LgUzdZAxZtd#_6m+B7{Lgk>ACER;G6i4f z)B{NDdiFgsHtMh@!G}t7!qcUOhFJ>Il9G>=R8*4tbuT}gXY#as)&8j|<9Rc$;3FIO zHoBj?Zpo=d&OY=m;jjdEYn37~^W=)|c5KVkyZ7yZ zVX->$mse8LFt(>m6hkk0(Ma{Ago9JZsri30=|k&|^6Q-}2NiGQ$i1$E*{dxF1z+hx zqMp%-IDJpzGG(`LUb#cGr56#@%KqO|yZF)#R!bKc zoEaJX@u9d(7Zkg(98>xcdazOQmqh*&%J65IFJa`4|ARyNB79=n`FX2q>i5N?|QYE0 z>JB8$fZWELdd7*6+;`jHkM)rYtZA+UyAK~|iQ0J^I*Y(2+Sxh8k|W>30?|`xv^E@H zO?m=usLg@KVo6I7r|G8Q(eA3}OtAr13_E)6v(DwNxx(P~`v~wsjtE%C(j2vwVv~hu zl{X6-VR-!~UCO#|nT$OK7If30Uq_}+Z+^N7YTAxyGX0Uy)Vn>PB0AxGz8vRFD;~)- zyfswPc6(wt_Lzd*Ao##z+ho_tEcu6Ek*wpVTVLwWWEq3HoPIrzGj7os4LHo}QO(}e zK^eVpGS(qtWE9{pXI!AnQjDm!iIn>ykDnz}@ww{^DMo~cjSo2^qM~%AZ_fIUmQ?^u?-bg8RM+womm}b2gimKAF#q{?T)U9}xdB=1~+U z?%=}4J+b${7ts#b?m_ZUJzI0I)|$38>4(K>Z%I(iM>d42+#0=M*nU66BR6j&aU_^3 z_k$?-L>TMlHaHvG3g6t=Onoq{lFe82RSTHt*EaTDBa>Wa$p^h&QkSS6o!rL99b1|5 z%1T_FnV5;=kDGzr$(c|5S9JT{zg6ctHF*5gKmt6(Q4eC-ixefZ6 zH*U-lGDsRcZreLmm7z*si=Ig0kkAO_zZ{u~8tSyug>FRMvR7yKCqrBQlq?X#-3~~7 zHBW^(NdGWCHvhz;@-+DuxN)5FllDOh4X}rOf50xWt3G!!Z&P^Q9mqA zMR{}O_Ubn!5q|C;mJF6A^~^N&Z7#z)rArh~tK051ag*DjYsuJcaB$T~YttR4^Zxsi zx@=6{k(A`;sL{jixO6q~mG>?39}OCuqDjMLUOZ%F;~jC`6P$4HyMAXkYadrZFBbG5 zW`E}Dk)DO)q)Eu}#!q0XdzzTr-P40<O{K~MZQZU6s| z3|2CvfBg}v5U}LVATytpd4&`4OC-?WN6p!ED`Rg_1Sh~Ng{`;bi-Kt6z>l8>Y=i_X z`yZ@a`nsYJp9%W<&oJX9m8#MQe;(Jq@g&Xc*1a~fytfiB7f<1}&5J3MSPE0e`9cE$ zFyH6klz6ITzOe5(NnGEUVa6qc6iv3Xuz31zE8L<(HHve~_u8E|xgmyV>{*e^I|FBt zd8`tv4>*ZUwe|10xVKv-sZ@8J*dtY;l=r(_fFgTl-sF#2`Ru(VqODnWvd#};U~3Yw z8EFag4!r0HXl$M}ryt~e|Iu|+>^x(}TNq}vefS|Ox6~ziOSLRE*ZcBV>xePLdM$~T z-*3lu*XIgV4Ll_fY2*0L@eY+-mgARPRtOD^`oY2>L^wj;;5*tXhv&q-`T*m7Cz0Fi zTW4Uq2=K(^{dAc@)7_(DO{sOKyFX2Kd_sGx-7`Sep$-h}EpKqp1x zW^1yAxPzoKTREWW$gM4w;evleH4q!Y?s)5RpRD;DE z58ZaeNWQ*dMqeymYI!-aaWVnJwLXU|o*X;#Xaj+gwo8p3W54KY8Bu=1@!v)`Xx_rl z3%@)!t`&LQNj}0p;F=B{&N(^!aN52zWW&8r5^w2#xa2bdi|2mwCl0G%?Fyg#DHGH< zl?CHud%aWhI>GEn^$6?g^N8(gpaPU=Ya>%Xrhb%-I~dZhMAX^6qhEp;)r1zRW-8G= zKxh0VM{N;>A$pWsWh2&yJ8X0=9#<6R?gGS2EGa)hJ)d`nup{4nK292hcFnt6`Vf&I zShBx=D>F;TLnrX==kCDeLu{+wbF*|WyN~ZTdGh&p&cy=d#HStT3nFbB?bRgz1A1-L zq2IOI-mC-j^Lx+p9wH4jWA1kUvoB|H=NsyAJ=@KH|4~jkfk3gjcgbs-P(@WA*O8fKEf+^cb6LQ zX;mcElbu;txKzj9HJ_swX`XgXs~#A)0`j(bb{66rYq4A}*_)en;CMs$iua*2-Pl(m zSU!|Kth=X2lQH%v2ekjS3FZpaA4$FpEPVk<@DYAaEM>K?m#-u5m7Y-FH zOYUgUyU0yUOxT<+;cChE>}TJm(OaGy3WJ(3vRv7O{rdgGIk_~g#xEq>c7;kbpniV{ zB;0#(UAD&<(7-XPyLekjMD3)M+-=UK^G(4=4xRUJSU)q8ogmMb)LE31zEJx*|Dxfy zLvy|w)ORxVI&?*^44+%lb*->+rD?{hcxmOa=4h}!6LR7l&JawXxM_+Dzv-X)(;Vtz z0_&Md;JcPTS|{vV6k2-M1U|^UpZID*jIM3%1V2QCZ)U$k0$tNhbMvUJ(M%0LXE4G8w)vjfD$QZM5r6S~8zb*C19UrB zQ0woFMXd*@YP}|?bDRWFnO`0gjp$Kw8OXD!P!xF`G|m^x{U$W`h+@mC$Jh5~pb=z! z!YkfniEJb}FwS;*G4j1_d1)MxrtrAOWzpgg<_v>v)dgX1Odk6AO z7sHFfTS@ttMzU}pz>mU~57?rEk=!+cEv)((qn6zefRB=fkf7fM+C%rh!4xUUQ`>{3 z7=a=ImB9DlHb%@D7cGLmO_g#8c6@zJZ{UyXF z4=_x1{WV$~R=$@QUOE_h1?aJhX+ZQ=C(qNJZKOCosI>IUb`(V(d3@S`?OU|;o$JB3 zjHw;yN|!K7B)DgMxtaMcyY^2guVW7m!-qw%s~ZD#Cr$o_^2S;*J=v&d#aYsQ2CcT||VrclY|&4KBaug|+AJ ze&6ePWw-RKBg?3*WYf^gC|rvbY^K+bW)IX8!fyHFtx>kO03*LeUYm*PJ4UZ`D!z`x zQs}dik~UM!{dylRk4pBnU`*UIv9Usjb2)JxsgVo^P#ml>IOs@{Jhrh?XqyJM zNV*}4!_?F3%~aQ@!$Rd+dW%Q2f*nN%F8fm@`f7wL<`+hYT2PnKFd;Ko zYy{h}DD?$hQ#lXbz1bgG>&G|I3J#yCvHM7gDVs+Tt^?06?`C76h%Sx6U*+C^3xEI1 zhhH`sR#<=M>@PhMq~__!)-`_ZSFZba3{Ee^u;Pk2EH{y*KfgY9O*|@aHl36Zv#g_ftx4<_tW0E-X<~3kNgqu!$0Au6)gCcS&S)j0iFMDf$uH2$^$M zs%J`8X_bF?lgUKAi7VQz-ho655*-S5b7!XzP^G6kt;Aj(*q#=uQYOOs{-S^$f2az9jm$(SlPN>?1z zarl1x>*id0l0YEes7;65^J>0nr%LQ`NbIKP{=}?Xfpw#C8VN#2tIuk0g~4b@qAj z1#|ZvEkupyM(zCb_wZObQg_sFv9w`k0+vy(- zu+53E!-w%$d4?qV0p|6I0>cos*DbQ^4cT^NY?<9#L=0%B2jLLU+0sUGljv*ZwEMG7 zLCZUJ;-n2>pU=J6I1xt|s`zzB6$k0+!Nb1x`%BLhm6km`mz|tjOK%{dS0kQtdahv= z&aoY_2g%>wwx&MY(?oB=9GJmZBgkUQ^rY`YU9(nn9`fjD;H(c_Yit_7gKTLMG(SMK znm_~%jK|t~$FA`sQ~NUCV)@#F7V%b*j27y*vrPxh;j63ng*!uT{$^B>^^~z&q2%R} zmV>(EPOK43sAfZ~ruIEPs|eI;^;&zh`K{WVFJ;1vj3mSqD#&G0weW_=P%w)v<9S}& zEfrVrF*cZtkjQhX8DI9N{bWh1IpU|8#4gy(ia{<9idEVc%7(03V-1h|AT;omA!`=t zsN!T{v^CYagXmt&YsV|`5fk5((Mb{KO%=gipQ20m)yRHqkDBkce3gPVG053^o8U4$ zgc{U@QgE5Dnm6o5ECGaN>VC(Nb?xf4&PJ`5Z7MvAjUXpW`P7p6CZlsy@cIwgTZ7}R z-BJhN@2EU1BYhW}MKyTGs{FtBtp0y&_kZA@@EYmsx8ktwJDP$#*P(keR2|u)Nkl@S ze(Mmot4zmV)?ru)(qAO#Gu+|t$d%xS-3s0xd8m4>1um)Ie9T}S!5p1)=5q-?y?b1-7q4RN&TW*c#x~Z zoymxrp4FT+-w5>%i`@ntTlb%3LSC&PF*+BhAPa;X5%GOqgX1-NfaUBoHU_H;a^wd! zeMavLA9eX(e*h16-qfBoJtTtfD|6wfxJ4Z);@1N4TnbdVv_#!x}f zBD+1M^BI6C6Twe`^QKDZ5v_!PE@{TM>3ZPKlX$huRH3%~-(-OIO`E5w%|?9w3le@d ztdG6X%`E(=XUqbF3fOj40PyMPb zem`L_e?%u}g!K{VLR}Sygcg1IPV1|~=91N3s*JxGKe=8T6}z#L%lYdCZrg+AkG5T8 zQSf5b^vWxhOJA^a7k6;%QG6uN%Kl}qO-GkabyQ{OckGzwpyi6f6Kf;3*JkKnnmrdp z@0QY8pQfGiTkfisn3Pw|CeNX|Bvwiyc>sY*6`!siY=_m5kffB27tTT&LJaaa=L8kW6+ zP=wSset^`!K0yT$&o-1s^VC)d`tUM?##LT=MM2_nVar{kOs}P!N&9-f9zbhdw!eoI ziDkJfYC6z{C5{AEME?RGddq%o(jf7^Xv@^p^fp>+mt4(N{&IYt=(+ug$sq>+?7hP& zzM+EUw-pbmKtBD*==bx2zuF_V8P%FF$SS{d)+l?v$I^nEj+2|tfQ@;Vo0{17Ax;I> zlS!FQ&5f?s6k4^LL)JPrbK5rR(}zrjW8S)<*4Px~wT5Azd+{0jeKB$mpAPNI-fA9r zI?HvOO|#kODVW{_{~d5@Z*eA3dhdOJ_T?XDJ$&qSxvQq$=hk*H&3;8GO?sYueOWd% zc7Xl@2VZ5X&PT3`SKRuzn6^E##xjDk`!}o63Pj*nMHB%(Ugsht>x0=E1B1q?u3Mv+ zWQs2o#!NO4m$P(1;0c2;lWgxi;y<$h(j8Dq!_mb+!#W2hJgfb(%?C~Tk28|F^jRgh z1SCcogz|80WcFr`;IoEkhN?rCwu z&w3xP8(=f9>Z6F3u~w^OU>p4s1&7WD)nyMmX@3=La*XH7jTn1KGDvYNETZ|%o6pWj zf#k;~_A)(Nh7JwtCE)!zmef2Lv9;JGw$#o?EVO?m6qb8y z4x|UdL zD>dYfFB8hMK+}va&^ap#<078-gSjb4!q+P?s;KInh_UZE?(IDsn!lDutTB)Yha#J- zS=J(_4q{4mCNTU*xgta|4eDdxUNgRz<{@Z;!g@y}j|+#+>s=(@e1Rq)XxoSysJy(F z6GUrIM}ZmbZ*>R>i~o?D1A*T>x#cW(<~tJA^o;hw(XlXcHsQdFy(wiG*YkUA}?s(UUvf>j&htQy4kZ@D)XW2Bx zuVK9u_2|ftmWJ-T5iV;?^%%HBWzW{vvsO? zf)2}SdqSXssVV;Ag|795r%lb0j$$&Vt*ZU1VL)XYZ|4iIg$KR1KC6NqgDUc0YS-<& z+>W$DjCI)=mX7pW0ZcXaTC?*)A>?*^L|EryqTuvY>pR@Eqh9H>nosz{`t^a>p7UMb zSTpcczOijty2PaT`E-d+0L(Di32QFL6tO=d8*XN1c+e~hLX>8bm7~~1OnsK`L~K4N z>w8(gzDf2@z+1|KLr^O>|CGwG2|lnCg?5m<>iLOVYbfM!TFhZmCA<-S=EKR}iKomI zPQy3qqit17Z*XYk#Fekwph}m=qb-Pn)z}Xk*v{2Ic5VFuBhAoG6&JJWdA>VVfUA}b zR0CQgD!Dc`IANq+f^QF)R6{Z7NvNt`b~)8(AxSER)0h=z{ER8c89RKmnH@2fY_%GE zSS1q1NI#LpW6J$hyE6PtjHk-^trmrY6s`hwjbOgY{om!#4m9<8d3H2%&$OdqsZ6Aiv=*|EmT@w}603x2ux z==+o*o`o}GqXy?2D;kETMxt&VvLu5Ocju20JsDF;O~x!Ve@cFvb(5T&J`W?h<9w7% zSg5mW5j7V6szR!k$pOdJTKoFCBaPq(SyZ#PzRe|oc9x^M>m8zyVOEFx{@l5>b_o*P z;$0x8S?@g_@hRALGPjNIbHod-xz7lHQitftquK{=A2|uXmIazh!AcE@1OBoI@K#*w z*(Kbm3iXfF7poXqfciph97wzZu zl$bq9?=wER`C&_deDoXTIu2V>;`=W@${w~5KHu2A^;w#C1B2ZjLY(T{mX*%1E$7nZ z(9*(h%z?zE<-uodUuYDS=v!)mubEkGFFT2(RFhq41m{?dsg-wfQy86bZI zkmBxdz>p5cU)?q$dqNT3Y| zS=Lh9)(tOaYbTda$PH0c%9&F4D~T3yDBN}r;YK@Im%4Ge()ln+%E-Ibl%jUL5kzzQ zhnf%J&~&zRdGg7`B&*D{Zi&YVHz1Ai&qgwtMIzCeA8Pom%`7DP`COBgT7wIO>@FUu z^qqh9LjRUt^6S>wDNkS{$k;){hK1z5)ujYKX9hbBvDbx^;Y{|MEy{HjW#1BsO}H)Y zY_k2{(F*+F&t2>V=b~}AHK>j3&Uz$!PxJw%fMxMXBVYMh1Ji7ucHv@4nnjfQ?12ZR z_-3u!8jDU}F`;l+rMzr0HGo83!+2=%OAPX2O=(f^A_h` z+x;qi86$r1 zb?L?<%f}~Q{CL7|{{|)pN%U3l;4_CHwnM6Ge)w2yZep5T<9kT<5Yi_k=aOtt3D3xC z;LM!2BWGM#)@@z$pUr19B{%EQVfoHs)|!)2`U~<(Beb*CMquMU4+V9|c5SO3IQAEl z+>0cAzGgqg7qf@%{X;|5Y)e*cKG%2otu;*>T@ZuIvkpT#+@|cqhWvFfsw;eeTxT2B zvyh1UQ1q9SIQx?yGq}dsLotsy-U@0B@!;%(MoI(rY^2m+J_YGiEsMMxz3gC^J_?Y_ zQ+FbA^Ni-pjc`OwSTK;+a_$Uw3uoD4S2qn5Xk0J)xe$sDy4}6;1;tsVR zH)R|4P3-BgPR>l3qqJ$@|bZY}&z1ypZh4MlM;mbaA%vxU&&=a0u!B|Je&E z_lm50dkyg(Na>J;%c=Dbji7oe3ku~t>>G+nO(4E!YlumOL0re1W6pATjE$DTVUMtv zlV%~>hV^d}4PTyKZe*FEon3uGH@5aTmS4uxouN-})3yxrOwiYY7^!wI6hVl3%kY8&i(gQtwSS z3c{%+_CNApnWWlL8eg3*5;482H10aEA?NWgk7l$?tB(f4KYGiGO+bxpLKGLVM5vb) z$ULvrm#irVS-o6ucf^s(%kfmp9s?AHLun_!u`3%fZbiWFmEx&C;boP`N1o)-YFF4; z81k?^`S_6C738MF=G4MaF2a1=PPvSrGUX9Pxl1kV8}aX#^=5mSN0sYl_@mBfMUIbj zrRKO@z-tv>U=&#{LuP_2Wu`9je&}eUOTVJ}$s`-hWRE+nX&!Zq9GrTY(R7H{fC2WVFJ8m)=4Bx%$pR4QyM)^v$VjvH8eifgQgv@KKMC z@cy4p;4hD(j_%_QZJxgFWK+&m{Zw9Xm)_+FUW)6uX#2)b^VoQ+7d{4p4scF~hhCEu zw5|)|H&RZ<#+eQJxFe#IsGn{M{p?m5pZ7TRtKZr`b8jg#gsI2ucttIEo`VFxV)Kbk_=LntV|s(RUBKk$e&&tk-n@g2WjysnE9q3I5&`C$pci zO7qysJv~h=8kMYDS27;AGS^v87G6N{UU0f1AZol&BH^%wmMMOeq4=hqp{*_b0<{vt zQ)v0Shw0Vz%r|HV*wpWmZMd4Gb_S<>?X=iz?$_rh752*(Pt^4I-XKah&N6)4AR)7{ z64^?Jg!fkyd96TR`kSRm1y(F_) z@`DR(&O;t8oL|D}Ism3FJ~1Niy?^-d0SARds}qty%+Ap| zq&{ekRrT9`IRZJJfbI%q2>KX%qsCKghch*gs2%*NF~GA@#wT;Tbt!Yaf^ry))xKqO zrsNh__NGkx15VoBA7p#(@zuz4gs447v2;^y9a(f3cQ5NI+57C2S-;vPkqc@Hjd||) z#jWAoAz3*=p5$6^QBA7zMT35pQ2QZW(MVE=iVmC?xm7}}UYYZy?U-9o+4I2IMZuAr z{Mq$+dk)i{PhSAp{-ji> z)P0%kiZwW$h95|eH6th4aks!j=}&2djrkw=AS3|bvqo3h-j#=09!sgbek0nXg zM^cGwbe^&%zGo~naFbe#R7|fU7mBlfrHUAs(0IC=cC^Ipw&2nPTx|Sk-*858>v^_c zRg@{?iA<|$KS%&K`C>ek#J~itUiiE?qhA-j03)IQY!CRy<`DM)C#~0s@7pe(DD}Z4 zrn>sUdh&y-jdfZYYX)7%YW8LXa$df1pqMOAKNk8^Gfbc{-0A}j`EHd~yJ-ioHq6}C z460y-KI57lS3u8Rhh+)f6k0QjE`GNWHbpd{A;l#4>9mI!x@TqcszRoDr{3R2NkFT0 zvuU2?BIsF~RSK?2=d{txxk~xnomnpuJOy6s%5pV*fM?G7dTMl6gYi**M!dK)MAU zqq=yrp7iumCKSbN(TnjvFbGnlM)-@#>Esm>ac@v{`hyQN1vP)J`~x`ybVxFm_%J^h zF?>XwD3QDC=1XD-)oW1~t#JVP+R&p(+}`V!@M+p%R8irJwI5-*C6~RY#M>PO9H2Xm zW|+pCqY2>mlZ65i1>QOvV<~jT%NF?1RVP@) zuJRUjp!1&ypSsLQGKPQJ<^1OtW;ke+k*_VOZ{vrh_}np|O%-p^B@RP+$JFS-~Eb1}U=t{IUpW{{?|1=}In>XB&6 zXlz}5FY=dMTUf1Kbk^wnhR^!^=cp9VLIw{p1y{{gG|g0P!j7vl4Oh8#o2&7h>3&M4 zfZ~L0OS*k{jSBEptFre1htXz6POydV)>|zexF?m&?rmx>}M7qRZeW zbST%~*u#L`4BcWNEj&u6rSoC@?7iYxa9h8NQ^qK^m!zV_WQrQ!$ zv^PgzNBmkrsu$!;f^UadxOnqUwC-#(gWKY{2vAoPx7PPC7b{K2L(ib~QvuB)a6!i- z+;vEK@#@H9+kE4cm}c=3A|TCe3X9Vd+C%L5Ev9cio@9tRJ2a1D!}z|V-jKX93-fno z`Qbc}Pp(+&@9ZJ7Cj=0kbnNUQDe%Rhi53ZPM{ZwS#c(Y*d%!R-nrLbv<)5YtxS~w3 z8*^Q`X)!~k*y2h;9*Uu-^-ibd{Z zEKFMHt2>PQ!$MQU_Q!h&uJ{+WTADw>(p%;?^ZDJo0M?+ zQ)^3~mDN&XL|V%wOqsjNhu0`UTAw6?6K#y4oVBL9h=F1nN|R?xQ&fo`07y^E6-wI(1*Mr_G_G?i}Cx1DV@4ks{pVYY%M z*^Rt`{K8NbIWo?%VtLV$ZyLYlh{{?3Gk7}0Y zyYA0PqyaxgXwW(^P=likfP ziP#@Gbn7F)Vj|5E9AEJ33Ft6e+M{->L`m2_#}k(sq>hc0;?~KzxjalREkcrb5@Wjh zbx6m-w_Pqfv)!r~5wk==V~yiQQpdzZ60ie+uhZk z9gtmv36x9u;uFHwLpEIG6M7~*+_nd7?x?WYV8tx}9K;83tTOU&7yrr7O`6cH4T)kg1)>df9v@8)oeZZibfE`~?M&sA;4OG4U4|K6+rTtNTHJLzuX zdipGa6MoaYb_mU_0h!VkyXeHJ&_N40v`vUFRo;qw zx)$!>y*+9iomBbv7n6*O^+dXFa^+=YBA%uoI|7jtdB6P%?8@08 z;l^8(fPs!74wh+g;-FFaI;5{imxP8nHQVLGyIXNI+p-1drHQ&^61-l#k1g`7>9&;T z??yvDvJ3XJ__iUwj3^6V-0yJDR@T7|{yNT=*g##hk0{ zer$z5FcK3;Z-kz9P#~6Oj+D)N%EFq-nE6lPHf`gmM&+{)2JPOT3BpzfFp@|Q5U8y$ ze%BF1SGE1#?wJ-~at^Qyn&t1oqH8eC9N4GP>%i?WbIeG7zox!5Z)<|gz5JTjs}K2Z zzzCO%?-a9G|DT0J_+9?f>A-XqV450H?J-E<`am$Tqn{atY^RJkz|5(}rcnRyJ zvmnOw`f^@7J3C8dh2Q4YoO$8>xq*=d+Dj^|&CeywX3^UD#z>JW!L6tBalSu^ZY}4) z5T4n#+Ama4Yr9%3Jr=OYv~nCH7-lUS&^TkdIp*r?3*jHRGC|i+Gr3OGbv;l-1w~Hq zB#EOQ3`L34oL>Hf8e@1BR27sO6aKb!iY~lL&|eRlOcvoAq8CGDoJymlsG>dNx^ZYk zW8!DoDs+gJ_6fB%I1({1^t8V}n#&S5%o^an4^(k<|vkcR1Ve9nH*Vm$D|?W?~RtJr~u6kl{sd* z@BExq4$}puf^LYKqobnw+%apA0`#sN%L)w_uY5?nIfSn?|o$wKJ%yc zJ_xa}aA9{!@S_&}BJvGyP~UtdQ)`|w!nAUp#;$7Xj3l(+s7)+RLr#y)pq7OBkeKu#7Rph!mH4oYK zNh36U(~`G4Jo1GQNFaERqRk**bs5IWV@H9K5sTn#ENC}9C&x%5%Ppt#ym8T!7 z`HLK1t|Y!|oT-wf@qc*eQM5JXJAAU06G`-7uZH6NE`DjJ#twdlT4&0Uy!vP8Bug+Z z8@SSv*5Q35i8H06`eAG88#`gq3cM@VM^AM3d#p&*+LnBr3ziIe6J9jiLB6rqZt>fl zn}pM*-RP5$yy>MoJv){7Y3Avr?$t-E-wfvq=xz zwpz`^WF$wV-Hgs2cl+o30RfoTdSN^M>HlKJVhHc4wy*PhPe-p>I18h4hznt~xv^CWHy zGzkZnv!7@bVw=)#^yJimgD1@prv-yvU{kahq{-8WtAo1f4f(u|0!U*wT6c7fV$p@i zO?4JtRBm}cuO?4`e;wpCIbS1Z>%OHZo_+S|u-N|Tcpb&Zvv|wEQ^QlWVeGRfMm{#0 zSjBldvD=Sso?8~@Qt_)UZ}>OwbecZ^dQy-hVeEngd^xL0C;{q$8>DBDtekKv@E}H8a7UyovA*$afrlxDiukh zRvNh1x+MP@%1T%Y+8@L-aqS#zY1Do@ARBqz*zQ}ClQpuZjSDLrUCAvX{C+Re#Zbc` zeLH3KzUy*LO~7Zv7v%+(X;f{Qp3d6>#I0oR1Y{C#Zz=016;i1Y3Mb>o)wcS#ChPs{hx+g4T*AC^tdkZw z-W&xH=qf@`?@o3Pj$5nu4i;~V3JK{RPp0>kf!LJnOF8m&4vdPE&l4=j%i>M~qvILc zlns7U(A<&QVRR<+w0ba_&fK}BFA!qIQ7M)@|m6bd^1l1%OUYz&hXWy(DjI8XjO&;uZ`kJ61jk}aB4MGwUZS6zTaSES*u?F8E!Z;JC7aQBm z3Evptd;~U))fQ&DaRnscQ`^#@beTFv?GT=`WY((=wulO6`29lq!l5bG$o?_}@vB|W zsi|6$>hW67g_`gk1V{C(O`IB{KD4&{l9Yjvs}9tGfFGwtFQb(-qjN2?3}hjV+E)=)!+EDpn=BdMy8Ob zYMskd&jrZh&l)F-@hlhB_9F$)*qMq`+-OD?Pv#@*{4pNl(wrBNthV0|=OmHiU5x3o z4^6DR$-T;t?gdHM>HiR~up!A^JEnOj$QaX30O{htkH)`xjq+CjY=TQnq~IT7-PcHV zK5zs-pTXX1!(GeWuY@AHHCG+(C87SI=`Ew*s$z@Y$rB@p7`CbmXS!bSFYGVL2^^st z0RPiX{)xspGLxWOcV^;w4Pz(Z6BP}D5!@jbc#dU{3=VePsW^GO$$(@FU`*9tg#Sv5 z{+T2gao|y8=QFdTA~(bipnV{?S4)r{1pQP$f2#d$4La0{rQo+8J$o%}LW|C&lqO+! zdp{kQ8!TrsClL2RAl-hHxUP|P$$>ru-vs1?VwlblhMT%P9sdDje!bVoZ%3l%br&!z zsJSiZs%o#fnSwZh+wzOn8l^YD?8Gv|MSRC=muiBmYp~}X^mfA2M&CP#7di-0%(k`Y zz|60}_i*jJXc>?v>10Sm6VP)h*7B{I=(CMlpqSm`<$>w3 zHG@+3$X21!)!e%yWz|pT(+ppV9ltx4TO#}DxDZ7Y5J9TQH=4$Y8q9O$9guW(zP{l9 zVIWoBS~h6RV|ZMrsBWh2O@8+H4?eFpZ-I${giYFbaB8{_x#0h_*!*}!+!c1q-?zmp zZX(}nS#}@vY>Xg7?OHx4;OO_}1^DA-BNYvn^zaM#^lTo~R3o`J!N&_)($2QxUI)f1 z$c{9Y^UU^?m%^T7;aL;n${%9&xX0uVSAXfEZU5q@Zs{TZhjy-8$v-O13P z!w0RLt+RQi1=J`(wmg8$C>jMSEIxB#UOM_@Q(aDJ_K*&$g7RF8DPN-{Zqq3*p3S4f z*u`W`hyfxx2VAN}!O)u7KA%pr^9~-SF|XCatX?|p_efXq!eWjX+H^5$L>-cEq7L-@ zWv%5mO;@0)2}@hKeHRx*HNC0qkA&MY7ka6zL?x8SMUbDt3cCXQ)C+(Y*Ay7*AR;7) zTA2O^Jp8u{)KtRZt}c?19DcB4K$+S8;T(lRfi5&~{dab#w5$PoE_}jv4Fs94W&r{T)q4BGMaMjShbvhWRZ8^3g zLnHvyn+Z-KzTeTAv15Y{nI_)u5vnzHP}9+|`uNarLQQchL(pYhU*>erL2uH!t@3}d z_tsHSuHXBxA`&8^A|Q>TAX3uODAFk*ATe}z_edxTNW;)6Aky6og3=+~-3%~v5A(bE z#P@v9Z>{$|$MfI2*87hO*J9w|zMsAKwfDaEz6|;WnK>YZn~Yfo%3qh3_a1VZZgePh z2iK*oa1!nFajjBTeD!nr@S|VFq330NjDHB;rmG{?><@OEM0df%_`9`4_+#rRhHv@x zF1QWTH0)g_epclDg|#imXUoBXH6~)^1In&ear^NmpxCDbI6NoFggk$TBFQeC&GS6bD-aWCZG@NoYIWPB|oEhQ2Uq152ok<_Uz` z0*M$mNCa#?7~_)%(0g$7?>=G`7UaB_7-R0+w~R2+)6>@!j7WZ?J1!1?h8+Nlf2%vb zWuAtR=A3I=)Wp3sxL%RAT_Ie7tt}s7(L5X zLKFL-f61?nV5@YtvZCjj71b{(!P0V+VtMVC$ur}qEETUv^4FL8$CIW8V~}kOh>3QP zZ97b`9Gis3l_Yh~Zj6t%cwW93Po)|KdwngYoC`UVwqU&bq$|l@1v-!M;Y#u{ zjnzt{ybOO`kNP7E6S2ee{Vs%mR^3>NcVTw_SNC9^MPH#TU7;9dtHJvlY9+wa^v)~T9I4af5FlCv$IjT=A(PeS|t}& zO*W~;a@B|IVQMc+WtCN>bF0N}{5uD^hBGbx-#8-0&zLyaZ!!|vGr>cCCZ?Iy%CHe8 z3H{>;|N1LMC7+{d548$o8#&YAbR(Iy>H69-uqZq&_?jw&hMr#H0(Cgyoaz%QgsiV^2RhS?8X6k7OB5oyE;zSsrztxUFSD_~@ECvG zK@9iTO~+!@_K-fh_y=oa~Mi^f~MyVj~0tzsS11C#Jr}F`Ul{u@$0Bcfi{c zO3fN7d=Xp!fy-jJ?SN-eQEx<1~w2UdQ7`r7%gwK zg^!h*bPnbScLtMkEUxDkM8S02HTYuPnQ%5(u444m%Ea&eRsHr)SFFP5Bh*Sk3s#%R zR%N9?Po=PK)rn7g?%}WXWdu-oOxoc(Jy$Hpatbv zm(`U2`4&aO>+Xl^kD=!aONaf?!dvG+8*M3&C2O5MDc8iQ75s701wZIaGp~c5==mzwmO%;jzHk> zXX}La+)qqNf#)ipECFR{-JMoy8Ne_!HAMkA$Rh0!&^XN2uC-`yZ^zBA zG-$nrNJvWBgpnLgALDn4OL_WjcGM)r$3GR_Itv)gQI=TlO|dC_oTuQ0X40us=NyGQ zuJso^J&bKoJ3t-eR?mnrlW~sl=^-sfjMb1(HP$K?y zFfS4TstlV$3aFD6%?rR95W!Ot775kw&h;4coxOsLW7wgzC$`Yu?X z-nP5ciE3untcZZ?c;xSIPK*d=m2S$P?npq<%L&%|l|Xmc9=qNGmy_z4(oV!d z?Ebe=&c7}(^(~I!tCv6c=Z%ksG<0t=@QMDEn<#abub-X<8xn26C${Hsp4a&q=9*FtZ#?tb$>yo*~yJ{Mr+-7o#3- zd&}MSYmZ4f!ChI+wDMV;XqY5Dwi+)B2g({9l$A4dDPD&f3_ZltUmhW$BcfvU5G`~b zaAgwMB|UsW%!=NfI#zSwO^ zuo=6uCq@FX>?C2)q7hCY{erARu<*{loAypP{tOoFc74c7ah;dy(=BD;rHjoky&p=! z_OgJ3;}sla^K7M0Vat5JD_&b;CQCJl0vH}k-7jGQ5NrtJ>t8jXfoPDyc3J?{It(Zs zHhxGL5-~{}rm4{6RP-1#f^|qxdz&`TOHevRF+LqWMIE({yL+7_&tf+^(XFt;k6*Tg zP%@$vgzME&_p+7jka8McK^!sj!*N^|G5KVktOyTrle@^_`~-ocbG-f{JyCcq(1MXm zcAd9#8|vEf+$e56ZI!8g-G2m6&VD!pil(>5qh-M*$SjLl{Z0S`pR5;Et2)_2a8)CTL;bEZy(Uoin8#OKB2a6dr;!IrbNo&UN$2y+QFA#J5r!+ z(A52QZq|<=T(4P&|3PvDb&`(#&O12>j~C18i$h(3MWf24eqGT z8pchhs>2$g{i0_5rf&B<8Cd;dUTN>JTpU*?-p2{by}2PZojXZf$1$20RDiIzdyA5P zdzw-({g@mF#_;V|I^y@9h*wM#ZqfZECcFD4_;&|dn zOEk+&AAq28Sc^KFv5A(T_Ryl@Njui9(qO#A>tC|7gL-Zjyf`Ug$#g@j4W4D@jl4XY z$9o1QKJveQ`k%=5cf#O1)@NXM^W)yGx{VmsT($Onvw@|(Ug1b5#Bh7K1Qi2)ihUqs z3@L~4s1<%cR&#oRZ;!lZdnT;?$0tI$skN=5G60UOdy@q&aBU1&^lHA#17MkWot) zDK{ti%?H?wm)?jws$TcICj%2x@DA>9(9A{OWHZ<(Jr=ePVBG?VMdMklK}a-Mo8FF% zgtMyMygv(5-51yJ6h7Nm)`07It==Xdw4tHjN5B-hq0<6=MkA@bE%|G2cq_ONStXSF(xK82i>k9=tFiYqRK)FReQjcabw53*=zZ*R9bK6+JMY6eYo z;?2<4n4?7p0He`-2HS4{vUehKM5Z$h_4^w`op8^j>(#)|_Sbt5m<@gnhfZ2C0k>sc zVKy;LDXk8+pbz%M=02DLp;adTZMkI<5Y3P{9JgR~I}%2Ri_vXdy5X~L78qZ%lZGK! z7i$XMQ~vTUcBw|WF=E5E9C8TRI%|ebrz#=olHt9zysnzy`$C>DIiS3!k@s#7071iz z(c%htnkXc?SLlp03+d~NQ44q7(U0SE`c_}bM)cG)o2dc%9PO!5>8!ol2AI(I-L(jk zK|J%0>*=X;sjSbebpw8pg^O#5)qz~IwA5&O%5N#iZsC!zFqyvfXi*x4{pthuPX9b7 z;=SFs(z}4tawOxXjfc9Y@a~<%PU6@1zh%)P!HuckU1Wes8iZ_GW{bAo+TE<2i6#92 zBhjz|t4B)!sst*8sM9Rwr_*s#l&+}XV$GM#%=VArv@T;MKrgs9FM|kpg2}>c zyt?&ml{YVQv-dnYs8F#9nUSnjc25srnYvupb)QfrWVI( z7QtyTEXz{2{g8ZrBrb-W(^R*!m;WeH>3ZVcUQ_pf&gRp*uUf{J?-kvbYrh#Yn2XTf zXA{zU%RP)GyLE03R$~`uNHxQx0`1zsh92G(tvEKX8ZGhn^dg6;}Kj6_z=JxoQwcxIoMiZ7C0g!!|Y1Wt#eB z?O@!;!aDnRp1bYz_RTZaQC(fKa2*h$HV%PPL>YX?ujk3saIUnGYOT_1#v-@wX=@9s zM597DttX$S1wo)FuDQ{Iy8Vj}deZo@8}@Iecw} z5v>Ezhi+2>Gi{j8NBDv<2mdS_k(r+=^Jvlwhl&gN?WzHr{aX64Rt#$!baT6{Gigjx8>5_;Ft0r|bcfH}qeo__qd$Pr(6NcoKq&DR^ z&k>?iUAZa#=Qm0JDYKc;IZbj+$M2kWYo&DFED)TL-RA{f29zFbzQ`qT z+jq2QS3NwL53<`G%?Rzd#L*L#Hb>*^(I79eTHu$mkvSK|z|VNBHIn8d1h~n}hgKxk#-dNY{*s!(w z^7m}?@FTZHf1OT4k@YT1)g~#?`}_O4PPN+cM^HC7~M; z`}UF?f;bgId-(^8iA63s1er?4su>IGq}e$*v*rMNuigOWOwe6mW)1}ozA=YfoipP?7ZA!`n06rODllo%O1vGSdW z=d+dtLIn@22EVB?W+D5vBxJE4Pma0FcrASopo+0TpORG1eL!S_M27Cyl;-ZD zIs^O&J34!8EFx8wF=yO8O1E(LEK0hC@tJ|Vj7%iZ(uqq5OZlSKSoEI+$&`Ol_`kaV z{$An0+*d?g{DZ)G8?AjuPWJdl0#=gn>9#1j_0|yL3i$U|vB6ETg_h4tnJ`F1gV$N$ zhY%+$1AJ!0Mh6g^XGaM>h3PnJ$dXU>(UirMTaNV)4{fhCy~iV5cUm8n((zm~(o`^6 zM4j*TZo1VZ%&tc&2pWa9@;vQ!`f>ES9|g(+mE4PynVmZ6b7O275}nx8b*$vvc`$=e z!8g-hHdQ|+-X|Fh=V>?(Ti{z!I}P^fsp^M-(vAG!LsnJ=q0?1bxGcR9C8udoqT8|t zH%`I#$&C$54;ui2aC3}|6Ism1hU#-}&ZM`HIiIsaQMs!!_|S_r`jZh&o3Yzoy~*{9 zYbME{LfBNOZDQ-a(bt-n{lSKWNu35vAw}{dYh*YjsVbrlQ4k#@tcdM#Gh6qddBq!! ziuS56meVEW&q%SUC>+2n!()1r0JkMcarX~j;uty(K75IlcDFl~(#;+X$?HxwH2iUq zB@L#Qe=C!9E_~PR8mC-Sr)Hba5w3#AK#SQ&)$WQxRAR&p+U>O#y{35uYqZhKiZ= zIL-At(S4~M#LU(#w>I+a&JSE?S#~umpw04A+PDk`Zwj;+@VkRY0EAPBjjp+;9aH^@ zEVmFVMW)1mDna+GV;esiYBF)ko0E2ePtGm5(v!4_8r4AQj)AbVx#9%ksc(QwjrRBv zRMiuX$?CY?Rqb4!xy3 zx~{HtG>Gbff2jypBvR>aRK0URy=Cxj9D5Wm7dD2+TWjlJn=fAj8H|XFHUc?oa`4ra z{d5*4(ol;I0YPSMdj|(O48dNyv&bF3`y9W6q5lIJAK&=}_Rz_OaD!x6X`o-azpP^@ zpZMy^wqbQOTTZ)|!?(%W_gDXV&f$-8D$(QHao;se%;a6Ad}2viyW`|EzQq-Day477 zs0>Q3UN&#OQe5?_$c#6&32cY2Z*8OFi-P$ZpPg7lmGym;p|EmqLvwDXDT)~tw!nCV^44E_CUOWno1LCf(R!FQpm zYiu(N>)A+zgt1OkBEz~h>q(_OHYPH6vAW}cLHXFp0Kp=j069{33}AKgSd1kAayO zxt+yk_#1EOfA8vBE;z4scav(CfAHZ5MUY9}o#y-y{9CEyzrI<-i3qgtw2@3Bzn6#p z`@?s^%PHTK&=U4rap~Vi{Ivj_S1uxHspjt+^?#4+w&Y9ja!R=l+-Ls>_Bf;p&g=g- z=D%&$|DQGH{@mvGKpJEM9t;vDP-~1D9J~iA9_14?g{*roHqc#sw6p^@&3|KJh?%+DP*+)& zn0u(faiShbgVr19hs4>tXpOvof11a%KT$Jh)jqw<9cir1jL{>{FD%?UIXEg~&(kxc zcR48dhe!QeUx6W~RZMvN=b@kZQ%)y(H>uX3Ev)h!k_(o=JRORsIcP`3D3Fpg~FHz}4a^RGG7H`jzu1wKm^tA7I8%6zt_kIuu zoE+CYw?p_p`0%3u5qJBWrMu$1PU|XesDqKE+`@*4Oc|K;ix)4J@IP>j-1iwAQ~^7b zk|^93!|nUTNTfok1kJn39n${ZuM-i&JFhVd>PoJa94?rkK@6jx@>W+9c}btLeh|^q zOM`S;CwK{_PfX`F&h&J*hYLwiZjG4yi~p1Ajterhc9iG&PU{ji`nXlzT+v_TCyr^D zH>i5;_ChZP8ZIu5;GN|oI+|?s8ESv;7E-ZryAlN<4Jn*SpKe9&CTGXKmJt0V<%WBc z?9%6FiAVVy-tvF1d^_|?w}o|Yv6ebpD*gm9 zp0CLTtH{@s)GRGfWz3D&(zAzr0GSD&L1{vD^)IacO*;-d-4}X3mJ=1)+&0}(TX@F% z|2kbU0LyNrfgZ+F4xWH2+pqT5ITt6h6{rCtM`G!gf9c=!PEt>b%=U;+^g3?x?=}EV*J}6o z%!i8j*VB88nzVJarBXs`H;Qhk0cUFO5W}KPW*;Srqtb8%+1&xh4*olT2`CvT>mr6X zooB&PXPF+nuirC5QoeJNZSOU`n{Zhi)TLwrKp{fAQLtHQms@iGgt-3Ov59Wk7k8UX zHDo8_)DY3Vdr<`s@^63D_4#%@eZB-6V>eiqMR$aP(j}+)VA~AAgnFH8@%i?`Blv2O zC_yx6W*wi^S{Mv|Ws88Nm?(^RhYBu&7WlY!c0u^c$#!$75uzeLv*A#*3pLg}nQaIv ziDM6`p}RT4lYRtzisO|wNTk|Ne3VsDAv~D|Fl3^B2Eior$IHJM1l+Peo`XmCBpoqT zKCl@rdXXi2qCqE@%mfy?M_zM3h|*bBO+Iqzj_2APGg&a~OBXBATM#!JsmKR}C9x3x zt@~06D-$X9wQ-LA|4tl;K+5eDe=ajH@1xORZXM!R`_w~yu zn-X~)4A;xnE)EU^FP`V9748e)??)20dhKM+q*!mjXT1CKHAi9%HUJgz;P#VlsPgGt z0JYIh#A6{5^niRc;NwA|F4j>;9JVeY^<^thkrvCr&C9(&Qh z2E!TpK!g04(Cs+9_1u8k^O-yBstG<1#A6fRJ7Fc+qecm%hiBR`2w!boM4o^19!Adv zWlrqp7kO7a7Ci(yt= zwOBw6L&>i)`eDy70O8ULYJZ^f3A?JM!%Rqj5oUW!@K=_ch1=YTiPb1?*-N%t=DO}} zUPqUl8Crhl4N23qmE#Hgk@hiA)>mx#uN6wNTt!{4$xd;5!#PV)VLH3n#i0NrFM#)W zr`&lHU|>Xee7?uJaimiKD{MHglfAm)GDFGYl7N)*>+F-Deq0DYG~d2G0qE6on9_SQ zQ6K6L6-Wi$gIR5NrRd+hZLF?K@wpIFo%_7oV4QrWdTh+W`M=LzB=rWK>8t`hvR@1u zlVt6E#5>YuRIRsQ+!t3(KA5ZdUZVHcWw?9gBd1xi$sv2gK6ALGczMjZ0+N#zkf`j1 z``>YdRPh_8&sWofSn% zFH8Z00|Hw#92?VIN)KX<9O)vcYi{b^q8OR6jTAW8FMYfgU-O?}rT89mcW-ZLs}@-f zf3B)hr4f*OFzvRYeS!-2dL`;Oq*r|~%x{R^!X6!YfsM}M(^Bf<3ck1$dgzoEqE;}qen)UUr8Ah8m z@^Ww}E8*>Jk`gm(JisGng&mM{OX(!L@qlL(slKtwA)TUn+V!@~HExsNqMKYv z=FNmjf>+O)<$hZ~sDTkcVQ*{tOmAzlx=@8-8 zhs^ax9jJNWilJVrmFT2+L-?#t_xt_tFX>m zBt8sLaF!sLCH&R%Bsy)^5*MR~>_eYjb*9}y3;U#hY>ngE{H-yKuYh%_aFN2;Zy~%K zE0pHr4!=YGU)#vU6hiHn`rGcQs^NzTqu0pHex>>dzd`-X^9VQ>1w9r65838In6~qK zPr(Zr{)7NX_~)mz&+G?RV~b5qwV@|+Fu-I)vd>Zs#QrNW^?AzL=m77Sd5HD#Pbshp z=~dxhmg0*QQ*TXdK{vg~V8{S~LgR;p7=(_)HD+Ay!vjwpu94zk;P~S$n#goiT#u;n z@)_*8P%63cM*0IT4?-rzs%F)JxhiC);{DM1wW}-U-hR~rm=RJU=#A~JI1bbUm(^c7 z|B8j!JdSjuXp~I|)U;RdDC%GF)mqdf8D-aRs8R1;zG37WBIxeO`o{GT1~Kjgn(CH3 zKnF71@79J@KGlB!{Ep<%q@X6ljc*3`{Di#_5aZ zNI?lKuK0}~hF;JIZ13|vykhecZ)4|LIyth5Z0)wBRf5GR^yMmJlB z3ukDQy-%fLST(JCr&{W;0b79qbhR1mnU?Hq07s5h`?HC{o_D{7uT0JAP1zamv!s*! zK4$x`abq=KkKA6PTA&4hF@R`XT(iZ3siGsChhk=v#tE1#FrI5n#8+UIRGSQ!u5@f#vs;)4QyEX zG-%sV0BW59ebT7H1@c_DjohXov)0(S_4@Lua3rCE!1t}a%eASOZs1$RyNkPnU@DA= zqfPjHPOExzSW`b_E#yLT{{2cycxPdiH0Qnipo^if9f(4h!6}8+(E=Pjgv>wiuuNie zo&WJ^`K&8tDa?-`!mpdrn_=x}d}s6EEszAKb6D<*d>=$S4$UaDn0RxG6TO9VW-;-OU@VBuCV-;m__RmIkz={u>9jlqvi|L zJd`gkP?~;6i%VD0=t{ znwiFuA++$d>OnQ+O~NzQkUs|@92LQ}k+`^=^w82W&Vi1oF_Xlr4v6#(XH^}QT0>s>MqZ6AmAfIOUlo!| zy#2!b@7=79#W*=}v-gQ(cms9)(rMR92{ci6^-U2b$zD1iZh3XHl5@Dfl5Ny5F|9>~ zykOV=frD01wlKoSyGiAky~4eHHM;B(b#IKI8k<92I?Fn6$w# z{|QJiueRXm2XXv1Ixj~qQLJ^%nhm#ZoZ@}nqEfaQr<|E>K1W0%<3)~|gAT|67rY)ekE>SrGih0($nJ4$=k*_g9ruTig{XT&awM?Ta) zC1a}6Z&YQs8sCq#+2VJZR{qd%TH?4q*jEVW=b7XRq2d@O@T}cK2=bmR5^gg6(3@N6 zpVY*^il`r=euYH>z`)J#fLlU9E{+@X-U>l5f8ly^C60ZG9_>|d0LCAfSsS(!@tXq5 zgM^9E)%N>+677h>dNN4&mN2Tzf!%Tx;XStcx*63Q4Z=YoREr02s`7qOZ?7MpCjC-t zi512#=-e1X6XMS!2m*sj%Pjkv2qqobgmrJ>ZJG+7`n^30!qcpDFFhd2hN2Spn+3C8 z;5js8gz~YMtx=<0KT+Eb-+-Ww;FyU-zSsX{=01;Z|AHK9HVB;ZTt6T|Zjsw7gwu}9 zjswc~I(B0Dd;qogB6i}x?K*+e?4g=Amm;_Ir0H4xc_{2BX5!RQ+GCUs|MNDRF4kMq zyGIintYTQ92xkBaH)VeUs{GUCvl0N1W%gO${9xTWb3swLUet~4{5+g_g04cp07C}e zFXKL(QB^@Dn^@mpXY>Xvdixb^Kda|_uIKNrxyKlRJ6J@VW7?n2SpKNH?+5U{32aq`z04m9(>kA2Wn` z4YFHL!t95Jt{F59ey`bEVGZ-ShJHv&hiMC{NY{floShHf@Sbg?w|cfF`Q626$4!d8 zMrPV@9(a{quc=b+XFB)Mq(_SBv*Rgr9i=&f%zC0hj^%8Dh}}Tk@r{*Q*40nKiBO;5 z`xjf*Dcu?-MZ;l5SfWkDT=&`ZqvGz^RM(xfSn$`2TfuWZ&Hyp7Jz7nh(B0~vxD{;O#5)N1#)q)Ci>ckJsee8c zY{V(jP#D+#t*WytuJl#&f;I2j7w_c+p}izXTe{DFjj^}`DsjN*{P^n&NvB)?i4!73 zcR!+)4`B(AamIC$?8zd2r}ZZ;@etxk!1ogz{Q6o{Evjf(aZm8*=1z0>4pGN~$0jzl zr+Tt`&8lwE#Q}bP2EqeLN+Iljchf@B$^Q>qjPY*2&jdW3gC0% z?Y+GUPX-{P14thQBxL^xj{Di!UU#vrk1dlv;hjUaJmn_q^4ie>p!u?~Kj<>S``4WG zy$3~32`4tpD~a?VVUhou23N5I9QV$JP(dZV-p0o=F>N4EM4;2%&uR9t^HM_3UeYC) ztZ&aDC1E{D3%U0^;J~tWCRw?8i2hU@_hH91#nRt1M#9x%axz2=P(i;)N#lHIhisIg z$@#)5p}iDi3(NLgcfSfhl$Vk!9Sc0xEv*=WY5GoVsY{KVk{}%!)(cHxWy1N8Fro{G zt^R%07;e^3E!rcrL-pbkNynN5cX+3Q1BUHsg^7_g!Z^Fj0uk=y| zhv9Zam^6}WpGGxP>h+Jnd&P`_AFp?2f0QQiK<=u&X7CNXw?_G;QiSZ02*!g4J|Y;$ z-Epw7uB{2RJ&Xrk-AJSC={Q~+mzfw26I&KSJDIAmS*H0IzPxQGO}G*2aA>TmDO=?HqP*5I-)ysk(reYPNTz@VI^8J+-GM=v+WD;_gh z1uw-xJiH!iSJ}R(Dyo%}lFMX}wZdLTA|=#oPWRVjFBW{u03Bobxiupw?sT+%W!3!NSYIUB*j z1Hq0B;?3BCkep#=tz+!D>kn`Gf0m&3 z^1Tx)Z2SXOBG7%@+vkEeNv(gwTRn>cOPGy~P3xx(C2hFPSWR@cpCf89Hv2?rYILN_ za(q9ILV+oll5im2zQp19;xoDW=-NQ`+Q|yUkdMB=*zBhVHn-~ z!Vhcx{E<}W)amJIL`q5u3nb(|?3#jn#ViwyLHhm=n>bk;0r8C!?uNXOz~C~qL{_U? zMCSKnKC~7a1l_h83GYzBd4hQlcrk83e$E=jD%wvS= z)M7`U&u#Y}T;V(BFTki(JXn8E5Nn6eJC_M_S~UI|w!hl<22=vOu49L{$&`d8v-H+kob}<6$+4 zn5T$^vZcf@p9R#v>RGx=)bDjk*8Q>ZD1!c-NIv>?);2+q*+9I_PA?(+buwA$ zFay6&dg77x&lY(em6(?z4^nR{{&C)y|E)5|Nqp`dTwy&u+jm&&xcS0o$ij7SWe99! z_7k)YZEGFYr@?}-;GkP)(CH1^4+36Gej!n@wV)k8T&*=`qo{OWjFVRAmCk~|OcbM~ zjaHLdAFd9MnzQg)zpcI7O-3#+sQ<11_$YGibD^>+#Ga*_f^aK>TJ`u;G*#B3v(~p$ z^DO$?_aKMsSnri%o?Fe?R{p?i?>18Rl`M^_gerx3Wq6u#irKP=&8#03HM_4PB8qo^ zhy`Vzs*;@xpwBV09$G-%KJAw|CWvl!fBeQ;cU&Saq*G#;L-d{0tOP$wr8#vz&`9|G z+)Mkz4dnAawJ&;Rh%}e!X2_LKoF1BAsSH}C=w-deBrC9Zoq$KzG9wcbvA#eZRS$l# zGuYbglc1uz&E|fz*4uuKMm3b;fW~UNEIGF={TJYo^ZNLx>7u(%fu<>O7M~+5M3<%` zXcJ67WGat(Ek)z{KQ4ct#!4dv-EB7!SR3dS%J}YwtpuheUfr1@UR=&jc8^FVJ&TID zb$7k-MWuyZSRoK-oZKFP1eMdB9j@ims>6?)9Dw+mf*I=-7?ZX*wfFHI!IQ;>x0JlP z$l9MST>6XGv<}Feih{d0s2ehFQI2bB1sg0nAJ&U}mP(Wm=_(Sl#Y#TDWvIj(RRmJn z!U{NYygndO(eh5oQUiG?(GxCmqF8iHRL^Ud*(>$z)RKs%Z`fFYscRK)@)fn+#l_R~ zOIVse;|yk}kn-s8(=|6Yk2UZ&nJJKFA9&&BZRs+lrJYy3y5?FO9~YMy4okFFA^MX^ z)7s7-6<%;+YHNaD>~dVk z!ZQ6y`X0T0voDeHeW-PQL&BthCH?l4F)k?!KfOC@Mr}#o{Z`L@5-HOTD(5 zI>q;Vn7V!Kz*rBZp$_B;vC>n*XE$zeHx-UQ1x{%M8-wPS3vxQT;e4LMN|i~L0)EtR zR^C3x%gejL+rILsP+;+s!|WaI6SAXY*O+$>%gqGBl7u=yk@BL!1DRHfByExEk(})A zm?srm>WI#9-Zb_0R*;t;PPR$yDqU#lrwtYGPwf%dAz%8$hTt=zSBlze$Q>PB`_Q5E zXEXh`)vDoN6_^PA7|fz{1~SX2c>6L*p@Phg+2h%yx^M(-EAs+_Xx<}~i{Javu5U%| z#P&4nK}V-g7z3t$&VL{m`Bq^oFnOS-3IveU`h=1aTH3qAzZ0$I!qUH5S5=#ra%fYy zW>9m5d}~upd=YC+q49}|LZ#;8anEdO$MeuD$4Zk0yLPjlp-GImO(oAT#VA&u`JV)2 z%h)BGneowufiYw4Dv`!-iOwoj8{95sEue> zTGw}5O{R%*>wW(zpyK4utX(s?-ek{4Yk$L{FP&FROf2w;&*CQ%i6-$-s!UoQ+Ilbw z9BgWidMP=`HlgokN?T336vLufpxJc#iJoept-FZ;=ZAu@p!h4^w5zClha>ZFE`9ob z5$<=pC6S2WkG7aSCBb~=epg8_+ zdJ1d@k3LUog?&U`e`KMD2ZcQHeWMvRZDh}JWA>-kNCA(z(TiAN+u3)-l_ZVD7(a#e zI$?#s?w!6G*RQa_wV1Ap%kro1-!4&8fA`Auj@j<8B#m!iHGS91Q))RH4?GV<_ou`n z+WC-*mIh3$dl4>O>%%v4Gi74zei?oJ_`m%6;~PGNmQArmAMn>L2<%_IeO(EbU+#lt z4eH?ub0dT!<5k2nwIEn~tdyXuNQXW-D zVTGbAtm>%;%4$+#|BmXo80zmWPRnx0s!7G3v3V^Auhlrzd-m)N@;(DIn8O7cF9PNd z`+#QJYV}U<+k@MY&;92#h$VZr)L%n01h|Y%&I)?YdLCwWF#H!L{1L@6iG1EQt`G8M zB~7FlGru*%u*9HkSzxw{NrCp!dim-S36+d3u=+5xp+|`g+u4Jk;L6if#60is*j~AA zKbf?RziqXR2%*-d+&_5g#f=n{vGI>d>vw!5)FeUgB@jf zi=%seMl{v$B+9JvusF+mXqwbm7dB)Fn4ClM*+WjPS!d#eCUQdsjD7}P8SM0b@!In2 zu!-cXHIy1GY;X>;Boi=AB^IBZ*_?3N@wsL*^ivE|hLYdnxTlumF%O4kxp_H@Ti6#m zW|KC9mo-`hov%B&XNNEBRq#4ry=5+@x#Bd7I>Y-^EO(!mbiK})`nLA_pOkz|zHcUC zxvld0!*n+SWM#SXXVYGJ9@*L1#aE7w_FzVo_KB3Ng3d-vVr=XyMR|4(kD1L5)m%r_ zQ^{AxybH|)Ga3HJ&o4kV`h8+1UTYawYbk*;Gi-BPZ(`MJUX#9NHkN+pYri0_!-wVTJ( zdzkS|_IC8Ak%yF#Hzq1R-+5hG;pXPHzmoEvu?!5&eN0b(=+tm}z*y%ZBPF$z`*rok ze~hlk=SmNx1()hcpo1;{+WC72yq<$+3MtoiYB3(8fWoppnudLWA_#X6eYQiNOm{KY zFs-`x!zL=b)zaqXdYugcWpwucMr5<=v|;W7NzR*sKZM2E=Z26;>o1&pcsI}5c@uK4 zRLkFKJR2(CNOEk+iCm<yvvVu5N?8-t%AH zI5x*<19?Ovf2-FUoF3wQ=w708zh|l%fLz|n(S zqH&1tc{7vR1Q{%822AVnYJ;Z*O-fpuybj@u=8&abW0Z5bTn2#}q7%hnHMg_S`ue$Y zPO%A%p7+rd0e8?l*$o6jX8vbS#ABHpFx6alem9GW?j~!%=@F7X-P41;emk9XMtO79 zRJ-BhU;$;fH%*6n_demtZiRGoM;7Z3#pS9pS?;#FB4gtqYcnmFZZ% zWM^7*rzwDi$iwsYSGs_DcIJJ!$u}3!_0Gl6$$e%XE5Tp0~!Wv^WNS=j&^Fat~tD? z-vi=bCdPi?vrh(;^PddP4Q#GHLyCEVThZ~uG*b8N6R0Azjk^-QYRPZJ! zW|?r)@xA(@;^c#GL}b!y^mxb|#g;y&$~wN!ec2hu>=owH6|deP>2u-&YZRZOju#Zf zqL#Zg6%F;vmu0Vmu;HWhS%i|m7at7HH%ql(ymLGh$iX^G+S%v5y;22%CdnXpEN3Ib z*honk&D}aK;nN!11bG4J;bQXcbZy11afO6Mn9}KD0`N6KPVy+$7+0 z(NLqRQ6LVLmQK(x0gHFIgKn!|Y5rL&of*;3H5AI||1NxTlA(febF!g3Bj3b0DeYQ7 zM3n*rLj6sn`J$uxxy{C;Lm13vrsZK7)db_H#`o&JTRfsPHTUe90LUh{?12E4{`F*CLJh~ZM_Hi7JgoN&I!@a*iH2>tLnHD#|%^jNEA?I!9}0V^&4>=d)6 zUof`>n#V5+VP;w!S0~cN4d<#iofj=%%{pu_9($UP`7o7IMoi$=H+NX(2z8#ALXTwn zgwDr|ndt(F&*^w#j)8pp^*bxoGfd)Npe~k}X<&jWgL+{SlW}ylA~x#5u3|w^o+Qs+ zTW-`kv?s+(n(L;Tjjg_fVr(>68T+(1dq;x#tmJn1^svOzCVu}Rd0Dcd09%JD9yO|w%0)GuhQ^8ZsK2m%oVUp z&cD4p!P)lNhnuTns$Soo=z`2i5W{%UxQ_9#Ow9kiDdq~TL@58G=k(O&0CKSia{jO{ z#P`+j%));n#PB|y_GQqk3o)-JJbpob&u&iQ{ZJ0g?2Fm-aC?hPPWmdn)O0kN9&DG( zhU>=MDg5jD)Y9o>ql%s$8AD`i;ITpxRnTh7&^qMVlEJ7!<;ZMc2{)qj0lI-Ma(JsN zt&%EN%+F>pD10nWZI&FA62naPz2*e9x#q@j0h4+RI z=@#vwG(2#$EGGV%p3t2i)3;wGS44m8UZw80yD0HL&`fUYRPPt7pKI8-H+U{Cu9jI( zx#uVNVdD=rJ)|L|>`mkq%~nXE6Bb6`5!GFZz|Bi<$ep5Vfe;ehf(8f>+})kv?hs_-?(P!Y z-Q73t8rD8fl z9~2Y>P+w{F;N0*O7PHl8r}L#ekU-y3V)xv524v4401Ard?7zQ5y&a6nGaXxY)Tqx9 z3ZC3;+?b`EtV1M+j`+$lolsY_>9GZ+Nfwf!7|_i1MPAnu1NTEbllYCZ@9fz8f!(d%;|D~`;<`dml@9<(F>=w zmxGWE3fYLIDePI-4HQ92-Tx`g$-yU+*c1$onXFZ6DD#%QqdXE*l$ATij99c+wnxPu zHZ)Ry_>}WUKuLyPDkW=KUhmm}m-s-DO1V@#W2LcwDbtqPu!w z%zFJT#A{P`K?=E>h&5Loz1Oo~c?>h11zvK&lg~KDw9`V?->3bQQsNcYH>vafdG%tkPWUT3Z{)sgg=9qD8ac;#$i$vk&A3iJQoqPF zKF_CS-CXHf%lE44N#Dy@!Vu-bHs(t+Ydm5fI~O1-DCuFBxDJj7cJ*!Q3p`srqm_Bg zvUOCt-0WtR#gBI0YnG}HHU+##O$r^wJ8g-_jphr9f`Wc57!1Yia0`h0F#6%2glE#M z&p<4~)Z~flZ|&uJf{!0*dl3yn!oq4fNO$h3b}VaS zzX`os*{*K)8Ppm{e=hiqHXVh>QCiSwvDAIEFEK(L#4ja<+Y#R+M-vokujZ0`hl&w8 z+HTE2-s&6@QIO^RDsnu>_f}pfVUq~}7b;&$2k@60XST;b@S}EmKTs@J>E)^H-K~7E zkBwn3GQ**Txp)y36T93&nwtk}8r#?WsR2PildZi@PC4I|mHzv1`Id!rb@?_<$Cu31 z(@LckRR=}cv@(a}dXT3q=&9uixpl*C;T51ZyLXwEY%)xZuG-PBY%NRS z$Bo2Gm;<}&1NkeeG+MswaJz1J-XBiy!jnZBK($p>X+R*v+7?L5?pD9py(_p;ZQs3P zu8|NHPznjz&*X%o)p!VY(mgxX4%~me3!A$p=6?H8>blJ~tZ3lGjOn=U91uPH?|%F5 z+tm)G$>WhxdvN3czg+E)q&rfg`zut2ah6#JuSROS{4N7wig8T|lxF>W>rYTeY=YM7 zbiqh`QkLum72*~UENIIzg-~wEG&0dCu5KYhDd%JJqWxziz02tvT@d@=W%_m%aO$dw12Xwo(k547>x>M&r^X7zAH%JJ5_{>z<9U|$_Vi7B|w zopi6MSTIH}aDp`E_s$C=R|kJ2=0KWC6OqpjU2ug_umSb}>^Plh&m(!%Ue9n6)kqXu z4B5D(%S8AK`UGb6M(7LrYaf>h6F73v-#XrL0O1Q-1-`Qf_Az``|IKzd-9~!f+QtHT zbVOfsBCi{3Y@vsDIA%qCF^8;I9p-0SzmpJFejCxWjI>r+8(QSHy$q48JulUp7GH?N zO@X?U_Wk?9O^=X_r>Xsl>NzR6q|{8=AAeoZ@is;3{YJfoMk$TD|Z-N+!U3eAa?kH7*JUkI37P|@I7Z2=catVFshRt^d4M!&UJuRk}egQ$rk&s9>kvJD>T? z)+vwM2AtkoT&WnPjDTy=k zN=hH|l3XzKSU_{)VohsFLc4$2)B@eCvA+0{JI@9YYGe0Etv8UeFVc3VW87_sIBhvn z1fNT3tB#C#wr6&CnRfYT{>_Wx-RjZlh976~N04YEVoNLe>vT371LVkZeJ(}feIAV8 z1l;{BGf*h%;aqJnxE)9vNjDlzHrub>xHY^Da6F&N;C*_QL@5ZdZj(60{)5}A zq~~(UXBul+(A?F<57uckZxk6anLAfz@HC>x95k^mT zSKULUh{k#XyjopvOgdjIv+{Ras$t?Tp78t9unOsHERQtYAb4QEM4bw>KV}c zxHe!8D?WFLcDNK#kmAGOm{ zJboc$NW~m|n>&KQJ`#2FFj;Z?rQV({h<)P1y#O4-FFj`1J!h>8M;iE4lYNTVL zj^EOkyG0kWL;n>fReawDi*DM?(@kEahQlbnN77ZUv!=CD>!u=LT8N?L2G{x|Hw>4A zNXmePc*hX5nlu~=iAeGDsy9o-(gJGW*b9-hvhglEe8$-12@LI!isG+FL?;>) zELU_#!>m9(LGjRd&(D3j?EKr#j(Xu${KNZdy><$-x$+!QhY#v@OQq6w${GMn7bT?Z zWYc-p(iU%ET4%aqwN4o0dvB!oO<=YVL;@D3ny%Jvv*0Pn;*_33$-~+{p(z@Yn)qK zWU&n~kG~3oZWTDgV9|D8jGeqK znu5J`3CkHmcSK4svGYe%K0#_?Cl{{)s%)Ib)1)iHi}`W{9b%~Sm4}%lX1`)Q-?=|P zQO?IQmVVhMN17qVkG$zY_O*X=U{rM>QJJMOEm{Ajixx7saZt%A9oHdK;6HRwZ>L-q zU%(*be;D$OWvN-iN`y)kPC%|T zNUza+V==9ek;UqvL!WeD7#X83R&dtoZbt)o?c=Hvd&5 zkcsmcJ9Al6?>g2%+G?VDYP#;%9?;L7Z18S!)yyEFrsW7|x2obwJZWSJVWsT694XIQ zj8{^jqxyWj7you62Fd-_a;{!^puDZ3X2Adgyshf=cKT+rylDWvE;Dfu%BA^x9FxGP z$Nk#63b!FK=l@PKAua$)H_>9}@f875q8khn+=K4CtB1RKxO(<4i zU5;eju}O#w45#B!ud=Vm6mT-p#K&vg@Mfcc?}s*2uCoJ-W>hyU0+0BWS+1qU;3V=`E$Hj%*f#VRpO~>5&PB(tk;e|3p62kgnY!>m%^} z&i3}<{QJhKbdF9rK|x{=2!sL-wn4IyJoj=qQOgM(jQ-YmE#Z5HSYEuae8mI3{APZ+ z(PHIO%)M2h>VS0P2#Y|hRw9IbRIUYb9U`Bu>T3^@BNll!b@D{?%d#L+FFA;B|PQ=i%5lm8qIXXhHVLy#*5B>c0YbdbOmL zs6ex96KiiT?^607QQFFGK)~sm6U#Q6D<#d+y`%=M)=o?vqmf?@;WQTwIzwfiQ@I+Fz;7 zUKa180`V|0;Q~Zd=$Z?iPRE}k19;~QcxJ*v|19!4YLx;O!VR(jmM0j zF0m(612V=(3%^sb+Mw2nqpgIUJi=dXe<7FL-LK(JcVhH^RjUd5(npBWS8q8TW8e{< zqQ1l}P4Nr5mS*Li5$fJ-?IlEIs_z}-{+``5UD51?aBfGqM6BX2}eAF(- z@Vb+5-FP8a3bQ=kXLiL2wGU5Ny!{Ry5_0aC-rVE&@9{uxJRjM_9P3c6lCYY7hUTM*42T`R*l9>jW5$R`O7dU_vy0|V(`n7N&U{;0ep-A6te@1r`Ln=^Mpo4(Ao)_a>PDxHAc-CYw( z0S!GY=;U@t&;7<^mw*sFo%t_=0bWV#4vv)NM)Q%Oct#X7Pcc{5zo3U?22aY*%{#QG zADjTaDIm&1u4ugvf;1hJ@)_5OZY+Z>>-A-UQ4=L#b*^mT%8S1MM;J*x2Yw{^OKt5< znL4g2mn9IEhyuSU=yTY6eHx1JnLIY(70%qGBc9%MB55?Ot|=4S4lw0xnYhes|KwchGX==?)x7V`Kg zuL>8c62*51KW6Y0LG-p6Xc`=;{ZI|(*S=UOq6?&q)7Qr*I>D`5(>vPAzl}AL*(=mn zR#p}Z0$sLu>Q#d{jBShZu@kXbOU6r2&zf77b1DE*2B+7mU{n7v9g(3yje(gNrJ{mPU*&?WHIZ&D z_S0-gMgAp#xS0**iSi7R$pta??FHQ|6%k%KteQ)uTwz9FU%rbHy1kiy?_VMj*FW0= z#2#Yy>Y&pr8%xon-R+`9{Z)wu1|DF>GG9papzshEI(XdI1m)#pPDBJaPC2n{!+Vr9 zyT}HIcH%=E8$5h{9$w)R8FCT9dey|g>5Z#UKyxa9*g?So-*)kA|Ev!Cdw`xBsfSXn zKcNc9D1Nzpn~}z3+b1FT`n7v#OuO|qA1L)T2R|QG4$3twP$9)JJ&tocwqJVlb)-H7 zZE<_7oC^IVYq&zroUnMh*X2#&;oG=U__@%8UZPe_oE0DD{tG+4$d>T*STli7%xr}< zs0izp4MB#R!Dt-^_l?_g-5C=XcTIli|Iz*bi@y`$e^*-a`AC#;Z>wc@M>~b8%C8qO zcSo<#0#QW2xT-sQky^Y{UQXI-!B2V{=tW;!?fEPXvPcVoO=2n(y@D)vuUtD$E9P@HSvC4&n0~R;<&I%NN^G3zlq$tt z5xJz#caxqq$F9mFW+si=+O(Ds~R*}D=O;` zfPq&5bXlrH-4&IHADlIqga${Kap7%k!7?EFSSH1RvzfA5Q7sX!VAMz(7OQ|9{?7#m zsRHlg$2wX)Puv&V&*^L8we?`YWX*lspsh^XM9D?R&oMf7+ep(N($tv4 z9thlAA9O@%NHV5Arq|(Tt(!~ifsnz1KX@}-KEPh-4gVo}%#0<9)$xtKDHUQq<(1{Ok0pHY-(DM=Ptp zBOp*iEh=IiB z=HI)VT}0x`9!1n*LJ}If)baRqb4{hbvE^lZ_N1f{!`=O;0Wk)<+DEg`Mvi0ClMOVr zY(~Ce6)gok+Nou7%fT9TmwI9-gzlNbIMugG>Pt}#?0h|^$39JT}| zW2rs5fL+G3AOKY4FvS@b>dvNYvza2~Oi-tg^nN;3-n48BFBW) zd>*mGur8f8SRm+OcL&K)vNF`m<8n`x(~jx)H^R0zTIFAC>kFyUE|;!fIURn_TSmLG zRfDvFxc^ELiB(n?TZn z&^0(acA2$XZJ!`mou;s82)hs@-iLR-RW!Kb99+(4)2Fy

*Sqotvaq&E@||$kw*x@C?$N)a?cs??RoHn|0+Fg6zuM6F; z+9!e4wdgz_w%h|g+SmAwQiJ`u986@9c$hWDojAFz*P*o4wHi5V`Xg{{{pu;;ZjS(} zop@NnXZ%;5vfMxRJ6o7YF0kF>`7W)p7(b2lEPRWj-@LM2klmT1X6qhl=RhSs43O7} z*$kBPqWIi&+5SL-fI5A$_GDzX-iEVk%Vo1k)PDaOd^0^#d38;nsR)E#NfNK@-vLS7 zGiwU~GXdlR$oXLI{}W8Y)o%tYH1Q5RjjI@r!+t9MuWdBNS12M(KW1ulRdc2L14H92 zmKUW$_#<@xG&XQiOqzT)sP@BbwWYlbqo@i@Ip`BA%kS)vaBdolmB^Q8*U#}bfG@ChG&cx6ge!ajh#^*Ts5 zW}ThFUcVF8M@!?f6_0fyQCtWXG^mJw4pK(+7KIV0#&7*{w0g$%Oa8umb5De)rLG`) z^QbM;TG`rcqwq%{6G#W7is>86Z`J?1N6`PF!>4Mo6B(0i+J@GLv9%8>i<9pM{QT2|9si>GR#qI5Mua94M6Q0npIc9P#gJhJDxh1XW3gAC(8DFzXCJn1Qr!JM?!~AE z*>>u*@dX%#e=Gu621)5-jps|Z+%gNQ=flQ8lBo!x?YOn|wX7$kVvWqB`BGs;0;HW@ zvssvRG=PHeZ-po(gn~+p!|8auG`9i*nhZrr=^mh~-QO!32YK@P#yGme%FR(qHK*3k zmCImg&{q(IB^BJvgpWRHwy4O?b`opOW8r`4oBR}=&gV)S%CB+uG%B!+=Dl8rkxxRn zC#Msg7v={Irwa+LRQJd?)JAsEIxmDDXT5vpRrTAy|4$@wQvFsW`N&@S(qs6Z$f^$R zAljaVCH|cA_YD`R+YC_<;L%vLO6ofw z&nL`RYWC^Q3VduLQ8f04TmbfLKJ2wONwEwUV=?2~-SLFh5@xS?p6#5G=sVq-UAj;` z%HD<2_h`r&0{pCBJFXA12q)rS3e`@z`fJ8}1@e=b4!mcJCTLVPXlAn^x2Hm#bPv+^ z+tWCmnY2v5x++w5Skj1o&07fzv(r3#5-3)D)w|Wl+RHJy-A_aNn}@Wq(5@yz06)9a z&r=c8m6K}8eI^Gkc6vJXFZnme{W&sFjKFnp_PbI>j?QA81X`H~UKo23wFY|>|Db%~ ze+!>o^3R%ZLxt8WtADUY5_V?zPxBoLy?YdoJ>o^}&eE8PYD# zssA9q1>Xf1tPyk;+10)jm(uDsYk#*V!hS> z7LCNV8fA^xSq)4`Icq<#T5G4B&cWmJ&OCL0%*})@Q!eYDSV;CkLT$8oSQG5Da;Vxy zJ=)}$iF$j=q>>vs&_^x=Q5{*Mdtf+@+IjEV*k;^k^ogE@{pXGGuQ^4>e;-W{fjJbP z)c3TiSX5hgf)M_j+G1gy-LJI9;`6bHZLDn|f{tBH4?TQ0(Rzcay!cPd1fuX=<%{$k z2bFIq(z^zlG4*iu`gsDNuTHf0ZQx2q`LDeed9ZM>(~|;hQ~1#C)y{^25Bx8fDveI; znkXX>9E90Sy(Da^3q(a9rv>4+3w(aQi zg2_%nVkE0U6B&lR{GW#vTl?3! zKZcGMEb*Vsi;o*1O`bhyt=XWQk4(b?U_3C2yoTp_@`!#w?G6Gbwc##Kqr%#ggV(;f zt5(xsoQ)S(S(Gyc;SZ?;%cMP8G}hNR`{uljUs@EtQ0DZ3&K{iVBdPXI6EGydVqsx^ zAEUDp)NBZyif<++Au+iv^-ez{J1U}wT|hJas}$VM-~Fj@o0Xc!?dDLvfpkWK)qvfn zy}Ys@hA(WIwO^rA0L^b17ZD}|h>Tx!2zfbNtlo)tJHe(?>?F{n93F7PK}`Ds_C*Y5 zU`e3S?n}HCWe-4!6!PY-c^75mD!2*HC6&0OqHV~3_$sT`#1gs5k zeRM^~!1+6Ep9*~3m)zvM-+ZTK@-LO!(>?FXKj#xg14!nXZQSDHdK$k;!|iiZai_cq zxY&U8uDxkzTwihZMeg-KNE(1%IfgG^sq??Xm)h*XX00PkL$>^8f-lV@5SCPV@VDLF zVVknEzk2+2PgVv2jD{h~=43WjE3lf;YQh1+h<3iDCeAk^nky#Y&k1M$cx%kGG6AVd zyoF^o{r7>S={mYEj8(8mse@)s{Q z%`m+sv-_;Mv>yQawI-%im;-G+{k-%ko3E2vZ8(fynqzVUg3kiqFQz~}JhGNNZ0GR) z&vK&f+WlmlClc(g;uIg@Ic2(`rHU@WN`}AnKEiC*QDfkU>m@E%!~W4ie@oZZN*3nT zF2s?z*#0T8pLoIWIqdx4(hCXS!9L_~XY1~MMH-uef z2g=!CJe`pmVtS>4`+@IQH(qScTTgLQ=dl>L6#mjKRTRmMb2VtOiY7DjYZ`bSbm?ev zU!IuB=m(v`fACgnG$xQcp5h4!OuO#bbfYZSc+yQAyDL(w`ijEb_o)thrM4!su^g@Y z5}03I_0tku@0I82RpRf54p8x#4Jt>R&Kbt6(=(Ycy=TdycHgK=|fJb~G{f#7S}?aWfmcw*d& zO;My4p`PpmJ%swKsm#-9FSl>BF%JTsXGm;3*hr}9i+Gy5<8xm302^G4icO*vf7y&m*0Dl0H9uztZD289{^PA_8jjjHOx9Kt$mUJAf}-3v`nfN| zB?tQ--)NH&^2OcV{=%keX^%+zJXoWiQuPOonRj(fAQM$PKTn<4i`(;#Oj&O2oa6RhQMJU)a^@eZ3$<+`E?Z6X&9%D#n54k zBaNh57;~*9Fj=!%3lxiERog<2FlpO6fye*FNw8TX+HCuPmjGC@{G3{yuH@hGIYg76 zo#RnrFP9n&2+2t_#N)<4P7Yz817>lNs116;+aVJ!()t#QOA=wQ%)zYnOe5X5j*$wl(^Uzr4X<$7Ya%44<&tay=O_QjNDE0>h#=GyT)Rf%u!>e*Z zPG>y-RyY`=q1i1RQ1p=#>~R;u7s4YIIOO!6g<8vF-uI2C@~lVJ^8OTRE{;ad`n4AtIa7&i5h zZ-n>jOjT&)D&kwNXMp1L^#h!qX3*uwvM%_sFypzRe{#vWIpdP`q<5XeHO{N+j%2Ql zC~M|0{JN)QbZ}r+S^Zj?+Jk1Djb-7Q)!XYP;uMc-?<@Wtfzf4OUZfikc0|8!NC^ zbyH$2x`gX|o2Da%Q1ypty7k?>g0>nIf+M`+dzq@cMmW*>@JUK`OhLnayMpF+R}As- z0uBQmelJj%C})}QIO3xZ{97ESyQZ88F%knZ`DjWTXmN@hmpG;Ss@;a`kzA)C5dGsw zB!i4HfuNJQ`J}=LUYU(o+t{F6+cS^n-a69tTQ0YUnQ(@!UDY`b1mb0%TeE`^7e#Kh zUGF>yY^?L1;N0PiF|D2Q-!Ul;*R$anEgB7G1-{%|`027d!4mUhK}Ta6A%uXri|Jc5 z!?W|(O4ghRkmkf>A&;@?QX*4bR!ndl4i02I2?-_Mr?rlnd!QRXpl_@{&AVF87Vj}P zd@&cC9@#XtTQgXTQHiAzbJu&I&|Jed8GC>7=@Yxz%p#m@UthH$o`2DE+GF$6{=3K} ze{1r|Vm7qJ=BUG&gSq0iN_P$`hf>QUj*Q_R;XSK%`G!;7nH7q0ey~{W=e{Q}={@e;3MINVAm5G8|MxmTYpj6%^waI_1Qr5m~ ze^==s%4n%ZhcLv+HT1h^I26e@R>}%9FB0+77L4(QmqIecP1Fc;q9!`aUznk>;nk}n z0O_PVkXxgDOIOB8hAZXI-9fDfq2ow(=`JHwHH}BHp5b?mPOe}l0#329BlOaa6+4x+ zO1v>QPQMQhwwXP(BxiWmdA1JULoLDN?^etPGHyPS2p$#{;QSL;+97}Ck2adWD&{p- zl^lyHZ5tk@+n;z0{qC^DYjnOoAl!Ya+eME^kM9Z@)qTwbqokLqRHw(? z)9;y4@VYZ#m@GBWquwRduu4sR4X~z=Z?uw28BUzK-}`x+N7_I#I2t7-kssABMrmjN z@hO&?dLDJYq-+hJWNCJhQ0y_6dzgcgYM7mp+(Z9Z249{K3ul|;NkA>ytnc%?X*rer zPlSsIs7zOSx#TfVIRTSP1ht_!Er9S!s-Ni zZ>4Y=5NxchQHYlyKr6wD?ypz5CeccZa0hqQ1G1ipKz5}r@B!EA}6040Z}PkOqcxD?a(SVqe_bFVIL3ByYj8c{dRG&`E~V=yZy}p z6jNm*gZ}w^Wm=Q4RZy0*cf*61OLPGZ(?+KFr;j(eVpg?vC|Pd4ylJ`*tv*@FiMP}+ zXIV)gIhiw18JWP1m%baSCnH+~6-yXY=X0FE&IX^Lf$?{H;#%5_GZaUegRVz{}3&*e0FC(JtK^QkE5dd3sFg;_Z7S4VXoF5sn~83R?UX2R%G z6KE_=i8#(5IzouqlDg5eJ6`vGNV`NvN+-F!y4}mQnUx$)3nPe!J<1d29*Av&>`sEjFO0x~i%_P^2}c zqCQ$N7Xlw!xQe}C@@CwU4<`j#(zX`k^Lk)^CnvYBvEC7lC>9F7n{9Kgou=nbGw709 zCeQLnw`#BF^L(6JaG*Ft#^>}%mPr@So1Bz0lj|gyGX{L=C;2?l&z2B*od44``Y!(KnkbB{FiRT)2c3JDa=@Q&Ix8cp1h&E4Z8pv!9>C z+U!yE{^jZ;xxx|m?I>G;2Bv^;ogqE}fQ9OH4t=6#fY_l} zRx#Y_#C?ihq1BjRmwaWfoJBdCZI!>G4VGWa>K0OeQ;3{7^9;tG$DjawL1q0HDITxb z28#_z!KG#Zu4{2xZZH!xC0Dfv9qpB|UfcRLr6yzug$xa-wTCU6t+j+wDv-i}G3;uw zNh9TvFLTPNM_pD!9o$#!q+n3Ix-fuyT%;ObzVifuN#5BVZSr+9{}zp^HrwSM>UK$wlsYNbnNJsZl=4xX5r{1|L5w(G^%JNCu>xU$Q|+ zQY_e$jZIUo{2~}=QVflBjw|lTsgidpH3s<{)F_vTxff=?k`uyq8(#8Lk}d1o%^op{ z{{8uh*qq0(UGDv{ZobJ*7-GNeu44MykC+Y;v(jrZiD!NEKTG3{#DfJ+p@;BwMtkX( z-;SCU=I1zTthK1SqJyG{&h@FbuQ2s;Cc_!+JReYQ5rqGbtJ{YJ8BZ(D==H1 zkxqVbFkPQMsG0d=DA!}D27sZM#T8R9PSHVO&bMov1CxZ3^Ky`qnYxG)_8n+Jrr$mE zHdvgE=6^n}=2igS$!xu%ImCDjQ>Hf)P)C$6C@0uI3%fpI)~i1pBF}^`VBKo1UA^}8 zPiBqGD|{tUvR-Zo_I7wNFgPSwNi4e@etjubE=X%>Fm_z9O)xE%-hqb3X*XVQs`Hp5 zE2Ouqu%UdC*E>LInjaj)P9b6slNW5p5q41>3p;(2#+}nc!~3Ezz66xxX_n`Q_CaC>X6MS_EmRhpN~0^tide8cfSuEzwS;@PqH3-Pnpd$+t8`X(yUYBQdT}W)!=K6e#NN)j%!t#W zd0cw)7$(o`q0e2h=oGXZvD_okkv)^aVa`#R7d0~wa11{vi}*1YwoC?1DM$B(IuI?s z$G^=5@4!jT!k+MGK)k0L;#ex$z6`OuHA2oQs`c80KAs&-iy11L8p+ZaZ#_}cF8}as zEL$$*nZ?VWcArrYOio^N&Kcte-FCQG!rc#7$Bg80*8IIn?I|~%3PwvH`(Xkbd{YRM z;3!NX(!m5u$B!k^73FJKPI}o4*6kHY#~^&@hGmsPHbWVJv$c?yjYr{?Bhb?{l-$w< zQysw*E`}mqg$Hqy_C?=_`?wmj>(x=PSx?={#}v~L%>YF?c_)_ z3xqLE4^)(b1^R?+wblE=@zidr_%s2lAk-`AHBLDqwArgVU+UE|P4`kX{KDIhyGF>R z0>vj|{qkItqoqs5zvVAKMwp^V5=Clv1K_^OqlH7?M}A{!|aZ+ z&(KgMiWaI+9Gw)HI2h6u2Fr0#Q6l(l6de|GeF4zXTY+=>aquu%;`tn{mU3*N%Z;YP z%(Wc}cn@M{0U1?LiEO}1=b2OIO!IOK@q%i%+* zOwl7T)&;w}AI(pf3IY79WR<94ttBgtqlV$mag+z|`FoOx-oGsg?|?rE5gB2y;4i=b E3y89XlK=n! literal 0 HcmV?d00001 diff --git a/documentation/docs/get-started/access-application-name/terminate.png b/documentation/docs/get-started/access-application-name/terminate.png new file mode 100644 index 0000000000000000000000000000000000000000..efc6e13ef9d6e0bac15ee257e64b428d37e59d65 GIT binary patch literal 351171 zcmd43WmFtdw=If$LxKd-xLbe(cL)RvmLLr@p5TqUyCfvII|O%a+zAp~8@J%@Zm;v* zd+vE>ygxVj^%$cEMU7(D-c@VQIoDhZzJ5@W0bl{K5D*Xma715fG5KG0@;= zvXX((2naZz%q1m1$Vp04eXzGNF}E~EK#=_!mw>Jrqe1L@#K$S8>G#?wumvURrMNT( ztG}fT#vBrcw$`TsYdLJWF93<%^AzX%$6qQj`GYGiB=pr-qTN_=W9d+ z;)me7wt+p!D6rpHBd**h{7GYsIFt|xArhxgOCl%}!5$mIwNRXa1Id>J?Shvp)QIJU zByVIF0`hR$r?7&Ua&vy!tikhplYh{jGOwo!D30?~)b`*R;P$f`HrM&gkX@=#l!WKSFJ%lsbhalz_+K z#7@fAq3B`lP1TQUI;T`u6LufZWO_Zm*!`%eF|l05GecJ z;yy#v2s3e&-W~lys7LS?^BOrCgGqWb2sbQL{LQ2f*;r9|8I^}wjjNe7g)2$}!n**^ zYi$8;dBG|$mMaENv`-1UZ{=oJ9`G(d9GT}0FwB02L*8^InnVeQR{A;Z7o~b;ia_+0 zH^)Gv6!hVqhv4jof%M}qqjL4i_3yW77E&3Q<9wbEpp2qE$e3{s-wJ0#yy4a{;q&7}M#23v!`)YMg0^|qGQ9^Z1Ig}&qZrp8C&(r6j46HUwh$!R_i5}<9Yxm*Kty>fi$QKk#qfpx zQ%F4(1qLamL}wHU9ip5hXB64HP^Kt>J`GvaDy&&wOG%3;%E+!h%=K5}Ul-mTQj7Fq zuZx6caZe)f$Q+ElVItkg95cfgL>+pIJ%;c2yb-5V0y5fShU|_c5}_y6G@5TFhW486 z`&TW)G7{3YPj;Gu@nOFz-82P2U#AQ%G`a5cIX>%Za$Mpv{>DiSYU&gr3u0VDYJQdx z!qLsQ(sY8>3~2kl+;w-Xj3U_aeMRD!@fafpLm=>FAg2VqA>-<^Rl??!M$GcB?`UGS z#m|FWJ_Fw*@Tb(r)_<+fn33406Q#P0k)G?V+xO$X=h~pjP2m)u$`<^9 zTqrlGvnydi1Wk7jbx*lfk(VC;4=6)^#J_|1f#P6SVAGmI^Oo$LiBxkPFq)#Aw)DId zBx@0V*NL6W^JngYEnix{>&c7BwaNPw4~;rcY?@<3w;&o2J~RDs?>xz|%8Au&g(>E- z!byPwhmZLh2|pm^15+D&!xN=2krEHxI{k<&J`jgexwuW?5=Be3yYji*?d9$2t;B=W z?fixEu9$%V4k=m!wSi~%Ob37WHZK*BpX39Wg`Lc%e{N*mG`^!9%VeS%MVT+mW zpNW?W6kHh%scyb*VK+;C3tv9dae_ao**N~%4m)95d-gfXuHnRct+?k%QIlbn!Ht1c z5vX{W_&aYnk3i8h(VADpcuuI_K&_prqu}%-y7YrZaI!!Oec}-BytQ*j$?`&{@VJgi z>(YIWTRG|k%}<)?Phs6}zEQ{r8%O5;v=7^`8(7u~euc}Lq26ur`9dp6OG=Bmv{nnM z4bT+QWYkUoAJw&fmV_G48_kzgnnQQ0p*3j+LcO)aml{H$i=-atcWQSw z`=kdM{3JrhWbes#$*hIO$pgr-$suIr{Lj;7l-!h3QUy~#n%bCFIzZ2)h$p*yrG8ia z%5~s2tXVeO*-jpt)-^99oBlK{IPGDrP)AayQYT$!`q{EKCqheL^E^@caOv>oP-wv> zY>HCI+j3`SvywwNRRo1%ib6wpC;fT)nMjIohDU?z*JfUi#bXm!<>SYmrm4H^i1LVq z{H6TfX&B#xOZJgdEuv6*ORQH<#0v2)-}2FyWg#ERCz>bZM<29$v~|>dOjpif!&I|{ za63GtQsf)Id88(P&9_N!wF4UcOZ{&;csi~mEhPe}g(N8)Qu!NFTT)H44zo^2C9`bm z9~T-H;$Odd#aSX;BBCQEEZ`}5y@;{*CG|_=msZ)MzS$_YkAVf-1#usz-8O|0%j2i{ zmR#-^POQdiwtsE|#;!i6eqMhwL@++)?~* zygyz1l)?N=ut}GyWJISVzYudR$joi-HePDfYh-K>2~~P8{oblSWwK&Yy-+u%Mltm zQT6szn2*Ip{xGGvzFF5T;HL2A4!aLE2{k15c3jwe-tpTGSH4TXj*)RynZ#2kG|21J z>_!RoN8%4N7EWKvBjVWb{_?o1(16h5Z_C57Np`k*OA0%K*wv|~Y)KdObU)UcX0I(f z_F)1bhZn;Qd0ZggDZ*M&gP)D*v5o17OxBSU5%k{gT!o_ z=PP@C<$L`#1M9}qZJ5_41D`xAjqL95N9gwwJXwh2Gm34?3reml)GE#w>OQxX-a6ZA zT~=Lghz{_TQ=GO`rVj%bt)Q(?sK?;tt8&S`SSJw=u1n{A?D=W6 zBXFCQn1fIE)r!Z)RoheKO&1h-3>}PDg$H{wyISj!{4TixknJi7Zk4wCtf2~4-C8{f z(M~~5#(P-5oG7CO$rMEZDRjNRyIYP`cC69&-f0`LwJ_Q%37e(C-1pXVVl?I$YM~jS zqE4GzUow=_H&aEu8IA{|svk}9GCpTOgpV9rSN*SoB->n{>g>Meq zrS-C->I>Ql?4OQkxM~dRhqcVPvE9st?Y*3Cvc|9xZbd=iwW$2<(L*cX(WefIoTIwnFwLns@GMSh4Cd0O7oUw-Y4p%r;9Lf)qQ z*m766zawrlOX==o>A88m-zz5h*gVQtSbo=Vf3xx}mqStS(0${g2rAb4bhzg~jcn7u zoZP(l5dLs@em8j)fo|eSe>Jvl*4Ge@|*a%g|f(uhn5$p1Nygn$rYj)3yNuTg@3|ML|I|NQx#|MeXy6Y0OMz!uI#{;y-??LU`p zcFp`53DZ_q%K-u51^u57qMQodF#>`(g50~eYOaX;i|7WV8#idjGV>lncBvbd_?#Fo zpP6)G#fm2x$4QVFC#ab1_=?58V2b4&V2K47mRBGJR+zt_Gm35rS$l4yefHFvAs`jM zK{U`ImySm$$Jg3)xA;p?d!(f*D90}hi7*oZl}Q{C>x1uK9*Q#(R=9LJ{bu?2x4-${ zH++qRBYYCH!Y1Xz6Y^f4%tsvxGE|uiutZ6QusrKR-zL z5`@wIdH#M%tnKX%`HMU{Z~p!r{?{`6Oev86dH&-0LnV@^5c^ zUkj-=vPR@n%)K#&w-3b%>k=)mX~YtS2Je1X23qQl$GM69+CO5-90!%L%hmT6;3xjB z;iiGI*bj}f`b`73_9D#x{iy$DY;R6K5yoSk+a2ZLKGZs0s-F*2&fLRq|7oLKO8AK| z9OEosw%A@B^rQ?vKuM2;%LM-kcxIfCJd{@4rjzXC{u%t*+3^il+=$;gy!q!L#OLAI zVcqm{>)!+4ISNi9O&H1Fvi^DR&#}X4WPXSr{huD?pQ%@TLm_cpk{Z>)`R5@mMWZ&wcl4;OlUC&P^=&H#hzt z*VgF5g+**MBcnGGcWJVfRJoK)%-zdQW9Kx&eOuR|AQsQcfCup)-* zivyF?fPW_U87ZV;-5N6X;J+Th`;%Ye6zQ?9A^i(=vCgqidI=ns*(3+tfq5r{s!qbY>w2MY7jx#EviUm;kI{CYQ) zH^ekwk2a-^HP!~(%uj}>g7QyOi{S}ssHQj%9>wV21 zLdkF@`dxj#GAOw=@!Vt980iwZb;fw$xBp-5r3yaGSLt`;t*)z5CGJNeC2YkV(~pAd zH}{DvNQJAPh+q~<_8=(ZA(RBOEne4qP0n7A>sVW7UiSAJxYHnh8iJl>63xc6=nG3 zIpH-jqU!>CPL2`n_Bj>ZnywN$zK9at48ey(XjWAL616^p66v#ov(*?zy-pcrrH%?( zyzZQ0pRkVv5!(fdpWFUJ6&1wTGgrT@w(|Zm90+G|CO%%1#wP`Qk5!|STN2RJ{`wAuz6QsUk{9dctnNuy&GhjFD_(Y^yU2Yla1s=oU7Le5 zFArHcyD{DsoCIlPS!zG`e56|UL0QjZ^L^&8ax%+|xGi<0*sG7nkE{B4b95VZpYXq? z{0tqA(`&wc?0*&De*oUX@8+y6A@l5`>vmQMy)T)#ZUNR;IrHN{{K(XmK%p_@@@3qF zUN)&TtK%-_2{*%-&_Uk9!F@c06mL!6&I{J4#Apm-hb59`I2s~bWWNW zfg+c5!?IW5w80Q-%@nxI&h;JzyemXYh}B6PZ9MOfAz&%%SRc7@V$dUkw~ANS`b9m6 zs43aFTwCuo$xjV^ub`@`sut_{h7Q7Q48+zvK?&%Cm*D&|s>ffe3qM`vl~rhd zU5xEghrR`}9PJSw1p9PQa#K%Djhv8LFNRAwDuq_nt({p`hMO%D(GyC<8kv~*rBF5h z_eua>_|>PGW#w1TFiY70=d0r0})0)*LVM#nZJVcDCww=R{69(zg(fEVOJlI^O z!?FFxQzTp_-vwS^V_^Xm>Y7AWAw_40Z{P{cQR`~*-zG3-bhb||SHD-$Dc-qh<*HdY zXBXuGaTAdBF!>>)0?#m#ZF816c+zy03QzarjO;OzUcOYB5}=y6c@}9XMbSi?B#rJyrW7Q-b^FNe`Lz__dpy|>FHX|!zrm1HhPWnN*A6Ox1s4lZeAXm zvgi#R^2h=0!>_HSS}W2##gt(9DHMmT;ULlFR2R{I+2Mj%F${_l z*4EbF_U^Z{BYtlr=<`mPQ#FYAZT3V)!&U zSvl$VB!da`92#_@ZQ@^7sexfwBhj&elKu`nQ#=JRA8L5>LEqzi9r`wX zB_&24eJOX$F>M=8SIStskNsa68Jqq>ah{APd>^!>i0_FjH>$-VnUXx5M|#$0g7^N3 zS2oSeHRsU5Kh{+#ve17+3gdmQX~a-)A$DCR$bZ5#{P3d~?NivdcIpr^|C}5;RYMIS z;oI%(wQ&xi*$X6~u-AH&jO~OXUshEW=O&h#nwq#xu||0?$n9w&<1ujFx(N`&s2u-| zavgQK!|GrT%J8bi^X8Nxp~kQaO(B*4xw6QGT9f~jB70_ljAQV$nwy(IxY(mBf&CLa z@&)P6OANO@M~J}4_`VTyNQ1#(^nuzo54eoB>7)2tSaYmzzwoK2h!DQV@I;i2+Z4ns zk{g{dlzD9+`2mXseWSsIqD7C~lyB`G-?mnc$i%CRDACHkdf*-6SH=(|>g$#`6TJ{I zA~zBA%vx>(77>j*mXEqx)I=GqAF5mh;(cyPF}3C`mH2bOHLABb{0A!QTJj>u>x_(sC{yJWTbxoH@9{YZRl8udf&!vYcI2`~cd;B#x__NvVOySyTf2NXz z&svAf-I%xuY%umis{a0T;0**;BK=KCR<=F!Z9rsnw7=6H%y1%4G0(qANfQJLW-Y7l zRI~9u?m!xGD`s}nIOB>E1e@P#yyiFr4_+&pnr=-z_EO0wOQ%B*g&_(Latd}oPI9}H}Wui+JvFtMkb zk>i{7q9Droo&1b&RV4vb$zYr})FvTahGCqBTji~{SP`PPOxy;RLkV#Bu3Ppd1!wU$ zrnxM+F%Xt^!NIt~=vVZ%9N4q0V`lk&lW%p$`)+>u_vO3|p4c?{h}e@bd*k+xts_yGto|bAfw#-e26JuEw*N;~DF@h6y*G<4Gm>r)0c1O3v9HDoEq>(>f%Mh9Gse z7kCukV!!57WxKd&p?kPGjEH0s_goC&iX9c8gF75oJA+2C8o|tUrX%Sj0`_z@p%BPi zt=0T%k4sBcEe+Ov3k0VOugkY8Dk_7s(5eHzWlsVMKFgWcjyvP1-fhcj?NhC|g4DvBSi= zySwv3k8dybhRiPD?22P=Z~sYgsmO4*$!QP7Ra(|WRL{o7*1gc+Z~`Z!Ozk@B(Tm}c z5gYXkaIe#Fs(@yLJ-uVv-PMuJzLQsqMbuuFXrr(dIO@9PYDv=An4Z09pR<00B*Idt zx+GUV;nP}ASkxl-o$E@w-{#D>blGWn$qvvWco7d=c=MA$`FlF|=Gj!S#@c#}GH;Kd zpWx1$yk2)B2+MKFz!X9WC?4iC`T4C+?N5uXbPsktcqNnTeg2r&VKg?=kNJX+*%huQ zpSbF6mRmQW#3G984kFT^5>3C(PKh({7|YaLh@wx$&n$H{H4@52(_77mtktd%z8gXF zJqQbK@r)($3699ou%W4xJuho_)ZbDa({T*u;KQXhrjS03p%Ez=zBeE!C%Ib9q%1D8 z`d!9qG(wf`E*m<1&w|)MfS=%X1rozNVKnz3o8ZJ8b5V4rA^)QhB|P$#5R;+Bba?w2b~Rt7hcu15aW^h* z9kC8_C!EiE?r+XWopKE~u-WSop00eJLMA6CrPrK%(P+yXHi6Bj{j3aX6arDf<~GeI z(mHM%abHTBizm!5oX2zIR)1x9910kjno1TISRiPo4CiN=7MpLt_R5-u13gL&-NoF` z%@mS2Q7L`yD=~M$Ypr*OLIlCEt+9cowQwPz+A4IjvQ`GU*vZKWX5dhcXi&=FdDL=6 zBO=n$Q4bTo*%EttSw^wY;^9J|=XJdrVh5LtA;owQF<`jJUP-m>)uKxX@_gm(bWu0o zf^7h%k4%Kv^-4e%Q526O#UjnLWG^K0a*%7}r_fO|0WM*N&*KdMX+)^0B!t2p1AI~s zJt%8B>?G3A88fg4*zehy1*P?dk(!cacWpHuA^G`Y(m*nWt1fmX(78+oU*8@1Jl$nf zwjI>Y+YYeRy;FK|R%soeRJ>=%Bl2QcV2kW?iQ!#ed_qD9Z8(1?j>@v8p((k*r=MSJ zR~p`Xdvi}s>gme>zeHFA7oPU?pDa2T#@4`hI*T=UA}=od{rmFfdF_6`Tkt#^Vz?(0 zD1(+4_PGh3R;v5mz?rP4vX`Q1A}-zKs-hamCrl%xlIHcd8EK|?3QAeyDNB8tH9x&L z4(1CX`nmnc$pp5QkRg5a2wne3CDL(x9g+n$BHBCS)pqI|k_8du#fb%yNqS7$)9Ba2 zVni*`R@>}`+thC6BbjO}Jn4C|hs-Ei9SWxEhcJZ@JS}!o6>?68cE5hCLbQYGF1EdcXhUaA35cKR z9z!9d`Tii7SF6VP6X3!kZWaD04=-0OMh{EB-W~Q3N@2;br4r$k_ zQ?Fwb+%I|9zHGhz{f+-(QdN5)9ro(#q?fYy$or}Z4LVk%mTB1STM*D{<>B5U1b zDgZpO(>~hO_w&HfDe+Uo5c1$M-KJ!$S@-hZT#zzscgnqKx2RYFdTN>huZE*d4<9yc zQFuN*Tn&}^2k*mUZFbh@4?N2^{*krA(!FHl}mQJP-wXm(qB0a%b41;|zRW5%67D_RDD|X~TI^ z*diCvqg1mz%M`#-mwSL|Xu7Bea9B1ccl8X!hG2o zsV3YG@I5c7pL@>)h+@{DJ(G3H?4&)LM2(C}Lba*Wt7^6^4BVHHl^9-Sc)5EqUwks$ z$(G2?%^}QBf%kZt&=!ac1&3)BZ-ZBj0GAeKs`Ky{f(F>K=r%4kf2NZE1P{R>s+6JN zleONpg6we4j#+q2^$q6JLj8|R>y|>>o*s@&<}{zoh|B@Z7WCU$k|8v3LM5}%ZSxi> zYrVBlZJAEyqowUa0jA-<_JJc_W`|;FXH&HzEArE>MjKXn_2ophsdB30xLlsZ(O!9* zb$nJAk3tExD$n@Fkpe3V3#Xy2(*)KOQ0eh>fa8tLQnRhg^7|?K(&pl+0^0fg*=j{6 z!?tA`G?zUXKu3HqnR%MOVFh`kmT9%n;*DIdXx9`N*U^thoc zq4ts;(icf>B9=7#<8kcsHe3MU;7t|%0w)PpnVab$4}+TiNO;>7@iR46zYLDJ0@}OL z=RnXjLIubkgl^SnHRpc5?Wg~AJMFsSho0#Tp3=0b1REMs4+|X$tM0fDCcfETY^oE8 zhq5$IaqATKeo-Hr1ul(03?^}r>X_NWeHz~6jTD>KH-@GVG02SeRc@>F1xc!?SL19i ztnv;nF=;_!VS?c#$8dU>RTHa2+i~9RM!r20znd^Nd!`rh6`P}Zlq?%olXl^4$|`ci z3=d@vp)1wG>cfv^#D5_z{}gHbM8pkRQH1rq9$)4#GE$R7{`j?ofWM$bCr7_!S=f(* zNzX`6|K6AD%j7zWs#E>&=3Ctl68-qnWu=$z`2{h*;*uhzKN}|y!IvnLtkN##9oSc4 z78F?w8~lKv1?4SVOZBD0d}mW!BxNs+p~B`P$mf0Pp8_ z5sv4Bk>e9~X5d-p#YU&q^vCmjvDG<9IY4aMq91&44VUw83_k*vrFl#5@8Rcz&==jd z(f~+fa|xGj@Tg2SuL(WYGEEEex?1EDR$fO22tkOnN|RI4(9UwaI9;JUS3{1=#CrU6(~;i2)e5Rm1d$ zGBhn75{j3n5Ae%gn~&$%LXAuHJmC~iD<2N90-N8(sw%zdtrVqvZQzTUyScf!t2)8G zULp=$8c5n`(kD4lW5(NlD?ylD&hP+CAYC7G# zy<4@U+q@qJ>44*{ze8D%Csmb$OvgUBY9oyh5fL#smU@}*P2?*FOo!u6gl;=$u7~%o2 z1MA_$GgMiSWoji@O2GjPKHM)Y&Ds)S-Y>c9S(HCN(LKm3&N z@5@=!t`Qz4Qmuzspxxa;T}pd_=(MekgP#!~)*_J~PUdf?;Mvl|EUzVyEH`8qizr-WTl4Na>n7?AmD$2!$ z<}%yL`|`4Bb#|+)3YaOs3ll?>+Hkg<0e>UX_R`d)kZ324ZuL@mITvBDAx&7WiBPWQ zfh%BuRG(Dl`wCrFwt|{^jKOPm^>k)6HWNzwD?Cyy6YAkF`^%{-j)rSqOlrWW-H5!OAn^{n6 zJn-U`PW@|Pwc^tk#KgVLVL%=h;l=S>`L2j;N;0R(j{u25m@A-i_q40p*d{~>&yUJKK7Hbci|sMmJP#v!tJ3}^?}yvI+0F$M({#}u>^N3s&X*Srinf;#UJ3i zvrDR{1tzD-aSn(0xh*~`D3B<`Sr*)4UB5aCDJz_njju3vcZ)(9LK0^}NKthMAikX? z6~#1wFaaN_qKzI@8r==f=p^Oe&*v6Zv#MeF`~qHA_fRFW_?dE54zmBrd}USV`HDl| z6v%s3OaSY+u8`4je>QBTV;8Gb2d6?=%9gmV3#ioqkLjMLzeq&f9RsAyNI0t&-S`A&*2^!R?^0o^va9=lp4PnVFd# z+@)?m)C*~mo1@OQTgM)()Q!VS#L2A6r$V(SCR;Vi^}-kw<>buOsOOTImIlVX;j&SI zq@lTa;S~cL8vtGfz|_#Gjkj8q0ab&Di=`;!O;hcHdFne_K!NaNq%t{pvvjl-gb+T( zExxEWWeZ3y2SfV@U*PN(H{XCXG|&NzK5&nA6_e-OYb}f~I73GCi!cM+dAdE{ArKI} zpD6grkrOAQmJ7X+b$U*7()|K3{ij6G`uy;xRF4o-*adY*LWjaMHA7M%_RbmPjwa@12|k6xs}WSXaYrpvghLb_YjGE)V` zA;p%DDp6Oi9-i`s9;EzSoOup*Xc(eXsDsTy65!aa^!h@nvEsx|jMzt5wmLlZphvm2LV zTwM*Jl$MqbPRfJVG=#0RDJ*9yve;r$%;9uEI+z`onqpB|#L35FwSK%^1g&I|)t-=v z_?AAMT$X!xe(vZhoSqm%&&Vhl&Tvc(mmr^hHh4%ePmSZ|>7MJpn zMnIH6oatkW5*XZ-*9;h{=v#Y#B_+e#k|@rqBm>e<7k1;MfNOpRVp2C9r=4*rZ-#9m zg0K{8A3Z%ieot}%{k1|;Jhzi>;w+-7(ssvl!dv(GS}X1ImBqsbB9mH)5qQqfW_tjg zK8%7Zb^#pWBj*q%jl}<3@#7bd65e{vMwjaXF|Rtl-mMzC-mc6@*%E8B2D!RIC2A zf-F*q*U-;<%+Zg~6Xrw0a*3|3yG(F^jbcVLlSB_xV#-`}cg^HkyZ9(ZNz|D9@>ZtI z`>znqFd6c4T}PWdIBSYZby>s*cH3Xzw3}aL%Sd2)GD)acAUF*N+O7zYdBTj&BdnH! z$Lmqjb@6vwck)scj&0^@%&+0O=^N8wvRB|5*;k&h-^ZINHp#umlJ2J($?z37$flAW!o)oPHX+*Lv8AaWvUD zW6OJ^f#zSptb~l)s3;#x3;TxzlZHP-w-0K9d)M>=e&(k+15E}KpC2AJpA84-SsJKY z;YECLedeZPwbc9)Of3i!*W*yqZ1eVV9qzm7L{4$d+=Dwh#MI9si}`ZQ>32Sd3!we6 zxNDLxk5{`C`5(5#%EgW#KT;M=Y>l?Hkhk0|56t7zO4B;ptLZ!LK-jTrf)$Q2=x#gS zgpMbj6n5idyGs1j|CcFYCNe7berhW9l$^^Cs8egvIJsYHnkJd)pJu*iFOJMUDlL;q~J$3xkAQ3k-%PfD^X`_8Gd#gy_gXBW0vIRB8nhE|d_88Fcj}mW5b; z#E~IQ-}i+Gi@BL%_{DXdt0!F_x87FFF%YF8V_a`AXmv)adB&UZtYE%>2DX08#3_!U zssSkZ0Pg)*jAZ#6+uJB0yTO^Voio&09ATt#YIA|P7kUh1Q{B-+#{AaH*7&hY&(Q#D z`#+K4rtEHEesaoinc*nh33&k**IY$KMG6r>cXoDm-c{{VEb`f!=rT~n!I$`q3>*I} zpygCvTz-lLHZi-Ug<5r&$GO?HXg$1Q#E`Gw=x82bCjzf>95=Hm*Khz5r0cdfWI%D@ zHPc0He`?q&DtEv9w8On=r&3D%=U-Ut&k??v!B*zQKq_dJoRPjDC(K*tj~ z|4I{f?)Wg{f4Wof+B?(C=xP zg9Qx%?!z?6WP(IKo2-T(^a28M-UxWs*5hbvu=3?EiYc|+BqkzueN(>X=7oK~h9y9t zJf8YrcdnOH>k`Q?SI=%L4c8b-bekwr_-x|%HWbcxr;uCRFCz(3^U7n3<6_Ql&RhOGq%Q!-gwy+dsl1y2YQ`@T z-u6)Ym_V3+k0fX@`2{WJm3}1_eRrNVJhCAq9*KK2dD+Bk_t?GcKon%>@Im(M~WdeXw8)xDrC4xf)Bq^lo9T zwF)s>lNl?|aLqW|9Z~jDH0hs4+dX1by79_|4&A<7nA=e`7LZ)O=WEn@_$jFTExi^x z;#M{WE{xBwzKl?seZB?cIW-))TIS$njZTXRdVIL8X;$G3YUSM;OfoI9qRXfIyxn?N zW6=szAdI-0&KuSRSKrH?!4#IqA;sAvF(po~n4=u-o%V*7@pg0GM?LD5)wO!LOS0b8 zOw#x)@ot#T{`5$pNmv|r2d}x68Oj}}|9?2N!W3iB_0DP%b{lEpl49WSV;vQrE;5y6 zD*fP8|3h>KZoalP`wTh0S^N_>6IpC@KN$0}cfaJj!}~A%DEdx-P(GWVn_-ZTY8#Sr z>d#W%TYLm>g{a_LaddeY6Ml`rLU{ukRX}>(S&YLk-RBfkz;8Dm}~aXWasE{F{LrIjP4;@P_LXJ z`UU4mTA6gO0VGbrXHC}ncnjfjzucd7g{Mea9b7_X zB9%Iq#^s;`fRmXKajY7@7hRSCc&Y)K^Vx5w*VosN9Ti3D;qJrnxI70B&}&-Pg@?o$ zUaSboP)_9^Q_Gz~1O`69?I%09%MskGjRz~$4#5+<9}SG3(yNo|da^P<0mIFcOFg?;uGG<3Za-|+ApDPgZse8+#dbN00GEKtIJWm1A5aQZ{2H18G-;f52 zu6|kvyALlMR+8T;cf>)x&*g1rA7eNJyCiB5oxZFhWrmTJ#7ly&=S|j!7rxzuv_bSkfnF6^-RSt;N*%PvIeo9EiM{hf7yUP zgPZMHLk2gM<04dpTg2}Bo7-=*J{g{RkBKTi-8&pgVuc@9Zt~s3-nBk{E={mjTEE=e zJK4_e>7D8C34mv$UL^@@$14FnweUZsDme-{5YYHqGxd$dy7@$q4*Hw54fab)7d9f_ zLe+I({TQLg)?&Js{!-LaKlS`8S9cx?i^eSejOFh}qaNU@y8|+aOJu11hGWxl2 z;_hR$yFmZxqoU|{ZX5d_U!JqI)H;rb3o4JdPWPdXEBD@ z6|?l7uTble@Ex7!tV}dBheLpvj39M2xdreOa z)+4K9KKfFuhhqH)7Ba_{vtc2-KOXCy*+IbBh?p3e^_1J6`WSOf4Mi`xOR82nn#a>g zgilRvQ{n`i=l!ugUrN-b4ZW@(2gCumSd_LBi|ek`iu2&>}^#`Sm@#a95T7JMnY)o2l=m?PX|FPHu3# z^Knf+n6F#w#OA;WQRgvec0Kvci=Mt#`D&4&^s!XE3u-Q9TuPCiFl`@2pXR;Z7d0y0 zQrp*F4chj)-MLMj*~;*-4rc|ZLojr^?&1BKMy{f1SMxS)LBWyG$lvh7pbfcEGRPp@ zWx{IeS)-G%`IC&S@vhKeJu*E#y&}8P6;%DZME-RD4zOxE577?b1kuz0@bDe?vz8}L zr%q*|xjJP?@wPl$iSW6nwOE%3BekyYAcMeM5A^k$=4!B@6nyS}ep4pHsbAr?Vvl>H z%;M26csBhJ-eKih|9J3=W>Ehlsiidr3nOw=i^_;76nD@UI96P6+gd*63h z?Y>)n*0{lQ9~zK62Xw2RwZ0t-O$H`5-&bLO@;;_)sBpa`nzbqE1+IJECM6snxLoMd zM$$}GxjT*|5Txp;fj~(XicGfYz%91ZK9s#*e79HltZYH=S+^@`sb1D->q zHZ_OXsn0YO#l*div!42YxqH#80J0(7Or_HKjPBaJ#L4|5-(GOU;SFl6G&_v^G%Lhd zNRDTx?96+o^E}^X^VYDgtT@^8tW98shUkNj!$!A#=lHSzx9!L5yHE-nk%-p0U%=tJ zJXF!U`xJP%h~53(%M*%y11u9U*k>9{to}7Lzsq#w1~)&Q^H-{Yw9@qW+8->}(8nfb<9YkVq9Ix9uBND|F?UY; z!$WG_POd8}Q}_HJ8==v>hIN zy+RVaCHFgIoR^#hzpgS!s=0*m+M!1;WM?{l6ei&%FQEg z4=Ov^B_%p636n|F>-qRJ4?4qj=l;c*Yj|Jvpot@&(^!8dzh-0vm(a_cju^Y1TwiD}Xi5;AV$RbFBPN9(zAL4d&w2Eay#+wn*E6&z?3kGkG3wk#1 zl$a?O`73g$qVTktT>9Go`|l(xt}rciFNlf;_(J%ar$-6s61OqMA}%t^8VS2eTcySt z8;<2|-!%2gHXMY+4(e4h*w|@~9(6b2DTqs*kXB6D{@4Eku;AChOtf7hbY$kw?7rbg zL}eOv_sdl|m}dC;o38L!XR|b>%_S#G;`F)P*CZ8^G30#Dyq6fVZ+U-_H7uU;ufsiU zPuALd@^_;5u@%+Y1V1s}&uAf!S~nrTR2gLDnPPiuOe)MgjVj4p<=h!O? zBGo*2e?e|!V$@Pn(uVY`b^gw=G3loZ{{+S|qr&SSi**aY?Zv!QBGI-6`%A zCpZKR#fv+^Ex5Y{IeEWtpS}Nk&Y5{8!%SvihCI*8TG#qr*G+UWZPi0j{D5NUm82HZ zwo%TCWV;~MnyiL937SDQRvbD#k%zzSz}|1__X2SU~6aUOl1xwxp$*Jj&3 zec}Fq!qb^_s-u3yqGyeY?3ddY-(q5EfarA7Y2+!&wR|DE6-I~9Wlu%eGkqWT>Oj!5|MfEmE@rOgHzEg1jz zbjIXxI~T5aI&tAB<_d)&2c(&x}RT1{4p zj`7}89NBJ3(E4mB+;5deQHFP_eyVGXgbnE@}PM(0#gxw{I#}PjD!fxzl)b=Z@hqLbk3Ig}@_Fcf{~@4y`|E zT5Tx=c_=uQ_PZY$)<@;X$ik29VzJX?uNSB9SND&d0$^;q4E~wy{OkQ=Gy7(8=xnaF zfmAsxP5-@oox=CW`yiG?qNbJfeJOUVN?i?K$GJsk-D#Z{ZWJ)D(@jD9;pt=n;ilk= zivX|J(c~rnh3+KhCzZeSI5I$s4p52QKucGW1ANY(lz&p;)hn; z`8;f>tDp2q>Qg62;EU`dbItH$oQTURbsUY7HFasIi>xjo9-}ka7@oOd=rb3_RpwdX z@oyJXtGZ5*w&Uv4*~(!EZQu0kgZ^VUb-m3@^<>(AD!R*D^P)~IEJ0Gp_gP!xX+iRe zjODIthT|C%XgaOcZcjhApIqcS+9*KepZYK^(RF=BRjxNP5la#&S6CO~yI)Fpmlu!w z>{@Rt0xv+r$cH({QzJ1wu@&G#i{YuaO%GB`0jj*xwE{k7tW6d7+(5i(viQm^5n)X! zXw#c+*JkGfpI9kEF{C>BuDcroz%lZdrKQf~pkFKO-U?lm_bL6;+!0EWWvwgG6`1K#^RtqK zeH(@{Sik;3rR>*$iKbQAC56Sty6_zH6W1qW43MCTn%V!2`X*q^K#Y*v4@G@bQ9wZ>6yDBXby zn1g5YCwlb@LgTBn1D9&FY!GxRuMu}A%~<|(G#;_q&BuUw+;r=Zz>G^49!o4SIJ;&0 zycM&%fxb?}LE_fyKhvYrH!ENBBDuMeIPwyIfZeJ*i%#i9%N+Lsev# ziHHzxBEOI)8!g=3#Fh!{cd6sN-4EG0wb149 zKq-VNQU&M%m%|Qs7k4M7ddL`aV6!!(_4jmnz2(^LO*Zus-QV&q0H*kli%<7w8IuRQ}H_DND1enTAo=O`%3YVPWCw?*yM8g%4{X z#3{(bdzNi41uo68oH(DumS8Ew+{OAU8^&wOVDMFmq(|LH(o<~}G2b6`1>BGf2yz7B zinv<=PNRgSg`{`Ws~7b)8t{gXo2Ro!Z6z_OwJ<>L?TmG8@DR$(>HD9GS65fz8P~O- zE@@#|L(=EAbuDdh8!e>e@qx>IqB1x}9yILL@c6Opc&@$uh|P3RP-16vy6+Kb9l$<^ zsOE|TJ6}CeG*z@95#qNG&G`+(^V<-Qhi+tsR&pjAG3JGFXZ!uF+uEOXd0Jm|aqf9) zicx^;lHp#l6VAhu`U+lM+sy>!)*{c0CPcr!*L%<}dNSfWfP=bnhTypJR2S-gK~#Cp zWI)~&kqeOKd1=_Pc!A;(;`0=%?DcTQ2(ZKO)UrpRT z+s{P}NO7`(yo=9Ye$_Gv`>ss9_(;L@*SDqXz*{ z$hV)a3O79O7>W8*g+D1L=ozE)s`18h`;M~x9h8k1C0EIQu`lrL`(`gi$q_cw)`p3? zCC}sesgie{HM!M5ctLz^AfSM)PA-udMi(^4)Odj1$zqn4d8VW2uUM+qvQZ04WsoHt z!m8ndiBM`1&lr#Fedd_U3WemNslS}(q82Lnh%%?e6DLPZ0MIx)4np<5%62JfyeQHX zOBM5|DM1&rR72SD%#?Ogg!`bZeM;Io>!2r!Wn+j^wJ1F-7-h2DiKj;aUM@y6_e**2}dG-^(PNWo6t814+H>!NE zj9Le&!j8V;`}Cl;xww?`)F3hUYcSkUaESy$Xaj&;K>9KS#90j8*Iqh#KdzIu|7^A- z{?|H4QrUX;>ZtA75aqXO?*PE{UqF7Ar!v&fJl4Is+8NJ>*oq!LR2g->x0&b9Kp`e9 zW3)|qp5uO+0Qf12lLKzNJ=czjctW;61)%5E@4D{uSOak4%K~Vi5}WM&Hw zXc;XlY;Mbdqa;MPIUdPs3?AuvLX*Z#7k8~g&pVwhWka}bnMC$o@?}bsMIYsvC{V+A zNaC^``{tfr|88{HF}?<26}^a!VcSecS`@wV6`+aqM4Z36zieNqs;_%2joq8iNxepR zc`5!>R6*ArZ}p+nv~@87r4j`>mR-)prEkf@oh5@WihmKs-IWzGw6IlHBht-*u3PpwTlx>QB9W3apVg{^&n@ZE zuCsy%af#e+8sL#v{i6jO<(G6qwc*VAE}K0(PdUb%Ed|I1nE8GWE~%0P5JzUIV++gnuxBajL@`j$l7i5l{lKm z18!VK9_7N!NPMglxEi;;5*^rTPapkwsrPqRm`x1qgtthTDE7EFT5Y@bjZf9~m}gk| zF(Fd@g`G0^D^5t6iKOVGf4h7@JS^gV(qh%-vWWZd?_1T<7O?v z-XXm2MT@sym0qd1xp`6Eh@E^@#YE)m0rLTYlI8=vss1*DM<3>(4JPe_*mjSmL#}U% zO#Q!Drg1Z|s+gH_RXWFoC!Vh2KTmnsXxCJ{Lf|D+jc)-OuZOw6YJLqdiJz=u9uF7? z-!XpsiUw7bfLU@KCZI<>~eE`RghL8pFPZ7Q-`(4;>h^*lm`Va2!g3zbkeC5b%XL+!>%D6VEkC-tnX zBvE9Px{hZm+BV=VB=;Mq+>{z6Dm|d2#^Bw`tCGQ~z4qoT6bfnM>H~?j)=;puB%is- zG?=+wft!bv`?zlXYo-vScUqFL`FF*i<-U$}d(|O5?1X9`q1wtXCMmwd(|vj?kkF)Ng-rlY$qfE=j=!%vO z@d;c2j zjk{9n>(_Imp`;|TWZ1?YW7+LyR8vzStD2Uf13?9B4^FoH@t>w9A6-7%nS;Br(%`(h zc}I}0>g{I(oJ3GMpPNt1b*5qJbc@!*qi(%b)Nbl?H0025Q5I$f;Pk_30PK%hKoCD@~% zV;lwAgPj)qkW`sdSiy5STnAU=J!_~P6`QucF>d<1J~;}zBghRBePGm$Y~VYdd$=R{ zOKZ93OP?j|WE*LS;4daRh6~vk747^`^=Uuau~|s{&)j`U=hzSD$a3&}=<#1@AWn_w z5b5cdUi^HbpD&!*7`Z^aP0TuacK#Lj z*K*-bX!&2&)JI;GcJ!R-q3QcWtH|1o$LlwUCdfoM|Z z0?k>Jln6P6L3o990SEcbNpU#1jkeG}d+@?Hi zUJL!!lNcdeqI4pu=&<4T#d33Gb7Z<$R4&c`{O$*lmFuTJb2N#gmKzIv^x4b{zbSsp zWHLXa4%9<$V!l7XLjS#9`@+_sf(y9i(k~#wgbyLkq~;CjBH?Xf8`ji;4v3WKQx_Fx zOIm5bQSLC4v78T_=+gP5W!cJBbhEFR1W8?^v!H-cKqQ1X3k4SSv#@3ZK$`9uKTP?Z zTWgh}@?BlJsk+kr5FGmbGyc%|v?`~KW|Vu7yam;R{^%NrL$z@AA}E{TQ3Mtd%cr=K zN1LpbJ(ODC;;1uoXKHGi0=9dI(usKqIr)zq8w>px-%g{oe0Q+8c%NycZ)H{b<~db3 ziky0`d)rh{Ra-yOuht=uPJ`&H&~nLYxTY}dS2$S zIb0>qNdvb0-f2av`c%F|Z&X%!wFt65Y&j-L;X=ioEEf_5^O)>i8>D_4iR!~BMcIdc zh^Li(S;(^4Y#n~Rv1MxVclE;$2FT5f8uI?!Ziwj)l{NAmVkurwgG6~11QPb(jie+b zLFSVK)hI?_tNXwjOKzW=>C{?NRv401!P<+3Mbnh>Jya(Uz?C%^(Km_>0_*OTnaA7# z?~@*@#HiG&w>H7|Xt<&Wbd#y*ewxse;b-UVKr{$jMPIe1oUIM=9gvX|l0UioXXAWS zp#5MUbcqtqtSysR`rLZ2r9oyWoy=^inBdGs`;yeX4VBUESYVS|-zcyI-4;jow(Cd8 z(=?Y!bGz;gA?uaLGQHRTol_a15b^(#NAvtY z2jjG3X#wFNr5%iNxvI3(s`c^;C6yVH6|e2MH$=PpMs45KLo400SRn~c$`7dpzE#WZ zL3Y96`p4C0$R-$k-$v>Q7MJh3=O6~PEYhUwRT6`T`gMNzpFYr8<(Fa#sbp^R4=MJK zZtR5Z&I0kLSzgHXu(^T(56-)f)nmbXi-Z?~*v_qWq7 z=UdlnPi}rz3ba<}Y5EY*&^$;5to$lCi;@~Flupj?IPC;HNq>2sr(A!immG-XTK)p$ zS1g)_eHH-6Y}RJQh0oWfA2K%E0VZ9vCH5_Aahnh4fgn8_4FZA36N02+Z^AN|7dbQK zw)C|kC|$F6=Fm{${9SnlGB5C`J=SWDlXMwm^OR9x_AK3-#oDcLOpukBl>}Q#hb~Ym z3J2iBdZyNFeAr3Ip{pNmqsJbblp2%vnfBh0JDw0lpI`hPHv2dtk*#&sXGr9nq&6Ba ziTn9PhyBkylluX$@AVl|KlJW%fmx9{o4^8d8b`;@#W&XHyg*Gj_Qg>;okl+O?AE6s zNmFSL7h<)VnsKjCQ|8}i{1=;R3GKsw>Gu+4>ZSdMSQm&3=E2RZ&!s z_WS^JS4;547F7JB!!mAPtMub2vnDGJnnueMCp{uN~RS~=eRuWQeo?7cR7ij#OJ6?hpyUDiHMAhjFUU%R9;zLiY^C~ zH49OgZrh34<#VsFNxVj(SbQ3_^{;AaNLjPJYp}{eL8bz)4sf1}PDFWi%`_NMRwA!8 z-7g&T$RNMs}4Q=?0m}EgzUddq9Dao;=hCYY+5=lg7o4z)VLH=lD6y(nlK94bRQRI zK^+w@U9r2*3JSezgejBnOEl9VrRBY0tV)SxJ)RBb)ANAJ;9u+;`@D6i@)RxkysmH( z1@xs<&Oj1?0s^+Pixqep_3Q9Eob(}M=6&i+p!MPJQY!Sb zcu2(`Eqtc&;Aw7S;#62e?FCNfMJyKGR$`1^+5fgZ^-)6}2^8(=>12SN!(k5Z@M# zyK6cod**`5D5{*=^td_6g^=hwI#2vzB6w{UChBb7dFmeHTn7#cx^47clXbsp(yH?A zkxyY`$Ct@q5Y-LY+K(9R`h@hdDtBxXGCP{BUa%k63OTUzJ&y>Eedo9oeb90~boA+A zX?QaE803bWfe&OCkAgNA)xrBCNY*%$<-Z_>ph!et6pv=RuyZj&GFW!t`YOvLYMFkS z(j;nV2wR`Qq-Q$|ZhmW}^UZF{HdPM|KVPhAy zt~1_={V*OzuwyyF%XeYLeJ6Z}eI&5*q&;z{O`MIv7WMS!~4>akdPm%;c0g4Yjh33R6 z9aHD+uU%l#fzy@VsuhzKhQwi$;NNX*3~i5nNaKV^#Kh8I)n0*J?$zHclZnLb6!qgj zfw$M;4iUw?CjJdJE5UMI2?u_Y_8r?mzWElj-2ev$BjT)>OeDFI=#v*u0Rrz~S)|D}wWr`oC@JS&hzwSN=3k9ub~`CfU}j zFTW+*^o2Y%X?1U;8|O!vlnn>P@!54II<>#Fc`ZFk_&&md#}v?IS&O(DH>oaN|K}wxZR(?+$OTvWQLE%qVcUHXsxzgYdUXg85kNmxsHbS z8muuRlt~cRBnhF(vSA#s0S2Xpa5CLJ95k^{syrzE_r)`h5_sUIi}p5=L!G{8S9nyO zd`(2C@LXJAXPgO-)S{oFtG9n_apt9{{Om{+PFX|=eb)#-44OYT zr-&Y=ahp&*6J(KXzvSI`jB&oZ_j7#hM*G|~sq*!$e`86SKRdd(08r{*5botsJ>0O% z1#SS(Z5@(%{*Wq_P*X2?orf|1c(iwiGHE4~Yh8L}~x{HrY(JnR1F# zs0O?I@#g|HbXI1@c9`JlcV^og1ih%#_9 zvZ*Ki+EMyaXvv@tXLc(CS&69gb5-J6(IDZIb*RF^)kMhN10}_uSU; z$i@%LuN5WrnSFnwM~2}i8+aN;zzACi2^-y$ZEOh)XG97lVq~)9BxpW9 z-1uVq%};9?%;aIpW)4Da7c8eBM9)Piqx-ym^V#Uzk9b?h5>q;B1ovgTlQ7C*|Jrn$ z&z_pOrvM*%6d&&QSAUKl3|g>jqiKIa0ITg*p50&9LmhURN%{LGwmjUj=4>>n5@wgo zt%0qTJWHZRxT;gz^~*U~dwOoml3^6*0=~~mPrgZeA$D@S{g#(!wf4zbiR2jvyLLSo zUi49f{ho6*XycjDwjU8QsmTaG%=Wx{c}sc!nZuxA!XhO+myd5^!Pb;j-RtajzQ3^B z>^SUNlc86kpdhMj)s*TXG8A;-AfzCZZJa(_EysaFlkg8#?Ek+0^vg@hHVDXXx2tA7 zme9IkYAVk~Tfm0=do?8T39v-In6LFb!635oTWMzo?#JUGhh=l1oSN?aaiWhMXOfr? z>$lKF-7grMvN22ke0H8_K_;U%oO&&%`zwzHp@~nkR5L`#5vCG9lwkGQuPDBF5P+VE|Cq{z4+TU{gX3>)Bxy4P# zF?9RK2lx+(IpI*=*Y{`_nq`ZEIzd9#JZPxL2sbRf#uk^S`+O>O6@Sg?gDc^E1OC9C z_}`>6!*P+rC1Air!1N~~KQ+49pPyCnFDpz5-kV3b)#_kp1q8F#`Uq0JsjgMnd-IF$ zW1fXT$dH`w`?ro;EswcGgqYea23SEpWCn#@$!na#~1X&RMtx_GVG zoL{uy(7Y1aQfoz$)qwJAI_UWO*%X<%)yWPylM&(krLP^ey@{IrgQgaW_3tZKvApX% zA@mmYbLB#tiSHbe(*RBsS-xu;#Z`7FcSs7Kmz=(*x$0EM;kd7uWoWSrzKGjV`G_XL zaQ5HkIyGW???)#$vh@MzvY~0?#@@tLbKCimF~Scrh>`8PtWzV?m1805xtAj%cao7d ze>+!ZsaE*)WRWSuwgiHKM@&D{rjon^DK6&M&y>71rF1=92ECc2y_vpjft++q5RXA1 z_GydfdUj0}5Dq1f-_Mb6nQpx$3`t<=$Jv{|_H@tz+KB28FJFVYb9JOm=MHBtqNz}U zgv5hMmHx}f5LyqaJ;I8$G!RMWuF?VNE4E_b<+yIXkHMCXBoV`hWXl<|JW2d#*WqYb zSwy#~jJVd!GFMkzR?N(0KQs8(eIFbEyyp|Nd zzV7o_i!{~n8&UoqS(cMY6b+bvmYB1#Oa|IP9`sUHblTD0)be0$yS00bk+tjuekGP> z6}h-LuP-}1{9koQo;vH&si=PS8kw7Lp!<3+FvG`L12S{w%r8Lz4sRprqp0S0S9;DQ z^?xn{##ItQV+6)2E{PjFQO0RTizbxDZ6hbQ!htv~dgJg@Rz+y0s9NRLyOnm9k$$&7 zRU?$~&KtTQ!!}wrGL?Rc;0$`cRY;{&e+6E*b;CG*1?;mD>=7xQ;n20RUMgC3TQ5}Y zbTl?cCUVRBdo%K*Ss0la=iLkMEQa&aT31Us5fgjOpTH zZd0jg1iehOsbrQ61;$iWIzyTd0Wz#4d4j9E7NVJ+ol+<^mfK3rV;wiAxc z<1n(C%CJ7txAsuh6Xj;dzY^@`8}NaMix9qFxFS8(ubcTx(M>Qcv!41zU#4B+q`(bD zX(XaX{ETwx9N3X6_{67M^!0I$Ti{pn3iFwKM)dtxbMnfE^~{JojuuxI+e+l zm?U_Bi`^p!o2#ba&R0G=xvZ(&kK1kg*eYlVEjcebnUt)-Oj8b5?pR zJ5!p0Mg(AoZ%f1fEQaK;vqP7tmt-sa+=0wW&!Sq}VdIaH61m`;50yY4xYEbZ@vr4e z_q(fg0w)=)8|DsclIc24t8Yl)vpEzJ5wqH8z3VXRc#(1v3^gj1jo(34WqFup(?&Yf zFdDtAN9x1+|P4PwhmFyw#`xK~!|u(;pP; z(XC|JQXbsgWk0G}v>isoI$(D>>40L<|AH6|6UMZJl+*aJ7<8ZkfuRA+$FsHk)EJvf>}?{@S(OY}}8Ux(TJi zd|TQP$DBtu90lUTXFm!Dc5*Vm?DHUoFH3Ih^$0)9j8S3NFT!0*jU4d^zwqP+D>xq!*X@ikwhlp;_w)l?BV9YyphQ$7>tu zzc;6Sl<&PO5nLoO38`Yc?oKNr4B@!`n>KgYd&zBwh#clwxDaMr9tpO=I7OpJ!^y2EW}#A$!h z;ae^)zzz7x3m5>a5FuZgx|NoZ9ldBa{ zS4d8x=dPcy0oOwE>r%a{@E;m)%jlUw7BN`b8XRJ~2bD$x{&q5P#j|&icECfgj!(|1 z+o=V*uu$V>)J_Q>vzC6)6R}In2rXa*9|1dEl@0zox1|)+EWVAM@`ai3Y`Xy z2X@r-$~GT7us&Q|DMI!xTEQGltjj|9%>uTu0!6IOKm)%fb%@0Gf=BVIgt~p_xL1Ja zt?L8U(qj~z50gb5oD_vnD6Le|C!F|+^2U<`_1K0Vta2H=&q!{U>tL;f6=HnxRO<)U zT0Avc-Te#}0xyktbYvpS8LSAz)1^=D+Jc{DPaB5-^-~Wmxf(lhiV5lK1vff_sr9b(z^tu^JHW8!*yc-F;~XAST>8nFuz zcXIP=(0qWMq7vHp8?xHeMyDQ!?Ru%ckMek$k7# zQ$mYlT=q0?7I8YI2$Oq7#q0G#TH4Mu8v)JW(_oPy2okl<1(+$X?;JS44koVSd@ihJ-T_wK%>Q^r{Yv~v)IKE5f!B=f z-8(==e%&Y=m-V}1{I4%Z^`J+nFlfLxv?W7rn6XQl&J?p|a<~?2PjsNn%yito>=`zt z2wAfM>_k2Ii(b!&Vlw3YVwz@!E~8>G+DWRY-BGolT{8zWAr_#%KGQX*OneVNGbxFp zq)-tlYTKSG{m~6_KcUEVZ~{J5Gf_GF=*eBAoE``O&6tE?`kA~O-5Y|S_SI9IjiQ5v z+gn?!2el(VMKVE+M`?pm;JhcD>Y7uhkJS59n~ff*Sl^V>=E~w?-tK5>0x=ME*!|Ea zQ-gVdqDd?lVYu?sn3lt){JJCL$n);@ZZ#lgogH{f6^uujH%BglB8*#`f>(8xu2HfK zIV+8p+u@xjl;`W_#iY4g4eEf$wo96@cB{V8Z)43WRNe53rJpEo{@iM8div7otF%qA z< z|CT4lk&)fQ$b1c|o5AcATD^-#TBq{yT4)ZmmqJV5hv&jhC9|raOwrkyYB6>Bdgi>I z&nA51u>V@qtydwg9RiA0nUAcyc0X>JESha_Dko43==+~-8tUgTI{Y`!3c|HO18%Zq z=`M5JI9lr#GSBg9UKMqtIvOh%&k-8uaQgdcCpTptvGr(3=hmmZbKKdGJUragMI&Tk zA6}>v@Rs}({y88nTZKczw97z^i%xm%lif-po6ode`e|aNYC2Y@XM|!Xk3-X_er_!u zEdFuXQ;8-kCY9mGl|W;4e$6wldl$^GPxIRZ9nNV=g!Z!zLOXIQe_ndkymovU_kG)q z+t~UrTu=dw4VIM9BT#NWJ~ned_YI-zpW{!7Vj1x3BkcwIMgU2+=ba`t{AknnXA!K) zKV*7FcnMx7kCt{M(&PLcw0NUeId|CEb!HP$z~Jf^U#g-0{?2YJL^mhI2EI1ijOuKx+cJeU;lIyEMPIW$ z2VXTMSG)Iz1n+zcDri0cs|IRA8zhJGFb;3?gy0=+BVx`N33Eu|++lQ+s!t zo4#BdLUTvTCVO#z!Nejs-IkDtH4n2Cn};euQL_Qjb{N39Cs*!zdXcc>_} zT`3zI^Dr>5n+9r7daY&$JGDAkZX=zZ2CQq|qrpz=xtY4j&)miEP^$XG#1fg9I~`Zk zjd$zC*?w@>{Zv1Z>C4DdPP3?p{SiLViadm~qu9~D!=6>8!Ig}MAry^c{9kRoh!2&g zbvL1#5v|PcY?@~da=8d{j|LF>l6r#5<1#W#g(AyVh1q}TXZ@wQ+&Txu9jeF}7*Mmy zN>qN{I6j~0{F2K5u$t{llw2-(1KtE(lb4+qr?jws)Iv@X*;tmSL<4m5I)(mod!g>I z|J-D8e>&~T!-;Yl;PNib;9Y3cdNZXN^ET1D;-B`r3E8r{S$O$NYS)|oU(Mx4iNLX< z&YBS#xT)?A-%iTOzx||UcOT(M2~Fz~jjYLP<}FS?-w}r9*%tX{v*&N1)kNFFfE^v030Q)EAx=L`K`heuT?wKj{Mqg(9fRM1?(pI1XDy}9pt`JQ zT`ED0x7xLdk*yAmD2<&dJ5&KcMJywjv@$`)`c#Uq-?P9ORPMKquRpnyL2Xoa%X`M! zZ3eua8U3nph83*Z(u-eMCfzW-6+YONkj4C6lhY6LB%mg|s-OKi9l>K-xlttBP-j~Z z(FqhRT5a)UWXhuVz7!RUb0!`FXAog>B5Z&>kjcthy>~qO8SRRCyd|UDFr_ZE2}J%FD;G>!S0u>Z^iq}wxkVfdy`&fs)3}J{<@cd zg-Ii*&){QwGLyqKMaNF9i2R*enA0ers3+TQ-TF1N zT4-)h&m6u`#Lszr!H9gPF?L>;6jB0a|Y0{=!)hYfS~p z5$9Qc6azQ#5}xsHrE%f?XQj!>Ee0#A{+O**#C{cjreX!t#b(dqOGnMJDvn8Sv{h|N z*V_9e^XOrIr(XWnhY{n06<>UmF|mT9L`)w2<{rVDG=3^V!{^C#c7C1{ZLKIX=FxQ- zrD855KNF{mN7DnQGcP=frvf{ljuJ63ogtf0=C;p#;Koa_TM3ORHz@~$XAX4(`*!&~_ znU*AJ4bewQ(087Y^74<4pB-bO-syte&Tp2RD~Bt+7_ze8j_xNNDd!<)GOtz5ds{g# z3kn+Nn?(>0m6nLU7|VBx?U4v=MhEDj3>kPi1<(4ZVRJe^rFvGs|7beZKm@6*e@ zu>->Ez0g(RhRUP8yiWoq*>Nk)CCLghWy1l@CVjzC$KwAi&A*;Di!yc`PEO*Ru#Z@N zIGvQM&RGdC0A=wCB+OX}eISiYi|Jrc(=xXWHl&M9$5oWZ`G_MC2xj=!peuvPk!MW6 zy&~o=)Id|xb#~S^>s^ed$)7W?9-_;m#P6kqsiR*E!pAVbUGCaG59LX&(+ccyb=gk3 zPW7QQhB8M~XOZ766tN{J6CR&WMa<-BUSLa@GKqc{yme@-_%PIFwTdeg%OMvf-_0yy z5l4Ik{vcE;_Nhc1P0g!RLU*46*3uFvmYA-MyYQAVs>}+r$j!*Ub&j+;1#3Zb(`JcJCw=Xmhqn0R=c0{! z1B&V92-HJtU)cDp?Dffj1}y@$yb9J^jMu;}|1fzctzB(gKduCp1V5Br*UfFLh@G%9 z8VnYT+WBJbMbkL=Qi?c#X?ec&l`(|eV6y*}tSmE`gtvw7u2r_xcAaHHB=O6{ry4VM zhtr}F>Fy;R>T&rfs^y~jg@h=c#jfpPz}?fH?@DiX7-FGKALvCx6H^`T!?onIfO9i9 z`b2ss;&~rtF3P`K%sy(}z7o@Ze@NR~tEn}%Q=-9mHxIVC4s!Q56(Y!jLzcp2t|9El z*)owHdV4D^$6P#`4dbK!Fo`3SYEd9Md+xy6sf}8Iz4*8}7(QC-=(8Ur zgFa`BYT>k-aZgwWO`wRQc8yemPi>3YusZo>pK%q&2cFkk#>nb#S%gY(G_lU)1Ily1wCi8ZGN z1A^fGp!S7*$3bDis@tzU>*B&M3*UR!blG3=JqUq5ieDuH3Xx_CVaTijd6hJduk?Ky zmwh9ztV@IB+dfDwr2$NT{Epa1JSSi5$FXHD*0!4qVb2|uE897dAreC+He+a`HYdLe zf3K2Cw$o~ozlD-G>#R|)AC%J@pkIoU{}|1Rh8ub<*e^d`Bc3`)kK4+Ik-u$jzwf>} zn6HOh%-r*-0Im#f&F>q>gUgnZI2U?)tjI@1&Yex&K8P*-0@W%lps8f?5plzAD8y)D zPMaa6r2J6;YUbD#9#N10_%T;&bHWS$p<`B}=Y$@>isn5v>!pSlW@el28{@1SgVYZUC6{CHtdKrXd3<_0 zXPJgRI{0euH#ad0l(hM5NRtPq!ZGpQeB|PaYkczp<_c_CjPuc~YL~2B=*--KxokfC zcd~Z@{QP%YCNrGo@k&h{d6g1i5;fZb_v-u4<0}sII_7dY_?$`2S|WN%bxUcGy&^J_ zA-?}6k_M1B9I?xWdv{$I-0AO)l3N;w@0XMhth1ZF+CF(i0~nYZS^wL&|F7;nAzkXv z%1`De7!GqwlH7;L3Ru) zeHvPNF!rO?HX?b)*8Z8;u;kFUx9W$)0k4`&0-C?53SaA`ynlNAcK(X%vn#iBPp(U+ z5BtZC!sB&3>&MEk*2_4)F`Od^G$PChck+dXPY?#(tGk>uI)M2rulx76AITDpd-Bh@ z{}_}lcSL^{bad1|nVzD1$A|MH;u84kd5bayPDV|PmiCoEhsKGB8prlVImN74jrmnlggk*{1XsUNZO57tu|qwP zrh~%_JX=;~-iW}w47JOhF9i!mC_1Zj{6(8IbNR3M@{sv+sM2T$gk}q)qqcjreY>Ts zY=t5{l~p?T@vu9nN&C2?ctOAQ(9!bhBq)M$PUyMY9OyhBr*xHQm*1|BnGU-&_F9Ez znw`C|70CzH{u5&u-eQY?625AAIFBQT!?)RY-_Sjh*3ZUw!GLQ{3o!&?JGMC7N@zKw zPJWAv3x9VRGC1Qe(q9s)(({sHYORDdAbgy=z4a7NmRMTi{x5>p!cPAcv|yhLX-}Mm z!W9@T4`#onh`MPi&WTXD6<{h~*5?i$!%%}OHCJDxxZRF{(p*Eq>v!zO4f zqcj5Iv1nD4rnp_SeR-GgY)V|q;ASeyZsdTRm6{=BDO$7}qAf{@ z@~K2kKcDv>OGZ7DUgeIxyH4*t&d^@KS#&IO+s5Y18(y7egO7;w=TSVk6!l*(wu=Jf zygK+G;_~Wx+eJ@_XbCz3^CcADnub;A*Q2*1yMTEK{||d_85LKytqlhWZUwxH}XQ+=3I_UEZDU)9*cf`@ZLf{>J!z^%(V|*n?Gj zt+}Q=Q`TJFMRli#RanO%oDp0R3)UM@qwwV$4djfHjoVdW;`^Cm=c zA9*Yrrj2&x2RU-0oU=aM)P`SMwd+ljsT{}Dp5aPknTlPjx+ISc)rO>cvm||lRt;; zEnU&|pj*=2l-euS&3^Onr`>avmpvP<&oKoZP3Y&23^=d433wwaZ zj4oAo_CVRje!GFj{S+SXm@|)IXNQQ-*nF1G>)~>g0YbM3Z;P~A^3d4ljax{;SbX&I zU5oF@4Gx0JyWJ;N9Q51MJg$vzFT5ur`1Kyx;4)h_+GP%Dct)SlZKeeWSxPQyFBgfM z$bBrx(4c0(ok*){ge3zrpSjHLze`tZAZT%sJhzHkc&GEiDa(YWWvPU!$HK46T1-xy zw4etM#OvM>GKHAWpaDP5SHia)D9!h{#~(}`&1$5LEl-*nrcpMK^x@r?bsY z;xY~^>6fbHKitlJ2Pkny$`MaU%*TIEXb-U< z4=rA7Sl8J+BN|K^=aiOls$!OB=r3K8QR5l-KrAu~YPdN1Ow(epGfR#*WzkhTF8_fa zsQ;y~np*GptfT8uHWA8H*5iWU)^H$B`iZj@W?({*AbPp08lSB5DpBeE8p={xd?l5) zP5+nj>PFWo1K@aiA2xp3N8YfO=yw@(7>5)*Ou=rpN_Ro)+yj$+(ilsJ8eGFN5lmK^ zgET}ve#|)P)lQjQJy%C= zmMVm~EHRW6|Iz1?zq(=v3yr%LG`?cb)DGh>9ml`zUT(_^3%6><|q6~ z?z`E#^eTN(?tn+1)At8bF*PYHKoe=ra#qm=`dStP>R5#%>36E&B;GHmj*qhl=^ zX3z77T(`zaT^6$^&|Vk4Yc8(O0B1bY`ymdo3TiZ^l_QD-j>8#Uok|74IxgGy#<9~G z0oXmaG`bC9(&2q7rsqa>8c^EH#G~Vvdb`A=VbYY_a6u5O(Z)Rr$IW`^WW;#=c8?vkAzL&Zi;hNYKHW{=-)X%aLn@IJY_y?$TXJ4l!VmGTiB9VnabX4V*xx^vQCfwXPG z3!>-r7_ZDHcuY(Q6QX~BBtYb)mJ;{0E*Y29Gx;8;{HbV6^bA?~qla&qP#>G&rK6O| zi3(!)(e6ajInnhzKS*G~zwJu+ovN_aCNA$u??R95M>$Pzb3=0ep(-^zTQPC#c&qGg zaz0E#SGhnnK5Q4=;b(49*E zf$N)BDpgF}T4Ir;FEqLd1*tbFbZXtdESeWm?M=SYs3)`)ba~DB=2k9};zsD*rf|t0A`# zK9giYAaKT!%U6#hpekg#G6C6Sz!aSs9O8hNg+rud6w?nS*ia{-dJwzEE@voaGU6Fs zAHgBHOx?QpwS@#8A)-sz7DVJ>;8OqWlXad*v++>3CvsIl`a~R#7sk2pfrUgZ-+gls7)?@wETYm{#43-TD^dSI&Y2 zaU^_`zf+Ph0xIKfrrRA>P1KQ?ru~#{y?Jg`IvJ(Hnqfv!uKKU=o(zST#Ds0#@J%3( zv$RcqC#5U5$JuxiUOD5Zc(gfeT;<6EEw$Ef>0}$@im!%`O0-i;lXyoY&% zI^(?Enin}vl=x0MCMG%p#Q)`7>tRR3;^%w_#jNLq^%Cp_`@H8K+=ozsZ;%wvFJtbX zWme{oE(Fj^rSjwXqe}M6P!CFLeDdpd?V(M+#a{p?N3&?fmw#ez*HZ+F_yg@b*Xlr)uiG^aJ)MKb%19pF`a(pZh+a zmA+kHznifc|Mub0_1c8U8!o-)TVFM34LDQ3cLJ1AcNa`=ir~6zJ*sR-934KBaNjFD zEy8)Rx54`)T2F+b@pjC89|CcG1f&-_H#MSgE2vzl+;6P3fO=PLu*2$SX%B@xff+h$ zh3CR_TzWDPsC_}YF~PrA%1cv}!qfIQ;kV`Jg~EuN5#wSe*ny%s5a~{-kaGuEsOHY@ zT$Pk1@>TN8T`na>{GmEio4CreZ}3W&4=`ZB$)0D6`REhs)-tBI@Y?$q6U)<1<}-Ca zvwSabVQj5{;6ApH3dr^#LXw`u-G);h6S#+?E1CRy1s#N`5YlP!6)2NelW5LB*=b1= zvvjl`$2xW|IsQ@y9^6qNY&8x)`W9z2CbKXuPCZHTgr30DY2_Q%_vi3XTuI`R>#xPZ z6xWg9RwqXj-P8W{%>K`i&F8>*D6??>s$v)A_WrxDaWiKV{q8K8%=L6{1?|>2323&V z>m1L4^~>+CGmt(Z1QQ4ek;eAAO)5qc2MprncfT7z%C6CuSCC|7gf#?PkZG~P>z3o_ z-ob!`+}|7Gu~pEwh>_v4XnlWlX6%U`wAz%$L@~X_I(u?r2%Al{QG%3qljkgzTqA%e zDg6jL{cYtpEk&Imp+oR%=7s9mad)h@pQ-4Y9%RO#=!3Z^I*9z`iU_&;uEe!-8QzFZ zR*i;}fF$TvXAJN&yOnd0^P1#)%0f^p2~U{6>b{ZIPL`veUw@`ihzSD*OQ|3B_`~Oq zJ=wF5QrHqia7~_)R8Eb?-7`#~?<@%VEfkn`hn@EQ>)pIS)ipeI8iu%5BtHx^WsJ?) zOfpU6+du*zx@}WA0Wr5t?CNtOewv{lEa!?q1FMfL3+Rr`+AKwBPxF+cY^`-NU+Kl| zsv2}ve2Hl{aMCSyl9|%8KM`Ampv=44hFquB4x4LPQ7dnFL|nh;H@bWzu1}aap1hot zWYwR_gTKe}#vxO=Wi~5Bjw7*7iKovgve^R^4s0Wkx@&O%c%t|txViO*gJJJV2x;Ty zvC`-77GOP0c;CRjBiuN>*~PLhf#q2xGsB@~*!uI4ttD93ZY<%g^&A9GTg>i(mZ5Y% zJD^sZLM?(2TU@{OymSa!e0WF=B>xEzdWCr7{p5$fic5Ih9fdA*An#}yj^L*Rd0G^( zTTj#U3pwJ&7Ms7Nvk1|mDQW;*1z!ZbHK6$@{&DY1P?Xb2z!i~2Ur*IuBy=lcJ`)JM zHJn9OF}ya?%^!Osi`UmJ-L`Kaj((<+j5bXURC;%<7oBvKO6j>ZlBL#-AF2p&$iMr> zs(gEUJB-;FfEicZn$gjh5yMaYgBvWB@N|JR=`kb+xY9@vd(QHz2w?p1W%bNDc#V`l zh1!>pAB71sFpCA$)Sgt9T#j93z)nlgyma#PUWf28y`5gtm8`nRT&w;xo*1<$sLg8% zgJEr{O=hT;k&VYBePXNt$_vHRy3g&r3uW6Zxk6>caDmW(x>_V4(9e_fx$-vUkq~C86IWh` z>F34Sf~93@#0fE-Vrqkp4}Auu-0^GSDW1fq1@5|so>s2v*IOr3w24CUx>UF3xSfZZm75U%!hzv`=GR1Hu(VSJJoX zF)TRF>;2tN&V(c=1l=CJa)Vb@q0WDx-Z+8u)ekA&MA3Kjp;967_*3%MSk^oe7>ync zujNNzaPzv~0Og@6_()aFET6YlU}tHKvDOe5q$PQ*t;JxWSU6=6YtPW`LFffGD6-kl zC~67vdoIYU&XjM|+b3__MIQu*!4{Gb8x!&R1(l1!U?5a8C=dk)_ARL%MS)7@MhSUP zc1p`bjGAbslJhp!P^fY@UZ9TuIF}*+Dyn}w%yh)@HjT?0c8TjGDt?saMLTKyossUe z^sle{@(KhEn*S)69YFfjik;AL(l*1plATgZ}&hpM(F z{YKXeq>1V&Yy^$wPEXBRW8o`MIYL7YgWmOLqy)GqMzA}sh(L^e31pN(%EPpUM*BFR zI>R+q$UgFTRdQK7Ij;CC#GRArRP^Bt*J@oDec{opf(U-16-hCc+1i|CDj%&dw;_-S zW7`@@mAP8JYjm7=WCX;{GnR%fC%3yuw%ivhEN}g1GnrST(CSo0d_J;xa%?^z4Y6$` z=RSGauY1lw|2#0|G1h!NXb~dBJl==Cbj^e@u=L65G~~U;Y_fR3my$7;#W~e5Pm>cD zTIIly7?Z~bVaCS2wn^M^=)z!AjC^&?ZzH-*YW^cj^NeOd&vT5B^T|mXA$n#gSuy$Z zH?zEq@`D1Hss;)H=Ioo|tbI>i-@gs`I>jE6_F!~f?zxvH5$qCoL$L$h%hLup=d^xS zFPuFKnh+bK)0Ia_!qlXMUsTVt=APLi+1L_{RX*FE+Y^8N0`4tp^m{8}RJ|Kc|5j!T z6(kH-8BK|PYrK-%CJ;>uJZ%Ut#SXKlFM9~ao!aGRPC--*`Nq8HD)8YwI{V5_^gf&@yDiYYu z$ETF!E4g1_xDMnGhfGyM@C2(}OL6F5Cx=6?`cWrKH`%Q84y3;Y@Qrk29gD4C#E1My zy)0ccBngS!9>7cd03ic9X$zm)df_$(zM+0Xu%A}+Rz$I!SnZaO?S|i6hrHpM^c!#} z4aG|ZtB|={33`L4`a;vzpHJ-?&jPMfI`uB(vKMYxCNI(6bdd%v@$JLTBsVio;Zsqa zL}=ZXq?OJo&$i|f{N~fs4%*NdM;L^NrU#>gcPTY@?}95e2>6bqvev@d$Fnitm7fZ{ zt~MJmE#-@1(K=hu?RB0)g_ z>hxEv4Yv(HzL)Ml5PSdld`@eo|njoH+W+1Drf#;q!gr*~X- zE$!Rz{(aH8(^QZWD`KCN2qR4yjSi#5Ss=KwR8IuWR$Z zt4WR8XZ}ONxr;R#Nog^Krb+Dlgl4ib&ul)|a0&Dy1)oo?BWJFZ;4@5oGn^ZDbCr8+ zByp;2oYn8GaJhDXfL>Y&#r!tz_G<4`e|nq4ZftUJmrZ{u0x*Tr^W`$-#p2;uvCW*pV3&WigbHECQM}DI9Pc)fgWNK2=j1n){rF1n&z@DV4H-W`g*+KZB2SHc-eD>8|OH|$sJvgq-vho?{Akz8Gh*UEUT6!M8_vIxPdyJpm zJE{R@o55$eR-qJ{^?4oX)Bf*z-M*1c`{eN>_Rdj$3lVVio53vR72t6ZGT(>aUrIhB zGdr&r{Ec>^dXIq;0lfweEBt%WG7k9z`8k2($14Htc_p>^H}fyScPFlSQ7HnwSPQ@j zA5on#AJrpEvHAVcX<0L>pTAup)y!#()Nj<)T45Aq401LFJxXNEV8vT3lk`7`ph2`! zr6b7=Qi31m4%L~Bl`9EuR)72MoX<;Xv4VhEM(C*`o|zd)eqx;GdkNC}v)HlpnoiW> zsmHJupn)8drPyL2Z(jpypdTrEXpP{Nkj=2z6`N?qu_G-e>Rg1jfk<+DH^IZ{mHPBZ*Y97U1m+eDO<$Xxo77c zCR6YV-GL?QTv{{(Pp<;gkhiLLpLM^5=QcwifkOz+oeqQr`wepPG+QWOQ`$fH!rlBh z*)CzV7KUy!4>7HZ8@(k>=P>w{=4REqtK;TvAbZxgN^1A14C~WJ#t5h`FDY}4_6xfZ z;tDba-kq|l_atYW)pal?L6H=XCH<%4f3V7=PNRNQ8OzPfdnP4C#Lh9IH8B4jMENzi zFD6>Mgv9Yg*d-U9tQbG@Ifi8=3C_>p#CKyV(Uzkghw3S{Usc*bjUq2H5{(&#yg5tq zm#;(o)~Cjqx^)b5yb2qV>V!WTu^pR$1K~6BGHAL?!@n<22QSq)AJ+iHt~Nf_{1I~! z@!^VnPo%LL$~7%{0e6&dh`OrspcG*gFY(p;;D|OVH;f+;>@Tnz@25~=#(<7iWz{mZ zHP8D3l#jRHZ}GP2_GrPC^Z0KXM)JyFihrcTjL;{Nt$NQZ1B66=_}TS-m*tJ|qk@%x zRvYXnPL+4+qJ!j;ty})h41>Z}6pJvPc9K*cq#R0Isoi508|WV+p-k#MMkJ*BjX;!tL=Elf$%DQmvQl~~tnM+e-<92)yN{Wu#x*>7}B zmPflL6Z!4_3PiV~Ym0j^rOrl5(ggSRYK;mMIYCJEBX$06Y_dR*_9x55#6EZkrQ0bq z>-t^O{wYHAZ+#X1^!$4}P09Wi1I~2mXt5`2QDdpS2;AIn!KE}hH8rikh>o~1lgMz z4K@4LTvqQ)h6mkVgz@SiM#UtDyjCo#IA%R1rN=fnVwfzoWU*=bkypbW6{AqK+Z=5| zPACtJp$&T$EhAJx_&X6l02KEi{jWpZ|1b0P*XN>o)USB4(nDFiAs2O2x_Ilx)%bN{ zSBr8e%_h}tvBrKq25|$lzSdQ~CXg&Y2|xqDNzjn!X(>U9mLw?5V4qXwC4Ka)OgzsbH(!*u?FsXUVx;yAL&ln< zJFI%615=DgG{%W5I89@k_AbEhsW~2~;yS1B{hKgu0$;NbWSJRuMEO9D z$N9y>LD2QCEAj%)>8ncjJ1un@VNxK zFk;*%z9VICuXhz9^-sEp**rHTWaBxR6Y%)dX(sBnm+Zl}d}b0E|EhH0eJPqs`O^XZ z8z0Xw@13yn*Ie$j7;;HI190r$`zolJrUE$Q;Ch^hx0hx~xHa_gx=g293@f{J2RmL& zW%Zg($x=B~sSlLQ6qfXw;M-ELdbIeq8H;~LGS{jcQ4*eM$?Qq0F{+_x-a}@`cX*Tz0a_yx-P3EtdC+=TNRagL9r!}NKS}5zZzb)386+phUBf{s|M$Y@yNC=rPzxY9r$J zO3So|u#W_*9|XMq8%#$tgpX7ct;A}$A-c`yf>f10st*cUuN~;?aGZj3Z$=INq`^7B zs-?3ZIy7a)PR$tGYZ?=rz(hGLc=i1Z-k^N?`%88iG7d$>2I;p~@0r&LsiFt%rWWmZ z?Xq+MK~Ae-oq3;P7&Nx>Tt{>h#ci=H@KvqBV`jc9hXVC#Qt`JVY;W}O0)v5r?Fu@< z*2UL2_Rn$k?}T}7ujB5%6YE`7)bP85j$L2t;D|aF602}k(ii8oL~UwnI}H>{5A^P# z25VWhdCyvbm=#){liN0n-?Zy&AX7~Zugk}wvw?TV}9n!m60 z@bb9b6=1!paFwdNJQS&(wc`T<&WnDSBJAz`whh&fYWb2e`jb6Tm>bMtzHw=Z|9CxN zDx_Ow7`{7=_EDt^C1r-OS>h)w;_X3xbx+s!=Shy=KR%5L`l7oJ;KiPOAbAqdr5g+r z0~Ngpbbh~>A0)?BjfZ-zDqnM=bn-Z!&I z?=s6r4gAJzp5@VJ-C&cW1P)V798$xl@=DJX;?aC%?8Yi}m}|8D#JeuWcxld3AFZo` z)9T}QQgbuPvy8uR#qZ%bmWy`2zv-TDASWjt(1jT(66S4XYDtjVxZ~z=VPAblZx_^N z^9@o{5Bt+QJkm^f?ssG!KiO|uPPqOqv(hH$-OCb7s29j(uYIjhVE;B6m;NbpTZ8ig zRli*KKo9%7H}T{i>!GD%6)s6BDbt36)W1UeD8W`CA6#ov4AX4==CQD^10) zSGvL@raHc5nDY{O)v(<8MlCjbo`A%FN42JB5H%!_ZqjC1mBeEFX`#=adv17Z%{(0J761;MhZ#^>Tf2f7PMc_w$+IoZr!We3oLUL~SORqzWT!cl@= z1{ts=N~Br&4jAIWR7jGfP!Z%n%Ut36MJ0&vjgl#mVaJ}&kjc<-1HmQUj$eLpFZo@2w}N)pGB(tcKi#7kA- zXb$_Rgp`1+6;9ry7bPJvNoZqUZ5Zn=xq6?xCi+qlJ6a5e&nY9f3L~*vZE1STR#HXf;kBYL z#RP{|!TAYhQwYnvqfGHZBAX|>6b3o0vpC%CKIE=>e5Wqq@@e6|o9DURYM0A-=^cTm z@Nz{wJ)`*}*5^cD3^&&Gyl^6gE__QA!7fUZmG0#4WH8zmON_pCrw{wvL;2C2>PUf$ zD-gJ?risEQ;DDm{oD_Flmc~nNU6<9J8qSp8(Q$=>=-NE%-$BX`kdNtLH8eErYsT5Vhikb`ld1;CYJ? z%wYdYqBpQ&f=MdfT~O-O8H^SabfiK=Yc+rs>dQ_Vfa3B-)auD`{D-c@O}d_XS)BPT{Fq9LVKXQyN$t z0UrfZL7Tmxy~uF_Ld_n$@; zsavi_zePi;A*xmL&djC`58`@`e7!TA^ZutpLLG>*faQde*qisJMq6InzC$vKYWDXE zAcyyW??DRRVfA;Uc_&J?nfYwe&NXhRj@JM#9A7r zDVVw{p`%h`HU%!@#4%*K{DpQRSMK?QA$JQo*7|xHxoRj<`oQ~o+DT)jsQ5WrLo<+w zR+fA*l5^o#Czn|pwC=v3x+EGTbrA6YBuM>#E$c6T*}#SYO4F0wJ3L(`_$N;b zpW%5Rz2oesFrM^HOFrt#QV7%Y5x1!w1eW5;v;dik_v z2Q#yUrD!Ofl|(*~S3L2(4Qi&{h(&XlObPgi49qs@lao$VNk(2pp7+c~m3FuBlrfA{ zaVXpCSb`GQAz#T}#W8%*JUJ@Gw1&m`ShM$3TJkY$YXJr1fwJseRN6#-Zh_R>Xwl{uj6ZMCtx`$)}F4}hoepZWF-Vf{R%lb~j7@qqiW!7Gw+Lnf_ z@E6Np%q9)s!5iSMn>HJlH`|s42Uov7CP72!K-MHl?g*JQMD9kIY)9rt>!J2Fz>zp7 zc~os~PXGhvbCTAkAQ0__=hcx1!LBd$q7JsVzxKOAi;)&rHc#TA=$fPgCr>fV0M;-0 ziQ$ThL8Z;VY}*_ifCJ75%MkuRM!&p&06jKv;NP;dzqjAi$R*==c%@p8esWSIeO$?M778&l5RaA^ zRbXs=?259Br|uI}SuzfIqrg>a7J+hwU@vD&F@}ZnlrM$M6QQ%mmBA{R%im;%y;YkU~7BP*@TW{4bnt(vvsWN+Xo)P zxeGCje2^nA@{9RK12QB0h)HhWAs z)04lWUhL|TJ~64TL?ps&(55d+v(1{gztXEEN5{>!QzMgV*738`VS=Ud<&JMF;Y%vX z;(Z^LgrFwHtoRl+O2`Es0gXIp`&nC<+d1aHZ0<2F3`&Z740o~Q-@$oZQQi!74{A*! zMRs_reB*w`%7Bm0Ac)nOS-}2J^^|`{8umayan70g(aXO>seg-fB+~#qOy|QU@OOa5 ze~GW?KlAyI1pJ3S{}Yp6Lr!<$_ET!Xsf(3<<;dte+;`15>NiY&ymhbmp z`NdH%usb+dE;gx^@xYsZc?>X3f^6^RBl?yPIQJU$|6y^mNzL{PM47X-hqzC_yB5Ck zin-6LJ42iOkp-RQW(?{-X_--dcfBCG*LpdrS;4SS7CuJ*#vcRQ8Uyd}q*IjCJajRB z+p=FK95s>yI!zZ6*Yf)55?xy}j#{A4*SLWF{?r)9v&hs+h4YWJQ?iBg`61)8ymnA=;*q@DucI4e> zlE8|j;o*TUT=yKbp$x<97mW43TlqQmp6ihloUL>?Xh zy5Bxi>~9O)kLcc_U4UM9-p(v#y{9w-!i9KG#{EaQ{=7N=KMGgc*{=I8IvgBaW$Frz z5OlQt>YkT#hU!LLSMH$ zyPwW#K77;-3k64beCI?9N#Mx-Gy|aSCVc28Xcr7X~+wAo&_?Y@}T=*bX$8%bB>4qIQ+9Kg)stpge@>dd|B|J&>TJ1Y^qr08Sq zf^OIE2d+!CtfwQ4%K!I&`Ck_3Q;OByIi4t)Z)&x%RJe!yn|RpcY8j5+*QatqLK3VNpCY*@UsTWlz!5u9{=UP+0aQWSyY>f-eo>*O zJqBnJJLy1mKgLNT1@O|&D{jPlY6&J}fF|vqaqc;62Mh2sgUa~sx#Q+90Gd4JPQLH3 zAOPbEd>FW=@)wl>Xu?$bL*jn2ASwW`*G#(AeNDC|Hb9dQIl6la&om{#UKl3!zsMhd ztYs(~poxqX|2;A5KO*-B0sl+B{t>yq>L~MnMD8z)@{h>DxJ=j`k}>9Q=>I<93)`dJ}W*STp9{b+3f6<^1}K;7tMtnC(&WODb% z!2KNlG>V~<{%bS34$Fu>gZ26OQ`3f~ME~GOfFuvE4<*rrQ=M*Czce=w&Rn*U~-iCd9wEg6)2q%~_Cqvn4`>ZD$1p|4LN zc)j1YxS3ysRz3SxW^!xCJ&^ovWr@|OGfXoa=YCX;QPFQjOc8jpP10n%RamX-vT%g} z2c5#V{a&NsZzOW6x2UynX?orp*Ys#mc%68PDfNEtIc=fnnZ&$nPC#-{`R?W>%H2t+ z(P;F-&F)8ZRGwsPIFvnXlVYa*DGBH zsh;zsDW0cOVyQ0RlQFdbaZDkaS+A=dgNBoFnaxvlEvr(=PaJ0Q=PPs(GHoN^u&9Ut zRD9Yaa)P4z!*>qz_D~@a*?4x7ESuf?B#Du*)MsVYo7fDBKRby~Iw^xJ;x#-hF z@mX`R1-1dxeeZ^4v7e)f%;utvDd5U1$;-{<@<&b^V#KXJg=5&K7}H;nb0Dp~;_RW-l7IvPReMmoqDX0x8IsJMujv1OTUT#eNl*=oZO zs2@tv*@iUxP~M_BGQMb?d`{w}em=$mA*@>P3ffObWiHT~c;#7nFKS~Ep#CJc@KP|f zQp|5w!7SOaRl_V5$IV^9GSt>%+3AJdxo>N^J8)TV8~Vfo)*$b4#j)JL+4W9}-R;G~ z7p<%2X3?4-oy2YAx9352>!i;9eD=GT&VwnWyG?tI4)xhLGM3Ao`X@qXv!uG`t@xku zDv9M%1aHrc7Q3l2Fh%ZMR}072lOc^I_AySq|4nK9XARRSpH@E7Y*bS0vB8HiVUfO0 z(5&k?HijZF=P)|f3f!}fH(%e!YycISCt|)iDQ>eh9Y6stV?5KGWAQpT+V4>yiStid z|2Dm(PHbBbo&;`qZvzBg)iRQTN+NFy6n|f;mep62 zX@@<}vvHf7L;NPBo0}V8<04T~1s2;i-JK5GaTJVmDxnsmpR;Y98-J=7KTKhQaUJKm z=>}8zaXrY*{xHoxNo0(IFc*n^|L|fPIX|sc;{~2UXBgoCT6*BU^4-nssIuKWf@V*b z59FW|+MbTJ*Aus+mgUy|h~#dpLXZP6r51z;x}-EPBelYTyI=h5FQ zxp4wyTtIjsDMcZky>i^C*#|KY4wIi=@NCw8@w*=;8URxA=j_G)5)Ao^*ZXfVBz;#D z*^OpY4`8I;euD(f*wisu0m?SOJ)Bvd|Hp^@gu-f! zvjt~8-lhGv5gvJ-ywUsBk?1o%bnALsB2UT?n6eC>?TVBWf%0D^4b9XUR(Z`iP6QU} zm8;Z7Y**)`xIGoTIUfD7imJQsYj--efW%?i-)$2#=e$6j1irLbj7_w~;Ha7vv}(G+ zNUttt(T2=9F7DRtq1aAYSKIw4hUnx&<(CM6h4ZxeAnuY!2rlj0U7LyER4o{Eu{!TA z|7K>O!dF%`gU+wUvF9b}XFxso8a&aHz2J6KD^*#Io@-w#pnc>8xOA#Tj2&gaL~ z<6o7;piq%JkDnIT0B5V9T;2shspQ-XhJ7VJ(W_d+rb@sSi))WeYk@`+`kuh{(0-7X z4YJ62%h~8veqog+?@k3r>+z3KVuTc>+7wgjppLOuQ zHe=Mi20rkSXx<9{r^f1c`1((c)t{N?pBk$_)Cf>xb?mg=EA_Pmkk6rs2^=>!H!)|m z33_)1y8mRg{$k=-Z{aTy5n4yGW!jcHWW*tmyYm@Q9EKDupYw=&ymX@-DKEjlpO@Ij$U4kk zwamXiJ4(G@-@jlE_osFLZ$y%%_X&wDC7tkD-z_RaK3Odzyyxqm{_FMi1(-^Z`;CR? z*8;NA<*AWl_lt#m`Ua$zV=fP71pnZ?|814Ok;G>Z52&KtUN>^QXT+issL{^yy5_!L zX-8W5&sx;03w6@_&GH2k#lGMd@}`0NIZzu`K>5O;m$2&n0$KWss7Qhen_ad?_an+b zTld#p_4#M({s*G`BXxhZ2>(dk|6mmVQJDXOFv>(#FDGDD&nrW_mHAu@Nhl@k_E3 z?ru?u!w)--z@az~)HoV0a8nzpg^spXWo~|czJcp30Ey6Tafxzd36VnaxX7sWCS`Rz zFb)VTiU-1QyW&UU3ar6kYq-a0H8=C^HU~)Va$9Z)(d(KdEQ2wm;BEDZ7{T&$#z29D zFQHtX4JYpOkuz30hg>gjWzm{~c%7~X3#&Gt8q7KBVOPz&ZIz753j{bf93>m9epF*t z_$6OXpB+UI0wHiYUZ-TNp+=(-G5F!zldBJfN8)4{Du277={kxPomy0Rie``<$33Go zM}X=e#Bn#pD8k<<&T_Y?s&VnK4-&n~**5#tzU>8FDoNw%NpTPm^d27=>G4@7;EeE@ zB}ij3u|vHIUK}MbXA1J}d$vjtri0z}^th;LLuO4o+TZ(mULyZv|A5e^H+}Z2&#fOl z9bAA8CVsI5Fc?KQ$@-I^_(WtWwboYZpt_jnSZ;Zp;cM@#4}zCZ9Oyb_j3O5!d_aD~ za>Y#XdGY$k=CIIGZu03AAXw&d*L3I3dul|EI+~+EZez6jE3imb-^V8iLV~b+r-?mI zxQOnDGub>2gy0c;iW-MbM$UqYD(@T#5iD#cE>Ke}_x$_7RW#9?=GD!T3k~#ERULSX z6{8Ba1Wq<*Zet=h_Gmb_Ft{mE2kadmz4^g~nXs{;sOu`Q_xiMd?sz zAZj$WZW!qzH|{jIo=fIUqPAB#NwXYYYvrlPU69@Lp#>l+O(0J?z^3g<@+S96!#$gJ z99_hcd;FDcXoSJCOI8zIhfcWeK~f@hN(84Fzpmn^LM~lQ$1J1OPUytgxN3vQNd19V zx&3Fy@Ka44QGQjo`5OAf9QO6@BU8tVn~o!^q=E)To>vpPUNVl^Hb^zbC2u{sZx1iS zY*j=yzWcQSAxK=|n=cAX#TH>Qe>Dbwc`{@H3l+gaSWAj8c-m7|aM;Vbe>{*}CALK= znwI%6I&6OAVI^*7lS1wIB(49)@#0E8javW__bt?Lx8;Z&#oM(acTE&^U1pKU4n&f- zY9@?)!%k}LVnS>%?zOQ5ndgAdYdN-Y4!lWK(H55||j#-M5ed?b3 zZB@MQ!s{a8`oqr`8K!zzdxe<@-EALq(Yd27D%~+1*B8WI{sO4&^lNSw?}6afL%a%mH+07u8RURx5QqNHLTynmuEGWYn+Q{gvBMFD_e18p@o!zYZL~;R3 z6(-dAtl^%;)f(l&dg*N zc@^oGTGxY)U9}!Yen&V8{KEByG2v~%jX?|Fi)eqr>+%VqVP)OBbP#}(SyRZeo1UP6fngqkct)Mt@zzdndge!Cxpp!A6?e2P9w<7|hep{b_j#;S)6 zi~k!Nfk7c2x)Skd!GT)l>R4ywO?m1YBa7^h3(NYs6^eQ2^3|G;Jo38DhTXNLa zpH8_}ok$<&c=DxRKwXnreh;lj>#NpIOuBLE6z5k;BhPGw6H~>+ropli3$3CW22^Ra zy0JjnH;NxM#knnhaC{}dlijV|vN5o$Ffyl9;VFfw=3{ptn6%qPAb~q65u!^+ zs@W$@b47m0!)Aa7TU|;S1EuYsL)d?eR1}S7IYP=B8D|s5Vns%4v%$sTkyeG^g4-;ctW1an``*Y?(H_bLo@Ab>ExYI3 zvYgB$*&TRmjF0eGmN*9LaQ9S;GE6x06U&uJny7DHc=HPvZxfh%lWr}2>TpH8GWIl* zQFErz9@OffDZenz~pLN$)li7w!RC&kS1 zB4P4$a@k(|y8I#l3K3>Fc<~o)^;aavO8KyC|0Uln2PKcC5{TbopQnuQVBvLD;^us*OW=P@Gf$0}xlD$~+$;BrM=?7+zBVPLH!s$-XWgLF zt?^KWAR~i{KRcwd<XW!WSzs zj!N>0+)NioN!Kmp9i?`Qtw5mz^pTsx<6`Di;hTVfswigQc2v^chO@@~edV{kYVj@nk}arJ(8d z(jeJ!Ts}qN&|CF8o9%r4%3jtbi;LbNq79IR*7IQ?hA3g4c-mIPsHo|10V$8lVJ7SU zEeN0=4}V#_U=x42CF}jbM+$bXxasq2`{$Jddi&bX3(Yj}meHYo850r<wdI=B}1*NJ;Cq!B(p$ddfR0NbNAiar75DC4v zARrwQdLZ=PLazZrPWK4?mZ6wsGw6+&xi zhE=m@?M(&J@LY6i(g;ZU4@9=~DS*HZP_NQg&E<2G`)GO~v8&DM2;?Ita;>qkaZcCG z-)0Qn6x3Q&zcpBb7;o=LP;i28p8>D3fKH}lS5;m%u?9|)-Vj?*XASnl&6_#xoVsWG z7$8rTUn|Ti_~y9;kJOXkh3#T}3k?<>$yk}xqVQ7`z1>a=iyjTMxDjR|L>PxnD7=Rg zk{esopn5z%E&kyQTf(FJvwljz)t=&-uO9AlsXjmMLF}F;`r3=1o9YD^VL@#C`Q6f4 z>chERgOirwX#qc8IlFLG`e~ZMmoAICJCpRH(S&S-LdurhwRV-fROlM0Lr@zbr)K*&dYQSae2AfU#W+2_{>a_anMin-d zYd&>nc+@mkeZO<9(;hrLmZJjqE4vaQu(#0!pv*!x*{zTnQP9lj(*6JP}A)9+`R(-Vxt5> zRU3KPW9Wyp@88{RZN6uh!i&H;_i8(%Er0Z!ez!5k-o(%xjvKn3k4YBx9Dc-BX763< zhIY31s%hKUZ#W&8(ljiuK<66qb1Be0uM9-jZ=#K*34rB_GQ@A-e_}mHPFrtC0Tuq;_q&8yI4=SeInC#hTJ|Flagl z+MZSjB!B6JG+vTDW2gV{8xAH<9VPFV`_I0m5}E5?S4j+n$i<|FN!aX2JNCUxul)g$ z`jUG6Sz(u?(qDeXXn_gF4@k(%Hz++S!*#Tz3VZ9 zD2|v^4t}+~lcsJA1BTC-XGQz$H^xfG8npQ%8oX}6rI6WRX22?=;MR~Cr0=w#_b%Z? zW93_nKis6u*0FVpEZO+^CobW3ES)ogupqKRf)vzwM&R&V?!D$VMckY_ZfcU6QCZ(V zkzb!W_BHpyR6-Yz~5h%fBkv|ZQx$} z5zRu=vjpmTHB$8uR4YIF`K&!{J?^mZ^T?H6R~EH}_yiV)@S+Qbd80B^=+_F>TI}zO zc;mYr4>VNR6J^r?qjFA?`u#efy^29s{^;biMR}=bo5oo(#?l8_38A?Q(XWh6N%uX9 zpW66sX(`r7L#$M5x2>FG7Ywr;{Nv?bO3vHu6;xGOJBqP?m}y&ouCOv&*mAnQ{*y>W z4Sy2fj%!FXMA(f;_3T3`M{)$)I+EiR7SUu4plk8jcD0-0>X*wcWQ`|#U48vf+D1{m z8t2)r{%|9R04Htx@Le=`OehRTC&-C`>SQ^C4#Hbn>46z?OlsiM!Q`;U9@jjNs}Gt z6uFIRtK!CKd7~k{ZjTt{^$+)4aO{QkdM$8iX0Y`2Mqf6wlW1ty<`s^vw6a&wvKnOmJq_4%%fP|uADY*h z@-|!Pn8oAkuGm0^nA9{`3yc6SKrrAL(%acRzQC~oQ$wnWwXh0KaeAXr_|ebi{>Bv~XYDO@4C9}MhlEv~CinvJ=4<`s6A3v2gJm=o7ScsY9+8zryVBGj; zQ<%SMZZY^;qGLBH4HB-E&APqDB~a+w_(FNJeI>q2h&C5#fo{r*FE_-$u}9^IUZV}` z2M2|`_7IhNr0jce01Lgy&E1WE7pRNe+9-%J%~F`|vDZF3ty6cC_Tl?r#4Z;0+y)JE zEJJB%8cnAoU7qR(gG=iIL8j))_8|e|CsM=g$DbO$!+!HmL2D(F_N@wgx|Da!fli$kzAzeZWe8c+I*SK3PffLA+Y;MWW&n6@k(`CC#nhuC!3A0w z+fxh1>UQtMm{Np-sky$lizC#kx0wvv7xQT=!=18ErXsz^Jsl2+QMpr6_$-yk7E8~4 zNb_d*F+V{juE7vi#z_{}1cBUr`sDJkp_%*KySlyMJTQloML1k}hV$ZJ#heC9h& z2WG%Gv zdJsdF@g3|ORd3#yuWLX3;Pwr5amukCMx1BSqb2Qt+aoOIGQx!D?tSZ$*QfP`?$`igRKg-Kphj(qAk85SkmF#8dptn6*M$ zlM|{HNT*bdgy%NAU}@r!s>qyCFD-h(wPF3Ht}1*Iw|6-8)ara%+*0MFVehzH(oz5L zXz)gsu@!XTe102F3Yen1*ySOW78OqJv~O04D}-wD1j*9AZm;G^j^!bq2w8Q-3oI?~ zgi2;eJC7;NShXjahZ*Rr3Um6e&JmWqCV5CFd2=a?y8Sjm7O%T72~BPZz`M2ls5#{; zCHlm378U1}hY2otJcCh^iw?po&6u|MvoyKhvuZ8~_ z@}52V@*lnYTGM1%w@AVJ!%=gEbA!D`rJY~I^x&-4KDoh0h3y7|lR-A{^>EbohlgwD zg#Fgo`0bW667k2wvu7-uV+I)uaMUsJ9(2@=+I1JxrM!V8%LqNfcdAs6uNDVw0%>Nml0HQO7z-1t-LE`9T={=+7w*xQ6Eghll_Or zB-AdoqQ_rKIj8sBx9?lC7x<9=TRP#5ebjq0Assp7F?iy}xR7gO_pM{PmB%~LLyEwU za;%$7YRb;Yv-vJpJHUSM(XB8>ul73B<+}yur>6A%Z!KoA_&YP@IHN3pW%5MX76AiU zFY_qF1d=BGCha!?Qoq&8*4Xj93NOkIzL)GVZmv`HoEkfcv{(MU-jiTniZFU^Z@^hB z?c;}=SDwE_)zNc`HH(+~UadWo`w&!xuDDnKM1$3OaxCNG4oBDMpnF5j4zi}|%g3NH z*v*x?yN?Ih=)3&-nhH5%2oM|x_f-?zom8f)R<`D#Tm0bc04Yg;xd6&Mto3indx%}hTz@w+y2@e)(*5ao0 zCDuElLIg=YB(|QqHh1sWwj14H1=CsmJiC2myY>|wh1JtWSOJt&jRI=9-fJ>&Uwn>C z{z_Jcxp(qWja14Fxpy{GjZ$Wjj;aI50{ESdopockkzNMfk;$NA)j3S{w3%`J3U_^; zO909xw(i$Ht-`sQ%E_!cxgWQ2dCvQCbVyhSPc}!4;@(WlHXLpQY5mL7Y{-@IA2#C;t<-CSnW&e14*ggKKkah^(h(i&0r8&f%cN(2DnAF1yh)WSyq{ zNmneK!E!f3mwnXX&i_dg{_8VuKMI%hMHxOkcO);Xyas3@0=LCrm?eh@1q~nXf#Q|0 zj%>4xWv6LUQDr=-`*f!(Eu0(78SFkj=@l;yzM!A$D+Y;AdY!#1!D`y)xya~G-8o-? zh{n3!s9i7R6jeYD(J`JZ;O&RDaZ%BhC6h+5jVVlMF7dKef$oJ>ZJ*Wb5m^^+pY~Km z`?@9KK_6==@}m1i`fm2MTDZjUR!1FDA6Yn>>ryLKmL^MS#x5FxjZWrJ;3z*b4SE!+ zRCePv^y4u!sLb2WJ6g?V=A__3)Aw3et1~EHj$u21|H!up5?jZ*%XD(!kZm)B{WIZrTEm_Qzoz8FjEQ}V= z0kn^f5z6wF=Jf3kAos6krdE$qDqSi^3R=vdg@y{#WCGCu%gjMWB)Qt(Cak`Zhp8f? z-H2q`Dn$Ld9pK-UiT7nLnT`>{n#8UaPgpPQ9Bm>D>*OxrYYH;9Im;LyActD;^5wZP znU(hiuE7ZR;(<0F`##+bo9x#OjLF%(mbxs`m~)-9P_& zVV9~g!*rLSX~^xYGjp!6WAcXeT|Ylgk4eSg3?cLi>&$=U7y>QR4;}Ti+8qeHpeUtm z&s^_AU)ky{t!gK4=EbPFia}q~s&aW(#|tfY*|nq%V-tI$Y?2rzVI#edh06I9`(z=p z0|PQ11&;L}Wb_pmsU{9UO}WxQj#DZhXLzmrr%wP3Ziev0_RcJIT*kT4MdH~y^D;Z$ z7%ycVA% zoXuEmb#)~vPfg(718aY2{7_@FKs6XjtrTcY?0Q(85m_bghmu;n&I~h<3i@ zM8#BBA4$qezcjeHLg;qY};6sfx1UBI9 zIKm`@=Z4)64U@yuT^l3=_*Zyhkv8KVnow zD)vl1i(dB61|hKBaIZGT%KaR@U|-W*NFs|@xN5=NM#!;=48C-eeNA5loMcl|Dp3ou z93uc-_2Jw))3Tea*_R3gXXXs1N%8mGF5;JN`jaQQJkAyMGcZypN;B;o@*3CbphLnJ zJLBGuZKSCC5)Nz&nQL)w+UOw??mkMqAhOLg`HFX9vvt?2m6XFMETPxlE~Pomd8|UB zzVnJGynT26RqMIXjrq>ChSub^&|DzlFext*n^<-duy$8YPR^e5tFoJ8#c2;2X~@}T zAAWmjmc}M(BA{)~1iKK=4|>r1*0UK05)7?ep z73S+)W7U*lZ&!flbFqJzh=TNQobG=n09%Yvr-u)xz!!VidjUuIk}kpYTeu0o(p?RX z5rnyCpIm~%6_zGO4!1IoPV8_*fzWPh&{_{zSRpUqbWJ~)6`_;*qQ06uFc&Hrc=4Ic zQdHFOo@bNGE;3Yw1361b!Ih__YK{jW-^GEBb%bL_7Iy%?l)QK&%TnREZlh?QG!CHm z1w^dJW@BfxG1^Z;?+o`pzW+G)c=~%a@b2vow9OBxDC54qeEcY`=(fPEk6te$4yFTm zudS*25ic-qF#ByheoMSKmnb-0ZGa|k$jEFA$mR(?R!Mcoat)5L21go+e@Z=tg3o?h zcnt`A3|K{^yCo**o#yZ|D%1R5t)Bn8(ed{iPZ$Bm@7+BUyiYq%N)PwYLb|Vy;me&% zLeYt7>s}sx^$BSdY&p-5CSR8v6w=3&H@cgNR%bRD;pDrwHuS)DR4eZ-`Q2C1Z~HH5 zz;N3~7)D7hNsglN{-u+mF+wa5406tp03bqgwRp1-9{Cb>ZPzWIUo*_z>O<*_JW=FZ zxc;aRoubWG_QDWx!^sR_;WFUg&o%Z7jdIo*qO*CdHW2pUp3>p^#OdZk&uHj3m1v_p z5ak7%`P9p|hbK0$Y?SfF?`^Q_gyRbMQr_w$t2j zW#7iAk{q)N-{L$fpXY)k_R z7fDLB`{-*$rq$SRS;6hxihvx2BQH$j@lz=Doa1ZfliwO zSvk2bQ4wZ)zJKoP|5o-=qX4X`l%BR+1q14rh*bg3z=VpbfoYh(HmRSQn|VqH=@t0p zWEn1tJ15)ESlrnT!rkd(gE^vJLC-O0lET@VndS_h;9@#A))d9~OO@jJYacs*#F!r& za7RKc_T7raFHyUnqGc6_Pn@siHE zsK)}}2y9rchmo{Y7DXnp1Jri;_DSY@vlOMPv#*d%#E$=Y) z>I0uD=pnh~2O*~Q4l~n1H|w)?`Rz8hf^OnwZx%8wh+Vs6pXD7h>5ZNGctLJpDDaJW zMK7Z>H{^AL?z6~X5q;SJAIsZ%_R6@43Cb43CVVY+D>&Jazo#6$g*vlrg4R0C$np81 zHM#xXJ2&iVq@LX$UD?Nw9$TOLF?H%^sR#_rfVhZMcglG&>B$W&{x2I5kJ@qg3k1)3Yl0f_E)I=j6$jue6 zw|~9QQR)Q9Xes{11xAn1Bs~8!1y3+Pu>q|esy%U_{ zj@E4t-V9ujlranbg{uwdj7>9Bdx2U`ebo0W6ZB{}^T%gv`^H<5W4RfGifgTJ z(J5_YS4J9*ouKQ!%9Jj*!&!fq+Q{+lY=FUc$mr1EQpa%<{41yLFNK>#*N)lt=G#0q zs<%B2DDpibTMA_#6nr%BHGBF^UzG?mu1ouO~q+DtRIlx!Zw*wn^}Qy66{%j*pc>VRv5Ri`C+r)D(MItvnrl%n#(( zv`MG64GQ^BFM@;jB=zbo3kpQOy9MQnIdyL^-HSnm)tx9$`5`5FD4eTy7J`X!c-SC7 zdUtTQY%YyfKr+jECH}d1b=WPHFY4GHz(@)XwSD@uwN9^hG31)}JhM6U0qXUKspSA1^kH_X( zZ{_N;v4~X43ADdNCC*01&)vLHka!I(YPx67HP$TO`dpFC-Y_@&Os-A?hyXBtwYI@> z>v>UeffXf3)RhHfz3?{}@x6_Ubu#jPt-t812&nUbyEEZ4*&?!niZ=AkPl6|h56IQ1 z#OCfyP)6lZus4|p_#8|;O=3Dp&=<`Ab&y-Od`ntw`8{*NaAMD@QHJ zD37;jJOND^EW=t4<$ZYLZ`2kT7CoZs<;5x3urLrUpt!kJ=}?OCGdmA%qnI zW6tc(PrT11s{VtWC|{f}X=~%1S^PWo)T3tEHhgzd{mPDw(*D8-%h$`)y)xG#EbcEq z!8eeqLY96Sw0HdqHq=n}X{I%xU`yvKxj2rbu}#u8BFmLrQ}$HM>6k*)QGws9>4l zuDX7rV5clB$9(L;4*t$~FO>nuMtPNBp7mse4gip^9#U2D(*K<^Ag$>keq{3NI4mKp zxbw$PX$IBm%8r-C12u&e8#uEG>SbAZgm-0K)u^vdJ#d2tOIO*7i%86%E=^CX??6*~ zL~d4oPBDpdOHP(t@u9ro&UN&u&Y0^u<_b(s1a_sq!a9fw_7x^v-V-j>KIyZB49{R;IBHAs|0OiMviWsZbFoC)} zoy@dV(L9^=VGQFkf0)q1ou~*eUdEl@AL;KPKRrGnW4WgX6EU^>%Qz>m#%d19ED4EEYXnCGU*$4jSqB6_q#oPp6yJw z+H+ldUAR1G*;+H8h}&Xa7nzNUK9hF{7l5psc5#fQ)jq69GwSCE)1%AN`Pg;{;e8*Z zdm#*pjwwS(^z&=izahZQfzX>%_H$mMMKOKPZD!Ch znn!W!m9$uzbO%n_v02Vu;&aRg`L;jY=(>)j*ZAj{Rmp>Yy#41H^IN+I_$W&Hb+ACatJIS%!Zv5> z$$^FG@GxJ{#$}J;$ZfHB`aBB%5OwX|t?Sw9SC&cXr*`l&3yJe-CuwJQ%WU^a6i7cf zTv1Gv?(K`mWZ+P&Xm8oAhtw&*WsdU-d&A`9?-@Nic-PUJw@q+$FdNousSbSmLzW~1 zS^3><{$7s%N@#i1eEUEh$ex!$*EbSS>e(uaj6Qi;9D30vDkD9N6v# zpk9g7AV1e+vis(!VLuhK!6km1Z;=wKJu&ap7Zrla^MhObSha7}YXBIk%F*aFHe*9q;S6C496VoRN{eu;O&;gA9HBq`6k3r#0cP zeD@Z+{@l>?YA3t{oAwrZtX^dcwJTW(e*4P;knNIISSf0H%)l&abkvA&k`QYHwF;s5 zZ%fAikB!6s`d2N166A->O@I3F{DGG&1!IJZygfKA2V3^@m+|~m$$Y-kL}-ZZ=E!>A ztuf|_rSAZ9R-l_E^x-h^R*V~$L@mqj; zS)&+bN=&0SI%oDK{h3ajog$>8Y9788 z!6JIez5%=M6hXqBc(SonEUfLZ^;Q$N@BL44b;I$3i$^P{v+00fE#vAet zOr1*nRRdQ$-{EgE*SNl&>Skf-(PsG3B;BPdA6bQSD!m||piz|1w4Xv1v;4mv&%gQo z%dJa2X=7~A>BE8$+gDAqlJ91ASDnjgKg4hQiv57Qd<&L____#B$jE!kG40JVE!dG< zsI+yxLn|tl7w1-%dnAj~#U`>(s*v!`f<27Te#?41*N}Ut&?kXErB*2LbeMM8vn`LV zyu62k7d3p7G4cu*V&>vW)C!f3ICRnp5dCQg{j^r&ojzR50zB-(wNCZYNe2pkegc(y zpmO;0s6955g>wB-TTx$nS{?deqyu7>P{bER1`Ep87jqyVN2`%R%d2~ak?0c^9SHDWjp}o0N z-<<3_MDKMKVU@v8i#9hmU+;AR69HQdqNNKU*tlu1&j`~C5ZC!&+P%AjrKF3qZb}x5 zTjdWC%k|qRU((&_4E=U5Et^xCt$nHU0IiT^~q{0_09? z5YLX24UJ46LwZwg>=V&|?areKH;#>c4s!V~Y&hGvoCZBbfLv$%H)dXxzu&IMOkbO6 zEEW2FUvOh>D6eB)eW#>G?~@yxkMi#4EYlBMv66Gw+2;I^$ubdjB{km&7xeFt?%a z)4$!jn2_%VZ>96mtI6n>pcT~2ZfEP#A25f1j++|iUMgvpdp)EC?am;$>~+%YFO4fO zckyE|$<;v1+X;xu&Sv`t$zu|%!I{{00i!Oy^XlsTgQ(Y&#X#xQEJ?zJ)9dcU?6h7? z=U*-z(Kq18eu}%kTXPGvi#hDSsYP3%!`toE@~i3~Fq2ZXj4Z4^D)YjfB0DFs_K^qg zg>2Q9LmBtjhQ5Nvpbm(VbW?pxr7&GE*cM5@?}Fr&SME<2Ta9s!Z+))MDv7wDuTC_QGbZ(_%1!RC8lx)yLO0Dx+lj-ivJ7#Z)%2G!K1w^~K6q+;kIQ}Nu zG^4*r!A8HRw`W_5itMV>wy4$xThBwre#tI1GLAQEME6pTB>uRMKX2tBj$QpkblI+H zJ$g+hMqZYBt^nDOX57HF_%hKp%&Wk4NBbX7yqMnBl$*TmCsYh!bW-GGWv`z5RO+O- z`?RzPrUyRQY7`RwOP@823$RsDaKaWOq*EhgxO3eD3I0TTy4yh#CnLE+pe@d=VHXid zHoMBVS@M!sP+*Y_zkgQOWWiHT_y!qOJDCmnUh3hFoN=)r(?_mD!{{d!9htzGlikl1d38~&QqMc@?JdZTU)VZKPVaFV&bH}+;oalf~m(taZe2s)#p z&I0iw|LOj{Us?}enKA*)&%^Pzu4bjnaqKth_a?H;nA(ORS#h|;04|j;W^`jk0}c0% zx9R)h-Lgn=f-#J>ThnZ}RFY}D1WK#FLOx`9G`%#6c!qC?=R}q3s=|`E1zxo!Ygk-+ zYqx{>eZ3=U{ly0CI##O!`MUZ|=7M+=?a5&6R^V7JbH^yo{-aHZiRB|VmoC-^7Cx>> z?xLY~v>9SIy_6Ctc&;hSMM`>lk+$-AduW_;<=~eh8b?^!&O=stau29+&OBb2-QnUv zWaY8>Q|r9IhOY4e3m1cO+07?r+1n1CH`Bhk!h-~L974xniKtBF5}W1`uSc%NVOr+q z^%=hN^e@`b4AYjLecQPR1Va0+MieU_*@Vl#rQ;nX&Eg0C*d!p4Q1_k{$F6=SXfwM= z21ZsgRZI;Wl5P4JPqwul$S>q&U4UC2n?aV}#|_0nNMkm!Jq>>QoCROVs>E-ML92>q z8Q?o*6yHdP3e%rjV-=}K%CtbBJ^i+Z!)0^IAbh=>wDw+as?5^Ct>#*9ukFU;F5q^y zL;8SscH=Rfn$OoPw4r;p+Ue@T>t3mj?o|6seis)PDNWz@KOCU6`|K~1CKqyfH&~V! zGI5L|eS37|R$oNL6L^;o);`wGAyZ#&_gnOzQo2YniX`t+8T8x+$8oY$>t*qlXh!?) z%vg+6M|lr(i0w1d&$5{HqYg-qe(~wc;6TD1erK4_c0ua*v%_oWl~v)X44{zD{)ylG zAGJFqC5HU<2*aR+eQ8X-I9_x5Stn=eFQmG+#mHV_FiN{=>CA|A=+&!`cc}LsI#5Q^ z*0mb9@Hjhr;QJHpHjdL_S`HjTkcmnwJk!3;6XM%6!d8=>zOm+1+AFJOFW&&tjn z<)IEPk??anrOpm~Vp?_7{d>sCl53x%qF)WCJM}UGkvUMLS`doza;;ve#JS`_ax1pr z1$CH9)ZOye5t$y#V=dKvH@Q;zEf>Yt`zAu6Qv45QABC-qu}3w6K+`i379kD?CyXc| zda?nSb^77q;UB==tE0HZKk9>JkJ-Q-xc3ll-T!24uIkt5xP1K`}03BjmN$^(KLHQVYsUvDxu zV97p@KGg*dLHd0=0bOnq(c_g>Ro%p6k~W>{!K?|e><0h-uC`<&=LU(aZLsUege5G* z0F2~u?w3<#?295wvy;evdwJilp==Ti*!eZ1K6fSL{nof}@2f1^s#`F8Ss!=bi>|pQ zy_sVJ2T3nnnju~2J5L9Z8o);NvkwW)$4x@S)5GX?UN5!HgYvIch4%vkd!=$CD~fCO zMA-V_Z!#q|xi+Oe+jR(mI9URDM8Nh4KTEpv_=?`rm>Ua-5ntO<$Y9GANRZxIIk8))<|s5i;+ zQcuVj+g~}f%D#DguXpS zI=U-hf~f zm4VK{5;C;E$3*?#mdh;#{hyvP59*i1f6yMKYaWI(nghzO|eB&R((Z zWS(YeR-G=vXC_E;j^*pJxf{{^E3m+3vl5%6Em3<9T7$g!(~lTaZ&3C>`0)sy6C;PU zP$wJ8g8azln>G+1-5LO&Z&>pKDy~lqD&NRs*-EeHLRr40-6bo>KL5#EA1{zGeN7dq zDx?;g(m68d>9Go53GHOussqWBMPDg>Zl5>l09$FDdO?RH*iN#^-W_OBEg~Z8ET4g( zo{D(4Sn+yV5)(~e0jwa-c<`^c&AU8v&w)hQm1tz-qDzCR;7H0F^#`sD4dWs$Z? zF`v_2>r6jAS1f4wVTuT9-rt#PT{>>6e~9ut_mL|<_&WCT#GibrSqB9#oGip91RYOJ zY;TRi{xs)Wz@(pxie!M!v2enur{k{9y!$jkkjd7)xfq=sEsrbtLQD0}Ia4FfOFijh zY>QYfEN?n;NYgS{q5n3%TKC)V$d4UF@4Ma}dJ8GbV85wb{CciNv}05W>CxnD3#Bv- z&<8?3J4I{l)AkMU8yAXpT&(jGj)nX?LPk~(LMQhANkEBQC|APuM3M= z+@$}@!(Oi(+x|XD7_;^s6hT|I+(P$t^~iSb2|szpjqjPOVWUkEe_Nc~AT&fIGd*3j zw{>Ps-cUi?Ej(CRHXnqzXV&_%Af@I75QM{t6rx6a9C0S*+R(qjb4dTbhckooV|LED zjh4s#6sc}=gI{`+et=3}L~uQtzgy@MO0+xc#;6y92!f-_&R65Xf$msr?pSK#BK$su zMS=AS#BPPfSou11b95e)KO8`JdxN>W%DpcO{5$LwhpWHoWxN|S)a`h4LbHg_y1ldx zwBR=e6Ez<|R$lb{dV6{4JtK;LW+a*T`cb}TIerTTNS$Is9ghW7BZVo?_&%dn=VyL9 zf9g8U3fTISJ>^Hi`EC(Fi=f27jj`?T5k;VdOc?ID1aY%%?{|WJ?bPFq0w;~RdZ9_- zj==qiy|uh-1g`1(yOoMEvdlF9K2eXbTph!BwN+cV^3>%MjpTVE=T0OR6{Vhc4glCI~;t~L>U}2?fJvG@hO}Qh(PV@X{8Vrd9aerBKO7#qL=Lk z7Si)@vE*L7G07|A{3zUJv3yNj+WtX3vfQkZ7wTmuyhwATPG#8hK9cMPV5FyJ2yeZD zeTL7t5+8J@t#85qazkDN41{3q{jdR zQ74lTDP-4KM_c5?P$;E#bCXK#)i*B6HY7yZxn;g+;wV+L>B6Qh z`wC(Z3RsM$RA~mCi9m~gu;>8|)m>EPLfDAwoi}Iu^+KGIGb+mt{1m9U_VmR{tR+@b zTT$T=D}7a`?-^W^OPEXoGUHI{2Q98lifD*UARf=?mzU*{qAU!?Hh&yYva^F(+9et;_N&t;wbBDBhVYX$ zKNj#D98~GOWBjrU2c2>Ja;=A>Wvz4*8!TeVqyjDSWkeo!P15A?yYIe5?p`J|T(oms z9O-bZG<9&-cafbSG>;W-kA#tTp#M`oK~(TE28B zbrCxkCS@Pv{QRO%avGG*^*usF@`7}+bP5q>F^i0snd0eCUF1*jOxU9ta_3Fa*5M2C zI!oB~x_&}sHPzQ1hek`8l6~n1<~AM7u+E*y=XX8JaajJyGKgi*YeTp9(yI|Fjg1?gPj3LYBm`Q^f6TI&eoi-# zQGk~0xbuD~dR~8U9phxL6IaQ>mgT~{^aaQn#ooCS<>_6Ud#!A)r#dpjp$+{OXq(@z zYLDH(jr*&#mV3Mk|5}he=XcbbI>0L0sQ#t4)>KeG%bKD|<}*n|J-pkYPp^So|K%3B zE}c-`dgt~bPDnrX>oF|)4=<>(GchGp@~Zig-^$dnY&|?Y>ZO%J+5KcQHPX2!K?mcw zXP+Rq4=+yz`VZe_lYvC3T~-$Al#qkzj~}*YO|p`$i{lK#3U4!b6jx8zr4dml_Imo8 znZf@wLA|mQ?BDG*(hfRXmP9G6d>UVc~kyT4u>C zVOEBeEL}W&zGET%6U`?7^Am>Jd9L|t>LG5F`*;OsQcrjF8`s;i%sHG{v!`vI|FfoF z++SZ@jRlb(t@KL0vu8@YUBw|(Mk}iE5(yK0S|Br1Nkf5Q(xAwQ@0F9*y_zL+{$P?u zs%pCjZ13#y{IhNDEj}4YqO~z2byjoDGvPLt_Z>x_#v_7*nouBFZt4^l4j2PX2*~I` zlumQ`ilp`qzDP#U_h`8udi8y;h)VdUaq($R;~jkaN5uQ1ClThkO^j6)SNKh41hd5U3x{`;X z2V{7AySH+vR0q%-Qg|i;aa);Pzoii7k=JdkOU)?>163JMFmzs_DaqU|*j<7V)bOmF zp*CA)_>ur|dG2yr=2ckRI#XR&#BKSMS4qab=%S_%AU<&CNt#jFQPihq(d({4P#M7k zIgQg+8BZAj{xB(;AT#6TpO>G)b8^aUeKP&PBG2?Eb(FE`E9l3)zd7wUQ7$d0H-+Px z!5%5y|LLdx|AI$J6yulK+C2KZx4>p`h;MDzZwGJ{Wh#7TK(;W;A0>`OEPT1-=(pRH zF_fCZpse0x55d~yQM6tochfASoWY3o@$gZRkA~&Q(m?pE7JRw>A^kL^;7>7hKfPwV zsT6-m$qO;gUaity;;D-$itf=sGk0Km%`-*THZ|*awwtiyu*zI1^ev`|KHsml^~_js zOSs(YqAfFLA6ZHFBr4YSgOyjrD`g-K&Ris>q`XQ##Rf{e;`%VVh->4Yhrs{w${x~U8@V2Ik&D)(^X?>8zhY|7uUGE5@`mT0-CWW3aV z=f(jy`y$qk1Nfp9$H#1u!et$bmahE{_rSu-SCX33%0fr|+%GwpQ_ z!d--{HSD=eOaL`HV;UY71z%*Q+Ks=s|YRr%=Dh`_G2fp?=EA0Z?z}NzEKvzXr1OU5oO03^P^tC zm`JaXP6bY-=VgLd*51ejJ-(bfHqLs)u8TJAjqp+tRMVUCbh4k0GZ1BvhzMEYNc2rB zWu$JUt2CLq#`ZGjgXAoIa3DM-g@HRjZSq9w?3XEnjD=?lvz9Lwt@tbU1oe)tW7KPh z>YvhD`%&)Q(~{z=GRKJP z9mMb}uGfXUU~+v@rw4Wvr~ybB=(Fr4xWpU zjI_nwpVAj@v3&)Y{}L1Utd!kZELUPop?&S+oESXri_$&m3lPtRh|Uk$T`yKFZe=Q8 zh5N|W!})SOuXg2l@-+r_z>q~#k?80@jp+Zviu^x^nWXw(wL$9e=>7dvV>2UTO7_8S z5#x`JEPv-fp8YKFHj)t9bmIA;v8i9d1$V;czzn%oHA}fC&GdfuJzW`=FX<*lO<->q zoj$}5-%P`Ci{bd?b9~)sQZjah_*36hys&`qKv!aZSaRXUw zQWZB_zgHmw@Rv|^T;M2<$21}(qRfn6SJ^9}l4bJbx)YZW&K^l!@1z=uyEFS96rI%+ z0H^etk3s^m63b6G6n!SOH~q6I1h!fa99i%TbUIa&B?Osb_r+9eY7A z$^m7sA6hOY24m&_?RfvkY5!jzicL^NU5AZZ&hItWjaD^$y}1YCZyn}w*+irE1QA2s zfq>T{tm3ciRlU4k{#+fY$|zWt57 zN0c2FAgRq{JyE-}p{ZBW^VRAXn`W|*2Y@M0L+_IC+gsnw9uE|{P$QmP!*iwx9~li! zEoW3iAsurC0m`7Ce&x2R$)^bpy{@PQ z9L`@YYV%r=hGPMrd-U&okA(hvg)&OFPJ5)QpzW_CI&@rBC)`G#pnx=QD?bz#_WNzT zzyBpFA~VxNj)QiSdM{M8{+$}V=L_6ag~6!qx1s6o4N@)+MuSlO}AQ87MSwpwr6Hi+aUM~tMVsju&_coI?5&# zZJ-IG#nes4>o&jG>olyUipJB%U@cVm#!3@&tcxs0`C#5;BIPgK#G4I;WsKf(;(r*} zU$qH71HAlh7xsks^R{k+5x()Y5BbA2s{e&yO0pFA6YCe~+LDdD)*Pi6AA+$G5Dw@o zv;Mc))6ar6x896Ob!>KXAckLDpBiVCSeLvK8sjePRQ;1UXkl_dG0aKT5lfKB$Gt=5G>QYJ9cN9-v zt=;(L8Jg>J?T>V*p^!m_S@4A$g62VVArmYN`x5Bn&}Z%0@@gw11*DiIPX(|1n=LDc zQas;QQN#IqD$A`hN}`>j2MdGZo;;p?aRWkpY!e2JWb6faI0<@@!9SuYXb9kyp!UULtIQurZ&mYguSV=I60Q1c^UmgnT&C8t86-(zf^ zleq%Rt6vV&9a#u{(;zpb;CJpcc9mw2GI?JvabeXs>e;r9r+`zHpv zlqmOZg<5<2<}*K0?O4W=7X5&cH*fDUa_N;WSo!qpB)ElnS_BlDXCJNmqKzYan983&do;{W5;-hK;=~(dwbr zN0n6^zG>{-dcVbVi?h7%v)?GN2r+97M&qnuut`fUfYE=N#fIxNs?a}ru@mo@lb zoP7mQ)o<6WAV`POC8Z$Uosvo_-QA6}lr+MjM7pHAyE`PM)0 zI?U(@%)mL%Z$Eplwf0(z9n)DE`pF*-n5{*HJN|Vtx)HZ4GYU!tSqmWPZmHY83^MMf?V{*HV`HdwMGcXVcEGu&E$|}?WbFKhBQcK9@EXT@jF{L0ian(f+lGi%QzTXO@TAcB(^Yv^|)c^DL z`S)w9s1J@-f;bOa_;WsM>7&i>Ub??3^<1yWd~B$HtyW%$7j%vf4jZ;I;ZU}W9=zNx z;|Bd{DBJE2kYOYtSER?*MAbvtS!Qrhtsc%`(s*I#7ne(e#;d=NJ?PNEODV@O)OI9F zr0$hoCkyB75u-@JB*cX0i^ZgA?@q3`$d(_(tl+NX;ZEw)JxGgzSvA+TTD0yK$3{ z8j4+-8y1so{`oQZ0Edm&Ok7}YTv>aMNq#MM1X>cVOWWza7+@%%(5RIW50n_yo~b?&Ipj-m)=J z$t8ko<^lL^*USp>nCy@g?L>*hQLXc3k4!n&Wpb*j0Y<8I%$y$SZtVa6#6m!=XPh{2 z#TvJ?QCGP05UgBd%(W(Ubb*#FK5xFEIbqRKu^Dx$vt@ z*JD1btx?5)$3W1oUrl0ecWj@<1dTW+!x&%kPEAti|!1 z9Q;;A&H21&-oDjnvdA}1TRC-I^KIJSbrd|v{8LD-`fC@CjVG;%_m~a8&@(Evq?%2o z;nr0Gmhvw&`-<+jM3~HrV*_cF%7_EhmC7>RU0 zXrR?xzMEHPYJ*Bp*o*StR{vi2{=@&FcY1mNdS3dk_6tuXq!T*9#ZRGYm#DF66c~oK z$TXUX7-8cF-RHL~@YpPbnxE$zU)$Z+pX)uhkymoLkE@bT*)ZF4|>Z#d?LTLpSHIPIf#PzvpC_I=vy;Un?N$O%*t*T46PD zYWjSZs(`l;p3fBmRG_E!>koT2q?}+ z(ecNGojUxDoNPwZTeJA3Gm@+K<`P%`L_GRm@c;q};r7!pZpf$Q9TZ_hX&*ExR|Yd8 zHHn(*9H$@n6;$mUwkD`yzc{v>dxlVI=FRhhN<)Tk=w)UwKuZTiLAu%3mlU?=GK*Rek}zBQUvU-cI+d&CJrRX?9UH#@kX`d@7 z5SxS2WmQxt?C$NIPwI7acXisC>3)psS$vFg)+J1v!YCnV`AcEquYA&kLk%T+;J+GM z?SY7mw?`6$6_gYYJ0;X{{>Kukf4knnKnaur2dAG`j3ceMlx%NKG7p8Pc0%|(6~}8X zjtd{9Xj2pTnDGCiRwU=dU$^M_3hFi{Zm?Dg*}<89wl@?{(eE}obn-3XERdRdtw}>t zuR-vKiF(|0C(+TPXJ3D8>UElcsZ9WTtx8|p1CM#0OLEtcQQxoRi7BIqPU1{96SU|H zbVM8RoS`C!o4KuRG);7F9|PAC_K_+%8(ja%kJp8wo_MrA7d+G?Br|L!ZbE{c+f5!P zEU@djILM~MeBN4b5femhA2eRUZvV_XB&PHV42u}L3HqyfsV6>0U_$eGM*JT_r~d~; zWPfVLrO(2c6>(xCA98jjM9;Hv>~Jdwm^4lCTjAG}@W1GAN-Rnuaf~#F?Ks6Pzw7LB z_*v7Vhmxuv!nc&6+xjq;t7EkCDvIZncD-4i*7zb>Dt~Hl=v|+eRxy+2?ylJG?pd;< z>&cHguHa0ls1LhGjD{6zaGvFvHbNBZ>WJ(hv1hX{kyV8r04^rQ*;+ z+p2kA5MhJHUIe~lbBZ%KNt|}_HO1D0rvt07E~ZNBjdQ?Y5?^g(C~I#=*iW89?9=V0 z3H;B0!oSC@bm<3~Xq0>TvZP>ghbF2!WW*yH)F!+dnU}v1cH&>7dqE}R!C)RWEBXI@ z4yvBc0TH!ccY<8e2eSlL+yr=J`Ekg8X8X^OwSig;|4|wTtGE=Ro}#{4bjweh9B0q< zEdp@TVs|nIHivP^_+S6w`m>hNC@&f`QMinMUx@mf;GUk9i_))BSL;1{&*pGxu?i6}C|U*>kax{!4a6U2O%<> zPbUJNFYBxgW2xG>JZJQ}U#VeUZS(u&E9N5W09}IlR*D_fe+41`t#bUA8$);&lo3WE zbvLX6%T=ktU5l94ma5{$O-q*{kTxD1lCAEloeO0P)%1`#WSr3kkx#k|7OXgydWasf zCtbzPHnPeARhFA;;Rbt(L`HOh@pu^u*n5;_J9Rg#d((A0g&6cv=Jnd1^$9V>7?;RY z2ge)Sr-mJ`A(l#YRzv7_Jzf>VbB0DIzL!80oiH}WFFB`aDy=9TRJC2`y@XyFkk2-m z)C>Qh^_hJRQ(8V@&c9${TD8B7ya9$!-f!~@j8T!p*aYVe^wZlgzg@_uuk9Ja%*}S6 z0|rx7X{@aYHMcfLX6s_41mx@Tm7E*{UfX07Dy?ExE739U6M1^FdntyZy&epR=gDn{ zDz}HxeOTw!P}W*Vci&-dv3K@rC$#vP!ZWU?qPLpRfo?h#wc2@8#rbegN+M+z?3w7! z)*a_Q-KHCx6861WL?+c@Yahm|+$&lAO?-{q*DGHA4mkBDS9|P@w&xfVkhLB24zL47 z6~X`agAt1UB-p?ws=n_Bp{bddmmPWTkN20;w~9Cy+Vua**uMQ>1Ty`8FafJm?KAwe zhnv090pN{F=yX^EwPAHVUe0T-Py%LqA9;X|Zv)6#!mY1?Tp(7KbN0s!3u|c@JR)uoFnS zh4H=mGBCi@N)NV$ATo*UA2$aRC^IF(ev}*b_5&3FZP>K8kaw&gfcpX1K<--*$1(~_SI7X)PFaE(froa6cKfM0|Chi`-k#2vww%wXB z`h2vo1h*K4Vv-Qiy*js8doq@$+hno$b2__!%>lqwm5fM-s~qm8r#G^)WxI=faHkt6dISS3DXSm({C|$x>8sAA( zjO7aE62zafct74Q6_#0Mq2e+SwO-J2+G#|KJd>#GTO8^y8fi#oY+V zHWRI~vSy~XZY|qcDqTd3y}c}rZkUt8dB3$@-upmFoowfO(`Va~lOtl->F^cFe-QIh zWTwa+ZOE!ss89iZpM*q8(NNeG?j%MRvaEi@mn^PP4r@edGId+`wiDff+^ENmLFdP% z@s?zZ(`Z>?;pC}BKU9284t}pRAZ2ZYAiO}?0-@c(L3$#lRPDo@V)mY-81c^fh~N

*`qou#<%<>GJI=QVaw{VeZwcKAoLsvnj?DW?YlewB7su0n1C(1$PA?l*rSZT?uT6H_Oknl8yP8o`B?SJf z0eAbRLZS6DAp93j_fG9)sJjsM+>!*5^&3eNr=QCSf@XhyiR27)Y%{?i&)j?V^XdSzeqEt#DO#PR-O+)q$Yr&1^wE`fL6V;tkd1g6w2csT`KE z^fvwGDnsu-*T}0D&6k{ze_~W&?!{5f9r{qe5K=EoQoB{!YYexz`Qn@LcbI)(E^MUQ z<9kr}jdYO1gm8Yt$WvUkXsE7Bo_@$aq@;`hLKv-c?;}%S(=-0~aM=okp~2}3e}RI% zen^dkLZ8mL=h*Y23uemH9@AOk5H>WjxF}) zMT0raI_5Wj?(6-^k>RY6kz!!%D(`!H1LQFu?_p7>fbtt`K@0#VFy?6M#YQZD*MSC$Qx~vQg53?5Y zMc-}UBBlb5Z|vHE339Wpc+JS2OR#_%4Kz^D15T%t6B3!|jnSIcvH^5^cH&I?Nj*XBV(F@!|+5+bd3bhz7vlbbV8(>1_SL zm*0pLe#vQCyWQw$E5hrHk`m(FczeD_-Nz~*CNwU1f2QbmI>eQUdf12U4N}dMWG2CP zH}Vzl^G@A>j3?^NmDxamsz)^_MWpj5s-K_~(;vv>h7#>UCazR=g>8?FVjN8{>8 z7-C%yv0uFCsE@}pI-0bk7B7=%FE~7HsY1_9Ip1QaE;6Yrjnnb!Hj4^EC&{2N9vb7f z`?V}T5`otJ!Lav5Mi%=Lrc_OJwWMfqF+=&+B$Ge>VGPwbxlm~a6(j4ev5UK}QCP!$ z*hECC#QY^GYC(IY9XB-XarLVE8Zz5c)DIbC&d^iJrmoPj$MDW z>S6@q+_CQ|_9E+KH|pb5aXMek9XrE`c@&=V7iQcaCKTmkz**7+-Z$`uL68&RlUGyJ zc-Sz?uk>&|;!V{xEOa|NvJMQm%2Dke6xwf(TA6^~62``;Bq_(~Nj)43YwCOL-yL_C zt&ajVsi5wO`RYQ>W0!eqf_1ExLs2lDp}v&?SC`-lPn&lfmkng&`@xNX z#lW9Km$76k#YLxTxW8X2y8Ak5>CR*#sDC0~aRaF7!dfOy#-y1NWL8~=8A{>P%7N2T z@81TGlB9p|uE$zFp-yKf>MPk;2-;D9SdEEud=Mv;{>U)-P*N^J?y@zh+&k-xM@|Kt z;z*Zl(`$MMm;7+7MfZ6PuI#RNadlq?7te{>eKLT3&)K|^SyfqCO4(TFr$+w4ZowTiH>XBoibP1Kr>Mc=Cr-m3-2EAkuyVZz zSSZB5P9k#efQ_~P6^!JIltMBsyCri52no{nfpCK4kn8-G{*$#-Q}m9VqL~#!tPB$< z25R1(#}#Din^)ue>8Z2JI}9V;2VkA32fOmx9aK!Caapb~_`our;$Nhz+_hwuc{oBD zj{~|76{v*leH<)Khy>&Xw@>RHQ$^~qCmgKJB|y%G1XbV#OR%C?cr9eBi@+OPhU#2l zGuFbd`8~D`3TqGr8$*?t+nc7Ez$gMLy$7ukuC)()0wPm@z|B&FW-dbZ!r(#(gd}i73&@o3kR-%rHm;f_a5$HT!X0r#>PP|ruqZqR3P6JowaE^fRN#$M~)J! z7xadcB<+p}QF{EQJXn+n)NaDCdTRI#7IV#nfFZ;t8}X5o=5e<#Fd6D%xA!*kWPv+E z8|-cV?t3}?bSE+*wVkNGwYo4w{C2{lw{#nfz;c7eHLtg7eE;rJNB-2%b9pv+i$Ku* z_-)x2lnN73Gh38Jww4(JL(GH6lL&7}s`+;3HQp=!xLd1}qd1Wxb9Y@ml6Q3o6{$F` zuYq+G0beqy;M%8oQ~s_I*CT9NZT-cCG-$xoZXL?v#Au) zDRK$$x__)t3y`~VxWKGV7oM2beO&)ait}c5?$0MCFcYycL2N62_xxRzW*X>1cs;TI z=PNECF2-{PmfQV|8?9@js;4z7{Rs@Z)KBr=uwCOO@0X2=KKtcCW1a7IOTjU)*b^KY z7%Jl&s4Wx~@oLIqQ{Owlh8>brD~;X#9a4XN^3HiaLsgUSpi1$LtHknCKLrmzg2^PR z75EnzEJG2`v_I2!8Dieg!IG!wf}9&2o;3&?q-=up_GY@3QB~VXS%!HBT4!yPDhS3# zc) zZ_m-ohPIJc>TqHnSMgdS|1}uk(_+39Wxk2`x?Q|fU}FI$ zyWL;Fs%rZLbHL0&q$qk6@C9emI06Nl0gFl|68P5T_6*$d#7>i#*km zmYZEQ6StYw)NjFd*L~f4?Xum?UGjwUBk`g#1Pk#mDm|3=12lt@63u7`SSh&tbI0J$AWz?iDH~y z_l>jNXoh%=MTu*US~(*xSzniDg0kIVp9I9z$N1arbBBsUKYHEmUIC1g8iu8-9;{lfpi@~2kfYzaXV;bUDeq%b+7utZL|06jF4nt# zMElW;<}9^kBUTgg4BFG{ZVbAjTJX+|atKNv=pG9%Ag3;v@-OmTRfucs&^inrm5dxz zotH=a_ji_xGwcvUF{}HqhkC|iit|Us%7@FMJ6#vu*;%_sK%9Pr{SZ6%NjJCjt2r^h z@Gd(K?Z6oMCk@)(?8+J(Mhls6q?b9W25XD)P<9c+LSZL_vE5)po#WSc(rg3!C|gPK znB0pNpog8VCz!7dd!VoJxIVb*CYMM?+etg%v=*`-$-YkgNphc4oAtMzYBlC5!z zj`x}@PNQJ@tf3$M5A9h~_URRKTpMWA`)S(EJ9|?9(svRBHU|Q5q}js}t0pND<p)G5d;kw#XoJ^zp{}@7@XM%|a||G(#vjT~!BD&AgYcSpRxe7NtC%eG zt-pVetn zlr6mM@#j4PlD|DDnqK6L_n_Oc>9SRmFaL7A5l5s`!reHNTxE|)35@KS`j5OW8$bAO z&8?_&fk}H7TmlN>ZDrN&eq?{}91Vy^gpCXr0P-XA!uqVfd-#Zvv*hT@?jxuSg90g3 z&Vgx{i|+E_{D1ol>BmQy}Cp*SgAh)8-NK+(mx%jz?dC+&w)}j zZc=n{`HfT1&}!4sNdHpWMNkvDIrn4(t2WCsR-gDth|XDpNWFf5M%#EXB@Mb!lvD#w z;eYc{R)HDM;hx%b+x{kj#WI{;tIFSCD`sQ4UjEfKEQ|*Y><9`!*YRDOgTL_(=DVVA z>b#a3ILbvOur+^1%(x>y0jRMUKdn)O}k)L ztmDMukY+sbOi6>o*478UR{dt8TK-lcm_F|(#ugVD!@~SP?J8n*%=KG?GGlKzwn@e;VP{yF*)$0x42a6 z=9#X#Ev&T9bWnQye6jwDl?&?XEI6E>bxoK{u{EP1S!WQ@jl4 zh!DKVOF(L8Ieec~{e&KdcjcYm6q6xBN(eVjHJY=W{UQcf`d>8`a(hk$Zq!|$weW|R&!P6&OER_ zoE2&S%G3?NX(;p^>`L2nw-4i(Vus~yLTDc~v5{2KGzx15J5I76jBW(ZCloh8q6-A6 z;bieC*DY)a`0GxZxp5-|V@8Ex!(YCQ*DJ+*A$ayjlxl#pC$bxN^$>U{Vhm0Ao+mpD z^O&F(MS9{I@L$1`7NJqR58ktSFL4C?)Z5t?1~b8gt|2oRCeyYIsr>foZO8=5&{46M70~O7JHs?BypCqF)*BJw87LNdLc1IU`Fn-> zzWqoMT+%6SUaM@DPi?y3cvJp&6BnVUr>z!r!}qV|)$RvK)8d_kk0DmaUhgHmG>;(* zAREo9a=W^4u<_QRaogAYzkT$CVd)5b5-PX)e~y?YKH4m`>XH)7w5FkMFR4D>>OQoR zml%Dh(*}B^SBP*8o#L#v?IM&Osdv|?nNCD=+>vmdo8N_c2wNA;DZQ+MqHanF zp=0sFS=Vl-O8IAgBKGecUFlB;pVX4=q1n@f)qC50-<*i=B> z-L4bGa*%$vvVzw1LUSR}d@}Pn-%*pp8`r>@SFqxAQvSbYaS=Ig&vpzeIH7~X_(8{b z@Dv=unN~i}a7{yCKMTPH_I-fBj*@r%DlDo9F<(Ov8-4;#gv%gK!t@?%VO$bxUhoE6 z;OUlsI8A%}(CT$RcnqQu-wIu|W30=2-$a|QwfG`(Gic@?mCkd*K`tfg6E=?-pP!_zds~EaBaKj;CWo85=&dTs9xg=DhqU%Ir34 z9G4&%%oTO*;D^Q;Y&DNOvvx<;R?}g?7Y@mFz4kRNnnq47X6TB=%o8<2wBP(lonqv_ z;d}>OdZ^h4{#ctHqX?Q^fuBZV=}Mav$mXlyx5C*fL~fTJE^4VNIasSRgy+NDVSP1z z9-0^???!y#UUu6tnF*L7ShX^eknjm6q0mO;CI8yv{!HC{354ZsdvOE~W9+|FFMs?S z*J@Vt=rjDmO*vT61yCOu(K&J{8WTB@?V#(X?t5)H07xI{(`yrGT?0!QH6p(>%>{vx zwYE@A=?qSWev`a)yW6bq{=UjFM9?VaQoMDlrcf2};xn05weGjJBN$ijYk12qX{xse zwYuyGHCG0}ZJd-uK=c?s05r>8Mqe*IW5yY~8u<>L9@(CaU=(=*h?8@m%i;KGrfvD- zGyH^vzC}va4>d(jZM|qZnPxdoZbKPC^YB_}4j5dy>X1~~IW(0{zhoCACGYF0B!QnT z7P?w~ZeJ<4Hv4@Yv(@58qAm)i?@3MrRmR)&vZk~i22)^z#1SuscfP_D)s&Cc}&Bcu&7#&bfU`- z0GOq~sqR*7s`Lc|vR?=Cpa>sV5W(@5uo7KVapt`cbo90JjQtUEx~XJPh~;ESq;Wuq znx+#&Iu+jTW?9#kav^3_cXg%7B8NWSHH!Z@b7{#i!HT&hk$+9<^IY}xjD^kE4o+q! zv#qY6c$|5^cpmj8qi`FSlJ9E8#JqC|{dWNjCj84Rl7dM(bfHO$(GfZ9$WweS?a%Uy zZK4CD*`GU>NK}4zeitW2No8%5AM53*ndL1SdUNop+^(1%-RejCeUdCBB!uujJ5Mwa z-3AHDgELU|`_Fqfm@0xlq&zrXY4-D4*AMN6GSeB|Bwvn^(!QItj-%LaUF*C2B)Dw+tg5eG{DcL1G<{psL$g)g#+D^OVkON5xKXH1PnHChBbX;D`|5ftjVnWr?UzuIz#K3#`8Jr$GmcI`Uik#^i|JrK zO9ilg&mq8hr!V2VmUm1;_kT_6dV9+7BSTS`n*JD}2bN*OCx~j77wzl^lJ?0Qgruyz z@>Mqyd4U4FMW_b=1#Uc3rk|rd909m)8rC4;SsXqnj1i<6WH}l2|D>TBVCFVON@dvs zP@HUVN^z+|DQFdu-I(7y!VFWRSGC;>M2F9lGjaGjU##jQ zPLk&Yn2}uKi~Z{R0a<uh_>aACD=w&&TMcl-KtYsO+wyRoum?-eR2;BLz@S9Tx(y`-N)0mLL)#J zuf(Qd?Xomp&9djN$#nNEqVGY`R#?jP_%ui!;z9P=Uj&?$_(Tm(Q^bi?PbECO!@Ox- zHQg4k1z6SOceQhr*IZ%taO`akXJV>LgSn~*1}}uu>HrL;E0jre8HKcOOjoMi0gfQ! zB-xRT!jLibu`d-e4bV@|Q)6U)zVQcNVQ{I3fEJp*3{*oLOP3{8*KiS6E9t4q&hWh#3v-;t43mFFl8FMl0;3xlauA>;r7Uv zR-{cXYCGgN#G1?DMdqXAvnKjowbrFlj=-|2rk!*kV~@;tMQ7w^PPJBD?GS%`0za7)Y$BR0)ad$Kk^zGzS zNClw#<3)fxgEBuSGe>`7E)2??lI|T z8Q)`-g=cM84H5RLld1}9D+d}4oXIgR7W2Azwg*P=NxlabV>Qp6j%a=Cpqi0RWFiup zjB|U;d&afGRE6GqFfSF5h;mf_3*!i_(ath^FX#`i$I`mHdua{e`Ue2vN}J|+k${BU z&L-B2`MvpUOnOv=%u&K84=+K3d{GQn)@V}fLIzlJWwevH%#U))1}^5M<8&o)&|T$Z zK#!0qqGtb&%L~N-TBDBYvnLP}g!s>X&Q*!*##d*y-ZVsXh>H3O90Kfz8nlAAnTmy# z%;87yy)PGB25|XBt%7BsHC7eBsq&kcTY%LxK|9+nK;1bR^WjZ>QF9lR$@;~6Sjgb6pBhb6C>F`DMOz}>c!$WW`Yqz zx?yn@JtG}bE}P^OjSHNSkNghS_HHiV!J$8}nFWpWf{9X)E78c0VQj?sD4d&aJl&s9 zf(9zl7N(y;wh;10cK^vkx67`|>=}1L@9bxnIroJ~n8uC1rd8JM&C6aTa}Pz9stI88 zf6al;gNuK4HrJPN~NQ09A(kQd0LqH zEGA&6C)S`clK2W%G@Ob@Uw^VNlzmTvP=r<;Y9#t|Ybl$JKxnZW9 z-|F-wsn^cU^CEdr#8O?2Axg?*eh$rFZDPI9PP66jDRAgUev&`O{r#uM83#!<-fCKz zHeB1D z-q-Ue^NdUpcexNZYluP#=JQ(U#0UY_U~?eLe)BI!-cFx!?HZ;qg5XoO3xaSw4ZK4F zw$zmlb)8a`sEyeWr8J;hp=1sCMlkF28Hk$BKg@>=K5_2NPr#!IYJ!AkJ6i>5qlkbJ zuk(OKVeuv>+aBhz2~uir1Zf%%1_f*Fj7*-5uIirpp6|OshS+qdYSG~-@8jJme5pZp zA2@F>~j9QMX(pvT)}2Fjv+FVBQ__FL{AE^|+CDGEn#-D_V}0_wuKrToeIYvTZAN z%1gu=4BqWu@Aj+=4KshY94uW#X zv6!w*V#>ai*scvGYMH>WujBw(&+|6b=Jv7&Xo8Xm#z;Ho?bmvY=kSQyX33%(7`VAK z=bfA`bX=BdkIRR7_tY-S=>#cH2*zV7c5;%Cb*`l0X7B_v$-H_^6LA#R2C#!(f6aSJ z0cQPrW`;GaP08D^HmlI@PPhkZJ#ZL^^9e*HFqjIF*{xajVh9RrOdDo)*)l|1IH|Y3 z?D$Vy+`et=dSE==J@+qMqZg63si{rwvFo_Yy zPAnc~UxVM2^b#eSL6}sa60bbPNih*v=WDFrq%R&QC)RzSmBc9hd=h7(^qODw#iiyO z4hge)TF=|OI(6^T_di6pz4_Qf0nd%>`#GsKPb6n3KVVf=Fm+57m*aeLF&R07&Un#R zP-C2h;haPI3@WtYHM6j-&mLPsFW{Pf^)ehH{q(5acOu@fo6`bZoeVv1zGU^NmSwBNSz(>NfkF#@O_%sKC} zxQT9kzhN0HU=mOkWa{iB}oXZLt~!kDiei6Pha;52H-jvo9upAZ=;&w)l1^iXX|yElpSjfZRJ81 zSi58KwlQ!J=S4no_H+TK&2#zsQ@CAi-xvz|S}2PviTB;fUoc7hu5G;sl=s(9$B+g9 zPQV{M|CxPm1=0_n1Jh_ZHeF_4GNRes2;SXy(f0G&iYg|ql~+GWwT%yZNUCPxJm7tAx?v(Kj^C(tzv5r z-=+^OsEjiIDyLDUZZ&Eqt~4$ps<(H&*vH+Pm1BHZ6Cn_EOowPYrB)RyF!&)T{T{66 z7$aAv^+4Jj(o~~C!Br;mIh{!Gg~- zm5F4LLUvV1=2lI}#H90wHQ~F2ud;88vs-Gk15x`?5=L!^vjR1~r8m%0cd}gYvL~hEB`~8Pr2>oJEi-~Aozvaz(qpW6s9hR-H;H6K(gDE%P}IT1 zWjq1=BUNsIP+;qQ^8B2^uP|nm@7}6j^1A&EV(l~?QP9xP#H|}FzTK_@2~HSmHig5x zVfRpm8fJA(U_4_Ot?UHaj*n;?rU_oaB~sy_f;SF_^H30ssEG;n_(%DVrbqnGvfhnx z-dPX(zcs~;d_x(gtMT(1vM`<6xr;vqTF1ccMz-b-ipQxnvGpkuV60dicM0=5l2bpu5#kvf8p zXO`XBD>=lnGJOxcJThpjF?JdIk@uY(+I1ZMceW8V3_4(8{zI>mB#=su&br2x0(dS?#XX0h)0h~e%{q_-Xt?s=T1ven}Sm8Pe?kFcd| zN?jpS#hOGcF-|T1WxpFLa&mKtSYr8*=Ecb!{psGprGSC3c^s8|9k{Bc81A>(PvHiS zhI6kX{vI5xQa+!XyLNLzxAE&dj8&R%Vm@l|yp`CPfnr;FfP+s`?jR=@E|bcy4z9OX z%#LN6MUCaa=k`!E0ceie%5U|6jCJ!yghb3|q0t4SF80%smeu^;w@BQM13mP3(&Uul zx>vo2UfheX`oZ;030&9{mSft}rA}O(T zLAsnpZ0Y4#Z|E?+Deryl5O_FSnG3;Z>ELnxpU2V1as^PA(ZGVbo1pWsNWD@bmQmXR zW60%W7DD<1;C+)$1LdyxP%t{-`1GLuSB=j_^ny!1&l_@VdEy-osT|+Unx=gOf4(jA zsJNIG6{im_@UNaXhq?We&7!s`5i)yA^$(%i2>!{g31NF}s>+uOqR_y_=rxn3)A$arDF@+&mQoXm?X!MZ5oge9U z74HCXSm7nDVNA_kba|^!oFW`=$!Yc#rkuPKM@w<#hXhY5*5>|1f^4)>9f<%rd$lpB zd?(n{K_Nl$EHnD2fTS+pfvDj!7U&qyRv7>7!ji`?Ut?;$Tdn*3wVP45MN0>$RC#6X z#sflg8HzQk|6)(gUTiLk%;0MAI`6*|4MKM+Apcf*2$jqBMnElFG#}4FnpY)itV?mR zw|4#Rkt>%%_=V68x(JB6War>JulsY=t(ik%_GTbcd@9$LI)Ky7G`FC!dQwv7TGW90 zX;^d=P;1b71n9ewy$Zf;4LGk+0vCn{zNu_Ce15E_=JU+x|?s z!l&iiNtoRB*5|n^fG1)4MHs$X{`2wv$Qx$GVRP_houGU3@%7$#ZUhzvc`dZ~b;f7J zChI51RoJ=Dtu_n1ly|i(qgLcq=npcTpQrC~x4O1#e^uW46``1ZJ(CB4SZ zN(jgeh=Yu}!bpX{P6<@7ecH;ieSk14vxbR5DXa5j2H2jpyee#C;ttp_kU9l ze||izf54gcA`5q-!LOLVBguW~8i;LjQ;{@JZpbeoK_7S)s%uGU@KFIeuwU;m^_vJA z+7-0GoBd&=B!8?j>2Z=nyundsssVdvlHqS*VGl)%JKm6?ga6zvw*Y%dVYs=&Pv?PH0hgg4XA`mKqo>-2H#Vi6FSK49Dq5Bdt9@zc;c)muU3p80RWKC3Rn&Qr zU&#?gema3rqZ{K60>+=mxE~hkUt&HYrbW=IdKqd`@=Jfpx9f*mbgNn)^ICBr)}oS$$0Q>ReC7spfNV`< zi{hk+^MLCz;n~g0%ql7x{OD7s1~+1d7#O@5o8q#l4r=Xw`qo9=TDZe5x$~1;0$dII zU{)Gt>B_6)Jh6ijti`+}1y6;qC8q)mmu8#eSk}jjKeMY2HYi#Jw#cTy@K_M4U zDt<>N;-zT=-EL(m#h<(oA;v^E4(XP>7w3pyib-!Yf{8v)GBL@%xRj4$BvF8!$HJp$ zh#^dq7^YOmR!-!X7a#onySih8@Z5K?sb1cqtto?J9=wII{Haf)k4fgK_Jt2 z$NN$>{lM80&Hv>EKt8Yi#4c+=q7V$&gCEIKt2X-SO3xf)YYs4%-_!E|1k?w`(#EFb z<=L#WRb@rRIvC{bR5@J#Y=nHgi>)vUEyfV`V~%{7JV`(dvr>=dzlYbA)(hS;R_@xk2< zC_nk(=MS%wfzl3kbkFm1S?SJ!+1Rzv0*!4rA^-Y%qBv@p*crt`P1s*6FOw zdjSBtdVTeA;*+xReNA`1BS_v&?XX6o3SWlgTsbBMru?M+uBUV68l;@0l`q$ z6~erN0@i!72`_+-r4Z}z)u}E3O|=}Bng|?5oa3Gp+KG@L5s-J3e!m636`b$EOG=6O z+jp;7%M2-=ty(7M+QDa7CC7a*zB*p%A>oO4;V*GQ{Lzkpy1%uN_IQ^&|7Czd!nN6K zl;UYOmaThma4>i}5v|9`_XuUZ0{&8=>9`DJ?6xmi2KxnHfdHXe?ZFzJBZfMrRdQVH zOCCX>{FT)%vi)aeTvq;Bj`1J3wtcIU)$Yvz@7tcz;ngL^6W>jk$Kep~P{XHCNgwM3 z!2N`ITsS~q&~in;^3;%PCC}DX!p8TbAxF;`u^3l^qO;gqe`L0|8$a!ytbseq-cBeP zBSTZpHnXD(_l(J>;kenz6B(T&Z}x?^PY6D>I#(7M54~0q$HXlnvW$ z;M9Ij6`!}&%A0SKL@9iM5tZkGg|*iMKl02T>HFkZj&gNKyQe|pX%f>*&=@m- zS|6ch-;E=|jr4vR1iuXq^vp2$XWF@=t1i!@ex}#rTUq}e*SP%tdEKZ8>cUt*phoF1 zyEI(J!-%*5?t~Etj`x5J9)&1(xyZidLK*p-J9zH)=yOd+QYG@Xap9+tLKNYN720vO z&_Rf0lhwxw6vEZfCq=4?o6U+I@(QI^l(kPVU)?fq9f%NvEzm?x;=jk>2~J({w@3+V z9{yaYQVf|HKd>Vz`-SWJEZ4AhraoQK|J`ewP0UxNYULCLyxg&%zMuLcz!=b|a9iDq zt-X5M`H%uEvr)S*d=Am;7PVHd<|@nSVPaj^l>k`N_2qe$pCK2X7qiqE%LI?37@x~M zgJJH;&$>DMJhi6ZVT!MjM*{i(6!99r2T*I6EZx8G*#|e#PD#PEAn`HzS%4n*Pcos` z(_fDko6#seMywW_W(RT7h-wSjXit{W4jrx@zSrFC={~Z;n#^l198O<_+X?aOpP~VQ z^WfVn?{7~%&TB@C@tiORrgklsv=0~rGaPQ#ME(4WOHdsLBa;7MXcQhG`=&eL1s0(; zfY6fV27VCv@d3k+&g?ze*PhaYjy$wPnD|#IfUMeFBGflmaFuu!5b+2aV`? zKr-fmNCnbo8e%iim1aDq^2Wz4vWob{AeMuuVRUFXTN*#r{g4v}3UT{Z z;gQA~WNSh^EqR;|)EE#BmB~NSV5(&A>7v|-7to=m~;iFZw}PBnhN525tyG>Px*2bvp7e->{|q$8CHM z%t$(I@ulu;^3`VwD4S`xv~q?;n8X>|Zv+C2t8bhS4hF0Z?yi-%tSsn!2kVCPWbaSH?9~hIL)bQ?| zV2xc_i8@*jJZ+|EZ9DErlxl;Qwm#YiAZ zi_tc0MO`di{N&(kcCf`XJkHw0*)2k<3WHfsC5r`Xd!<~`7h~QKyx^63QJ5;?s$RRU zmzZ|jQ}vONFWW0qQKJ*>JY%l^4wXX{t2$OtJxbpE3ZW}sL@}u)BE$QozbID)$p@`h z z;fm9^1jNt6r4sW8n$7Biw_=1FX=ij|ynqBDD@yqUk>fzV!z8Fzp$TT>cVAQe_p$Vs z?dKIa(q^w}&iLRAiS52OQu$liocpho^TP}hJNeU4pM5r-zTGg}q&Zbh?Sgy1D8hQN}E!cM7z4QV z5i%PD*~*2nc}v&Vc5xrepCTC&jvOD#+Z*ux^Ov5KM7V^3ehiVGYo2bclVn6edI{_v{MSO%bGFkLOPeF`O#*3v2KK4-f*~A6o>jjrBHU33&`itk7mK?s@QdG2*F-*pEvByTY zFyri9`gpW1$jD9_E<;^HkqcHz0FQlWzR zs@eX^!u!Opab_&@mNP4_SrhH^{h;5Z=}Z2=UlkqM>OhPd<$(Q#68bT%dux@6wD6y) zlm9BNs!@OfNMa)z&+~wM2B=6$w}wQ@=`1jlYdizk>xf9FtY^;`!DVk3{WH2!wuuHJ zn5l*n3TU!0uL3Y|KSp)_$p4i&F*v~i*)hm+TvbtyE;P5wQC3yG-YlF_)Ydj!NIHy0 zN5>#lw{$uDGQfg9b^1lDbB=^-RxK?)no{ydUT}-D%2)hBd|{(y6Rie^h=qk3qaw%s z>48Kxb29*SBYreesv=5G#8_=9`cucU-$PO!dR*t`XXVKMqgbnl+O1?RNH>kAa>w?P z+?xk_*v6!$@UO}p@`K|TT*<@YTDk2=cFQ(oxHDy7`s+Rhfj%tnA|2XaH1h_3RK7cV zVs8Tl2ZuryD*Xg~f3mWKf3`UMxA)l>{ux=e0x-ocfNFVxJL>Ws&wLZAG|5O18p)?6 zu=-K!FM#LfHIEPHs?9gQV`+zjEt?7WuV9e@W6UMS?XZLDI1E;b$g*2}8>Y5-MT@x#`B#{4-^Mfj2FVdLY9((smVwsR zpzYhsj0Vn2q_1EdU~3=1%q^#1hvId2aSaU*JDs^7vKq8#-y~Kb4{!YV@dJeU^RUj9 zwceivE32s`ndgkX{<>yF5-uc1MTyWJ?3VScmSx8C>xP_GWHF#t#v68gLLEqQ(p?$-F`Y^0}e&JuO zVeAfp@w#JDjxAXZE|$Zk#X_9|%rN!eDLu^sHs{b`22IINU0*tT1n~)|hbip-hK46c zepqa*9%CcLiMRxqI{o2XE#zJ$G9r~&U0uCF^?T0RMo7rpzCro+O7ESE$+xC4QM>pQ zq{>NbGxZcxMQVNLitdz{n}s=)%U3WcKGvCUr4=u!3El{A<4Q^w$A;AleM???Owoni z^(Uq3T_*jQ+9F}}h@MgUTS993Tn8tWK-{iUT1F;j+VWo5%CZt_&ESE#{Zjc0A%9wc zIW!W0sm&b>6(+CoF~H=sq-KoK{f{P*e&Ak!R6PT;2Njpl+WVj z<<;`+Xk>QWQ%+#g4*<%zkIxolE-=yMSTDB}*!G7mlZn7 z#R(@n%g}rgxv{YU&GE;9*LWD83;YKR0b=WT3(#KeXM0%BBnxMH%V4@=T?H?Ev{Q&LVtIEhEKEM1l;~$g6VIAA<2a6}7R2Rh&u!Ezw4LZTeWR^0ssREU( z;xevds&e{*vOLmhdOG%0WH8*D6@_yiFcvh0yxp$4yGV5$7c(oJc!~L_DXTM*eybJ` zZ`O>Ct5CUg5b9%(h!d%-Ft7Tj*>bK*wcVm%7hcHDyg8x%mu0^cX0NK6P+1Yo2Xjvq zefcKzxgA>pDoRRaA@gVb_|4gi?h5l(tDGt+%uz z<)M&vb2=^&J~6xTT*Bvi^lzP8RhBrwE2tCgsif$w>b^pf>z|}5Z(xQ<%GW|cRFTdy zuQ^&?{c_f1YzyH>^W(eaQK?p|!r>XOlNC7nFIhbQ8T0#peJywo=K<(Q@ocxX9~3|1 zW?aF9D}M1N!p6?70>6!lQ)v;R1l^%&?skRSc3VsOvt=wT&Is!!p9F z6b86?5>hYFwu7h(LZ*)W8q0ayuQu8DKq^q(#>k@V^ZFTGWpOL8(VKiuNCT)E%|4_Q zi&N;?X&M<9M}b-;OnDEmvwpCdi&W|Nr--*~y+v|2Kmi)c`R@E*2992mU(vED+C5(+jyEI-21ehd`p?eG)_xZrcu1W>lRAwWcAtue_Za{bA?b{?4@8a3Kt-J zA4CK59LKG1mR2gA3Y6<-34wKO&H zQ_I6h9eo3m9P7{zPCV``YZKFO%Aj=8?(8gIyCY^WYq$4+XK<3K5TB`%OBKivTZJGR zIX&tL36c2>ytXRZ3K>@8yDtS8zEKocR8}VYOelMVQiN=cq?PK#e&o7zqM(w5n2qEY zU(8HHR_iUTtWqp~{Co#d`f+^m{Vk;k4MB0Iy{%+%*<4V(Usq3Wj1@uZVaPp`)mY{F z34S~L-1Z6WZBKwqfT2l8y6x_X=0KqPzd?jNU+UEuCiEPta4CRAwCP2V^4jBc3-Q-q!%GvV1GO@bI8F*C4=)AxQ@Y@VqHU*CV^jzOCiqG=zBM$*_Q)aJ45d4*HX1YL`2$dTOy%$;@}@D#mZM^Y$F^^^n5wm;)v zFqg#vH6mPc^rG#k@z$rh|4_)gXjgBF4WKdZNao0>9~GywT8Sy z)Z1V;b2F6|i6>SAs7|(iPuN!C&QxKXjCqZkwrdVA(4Ig!n=;zO-3~)ivd9iP6Yw&P z8AIcCxIP~s`grKaZ8hXh8f!VYl%TKyr-vZS@38QCt3svqF8|S6?y2FhiRz;;f$lz> zw`ejy)9F9^Q}yl+2QzST(iTS8mMu+otq)-9ya-iSEz%@Y%Jt0hMl>jdq>5DotSRfRqc&{7vztH4~~i35&p=-?DIPaqe;DQEF7 zMy;EJ>RAKvIbRy~8G1W6v5i799K?Hr@3CRmg)lIspW*C~87>BfQotFymNe{9lW+#S z$1MkvAWhocS9;|EK!!X!DI{_DjtLfeubm>zL$BbyCQ_LBVna2Wi=T!F^hlcbV?ECL z{rLzAq4s-G{*7>vjTklUh-aNPAhh?pSp5?S&H*C9q0cG#zyr{<8Z_R{cJ8{Fmhxc^ zPC0ub4JNy$v=xa-nL~ zu#WGTt8uX_O-)|XAb#=G84c~Yf$2yca6Qd4XeOyNwJN~!N+)v3wni1{rwsn|CcRVxvip4mDF#pX54R`+P(LJ!$ zNG-Q`!VEWSKdbDaY(O)}Sx;7;f2orF_AAtU>ad~a@vNH^ zQ0GzGS&~bLWxqF`&y?#o2iWg1v#<=cEOH|~5|~@y6!3BKU)O!|=6_tUA5mFUEpRxT zW2>9RcRpH}wOH*xphx;To%Iog#33+zvCv^}vTvtRwL}wVbRqoaHK`df>?t~*(!qkT ztO5)Xo;0z zV#4F%@zc{}eUa+-C>hK!rr7h+B*_6?X*L!ey=3$mv(AV=bXs23@8Ni#l=u9XscI{l zQLH5evL$Wm!dA`sj0*kzks)nt0<99N#oCss7d|r_0^XI;adAnqoJ&ovmC?JlZf*@5 z2FB7~zh*?|>2j&0MR#D;&~aLU7|vYy_eNH6Ni>#PjzOV+UgFB>wEHw@j!1)=2(<}K zms6}@&M%r5;7m)hm67o+n$O!?O@~roDrp?IJNBR!;8-(;`>EuxP=RVI5gZ>@Dy7JvM`C`+1e=#9%MD z)@_1tf}$q60}v4>UWAU&)h_6LC~5xtC2JD_gFcYJDgHS@4!9^NK`M*4ASJ7sO_ey; zS`Z1;Tqd7{v~*N3Lkp+HHJDM&=fG`*j%v&`8HnRQoY6Imy#e%8EU#0*kmK1FkCb37 znEB3ORDO)*&oJGN0sE@5@G@PJ4f_0~d;!ECne#V#-f2j_xg}#{7g>ZPM((HT3G?1m zbLRF!iz(`l4LcL;z|`6GK|;J~#FhKRUp=Dup&oA8*4GP7BiF3!F6>kZ4Td^X+()7z zJ9{#ypnSPjE)}7<_*ETzzNb9{sm=9VJo%E}M^~9aEbAc2y<2o;7t6Pk+Qg6KEad*v z#0bNMd_=^;PzCD^0pA9B|NRsF3zX_fa$KC6#_ns50I@ zsl{SQGxxJbLV5mkX}pBvv+`pwm2W;M_ZQ#a8HrV9qe1NTZx3M6u9}^l-3BnGH#z_e z6f6NYU-+FXmqs6mZx?h>F+h)IKSl9E*c@PaQpu z#O+ix`eAY>l8v!nmP9zQpuo)0p@dP-pi?sK-T2cLu@XHVhedSt{&XMFfLeU+?;=KU z@=mH^_n@-tCl&o|M}?@WDkmyTj8A+DNf8eGOF&9OvWWkoMQwyIvbbc-#T9cSw4e?$ zcQAAL<&4MqBiq$)IHjNeMMo%E! z!LBI9cVF&`><^u0bC+bty?EDA$Nn#QVGwzEVF($BFS1nrE?Y8f=AZS zSh8*T&r~WWtKrJ2dwr#oh3M_~Dtw1F(G&yvcBgW z?O7m|FSW&PWs=2KEdarf$jsi2o^1do>c;;nf9O%VuxlhhzmE6 z3jkbzJP?!3z4!@mK!EjcxO$R*lbJ_$j)1i%42iU~Sg4XKqVuV;?q@^nUd^b&NiD>i9tB1XcfUqR-$X7{mDX zjgyK>vgPUVjyq*#<9X`teTBmN9til$LWl%fWCsD^2kmPTJyobS0G3#j0Q|e(?^D%vP#Kk(2ME{GHQf>j;{A1 zT1}!_#l^)9fH8p@WV`+}n=2pWDDbBvrHtN5(A$1z=li9N6{wMaMx|%=$BT9b^%TB@ zQe{cqGLipbx0G~#o&%&>ynXrvVR+nDv=65a((^U-VH3Ra!`>&@{2E2iRK`#I{sGd{eK0U{5p%4+GKEoyhpw%#eZu+u}X~m1D>YEVr!Zk%tpE4VcW&fWC_-a~q(yeN?&0dUhR1_56n57<*P0^^NC9 zi#XN#>eZfb8k7~jJQ{v>7v%#$%N zjIgLx#XNgxL+x45ngHrHUZ7GKuC@LLQTQY)j9bd)$Tmz4Xr{vTUvqRZFR!%FJ#c=$ zK&-V+-j_*YPuO3ssl9Nt@d_0IOXa#(za&)?_DiL4a#xv6K}tj>Nt_S6J{*`@87ISK zpdNM0G->=|`)Wag>Kr}H?__yFfpk*&I_ocisj9Bo<*yeSMc7=E<;6Yk=!dRxzJ?q2T_TM)ZiMz2x@t{UPtkf zuW#85<2eckPh@YMxLh*l*a=b`4dEb|MNGR+0R9yRB9Ry1+&V*dt%4m}j#@POTQJ!~ zHoUuWjIpB>gB~m&VgcmN@(7KNfDnu)lZpMb``T!5xF4>_#OGu4h0z{{-Yt1tq9)0d zR8s{4lIAK!VxM*dp3?2t=;Py%xG@LG*%>PBy*~mTONlo#maWzjSP_7l_BqX9SWO*eO zm6RMFTPP1G$jK#*i~_FEENq>vVwY#};w6fb|5 zFoz{~Lu#J(_i$cP)~Uwe=DbmC8dZMT{<4OC^kZIdHnU!s> zH-q=i_zR_d5GIQmMjvVBt|1UJDV=h9KBbH1y8|-QaVbo&d7nKScA%Mn<-{LJ=2AMU z-zH1|`G07l$3So@PU*gr5jfq4WBDhU%iaK@<;>O{mgaS9N}zBKPG$oTCc`{e25hZD zD^~b2`9(#n5AT-(PPpE+pFbbzz-pC?#_ER`LhbiPbog1Rkw^=dO^jUnudvY2@FvUo z8sE#0l`R3xeoCh=Ve#MhvH;-C6##HqscxQIc#dc9u&;q`qVHLG^_(0Yi~(A4KC)>g zmCwrP=5g=v8 zm!{7sJ6Qf#@BUE)f1m7UKs*Oambh5W)U8xF!RtwhG{ULKRQihB5o#)0+3-s|X~e5) zJoFp`dtVFrZ9`{xesPV)X|~9ieAeND-JFyv|7c+`BdF6c z*`nL2c4cmw>GFw5y8t2Kat{#^j$2ssr*;yQZByY4Z%sc%#dKLZ=e$*IQ0L{ho9{G0 z7Zekd!5_HFT^agsQZnD5Gf8bg0pM^fW61F;wA^gr^&v4+`?uWyulCP)B)wfMZ5Lua zP1={J*TNz9Ai@eLi#0zSH=T#sa*KztnNRmVXJ_Y_QNkPV>N1^x%Y^P3M6>-3%uWxl z0z97^TBS>5o`d(GFK`e{x@)898O;#M0iuP1_AkWG@solZNl{Vj4t_zmAR;7~iyr`= z`*cp-Ul^KBg!@zpAfS{rj6H|H3GpC(Rn^qA_$+)7!nOc@z0j-(Q8)K8s9eeJUqlSA zUL%GBP5CD_m1yc3f-S@bn^j>hz;A}$>;V6GF?m*ktcLwT+ZfL9 zS~Cz|gspNJy&)BRE<38`^IPbUQTagQ+C~<1cP?JoMjjG+vp{1^lepM+cwD>D(LaYL zh!DM|69eR$&CN~4Ob%lbrzuu6f>h$Jzt|`o>UE@9x&kD8k}xZh)V-He8T>$2>GHFO zzwaCpB^&GG8RgLY0q+dMV5ngZuNqS~D@{G62c7scvPwsF#xI^+9>9gL;(8;(W1&yS?^4;zj}Eht1dAyd(r&{k>DX z$RnAMzy>+%m&hZS1uzWskop21cNG_{x_w&PIB1FY@1R^+hjcgm@av0MeTT%zuBM< z-4)0igb`9ZH{*fXG=zX>dgGh>IUw7zfxPoMd3QZltN19Lx1`zx+J6;Z^(peC)KJ<8dxsN2hbH8%LXW0MNcma^svPUgf{g#r~D_`t@M= zHB$|0W&AIj#340@lGF#q3K|Du-q{5&zNp{o)DVaWjUXDY(GwJULK)8QEXT$aO1OCz zQ`76Zy@VAaxEx(vDA%ga&hNC%{mV8^4O`OpAvlhrw_vK!a1WvbIb4WmJNm)4#d+C# z_z8*UYuDD;Z*g1_i(g7DCOx5SCGrgWz7?FboYOuya!~WwFL^)7hp35#Ze){5IPE;i z!oBYtF?oSZ$olO?Y5VIoeF$Bwpl9hFol|=<=Rc!tqCzi_hXG{YjQ08$h;4-Palbku z5F6=6@zK4GlH+HxYDMh@dd*xTd2EGL@P!>vpTY*EjLkH=I|GRR^YkHV2z#Bp$N{3z zslrEs@6;pc^gTcWzyQ=}n4E&0nC{P!xjlOE#vN?8&mo)7t0cNnC#!1l!86XU^uiW#@sX*u-n$w#vZeTA#9^qD2 zeT|=rF*H-1HN9xh!wXv*yEjymo-X*O$4sk`ON5*EE-p5H=kNqSnL~2D13vY10>+!j zxrYB`&fnq3g%loT$)7(%8yyPJ>ddpMrjFAOig5AJc|#CVF@(9HJDD1)RQ(PwzL#-n z!3_W2nc?Gx^ajYlN6!Bik1hTbUX6!gID8DxtbfaKtAwn>{UChUHMPn$dwim~7l^Jm z>cYiK;^~`O7&2)_MV*iN%N@xa|3!=j)7J0n734z|)VPA1pVA$rLUGiRZmH6%CkHA0 z*>a~kZ!lxvD-2FQloI0=hY9zKiwty;qDBa^W*U2mljs=;zJfc!wRpknw5SI!YQJb* z9=zW5k2?Ztu%YPMLouy706>w?3&6MW-!gdX+3w(3glJUFW1lefhy{CmNd&3Ya0@Y= zF+)il(m)m6@m1_#lsrMe55nAn1*qJ1|T|4YqfwTOU+MJYSwXRM{eNQnxwaSOR^%yhA` z`~ug|j(PA;4CNhK@r@=uq^>b|Zm-M{$Ik`IL3no!MfOg5dYP_LeaI=ROXl=}7@S>70 z(psxFpe5l?XE#lyITJVJzZ8)l3$+6x0XP^od<7H4Fk=qXObH2AG zkcK~#p3jrqkQ10e0L`uTQI}V(S{{Q!mer~sc!4xNtxr*4+vBsE$WLnFQ9E@Dj%|D! zV8+kV(EAaiu2e!yLqoG+lTnwOn;Ur0`5N8C3aW32?`2r4A;wIR+=#MDepF?lpi8h? zksCze?vO(6Hci*p^Xca4I`GrY9u4NHYC}cflFU?^!p>Yy<$ZmIuvqtZMdc=Om{!O2 z{lNjEbu`>joDbmXEtw`G`(wnb;}x@2AjQqYqoMd9$4y2~D)mUNqVZAT{Xun3(?X}> z-16tor2Wg{Zq`v>-9vn%GvaiGuczyve-5}p;l?pmMhO}~UE|ltmNxe^xSz1>{ceBg z{?KM#R^H2OElrMk)L`9rzP0erY*IQC+_M9*Vub&$_Zd%k-W&658QFqi=_=7`OoRaW zk^um&p|G^00R!9%P}E86iLbKHSLTc!SX0&XC%IsU+|0jXiMwP6y$f3fK(f{Ex!zaz z;9EC7IJHl3!WX>lj=R#ZZY_pd!*xCVj`t>k3Y-*Vzc0YGdd zNjdsbnWKaK3d4I{v`@(z1m0QaB`)efs*%G;)I z)OBT36zBH3;L<4&Uq-Y-o3+ZXXy?!cT}(~cc(^LR$itaYYCxNODb(FHBerb7-*2TnY(N7?rXCA(_JXY3avZmQec*K zqW5g#d5I1u2Vjj8kC{1W=yAn~jWua{1!6m=nK3*2dCB=2%h04sHC+JMSU_q^Z58OL zsMutOZ1k5j0jjTM?JmBn{Y7Lv~w%(`FO{3|%(-=<)m?L>5`z)mFNiGU%D zn0J|xXn~TuI9pCjm%aD+G$>^m_rexdV30Stpj-|u@{n)@dfcMY}0?~A6t8yOi%JyVAp26)@X z&Y$WY>>T|;O;js4PUFxo)e!U3(G3v>EQ-71c97fRnrAB#6pD4&Gp*XmCtd(PQA{=Hie5z($DF=3%z|gycselVjtam>TW-iNO25|KV?ig zV8ApRc)W;_WjZ%1q1P>Ro88_e$eP7srcrx58ICUZ}>m|GqCXjp4A_eCsGDP z@vfu3hM!xh=d`8;UJp966Oo8tb9`drgA*+SL)`8}ZegLFVb{#FcU}o=%fiu3_R}ZU zc~H82y}jXzfP_E6rk~95s@;Tg^r$H%^fERjB&xuBaSUm9y=d5l%5i6n6VE7 z22fxCPD`~6{qkdCH+f#1ppTRz^Nt+9^i-`2?H`Z2|JM&BMu9(MNK(MXB1m+fL>YOw z5{BT{jJ=$sijQ43^BqJ79LH$v7MFV}6_1sU-j4cVoMC&% zckzw;yZhzPN9QGA$5h*bd4rX2?@-@|6ln6cR>M9FA$JkR5~{drL~Ck7 z=$4R_JT)_$u>%aUQhRV zj{JDvCb1YgfA}s(@9z-jc*ELM%c9dm7W&IlMPj?^28JHRm6PP~aNQk|i-krt2K9W` zxs93_Ko3aovlr*&rOSgk@%^7ae-v|uM_`gT@DwZ!4PzX3$7d1aqT>x}{8)#zUL(Ts z4);sMUG8(_)zt|Xs5l0fFT$J)?E07Qai@@iz>7-SFI5tMK?Vf@`jaQ-qpFJPK$^Fe zyjROjcEO#aK748@DURNHTTYL+7BP$B?t%FE?j+9HL(%dlm8;>y&8l@|Cl1K0_jXjN z;ooCv8PBJtBW9dn1?3n|C@JJ+p5vAP7GVbA>z&u19^C9c)^^)vfsD&`kGg5Xr=d4X7gc$7ylb zM4@%Q9v~(GYi-_Lw_N$&)%{Z2zv@>i_1q{yXcTa3UHmXiW#LPSd-#y8q8gxSa~n_T z#@OYF6p%Icb{l2ARI62z(0lV0OHAk0{NloX=g>f5G1t-8qvLt=VSzsLFE1SnAy(n9 zw$K|4nD{KYZJ!DxR)xNT-1#O&9giR#iz$4b^gft;VwBd}f7fUo-S`L;H{THW}TyklC|~LVh8=iiSv{iesDI z$(CZCu2}|}(r~;ZPgQnHdR9l&6ZY>buH(@}8(9pw15VA2Vq`AbRg>Etk3Id>w>Cm5 z${nAKBWxF_O7o(7bljE=ibfxbB~KOil{wnduERz=0gGyEqPNp{Oo*3kEfFQK$O?v!@Na{TU(Tc6mW zcD~69!J2dAF-|?12kHL)m^@8frL`db66G@S}V*8vsrZSfMaXn1{vG%Ky zkG0{3i$47C84Aw^TX{+eWNX5!lha22Vr0T!&`}I%x92XF< z9=5lQ-!9Lqweo-XK>zFc4Sv9%B0Msg7W4Mau3?U0Wa<*L7Y^Tj$gC9bmnp)p@ca7S zAxKZ4zdt2kA&3gX`7p(JR3}>kXN#m2%OWd+A-1EFCEGjpwvG)b=vYsKcBhMzXqB-x zpFwDJm4hE@g%=K{aY^P2sq@w5+i;3*7d!Mor|Ogca5S2y*=UtQtG;L7GBmOb=<3qA z&?I)4E|C?@OxZD1^+4*NzNyo|qpB=0@RKNi?%dDnoIA1A#0k-@$LV&IA>Ptr*^YO& zOdz11YQK+hrWg=2Cfu(7b|rAvjmG2tx+=V%r-Vym>FEM*)_&&i5V?~TF(s}guEBzd z$$Fy8ScQt+-k(}{d^a92VD=E!{POx`*!xk(gQ0Sp0WB!ezJkSYq1MvJ`2S`B=zN3? z2@ZUJblDh{_0sBSaq{Kko%(sm#5qynbUzi=B6TUBNApIFDds4|bF@LF2EXNr@Q6C0 zgzHf`aH(qYEtk!)Amlt%i|2LMS^6g0PI2beVeS4QS2>}^=*>L((bwx3Uy9@V+@i&J zh93N;I0}0W95cROyRTsXkQv(Dqh(RL)Rfiz^9DB`Mrb=bX2Z_zp$aFF77NLzM@%D0 zix0qBL=IK=D}AM-nC{d-;Lv@5ze zwVyXTO{rv_T3+~U9ard-4ZvPnVq*?SBK;l1HWF` zB9ZOBf*y-Cb7YlMrnvkpmB)|jl^a*+xN8z>=2PqOzV<)#g>tlRMW2EzCOvbJ#VnBY>_8nGtF^r)$XFsyU+T~ zQ~0medw#)_`&52fn~7H=Np($xS{pZaCG2{}%56*!yAb|J4T>g8RHZbhzQeQbEDqe$ zie1!;*Dufgljsri_|DIGHb<Gvjj_?(K;$efppJ-sIhMK*7P z<;)`u*|%IRLfo;_C%5O|Ylk1M=D4V*%Zn%q{1L&&_Yd=fk7cxApp)g)LYbgWQcfr? zZ@b{n@6Qdm9+`Z4Ye(oE9IIblX&EcsON7)UU+1E=uU+d?Z|&c3h!>qB$I*z+gV+^= z?UX<%Bk1+Dt4%D~H?Co&D3{Tse>mC8-L>Gs zLajAXPbQ)L&RBCJn#MfWr6R0pP^zU5YI!e1SdAmnQb3*Vw{9DF-N}`)Wav*z1Uz+M~@d-ELW;@I!-x35;{U2?Be@>zCU+_)}%ASqZdmDj1?IM#=u&(zNO?0vKv z3#${Jzx2%Oe?`o+eoxL1>=fBVlLzkIxJ)J(Bhb$hr(soaDtzuPAwwlug(flZhh zCa_CkTCYDJrqFrgU$6pYJnYrn(2vtYwAW{|ccEj@QE5GJFXo+h=M+&jVo3*kTv_-P z>Z7&>Ee7Z1lGo+zS!rWxw6)Q21k0mco~Gxcq~5$Ub~we=vW?F|rmyP8Qg(8{;fxMF z@A_w)8WHcL;UB+X^^4APY6V!39n*QbIoWm%?;tsEMl>FpK#x>z(T@k(n-Ou=fqQ1q`7_M}$`!?N!vY#l7Lor1 zs`UE#!`gfrZrqMs?r`4vTF6Ym+q?Qsw%cH@quV`W-7b2+&ALwU#7mb=FAV{XG`Ty4 zmMMOls_t!vQmw#VDt+XTz125GyI~)-BWAe?@rx=enGJSUyqF&^^bM|MUo{69Xu&~Y zq`FF{PTkQwmbmQtnCIvmTalydt>}-`3#pcL^S01!~L$$4cYcFi>iDHWATcS=a2?vEViv6uZ*{QbW%-PM8Z#|u3E$UZg1M04=|jy=|85p z78i{l-+_;@Zvf+QGvo(>N1%?=dFSsV+y}3d+ehS`wpai36axh6C)~=iVxxl@1&zu` z*~TxGtz{&QZ38?JihFmeH_u3h|A!YC^+PaXk)`7Kqw*OmUjK1LgNZr9^^WZ~BObeU zpSVYXKKCWzdZ8wyN~B{Sb35v9<{0FNAP`?Rn;}hLNnaut!ESk6&016MU}&`fYSRYCFQ|^gqM`#`7vxx z2c|n83PXL$DM7I)Y(QY-W~xd4w2MXV4tMRO#bH-3>QCY{{bxpo_vYe8za5UJ7bjKJ zD0=zbL&LRHY_!U_bhh%ZabfnqVX#3@#>7;IjhVcv-9dQwX2mfJ!@&-um_-6BLv#If zo&>Fjs{7L7c8itj@=bNQk?zymh4L1sGA-510G8d>9*{Z+$^ZA6sX&%om83;5`hJv;7!b77i&*evFRO0|LPT9tLZ@L z&wC$Nbg)v?Vn*vF;d?dH!hCW;&w3{QV z#aX3FJjrG+X{1_yDnfZZ7;Ai7FZEYhh+5hK`jP!FDv3+C@pV|BPDIaf-JpYq0+GeF z>yfZMJw5mN=k4T~J4qwA#ANrO=G$+5rNe?46yD~9FWOy~O>J~?m&_@yxr4S+cUl5x zT}9oAy72XICiu1st-KdJ;%2x#u4Gf$l?YoO?8-}qkB;ehKVg;3)X!h8e8pK1ScK`h zMlp}(yKwW;Y`u~XJg%lEnCHqM%HQYNJLTgy>ypn+<@skkzpNP5ByC=tjS{}Q7xoF+ zFRo}#RdvJ>KrLNHr7z<-T^I8ul)!w4Gav7 zqPoJ@LSyPUal1t;SnC-9L)zW8}2ms9Td_V;wAM!6uzsPn}x4L^l9FW z7sw<|;`g9-NS2%UgjSjmeXLse51|8BSD?N!`~R}Z^|)+(a?+$AF7jF(l5Afk{zc@v z%ExuJL9)4+YZb9i&pTE3fdm^l9@Q#KP}B3)&>1@yGE86}`f6*TZ=|6~mQzM{i4f{k0A+Qr4UmWMU0b0f?R%RD*@=C)+eX;w|~d@`Lwxoiww6Iju9 z+h%b#nRzh5j?2@ys-rmqU8E)~$J6C-c z`S|vHvj>GJD)*>GxWUQH`Z3VIRm;u&Tlo3INQt7}`eCCeIib{CChcRd?I z{EzNL7QOLA-du|wSDrU>o^~US+wk~Pr=E7Jmni*-j(E+#F_jj%D2Rwz1Y9O}?c1~) z`%01=W}lhk!x109q#*IA!x45*9@1-Ec`Qu*~TvR;=`ZE+rk`zxoS50 z5lPAD5lbbk7g*9zm+!ybL3_#IULh?AP&$>sc5ympblN8iipP+v9%>ey5=MQKe=A4M zRwrnIK(Umri8o!!anyy>=RGjQ(Juq!foMvkWYc-_W3BI=$ocrR08fAuVYH1b8JUs* zeORe#7a8IoRk*|x?_d9ZFD0W!-yh~Ci9|FXm0Qu@ zT{JY5zo};ZT}$op5zp>~*da_uAC}6(&$NnY!Bf0`%M|*z^Wyo3ni{g(W-{+0Rjft#kUDhVrAk@+ zLx%v8Qo4t`YcHQRLRf3t#dfNNMG8*xY5fJflUb2^O@XYBcVY>5`2z=*YGD(wWFC6P zjAfR`9%~qLYwge;?1#py%UCI9{)O@D^S5o?0EED@<5s0johR?9Z(UhBKj2f7%5V7P zY<6rfg_59)X9nkp}06{6BM@^8FsAC3;jyrHou3^!0xGNImbr*BbRvV zvHJgj1^?IJ4hdZi^6=Qi4_e$)kBVD0gTCg^%O!m1egNE@?!iJRei!|un^(((M zAVinFlA5x}%*E>I3tnp8Dvr%#Xbq>V{ZFA>e77^(MCqNEHDT|9j-T8%yw1{kbfO>> zUc_-JmsssYCk!o@`RXeXuwgcuT7GKD$;qUyd=1#f{e3!5l)-VOk%oKk?#8f|c`{H} zGw(UweUzM6v^$eM4+LKriRr#XavSBQ7(gS*L^@w|zeYZ*;l?S|#At3T#$=ekzdI_= zB5~2a+;&rXSU*^{to)R8TIj)JUt_PSu5x(5@VSE7%GY?na60)r^J+qEGErq-I3>)!0<+ryt8Wd25fd&N@B;7N>ZJD$#vMSKwXr|u3zIiqhGpCA3a9R zz6gflt<^w6>J7tuGSofXK_ok<*I@GH(+VTJVmP`NC+M@5E2Lw9D=(93+~Wp(8jHC4ek(Jy9rL??h-s`2X~jo-SzbT zzVFmI?|bXsckjAY>jw)~(N(MG^UN{EoX;HgcHdV>5VSWb@QpxDtI(DBIRAT&4PZV;G8cnV{KaJ)#&A_ze-Xgy*%JiE>%Nj1&Qu!W|pK;qX z$i7H+$4E-0M^9>YJ-}HYJ0-SF>_A2SttD#@shOA~n|kSWc+|#AdDW`e^3D+*U3y*l z{kvLZl~9cjd{^{1vGd3U2X~nsU7?yb_%iq{N0h;u?BW~}iitlb$En%)1)VM8^aLrt4(27~S3bq9!m%m(K zu?I8iHmT^Xd1oqmnY~|KgO#t=^;TP z%u5zFw_0@s1O!z^Hx#G)5t}My3Q#(_u(;S*DhmsXvEt_6F7A_YDJX0R*OcjP1|($Z zLKlbEt3MT4ZK9Qdi36cMmE+NqYnu_}Wo62J!`dM#DTztYYEU|(ffhhLi7zEzMnuh{bcKBmD+j% z0X=0%9m7t4igl!b8$@cvuRc_2R(iF}89@ha#s?b42?>%(H38_1T?7sGk9Wd~={P)G zF}zL)cg^~OCiyFl=%Uy_zg0(Wb)8IzUPe|@x%S%?M!hobw%R>z-h%}TVkBK`TIkG; zqUkHCIika6ZI7#MU0OP!bvNm(hFrO}2Zu6TsF*pK?h3jU>T#BMcZYX2ugmh=DchNk z9Y(vHdt7N8t<85^(J;)wY&Yp|7up8to@B1zgLT{bJDi3k-!4?g3t@#gmiF|#=x&V7 z2s_`;SG4Hb9S5;GES0MZl3$-;4|pE4Fdk7` z);FfFL$sFJR&}2W^apKmy&Wu4zhj5%Y}ias6YE4i=YFK{fw07%^P7esih+;W!b3{N zShK}!!6yIJaP%Kk-Ty87nmZv3M!EUcaGn<~Rnc@Djge7y)0U~T;nk!%bAHu6NcJa% z>&JZm*@9lZro4_tKB2$-MGl+#^tG46i4O~tGTX#JqKcBzd+MGZdfT$3BAI3DU~nuQ z5qLpfrFx>Lrbz@z1hAiJQA;1SXpbqyF`r2M%`kt@z&(3Q!QMLokNuoj%!o&BkKu!= zf#+TuJ-ArCCh=$ZcA%4>E>qBrmC5yXP?eE$ieVbGU!UQHa>mvlV&0t8G?Hok!a1bo zOGc@2U#oE5ujD)*+#m?4WGkpP2;>?(NZ&p3Ni)+o4uM}g%qZ+K-qWZmSKml z0^^OPVw|E2hEtgSQayOv;7wS_r-RUPU|- zheXZkEnOco+#ocG#4Fn@1#%cabUEYe85kP0%!trwLDcEm$a8by%JFm8nWVm8! zXX5HKLz(dmy;&%fzT4YrA2uVUr2ap5jf{}G=07|JRV_%BDb zBZl`G0F0Xjdfa7#ifk_qc8eg8R7n42bIWd%^HC!_;NBwX!OI~!Ipf#0VeD4BN>}*k@fmmT6c>g4$M>^7m$-6`YUx$3i7> zMEn6&KY{hd3Vp)YGNZJG)K49hFyfd#?dz4w?T;E0RmT8r{k2l~wM~iE!gj{EY(u-d z22Ubz3?E%bD`PnF-dRg%v7t$lgwQs`Y$cN=K8dJ4a=4Ded4~V;eRG_dV8k;;FFUu| zzPYqqT7+vNM!9ZlwC(C{;bR?tL}PATO$|evFS}qrGB>VA*u$n56LNhW=N@&wZDq%_E)1p&O`JQhxcQZ)uiNMSk1`cQnt)*O2TBzdL1!*2QbwBHsI}H*3rW` zvxk52tL5Wjw4Fgsy>@DA!)lnr=-%M=IZPjF1jI#qx+@SCvmiVTcbgH)t!l7XZrEU) z>mty7+?cxCVK;aZTD)j(-;Kd<^IR<7rpj#fpW}8qy)p}Id#F9TDgStUrJXqUjvsch zbfu~59nogceKEFKtYz|mA4QqTji%#2LxsI0)wkJt{Z!VfzKs7oz@q771Z^j_4>H;4 zN>No03DCbqd$B`))czey_~OjzlBkRl%FHa^w#3hM8uPP(lY3HCmFkK0rF-|)wuM7DY{bN zqT&R-!D&YENItQz@H89oA;w|!lxpxut;P?Rrjg>9*KkVI0`BD9k<*fX-+Pg{uQ5&K zLOl_)kA;F7hrebOH!tV?^Uz6z9Xn$of8@GHBxeX}o`P@RkXKxd(1*6%9ENODD7F_S zhDr?aJC6m%QB!KQocOkjQ#=k4&@0>@1DQ3SB%SE|%VECRN(c4b9Xzjd8^#Xgm+wA< z9Yzz+ci#@~{KOajGLM+X{TA?Ms$%R`(Sb+)cq+6fTrN2a zF&Q)lPuWwOL(Q5kZJLEA%v_mZ9mC6aufQ%HrXP)(i|wv!-^FcLN|A}MRDE*g)f|(2 z%j;)n;2IK6))S!S_AsC>jOpYuc-1Zw(nO%Q`M?N!gnAi>i{Cd(LH=~LD+P|apqf41 zOP5*2y=>}#u*Olo2+O>0(m+mve@RnIXuAxD5j?zKU%;jqJW4lpfBW5 zm@4OcQ4Jh(FQ6#T+*@wh($I707WItx(*GJyf4F?#!E|1{EF@FV`V@+1Sg!U*;RK$s z;Ck~8XSA9FchBGb{RXhJwztpe zEwRkOtgVZ%DLvkn;>N7f?&Q!>(zm=BEABYXzX9Z8AYe8O*#ebo+M`Q^OM`$^r_?*1@&yRhqW zoGfpkBor*6#ApO7Zaak*>ttIve8 zVJ`rQnr^Ei8eTaEgny>Eo0ip0<@z$Mf74i`u~54E;&}$s%ESF_)8O{lnL=K`)na09 z({(b70NBU=MnYSZ=iAHRVA1z5N_Z>>uIQ4-#q@R#ExG!safqM`qyV7Sw z!omjESUh)M`nF@lHU-Z;;Y{_Zsshc4dKRw-O_5nk^b!6!zm@!g_K&m=tevYGamJ zjA4GR_7zlBve6C63Q&W&84+=3@z_%=Tdwsb+p`v!tG%)@Wfoo$U#?rlG7O$ApiI+U z8a-9C(<`_Ksnn*B44XR_iIIY}B8NW;gP7PBYB=TYf;liSF}Ovy4yNYtfP`(LgYTu- zu=dcE&xI!ns^}zm_p?tQz4^mf#m@El)0O_gb?OTkTc38mLdNua(5u6{?X! z*ql{nEi+s`tGHh>F&hhc%P_QS#$8UBjT8ATjS&>rIM#-;_T@OcT&eI!ya2*7RO*`c zUzPc1tlyi-rkKKb#os$O%vWG7x-K zYG<%w@CAK#DKxnH9(#y$kMEp+=;`_QAeMFoTJTlou4eaBy7mgis93oon+6 z5RJP7#du1OC+$ zNqmt{AIZYp8c0)Rtf3PE8B=2utYl}DI_{Z@wl9M#DGLHpZV)H6S(=w~Rfb>~5?->I5N zr6{in0pX$Sl!>7?PvTcQmck*4S-2VD6+rP}OvXeUYHUT50}xl-f){hkL(~8foX+>N z?qze|{cBE6ESL^AhIz9GzCN?}^OtjfCVx+3wYNRKvDvmAohVSWG&Zyi=Q^z&8mRq- z=Wtf@ve;sv+lA1TFEJJMDIv*cR7RBoBOso!n_R~F5Uv_!m6e5Tcc9i~T!DSIfC|&# z8Q=|mnQDV=YGaZ~z`+JOv`6h_MMAl^%!{^BzaTOIA=Exhd8jhah8 z)ve|xm+udNV;}C0gshjf{u^*8L4MJ}pNN>&+kbzX<1J`YeBuje>?J`FdG>d&I&owi zff%@+swgd*8meW*f=YJ=y$2SK?QX_z4hAJFQf2d$Z;jbDR&Dp4AG+>8#(yol)NzX( z+u_ipaT%1?eACT#YR8?T0PR9z-sG=vDOC_SoAV0qPJ>q0hXwWV5|WiGD_cdQ_K%t; zq4vL>7*WfBEX^stWcFAXTT$~TbZ~@>apcr$9^}SVf~6vRhAy8G6->OE$^#@un^e1N zk8)}8DR1Hm_t7`AI26EUKLvzid&?%cU17c^02aEt0GEhv-<>x0QKNqsaenFb^foik z%C;q>toZ;*yXD+Q@T1u0*q`{(LV?W9=hj8*MXTojjnyWpDjYBPv>VM@`4R?TzznyK z-diQu8Z6HQ{t3mVp;S^Tvdu=RYph@#C=p2}370@grxzlmts|Xo@5D4Jl8K?o|5zfX z%nf1ku|;?;hA+&{etmd&VEjg|-i;@@S!aniV;nL$F;+98Yw2uyWE2SYa|)btrD>U* zwN99F;vvX1WsQ#-or|X9Tb^ry;GJ-kY75IB$y?zY(7s5O2)xv*7&}uw7}=J_7Jlna zc-~HrG6gS+d&8kYVg+GgFUEChd&R36$83!ViBL-fFh5r<7=;TvglmxMjn-)}MA`}? z+|q^4SY-Yno~ZLcema{x+X-iZ$gTF?noA?ovprdg~oDbc^HsUD$vC z7{u6rg%{f9cVbHPXmNkjmM<^4pDzSqyCW;EbMlxqJh$q-poZk`HP*@X7Fn&$vK@d! zU2G46KicdU=V9t$(tl3UeKG#h^2l;>?<0Kv~a@T))CC#eP6=^A@2jWmwkL!;7=++B7i^YI&Wcw*;Dq)VakySO z3HE*<6GJF4){-a)I9zyL;E=BDsN+C?+NfgyzrS-~SfZ(W@wZc2MHKG$6?fI8cIkjpMR&)=HFhD?$VGupc_kW^J@qfAL1-ce!{ zM+}LvEa(up+jkD58hryBi(02>H0WANuJos^D;YYicu>8c{M>39IN%o% zfmYpUT^X8O9|sF5_UNM5md!IM3)0;eSfM8cnZJ;O{^0FE-fA%Sm{pIo$;)HM)o#g7 zg!7h5M;e6zI6!^nscXxzy7GeFlrNGv0lSCRIU}}GLFu8`Dt1@%3Geo&Z-Uim zdo0-U#^0J(v}-a5D%$Sk1gmM+ET;wR=Y6PE=oz3aBOG-WsMCgP)?n^7cw$VzuUmOM z>4{()rVu9ix&{9a@a`P^dQu^I9|=SEKWBOztGd>0el^2u!17gM2FV z+R7~^IJU!$^W_Rj361>qoC$bMZc8g6gXb=e{Waz7N~v zMBS;JpStmxnx!?NRe?NYNNoE@(lC~iFU)A5-Z#vsk(1s&=^&yIpfVXgR+ZG_H2Mi+ zaglY=Te+zCr9)Hd>p{?aQnyyAQvnU=&e^7rRhJ9h&9QG5)3>&7Fwalb6K>2_c%*I{ z_?-6{=Y+z$RIb5^i14AJe1Ftc5qxD%OcJRX{|wS$ITl#X6eQ9J_mQ1_ev0z9LBUK7 z%6qqWR*z+$*h`u!5ht3HCHPdO!l7Ls{LSr{T-6E(_CgqRH7IPO74GB2_gT9RiChem z2yMn*CuLOYzR<*K-mG#ji%vfY#tRFibt80e@Xy?85|>1UsqDC`$U?RbSR*L$+lIfT zwK#X}Rb=zlC!K;RYP1pfsMtQ_pm`6gIKQ$Tb2B#Az+xd+0z#V?f{MiZ3-4)j z25g6a%tqKb@bB-gCn5ZVT7X9I1I#9JOxusck6+>1a!$>g_b4pnljeG##aee9u=t81 zD~VC+g#Q19mS1VeuQ}&~a~Lfot3Ihb*OWm+#US%+dbu7#ZbXZC{gWSm$V`s8RGaK(?HQ|4!HhX02Cc_UA=nyEE&0*YM4>7 z>SQ6Om9yzr-Gc^%W!d_z@@lmyL(q?EMq&+D7e)i&)ZeN$QO58q!*t0RW%)P;W?8_> z4>Ni)qCTgC)&)v!lG#~cD3vSEfM?W>BsqmVCZMPsW>39|e$e0@9Y^U_w%Pb8B6?3) zI<{9f#k8trykb_D_QKjL?eQkY)8c1)dfHnqr6MzW_KlC%wwx0eRiTZUs54cu=$!d4 z3WXAL^7#mL&q6oo2{O}nr|HhnVvdCzap&2IcYOx_!IM(?@YfE^B)&shwdT0sFo&zWg0Ssjt@} z9wYp8;c)xsYu{KF+5vachgJSS#P|2%TM_3%Tb9-_UAAs4pIKGUIv$LWID(a{4>h_v z2`p%LitkqyYWqAW-4-1{OS#qIB<`J7D+=c$48O#_-e(jxlgHHjEeFhQ!DjDVv;I0` zNvV>k!RY4FyFYENc4>K5afdocJWt|R8OiM1oNloB-trr+jwk%%Zlq5*jl6JpPme>m z3ExcHai|mk9X!ZC9gB|f{U(iizDXaYKl{7%ttXI|bnO+#{y^*2&;fogm zH|b=7Uov`zo(CL;5|vdbSZ}269WX?uUR(n9E#r814}km^_|`1K&!nq2)3D& z!ZX;)?^(mmB-x*1aG$}&51;=dbwP+Kp))s^{6|1Ng-Dl0ccFvEyOEkcTYhDb>UvTQ z=Ef`J_pBo*TrMu77%Z(au=a*f37Fk3JT&*&=o!y4I+mtVK(z0^4S#khKL($?=?BUY zX$YG4`iq2c0e7$(M_FN`*o1(lAv3x-gRT`CtB-i>E^{)=V;H`6>%bT#rH!2dj8ab) z$>xq&V;NJc#%#MqhqRi}t1Y?^j9p);P*+%aSzmb5YP*0_5E)($uJ3J%rfFj?u{_H7 z)pXm0(nVg>y>12is@iCNG{BFL2;^$ruQLfwY{xbgIf|vMd+#zr3 zQ^^on1g;}kLo-ewn9QbD2`%PiGS-+$B|ga_Ro7%Jn#{%^OuSn7-kYo&&N2*jWTC2X z;>K-=GqiVKt0jNwv6e^<_>qyDe;cKyIWD!wr$ZP2Rmr<3o%BXY^fO$?U|u%L`GH<~ zq}rZ4QBD=~B{*mhu=z2~5!Z?%e=eddY|8S*X9_s|khoP#WbT}!R{Sd%m0b>i|FqC7 zkCv6oq5%d;r5I`KPCnrc#3ztC`=XiUUdin`impj?SG1NG%93s+g;X8h_=^C+lIW0H zq-0aSnRp>k37NrC=-+{>70&qA>p3x_E8o&CmtC<#!S#naQHy@RQt*BZ9N!&O^9w!< zVSLPFD1bQar}PG#86i+V(HU_vgJKOG_*tv5M5o+fSZK_1a@2!fy#h9#%g`X$nvU1W zhqhk*W3n0&_N0OWLNg24Rg0MC(Iq`KzCzCeT|DhL=Cqzn6J?W(_e%_2Kkhi(jR!E>$l?WbtEo&z|-bX4>p(Fu&^*UJ)``kR#`c8 zw>9J?A!bIk{bqgjRf>BUEeiRe_Sd*{T)v3!+^|k<7cFyK5N<_>zq-07h5=s3XADTS zcr}pvlgg8W%;a=(_qHLDy{0C2vV)7`8_^2=<|J=#?;3}7$xDKqe#Q*0>Cb{Ta~w-n z(Z=>TQ#gwAe&wmYH0g#U7nX#4*h+y63c$~dNh4*sZYF}pvoUR+!*|=wqZW*xqjxg< zeq1cyZ*lLSP3x-08E~R~tZ!@cArv4w{K7$+Cr%0V2cEtDeK2;{Pf#wk+|BR=eCKD# zH<7VlyQvb_awA-hI11{C@6rb@8PKrLZEJ>F@3)l{)Iu?`0}Vs zJ+`QOGbiqXocthRxZ;?*Fbv;fOIM+0R}1S-UA!3+6O(aCzT#VB#OZpL;Jo+j%X)Ie%K!|q^ zWia7rt?JG!H?MwjiR2V~up47OE|p?!KP-9^5a(%oc=uzE?78Oyj%>?L_I<1Jp;o0} zJJOjSsE+*hKStNTJ)k3ilrtK;7V=-Z2P-M^7O2~+EV7qq3M=L>G`G%aZH23rgwKi1 zS&k$jva2pzCK9?IE~q}V6RySd0K5?l&GMYtW55+ocHO_dcpIf+@^({ZfKmj@3NiI0 zL58<;i#7e{Nk@mMrQOkS{&`x@;@qjl0A`y)X}=DXtyXmX>a{}7;gV?UbS+ey^!JGI zXnDM*u`#~H8pbCnU5m7<`Gp0!u#J!U)6zCJHu{ll2Pt=!{%ZFkDX1MlZ%Gr&z{iY> zd%nnvuCSfixt-?9VB9hNsDDyS{+C$!#eUm_tzekZOn|*{?&afg? zC<9MhfE1S2sBC+=X)M@-Y>X#W%}d>kfldN|Sjj2QuZ<1@w1#8?0Rwz?ZH)s-%8|F-If$gKbO)%#x@{Tb)) zyik_GFoPuqp{VYCR2G_MXva;ks^HJ(xa}xtPJu zmdw-dm30WN9M4D^XS}7ARYZ!6#CBC=g#RTjCUfq6F9V>kWzKrJuCOpOh6ZZW)pmXw zz78#G3nC>=`V*Lx6h4(iJZpU}85!AjkpD55|0gW`+-4m&5aS%5aDwz|DwS+sfRX>8 z3FJtx4cu?Jaa4$88~L{=|NFP;7)a=lzH5aVj`_6#fu0=7o=7F;zV)n5v$}{%a!s!h zcT=YT_53wOT_|}vF$3JXEEMlVz_cnFw#L+a(`XeRCNMcA&f!w2ccLz@vLD*ysfCtN zccoRqKKi_;0F^zw%Fr-#DzN;miKb3`K~g@Mgxlxze$^xl7SQFJC_Ec(&tMIkL&Tl| zzu23$GBt8Y?>Du0;DdXJ4Wbl5zmDxrTB&`SUziYqZg^PAFG{heLrzTDS_b{BF*o;M z*>2;!9Hw}q2{+x161CY*zP`f3$h=!0O9Z0E%?? z2Uy^0CokLUg%|pY1Wr+sUGi2Z73ui~YE|!Tn#=P;E3VZ9HnbX;n1<3r?LY+RiUIq# zT7dbE$RJZYmLrEB63vXgh%tV-Wo6MzULZQbr!`qJssi;y_SDzTuCB#Hu4{pW+RJT_ z7cbmC)E@vb|6DRXNmY6^>$_f2Yni7zqwES$cJ2m-k2=rcUf!bgRqb_HKezcALHCyb zhmnQGdDV=^dar`n;ID3M_+R_mU~;{(M@2#;ddzUED%TE#yOn6ze)xc! zRUzQ|9O-6eG{^dr(Uxc?nARHTOF5GSEUPbfvhy+E>?gZG6p`zG%4>ic3;I7QQwW1x zRM`i)dJEUR-W+s*>xX!J;qG#0p2(R0va-P(UbBQd%8BT|Y zR(#azC&DWI)w#;*O-L|-^x=B8roqKjHzl~{yj0=p)^xMMuV>`OD|&Ztw{h3OpUcUm zij|)fXC9zm-!t_X%%%u0o2W6@?}BfUR(|D+A> zUy+10>0jZ-=86j}5&@tjA!P#ztWO(o9fHGCnf&r`*<^P|>{CE65lrgf&E9_5jMtM3 z5=)lc1_eH6N)aItqAM5u%kcLmmtNEl#K~xf`}>9+mH5=@!=rp<4Y~~@W4F#;!%y-l ztbPnHX)O?A^mdz|&@dI~8%;wOdJ%31^({3Uro3^B;YI-5%Hp=hLc3ANsK=<>Kw} ztswjeF{3+P{98u9Nkd$YzpSJ zrYdH+gm{)4lcX@i!t$!4!nut#*8fRE&c9?11m8wbJ>ZH8f+iRRqccS*jT4xr4JwIN zvEkf>HvTXg`|vpIgOSf?G({+$^QDB_M`lE*kNRx#-AZKM1}pcMsU7}XtsU7QGv07* zZ|~7fkFsmT3uvuG41iMR(rnOgb`jjH0ui_f0Quw9)YNQlIxlnOek^7s<-(!=5tBQL4hH{( zOmq_mem$NHI1>GX)gCAiO?}z)vbylx8bUD4&<)(7kNg(|^sfuz|NBn}R)Qm7_v)5$ zpe86SYt4je$;8mC=km}e^82i{o%AA<&E9zKq+7~7nnq-{+ToD9sBDb`FD#C%QVZg! zJIpuWZBgD@r&UY`*Xq~N)Rci{q$l!(u1Y* zYkEt#3E{G|*xXNBs;x$J_d7(MSUqZaB}?VlZgoGv!d``$emMkjOe|$wBoX$gmU|d{RO(Zay_+F=>xV@z;N<0N{Q4 z#LYc;UU#1xIa4LhYTcb|Xk^CDg1+AdTS|@7%ygTn?{!!=QH_g`yG?I}!0(YQX`!L7 zLQO3g34xUkfiO0hYDQ3B33k2{O=ss4nQ1jI7(dn~shBzfo40S>o$!6Ux?$?sc~5c> z;u&-n{Mbs4FoOE-z6;%2Ky=fbzy;2}8{tD?;{GqFiMer^BYwGm@5}3P z$F59S*V!_1Y^X#G7qzfwJvdM-ySu$}2DhA_pDQW4Vq@gRYmYWIH>Z1edQ3`L?TIfI zR8RBNDr6K2G&MDGw83-f!O!e>HG92bzggE)fdGN822?>o4D0jPxcL3jM;ACg8E#Vp zN}hGAjoCZd5o_I&4A;z;!3=-9hVkEey`K&E*BJ{__VUB(s6(Iq0-F?Kp9!9jc&f7; z<|8E|&iz`7UznBU^E#)46CqRJAYfWRp&Cf8J1I%JQQXr4JE5ALclMHx1{oGQp!g+d zsH&Imer@xQGfjSmw*$Gd1q8K?vrgUIfS#pqJvv1zQryj2+eRKD(bs}z@S43GXtrKo zeb%-ghkj746VAZjw>`Z1e4j;;pZOZYnOR4!bQ~)`7`-@8z6jH^LN<1euarhR=k@SK znsaN*Vy737TQhQmFixkwEk?YVX>Av=e)+j7zIpyoai+7hv^Mc`4UYRtD8$XJN@W1N z)^0mS?E0Ksjnn(@^9dm2xD8=?kGj9JW|*xPD&xSR#Cllc89uApy*4aKH8YHK#GzTd zud1_J@eF$W=yiZ=vsT^=)C!|cqY@o6)flNPTG?p-II^jze#p^m|9ZGGd-yZ+(zv_&X$nry9tSRp~{ix8_$z4;1IrE$F#G;5f+bO3sLC+WRnS71X@f#8yW5U zUKRNjaL9i7T_Hz$yWr)UMbJ~%&@5d^DxyT7p8Rx2{HD2tBgekE!aKiFdfVXXB!M|Y z*bZxW*4C^cUY@7Atu=s9=qcQ+;z+-FH1OqcI_ulOrG>vzOs{J<6VARwtQGF1 zzQ+q&seMNX_%&gKYE-LqDB!3Bji0lt%-JyN`V6kZS~n#DE*dgC86v&Vw6_a3HP#pI zY}0}d8CW`^knrcz)K~cfxuU8tcwgbZYJIpY$?x=?K008tI)_N_87M9ZIKylF>no0VUr)vB_;` zk9G#BL2YepjBHV3-3{yB;}PnTY90cRY&s^Qj1QADWYgDSjYo$MS9evXOqc4vCGO{V z3(3nFq5xV{w!`e%^-JMYkCAzm@jB|eij1TG2dMokcl&?+{Wm9+jq?5o;u~;COF*>8 zRn~-7Pxvpr`{eDXYq)P@c0QqB`%exp@rXyG6yU1!E-#+lGXr9sAUPZ*$v!DV&Hq?}%W zfQo_0Gw3?1ZwA}SVR8s^egU8=d5iuEnnG!fV_eCW$6J9O&FkmY?rCzpFpTyzKqLI? z=9s6lf)}>VTceJZ8rA(-7rPGysPfd|% z0CaHP_LDf@Fqj?>88MJhUa}f#hB8yQCVIy?C4dEq|0Ev`S9t!UJ0-=X=p&Z@h~2UwVZEY|optJwm9y{|ss zIn6?KDkA`L;iuJ8+jl>{IHdhgr^-J_XiCn=Aox%=0fXjv<~#4mTrqpjK$zq<bTr9aTi}IHxzh-R)@sqx=WDny~BY ztU7^{rZ;wPlCPq8Jp5@rLVEr>g8!bppw4W9#VG0IlcwoA;?Os< z&{kNhn%yC=xh32`s&B12)JWoc+DNG0NrpGI>izRLk+=L(xaC-{U)-rYW#e#9rb)~& zGST`2qYZ%nENKpp^U5)+0ti{Ffn{oqh~{!$>8k69tf;pP$V=V!g3%A-T1Ujp1<%PRA?u|uKX>RF%rJ+H9kDS5tfYHy|v%O&~c=C-WL3jINH&XG{E8;1{f^4o8Q;y1JO-@nF@z z^W{I}U_aAP{whAqIm2(xSv8FirvWqHB_7YRI1!#4#D-AFNr5)ElZjgOojX8W>3Q=< zEe1U!&d@jDvr1L-Wbl@!8{!1WHjA&P|KZaEmG;986bLDxT6V7BZs&Af(!Q*-1@_&5 zEJ7OREery;{tBygMMP6UrI~GDb@sTE<@jkaN9M2bnG-okP`2X^naT&g1q}fb{+;BR zfuA-0U*OuoUh2tTrqeE#WB~iRC}CQIx0T*0J|eb3bP%U{gCUp}5AX)dFqMnJCC{V! zSCT}F2I}A#L2czrld|Ddo19bXk5&x}6*Vbpz$B}BiFB|+SuzaKg`R*%D9YJ4be5tP zF=cfqP3U`hq@41N7fT$ubDc@ zOk0TJe8G8CX%m~!gJi>tzugw_KaJ0R^f>0$)<5GFc_f4SeVrHt)5Bp$eCN;jc0<1u zW{Ennty{5z2t*B8B6hHVGpjNl7U*%Q)JDsI}W@ zkJ^qoCkWQ6t8v_7Xk4HXY-?eg{Ssf7TtnovwbfhqJ%_BrBl`tZn@)%hl?+rjms48PT^J_xxBa%b_mhet}g>?Yo|#cDpJd%99d130e3V5wRLo)#ZMAB z;*Yw+m?k(n;oQTMwRd+~)qPCw;P8)|0Sq1`keQyyN2hvgWXg?vzt{j#uKv7DSw%|fsV zHz2PVp^an)DAOqXESKR6=T+W}tE~gGP-$D+enzPU588k-`nN~zLiTSD*D3{(zP$ayer#W|1Zs(IZi|w(+ z!lEr_aMSC0e!GDmLx<;v?V8yOMQ`!-UZ&XI0UG4K#&FN;7lPXe>s;}IdO3`>oyvNJ zBqkou3>JEfPA4HpjUcnp5Jg^y*>J{T)GSz2-#fqu^z`Mtu2%AN(Iy$ysng*oi)6fD zZcG1Z7OtO-_IPYQ3VOe`>wP(wD0Kap)Bi-~hT#oJegJWj@)Wg zulLSxSde-77s%tD3T2AuZlkQLK}nN*&j@`p+yC9PAX!MXn%&0RFmPtjKCG0dCY|jw z5K;|d&!^^1dkJzu=0%EP5kk9(qsF4L!tRB!jsSg?>FN2I)YA)YgTK~{kMNI63EwK; zUUIj|+cCSx``R1hf%bP*+;(<3Y{ zA0-8Pvv(741*%=rlG`d7zg%2k-tXlL`1TWdrDhyddp%8mj5x?1{nT$*|DNAd|F%@quJ>v-=y^|>d)cnn^9Tn6 z57WwmR6IS6`6ABq_{>EGBE4gWGw= zxlsFQ(sEz5NW=GN?rmX6F+T3#CgJhhwp!b`fowl?u{287*o%ue*D z?e4JLAeg1?nzFXk`mBw|TNasRx>hQz_}uegm_W4Cd?{hNDj}4=ed{Z*(=kD2tX8)z zQ#4eiQ7+yB7ttXuTv5d=|Co@!CK!?Do6zR zl9X+{kE(lV#$#N+V4`v+%>u+++ll_4IwJlbN>C)GpUUdlxb_L4NJtjn@W4&O>GDXW zy9AA*0{h{tAE?giwfUqgd$b`l;dxMr@wLZfG$PST7Qo}##pGISW_6|Kl8YbhTJ&`3 zu({m_aSJ|NrSGs~@=bqdgnLjaMWMfD`60qY;=T8(J8h?;isNn7JUuRd~_q&|2q5Z3-g4j;ShwGPf5|e#>kZtH0a^YX$*1P-Wb&Z7A%a9WcgfNQ*mt$OVE&@A8k@%ins2w|wd=j<_J zUP6sn^?CiWZIVVNM9_+FIhpb6#a6mqb4XJzJ+E+kLFO$I+c-^Pon6bt^ex#?8gG<> z&?@nqAH(N*SL>hcPiF?_v}Hz*y>a#1qwT_?eXUpMuIf8tllX|XU;*1oMRmGlNkAfu_e8VQ6PN*v;yr6t6CnbeO{#e!}m{sNF$IZd9jh6Y+Mnh)k;c_`s=q60@ z55)68{WKyI;cXV>cps5D+?opS*szFj9M&3572OtodoL0mxsSp2`Y|Lp%tp7r_Wo7A zvr#c*x>Tp2z4xRAwfQ7p{&1@Vf6Xh@?DTkOpVMWT6TOBz{WyaMETWV8>Ud8lT=pMo zM2LoQd}PUMFNE{_BUOZO=F08}T2;kmAr+QktJ*_Kcge&Kl$Lxj(YN}1f*n?za^dRh zmay?7!*$j|=%5wOTys~(??I4a)86iV3@hS}qaVuT*;AAGh{p$(nJoG-A8Pz`+}FON zKiqQi!T%dBhn+Am35%Lel!E6_@Vt8*1}$`-Jx%OYgO#%YBpH@$#~=R-ezPf#i%T=E zSwPLLi(aQUjzSQz2F+#6wzU9)-9J||syPrE9s^-d#Cj*o)1O>%pHuh_HBZ)Q-@Q@3 z<^@95)TI?@(l6SaKs`X{#=XnD`I)8e{O_U)#zly|D4dA})_42}9aj zww=MkXI->oON=d2^IZRxeXkbLnFLQNaZLtNgL2ID$BwP{GrC7?zPw6f(g7IFr&myC zYc7-OX(lA%3$Stn!xa#Itd#$qbx_Apl7B{qn@l zxcTzKWu79~SLmQ_-j+00JZE5`j%Vi0BSR~x+rR4tr=rSC$v zxxBpGJWSY38M)4MHF!3M>X83%e^I-vWOeR;QTEE9H4s{)mxN9T5FjV+_qWeC-#N4Q+54Xi zGY>PF+|Rn#TGzF%wN|>ZKb92xO(>YaCq~(~KGT+{CHE}F94y^bzpA&Trr2ZdzuWuG zOXZBe<^580186hZb*k%&fzBEA=k%}%8QdtP>*`07`ilv)-R}l|FcE|KM)zN5f(tL7 z{_5ulBoFyVn~(0se}9$t$(>HYjl&u;6*7AZR_B>`IE;hfVl}hX$Os~N?EJx2j&*0LgOfiIM{;DA1Yxq>XEejW? z+mk-A7=7Y%M(}|cGpw)ybw=}$6&J+}P^MxEW79#nq{QTa{lO7hUZ? z<>JY1PP_3ACfWc9^*}DW=h+0)4^>VxVWxH&oU?u#eO%{aO=-h^KlWflsR02s=nO`V z-el?4{m=vK6g_3+`}EB>4WCNdj1^J}rZyX)SwUwu;x})eg^;!wY-4wv-~W;62PLv? z;<`{Bhbt(v<7sYaL4JqI@ep0`3)jXS71gm-DYEg>&(Q1nG=hz(*QK`qGJVXk zEIH#vAG8wO+#ihodHU|4T})WT^Lp>po`Yo%LOnywPb3HjFc^HZB|iX5FxO)9pRm}U zqGr!7fck$fLmU|U2ONo{%Xr^{1h*(ZR!7e7^8F|%=mgM@KI$G?oL2-ysiC_vD{JxU z26&rE=|k~f=!rCMssC1tL@B9Upuh30g4KbM7g@O|;J=pCzK{158VQeq@Vl8RDK>60 z9#4na1)R6J`GiOy6pI%AKItjW<61D0Sh)yjvNetT?bq{Fb+&OPO~R(iNBW7>D@}+6 zqZ~}iVDe+KZPC(v`ZMRr(QZ8kxj0*>T1x5QZDlzyg~_}2+92$=2xp*rFV zUaZjje5vX9W@MLhgO^Mx(X)N3*q$)yJvv(%KRJokMgpGbyco!T1O=~1r%GED-4&D> zN29;6T5Q-M>k_?vG+W->3_;?wU#2kGQmXXOr$jgj2Ga?7hv?!U2< zQ+Mk-Hag3@FkV>tQ?Lh0_VB%`WsvGbLf7Hrg7<#|(SMakxr0qIrGA$A8p%Bd`T3Jo zdEZ(k70LEe&o89}hgPMXb98q0D3)n3cS&Gbsj<~yiHd=>cYj65to{uB(OeepVYJdV zBEiscMzTV!m>A}yfPbH12O&P>a7~4!+x|g2mi5Q$#cPN#)bM0YvBUf?{o@vK#hjpn znNG8^qyoyqGp9+1PROdx3Z#u|6U_WLU+T*gZvbsiKjXP#$ZSMT1vk@48+Xv=H1gUT z5h1GnegUsFCLw`avQyz)feMFTl=dq+sgF3W>*T9{3ntBTk7Cwze;a}fcKLGbrF+D0_8({HIr19h zR&zw?b1?;`SC0J3GEK`cfkiba4}P8}N;l=oZRYA{&h}TW_J6kp=P4Nca#~(re{0g@ zcfQnh>xq&-{HVI>lmCPMPY@dlsDS2)9As|T#{ObJJ8@qy)Q_Yvf0srsZasc#Ymt9B zO;iPjBRL(s=yAHAqak<;U+n=ZxdI38TT<^IbKPOTO{e_t4^>}IY}W5-`kx_~9x|)#Lirx{i!#nB`c!yb zq{%V8>2=YaIfHpElsD*;OY@rTDgEVxTQ?W-NAlc%sT7I2PW-;?YbAUnN)tTVGa!qv zpz1fTcwctbLg!@g?et-&;&wLG+JarshhinN_QjtT!Wzn!N6oSA9{gXf_mn=#2L&RZ zpCXJRO+R8HA-p%>B4u;t;%pwPbNlfls0tN6To1I&ml*$Ym_X^URygX`8a^hRMCAm2 z)Xm0sT-&wYy&>D}ti4I4xMgw6y2gr%bow1Eojl`la=3IzEAbU_f}naMTW};F@}DSg z|Bv#ew)DB157cUAY)p)fc6gyb%vxC^X)Wbgn36uBR^N02V|lE=dZ|41zer@A+Jso%&K+~4yGpVs0M-CB;f+bIz9V~dBB zfy|w-F4)T&F=+yp5?223ab_PE7mr8a^#ZMeth00Lrp+H_O?G*fj!8fAU=aIkbF$b^ z%5v{I57*~>;*#RxYt+?&81ed`osqt=Z%d&Klp<#{IT%|2K49YUXCSplF?n7&0Xxo< zA3LX*cw9L>^FbEqITsr`xj3sIE3}lXjEIO@)t=2W9-~}OQV`eVYinyqSjv$D3~{om z2Tkuf+148O6jT)(&irE~e@LQ(Ii5pe+;V;)oyKMxmM9{j$bC$dV3kVvcuZwiQxdXq zk%Pb3=oxE@2)bE6A+C?cstuE=gqF@fVfH{q2RG%#R-zI;*D&2ScN>1T-}%oQnf}RG zI=}xJge1{79qs~6s)b)ek=v{kd~<2DJ}v6aYkJe+pFgwLBl0yMC6kqBA?L=zoE7c# ze@{AIA6T}8p!fq-i&a_XYOqLCJ&dAc0*+z}MYk16C%r|m$=I;A9BA=(Js{M%7=0m} zej}^!p?m<^3$;vPw1&XAUyR4=NYkI~Z=(nnAZ}aOtHUnO`>6IQ{>|%-x5|qfUKa4U zGuQ{)Z2ifMt}DFb5d4y!XFhuhDC24h0lSl2DSkKb`!9(u#STgXQ@hqIx)#}Q_mZpZ z>+)y*nC;=awsG%#R_f|KLUhz-~! z$DXj^S+2jDSLdTBItF46lezEk$RVQu`&`)UV>3XPr*AAp@3{6`={nC%hu~Aivrx)X zUk%C<(i|!}x%VK94O6HMve`u5&9w@ zOmiT=+!Xh`WJ9fCt5)38<3JuTf9b!Ma>2dN!)(=aBhL0E+qVyOXx6sdu0MRnWjPis zPs)jns`GvxrBi6M|Bfr!l!8F~(^v9tRhvI)TI{#^gMNnk?&>&@gATImWrkv78v89< zU=Bp`=FQ{nN1YjJ^2meZjC8G`-w%aUU|Kij)L2+qtyP2u&yhCt68g)xNK|7LF2I(P z4F^iG!MoX*6c~DhJf6Ho3A*#^Q$+HaR@U`?Mmg7siZ=^tV|K_1X-b-09F_8QQ790e zA+CgwMGb~L$gyph+3m#+wlbLw?U0Xq+7G@SEFls=6P%=xd2Tg=U%*_R!J1Z_g38M# zk~XBR7p_cUu7#Vi@J~7y8dY44R^85XmDF7N{IO^DJntLiQ_NjGYHry|XEw=mSGAzQ z3%>?BqZyXkL#aZkLM-hneWsU9H5{Irz~jyHN5{r>iUbEZX8Sr)qL$yqEKR&~yQdKx zc*rS(heYV{`z8lcs2#2Pxek`KX;0KQZ{YYEHEhXP{WV4FLq*v4+LJ17@Z)tYH*5*E zv^Zz#HW%jAao29Jkqwl6+dw=S?zNV&KO~CERxWSM*DF;%%;;Y>%!Vv`CZBBuU`HHL zw6wxC9P4?X!i0u$0@}ir;Y!l*<#sKJlsr4AUozPLRLh%(xnD<+=^Mv(QsCOBI?@PJ zVEUi*CtcP@knC72MV`$vJ0{Hdj3gPDeB)2xicJnY8f*+i0Ol~iFp-~X#++UO#x*lP zPSz_#QDF=wC9|H-d@cF;e=$M-UKT`os;l{%0*V}zCwmN{`#jov^zH);ZO1kn1hcJ0 zTGGqJW(XPB5oR=?$qFm)(DPM)eSQ7g65r(N8CJ2CgwqxZ*lhNUuO+e(1dXe_q?`H? zrao;#YZNk@LOSRFU|);jb{+ad**NiNrN4?`uQnf=j5q1ST3lDnTeRsl7{;;(e5Qz{ zR@q1!sxh>LeF`}8A~prziJambkM@Gf_RYkCD5OBs?mEs3$3}b;>unpbSqancO8(r{ zdN72PFWbp0s&W{cE|?D0(G29+sP7F#cM*nl$o?T`yF^~`ub&`H_==`0YI_J|Lh*AU z%lPU~oi>`)Hm0UCUL(%L!Hxkz6ne9f9JH0sak9uXIzFy7j`gL6?1$ufJEtoT$H^UQ zB@jP}Aq?irO=M3;>9$Xub8B$uMBRJP+Eb_WPSzo~z~3PfemhC!J-?EN?|I8!mEoJR zRyx)NiMwy@V6w0!DDH>cd>Y5rKFKD&seNX{3 z>5h2&HSRJE#EJ`4R=lDhyZ_;m;P|tfw6(Q9dnxwGn+;pwV+saq#o=0+F7)9M<5^x? zO~m0Ns0`FBFh1B+?1jnAt&Rl&lUv9Le^M3yg#lpL8W6lqRez8UG^}9DmG)eI7~xfK za32kO-%uz0!M^Z=0MgO%2VFPj=`Q15)8o5)JWZMxc^orVrjJ@4`=5VdKizIFK{h4` zp`bJIN8&*A;8KdICbn_+^`uL~#%d@p$!U)ieex;V2mIaAZ0J6LKrAl3 zT%;wxR+n%-S~>P{9I?R(PdvZ3obxMQSNwaNh^di}(2HBR}4?tR%5hT6Up%UNZgC*cUPU56hQ6WOFIRijrnPMo)#BswQBP z5Vqz1Z*fp?f&w)c7#ZG<^1zO)MHk54&hSC*-Ge>Y=igEALl^Etw#Z*!JUOKlgOtsi z_ebXZ8@07kCldZa8Tn}aO3liixXeETyZJQZcDOSyjWg7vut$4gNLm(*`Es$`(Ok~7 zT4mQ;K}ZQK+~VSaV0FfCj+rO>-h9#JbfG`~$JI3Y$cMq%s>;7pKZgcc5Z)?gZpa_D zzAgcuC9qhxxIJi1O7^3B>u^Mwn4Pbq;PrZl8u%rcJke(aTdhR~yg%CtM!u}Y9(W!! z315z^Rc|&~&tQHSzt6pFTwPlWj8m))&A`V1G^$jTXLm2Y_UoKrT$j-gGw?C8xL3kt zZ6AXX#y8g`n!KnMG}rVP-A++WAWEmku9`?>44FGD)m^QgF33|$am-tP7&U5D`4FpP z)@J^I%S5vO*O%Mh%L@&U?#Pnx7zVmYgRDWbOB&Zu*}st2ZbvnYq2ZqDa!jlLPw)7D z{=-x8%lP)OSOD+sqFwzqJ8lI^*-byvs9j?7Er5h5ZF@Gz(Lm?v8;dzM2KdKYTgwLo_m4GGnilK| zH{}Ywxgg+m(wcYKB-;aDMvhkA6x7fb$1zQ*8BCL4FCr*>Fkgh`g}SM?=lJ+7D|ii8 zdXXT+#EOK##Vk5KHskqklp)<*rZY|OYi?1KdP+??@;;uL{=2zWT9o^>@@9JB%wtWdh_hdjz(Qd zmCL(qDAITLYk%abc-j1Tjz(4KM7yP57H`>S{`rw@{fxy_{wnX_)EuDlX!^2ZTEoQkXXcM;8?1gpRDo9R_CojBP8%OM*r8!Ab?N^g=C|hnHI--4*<3_J6-JFrXfn5X$^>_2H$XQ zFY>uGXDYrWzAZFnkXF0dQ|a_J$#`DF5t2Oy=@d!c2>4E7wXRIO+(RN!+f$->X}B|q z7H41u{Ud8AL_oZKHH=E$ZLZ~w6^{>7lzw90@(`AlmA9wG0(mr@3Lhp%BBZlw zzoWixvafVr%DCS-w|rYa1yl!qXCC`Ba(lQ-ip`>;b`-wQeEB_1a&jq3^CJWf*;$E9 zrXm8-+5jNL^~(%TETqCx7VuhGmZD*e}pnPn^eXRUi0Z^HR# zi2M8YNfxdlQ#S$V!eJOnPRVEbOigBme#L{*^XF+Wq3`CsO4@3Gx*Q&%9IRfl5F+1$ zSTjzZtG<9MNy2o-hd)?jfolLArF!qP>5xxjFkJwk_@JHrs(Vx?O<7WEYSI<_BE#<% zWJfE!L)`oA*vCPZ;g%h)PKAUM@81~2x`T6RP zCx7d~P$v4kmy1IG+g8ybw0$Fb9jC)K#Nh?~iEZHe+v$ zxEqge)8|wH#j}%9CP2o-!7S@sDeg0ygSteY_4guAAp?))sxdQ|Zl#>Pwck1MpW|Z6B<9yW)vT+_Oyvf~5)pwOV#XB@_ou&O z&@fN$C-5H=v&JU#mF(P|T;{>B@dv+n2A*qAsZ&i+{c@*h=V4s~D~1P;*NXY|lN$m= zZFyYeIPYurS#u3=A7$vSa&aGzgx+PS|E&C=NACLqd~-8qKhkp`-+abfvOiT?v|8>g zf!lS^y^~eRxp-2_++tnk_w*%d(*7qEt7BezM? zt_sY})wK=YBhjZBK>Bm=%ZW>0%(u|v(!t`EVn+wtP}Rxwv*-bP!_=A{>E6sE>@Qlv zqvcEyo&Sc6|0(hEJ$EE!R^YpP5T?5&OwV6rbKM#^tS*4Z+=-G9Pl?mkex^93zu}Q= z%K4Q^2e14oW8l-LNftq`67e^To7eM=`g$sRYwkqFQC~8(CrFT1kI#s9f#Wt%Ah>9u}f*%s<7$Y2OdfX{)`;zj*gT@Ni z@jG#%JLuu~3txUNw<%4}y-G$|#JSK=B~l{6pL~QD-(W<4K9oX{Y8F11_A4tdRT*HE z((F_>xB}x&0|=$=FV@c?(jJ%w+{COHZuhl6sliAisQia5zhqjg~VsEn=8_Le#7FAA8K(jN8MRlVwWHn(FQQ zt`?Za#24jubadQmsmAK>(m3)!vJn<>7|!U0_pmn1obyD)cLRls2hM29h$}4e=a_$i zl*yc84BM9iBeRNX|66M5!4OeLzZ7xHj&d*n0m@jCo=Dz!?bK(P`9BS|@962ftgAA- zZC0Mharq}tzZ}k#C&pN>Nz|&mK;2(z>~Coe|Id4I;WFocP=r#oy1$Zc78^T1Q#00f zaI{%$%}a^D-{&P5Rm3|5A6`*%+F-Qbn*0ozgt-_R$CrvOHr5L|W52-LSm|Q5QDdoygx%lw4EWiWGrx4c7b;ju7Wq z9v6AER`kSp`r;v3qt^DmWgkIQ|N!`!8xF6JP&yYf&HP z<*2{$V?4id9~~x(zx<+Q}|i)rerJKr(TL2LQXNyn zOMwcdYVKAhY2Ncn=^c;NWx_q2OAXrIGZl7amJ|*tT|k9WQGL}cF#5GF6}YGs{5^u> zSm$R?tF{>PQqj<(o+X5(n4}SI1Nm-w|5tf1lv`r+J%--=n8?rg_zv7@T92Do_=+)y z{VK;k$u57sR}pWXKYlKt)Gcpi0RLvI^TxEg8FQ}F2Tew9#3B0jiQih+a#Z>bXIpb2 zm#oSE;D?{S^mka*<9xb`+F2Yn@0%Lb{HlHO@^?+x%#-i`xwcGOoWe2~(As>u4|uZ{ z=@+v&Y-DBd9^Q0k$2MMSLgdEH>YL6zh!+*O4t+i=`%uk*0JdN&*K$3HQwVz zX!GM_p-3FDV1!|!kOKGOZ)bA9Pwme5;$)5-SdG$hwQ)@oBzPGeT; zJMDj5?|hjU@J@S|37a=6g&_USmiO+A;T)%`5Fp(>k#J(Yc61kCA|-495E%CdMf zTj$}Phx?_`6j?hD$$SgDfS8F?-*g`24-QGq)VQDSKCW4c?)K?RLhFr&*}W7Wrz@VZO`bcWiRj;~G9wBbQ&OUKrs37dt^BMAzLfjOfRJ&YBx| z9)gX0W@WAeKkk6B=$drE_0W0gWy{;{S>~`=;{v6?jS`O5*qHVK{}m%LvHK@eL=y+~%wCJzI&evW{7dw`R~m17b=8bKQ;ROf zU8RZkHB`BpI}j#76g%&DpHaN>wNrHBt%!N7dit0g&j*8=CDu|g8pb?%g3kKurru0> zn_WS|JWC}LLTBjJ$G0_)ik9v}G-2C*?{7su;6_xz#2B9O;eIzETpANyU=L+odvK|E zs^J}{?+fmH%mmZRTD(78EmzeNBkb0Abl;e`#!ppBED(Vj4CNy99?NaWvI#?{iRbuz zi^pj-mqv|@WFz$!RXi%vAyJY`-uy~lf4kl@#Q@?tR|BIJ61kSBu=1UF>B@r}{xll8 z6`T+CUz}6^y!vC>Jrh?A=oFFhITQ6)+wciW0)X`W^v*+HkE zdSlFGvQb&T)L&V`Y5KuJXIvtJgi2PW=Up_5OAhiodX1^F$xu&|Q$3jRvF)!y(7N3? zcj3mayrC_1l#kR=x@i8}#LC9?diAuk-@^hXu}j2jQ~W)Tg(` zBHg%@hfN}j2IYjbwabE%J*B}fna_??d%^ZehQ zs=ZH$W#z*q52NGb;}5}X%`@enckaLcIeTM}_(|~C%mM?W)T4ZAYcGnMW{EPmpuroN zQ~N7bXba@^zxmuG5v<}Gn_}j7Ru!FZ&ky?5B z7V?r5kp^8}&pM(`-SMaKLqIok4|}=epd_;%-L;~qyqT&MXLB|2O_9e#>WFC(OlUn+ z-j?d>xOY!jZrO$KwjSvqv7rLLUvakiExzL&47E(Lc|{+RG>Rndya<(W4kVl;?1-%v zIhL^gZAIDr7tMU#jdqE>rGQ%1hOn%Zazk!|vwfK%x4nkh9SP}ovtSXw;R{B!;7~eo z#r-b&s=#(f#A+_buFra>fjQ3Zy~56+)nZp0UA)6cepkLmhRs?Pg9ovRuBTS0>AB!x zmr)fqGid5$KqT?@BcbaxUesu6V+^Bcu?}k zs_`>pcX=L@W+XqFLgh;R(QNLzp9 z^HIMh`8JR6*rFFmiP!NU?*n{SrEnvOA+IF|WXjg2qbcw8XxYr(OEXw}xM)X*LTz&nJf5(kOI_Bm}K~*K2n4}xTUmq6se*{LeysWfi!+F)OtDELCHR;=<>aP zeDlBf2xX8u?rK{k`e22SO?zfXzrt3o!SAmBd1YtvIoJNa6m3N0`WD8$R>O5>#yv;G z%)9Pgm5Q*p{+_O(Bz@zki5-#;AXtF26KX`wJfoEbK1G}j3pEL1=R=3ma^|GO-cK%c z;P+b7JS<4cOm{XmK|8Z2CWUl~$;Zb*+12BwzzxeX`tesXD-RQ1m?ZnAH~^yxcCo09Wws;CuM(UR}h_ou{UDlmOr}E zb)v4DI#ql>v(|p~Xn_fGKgD#1=2Y!l;7O~eO?}3gv}>A_MPnx6Oms0Kh1}QBxb!t~ z_cQHk>e-0$IQEc5amoum&*n3;az;0+L~&xxBSC(Hr+Hz2f8oE14)5ZwG%k$lEY4E1 zQzWaV4|!PwzVb^QZ_A@4**M?-?7Hb|IVXB1KRh<}=zn`OSnWk&8tD*g*_DXjyQvBv z?%GK^8>-&z1s>mX$p6AuVxf(+*5tOZEiMmhbv95~YlD712)s$;E8Jo!KN;Svww};k zDsg?d{<2dC_NC_LewyQhrrhy6;z@{Ce2fS5E>lO11h*s@$O$r@!Uojsz|!-XG)Y{P z*AXrhOks6DJzBZHa#y{_9&n~reLaqMYOd~-N*h5pms;J(SaWcqIsA$cF0Xc`KJn6f z=*K7hA2o-uGeSP47-8k4h0i-M-GV%0c{kR--vj*iV8tFKTHI%L830Uj?l7{Io+ zwBqA{e65UiyZ303n$`h*b31?ZLA7)Iw~JYXEr0>}#NThO-3A>v=07)r>Va>_F1GF| ztnN-EA=UI47XMt$e{n%54}Ml$RZkO99gxP&c#NUSQq+VlKLD=0 z1@aBP;|HBnXaqD&J-9Ia1L48yuMxuy%himT+|e`P3~ow0#?06rk6s5}N`r+Co#HFA zb%M#6dTo^m3Aw`H?IQOe*+NjRM5t1d28-6fMA77q%}jab6ObXAPHiit#&oUU^{8qx zdMXMma&f^FsN<81>lgba`1b+b*Uo-3fe}QEDWQrD%9HNLN&N~3_{e*9RM)SxC6fBm zIis?SZm~0u9$0C~L9WUoPn~&tcRJZO&ctI~{PuSW7PA64b~l<2hkL=~j|;Kvx{A90 zK4jm?{FyQ9n^S(c2Xsv+m?0~CSERhm@D_0ufeSZ$HLiMryt-a01m;hW7R4hgn1s@Q z?zwaj=S(*4Cvkdn8mqZn>P);*71Nz3B9QG6k&|!2-Rrq7b5`l*SyXaSHPpj@ww7hz z**kDhA7@AcwW8Bx{1#w2Z|n`q$6^=Da}|I-4mH(64cA!AlhPPLVa$ZJDRpKTd(n6^ zs){u8OZ@(<4l0kZ zFh=Il*YOes$4y_U@af$a&y>d*&Ldm6a^LV3{861d>10d_axH}R?-)C2nvJP|nHGd) z2_5C`*__l>g6g=@5L33{kr7e6)sRHZ#y3GEl63YxQfHcMhsn^2wT)(%1Vv{az;&$m zmP7xR zrqJbkgURQuI--*ir2b?-N`{+=b^Fkls!$_PZuQ`r|0=on?3MNe{rC-DK5vGLAq$!_ z=V&&(goqWfKJReHTIP7*I= z+DbH#zD>Au0FY*Kc5rQ$Cie1I*_<>BEy6!^B*ZUYune^nPgiqX$*K*NP?$mi0BUWs zcA=MoZpaoy$8>f~_K6!}1|_8#oeTleGx?j8+Akji%xYNlENvh8f#r_Dm0qAZ+I9A@ zq(o>1Y?O^5-qgQ*iOs1)zUpr~%x=1vj3Cpck=O%u^-D|yWPLVw$@}O5h^)=j0h@-o z;WzCs^fP^JrHmjn&4dp$ZF3SW79`NmXo7Hzac#it`Yq{~f|cP;n02kfIh?tViC*Q1 zmb@~f09eyMfMkt>Z{&E}ZpjuGu~PrLcX93lsQi66gW`6x4}MnDp6!qGdpB|MvK*bP zL;W)v%gLdK+3DAPcx+lPa zV+AbEFqIrhM!Pf3L6e+L`(I{XEeO1+PTTA8 zY@~s^m0!VIA`d0m&2$iVeCYDC!+gwa`90l>20I~7DS3&5zkjv;{SfSoU-|TD1hvk6 zGzOAk)Dg$Q>ngYAyN1VqIiem&D%9bT)NzhWk>3A(wA(j7wOGlUmAt^nD$Rci1mMuF zUvy><>p5$P^J+r81R~beJngqStoP%U1)JmQ!YcoMBXd@i~#u7%;n!~kh z(JZj1KiD)&7erJ$3loQ8w@?g&a>Wd&N0gPrwb~}INRi2M(>#|kK#nk)?&eF41#VhM~r#Ukl@qh{uVyY+}E!f)TGE~lXfbNn@Dyd51C^5 zO6VEfU(O#?oA}PIAC2hqn5`u3EfE@%YAzYx|3~B+3_lO3b=l+m-Ez&eZGg$#4X&Oc zWAkK;Xb-W9lYY*q&}8V+bgHR%f3GBMBx01DZh$_5i!GK?y3a7xerj)ncE783gFsfh z-y>Cj`;FwkhB!$d-28u|)EiIl323WtRY^{tXNK>?1{{Bjopp!v2c?C4?fqKw07e-; zY(qZObqKU!+>IXBvk9$t5xx3xxdeESRJc{VJW4m^l3zM1rPP@TKV4d8r6aK(I0v|a ztdIvM-}%pPO)r49GVU1YDqg)smtQ(9vvcU^2ZT(shq_amqlxkq&;o{-n454t%rFoP zTz);a((wQDA_i8zivM4S`>Ur_ainpT&=zd1W(D4Bxr z6KP_?F4L*jvJJux!ygy54SA)zF8$kt;GgESc=d+wfX&_JQ05Z#FnQAvg@nS8zC&JV z=o;Ksn$~ABL5$;qJZ$4w#69@gJ6+&|AYeus^vP}J+N>go0CXmnif+xs})2QDf#hV!rHLRk5{)*OodBqs&1ADQ~6gJA3GIWfv zGJlppDja7y*@>$^fZjC#ANk^q3pE=+1LZ-~C(N258&f`A8$Kt`C=NY-&IwdoU9-Jr zcWM}MD}73UDtGAImFf{u$!r>6)%Gq!@uDkvhuj?;NWS_grB?&Z99TKGi$=}J6Xp38 z&$_)mPBoB8%26p@Wu`Ns924wCe;S>8n8>K{#Ub9TStWUi@tE*r@BC$3CDg_pkbYz& zeFq7L$KzSORxzyuli}%q&fDMLKY>R^#*utq#;QZNbsZ{?r@vs`AHDf{IgHd8w0K%Bw$Hd<&=@Y7J7eqe0O7Y;QzTf zGczjRyT#w_JOJ)OPkUh?RY5}&+;$}tXr1ac$i$Wg&`MHbSUqpkPgOS-=>%B-lHb zgx4s=09{?nOH2r#ON?Rq`kjh1Gx8#KSR)a;1AdI_fWmCuqWSlu{%d0ZWW{b2&Lv)U zvtDSdMZiT%F$zlRYex{J^?ZdWhevk9-p@fTw#CUk>J*al5Q=$#1klKvgOQHW?EhV<5JK0I@(@?>q z-M7RT|1BZ$PZ(vd`BV9p5vbt(84k_(YYZ%Qp~zys`ChHVsa>xFNJ93F)!U9Raqpo) z2Qz8;l&{`XL6FnoDT7zkKWemX?{0LA&9H@4CF;1FcQ;Sn*$}ieFcHM_^6PlC=+Lqg z59$v*CM&8;U7X~Nd9MFJJGy?QDF6|5dyG!;#!AazCk%aB5H0W4w4U8N_aob$qn~iT z@(w~WB???Sc<4hL)3Hp|FrZm3Zo)qb?5sAidueUgnNTAcw?6(jWjss4N509O?-`5# zi{1tkq!&WFu{RBEW+E>ze%D+H4t?GJL8t)A79`N4c{UFi!iw^zxb50*&*;m z+~+h#@KA#n`Y@x`X~$gT2NMYFIOMsTXntaBHd7(&;6aHJn_E0=yVH9@+%P4r3>hOq z1+r4ZhN$O~RxmeFVf%+VM8rr_kzg(TZWCN(F=G3V?0@bhQ;+1?M#L`Drf3F}i`J#) z6p4KrDW;%(e!t=V>%o&#nzL%TKd_}?Sx8c7@ievtuZUigVIFWErzFDN@1CO?`0yoG z%(C!XX0xkVE5^MC8&ioo7qaND{@cvpay@7jAqW_+=X5h<%Q-z>Ehzfc@D+R%;_Jl zowZCcup%ws6MHo}?(1n1Z3iWev&MGj`+}R+{R%ZXgpBc5z9nfM#wtvJmjPo)V0Ds- zr%9VR(0ilkexV29cwkL(sz8FBfrk02M5!mXK-LA7z(zOT%tq#uE7~YvspcwNcy?2E zvln6BU1)uOCLdgq699euNX-mIxu{Fe z#PM<#t-eQlC~#|-3oj{rrJGfHGxh$-H5Bsnvn@7DyL-`%52)dMyl^l@?UlRdKR~`fRcMZuv=vasWgY}di6@=Ys4>2q3%|jw zlIuQtN6UzGnS3E=l2AW#Ob+~O%+(I}fKX#H05x8y5FRrmIqpcaM47J;DkbAC+Pd6v z*gCf<+1woM9_!rG(~-PDFPE-oRpxkKN3q4sy)-gR9GZ#@WpAlztr>-?O(=Pmia^mRKj-TNBU+O4^5m#~KVHEF^A-`;0P>FL*K@}0HTw5YrbA1Mu5LaR zwHo&Klj!%g!_ki04P=!%Z~Ao$Iv#2;nW6u}TSN?`2%W^Cj_>U~qaM&`9WZ{W)K8hd zo=D8xkvO8PGo_JU{?WDw$Ic4Kuy~59!DgeNK`oL#een@I7AqB}wV56X*dYI%gl)Gm zkdIGoiAhaIu!7j2JZtaMtzg*Jr@1>*PbcdL2Mvp7)Er5Y&1b$xLQpyLj)td!pu6(^ zx(C`*n}AgW45lN9TxTA7=Ly2hSlDg2Qi%UV7fF}tOcM5OkZs#t^h$#ed&R$DasGE6 z@&2jj`M&Mx%#mz0hreEtkM`VlEHr4VJJh6TD*J!qi;l7@%G&l^c#U!f?O3gy2eX72 zY8`05PmYC7f~I5P5Mz;svrKlHIBKhry~%J57szcji9njO6jPvM^7^5d$n|mf)&RqR zL(Z__sO7e-R8r|G%e8^=Nhb=Xa>ixCy%vwt-^(#^`7L=xZW{j-Lu*K4*I1NI%ryEt-lN-?Yq<@bix_=6o3?%Wm?;lUq;A zHZC%K8m}l5IPNwW~3>la=|g$1fUe@jZt^XOP}O|ETT zBd8+WtnN|n&9|6MNgNxRWdM~a4-n1QN)#d!R=i$ydyv?Iw_CQxp}r*nmlVFTme+nm zjTZ=>Rh*EBWnV}f{?pWUbkeKuryo-hvP5hW0$2M)7r%t=O=Yawg3(Ax=gF^%RF#*= z!E*`)bn+)J)`Pw;kOrv-zEH@Q0XDm)(9kAw%`Ad&JUO$%k3R`dj7{;$I$*>?zz0GN zyUZBo3vDZXvvxjoHgRy*Z+15?wb-KA_Y{>{YSC&={;`kSXsQn#4BD6rhdyNwS{F?oGi zn*_<4AQAL+wnZSXI*+7o-%@|a(&qZF-gw*2-DVGF*(E|L-={rlz(HdJJ z3cP0ui_rqtt^s*oZUr~B*RJ#=i7vH*s=?h!s?#E;#zsjGk4bvDFN;??%At|dmF+gw z8Uf4um_C5mNnup-h_WI@2Qtr;3z6R^Q4kO#turMR9}9cnnn-DF>1v_w_Y7IkQ21TD zU1(=BJB{&Jvr$ak++>%Y?5~n>)J<7+if4{S|79<6+sT=|_V+7F`KP3a&**?cyVb24 zaamd`xkes&YnV7zfiUVTsx}i9`>kZ4BRohwmHdE2Nnx# zbUD2=^b`g!9FI4>WULh$#Oye7H`aUT9%Vs1had@s8Aq7_&xwgn*g@}lY?QkYTB@yL zWpr)p(pgi(N9^a516fR7`TpOKQ-zY?7Hj7f$ zg`-NB8@F41=!Z=-nkhQuS>PNU_oWlGKvJrT$J>`^% z2k$9*+x4_H931~{_}3MQucQ9mG(z1}g4Xh`WK5yZIeSh>>9MS0<7;-$tv9Coo}ND& zrCpK_`_GzzZbx-i*NI!~=Gl?vN{By~S;Gqe>w>?#beJCIm`RC<9DHI4dmXhG++6x@|EjHv}U%@jc)H&1J;R=}%Gn=pNO5*$)q z%O367bRZS+|Aotc_16=Ri}eBNB!kVVXW9OrdqH=+Sz_K$CF`|VNP=n1Y=yWpX^p8e z6|x+@q3SAX>{d?eRqmQAw?TG}>e^q|rujE#4#eVONmcGoMh!0atRDt}bbD=6w!f6? zi~&X1ON%xhY_vOL#KScLV2x+3&%v_H_D`mZZuw`knpzML>g`pgK=1CwPcvGs39O~F zKQMOMxQR2**$$ix;e5AH#y!BfkotJNA{RRCM($_>B`Tgx3 zW3Z^(o3dl?0`o;#tQ+CYq7ga`lV7(g!8(O9ZB3qu8B1^M0P<@eFE%^SdV@*S2Ho>^ z=3jzO4{X56cC-(Tf9Qq&G(YVizG&-3DG+m5L8~VgED7Q4iob1p~(3NJQzp4`-P?`%MJgg>StJ@^Ii2OpT<*-=6ZNB=T6jg-vl$bxMn(V3L^NIZ+asM z;;Ql4X}a3zY{^`RAj+*c{~YM5aOB;M_*Q3sIUt`#H+X3;c=>#HVxok%QYcmiP$9^K zFoI&;hTRn^ib+#G_%FeS>%oUcNb$ee!^a7Yf|AoG0L6gKwSuf$Y;H({GUJ7E%H(Kh z3O7oKZ5t+Pf?9u9ra{#%L#l~A{To8Qu#;BgL%{LjV9ouYlRWZKL5}E^shsg`Tt@Ip zuvfk(;F2g$aWSsNf2$BRt+9zf`}C%5`5A~LmK;y};@DjBF|tib;i=xqwx{^QTCnYY z@8x6ebEl2SA^A{>SR`AnVUe3?CiAc{kbE&L#JAw_3f>+-siy*hRY?7U24{GGa_ngK zUV)-}R&*TpCG$tL(Q0r|@75x=IUwwWs7U%s=VXVoBS!d>VH+F$r>`fD>U1YC9p9gM zW~>>7PI{VV2R;y#7};CeQAhd5FoT*8KX_X2E=D$-CJ@x_Yz3p%JlZsBNzL#&A?&m# zR!Q%)8FfljLGu6l@UO1Q{}1x?)6_{D8i9)6)94=mWqSf>gS~l=hIV~dnJJTn66s@w zorL&tp4rU5`}Ws*?aA&_7Sc#IF?KyV|E{}QhKde=saiz~HhKMGtZzx#(2-1TltihiJ+6LE59B}XFAwWUl^}7F`G4w#)J#tOHSAEEd|X8k^jZso5w@> z@BQPS6e^(&MbfIW79m@dN+>GXw|=~Ep)nXU zV;_t$-^)4oIrq8m``qW$=bzu>_jug@S>~GSdcUvN@_apC%Ufj8g6RF=AY^DsrLzFN zoEw2wQA>^pi&z4vy;fgxwZYa}G`SOW)#sYTTpro`s}=7P%G*Kp%Kl83><-U}B*Ftw z^?+hi5hAW9jnpcu)+#jQ;asr~X+3-^1I*hOW($(m@a?+GUe`FJ0AbYJ8tMuq-sZ$7Kq$!!Kbl&Vowv={1%86*m>dH`b1}3 zVOOp(V;BHvzgX1L1NzY5`^K(CibST)^C z{tx0$2XBo>v}5ZL8m!anEgAv6p>#ID!sgkM=R7ACTGzCMlQ9-t6L1p^wXc(XAd9Ao zjm_|gFr3foV|cSkoz!Ds85#7Gtj*cETFU61X}@>fQd%|a?&ach9ixjPNjS46bgV4+ z33I4t>1^uSw`x}YIgr7-Z>;mn{*nAD^!6ge$>a3eQm+PWbO-Ncm$vmy{-FAr&M4$W z-Y>E7X*xR`p1B=#E^5B~a7HV6=sCYlRi*t(Q7Uo>-eb4$SYE{CihN4QQ0nW|{D%;@ zysBG|!@zT9e(R_~U!lUGxE1^K1>B6I#OM=@f^E>m=kOKDW=q;YcS|m-nOt-8@<3V) za(rtS>A^WdWWtTlgs$OI5B(&ZqCe4y+bhaJuaeb5dYg7%N35!Q<|M4GYxAj#n#FBK zjYSPd!JRvC!WQ}h>NfPNrVOLe1Y}-nBAAnuM3vtwX_9hQM9(>&T9x{Zn083=@Uaq% zVF#{*`gx^+TlC&wG}nHg-g#@q{duhl-!nVEc3ZIgDgs5VK}bhYy|FuuBhc)OGa0vh z+E=NnPpBg+S4}P4@2IGjA)$SH?mw5aSnUbne;*miXIA3?M@6|oHm@(2@*=H~EI(#= zm&OT3DcUu^v-7FPz+T>F`^~kd+w`VOj&uI!8?1JVmUp6){DsyviuBT?WGCISf+neft9I~{xMP>sn7v*^I%sFm)0xHZx0IGU1*`H*%|xFae_QS@ zMaBXQE)A4&T)u@f5yQT>xL%$vxTrDn-OjU4Dvi#=ng~M&)_R+53324*d#J}S#gK?{ zBpvqSzVDCEt(&g%D~)Kys{!n4K|y%88OUeI-k@tPSz$2fzGl!e9AVoe9%K%JV`Z&> zEqJc~u?t8-qVs3W1@lUOSjV)#J^lIGAN|*B1aGa9EKS=v5+GyHV`ubNs#k4EjlpKA zeqHg1A8tK`vE{4z`42w~=v!(<;S4el;1?-px`dB+J9Tb&>&z8BDG_y9@72bBNPeRz z2i}mQnNE3p{iyF}Np;|}9p5U!y9|7SM`0DGibM(e1q!fJ2;xI!Y`p%crHkwMk*+iS zcb&_1i3JzV+k=N(W%HsZMJ|(+$}r#V^0tP@_Me>`b@9G<-eI!1uRZ(OY1maM6UWE? z#(~hhCY%m}>hj4rC`S;b`?geH=2t*TxgO$Vc>Mp>Ba#<8Qa4YDWev^m!Jv2Fd zm{69h3hSWrx7-AM<0WEzd2{>qWS&)Z9WAs*7!TD|^@f^YD_6K|stdyyZ=LR6QNVxY zv_`pDY9swCG)4h0TPS_ZFdxi%ph*L@8XXZ04_w;ErMhjuUSmdcY4Rie{ihKx{-{8I z%tKh#jr+8U+ky}SAkP$L-%Z7NwWp2Gdh6GKBC&kOlH+;MKF#XlHJs4TH>sN)M3kQ8 zepsrRe96s^`w?7N7ilI<1a2`~YkBFteGwz*M8I4@NvBD{M5A!I#Dd4BJ+~u&S*|n4EZAX!IwpcMgG&6VpcJYrEV}kkYD{C!zy)0`jBbUK^ zm&(NKiHeMmC@yKk*$DmtQxe1Mf-9HRmhde1?Xp%rP&(uDSUSnu|16Z9E2C8KjWt`- zN6wz6-5h(2iH!5YDX|T68>VYj33J1FA1Zd*pjXVM@7TBu?zU7_L7KB}l9+_0aauMK zgnh(YS%!1Qssvgs$~E^M4NR&>TcP~-FD#rB(mCRMT*)mDs3Y#5(Hgjl>?5E#^gVQuhH*hmF+J^!ewwQ;yk(W~$)5a@JK|h(;c$gDx93R_vNFm-@2tuX4 z+bF$ms|v{*#nBz2-*pZ;84wZ^zCQ##8ymFB`dl&T(Bb3wX;`|3mjm+-|E9n)z^heo z6jU~t>;d)Qwf&}aJn)!`EKF53E-!l3vaUeAhR@wn@+ei}7U_Fzzp+H1ii1Vzop=$; z6@`Z#E<#(vqXGG_y3%BxOO#>DzEV4D>DsGHG`|&JE1X*B+6^HVDu{T< zV^`pMg&)Z&LG2hW7?9P73*k$aln3b_O8UGi#$MM*+^c5s{y_*TXsJ#ETSU=`7GIMK z$;TFjoD@7F6F+y+`zu~AXxWglMUMxNj&7vJ>Umrcx>nAo;|#-J=w=9+D*Vi?*~O*# z5-%2^Ai>96UEPQ;3mR~3Sp?&uPsG&g>U{94Ig_do+MC%H`6ngMZ(!T4xPZP}=(A#wkrCMcPf=4?buPN^ujP8-2sjfZd(@Yh}TI0k8iwQ+s2( zY>_Ld@H?d$iR+P7D-E(0i?32VH?gt9U1hDKr9{fJk zeb@-HOfbKxGgs8S~gnVZkQS8Fs}t%a?OlA3AJRt;{IO%-2!k)Q568wcsF8 z^RN1_En&jC`OS|m=;fnOs~YEY%L(&bLzh8#Avy7|7q2*Yq+xEPT)+kd56mEEyk50r z*196a)KiYWr8)2!4K9)=pE{w+1c{I!(k*iApueZL+WC0-KQsz-Kjb{cA1PH8g1bNC zHLe}R+TDs;)Ecd|1JUlq%UFDXRrfaJ%cy;`1;KGEg={?N2>=v~jGQ^oAvk?*O#{a( zv{kK$+-S{Zc1r;-^A0{lT0U6@cS)_*<3o@eacfAaLm5<~3Nue!DaaY-;5PrO(yqI9 zd&|F|JVvNcR!g0tea>!2f|R+!GKzKg@sHrAyZwNI79(<)=cCE5-HYx-RZz|(ThoVukXEKB|+wD?Cbw&Zydf2=)pZ?Z?@o?2gC zpDC6p(UnByqDiFrcD8>z0CY;^rCB#FEO+r^5!OiooG7cM>3Z z-D%DxGZ-hfZ;*4T9W~TNBsF)U;IrpD$mozQd;nt2)>1aMn^TN5cM*X(yZVA>hUcEa zpNjW1+xJ>H5Id|Vijh2YydP|G zjZJ)I=FRoUDz3VybT$z=|&)Y9fp+d?!owXdc( zW6t5J$V)LU2-%!zdAa1ydo7ofCyS6_OSr@zwP_a}x~9E<_|6{2frj>(tt}%yvQE83 zBR78JP+~#!!0sw& z>+DaC#yi`19L^A~^+tc?MfI6T;y6=`Vjp`bu!9RN~s0NWm&(+|KI6ZQnxI*GTuy$nl? zQ&AfB8)@6}T3rA;)q7RMjYIad`b;-)Zx8^YPD5?3JP1k-NM}5|5+5I5_;H&W^;|c? z-b!VUyQ=jM-75g2=ghWjbWO`<1$1_VbMO0TMsI+62fh$O-3J$s7y!_t==%nqqos zu?7i*)5NW<*mT6D)MuN$o@2^%mz;KBu711DIjQ};dNxxjCRX?dGV!GCRGEPW;s!9i zP0IZlp%~IpSO~C0>vc9vq*S0Hixg#yVyg^4$PQpTUmY&yM_SK{*M&jm{dftkG6H|g zWdB_V{znnviL*T)M(jYtoLBv6l|bf%l{Y8+=tmDoKVbi5^)tMZxPze@(m$QFGklDc zp~K_{(#pbzG14N*jB%`oO?k*Y*HQ}K!>}nmZS4LP3jdQp+*>#fSwcNCIPnOKK6~b- zt5$@fd6)Z@4znO+!JvbDfP|eq$&(%dN%o?q6!iY^H{w0ps#jvmT{<)UXuz8EjAm?U zQ<#a%G&Ykj4$pI_?2;e;M!cVKOF^PfkW8j2;kkE+`TyKgISaye@+z_QZ=qcJ(-s5W zR>_Q%r#U(*_khdH-MO041 zkPdVv#dS4`42jIG(&@hSj7$V8WsX)h7DXuAM;d8C;okVTV$|6mH=8urC;*e)9rNta z*;+r=@hn{K>*r;QT$+c51$TFaM#RmM*Ws zF09+ITOX;jmguy$z7WKWV$1Gn2-<8!*f+jh(7}Cnwe(_1Z`XA&#h1OZ5Izdl66ixtZ6HCp-drsU77dI7(J1y_;V z4L|9m1HfhchkgRl{%emh7(4uIt2?gueRDQYsp6dW}esi@c zM+y0CdQ9Uy=-TAK`D*w^W~4E_Vri>#rm%M26$N4EinJeFfD5KW4O>SZI zxzQC$*8or{pz*VQ>0ax=H1OI2ucYQfYbK=^>$RdH&_@CnDN*qOjD#6r)>jhPs&3!> z+(#k%$(HV`nt`J)PT$Z7w^Ayf#havMwFU&TWWldZU0y4_5$=_8~0vZ zT2tmjiFM49?5NZNzj{>3_}-tDm5R-XymH2; zK!DCRWth2R>k*Lw7xh$amL3&Azxi-c)CK~xf2CNreoXMZE3T^MzNM#oRIvklvh`iI zZ$Yeno=u%KpT^?t-m)z{(q5YQ<$P4dohbfiibm+NOxr0xy{shf!a{?cIV-xA37l4y zDP!O07k?z@4-O8>s;jS4&1%w7L+N@}tE=`dSqxQGW@fokowT&mX9sEQWCtlMAw-G} z)N7&oj%Is@FQiy&L8139mB*lw!xhP6vQ`_ymM-#OCsmzF6^7n9Ce7Q%Y%EI! zr%%jdRd97nI!X7Yv`L1h|8Tq)bw-^h{^HwX@4721L0^W_Ng19K9fJ}AqFC~`f$s{J znO!qvkC9TR#ev2wR#hOK3N_YxsY1yP5DcH(yBz3r?-@``e)WhdIy4O^CIM)FYac{m zq!*&Zxv1ouQqgPsq7^C21fg$k>G;u8sHSF>kz%hbDVt(*@e15KpIeg-0eOK43XSF_ z=1s7olHb{##}47~k{kPg99eJ8&Tu-+LhGpEm;&F*ux5%h%XN#O5zrYB`L#Wsz2TKz zKo6R~RJl28)8Q|)dn?+&=7eyH*q%;(hAb%0qP&4+^+o%uK0KLu^Yy$6ls0-cLmQhi zSQkrU1HCsal;W|VTz86)9l)$@0(I(4K4`b9IZKYQv9`=!?PWWZ{7NB5PhS1)4dUb; zH6<7}+?3X8VtG<1Xmb*#Fh3{v*k>n3ICAcdR&&#Vw{D95&cPrJf|n>rLy^}Edm$rh z^h|k4F6!Dzn*w5Nu4r4C;H}DfuME#_u9PGvJ?$^Su_bUkpo^4^+n;$HnHH0c29@?(U!tYfpo~%6E zSr#a~K@PR_Xu4(K(#w!sX3WvIy(=4okG$onPSZy5)qzb3AYfv2<PZkAJLN?~DKG#a2+~ajt_T8VwSe+bJ!?w|iVfks z1=7`rK3I}^!2+ZioN@J(ZN>K;O5<>X*TtueSICyI zu*DrpcR2sOw+qI;)r3YRU4XunYGSxIMD2f1@I7j?z8IgGkzunnF1DrL!OM{#%rWTd z9O9qDU#%!3#2J&{?S~y6Pua~IH$*QdT7_eN4DgCstd)N0Uow_H@SMN8%ESG0&mZ3h zvG08(1mV~`$t=6vQe)iS@H8V;)n(|`dQl!)bM#v>XUgD}pw}C(TZUXy6XHB`e6B=0 z#7UqYW`46B>`5!L(#yGBl);cne5!oq6E1HQ+x2?D?Qk+sNr9$F)vAMXKQpSEBWEi% z*JdmH$CqqA$_6ZS`gVKl10>N=GB`9MCDuKNt*bEww6?cx=YnW!dbFFc7AN<(Ls6=_ zfe`B5MSza_37jI;C7sLN`c6bL*T(GJ68~_W!%_XYz+gUx*!t_qR_a!y`L}R=hEOJY z&z7vU^ks>#UrU_jpSU+%;)Am1w6Im%DIBuZkET{wJ|zh(3I(m3lmxOi5}UC5zlBAL zpwn|nqi?(3aSW*F*cI~3V)^AFroZ5Xr^O;Yg_8&W$mvE}QXVVZ%d=nH*avc4C3(A+ z3BQS=ynKbK5;^RdwPKEfg=KA9bm8s}wd4TjTc-3}Ypt3DF@-4jan!y~r zqb!}l$o=5{5HKSBx!E;0c2EMLyu2NQzEeO8wYUv?1p70cM>dae00hAFV8w%`rO#e( zE`|}?u5r`ojp)Mo0Eccz=j8yJhOx@&Wnm%bKzphmuIOp>+oSU4U+<)x@nR%NdpTe{ zZ7yc7^QL^=NZbD_WGi5Q>c@nJtH7;eV&5;m1KJNSUhCWUi&y?*4m1DM#g81AJ4CF6 zfxzVd9&!NTYN6SNDshnSPhFe4d;c@HSk;Cre|wgHZ%9c_{F_#@_Uodrsr-@M%UXRhs$0Eh((lKw@$e{b^s=WcvEcw*l2X5;_-$G;Sy zzwUvf03ajzp68Bm{|RZ`{Se@s3r>yyqXhr*@=MHOpW)cF_W`5!*= zf9m{8GWib*`+w^Edq(j8OLcan)O%Id)fpW-`e!V+^vR2Ta!9b~Ga7~B@;dy*wSVK> z{+YD{oYrY+JN!^EIpsLuLlztUjNi=v+k?o&clHqo{lW%Z8ULWeziQPV$?`ZNjpdQ2 zot!B3h_P3|nZ4IBr)OUOH2+_W>A&zfTxZj4LES@iP8mlewhQxh&D4|n) z@5r9`W`#eoSNBZPMv1aOOAs(gKxx7Og5(i95Dcn00{4SqW#ECR)`E8mzbAWtRol`^ z&EoD>%>1wAp8o5iAMN7V|Lk~!QoNqluWs{yelCpww8ob+MW1Z`gZ=o`jd}YB03D~- zraYbg#Kom305?GDLf(q~*X8`@v;FTs1s{;o{NcNcXeq<{CoYBv0g#vmeGiPV`d!O< z;^GTnzoLF5b!Ki)`uWXe_s{^$foJi_1^x+mc&iB5uLJ&Gm6!j-#UoY#R6-H2wfqW6 z_}|u5zgrL}L3!aW6Cd{9{__jJYN7z)bYrNtt^EnnKGFc}m-c)&sqgo-e?Ks@ED}=p zM@v-wZJ}v8U2G=4ZRO;1&7Hy5Klh~V%KDAR3H~4nNZZdbi-NrFT_p_;_;R0BPiIj~ zoE;##Bid=kMYu@(NWpoOd#l;+h}3BvAi%s`m1L=h-}CabJpoOla1N@BL4-P=AJ9y5 z3clEuhex`*fX|Pj@$Oafd;dBK>(|6iS_VL<&F=e~L=rdzUHO{2kYJY@PyA4sG^A@4 zc*^>=gS&U4{p^wMJIEdyY7Tq<`sZJGqyO;{>h=u?^b?crk~?^0EF5vGog`0*(PJt6 zHPp@rG+8EPz|YnK{B&X8!5zD}q#o_C zx57h;?;S3Wewi#iXDJc;@j0Sath71>ag#x<5Vd>v>+9TInzU^XQFd?3^LI(5x$XcF zuwXp)J%Wm_vcaI=53vg}k?blt6X$UZC)bpUj(7abeXrjV!9(|7$ zB`Pdc`bQqq*ra>~{+TKD8#YQ)6`0H5){1KRguh<@q8*9+15qG7?Mf-(O0{ZJ9x(_{ z&#x^27lSSEPXVg7rmt;ue0-x0|mHGk2GSC$jCkFNxNKr-E2AvZ3}^C z))5eX_YrDvMsRb>O+oSOI8roe)ew-~HKn zTTlS^%wrdV_;TLf-*{g=1stK$7UkOQ-yk&{E$=jW_L$b+(?VC}yYQ$`MjFupSEuvj zRpVKgB$cWdHxtZjZN9ce_Zbb3UN>pEw_h_&U{@9MTnCr(EoPhCGpdwa)` z3Y(Um8dX*wr%f;SBRIeKKtMbi^8H?tqxV~WLvg#e>7QG#<#t~_`CbTuJmCdYz~kVZ z0CGCiz394QI=is+$OCA%I%c7en z;DQQyPR3cR_Z<-dsPs?I1Ft=HCSC`!;3awIgW76fEo+P@K15x{s>T@bEdd6Xn!F+i z_rgMcU9%Mc#DM)WzKf%q$FxV;(&dL)Q2HYTj|#Uf8R&Mtu$&j&)Ip4X8Y*xqbhg%y zsol<{d|h!xOq?Ls&AJma*7#&b)_c8C(74pchv(R}KY}3#dZ6JlNSS4*o;Lf|%*SpT zsOFA@RNRG<+bVle58}Vr#C$r-Xj>bLf1t+Vkcw z5{6CTDiP4``n2Ei+790R&J|`@00GCQA@D;UUa35)jOA&dc#`(vzPjGew8cz7!XEf2 zBy}!52~DOwjtti+9!_|9m~hJ;KX_`|@@6aGGp*}6FgoXPHHNMzOWIQ#n5mT4Pe_8P zrMXW&fpzHT`b5?f6LLcz4tGIRRMd@dGV^1BDxvCU)XY9iRX%+`Van>k&Gz3wevX#_ zg_eeB9noj*F+Fl0D-1!3@hWL+sJn@Brb^HGo32|tkXrsK0|`$`@NrtNDao#=hfChN zc0=e^sb+dN+Sw)dj%n{1)6;;>+t?~P>z_4@WM99j=Hg#jCl%dc&{jS1PVQ?FI%nOd zvQA4-i0yLFFY*OO*gKM=NBG515rQ?$e95@|=7Z>O7@>c7X2%nkk_l!zF*?Jz?y1p! zN+3`OB@Bt9m3iJ+x5;sUSesa%z%WwJg-%R6P7Pj}&ij0WM-8vC_q?&{0n-G3Gz^G0U$SXZ^PE%`zAdEC9n*G9#J9zFp?{=?ZH#0v+zSM%_( zvW77%WR0Ewni(iYmeHQPW$~nL0-OzPL~bdUR7}cdB3zRB)uG-oqg9e)1zn4Iwjdt0 zCHbga0xz+gG*N2OAk9h)ux1vfA_G!6mL(Q*gdRzL)#U< zdUe5tarHuMy6nT3J4jbqeOiTW9b3?dn47DzEb&T5*5l^nS{HkJx^^_!_T>#pjqgVcG(om^S<_v)4F=jo=WUCpcfq6pY~>rAgj;`mW-jj< zh({F)shUS5EtrL%ZR;=XQ*+UKc~~;V^&}9o2x<;dcJIWjy7fY@r}9WMmcP_({-`w? z2fY?E47~YODE0P{W%!aVF}u$snMyn@3>lKW7ej#E#FsK&2NwUw7|>r69Y=dWYV!S| zM=bPsUIyR5>pMVcSe&Wk$!XR`0d)Mj5~oY`+;pl8AnRn1$4~+sXtTNoBFI!dvMVj% zQ*${a=#4BZ>l6k|j0s?3#?8y6=kr`<-Zi3Y+~DS;cQ6k3S(+LdS z#+F~3y7ia!lzswWrXcF%zAV-*spL<)4q3HTT1Gn94?dsBTMTg1o$Bxb%V47KHgonJ z;7(K+$kVt#U)f(s{luBl^d1p<5Nzd?08Ef{gzgB4nm$+{9pg$5o<|hYg<*^eUfda; z8^lY8BJ>Wu$)<^xme4iXDGMZ)s>H^Nu%WWrk9&VZfdAl-7T=Cx+;%rP8SLOWw&7F9 zm69RGt7h;aG&{olWR_m>4+mEWLeZiK7;@3nJ#h>$<(sZRzu6o*yJZ-#8VAnq4@;1K z?aZ>Z$EC$uXP;Hn>SaOvedggQ_iLjj)e9mlIlRi!cs-pT7gAh+9x4xt~c7jOO$=U1UYF1F9g4A%Q%RzDvzux3l%nu1!m_3V@sdc3VH7#3T(kY zBpk5DP*CEQ%T|YLla?(j3h}>z>Yr=o?!DOLl{xJs-j1YRGj4ah&a0w28{N>c0iPA2st3U!b*GcfbC8@W2rq{3NOASoUCx{bZ47r?N^$Jom-Gic#x~>2$v=U7`F=xZ|GrNTw=>F8!~c3Z@;^^a z1PcPqcB7A#UXK5L<9fgiIW424eaK_a^73*UuhQsr zk}4@isUyz}5tcin-iPj1B1))2=58~L_9t9^`teTc)w@%eR9WDt54}|Pg&MJ~AKIQ| zD`g;UJ z>@2aX^bK3uzEu?Z9vFTHTREH~bJ2F8jP#dK_9>>eMgpf?83(6tJ=HP=(BgNKsW? zxQfpZ^hlwN+VOaX#u1sbXU{ISx2AptNb+}^rdL^WUQQ#WdxAj*uB^QbjkT9*D{~Rn ze9K}wcvs4T|hW&;f)Qg`1aGUVh+=0{Dz8Qh89LTH`zmk{NPZk#3+q;ub z0fN7|N_5wN*`3yY+vOKhY}!?jT>ZFt zZ{fSuR284Zu1}Zxcg^e8Y%E{b(RoeHr4qj8UNktOabHl{d@jecw$P?7#WJ8fwlCX` z+YIsb;Z^`!%cZ8}MJP{qwfHL<0xbMxXkFGi`4jW;p|nA}0DF8~g3-%!cazT;e%%t! zHI9AaB96|H!??m%YVP;@)?p3>)D27QtzKRfu_nE46&sHw!h&8->tb-oP#&T7&2=7X zC$44kX~N}or3A$Q2c#P^P;0|j#Um^_*EoN5s`9b@Iyo;->Xcn8ORBRQ1hrDEX}w^W z)mctto$w-~57l6oy9x1iV@IVethbWqQ?VuJr=wAIpKNZdW%tqRL~L4@-MywZWe$n! zFPIpa%b1nv2Cn<0zg-{KW*+-iT1@|`yEMA79{*a-uPbVzd|9F0)KUobR`jlYuCeqN zlc;<|?N!#Mi|kxAj0nGBH58ZRLS0oyz?@NNi7TaruG>f514zpK81G& z|3JDCsssuYLFi-3?9B-KPB)9TAF6KAC$&;yqOJh5(Af9Vwwv)iv)C**@poQIv7VgsIWLTUxZL~eN)99K>QSEpOh4g|)CT^iF zGCn~b)Zvf>Hnv@JuiY|Efo*9hR#WvAod@petBvo%xw8Wv&}Jg>^cb~_ zWZhy%!~;vqInkhXlF8yk1Us4-m^3vgARy3QfTEouC&CJB>S|32IYB<_r1;x)fv~U1 zosjun?bCA#Q{72)1*hKX%4E-x_L5dwKuy)%nlxJ?bd1?%SFu>K1okl2su6w_#Cit> z&isg6MKgJ7pkpSNpXcJgr)tDwuCi~*pcZeLJvP?Gf+Gsxq_mxk4;F6Kx^Lb*5Hk_! z!}3{&ieYNzODsLtd6BK8_+-g=OYgX3uZGyg_AHyE9-8i+(CZ}xB!M)}q`$XTFVDWX z_+7`4G@)0BxCY|gi^?}_?f$u_hl!OpP#rVUNhR>T_gxZv)@nXnWilZT>)WH?RGGMky=-5|DyZFp;4%4M z@-U^x@!ruvW4Hu?H@@bfEX;=LG0-h6Ts z_-Tv9q)UscxH^RN z3D2?W*su#O?4$jlwlb`hY|!RH_*_wdyU0eq5em6Sb4x;r;GLUouuB)gSCn!tQOVum zI>E}7j?rM3G@iF>jf`%9ZuN)3Ey~=^vKTY61mwtrIACtRnBUrgO2$}F*7E(_fK@7e zungQkblk=2qUqLsQN=mw%E?HS>u{w`bV~_i45pJR3N6Yd1p;r?v%kAscu8UG3dQi* zY9$-k7gkys1(y-NPxx|Am5f}j0TGyHNPW{sk$1a0w=`uTHar-*GUf*%>LN!UdntSV zXc)_{U0%FcXlXY7&X(Rj1G1S7g_q?QEN{}e!`e85YN|>KN=^nyie71IS8y0yvC~&; zeOawNT!c`3eJf*;HT~4Htv;HX%p#15UDbu)m+q~v^~*MkL538o-mKh=x0F;O_(j!q zs>HjCY`QB?7abyHrJnop67KT{Zxp}UthX;VuLKV6_Y(fTS~yqzs6lK9n6~bg-*eaG z)780GhNMuo$o3O`DDcjg)Jyf>X!cwJGmK3uM^;6=-)u6PvDL9LWvK-otVzry>A6;9 zyed8LUhV_rY^j$}Ur{;FFujr~lP;_HJIFM6^WbeOIfc3@V-Lj9ON(}@WcAfyg2mA? zqBZMhZei_*1E+7b2QsPAD=FfDosT|uH;z(>x&;}{j>5Xl4mf$P3}Q!O!|?7y)~lE8 zvfK?cSb2`;8DSy?2Y6K|#>U3tQR<2}w&7mo$`Iau{s;bxalZMCmD1X?B^fw1rwifG zt$);ID$i^x5sFi>3N{ZJc1u!+AvdY+*tS-&pi?LY;Vxv%{v6EtN7@cZq1{YQuMit( ziE~IA81y8wt{S8Stoq_#?}_o--%F_iIp+DhKJ%yB91}3{&2#7EvsHfd-Pr`bHmilzi}sTa z=q2Y{&4T&8FGqGiMN8}y}FGN{36MOh&wJUSW8I>f6{gu3OhXt zBifaeeEEKyUu{!!oe~Pt4euUl=N1c;insBJR)=EM`8yK;;6NQg#$_F6$4i-)n(C`i zPr1JpN(s0StFJqXcmxFuGv$_7%E9yNk*MSE>y{}l#@C2AWdC3?xK1pnxD`gNOiG4y zTuRTipnxV?&`{K+b&0eLNwNM?P&&_H~2<}v%dhP3-gsN*h9*N50hbp~5Fz4bu zjvM7BTa27MOS4l#*3SZUht2Q+*wdG(+k8;D(2_)Ij^844rm$FuSf9-4a4{eQYmjvR zWKW)?GrgEeTig(7dNT2|T>uRdk*@*3?j&`#%$d%w>VmSa@#`S4k4YsZ%vbW5XEBH| zkwP+-XHMS=pb-|+cD$}%a-iZn^i@~m3hR!7O^yfJPg{77uV=xiasr78E~lD^zB=Zm zjt&N?-i;qT8=6fz4KcNjQK|k@>=LdNr7!MZD<2wXH4w{*Yf*DGCN}uF7hVRjl7+R+ zJm^_nj9Y)~I}P@t1?*dDd=Swq0veQ+>|M%A31kxZr&N1K!UD@aM^ZTY+>&>$vLgln zuPHjhS|oLX+k86)W=fXy@ty1BuZQtD*5fJ0Ew0YBfF zq<)x~IE81-=E}tBThN|_^qGHVOmJZ60T&y&V#;ctW`wo;@a^qExb3|2sLCi;(32fv zFl@&gjH+LPIS4rMDpJ1Yo?{kfrG9X;@V+GJkm^$C+oVDJh_%+=^&Z=bw*InL!@Cv; z49e9vsKvQTWQl#(41dcAzB{phbT@YRjLc_Awv6RkIPVgKI?{|HPfR?<<oVPI*I6 z7hHNMH7D0)8+Zv!Wu0^^|G2tgo$+-UMk*_>#ylxJZqX^|&}>&Os(kT4;Ls$SNu(60 zP_}dt*Nb^nQMW?e>-4=>9uorPPeO(CeaHj=QdeCX@*$S#os*rL+gPLfG=9HO;ymaK z)79!|cvK&^;&pW`mA?&u<5o(_Tf@PNg(&xu1`-gFEYD&ydtj&(&!)2Yc7(x}>e;!x z06jfDLyo>f=M1{9d@1Oe1IF8FhD-t~pNoZb@oV^!3hP8CV`VQ&YM_b`xtmM@V0_OM zt1q4_fv~y)C9y6q)9O-?%FFLrT}!#I!B-tz*H?1-^<|OI77qGOf5@WxtZ)Ovpbq~| z3>RE|=us&7Sk2kf+L0xvse|rOdrvzPw8a8}k!OLYT93oLLzm1yH%t%ZTY%KEVntQl z!~y5<9yrS}LgOA7<1;J;tNW>JMXFRm0)NBViYV#tN?l3&^5w=RvrO1PYigS)bo8uWHN_2eJL)(gGs|}d)*QDVa5uKcn-7F^>_nR@1OCQyP@#MT z(=dHWBaz{p=xBNcKU4!N-N+BD&-lr%s5hSmfG(B9>l)uU+6wQ5a3B zRdDJvm8tsicG80Q5A34DWXg=}}bu+uhcc*W?EjeAYIP0>wE@bod?QCP1*A%+=Gs(@u zXy2XLz1_i@kIxRrpxZ-?9R_WA)m+|RQJ){pySa47%GIhf?)Bgs5GEzMtUE0EQ{uh{ zN=x|{)xB=5=X8rzv&YTDZHhc>V>vKYvy0INSHaiOJk`ZM0zUvN@TLI5Vofg!*w=6w zNm+W%H1}nDY5Ot=jQsW7!hHe(gV}~Az`?cd$_w8ose6Zvjv;R;q`Hlf3v0K=P+3Xt z%=qg0AgvlZ=`|C2AOJ0Xj?}RgNY(7L8eg^?IH}AX6jJTy))6yvbSFlnPpMx)GM9%l zL_i<-QWp7#$Q+3DI*TpY>-eyv<5c<%j{tR*pUO@HMZu0q(fU_P8Y^OrroBjgl5R0s zDFM9}_V_Zajri`+H#MG(^jz6Gw9XG@$Lska zT)d@)K%gpKx4Dt)&t^HUZ=rhST!$@I)oT}8D5Ir{?JTzS1sj6dj^(9XNgfcsG{8QX z>?A&2brXvgsB)>n%fYc;K!o|u$_i#RvtA2xixVlRc{t|l{*w1KC8u?=>rGdcv=!14 zeU+{2M67+cnQ24xNojefM3j!wSQo?BLa64RUH8K~WmLhk7CsaSb(otpi=nF9vbEN! z5><{21O9l*#(y0SR$M7RS^}1fsYV78kaMSO0%ND4SSnU0UPgdu$36nEfb)F0oirN; z{|5m{lM%`{Um^jrT%fb#Us25eos|BY1|3zNuv2|gumPL?%x!<{>Eh1|p42j>4p3^K zI0)`rbyz?kvozwyDLE+3@{nI%g=bE|M^(EiDU_~jYb425Q>p&#QBv?d6Y{D&sH>>C zz^bYuCz)ykWAUOko>E7AzF_!NpG_({_Gp>|5#Q3C{V2DZs`S>%k;^@K$HPS-uacdP z^_Sas#%Gy;=bw_%0Gq-s=ACvY@rq7C#UdRTNq+?~GXKy*Hfj2+q$0CCgny2%QA$$w zB6ofg3oNzg)pDt1K-48m``;8#2F3+2=?R{03lnG4C3OIFaGo(+cDKV9T68jiaAdH? z-T4LU-0`570W)RZq)FhYMQs2VJIJyYbKQ+E%&X1iGr$_GOLK!D`zQi*HL|RzZJ6YV zFE((OomYd5%F4~p?=%dvDS48;&v%y70$Xh+uS|`xbMxq#0P9xtxT1l z=Z4^IO4ZHBo6B5wEt~JHjYyN*1QNx4U-X{Ia}TFc&2bi=-g{|V z)Kv>N4hqP8$`a6EsWosx2+M(6wlUR<6Ndz>ZT!`w>{mvGZ1k-JMpm#ab++F_hwccWC2k!d3`F0ZG!C#N((c zt!zUS(u6O(F+KM!3f%DGJ5bX{30$4~o}P#Vh8J;m3W= z#qa9p(P*>BVH3WU<6nbDuvds3eOrN1YFo)MdAclXOj5b#RtfQg=kfxmQ$cBTyoN|| zAx}kvgXpZN_KuGSVSe-*16QwFBo321xBM_kxARf;M0CPJ_$AvQ7iv z?q~KBbBV`SH(!0okVC?j^2qJS? zju{@bDuJk$S$#6VkgH?iS~wr|XPMGindE8y0G4RwTu0FGV5E-^nftEeTBVTnYQdHH z`HsJeKuIZ|;Bg^xtm1j-h!F}oK5V&rB>uOD2C8$R(a zHn*{Xn>Lw$s^&3CS9xvz(Dupbu}Wk92Ea)vVxIl^48M5c%W0d|e8X(n^jtN{>WWeZ zsVDecXV4ZiXY=Cfxn4}uj_~6^GKf`Ey}s(PgnNaLtuCW(j5rZplQz^=*Ota+D20^+ zl7|1?>i#uX`oGxeHk)9NE&cq94vLSzpI7ZwXN-8|AEJRqs^^J9_R9>rC%6()Uy<$3 zLIb=a*ggrs``gGd-@N=|iaMMmm{PwL48F3@M#CzreKx|ppY4NL@ z>Z?)@%cf1kFNR7Zr%wg3nX#S}>GDo$IX{vykO70fPT105EhD5%EB+sA?-|w9xAp%j z0xF0oh%_lurK|Mb6zQS}p$DXc6zK#*L=*(1DIG#nI)oBBgpPDV5kl_}dM7|=cl$ff zIp=@J9rw99#(e`BBW3Tk_F8k!HP`%pme%S}9uGFjHK0C`Z>xN~ceht^tJ7zzPQV;S z!%0Rj98t4b+iYSTYwQsd3-;CdoizeBh61Xl9oX;O>=2N>;C5Z=j%4s$Wu5lbe)Pb2 zmL>Ytdi{m()^Jy{FSWPf)V=O^y zhi{TE)&DfAvWn*VZ4|Y$QS_x z+d6UD&ym4f!hPvR|gV}=VXyY9N6Cq2i!mrs=vhDwH1v7WO;*si*> z6A(>dE>$RSCq#TA;YIT}?Jp{JPg#8Ful={A$8bzc%bRy&(Q#y0BJDhF(}5FwS2G+@TvU ziB%Z80hbmK7u`JRF*y`l$>Q^OPK){)FZcxodQW_KdBry3@N`e$uJP<~e;Z@zVXhy* z?zA4cWHDauP=e?^Mb~UT%B%C`2c~z>{#vY_nSo+M{l$5WkW;^rLEI&`x;LcM=l4me z`6KWLYihukcs@!ZdtCd|pDw+UOAyf@Q?NVv`jsMH;y|?jeMuNC$)^%B%6(>9MNHbLB}w{d1xnq2OV8AoTF`6 z?J%0rc{YqebW*2Z`Kusz>N??`qmufy{}*@ozxz&QpuTzO`(N#R{rkh-Jhyts;~iKi zNdrC%00)cM_GQaQZ&f;;RhK&z%o*rxs$C`Al~1({S)#bX;k(6h4>2}xqljN>MhRa1 zo5=&TOHb6VVV8=1$K76)hwzp&!H$HqU{;sBN= ziBgI9U#AZLuTjzeV;KDZbmi1l;AzyZ!k2&JLo9C3#D66Uu>14J`@jpR4I#R?>vF}L z_0}~n?dwOKCK+6na_Qr1;(Rr+^?a7VZ>2uId^n*DOSWNx!C_ybthHmXQT5Wl-}%!f zGc)~8bT!vB-23zI{P(w+zXR3YUwB`!6nXeXMZd&MP1w(Zy@v|=R^dWK0CxDFTahCg zNV&a&j@;i{%Pp@%m%1~gc>Im=!2>hV1T2ofA91HIB9)Y+xYj^< z7)ArPgLPn#`MLS+V?W8L%`Ls1gZ=z**gwB-9VOZOD@NjPIt2W?L%JjzrAS^jFx_>t zoE-02|Gwkg2_>4#5Q$hO=dt3+a$ES_2g)QCK30{G$u;E9`cdl_yQ5L(`7UkexTwDv z@P6-rvc{z6Tg0whHkSpK*K0x^+b&2_TyKm0L704Y`6*vb57@)~ck3=+An%_Y&&m#4 zhr-lgcUP*^(Y!FG&cEnMxw>mV_+=9XkhybGnVKoat&Bp?Oq&UX^k_m_+3tp_w$!Hg ze}2NUq;og2q~!5Q@RQCT=HDe=*61FW#hgD_hKYf*vM*iD_dZ*!;roW7sK!5J+{?4&wq^O zn>5-U-O!f!tD9Mf1V+9TL@-Wu_FCop)Cy5EYr~twJ#|vbl~QB8iC$;n4>%{x| zizlDRz~ULKSO276{--EIju8-v^!khXaos6@Z_Fzk=~8ZnwV2b_Mn87yxyvPr$;7=v zCb+hIOmhD;Y{QZYu@dUF$mu!WtPuV_Lyiy4Ed%{WD736Q7o_j3_G176GZk zQPA7BkslR;=8JMLpa*wU$sQ!!7D|e%i{3wCMg^M#h1Qn|@L&3Sr0v}b)2yH?NG0%# zy%5UkYNRaTWJCVuy_@+vgsSso8En7g?bw@p=^!4B*3@1eK82KjKoR_pb7BrBw0klm z9xfH%$-$j!CQr?LgP6ihL3+4vch2UyEqjX3EE(+NBv%0mVX?uMz|N1(vTJ@cN{B>zg#lGrlS6)U+=+C2y z)`3A8wS9ea@DlAJ%<6djrP6;b@c-wl-4{S%s7xJCcTOsy5zQ#+tuZY#mP-YGi%%Qj z89KF6+Y=APjOm`Xbvz!`)$TIUlAz!MqehuL_J1A#rC?zI0K+cxJ*n8*q^&;atEW#* zF4A~byg0o!0B#JAp>O@E(%iRyhXzW#f_!k>3y4A^Z^)da7;`a*{jm!Iny{-5++;H9 zzIs*>;i;cI8D+I|NdW2h{x~uk#7)l_SydkuWP{k&k_7Q|T(H+}y3@axc1 zc*X--7vSk1<`1BJj!$0vRi6T61y>mqeRoDG;c1#VHO;SwX~dNNeyRE|gl!biz=`0= zloGEJlwgk=o8nMy5`Lcs*tfr`hr!t>R8Sjwy!=m}zSWR~@Dx`+EUO7yn_Zd-8)bbj zH%n3pKxzC)CD*1t!RMDoDTK|e$s}r`;SMvSA5+Te^1L&bk*y9pURwL3^S*BtQdID7 z2F#(lRoEcd7QW;U>Gc2j`Q87tz?4WxZkZrh#K@-UW13g@M-oaNWK63;*XamiKvm{& zv)J1?DL>ek*>&zDvCoy|VEtzw^ue7nKy&$k_#KZFKn@sRdw*Wyd6@*zmfa%2Lp>9D zPEv>fZE8F=C?Lsw(F;&#w^h#}#WDQnbwcFPg)D{hJ>=`$ky`d#1K1b4R6;(~?>&4x z9sZ^iL#_@83VJb~0p3(!-UoyVCuRFUz4N553R}7b2lrx%yhn%N8-iT7eLc`T4r|Fg z23CIq%GrIvT=ed#%JIP0V==|0k8;VRKLRKy$>fW{q8Yt}QM)$$q?{6tSFt*_!Nm4Ir52{1D7Fxp6tIHJIZUbHo+_{#1Fo zRCVnPeHVBLmzOQJ#TgCxj0psS5O=qx0Xw*WnOS6M<@*6-=4zWbj*QsMv;o!w%OzvR zcOK}w7c_qv$pCxd?;xUaYKCo%X#v?n0Lx3GYWox@-?~Y z!&^I>perEcl?A`8z3Vb@Aksy9dUj4G4Quw+T-H6YYW9GVaqq ze6*)-dxxHr!GB8`-p~}47#dHtm_>+=@Ot4oz1q7(&H1%nDssj9>*Gs*=Q&A=np_#{ zxYToitML>oeSbm!YM3gyET2d6+4t%u*VjYV(g+<9{pyzF{GtKm)NzU4vv|HU%Xl|I zGc3yvL9d^j_h>2WvXNH`rPY^)F+w1q0FJe*U^f!K%kwSZvHV!avw??Vs3tAI9tFTL zcihW(B-d1X0Tch=#|cZ#>)K)4WqnXM#`-g<9Ej!%$=}4Q;lJb6{=~*tB%lT&3U?=v zsc>GA-N-1ZRN^+^?UPv}v%PJPs?-TANi*!BXndYuGj5CCU|TwKSx~ z;`ft+{LVOze|sHAdo>NfkB}(Hr7%=iL77dsXOAejMC$QcyfEeO4TQEV^{Qe;9P?-S zUn;(JG$JW@Bom#H#EH$b5g#>1#4Y^MK@CVC^jTQ{(2GBvq5T>erTXXXX=eqNJ>L6P z52KszI;R1?c^E}1JwB8?sDL)04vA78UtSw{e4cTg;U@|Gd%$QmC{cfI^M5Q`l-GTe zOsH{5q9fJSZbZKs5Xa*J;b(r>P#IhP&wn1JTzmD~Us5&Ngvp6qu6UdWSb_Bq=#@0A z4X>T9SJ=qIQZj|a=+x%^X^rh;4cogku?}9VztSyMZQDN*`i zZG<>HGO!DFePyimDuW}SfhWFS=Nd|yo|ppg6fFmWjGcfIJxF`{41bBl#HeAJ_-&7y z93U6Xk4eUt44Qi!-L0E?hj7CWAO3kx<<;-yo?VOOvWB*tBKkZQmSN3T)92bvn8qq{ zbPt&)eKKyVTxltBKQ4lfc?1vE!7@vxx>6G z1>KaXfl-8#Y>GYiYgCb>f`JP1*8`g?!9KbpL!&mD&LG z8ubx<`~IGG1C!Tq38~U3kEEoT-o!T5*WBX^m^#>7#3LTJ3X+{15sEU}N^GGQ)v#QCLx znKZ}qzO-T6ZSlK;d4oIy1?J@@u6neF&$n&oB|XzgD|TWEhK^r7#o9yS8(cMDfmQXg zI&w@8@qI%LX+F&M@H|f+GRZYN^q5kYqZ5h9X};(zzGgQCVs3N~=z9&|Myso=Kg9?y zyy0F)K3O}6Pxq)buCD+MsxPUuUV!kG8yCJ>3zQfbArM3w#sU16z8nV01C#;W^qCnwi#HF z&8W2VDLGGpD>*BlHDtxjX!@Q;sM#$!W^$qlLB&IRpW_r(M8VWodRB6$aIQb4(*4r9 z9P6})oj#ql0(tmgdKq{^^77;?T-=GO3YtHBPPptc$~0MHUg7D!x-gdWEk-mtv|%rE zSJO4c`~D2961b_j$zb%R-eGkH)5+SKD}X>rE|k(4ra0%=%}|34ybwcao>WR;Ql$U* zDGu>PaP4Kf)AhNVS%EZVMdYiV=xS2YO;FM%*wG*bklz|1v6&Q|S$zhV&X-ldyzFPMSg+Aq1whemyd zdlx+_N z@t0$YuleZe;P~4wmk2(w&cKL|tT$FCr{HR`9{=Rb{>+|?&=ByqE$KQ8&#PayE*MO8 z<;^U7(kFgbt#n8RkDxVdq7ExFWNgzMIow>UcQ z0Ri9`q22EE=U4P}SN>EB{wnW%S9#TGCJ+wy1ieSbeD9ZIS-&>`eZBY^!@>Cc-kP3) zhxuyD*`ggPGE}Nkmh^|^q040}YDdj!`%4mUKA>ld^ohnkrT}%b)E`9*miQ^mZ6A&~ z@aQ63T0cxvyUmQQJo|q8o6&O=)!}7lhY?n-Y=ZMZ!?dX@dw;Wvyp=6Z!2e}kq1Q3x znwWii)oyG#2E<(bgzm{t)q?g{T)_g-&hLUo1-@y$^A0sG(A!A&BYt_;=0T*KIns&E zzA3S5ce|W|T)6zc)xqFQ30)PiP>dKQ{2@G+pLij?9hkuy`Is_*UsWhqUiL~CD5}y& zpmKbGDp~LooODwu?l1iQzwD&eC4%$Rf*4~j{X_ocdqGd0fFbKRgJF@KlGcIBbQ zlQT+x9;N-u75hn1Ih$F-X2hk}e?QYg>{{XZD}#J*<6sN@g8Wp$Mp+`{Fv`-e5rOfQ=NlOAciOnWhq}-PpII| zZgCeiB!>Ws%9rkzGQ!s`2U~f4;KMl-$9^@a9o}Mwev9Q zklUCqF?zz#%n~~^ppZ!gXN`2Gr~mo;PM0#TrX0)(-`@wYllh0Sj;kLQsxct3#~_Jl zX^t{WKaoQb;}vgRRM(H}%JPa%BmxI4lK8jtPomlLP!Fp_<^1k85lJ{@{tck=Uq+_r zHjxnx=98=Owm3!5=eqsM#nlVlYmx$_Zr^C1W`%rQ9gjfDM&((O$z~O9CUI@o-gYW8 z;9t}Q5(Gmp$$n{)Nom`%e!Buv4lK#~VfOBWXbOI(W7x}V`HsMy&Gm^ojcayZV5@4}63Ndw!ce_;=a;{KmJ`dSS$L?M^PqZu~xM?ECpY^FU7gJZtMKpMI2u zLss=xm#26r(yEnt;*9BVz7) zSOTdO4|(9vFe(7(59&Ek`dz1I)xI)Nw(pq3 zM@pfylw}}5dicoqKwCFZSCXNN3BvCti?Ss^PZ>V{tHR)a?vvTL0jTL$UNbT26Q_OW zXdqz}Y!QzU2BwW|D^{6#qJcQ!%nX~J&f@e5FbShXaAP@9=oXoYDG{}o=5$`haE>2j z^=ypXuZUp!)0pwUpIaf|kIHK_qV9Ef=RcYN95Hg&IR{h5YXZLe@dO0m(k_(( zx%$4*4fk8r-R?e4GXw&aGsUpN!|b+dv|Bx-7xk-jGy(nNK~a-xcGZ{wpTtN&-_T&0 z`&KNy=-|kw7L}Q*h$+6M;J-+s{4aPs~35^H^a%}a9@^sC~OSKAHIAe_~!sL+ObW@*RyUc-_VO3cBq_y~pgJB`u z`}xGlqA>5aLTgze>1jaRA02T1-;M%a$vF}lIS+3bXAd)6O;`KjxGuW&I$_b6ZqvNE zoBvmmLt&moP3+Cov}yH5u+ui(%kAl`8rY<@>nlyxJew7p+*5H~} z@8A8`bn$HB%Vb@vOA5$y6zQ5to0MTiohKb>wq^8EAc+P{K@R5~If8{I>? z+yf^2DqRb^&Y{>qh|V?1nr(z^Nt=sd#>@JlXNh%JSGLsfK8sG^ z&x_9YH6iBR-urQnc8})6ySB+?qgDp9#szYYZ>aRurWbb$J|Jn!;C)SJG14t?f28Lf zM$mCKLYXaLCu&(7Wd*4;DZC?u?Pl4u^38#6h`VZRPv~M)RFv9{){Z&359g2W0&3KbkJrCh>@IYayl(BZtLLEpUA__9uSPcTQ=MNE38{Ym zF=b0!lB34`c>r6_drz6|>UYxTp)H*~9F$mvYCvWrY%M+9vv_xMN_TjM>0k}>4PjiP zS^)qY8m}@iZ;V&uIak=t*A6`e8-N_+#7r23pwRfi^rM&K0?=q{&jo1{aMzjqtF z?S4(_`>n5G^0fH`Q5(4NMLfM@_QUc3t31~2{P~!xUwY)nG8-+(dhM7+7xT}UIadWg zxf|Di=`eQh76 zp;yons_i3o%EkijT|J^*Wf-Gx5@OH(Z}a$nF-1CekB*Rqmdi!t>Pzfu%Nd=l17_N{ z`>1TMGL)z6k3+F`HH#P%dX8`@i5A|5IHSgrF+@wlwfvg*0p{*J zLWW(@CbZx9#$&H0KfiY`mdo{;t?CM!{Xxk zsEbnV#aPTqx68|uwVY10z1XO6N2xpOxNp!oqO-nYK7l0G7Ke|QI7t^=p3(ZNnOjipQIA_hxIh3lY~l8d|B--z9!wTaMRG~J__=NUAo5eTL9T= z;rOM}u?4~yKJb0nb1C_sXF?_%>Ua$k-worM_p>HG3o`psZp-w$Gm7D3TCdx}7=HY) zh~_n_>?2kY758!!+amf(yBy_RZWEOdY*_T_n@5L4g_^_Hfr~ByrHp%+g)2S4dA(B# zbRu>v@}UFZNYn38GEa9baU&_<{a9@}>gCIR*3aCjb`e8|Vn+tsG8IxAnz}81$q|geJZA^%^HYp(Shdrnj)9OMNnb zx_GNmm{d8^x=MS$DfydO(iZLWA~U&WLs78-w%R5feRg!qYX0?U5f@aYZSiO#wl@O} z<KV%r>5FjBRYitK*UOlGze=OWQ1Y$sn`W7+quK^2M~BFm~{#>)!C& zq2|Q!M9?nX6zXK{Y;oV)8~epI)7~muEu{jLSq~SrYT|=VM4e|Aj0JXU=+tJl_@oTT zOiFqe{1WLn>^g zk)C5WyO#H)ce|0(FzC%AQEHcA3G1Ab)DAIx_~3~JiFi$Q!Yzo^C+lfRnRiEl6e00C zaVYQ;W#6u^ZFIY3UF37p2`T)WiT2uL(kav*(wje!pBOefyVl7^}u&AN`g>=(m-wBG8UWX^z-wH)FR2!T48;eVu7An zOpB!=kQg5peUO;YGDx4N_bssEBul+R`s#pyiGJlMTy5)n+vpVX%|ZOn_BIIube*Rq z{tK-~G?-q_qe@rWX|Oq{(6F=00wwxUWtdp~z1Zz98XrwI#P_7jz&d;1o2o3ZEuc~1 zeI@lf6YdjJn6}V7{n3ReDE#0Ji`SYC2fqc@JW!3%2U}*kTI)(hEIhyBJY$PJBy=jaT;*PkTIFyDa>_d}8;i1!kK7*_j%PY|#gAJ2X)!}~b;E#VmqV6FfuZid zdax25{!j0P%ibMLv+7BJ=iR3TAm1eF4boR9N(Dc~3l3G`5<8O{kXvw%Ms0e@p@tl_ z0*>+Jw8H_hT#lE}LVZQ8Z%Z&)YlwR}^!}PHQ zli_@f7_LWWZ4z~q+ZB@OXCnJ{a@P(}(|c&vU&VALYpS>Fc>8RagA#_7XhkGB4Z%|l zN_qmoCR#~p`Qn|YbUj@8IYd#X1tb2|gT;fE`8h8kXmGLa*NQjr*uzHG1kk0$@!nldsfwR=%CL z*!{sZQ02w_+4nBPoi~^OrYra8>GAMyo)#!)EBnh z=o~NY6P9mO{Ic4y|7rOY#D3Iq+yRKK22be3cg?rr%e=9@1Aq!KdP2z=P^X(-x zU3bb>x5&lUYWZg30n5Ff4Oz)mSs&d+H2q8BB~v)zl-ImQ&=b~jhpT&7YRSzJYdGH0 zzLe|i*iq!lYTmPk3+#$RPYQgidW}EYL>YAKGksbWH(u>N{u1K0wRuw%FN2vb3-!IS z_O{VzS`Zz3;6=Io`!tIMxrRml4>;MaWdF;wufN@KPGLIq?xgxakKS+<=AUQQf)XTr zP;;#7PRbjAvK%ZGatYL^8+nsuyqSiTbuL90Ov%R78&O7Kq*OtxR!DzucQ7rNqw4p=x?7x&Sibbjor zIoVyT8*i<)I>~0ZVoSDA9hBiAa*(M2rV-3VBmutHME)Cm;+JHviiMZ#zpuy#CdSbsj)@_ zsRHNKQfi+1OtQAM)Q-WosEUOzrG$HkfLR^P|>D zf?6j;B~KVx@ZP&VgDYsfsN&)I+VpP274jfr_d!wkp>0+& z3&z;9M*{kM@C4+M6oT~+@N}wy7A@=959jANR{`9QcB)t~Hz207_~g1m_0MGM^Ilv< z{-_uB!ii%$M5o!#kt!>P`7+_s_-%s}%c_LuwzfG&kkRN}K$3fWo_B2#IRG}TI>Q-S zOhfUpAS*61dR*p&^Ss8~MNj)TO{ug2piHq1usGa+)~Z`9R|f4^yCd;iY5a2!;nJH_ z{-$-W`5uP2NTmH8`I$iSHvdI zS;D>F+k4U1PxWEp;L#+pe{+Zv%Nx?4hV-OFPw^-Q*2V0gg>a09g9{IKQ^VNWFv%_4 zRM{y;(4P}eSO%Jdb=X&WugYXN;iZgZCpk}6rw$G=8BrRqF$^bdm@eDg(ao}TA4>!e zQ(G989uo>S+e$(5jGw61Cp*0v?5*L%a8_Yd#;W2sGnY}^D1@);?ZXn?*c<TJ0D;NNG52Kr@ zUEj@nQV1H22{~SPeFJWekWmBJZC~Y|-HR4p&&Rw>`5rD_H(+grSo-d_KZq7H6v|H8 zsJICePe9Whe>WeIf0`^G!aq&S~7NnLMInJ1l3td7gD<9r(rOIKKD7* zpi4>opTb+ed;;0CQ{+9j?X+D$#%OUSsIifMaZp1lfX_R#URAGu4?iIAhA3RzXgnMJ zzL^5S$4kLi@EZ1t=kF>q$MaJjpl<1T`X!t*%pI3(rVttY-w$M40n`ucl-Cn30{@=s#??^ipCi|9r5feFO#3R5$VbBtT5-Y8AjOhjcaO~gm0$C z+D4LKl3Sjtb!GlCOqk7TtJUymguW3ccx5~~T+j%F&BbVd84R2n5OMjgF6LSLqFeDR z%LneFNwp`1WFx{^jl)4@4neOTvc7bYPD*?k0RPtHjj~{R(=J8Fuc)y5a zo-=s!3E8;p&VsfJVBmZ_hw}Bck<}ZQOEeA(ELWqZ7o?E}$aDEv$KPm!>j+~uw9H-< zW(r)nSxxWoa10D8G%;QoE=UxzozSyF$Fov$YVPW?4{w(Sd{2SceO@1gIl(FpxUES= z$OU<#Okiii_Qvv_DE@@u9Due20C?@}MVIQIpPt1f{7BIXXsnFwTi%~_-eD}DGD-|Re*7GLwv8> zbz!4o`XM?@{khgS?_wJub$_ri#yJ%jMQM9=IzAdB+>)PoLKIrc!4-%x@c3Wq zaK&o6tQS8U-x_}9`uxJ@n2J``_k;AsVl23WJ=TODEqhps@r9CBL1c{VmkRG|R0sp? z6WnS=*6&pzt>k7~)U869@bZcDyx-z>L{$a4^_|P30L=%W6n3c94H~bgqvj&$$tE}S z1Q%`4+Pd3QF&%`+&Phakg$|EmJM0y~F&h$PMm<^i`P~6gvL~mcqNSyx=$P}9 zb-u~+iGgmc;aCR9>W#ncNaDwx1{W&lpQ|1twyLm=!i4G35l zPWrzCs1c{}dd3wbzIKm4N;D9~G443t6}I8K(5cuqsN*-Go2ALnk9}&Hi0DnJTU@Oh zXj`NKw(GLh|CyVeOFsb(<3Bm?5h0>X%`=TKu{oN4SSHS?Isp*w!`EeHpT|FDUyOA+ zK(hll7^mHav%}+>J4X7j7t_ET)%5LI6(;f|kJj+|*BpKI`xjmAYYo;bN`YN=xXf<+ z$72AO9eD-R9iB`b8$9LcrVx=IyrKU%(Np;HtI%S*2N(yDZwbn+s*yNhs=7fFU;QgZ zkaPtwLwgcQAOXc=jK)f0?dJ|m+%5H0ai7lp!PG)W4tOtb-E#$S%>{OUBAM&_U@q8gLf<4TIeWQ zE+}3!^VH}y;n|IqcUSD920&=eO+hP1wq%cg0Ip-0C126;jZ+PSFh+?O(45acqiX7V&d3%4>aKA0bElcP52I0l_l9qEEk=0XGniS|81d0b_z ztiO|JYG3ZKGuOKNlimrERpYV3QdozV1z_kw1#9((;BJz#w$4Xwj9WzV&*F!AvosR< z0fy2(UZ*S~58DicI~HV<2Y_W_Q3OM|7HQLY?CfWL6>#KlX~QVf$=3WOs}^6&RM9l| zaDq}YKs_)I43mcpHVL^7^d^FX^koY}ueyhmKDm`*xYAB&9I7hYIzsa`5bsNRMYir*)r`|;wH zs*Ol2SA4oc=X3U#LLoPTUMegpr>Uz51%7?}?eoA#j?m06wtYv1PH^PmBzD4ex@HS? z^3ou$SNddKcpX*mv*nFV-rFd9o<%@J(*DR~a}^eThVYx2+8M*`_cezbK+~Hh4{wxO zSgQ+pEzG9TCm0ku;|;nvJ*Z%rsufaY*EO zamN<3X?Ne&bMxJ|d-F(9$Uf=*c60G{IjtWgB6RY@*1}07IXd ze<;SQkWNOtBrfbyk)Rty3SO)6uAGEVWEG`ak$ckUDXExn9B(SYi2PHZnwZYK-pUn! z*xnlnB~ZRcKGGJr_-;I(c={dnwU#hHkOdKFb0l&zH$Sb`>CN)ja1COoea}E|^g^gG z15UY1Y^*gtL0bM+eY@nHimh$;@?=t@#oI&BFHfw=USB@<&)5RNoRFihy+C_CzOn0H zBqAuCOb1*5g}?KI-2+SrfyL8zv6~hI2|OS$l1k<-Y{{*rPsP z_(u0Mfrb7{hm=9B*W26|->XNU0H3n<-I5jL!k@fg8d&fwH@;}ch-a*5s*#YmrxVA?0s@}vnw=FUF-v%S~ngxR&#w(iV zTioTTqeNNAFTuB%8%G-B!7v`({PsMHGDo$_-uJZfRak%i^AH!)cbEsd`if~A)t(?69xXBPTxz$S^$Nr_VzBP@ z(^7#YsEX{xsi4l{2|*hJDCDN}z80kn`^oy$bPtyZ*Get1IP-017>qgXQ@q;_0H$t- zjxF-&Di1_fyK8;{0NK}yUO_SYrxZ{0&;s&O`~Qcf!jTi&VG!(xUx6@9u@YpGsZP6c z1T2r`WKXwQ%|1Eh->o(EtB}|{f5g3!0d&E7;k5^|quyA#1r4>mm3;M6inmA52V-`I zpNWdtC?XxJ6y~McWSZk-Q9{-g z?QqVi!#r1DwBw+sA!t>r0kAtS%`RE%$;oUDW{LXUNT8JW(6OLEReGxtJi7fDiXY!U zoQAdCrcG<^(YiH~r4F}ZB2Huc@Ycv#UhsYvt0Rm27vD4d-~yNS{Oe28YW%jEhZ9iH zz?P_Tpg`SGiG$;6RFHyRIhF5aawh}h;W3Jjk?zB{l6$NhkBmI@yOigIeIF*ZZEgIr zb^5$gG40Dqd8O&&JxWfV69AL#?6E|XRyyjf5%1=z9&mr+#>zupU0w-FNU>JHei1kz z^vMJ5x4xHNbbdXrBD0`!>fTa`a$9!RU{*UlVS0CqSt=`CHs`ZnUDhu0Rq&%n*xB!K zQj1n)N`^|?+q*SeF&(opd?q-^cQs3xoQUX$>kRCwcSHmI&bT;J*r39cSEd&8=lEx< zgbHc;3a1%9-dKtN`|fZ=5q|i1Qx_3jMy8WquW}?AzEyr-%KUZfheB!!Mn>ApFMJLi z!>@rVx8*Y>9079Tbv3WBgwK)OQhnQK+17^*8bRyIxj&=fKEstixyUpRUX}?usIcU5(fQ-J+e%_?G?SUyl$0De-*!{DAkngR-1V+k@ObvL8 z`}3V#5!Q{Zn05|9{6=w*gLO>?iPHI?4k@*f+Y>e( zZGZ<0?>eC8i1=`Hsj6Jjhh0iC&i2K>!-#eg0==NFYrbt{K6AxlCCGmBa1|vWE6=Er zv^*)^Laz2tpWBu zh=zN;;i-DBlhCcIQL)XoN?$WEle+<}%QqQ}V{Q+Iw8774>w`p!3Ee7Tem+$>-7)aV zlbX@ipI=@a2FrQ;HZwCO=n1q;Bvnh%hxjV%fRUp*X0GcTJM$G!qJFH_WMX3YlAv{O zdC+XC_KV+v6m#@%QzNgfTsxEW;YamVpXVzZa!CidHv)%#g;2R=KU76WD<0`i@#o_T zW{B0Mua#-uw)}Wdy}(@y`9=7Sof{+OYtkN9=tlW*LQZjR+1uZN2O2yy`jv3$yIy4+ z$!#du(3Uj$rg^Jg)9Yf5IHdS@z-{30O(+TF}1D zP&!!MOk*cW?8I##W)r;{uU;rw;}!wfs4H4J(FA%RoTKnl)Z&>8QpMc->pr7}sD-M;pVgVbG&-vAa$Eu4%cvnMT!P;oPqts zOHuCMQ^rvEJzVx&DF3VZgd35!Hvsq(`p_1@I~RZb+5rD7ZG1vxnmF%Ptsu{K>hepR z;O^`*rbLz$@WAqiy~NRZ=gY-pv$PUYVhS;nNx`v`qpW7>&pMXs5;BADBCVvOGt@Q(%njTcOxaz(khF|+|X+xwVb=l-mbswl+O z2zl%2++M;nLcoMWU(xKy=X?r;`^2H~DP6bKfOrr}JF}F$nTJ!x&@&zdj#0W+*DqqX zxYCpXN3<#YZF=9cgP{?SouuM#dz&uP2AjPhlla%X8OI0oW4A|`S*#A^>@diLXw5M* z#XAW*Bdj;J*^YsTMo)XjA=UVVG!_h7gKX}du|nDITgcxhO%hdO-uQg}_g|46o<=E) zfMsx>Q;0@r(=JWRWqVo)0>1@*1xnWymGYCz1?1(us{dDFP=&o> z%Wf_aC2|^>oXH==2l46q=}H%W{ux;J02s{-n~UoAAtTSOkSjizL8Py>tvbGlq04=& z>UTdlA9QJW#tV_L`X-gtiX}kQYN^xhTR#d-hv_Mj1pG%l9*Cb3^*AYO-knxJ-Pj3J z56~FkD?L{;GvKKhZrh^?q0OZ-LF;InvqoR8b*C@o@H|d|vSG6ETiHLa4-pgA&*nbe z_uj+!QV+|#%D^L{vx}vDag_f?jXFt z#J48yX)w-hAJrmSR;2WHPMZb_OY|Q`xYWh65)8jzz0y z{^*IXhix&X_tm)%^6e5I)2-0&z_)$jM-z#4%MDSz@13g7)z;GK$JSb+-5tN7_|~Q3 zFIjchOlaT+K(gZ!avjd!(=7X3+ORk|XrA^t4jb|_z_^(u^_9zh+2LMuXBQzrn8b$_ zyDsywYgl|Q;yz$ezb!#*xq9ztdEsR2c{SM&M-wWN5LQ#uc)`o;l zhx*eIc!@s8ouNhf(rNRN??>~7!stI^$g~lJ;H1>~<$R3>N29~%z6~dHTFo_wEz(tN zfs(Okrk}>uBl*(l4$1tAG9rv=vM^C#zf^M_YIGLEK920@+&SP9XV?x{Q z&J%Ty>zySpv7%r5t!kQZ>}F8zfQFuD-tZ1=yXu8Ggf8%{dB1PWf&5DdBCPSEJ|!Zt zb9}9^p%?=@zH=uU7Qww^pK?<<`#agA8n$w(uA+#4J_O$h=Whqpzafn;*e%t5WSInm z(Kqpv&MTey)Nxn>tz;;9?6`jGj}sx>towER@LczficdJ4;SKndN;g`yo8aYhu`v;b zTvFdSZ_=1`JXcoOmeqTA3v{xBLvXjpcYr^+bZGi0=yAK*|J!c82b3Fz>Jk6^c&Ri9 zuiN&Olg`l|W9&BLF1Vx9;Oc(_2l#-~c5RvtmA6FwbH5EE@lVc|*(OhiD~+Z6T2ve| z?N8gFuLs67ulKK}mGZg-kcsH44GS0^aikr?PgcDKBeD04|Mss0J2dSnT8y9;`3{Hm z-+$F+%?ev$6-KD4qo;z?%ab^GV9fp1dXBHp59m%R2hjgEKV-pt93)FgdT7z=?F-C* zElC!FM7H1U4->TQ`!3O9hWA_ol(Sim5)lCfP&@P_Otcvzv3V>+y% z*{1zU_!VJR3E0hKHm~^euzD&RZ5}e9%~_34zgs)igJ9WshS4dVyAH7RZ*Ghc zGw)=&`st}N8hZ}~Fj-{!kfN+d3=sR_NgP&13*y6{p1W39*&NUrF%qP!)uOa3mFfkV z8VN`_pNTx4oPLNOPT4KEMCgPN9@lJ8clFWdM)%>J;_6$mfC-eYg{yp1J9nkMr&x#^fU(OU^ zQ3o-`@~=rTi@f#$IIhu=y zuDy^ILE+aY<$mZ(#0j70-vU}~w1`oWW>p{&__c`~dT&gI)0kF@cLbk_Bg>a+31pS% zl~j5+iJa$#_12@IfFTAFe^k4H+Ij0r7n0yewMlf$!lAb?)d0 zf6VuRiLr(0wg*N!$0WgfZaynEroZhkKGG_u(`$!WVv(A;`raNx$!w`VnFT&zNNaYn zlTbXL_h)NSz?;rx_fSSyBt}$m3(JvVLJwB^&6uQJAFcRnqg>MDijKws1wzT)AN5br zkNG>N>0&iGURQmDx9#hK-!HQLp0RJodht!ZD7V}=INBHpjWfr2NTxiXnhWSv8BxE; z_z9xFm8gz}2X&|GPl?&<3`6$Iv>U!U$sgf8&r}X{=oWRsp%sfRu}{66z&QGH_nXCC zE~o%*={i&t`i^B58M;WU(dA$Kk09A8O2%D&o)Ci%N+xe)x{s!v%ycos;_a&&>k2ss z(F$!QbLn(l7CP;Q3+gFa&ct6p#_i%(VV}9k*q?9D!2_kJ{tRLB`s*NjVykWXv8+AJ ztZW}wRfB>!-zQs0N852slTHa*s~d~p)0IpSA**BlW1FL~rZH0vsX3R0JWyiF_^%u< zebf4HWAhn4QJl>ClqEx+yy*kJw&_&^f8ji`6>rO>SXO5`trAHS&cVz+U-MJFwoO>M z<#K4b^`$VmU>;_Y&*=6Rof_S+PakjxEqFOqHZ{2^HQ@$V)AJtFpCCsAy$>NKw7T*O z8BHL*X#MeU#W&+qt+e~2BPT~c?ve$QLcfDNB$LorCl4Fk@7Q?e-DpgWOzXKG+qj@D zQZWRKNhb#NT-=yw-2<4-P zjX-a_PFZW+f`Tp{9rq@rEpA#^eHAH48%TQg{sfWcjJvz^thKeM6e`Yt*%?aS6H@H^ znfv#5iWH;ED5>SVh!K&O1b#zFp?e8K;+<`E6m-tT&8&bPPF0yZRxRL>`kk^CJvD|i zO4f6}*pECvQt<7Knl07Vx5v$AK`?K`@%E;trxf1&5j@QQxQMu1dmJHJO8QIK{_38f z;?f&@7*k;}P1NEwU9N3DBxSx-*KbYs!UBIq{}^`&UkLA0@6grmJ@OM?XPPF~hR_HN z>zUT|59@McR!Hkb6a>vkP>A+f_(p=vj=k=eaJ^pX%|5OPd}sAIzRhq7^Y{(k8i+GJ zmFB8?hytlPSR#Sk&#bE;!E!d1wO1ZGTM~xUDBN4EZ+37*SPEvS9DudlW*DQ=$q|8Z zlEKxR7)f!MK4;Xs0I%b0SXL9|F_RU}3EV7*G>D|xBUcUhLd=-o;n8~d9~F@W5F(pP z_#9s&OHqS@PGiWH0TER=*?yqQR^5=Ng{lXWI&vBuCulS{HW3u>rM<3gLo7p^=8_hz z<2cw0Q^P_+>V0NNmN!B@nvQrR%ER#`;~^y>SoQ%J5-csX3px;)$l&mZtb+qR?&Xy% zflW}z*y7ypKayV)dd1I;jylHskocH<_$yv3Bi_j2Fk@eg0a^*w3Zhe!d9-%K z7HGrQgr%nbA%H!F5mO_7M+X;G4)wev;}Vo?`$feR$Vu`DE-+N02{e7V!!%2xezA31^{|4;`EX zj=>lPFK-VH*MB*^+cw0s(p$T*C+3<22|kFLgKH|Rg3^?ayY-xDVr#f>ehG7N-9!3u z3H$r6kgv0{g_-bMG;X$XUljeGSkt-Wmv|ZluVx6);m;CDrE=Q20g@DePposo>Fs-jSgX8gzefe5>F3LwjC6?0omOYz)Jvlk7`jZV?b`3= z?q{~Cm#Y%RW6D^jb_B*G^H+}g?W$c

FAo*FXK8o`xd+Fk%X~Dl$O% zFiMZ4<;G<7as4R($=wf`u8+d@u*|Q1;!H4aR3yyuCxW&!-i(F*;i{0??vVVyMKNc2 zUzc?!Rq%pF6*kW?hnBfSTZ;f%0*ljey(el`&OuSIIAy|^r(6B0xC>^goON=eDN-8{ z`lkJ!D<<)l*+OF^Vu>OZ_y_)?4eKf7Z~D$^sK2NfTS$Q>{4?wS1b?I=iIQo@O+lFE z!>L%}5rT;`%R#pVfU06E&L(O?^c2NgIq_|((x6#<}rL$O;!)TOC4@Xj|HlK?O2EQqY zvA^A=hvisbhhO3;AkjQPzN|T{1oM3Z+>z)~uEE2}-H>DmV_IynBEu+l;Lye|j@t4b z75|xxh+sEYG%H)Cf-Uab*)+DfTD_i;jDbPvN~{X7i3GFhhFv(i-N2#B$nlS7IIol( zN&mv^*qVwS*h!vv&%J=82ox zn{?684LRGup zBJGSvKRny>@!lTyM$iQ{Pf??T0C~WTOax>kyVa5he@kGIfRSZB0`vA|A|V+43t0S!|?_E2X5>Wk*k}yfhIRe zlD**DOl#Y??rBsG1VAy&Z+R@Fds&_K>Np3eO>F@=T+M8IOPVDvR1_xrLWxNY^kwWs z5m}|~4wg&t9W-^X2^@=psi2PA_{&d?2DzAv!dt6MBCgQ13BkktyX_&L5exkxpq7YQ z#5AJ3CSzpF_1g)f_ z1NYpAyK?%tD^6pgW{NyAFA*8q#!tg*VYTC2QuQqa7Gtw+_6p{GI zm1BS|(jn#%`2}cK#1uZ)*;p$v83c^thbNcgnnrSAa4R_he1QE%hxz%%nLIwLn=CD=G~l&sPov*vqKhT)ywqzt+(ZqU zES9-6pVa9GF{s%Qh#tu%?N7@H@eeoCC?kmf$~=iv_3}!zL)iW8+pk%pA5{Ef9Q!;{TuP>4=K)AT-Ah7J`}s(jA~Agw&}g$fOmOEo%kn$ss= z2gq#Zj2#Ib&qt#l{_ls=TjJ$}E~kvtAzDBRA5z429>)YZkMpPLU@w0UV0D67^7~sG zKV!Odv`KfjAjY&C8#jHD@`&Tv3iVya^9z_hlCTEXus*kt6=Umpna?W|S47f`arfc_@~!hW4B@HOs=ekb_z#tIB+Y~dsiIMQ=f*zWdte!r}$)0yocV|HL|v5Zobec0ZLYLlzB zxI`$Z-^o%%C7JVa7hRE0l&rGKbZ*vhaSMDf9^(*K)ridhLUmLV^!T_6H(_VBmT#Bm zd7JkGIQo|tqJNlp!b~cL)Ql$(_-|?Ef6X?S0De402U&L6A;_UIT^}8bxS+Rt8x6|E5zZuV2`p&Qa#ZYhQJI1_8jwQ| zq@^?Bml8dpmLK4<%{4Lp^a)Y(Z}G$Jt{#juYE;&CC_d(@=z$L4lJT3sB|Q zfbyE6hQ(6>SL@XEYTXF3=H~NJtiYa{#fTADZ*@968lMk^VTj1eCje>%X^$8A*YFhX zb-~x8Rh&RNW2oYx%ON#JJ{kTNcIUJ>5Ceg8!|8NOen42V z5CutcMfeYgOS?7_Dq!R7z2qdh_dxGhi1WWpw^pUsFa_fy@P_H*4B5Wu8!^yIqA7${ zYD|S_b(=)t(-H1&?uOD-cOXayT4xBQAmWHb0JX z{7lWu*FP<^GI7Vy74{2FbuQgXDg3g z8`&sLfU6w)`odzfr;YmR3To9`8?L@!HxtMq1H*88!X|y{1hsg#fk=g7ieI=xbu8^b z{z|kbE$7ob?3y`~xo}=Rk+Z0wUp)4!UPyA+(+>CZ?(sS=lj0*d-k`ibyh>a#A<)pWLeSsa?ABQ2WF!LUR`B0H2`6} zA*s9><(^lzWCuC&p`n{^p1l@+qS|nZ_D9FON0mcZpuFWg)pZ6?scgq9(|>j6ygaxG zBomW~Kg3NS+S>(O^r5_De9bKx$fuYDa`%9nLf#~}8Ib+;{%9kv#L;nKV;Y36`ksuu zSFk}Z?lg? z4y)S(ar*6YBa$x-II-1tY(MC%KXZK?WwB@Qztr(VefBmN7v$FY-K8kF5%Sm(sD`QV8B%~mphMoKU6PBDdQv)G(OBOb z&^U5@3q#<$Mhr*NsGQ#)*2I;@lE&-Q;`~9eUif%dY=bbO(gl!^Hu`+RyY0FTB9#7W z5C4XWK2iYdWsScM#i#wku9d#o)Oa32P!@$&W(wGJ#O5%W`vl~%8k>U(gX@b3v&TP4V;^0cGXkzR|wtfWmoMORw@4wB#^LjZ>ukan5d4Ncmf^9&julhA0 z`n5%0Ox{5Qu3JzQnqy1xsK|pezJEI^JZ+(Rr($HzRD12DahFt`=o7rSoRsxApWxh< z>ZK^6ewZ>VR#W|>%=SF#Q{i!@b*w?RxwgL*0~RVT{^20-M70xN9h^ZcUT3#Mi|5If z|7aHH$FHS6rrMK0Qe=VFI97e~g4TH@dSqk*`s36yhQWma0y(TpW23YDjGr#?zM!o+$P#_}8!yZUjxIrJC zZ;c(Oms5i#$n5^|!*(O6T%3-K-shIHOg|SzvEK89=Eq2?)Z9}l(I^o7ZlV_U@E&+l zCR5mCTARTNIP3_3Qm1=b0zu^3aaTH0T;6K2hCUZxQ7qfxKWgXu>+k#GCa3K|Y>gRk zJ3oM~TX>?4X4kBis0MsF+w2m}MN?OJ3GCWJ@}bfETzVyLBkhNq2{byvQ=~sYv|rVp zaCb)&^1je7QxVPjOi<=(R-%mPmDzx4KNlT**;L+`4!*$RY;no6!0wyU9Qzo{{{fyH zf=^X%0I14Juo0w|HX4PiIqt)!gng%C0(R%aKZAEv-#NsUnCz~ufL`6;e>!u6%#CcY z4FO)B;?z<7(37q*6L_)rMe8T)j@%xyt@R8tAs3OFM%JAEL3eIh)(2qRltX zg-geTlZ?MI&5hZvMhGt>jxFb%S8IpdFD2ePZij`L&6bF5H@5MOd*-x0G9LY4051!; zF>ErwOFR})353=|kDXR?pcAZxS^Y0#m9q=;cS?U8K9l`^k$(4sbN?)CJ1;T3no)7l zQbs$xsfLn`?*kbua8dA$T{OR#bwWsgrl1w(w-;}<4~mFh6KUKrm@I$g*u_>XY6cTi z524%DsMnGDW21v}`-67Nl$xKsUw?URx;A%5;2?RkEZ;!yCf~H2xFf&) zqaWRvS)9uLbwT!4n6{I(q+k@62R&6e$6AMP8)Kr&6KVMiim7%2!Q1Lb^LtAvAB(J# zXJ3^=0-hq-hXg3B##lQP|u zzw@85cX#>)pfkds$s<=Vya>3jRgpl&e#nTsD7f#cqVK&*`KnO{zJDw>*!~``LeFV z+%bvH)@}`5S;LE$ePhpGeCjJMa}j?I0Bc+eW74{g!p6aCa_)ON+&hh7gG_8ilIOb? z$GOj%O(jggCb~T{a!<3GHKxk*d{)p=*vUh0wjL2vhn zQPXN`&AE`uy1cPyh$^Q2go)=Be>vpr&s5h9bT3|ICZ!WS*g3p6fIwp69(SX)q@ew} zC+Q=B|JXN;b<%A?F+LGHo_~!20VWio3nvnA-0(XYAW5)@()FlylV<_Ihs7 z7Gc}nrxk)$HdPrwfU)JqDKmH7pp>NY`*bFyEJ^P6g7g8j4`^c>uV#-g0Y3cwF+}vT zYnOV21UzJ>F<-csPxA+?&v`)e|m%9ULuTJX+I=@G9<1`&LZZCz0{43g;~y2my%ft_}mu@W2EI3p*y&h^N_}%)bLfq#^u%RSx&*9Y+_n=sP~Rk zaoh%-NGAdseX78Tpd- zZ0(LOhdN=X{?6@_Oh7igJHelB!F#95Dn&HJH-%A4=K9w4GQYIDRRKx?#*%#8IM6sv zgm+fJ1CE=er*;%CkQ=|-#FJd`ABL;>CjXo`Ejw{AK7pM?D=N$$B6q86as`bVwy9$1dWP^y{aWnL2AfL@G21G@E_p22+Y7bur+$3rC*y%wq%G_rO+3JZm6 zP$q@oGstQ4J$yT^=Z3+sNJJ2*7DO$tkk#0Tca}E8K7#&kIG|%oX zmTM#;vAB^M!|nrRuFu51IrAL!MukBL-h8Lwp`^QW?wbS~>&xvK8h+<*DuM^me&D_b zjVC?cRP~SRHMzyZ{3DtjUnCWn!bGk&v?fC@KcpkqJ)KJ~RGN=c!zu_teUW^Z0)V!` ztV+m@_4C)pufC~6i>BsfEgOP$L)}Xt_>3T6Y_!^+0}`9&P|XzGYsaol4B}Rw{32j} zA7P?H+EHlx@;cC54tDtfYvXIQq7u z?X_7m%F`A25r%uIK&gjp!ACUa&YS`heWxF zeeb*aFDByfL!sR^-;-+wdNoBE&uc11DX90{%8&e$%;uAyB0>7r!xAhD)Vd0%#7B2b zOY~H0s;@PE80f>Oy|`>kz;CLL>gx8QvZx|3&?$lg#Zk6xp!h|fTM|d9Q_qAc+9)?o zb}whS{&v5Hr!1taPVYs*gl-h ziN))L_FT@rh+=DsA8p&M4y!*eZK+&zY^D%;hw-wHtn@kyo}rbC zACbzU!mD1g-^x;m9K5iBho>13r|ejfr(Q=-X&ISeeQr0Q90=gxGZ0)T27^JRE~lZn z6g-CfoVQtS4|kMzmevRra1Z&JwqawXTuBJSwUN~mf4|UhbG_5Nl>n?mClQvpI|P=f z%1;K+ZTzl_1r~GQh-5G=jinf72SK1l4U1CL&$$`{W(>jd^*&JAp2kyo2KZOuH8Aqv zBZOje8t|98&ek3Ky}OE=4no{7S8EF~A-ud-gkJ-t)E(axv~KSBtkCQBo@Z?@(lpuQ)MiW~k27f1oMkTq^2@hBtCHPoITSlof{ES@ZE zb5o4RO2WCtfx(Q<<&%^;n^V$VLg~wj>40;HMHGoADi#~z?Q4e$^P41UC&TXDj_D->Yr9wkTan}RiWlt4`>BXJ4LzgJdAPFGavk5_ zXGzh2?f*58d+{2D@E77D%Tx82HoO8~WlZ0gdU*3$%v7k*G}ODVbbVjV3C1M8?7C2| z-*VQQ<|lQlcAR+TK^#}I;*jG7e^MoHu-8opSp)Tt-gx<<9zWjDONO1?QB2unMaNS$ z@Ohrdmq1MP0lC)AF8C2ncV3T&cTNP9c^AQ+rXonW|_P-S?{-p$E$@O$yBlm9i==kEjz;u6ls^`Zij|2GjVR0Ma36;g0&C!zk>2DD3D=j5aBIONe?BKmHF*5~2- z9BVI+h-nw0n+UuyjI+++QT&E1#X6PUKNGGsWD%UzklT@;^Q@|)~< z`Y`Lb$SReldJ+$Z*;FV_7Nf1aY%mBBzGK#AZt&!%4 zUf_`b?C&TRNE^$=@A}aDT;f2WE7nZV#PoHYi5VO-Atk=?E?)UzNcA^w_VtnZf*gca zLaWL>&&0A&iG7zhJ;xK!o3t>rZFloo6iu;RsS=|tB^)}0@>hWQq_1}d8U@@JHTGL= zJd1x^#lkEWY_TdFt*nOip+b;P)z0(}UVvF5K73})ihIZ61eIN)eC-Z4GQrSi_1yz@ zv%e61+z2zgKR;mD?U@^fu8NrW;=EdidcQ9U{pO!0L~`QjSm`(~TyO1b((LgIhUciU z4wWu7_F8ZB1{5biOk^Fhv2$L1>AW(O$1U$ysl1QHSkOM?$pyC^Hx>VWT(k1)zt%Ip(VPLXp5Q(;D+dzs0$J2l znBR9r#hvwQ9YtQb76+x+_B*UP~n{QZNfQf}ic+DRrQ6Q==K zg8`aLtMLBU!1%&}KltZfg)h zU;H>FgfnUxbi|5`A#VQ4vK#Jl3!tzz_A$T-A9YN|niR_76KC1_I~jtXTrTtmvIrJQ z_2t{d)s`}*olE3FufjovSUPaXqkq+;w#0(L`m0m1P}Qh;nSPp7m9pmR&*JOBF#lIE zv6U8(9X^aUoJ)r8ZOFrwICPZ9*mWceXVXq!cJfL16x&uNfW>t?C$T15K9g38Nl#@oS#R2CAB}273}8f?6S16)I;{k9M@PsG!^pSvg`@6^M*Y6P;l1s z6a%UDYlYfFQBi<|6Z_ABh{LHobHb$WNgG}NWrQ@#(yTgP>uV?oZi1qZ7>7Ujp6K3M z)IeneU%%MFB9fBpcYhL0FX^_HN$GxTesTFO77ul$R#A)`sjB#Nsa*G&df3*nJ#Dl2 zf$kNS>p*cl5u`)bs?NU-f8RK685aE;wUuOmp99)v@mKATAyFMX@jb> zC$`qhT*fiE;U%EPqml>0X_rlzePvc#HhyGiOI(pXte@q}RySbzoOZxBJD%yI=4P`= z03v2H@sk!;WB1=fUR~e0yd2FG1F>G?;V#0hyackdxa42al1K2Rx9*p07p^wr? zR{V|7QZAN$-H=cm0nhiWHkmF>!=)8nT>{Bn#vN&P^q^h9WXdpJU{3H%{IY&J4g9P+ z5bN}$`BBdMf_(c^OV56}h_TZQ&YVrUiy`B?SWA?R6Sp{~MYR`YI)ACEkF=+K?1$lr z9qdJXh6Vq&+kPX3;p29q#*uaD%g!Vcf3h#(X4|*96NEIoNI&d<_a_yLCPxxcFMnI_ z{D7MIBtI2OcSb9|*KKhJ;Mp{|?b)spk%js)S)+8`soj!~Ekbvm1uJaUdV1`SniE-2 z3J2^tAjl{7X*d+ZD+$KnINj@ol3Ja$g6SV)M1EF-QlUyaBc@cR=1i2xY#A%6EI2A zbPwU%@XmCxi#?9f&-m0|PeHGhlpjw;UdPg#?4?(0C%90Y)6xOuC``6{O#0EV?o4FC zd%5p;MLg2fb+pD8;i7!uY37S@=x(vZ^oF*7l*$phDusZ?_ImFGM0Pgdyt5=-Nbz)< zntad3qn+`Eg!6KDHeCEn(tN-}Gwo$Aalu2TmV}Eao#*AcszssT6?Too!dsG~fXn9E zCytDN85WmQ1G)PtKRTB|yEg~6lNEaa!(hii9esZD$wPh1#6pZOz1~y$+ zL$5fWJ{vb(?u$VN++ip9ulD9DMv4)yn7C2e(6v1VJYu9$xoq1ZXyxl#ywA2FE9{mw zRNtWIz$$Daa(L)ly3b&^IS1{%4kyNov^{SdHVF>cV()}A?8S>GXTn0bRmycAs%xv6 zK*?cs{GJXMzg{kG@;vXOn59g0+>NHIKe85R2yr-tpyVV;H?p@crYG-uW;kd*Xg$GlBtWkb6!%A~* zty#bOvfO>CR|XRne@%{sSRuhL-?5T zew)t$($mHN1=24%V$i+X>wzE^dGTj$sE_(uWKfWOOxw*b{gl=p?aEgE_dfO-)*o$| zyRa{+{h;|92Z-Gj7pl^4|A#55nasGjxbg#;uzqYI3Hiemv~RQZ{} zOS4MC1X)>vGL^WFtBiVO7rnp4E;2Qpl>TkVYopy9tP?`SxE+i+%@N2gu_8S(aqjTe zW3!KImT~@=CXLw5`#~~Wsa@8z|COnp1x3&X-A4a3mC_O$5+uYH_=Xfzh{Eb&$&aOa z^?`jdi2uV9#)k@l5Gmj5r~{f9&$v7#h){&=_JU6SpT4(6eJO(vYpCHIqFtv>V0aoz z2R?O!98p)L2ekFEh&Y7@0H6ARkhS`oO!&h?za%kzCAkBi?mETzjBvbTjR=y7fYKo; zGF(R&f<;Kb>6$&+p{vTz^4eh71*{oy9ImCjpEF)aDn*F~Wm@D4Z~IFs9^%rsbj*MB zz1r%Zd;VcbH)g1J`u{19$(i`SL2u9QY#7w7{Vhug@l+hVl8FiDR=`lm-6HWYHd$Ty zu<)@b5#bF{@?#eo5(r`#q((q@9K?OU&!iJ?h=QC?Ihl?Y`OZHD!wH7_v?U*~t-LU{ zL~Y7*U))^VWO_FlLqhN+B#-GyTqPg0I=jRh#uSz-)^b#hp&-w0{>MK2`L#t~8k=%Z z2t(koib(K&g;SNIq+hs5y@8xe?(s$GstLq@meAGoKo|}|BC-?PX4LRX98z#gx<1$=+o4GUnPKy9h8to(b?P0rc4n5ye z#8z`h)~`PJ#QgLZI}x^VhdUm!^M-{S=XmPujm^$zh@aV!T(-yWKXcE!i}sRN9vZev zU!CYv(AEPG#eajL7D}V_>mGu#0#y9(FE3A^@v8HnPpaXZe18CX$nH%LRm6;1s_$$kkRxAb3&SY%0oP69K>4)NCt~xLky5P&u z-yf>k5gq~;)>M{1>jI&*Tt$!B(SfReYTZQ(^jHPQ%iIO&I&Ob3}t}C@0|0eyO`AwI$B5}J> zE$AXm-cszmpJjKDi*M`j`sU(>GXn#l>v+fRw9dPKo-J8;xj#}bHig7;S!;A^2MF}$ z(ptvf!f=gE8If?n;Y)CjRaW42uz^x^=`G-m#+iGLN`pP)V^V*30Sms zs+9?SB8Yl^$-;?79-rxHSmpXw*F(~3@g6@7?eC8fMYd?|+%+>qBt98^Tv87Gqjz-GC8|9F=8kH5`Ia*}IlqVSQpW{H zd>dtrJcU+u&zP6T-EH?1cx(w~ zdKq@77{`-il_z4x^Xy|iEQSz2yvZ5@8^8wa;zEnL01-l7t^M42gHa!Hce@uu3y+d_ zbFQysZ4UC%n&dTY7Rte*Bi3hO1A|uw zb3`yx|%V+ z)r57}s&#K{Is%{6gzQuuuQU}LCYK+6I}JUqv755`sPQYOE!QhK)_K%no1^G-FvsD< z-IM%Iaqr!Ctg6J(Oey7$FbuSp*e>rAbz_Q)9E)3l`M_Zlw!>Pz&KjP2%U_havr=RQ z`LW_w=J}lIlgl!M83R3baS5YEw=U>A{qezB&j&^%a^2rrjK`QQveX}k_+M+bUQ5JIr7xT9h?$dgiRiEHc?o<&ccIc-DLVBh3 zK=?d5p?J4G@+#zD^OL;pnndDG9wXFdhy;^Q=PZK(8GMzZCD4nnChO`V{LyeXYrr)P!%jJr=5}IQ#%%IznBmQ znM=365zjcaGX*n*w4~X$)cM4;t58Dw?skfuD1Mw~2O#abQ#itD6jqJCG%s;nYpDyc9lzjfVNa`H_QQXiB}1Y}RB^CGzEo*ezm=wi9C3ea z2~J3M5f-5E+c{f9f|CTLj}h=z1nq&}gI1mta&Isa>0_iaeQXgcGvp+a!3Y&v@ffO| zmE5Dj*rs)AQ+J4SY;;@_cDcT#{WQ60_g3co@ST{PT9znnedh{clBtjMW2PClUmaL8 z^(Dn*?SaM6@%(Yakq;;y~>SIh-Bq7qmo>T2ul5d>cs$mfQ(L2!Z%EY;Zh zq6~BYvqX^r(PPL`iG5dgk-7)yx<}{o=!SH65^pSj)Gw;wExSglQmoX~kKku6`!3Uv za#iN5-X(@fjx2wkowJcS6Se5u2HYW;2jug|)z+{vxQE-FB8%Uv`v_?xyU7M7_oL+i z$dseHRI_Icj87v&I)UErQcM7{87Ne!UVwI>W(q>0x85#FRQXTUCh-@1T4G)6gs$9X zq7E^XH>C{TrMDgRaWVzQ0&G5_625(2nhnPb3 z5W+38Yh(_Ri1F4REnjX0I8M{Q^f!iguDXtyq;IuRX1JYGOOEl83i)|nbY5srVSt9# z$n_Cy@x{|Hi8CFi76l>e;rt7}2G+lhf?L0njJt7$e?S~*AM&97SpdcQhMyrzILalB9D=PXILYLV=|Z77O>U(W0U1O@ntfI5D^)N{dqEfz-`Y8e171#emSM} zM@URaXtO^rCP73g&+pcWFi+<34wp>vbg45|Mr+N!!xH3sedCfGl=e?Y9C38M#f8B& zHeoFGKp)exq_>##Sp|% z&SPm~wmvG-@Yt~&D2BPUKPrL;HetWevQ}dMeI`ZPW}&g8*k-SR&N2J5vA@$Q&Qj;= zzT?7lB+aka)wQ6I!!RHyi$N6YNI0V8bX47r);cr!^R^z1jS*eFHLjf_Wz=e%0<0i= z`kGFHF=L?8LwSC8K4k5kn)SPVjn;x4aumu_dEv|g$^p;X8D}>`mrLWP!MF}oRx}Br zrJn8Y?qLip9kO9TL0#cHy+rPe2F_hBc+Xie4UTaXVwC+9lKY<%iK_KoO`5o9TCTm^ zPwpS+eGyC$7QNMTZPF5W8A?}S=Ree1`DrPthpJ)TCA!q@nP#bsQq91lgX95o?MLvq zuB_ART^oF&_Niu*=F|dWdm`(!=8cdin}Mmgf++gz2mH>RBZeY^+A%XVE4sHZNla9} z^zSt~BB|d|cWA7id4${~XCBn;pX(?0u*GzhUy3#_kD-2w8iW1Pw&iciTJrSmc zBTAzH2vI$7FwQS7wpQJZ@F{M7dpVP+yJMK{Ge_EK{;s;Y?oSSe1QfwNiTamyoO%lF z9_#;rttuB%{m18l(K66qpL)FDUTO9${`d`>&#$1Wbz9aKY&_-r=KfWq&r;vI@frZ zRhSDf3$k$!U|1gQM;w`2ut%|z+;}zvRUK*P#UQyrl!rZ0h9w>(XpN`myH{)Dpq_Ge zljTn7iU3jE#rfAQKUxt0h@UCf26yQsv!h|%dS2yP1;XEcI!c``c3SEwlQUC1cP`eP zn&fghQx90%f47RF-@EiZJGODqrcihPE02O<+)_&G6ju~>YCNSkfr;VxM{V}hxY_%{ z8V8H{p09dmyyoxJ-FmX!4=+{?k6zC{5#z_C29f2?FYGe>(8hP4L6BOQ?_*GGaH06u z&6Lg=R7~Y(E)CqfCx8;Fmyk+oIDZL$1C6OwhX!zfWonc*v0^h$31Q^#_#U?< z977&IHQjDpY&BO(oHV6DckM1!Umu=bwq2#bcO z%av+$4=(ik^Gct}qz6#B?}ilWV2AH&v^JU&EGCQdg`Ch-f7&nBS%ihYZ=-m!aBZ)F z@fV$QcGuCse(Og6g+u8H&9;P*CpbOcF_)9zd&z(fm@1o`2$APD`K_SZ>o!_#c{lm^ zj1jc%k8bL82FvNpjLIZwqxfhfD-&(_EUK9-`ZrX2`V(dNt0ZsQ_fzi-5hzm_2^ch0uFGs&LhX2vb>Yygw8K7Y` ziSuK)AA9Gv@Owu`e-vT-;cow+@^bOODbgDdVc2H1V!ef5H@_1C9oTk-G*57qw<%^l zoJ0lmQxy5x*-}Wv#Z$8S zR5G%fr1?6{g~Ii|zXj3Rnh2$pLF|}=M>wRpkPQ-mCs{+7GA@1`%CLnW>g9^Es&+b? zR?beimCzq(os#}nBHj-%@VHCLE({CsvrJsgQ}!IKkddwOV;ORuvew*F8|9CZ<^keI z2!pt%WMZ<`oRrD=lZtg2P}M(U?%gfgKXSv(cGxA12$*LppDY^}ceohLh>4~y86lBx zsmDsyy{w5a;;F`}1^v$*QP_=n>=wVwJuhUCDl!`=UuGBCPB5Z-m(qOrar-_ydSUO_ zxs*QG`rV0`gaFYhk<)LTf>(Cm+{bCTyM;ZH?~ax{0!Mcl%=>L*ztdcDPRP9wuf%Q` z2su-XJab9u;EHE)&lT{Gn5#BbkeSFf>(a#Gd{(OTGSY+XPhQtL#{&tA-ZhtI;vP}& z22oP0nmwvx;b4?db~}+Dq1n(9;?qrw?Gb;*L+|AuVi=YwDRu7$w>!>UpuB) zUXzm6%#E{;J~QOt-gRluIhvn?;QR}`L=N;vEPreIn zVBna<9i2DsFRve4ukQ@DIx|m@BgeQ@ilzx`QcdU$MxqJc1Cp)1cJynU<_W}|K$S`Q zTdubuvX1OPG&q6TTcIkxBz|h|jm^E+Z$k+3C)!$l4XR(1cjVa3)zxx4uU33wLGBDt zen&`NBsJDJ+^KyYB@`}npvC9~J)&p0O)}Wdk3%N`jC8|$T18r-nntO7QX41C1?uy1 zu#Bt|L`r-dKP^D~&7LEWovowxcvO{mOD> zcJ7+B+FGcYHv8HG&@r_UH5^P2uvmV}99$@RU&o8~>k?5=%$o;BT$nb?THDAgT|N)* zw8MZ-e$mHs6vb0+P|_)ycJoOrDYi^slv~?`?g#Q-Fk={b>ib;P4IbLsc)~%MGPH|e zP}W^;bVJxDz1hw(O<=57V^e#)7#ptl%t%I9e`7|_Ab%uTzGU-?MUR+ERRgf-?)MNI zXaD?uB=4AZ4TF<8g;IS2!)%t~UePXqcQYn($oQ~11n3fJ)u+Ft#bgYq;NOIScZ&`< z@O$nzd{p3>Jd1U75mheJIeJp{$<5`SO(p+i_5J5l@_*x1_AKLRR|C%FIhWI9Bws62 zw{^V*QnZ>2yCZILQcz!UZ%<%Rjm#TxCcH8yB(Y3Bd^))RSj*7QJ~ss%PUx+I;OIt| zbCIGf`&S~%S|ZC{9GWTS{kCgZHI7S44sDO0{49TMnkEn5Enk#R0?Eg0`4%!} zIQF1FOD%lhF>MQMyW94y%yOUQzu{E--=> zpOrydSWmFIymro=C?K4aV*-Hs|Fs#TpH9K)7}$hY%8bJq{1nneoX$qxDABnMU{p?E zF1}7%l1~+mCf)*T91FKXOZN37x{PY;2TP6VkAEINS z2VUocwJ&*Qfr-LG%Z5`Z4uXP%I5)&P4;w?EJ>nbcQ^jVF7WQ1yBzJm}GPS`|&Y(=% zXnRWJmax#^p=b~VRb-Ti!BJl#96c3dLofNo6++M}%Owke+{>}& zH=`w!BqqFDGcX=23)C@)g`xMEExTB!)@(QZ` z>r5BD$J;w7`QVyg&Lt-FQpFQ~A~Jtd{5c2R1_%p)i-f~(1_~^&Kcr(l-BrIj*us;} zTlLcyl*t2!GJsSV5iWi7s*mYi)Cyv*S1hs8@~ysC*<~gYQ$Y|DxL-|^!p=K2EX$sOczz;mY}jCM!Y*L1~Ah??#{50%1)L)Nv-Xw zZhr>gZU6HaeW&+Yc%A#W)bM37zn||Yk>ggi0Cb`PO3%6j`{Ku2s7n{1lebEOcI48> zpzgVR78{KE(d#Tx6xg~P>;mI>jxuTEfO(>t+Ez=TEBrdVJ}{0llrelMK(IOd5m^}A?_xY zdsU(G%@?;7cah1KJG{;1{l!{53DqnqH>wwc>uGGU5JwCHl&FJp|}X zrI>x<-rX!$bC|eZy`K(*zNoOBF!!;!^quYTc6<1rEC9{9R|;l;b@WwK_VE%4Dw|~J z1SV}_&l}?|HP59_)n9AZ^L*N>aQAzJ6b$j}bVdc3{pN`icwSEUkiH~aWZF?18pTpR zPYXzbtS@EjQA`z@#=b7e@RAYuxsM@!R&GFPFVF15aM+jNsX-ZmKI@4VfJxPBG*4x| z?$!LOx3~06fb>r_6MwU|R67NHP)XU$E`zK4iO-2>5CNJI*lm{!%LN%kyOGQAKP936 zwe0+t8^4`57UiSZJ;L>IWy|Fa%748lj-uO{-=lhYKKM=a8Ko1r?+}9RFS{*IE<}wJDv^zw2!Z;C)-hxyT#>wf;lAs7#2#1 z*Fm|E`zf|0S<2U=0I+`lcDQAPL`%Y7Htjsp=QmzZ^o#OS#0ld?MQ1!_y(-J*1q z`qq!W1ST|ll^mJB_hiQMfq7Hf{`5dX|93YGlwzBa3!{bBGO51>h*;zQ1XW#cuRIyn*51VQgOFjWNhQdSBYH z|M^m8eKO5Mj3z;{un>c~X-$+_I=zk+~HGrik;RqzY!H{7RhXg2llE?kJ=#uej0gI7o4}nRUXwS(OB3I(c#yz&I-#63NnMbo z7D^``+y?jHmhn3GCOIf74teI6-QA1MU~BJ-Q}qITbyZ&jZS$R4^(D*|QEnY}MfiR0 zfpTqaZ%+bY%9;RWP}}lmP2?KRV7vCMb@Nktg4R9yr+{xNNFJESsF=+_-PZR~Q%Gi} z*Ez&(wbACHi;oAO95du3a_OHNr*RQZwl`E%gwgvVIM1pXV4!DwmWQ-ukW?V9Qa)Dd zo)P$4xgV*3rB#3U)OpbVMv9e?*gyu@p)`}A36~$0z1$AA;8DgjV^1|V>9yznLvU3X zS(4 zV))uY0Z!)bzw5Bwc)m z7JVcK#S5XcqZ>q1zGsrdr7|%%_6eu$@BfKy`47It|L;ZrA9q3p9kHy^HWwcx?s~x{ zn+5@wYk40pU@M zG9pg1WNE>}ql^+Fj*H2>ZMzOYGEMY!!8v;OW+bm<8Ybc5&6yzv@cE3I7?YXVN*oL&{h8v^ro{vMt_s9bj~N$%hhHNy){ZgfM`pD z{!v@-;;@B25pokH@6 zcHThQe^x)qZ>dQW{?1yKM$ZId?58jZmFf#~O}o+wi3Tn4TZEM9s6MAftF#PA(hrdn zOU`&!Ff0^I@ZOw7yqw!H@txd~p0j$&OQ(rIzCYdC#4ajvt|sdvPq$GlZh!wi6Q4ds zcajtfb^G|Vt#8wX-#d{hTy*1a%cftbURub@soX?F8dsV6c_)OdDi7X_rW_Z2F}^pV}Q$V#Qdv_u`PU3(%d z3r0ut^!cZE%)F2IX4lctJ0(H4PcrUkdMIDe6PEGGB`Wj}@f7g1KwG+a&4RJGbWCxd z(wS!ea_r;OiJDAZGYB|E%Bn;?iAm&Xh%v%~7NtA&=U&rJOtL}l_5RnQ=-*4E|L)ai z7PS7}md`UZ?1(S90PIKg4{Y#~G+5$xraX&5IV$84P{G;_{IJr<{vwM{D@;`7X0t3v{08=G)IC@7aA^P&3xvnc?KD z{k`#t>(jxR3@3_*Cgbgl;V2CzMBbF$-WqlRaXF$<)MVSTOqtEW%ZQ@DVgGCZO-MR@ zYVy#ZAjWY>>iXw{u&(hA-Q)TlRM!>Pa1VWno#;^~M#Vg_GYa<#Op-X!5zOSQE18ph$8(mp-W?TfJGCL>k*+lh6+GHvYG zo3gt`qVJ_7s-Eyh5q~<8%ko0hG@W|#w^vL>RKL6PP;S%*h2p6A8L{rKMr`)YOtbwb z!{misWr=~v?z)ctVx{j+HfEj(MK-yHZXM!Tqo}l*PwI;Qr%k6UabYX=x9++0>Mp(a zviI`a+X_E`u1(zig-ZVFiz_h=4TqT`#YBrBFJsbk7c1HlwMSXYO#V+l;(o`4OK=0A zd(tYQeIV_eMDM`k6){R9$wG9bm^yTpeM_%8a%s9$+NQYY2X06D1VAj%4PM-`_!hUE zBae#Q76~2yXR&eI28UkmJxZ5T@X8ZNzY&z!0S<29!gyN@)YU{PUDY;Ye`n{{bl+DA z`RSD!^56}=j|V`5BoyR8haJY09lS$D5mNd>;oXC?*q;_00fqND`Kh=7i)D6{0?mi- zj}3aFI>+_EWSvQ$R_Ccls(kmAypXEsxV|Y9ezNp;^G~F~7Is2K$UjE8lO%zp1W0-gwge9FCFHNzk39F3tPqD{wJ zyDS)qWv_)bzcUO>D92I-=>C`L@V|Q;{Fjde6frqJeAj ze}Xi_MXjZWaphNXI=@rU4{FbmMfaE9=P!ML%FHUAQO9#12;HT3bv%$%8B_BpbM#e& zlPax^Ha~DGthtU-%gvdBU*Xe8#(nhPa!(aINUE^g^w`m&+iQTu{_Y~6V@|2CH?rR8 z*Rucp&(_u%`}z99f>nsYe%#v+HeLk;aI)+9;1vC%#c#>9{o-S4V;Z;<`BvTMxedL> z_?6w3LsAGQ@xMMLe*6nL5W|4{0*Id3mBPwQTRb*r}@d$|vPL%9p)UhT%B+awj)k zcm%Y&R%h6gpJ>N)_5b(kmH%Ae$R-j4DXv|`hj|1NylCFujgxnIvGi&})(@}$**Nr% zFpACrX?Mb3mNyB@v@#^cFD^;%YHz4P85F>eWHu*E>2bCKz?UR`Kln*K-n9=j83w%K&jkI_c_?Q z!R>MKA$pd%K8o$ivN&VXWX5K{{#ue;rxeD#bqmSIO{>UOE2^Zh8t-i~!$-59S5g@% zc^dbdI23;h(BB)e%e4~n3A@!%oxi$zop|NAj2%#kNyg4D$UY>hi48?_naF2C^NofZ z9z?n$45G@D$QRBk6+2|bd#PNSNmlGTuQ}*kN`oNR_k(p`V!KBpgM8|>%{dYaMZ`&Y zDNNMfM3nC({A_iE5!lG^2~96!J%oPdTq3k>nb*T&(d`(gq*oW$Pt5InzA0n|qqUd& zzj)k`pml}N8?yPnS`{NIOh{6mGjV<5e-9D3oSCx#=%4RjdtfHzy5xn__$~>%EmuNV zEQ9rQ0H?bNWq@h|`_$ip48>47;ouNL8MUzCU&Bvzg&hS6Rj2>H<3O2oU{{ExxuWpD zoG8#WFrXUW3;9=_`}Z~QRTKR9fcQp3|CWo-0?j@w43~rp^6B-jnn_!KJtdmN4pXmE z#Cn`A8?Sz%fcL`rMYzMNa5$%@Tw&sIqGmoPf! z9L4>x#$HJfn#hRwlxcxX%=Z)8gSc{XI@r&Yjy6y!XEr3ouRBqoO%APoV#r{gi@D^I zGv(vP*P!^er)XxB=3g7$8D|7M2omVDO|o-+%PFp>N<@P=Ykc9#SW-xc@5H^V4~}Ia z?t_{e;dVAQL!YJfCma6#KP}$>bu-A4V8k`v0W~nUIyEU1@G#Z9+TVJorKLr}_x>Le ze_03$_7DIc&g5?OJyAu+I#et*to<1^3Rv~XM6HLDIjOTK`5qGg84hcvi`wZ2srLOV zd=nLD=q0j~e*V_MOn6fn6K`Nq^FA)L@~7Ih$pO_=QfK|k7dMpyw??BFvv1YSqZ@Gq z>VD#Mp1wK~SNp=AF;Gq-qToZ$)o|+)1lm>QjAbKUr_MLFnN zGm15HvUhcMt9m+}+*X-5naY;1XPdLvVL@5861v z-DzB=^MB4eHFM@n)tu+8+Mm0sckO%KORn|1zI3Fc5|)6Bcu(6X|^P8i#_*DP^twoB zX%)0lK(igis}iE`@P`s$))C#Gw~V1Nigu?2kK2bVo5em#p7N|&)|aod#5o8djNJrc zEb^&8hHv-qe@3THM6*aI(M_A#sthe>v~K8-*=ymJ>Gv>E4Ovr9BjSnXI&{1g{x70LJD*@vF}7Z>FJ?+f_= zej!L_rX*FLiP(cGztfOR^ic{mS(XPi`638nSmpQ5e-O;mi(pEdgEHrd91#Tx%X~`3Xy87RvBBiAx zo$Dg&ScDACE$HyS($Z%8)pMobQ2nax@puhGTd6Bb+wmR`ivjDk#I@_q5#_R3LU-`4 zUAS2TWYRBfL#zhne@;X@TWt;v;)Ynk4jB(6$$NQuC1++@aHIYF)~`4r*WH<~)#_?q z&a~@3@IyVTtA{)0`MaaA{oU8!i*tIzq&J?n&j5+v6jh>l=Z5Pa{*zqu|L79`Kb;># zs=xQ(6jCgz+G|IbIBk}SC1ND|P_$X2f->m)M1Wh;-P2ZOHr9Bxg8HSeZ1)n=P=s5D zZEn^t$C*eIwG_zcrAWvOSNYbg%p{q~OjG4o@1q7U8C;CiVkLJZrR+BH^qgK0{T{dc zkZiiFyZpT{X%y=*v6gQkiH}QGjSFT{;S7#&*r0NxT@NK#TCdM zzp&4Aiy@p9a)*bkXOY2Iiwgh!SyYX*s$FgDiDkRCOd<0gw_rWuVkL_?UZgI0k}cG4V9PF6*rap+@f6>sJ&ygAgPBEgU^a){3CQfyjrkxH z;yWRR#Q3HhDX5=q%R{s{9e_lp-nW5j7~)w&-^?>yAJ}@xix+_I>_KX!^xsb={`us7 zl0x<@^sF`}xH9tb(U=&Bp{iEH27EF@qYqkDQIooJ_weyuaZ@w-mnQK6_Ros~<>-FA zDS#(a9{lAI4!%a~g_zL{#}C_^wX;nzA@Gf~3o&zi+y5EoHBb@X+LHCUbIt6+mmxIa z8pmeaVXOoeu7X&2`}ITMiSc!mt1CHd<}^f7L43aGs~We!?+$}dQ6lE*+>KW2-@We+ zg>bBFN=qI2EQ~h3at5|?nay6rWIhDNo_i;bnv`W)&~P}AXtx$8k4}g_y3Ky8vKu_) zv|}hin?hP|aN@?mDp4X~JmD;wSphNQpS2<=fNdD=uxxL-Pw6Q2UGPirW+hzmSwEW< zt;yfM)tkihDcw=Q(0e%6?R*iyhqo`tNd$XLn6Tn!$HZM>zYr81z~Gto$$JD3WqK{P zDgRq{9=K?P4O~A47O>j@XR2jVlup#?X;?HmNl_v{#1ct@p}!&RU#z|;9id^^Ems+B zv^bGz*BVnaTFqr((rIF&3YGuOsx2fw+yv0N$JW>!uGQJ#sZ~V?671EJ%~OM`4;f)e zsIoMytu$^?6_K`3Bp9Tnir8U`U3KHIKpU7%{7(LfS=>A=x^gO$okryb0%+*}baFRkQ32{|0rtb{$B9brt1 zit%rHE>cdl$z>gqw!hu$L7AbYS(Cd~4`1r#q@*Hm3q>V2tnia`#zsv2pe-V%3S;#m zoL&42fd+n|NfeoYpi^D-eUR4E2+=9BsZ0yExM#{nrqj5jtiTLbeajBV&LBVM_Tx$= zB!7)K-KXU4YZ1ZF-ASk6&)!kqSIu^~obM_xe@=iQxQ@q-rTW(sN+o$M~yC?=u8tWJGA>NaWU&P%!lG!e002N-We@HG z_f!Rc*bl4;Irvjki!F!#{LrlyJ~ zGo!wC+v`yuER-=~?Pg`+Tg}B1C(ZHi2xo5kpraD4j`% z5x5@$dVfF<>_OvHr7#8i`p;)O_Bq{dh3EdhJrYpaS}s?yHq9<7z_Y79=9HTg&SwBvs`ou_A6vsWeH~%b?gF1Vl30=52ML=w&a8kh(1z zKf_)LQfJdmB6enGyP>9X-EBwWwV>Y}DN-X}!Tl9wefymF9GP!?F8bNLV{~JM;D&JM zB|;tRP(Tuj=zd+DG6`QviN(mM=Gf{{MK~g+sn5{%=asK!?yR=KiP-%=^}y{Z(q?%5 zcIK!*a-tRd>OuZ5wLJh1#|c&G8ZkMXxU`3a@?ji1ND`wGa0+U^+=6q(C9X;}my40+yWkgylSPN0QYwJr$fV+# zTb%mPXV>`}5iT!N6B-(t>qmvY_efa7$VkoA!Hm{bJMHG;n<>7`bN@d^8N6mRV6lD* zm{%(c9@RyV326KOU4iL|jry=3-O<5ILq}IQJFCp~&Wx<-bO1BIY*%sC^hKB`!Un5! z&3VK%d|kEAWv%MwsM0A!-Jl;vJj?M%CA3tdaG>AFRJ=}-=Xc~=d*7sCF3nVO@#Hah z3-yhXirKGJJmI*U)}k?w!giw*VGUXGTwJZmor#Dx_TbX;ZmZQz`ba;1k8kwtZm!el>137r&0Vo+K? zJODN*X&t3wkROF}tyD9!sy0bM66s-y4{dFH1ci_aE$2*gZ#XCc$nK&m`Y;GJ`}yC@ zR06+3BCYtxJBsN0pNM3z*cH<;c3itBmn~95e1sHafqXx@??*1_gt;q9Ohn7QffOcz zJgK{u-Ix3^;5#0bR+@H{gppS>AZB9<7d;F%4<7J5+>)@`=y+7G{0nwifeHtX2eeP1Ox$?BL3x*&Kc3>b|kqOO`z~saR3GH zUo@%Hq`G2&=s^#8{Xh?DZ?>Wy|JmuSk~D-EdTOhL!k@bS$4%wBXW6 z2q;DE)0c_}`B=9DG_T}2!Mktptzu>V491I1B{aFXDbIfQ*&*S}I zCg`grgeaN)l741U-C z9tk)7g^br?Mw_NM<>NK!c8jUFjBx`~@QWvSEWIlCPfTJ66Z8bYPU8f8a*3i%^U2>Y z%(xa`=dhO10;jS$BV!CD6?CeO_M6VBX4aBrI5=SsV-8<0B`b6<(v5!n(3;YU-$LHP zr4prl-Zq>t>=bcgr}Rag7|JmWooU6SWN7KxnwWvj?FE#^HAXdoRj2c*p#)lp2DhBT zX0BR$!q@cF8-fbFS4^GH=Xmpgd*`SA8qoYt{yDGoHC^Qt1u+W5ubmYHX33}WW<@d7 zWS!J!GX<<}mYZSH<71PdIrZ!!9JadC9D{%8FUmV%d$Ki@#N3 z2~mv*$i_3Y9Cx=nK$Zavt!;naC*(n1_HMTWHUT6I{vL_oA_^h)IK0-z)cuvEpK8PYSqop{>a9A{H3Bvf{&U(+dC_uGE3y|>&j{QqLo6(& z;iyvt#soF@p=b>r()!G~l5~x*FyrH#)&lWQ2>d^yyQA}0v~UO7eH{?xn!?hn<-YCV z_PiR1i>y`h3nDt+am5ewnk}wop(!cXW!$+1iEE7YlAExBtvu`SDp%7)Y&dt*=q8WE zl9O6EW?!**eW(RnVdx5xy@Zs0C^WlAszJw3vjO>A&ZYOW78!XLU|4Gs@S+2FJSQD zVJW_U3fuYg-pAbOt@$Ik@cbmElWjlr_mBVTtqV?~YId5_PiD3UTp#Z$gH5cg37G~_ zt$p5=d36#0VK@lJpq8H9nA=?##CQZi|6dwJ?%)&w8#28nnUz5M`e*w_+DvdpvhOyT zQuis9wlaW}ijU5uDxQR|pOcJCk-K1Mu^a#tRjimK-lHFdC0gtGe>f-}9+dYb%%3Ya(^v z^Kh=OJlLeZz};^3H+Z2v0dLEcU%lBIgbVg9LYhoxjl<=z6(rzpNW#|A(poevua=RP z2B&FIYjMjB_Uqm>hWI>R8VZJD@a#ZMcAvlms$v84=^_I_dcTVdx7)dDk7h&l44}3a zy^?wJrOlKYtlf-rv}Xg0fri&}R+{YO(mnYEDT*lla@nkCdb>$St2I*Z4rl1gaO{gI zWwT@{1}Rjl_4z@EGwfx4zmj{-`{Vcv&ez)&!3_vl7X?l8D}Y|Bv04lFk^4uY;K>Yj z)J%Gv&sL;yl{AUj*_~plWR8|YOH`Y@a$HzX)EU&8QdP{f~(iM z)khz&-rGVjCk)7qYPwH=)f#j032zJONoywtsSE^W{4ognp<~BcDrp)4b96aCr_S~4 zdzX?}C@0_!jcb8+@#^!6GQp{1PFyZiB-jm89M4PNcF4uKM4kY=eYz@bQqy>4P-mL1 z%gFk;)&2JBtSlYH&+SjL zc})3cOx~}9HPQ*sdTTyAgdH@>>2F04Q7bHr_Ghh)G)v``e?y%Pq%w1A-tdofPB;DP zwJy2AtgP?YKTayO|8b!Gr>^?ny85foA5)nu;X+D9mhBzJPQ{Btxsrum+I&)MwPltE zT}sJ23sA6yT!-$_H7kh5IFJBQqI_>v?yIXDWb=Q)(1to>0WJhVE<|P(%v4K_*^H+g zi)kuM&6?Cj_(2*sz-kbA` zuz^5D^HwAPS`Tm-gSU}nV91KrAdtC+eTYP+W?U^IN!+Wo^$iNlr~8g7Eh$D@q zYQL71;9sEU1SVv!R&?dN1%q3MpZjhaj#!Ushja5{@E(r};{$&C4INP_OHkee&3h-g zBP=u(!@zJuFP+d!-F2?f&Nn^Bw+NafVBdqrK~~=}}y{VK;{!BH%p+F8>2)Wcve@-zq zQOhP(Tt$%_PrbVLlt{f_6myXpuxR!xnv+#F@dM8Az=8}HqSLcP!!Cmdp{;Zb`JX87)JmG&9 zd}Jej%#GT+itS;q!6#236mxzTmbCwc`W}0#Kt5nhL_yd`+;&x=ckl!}F=-8j+srCD%;JSL& zbh?Sv31t1oP)iWL`nB>975-s|Z{?4{*pH1P(DcE==!81U733@$X0yK z>6s)(+pNZ+Cj&K4>*)6@cY$yXMIvo|X$h?`g~GCZBc4%vE|kUs{IrI^4xPc}^Xq$A)KA$nMCzk3AyqyXKB{$} zceX=i*G5V^BBg$Vx3bZUcSYX4zJmp7Gp?6H&uY}}YSG;f*E)Y`gS(`NK@wDyqon=o z!c)Rg(Q`>9vL)>oUI7ekmZqVi^}iZy>=J%FgTLJ$6$3qaX5;&baE%e8KudqHr2BSe zIM)ffYtnUWbhzkL7&-B=Kbmo*jX1UW;55%}rJ-;yE6@{(=zd8cj`zuc`>mxQq{rs@ zq)KJRBYuK@xfL#n#KjrS0>@!2UA_R4Q^knXI(dEZmrwAhh&#gQN{`b*o7%W3W&Wos zFr+Z9etZ{R)9hud#TsNix`K^m%A-nL4-!EZ5E2vH4-5ip3_rJek)Y3A74XMi`ER@i z;BP*k@mTWQ)@)PGOqZm~#_>DYEpND>4QZ^qSU*j(dKn0ag@%R-r+tbfc*fJ}JYYff z-WyZ9o%SItlzH>4GQHox)wI8`k#Vc-2l$^qYCxg!I)YI~5`d*V>dD;hct@lyAqw68 zYOtXF7g!cU?%MeAeI(YZ=}- zCisHeY`Smfu3jxr2L6|$Tpn782mNJ+6je)L>1O;w9PXDP*y)(@t|ANyky5tGMiexo z;0tkEgeY{$xRDPr-UGou@f%a5U%~lmAi?L4sk_m!t9F+MibMBlnoI&MQI*5o^`^{5 z@=ix_X)dQ7MhB!7XZR)u2?U=j$g|b@>OaNCYo$lyr2LV;XCVJ(Ejz=vIgF7CcK>t|`XVcf&3gVrxCxgZi#fXAy&YVoexnwI6c3ZgZ(P_F z1(A}zKCO~+8ceT>@k;-ErbEt?fknQq0Jx;Q{z8kTQGUTSQRecMtuxEq%uEqZU4JuO zWV&Uq2`q!T`>aO~a7yR;Oz@sx{_YG%!m}4k!`N}#rr^&1+JOFdllDQRH_lpNWq z@w@x6Ch>sI=Fgx$uqPwtM67Ng-~0$2g0mO^px3s$?NSN`PIO^K9Q<7w0K;Rovc#_C zgj4p4mgZD=oR>n?%yW4R??W9SY8hjNia#clidBJDcgyDPaHr5dT0Tz@8ocU zEPA_vIeev3NogDIOc;I!jn*-U5(l{+lu1=OkE=hZ|6qH6k1Qot6@I!q69caw{RqdP z*)dSTLqV-|V2WGC>k?&-!vR1Vl}TR455hBcF$^0wS7rO&fLAcZr?k2PHNH|)7vb4= zh`>(sJ*+L~Km;*Oxy5G-<+LS7RuO}Aw8pg#h&&JBNZd%reRDVX%;amH&N_$W9@{Vc z=nhE6(yASiwma5vmGSlqk8@PMrPfwo4aFDSx5O7WJPzGP zHi9jB)$|L4=Rkwhu|})_L!=Jy(mgdJV~Ua6%R}y=5`YO>>(Pmx$ZN68X=wrTWrw@? zU$SnR^GMxNz<&6-11yTFR_e30{aDlDYc#JiQ!H75PYH-(Yt(vV!*hb~{`&Xl z2@;c;=8CkGg3b2n7@ajpPwJB_gH3Ydvd0U2soobxDTLWBrDF96)<=VZcEj#m^I<#e zc3GoT6eGR*&}Lb=9fqMYorgb>8An}x6UQUMB?yN>Q*LlKNSc8TMk)2A=WPfFIWBk@4lh1RJ$QjxN zFP^(UgOffrNy}&m2y`AmhtOTa83l0~n5UzZA#m-{jToP;6lt4q5Y3y7%R+*RRWWnn zr+QQc;B?2|TBrb*bgtWQ!w&%B5h}EJQ6X{(j!jyIZel_AFokSxFV``t;j7wQlGomo zismri>rrgD_G$i46zz0(owURTNQ4cks;}Pw`KBW7Aa;7P_B+l^0HaYDAwUv;8RvVy zKTilW(kT@O_%2OylM|qPV^gb3C!5l;$iXM(DL}%>W#sh_si@`ix^}IANc`1Rt=qT~ z2QTcP1{L!6M2YepoX#Ec0x*04>uqX?D)c@mQMrESYFy$%K~SUUXiv}8(zQ+^4{y)= zd)L7*7Z_4()nET;82C$owe4H2{MlhwPK|s}>CMfy%cL$7X0icpqf>`K`}T!Y7{Yic z?B${I3~GQ)9HPrA7)YF$c?Xa!?!F2WQ0fMBHfz_f`pEb7{PL0adt7L~hC$p1F)iab zUG@AP#L5XJt<5cd0mb9T>dN-%5zDJxi{r^fT`k%Gl zsV%JL?9cY0i$P66Y$yADV*={W^|Njy*~T1Z_JTtay8kDpxMt!)}xJ7 zQXKEm(DSZU!*VFv!1DB7U=~b(DrcL*G9VN)@V$z8(Cs0g-RQh4P3*Sma9wuRX7W!! zsnKb+rWQ3a{Z%D7k)`^1J(IfiVB~Wd{EM)8ZA99 z;Sn}S*2zA_aGKm1w0vM7#TU_0sofOO&|BUV$8TNQq3<)9;g-PB!$YR1b}AdrT5XSS>humXk8=(69`_&=zg}(GVK^rQ5hZDd!nFWH0Tmm{pP;X zxXL$6mqfKarN_;(?1d|r&Yg|KZMhks_vbZ)0HW#jxD#sIHVSKte)~C@A zTq~=P5H405#Km&$!?s;?Nt6?ebCc@aT2lsZBTpHLAU7`j(BCOWBR3h@kb<3C;L@jE zhnq$Txr`K$OQAn4z@#@$&tBIgE+=By{V?jt6Lv607W<8Et4mg_d;Ky0%^p-rV3Dej z(n&Oo5z83;G3d3PoqWM1@r-OAVIXH5IsNBabp75=UXJOFq}vqrgg*+(yNip-a-^L= zjd<|`xQ&KZWv22in3pA0T*~d<V zzuP>2d;_Dvx4=hoX(WD2fxfIyKDu-7;IiXmz3O&cPnwMRMAjs*0V8?%xnA#ieQ!z1 zwGzQ~Xu0&bqd21hLw^=(!+0bCpjs@fHq;TDApKNtLG2dGi{lM9W#;TBnZ& zpnT-{+GFVD5gvVmtd9d6E&|2uGO$$mnjv`pE=rWX{=K*1<5*@o;CQluh}x^$0F49C zWkT8N|21XigXxAcuEj~GKf>w8vL8K@z>DHhUavFogq#dOH20T&X)6Hf7^_oz(4n{LvWb>SKeJq=l&i-Q#}wXD$J|*k!JajR+u3?&NELTI(%vq+xeGo&g1T3p6V#QKc$dr*M?E+UjH;5x^3*vDPR1fFmj?)key*L5 zku4MbJsJf#n86e?VKK~g^<@eL-k`c~?beh@Bs*83h?18P!#B{Ix<7{^dgDm1f}ut( z4hbdKjCui*GPF^b?1;%u>Q^lG)A+Ou=3A0Hz`L%jS1fYT_?#|09k;$4UCM3k^xo={ zDx@u(>UCc*a6iP?+QcX(>O&n3QO)~?y_>GrkgQ9=O1p-_=r4SWKWYfrzcpZ|TO3JL z%*FitK#k3?yF&4cNIbWK864}T1u|cVz_>t%KhePbvYcR~C8~7lVP44;QSlbXu9vaQ zTM(zo<7nR>p_u4eDi$jqR3V%JX~}ARKJt3Ed=5eWc5r%+R<^hQCNcFVhOQ*zNs3)AveGifyi_^?8_B8W?CH6CQ#J&PSHgqF-=fU)pVZ{ z-@-^rZBxSwCkKzc!rR^A_NWj&PEL9R?w&_&l~_>Q_zG?qxrEzmfy}1;wU_zS!h>)= zH^WhU?bjHV0f2Vd#i{=rTM$!>OMBa}joNda`6O=F;-y${5q#1?k`#C@AsUmp$5nrD z<%Q$RM2_()&tbs!$K@(|P9Zvz@$z!O;N4qI7{a}dSxqhV7uTpA*6`6MWIp-vl=N`? z3Z!97$tPlskfOGO`9PR+86VJv$fOP%d^m!w#gz^^ai}aYl8oG)3k^6BU=ccdM-pjj zH#`6ZIhl!&mddL;Fg`d0I2Lg)O=hv{RFOrnItGmHUko+uRaD6K>A+kL1*dPYuOHXQ zL%nfq{DleHfUTuY?0!@@W%mW^{7A^yXjUyoY*d1@hKDF?qpI8K?RTMl2xQ{*T`W_9 z(RqD8&4vlUTWEZXE7Y?Cwe3Jx8G^gUA-KZTaDn8IBQgpbGCuD>oy63R)ZL=+kl%12 z8=2G`gSYlQswO-7z>Ti*Yk^H1JuC8+1 z>W%v=N~kp%%+Kdt$d5)ZfqKMW>Z@_-py%2&CmS0-$WtbLfI|?5SkN4Q>8EM3ch;MZ zU%|g`*9Ee6;E;VpqbZL0{{OK6h(DtJug{V<+@H;m_2J0RwQfNoRQkGV{#~+14`m@D zIa8z+xaDPj{>k^dJZM-K9@a1J;mF4=PfPiHw}JE!+i!OEYb=jq5adjUU{R-g@8CM- zK_|~UpPkZ>4g0_p1N|2r3mce46fCq+TrIVCD;+XtAW}0!tJ_#5QPsKPrt;;fKoGSZ zHDp(6QnGC9k}2T%+FRrIO~a80Q6 zY*ur7dY$u_XC#beLESCi)3Vc6Zl2bt$TIK>^MuwJOn$4+S~$RBX>WEJ8tA|u#kKCE zYGX`cI?TJ4b~oBe?p$_6D`<8e8pAg>xt>Uf>3Ta?>#tjWMYJI4Z)6MVzL!;6BYtq{ zsKc==d;J+>Qns)j6ztsv`r3^d_9Hh#3a)O@+7r{_bV_x3#U!l+<`)Wf&;bSjb=1K7A?Ht!Hr)^1o8>^m>2YQNWY9w|fK8`-u#ugT5TL-vgNe@D&vVT>-DP=jB}Q}T##t}M^LrvLm98Fs)A4Nl zV%_ESN&Q9`w=!z%!D$tAqKEt1a|50aF)58iTkZcq>N9bC-m7Lvt)J#z7+6vtxd+YU z4>mQgR^d>h1Xd_kkK5VVv3So*;*_|5(Js+d0r$f~*4&@@>@|q9Lhe;POFs3B9jk$W z-H%DW7d!?k$V(=(dng|-f>oDR3Ir;Zc@^zl8%c51=EA`Cl%{ zWODL!T|^pfJqU9oV(uWP`Dp6&YkiBZ@YtDRUt}#Cn2?t;u829FOOLj`{f6gg4 zYWDB^utVUc9}c1>&MK%pZp1mD=55;%g2xg+;;v~GZd@d{U>tH?2XU^7P`lB%_Ir|S zh;fIwYP>vpFaNwbLqA^LB!c#q??w0X|43?aZwT8#aS$dQ>%v}5-(voDj;!%n-y)XD zc^CEuvP-+Vb;RfVG1YW**6g~mT9;I_L>C*j{eIKHa^WfrlDAZauEk~qt??t!{r>Xv zv1+iuN-xOvj?4wM@k2XtyuZR(Na|(o>$b-+-`j^&f|knLE{Yl@%ETUGO2tYaQqBRW zG8kBki8N~m3#X$cB-3o6&ZD`Kkrz&^!%UTp+U7c9dd`X5?jEpe5moATJWHu zHdc9K6Q=Q~D;jZNuhdUmn{g6$EcJ9dE*sVkJ_QRa~0>HFt(l$cxC$ z`VY--Pa<6Mz4aG|LWdP|qp69J!j^c+7e!`ct(tkRskx0}tB2eRBI-Fs`^BXOdtF`g zP)JzZzVr5JRfuA$njxdO8VbF~1*+(s8ec>Dt$)BJ-mKn~kSEcIHth?eRmNm|fT9xi z;n8P|qk=MIf}B8swC+VIM&*wHp1|bqF&K2H+!%(ZC=_=rQK(I1{bo6oxjZ(oZS3MI z6Fqp6f{AE-eLji?ko8zws!+fzN*Ciff`XcM^V3f|u=j<2ow zpw`4Q8r05)m=xi5U-0{6I4;qz6fKHy>55i$-BF_Rm~4f^%y!;lAj59NQ6*B7d))M1^B@07Frb(3V=MCyXHl{f6;>rvx&5*0zFhOf(nhJOi4WZQ?U*{OPW=XNihh%CLH$3x_W8oYyMpKsf|dKyT4rv7Es zz-I_VlvsVY$(ZY>6Ng{n&(E%B%PxW&jjtTYFP7g+~EyR%vBV z5k7t2}-C(KYAkWm^u<2R}kBQaiA_U8ny#py^Yd=q3r z%;N^-=O+{9w8cSTgqNe&%F4I8XmF}v%LnAHT~ytl0jB#1ng6h8({Hsu9^ChtB-;d_@X_N3WgNWBY!0-(L4s!hNfbJkw9Xko z9mXtALI}?i?~Lm;>I8mu4JA26C+wMA5JD&H!(!N40NXpv0YATFKklDJ2-|Q_CwbBi zu>6>1XBp=V95Z?sQ*iYdYs`1QXS)F7bn(KT_@SnY@P*p-A$8fZw%Ms@>D{NKkWZz@ zTdu$62u$AC7zOpS(olMREo46x9XX$9f7pT);trYW@{KVzaGO~XcYn6TO9IS)^^B}Y z8cm`aw<^gsrxNe<4zaVB9mAvDX6Yyrn(NSr?!O@jnSmw2Q1c->PI7c^yjv@yGLE}- zWk}Jy5GOE*Dy~+^uK!$_Xk=w2FR4d=8X`w+22EK4vH$GgXI`Op&Jm;=+isE1Xo~%CV@Q*VT2scPWG;+^ z=Kvk2Au5riC#dmpyW=?rutGIC*U(J>o50YzEBshZ^fuAq`E;Y(Q7;1ZQl==$dwN|P z`Wr3iAa=@jCa-(q6?sA(dCtbP@Oz4p1{Vpvw2BiD45OyzEZ4;QcmOal3HG`h#J$e{ zTuyxW*6!d>F}-^8Ohm_)hjXmwy4C6xWEy=_CnG>5pfSC4Iq?e2yhwHcys~_04gi_< zLtl`<;AiH(OjnyO{9;dmLABu}WUXcFur%N8Htsf6|K0SR1hDRZO z7AbPyc?n^{_{gz4MYcxkd){}myZN?L(iF>IlwZv%FR<(&ynN+6J#Jko1rXV)eXGyq z;u%*FSk#K}WNbVcnpT@%rT19B`RPsbmfw9$8OiwOS;ouj6Wi!FMoqO}dGdqsz*<+w zaBV?jv($JS@vdevwfok~r)4Ty-mjO8e-Y#ZB1yqA@K&4RJ78;fe;iLn_W-UK^@o9U z>|Dpt`9D8ZpS`NjL%d!|;CYn(A^K>uIhgw{yU5(v=3C0|StkutXkOIZ%Br?rYu;rW z)k9mNflYQ+2npOKirAQGE+sy#bJ>Cktq{a9xV(;oVYBZzatGUZdU=5sI3XQgO6P3Y z-xf8Ss}|lC!+`JTvD4j~u6kIj_e zPruq8z5OJmbb>SQ^aSdvD7tQYzL&k^+rg;cqLHY|9z$w?YNh}f^H1^!$s<|#Bk=ZL ztK85deMOug$Q#f^n-Px*9EWak>axA;p5N+{#PJFR!6NxAH&~v{{4F`a#xLXhsPk?&Yd4H1t*OactRBh1$Sa!^7IpRe^R_~J@2E=ByKHU}^vVMaTN!Wp&KQ^m*L)Ndp zPGh4!(Pb%; z5xk6@x5BO0zq&_OX)=bK28W?M4?-<8yN9h)HO86*R%f73HvzMdpk(}oa24ylC6hSS z>ACuea<-5`_zf=uLS@v8S+nsyFiQfBcMYOfuV`!eK%XUUV{oNav9pa3uq5OqX0OiU zXfMd-Juwr$w}(vrv2PyCM_l`bG~a%+Mzs%@w#DsL=RJV*In%of8st^+x#SO@7nnBW zJeXUZ%BXk8)t=yH<|KkpJ$9LPCM+uU^rl$0KF#-@$j)iMwiJYH`Nt@Xtg6-+z>=uWCneObJ{}(ACy=>+v35WmV;&gu;Y^g9v2fI2#)F7^HM7mGe$87N7$D zp?$HEm7#i;enT^;`-hXBIMLVJ3u(TQ7q@CH#WhDpU^$6iVojfmmweWZ}7sZg0Hdd^}2B+lX5*A=Rz;#d<h z7B>j-XJC}&rZ5hMzqUA44*RjbZ!s_Hc z5a#~U#g0aK&W?|+ldA4pPe+Np39f!~GsV1L4x%zT(aDDWTpXjsRA!KPwS`;Oit5(S zbL=sE7Sg|B`2H!vfZ*;C<_#)|{+)j=a*x3Hd-5qzkpj1}J_*ro$aT}DJXV9}XO_oy zo;95k*_CLgt9$qYe5LoF>#EnXoj|k&1nQrbXfvt?d$)$e$|uIUfxRn}_G|kol%d4x zjI-1$8!4jGhKHhZD6{remjG!O${G#zZx{yB4N^M7|f9`+7@1!oQ;GYlfFA-mjdzS?g0|Lpl_=Ei68g2|sqwk+#C1+VoAwo~lfV!W=e8equ$kcRtb1&VnU`{Q znSt*+uy5vd>H3yzW$8Sv|4ZlFk5j*YwdU!zj^}Zg? znwGOtb(OiK`>j#NrF<12GtP8liF6SrFlSO@JV^5xW<{!jf9*8CA;(2LjWq{hVN`_tC+tJ?MU zWWOrgOC_U45s~X}K%Fp=v8NyrVZZ_KUDW}+q04|sJy0k~$-@O1A@)dTj7}G$4N-m4|L6z*5vm2Z;$kkF}v@;k+vnrpM&|zv^iXdZESP>VEj! zKQ+b%daF}cXHUEN8Lv&rtzX%Ax#{ZS1_Ri8GWRqi%H2_cSM9yaG9cWd^P=BxvA>=u z^#DYY2aa7{)D1|g#s+0{(Bo~I(H>Iwdwj$SkuMSE*Qt&HN9LT?e)$)t}J>#nt|xm7zT z{v6QgJJ#-`%tzXM^b)o+?}+_s205L>wG{4$f?lA|O_A;wO|>;Y&_&A5E@kygL0XQD z#6$v^2`nE96StwN3P!eR$42ZBl<1>b9FQu$f(WHVW{H)_CS*-DbhG6wYw{V5t=?q8e_qkPoKd~JHX}uT z((v4v!pDs(18y(Au2+5bpknLeUBdr(Fd~jILMofZ)Mc5vGaOeBAEf8&EX~oU<3&@U z*Q`%WM~Ath9AxUxr|}j^m0Jtc7isW$d$efVt!w(0s~ZsS(FZyGsZPd4$FnW8QybzihlC{~IUC~hrKv=j*r zg+eJ#aSQJ5A-Fq~VlA#kgF|q4*Wg~#j4C4@oBZ@VDoA-k-fe z@!n+if};Xg&KpVERO?%#y3Q^4C%vt>q0)Na98AB@tfVgkJ-B%Vzjn%;6-`^oE|NP7 zI^Lnr`oB6vPFK}W_Ti+`aI4B`Vf?FIAj5;4W7|$#U*oHaoB#K z_jKQyBc6(Td~@^XYcG+_q)DP>BlF4%QO9_M$P>xUse*UmzROT_dn{@b>~bb?P~N)${*KB`k8YgkbE@Cp7o87|YKR|h^2%dkz2h#uN5twM+e4nB;p9MVVNAo~Ah za$q~5miAIxEROb}R-D$AF0iJyuJ^WcQ#~cbuIc@nm0t7P=2ygfMwtlI!hUroG0Kz( z<_&6JCU4iZnkjTUee@@A$w@6%FOlcF2keM{LI-8$w%(;;fJaY*Te4^XvpPi`UNW|g ziwu5Q()!d_pY2*7(y^h*I9aQUO=kmSvImi^0j;1@RCk<-wcGps6<`()a%qwX&;fG4 zA#x9SX*F^sD57{bV6X;*vNp33CA)2wK!WD=`7yq?jlESI(b|&a9dntS#+gTO7K(*E z$vROyABi{+1A*v2z5)V#@33(@#LSV)yIbE=|FMk?K0{B#4jIhudplQpM^DJ-t#9$j zj!xP8HoZDVB+UTH5EU%F-YpmX2E=^E~3@FfjdrUbo2zjc{R=LGX-?MH;VOTg}ZOFIS0AlD!&g)pOcsW z^XSo@%Y%)Xg7qUdasUolk@-nrAFfZ1k9qwAl8x9w~O831XCdGC6fOIFegQ`(VHqyE@ zZl_?3^tCh+9J;2`y3Oly0fjyUT0%j_8c~xet<4r^&V#PI02>EQ8+qU!; zbKrJ2@|I_o{iSC9KxyL>m^9fsg4)Xl)u4%-fnvQGYcMG>7mT33)<52@4c zJL1c`%r?;&&I1Snd*tE2_yh=yO>ro#vtorMJ^D8a=cGQ(Q>v8dJlejBe6#!{G!lw@ z^>(_!4uceDQcAx7?@gZ&Ua2M(+kIbfI6y~*x#@mj|LhW3LF!?eU5|WcoC>G?{^6?i z{nO>K2zSi=)yh+7s?RcsCjHB)7DvsOi7p&gCxvN_Gq6ma|C-kkoxL&9ApW^7;Et}# zWr=|{TkT6iFfl6-EA~jpN)_j2MeXVaj5M+jA`)Qd zoS^x+-HE!@5P7o0T@yUlY|IzhkJD5Id^%RO!@1cJM;wpOpMI&d9g-6*vmM5@3+6CF2flai7=<>d4^nI^*miv`pfbxA{ADoHB2@spd^~}NB#wIHK+NjcTb1z$Uen9}ad!&HN zbcm6#{mWr*?IVgRFS}Zqrj^&Hl6@Qi!cUB`LH*dxced!nepAKzD&`B@s%jY{R@Pp+ z$I;dglPM_$*`V`M5uD@`+Fj(H(As;QXuezfze{c1*zAQh;p3{|VL6N16QB-D+lT|x zP!~?>;bHolkpv&l5oN~+u(YHvF41zvDdvg8Ms3_0zq+E^cy^2okzkod#W(NsMv)Z2 zE`^Hu!*rSFIE-;dkGu9~1jvT324FQCy(5v9fYEzvArmcLFYutRM=(v1g_B8 zeh}V#(?l|;W+iu)(q!p!y8ogHRs0}wY%0~Az_&F@dL2}b3_RsgN1ZXI&*25rSrI3 zu}_A%_~4jz+0MXtJqnfn3(%V)0Qz^x&zl**$4fW|e!!+E)T@MPOe*i|Sni-!BUd)s zT*=4M#*rU?VY}rgeFNat^9noazq9gBG*N;9UG0E*ebT=Tk?zCynwL4`eGQtJ6s7x= zd6p&p)8;wxMm-<@xgEYO&qGH5@x+ckR|CVHEqAMc;`HE$KRG+;6N`71TvyF3o%rYP zXoX7oY`^-V)N&v@6vow_98CZl%c{RzO|R5g4Ht8Iuk`e~yIvj}Ewu~RUe|H=v_4wf zym=2A;miIts3TN|>7mxHDvf3bgS?~@%&I~6*f1*p<(}&2`n%G`qSgGbjor#J zjDNzi#)$)|c##}B-l<*_GlC^Q5$jL|A=UlphCVNh;Sbs?)E%iViHU1=giy-!M>~f{~*}OHMaBY&B>9D z&IjG$8&YEh#pLt0XteMTNti)NK<{ZmXbgn_|8dq2=|f6x$J`Qxin|V_JvH5F;uUM8BG-JN8|zRAh7=Rf@Vx6nprXh7yeI z=eJB?U_F9$UfMWRvZt7oyQ~s$*Yfy?WU)6zA$t$YhIx`ag8!`G8Lo)a;AtUg6r*$#T_rW_id5nzB4(ViFz@V77`Rb!_4kLyhshF;86<)5Q1U$3an|i-BOmZ}p_GQ~%VyRlv(tXj)P+l=#puFDxcLw%}T_fAZs<-r|Mw%v-C=*PN2u3slOShyz{i3 z6!*2T%IHXQbGo^E2nBs!guX2=-rw;{AIBh<(<}CBn%Thz33*QM@it~FjdHOCKHSQI zWbXri@ndBw{`60S;>{+dnNP}KBIH8_=S1q2f{*Ze!fcD{A^2v-=P8UkY^H!X84K6c zu!UN7;8f5yEakemqM{<#`{8_LE)31mU##A6Gm~c(kN95hgV#5Qc)HQSZgg9)F(VN4$)sdE{T}GUdb$t*N5=t(-g~q? zrmPS<=UM&mVF@*|=_C!k`$}W%S$2g!`wiJ7& z)TKPZ8?~6TcB1_fz(T-4tULsEg0z}4jkv|}H)iEFgP}6bE$g&^Oe{^2%MBEBTiaR! z5Ao$e8)bvmlKFAz-jv>nAV}4)6^;>j zTUVhE`?%)O9$~y3Bv25f1JxYZKv$TzQz=+zTQ^4TR75XJ+LV`9Ja^AEJEC%8_;pqd zh>=f39(T2F29nrE2EO<}$an_0XF$s(WMrhq8O?4ADSkBu0`RVvWYpeRm_NnO)7?23 znbTmC3(T!IhlKMZOa%Tu+7ekKgXRs2gmkzuF)E+7Z(-PH7fsuLe4k&AbFBmxaIka<@(!M_==Z=o`;r7oQqo4!6r0Cqt(Yp{rTd zlU??|r16g+D%M0J5r@E3kC9!82$9R{xOWi=0i=6JM~Po3)2uW@D8S!^^l?>2@>H!_ z8ZM=mI%-pFTRJK0KpRm|#q zo5ph9t+|Y{rse2<#NIfmNv(YNOuBK7Hag8<$f9?zm*aB%jnk=+7w!gP)mqNvaa{A| zlajM-%EMvn#e~(RTW=&pOzwC_D9z6^jBPhBhk!=Mp2zHH0Aw(gtMu0SSrCJ*2OKv z_%dDuAxkj>sd`;C<5(Xw9yV0zM~z_5EZJ8Hq5n)dx-52CS)boXL2B)yt}3%u0i^Rc@oanik-)KC3KxtWx{HjVGfYL=g4 zYxl-VHr|yFwWI4@UoTpR#LkQFA-D1bTNYIxlWRFi*S0tz|sUeKd=hx6# zY*6;!&ZL!?l&;PxEnP+#7#^d zDrIB3UPE5T3$0#LDpSA0<98AHy?b&rJ2`0uObda&1mH~c^;$Iu#Z(X$Byucc7Ij81 z`Z~OmArwmL6DWu&B1>QBH(geE`(w*}$|a(H5(cA(K=xR5d=7jL;WzYKUmgvZUh*Pr z$GYQ{wPtDV;oN;VCYh&*h}rc zDkH^(=U)Zx%L7!b@8jE?j*p-06H>tgVaN`IU3DkIXiC8Z8|`tMh;7#rriWGFzBj)V zGEA1CX*=iN#V?b>2znOkW1Q}h2*Y?TwRu<=^IAfc zV%xm?4OJOO1;aq9`&NFgdJLW5IuRzFWcAMv4T|1AyLIEfndf^}c9q`V_bX2fX2trR z1Ai!F&9T|lWU8OgsK8U7i_DMh31_0HT6NVXrzDr`lIW$4q zahHYePd4}&h!#%o?ze?07_&z|TB9GVLXd2i6KU06kxu07@lp0-I-Tbdh~TNbWrs}M zB+uw$V4&@RT@dQIc{sd*%r^FXRG_nK<7Y^Oss`#BVUrb2>V5wPa`#ojJoe}TvFDa` zy?pn`wF4RD_^U~7^N>S^d2ogG4JJXHKf}QQp>EQLp`zCag!2!;_+WOtc4Xb}1*oLw zHk_m7u_pyAOIcZihvS{*earAL{erw#8>O^iiyd}^h)zWjJ2$k_MVMkB^vd*hcKdSNz2Lrfw7%4Og_KNE zoX6EqvO2^kV>%<84JXo9ETUp}TIC_4nDr;~`0H?NLOv;#s664M&mRicg|e}$yD z1wC47dkuWJ)H*Y9AHTN(+LHHgMNP@~|B?7bh}T$AWW_fLgp73L#n(QE;d0Rpw@Q#d zCB9q=A`mo+(7!F2f_1Y7=>1(E{P5Mr(idDu*C4>Xvcu~|vkHi4gtS^Kdcbzn?j;aP z)Ky89{QUDSVRu8#G(9$vUy$udA{9-mxRK)G87lLn=I`N|y2l-HBM$GZBRs3AUaJ)U zsKq)L40N1F^RFRVd@DO4ti0L0uDSAvVP|83D)i;x%iM+nuVgamn4J`*#{m%I%igq1 zRd{I}O`*DyGYb(Q>th#nsmD1c#r}kM9DibHTBs()t!sw?deL3(*XDa{btP`WsSe6& zzZcrt+S9Jb>roDMt1*pS*0IYzltf4rMz6N*c`Y`aWgiZ=C;?tXGF5~{k1=38@>E}6 zSPP45PWiF50aI+BR6hTZ9x zA9v#Y!$}X9OUyHoH1#+fB9yfp6^?%On%4TbvLd%T1ZpTaMv>%v*&3(Lz`S$rB}Edv z(BCarOJ##)(-C}4g-^TT`v*;JvkuX9_KD#S3cQbRpeZ$w;H6bWmW!pk6zYY>^HaYs z3w0x$Aj2=d1qA!wWCqJi9s%3(h{eDPY}E7Cx?Xig4fLwV>|#gBABtLcj)}Z4!`9L! z*mAdz&E?&UIqx7Rrcq}f`aRh)ib05P-<_@ORd_*! zPaK25kCKf>@T|n?2AF{N$*uQ%;WS>vMnjO*@zebQlwLZ7mrBqyT&Ypz>`+LWRGI+FGg$RmfdpX6-LY zu0nsT_~YHmL-5ko8qF6$t{@y(ZRn%lww~FE?}B>ky@ZEU z&x&0kLcET8OTn^l$PH5y`O<^HsDfYkS(cdOm8LwW>2UGV_p$Tko`L%f@xo~Sr)32p z@|sOXU%m1n#_c^usLBn^>B?hpE_L~9`#NFWOD&Vie{6N{{tHJILbi=Mv8$lJoiqhUacYELsRaMJ&(k#};}inakhnFZ*)>0wf-a4(Vf@s=8P`%6vbyt= zba(BpP6K%+L}Ar(albWz&)aHNfom{i)XTIAZ*VV+N!#r|dced_%cibR>AK4efY$t@P$dqOEDl-ss(DyMYf$vo~nRdYg8!lmE~@=Yb{%v4jKyicg5W6wIz^I zs!mRXB!dj@is~FQny)^L4rx2ucP6K73i#Zq5|#)tBG`+jG(B7hO8l!TW;_Hx z@>g&MZlM*sjZMl66&75{hB~Z4;D~G%6}vdA671@LXA08{g+E^dQ?PVJV_#)$B9{F0 ze_`&hfi!&_o1ve=s`6?$ZYRPNuX~~?=tQm`0e^~$?OucI#dJYmBz*zXSRx*!VW9zg zw8Ppmn47lq&Y^H>Z$E}@iHM|vH_mce2QO)MjN#eXu{%JIBO-GtZkv!XmnJY-$jouj z-WnMWUEK$-+t=`WkEVlCpd>Wd7l6Tgyh*PHbJw!{&|Y1uT&mwNaidk5R(c=dcEFNM)~9q)&;o9EBsOujlb5cdW*Qn&q^7NaV4#but7*IbpRf z1Is6%$sSc!;QK06d8AvuD}B=#95ZIMW!?;}(=HpPV!fR$9pu%s9|ikH-ywT7b_|v^ zt%al67Q3(D&ms|g)&GuH&~vjb=x2-B&S}4vm0sp~W9ZR`7(7=hJVX}l*6iE_bvVAR z{Nxfpt}lm)TBnjp*B~rtIx7JNx+Pnn#k#t82=V1TN|D1+QiJWQ_!o$0H@3K^f-kI1< zyM!ck+g7*5Cql{4M;j}v_Hu*;yAb*Y*^(#xf;KGj!aw|DI__(2_PN8HpG?N%@CA2okQonp@ z=QHd+v{#%d{8eET5XT%(D97d^iWhmJeH1)Z#z7Z1F_9XN$NH5}E#y!8m!v)+w-qB~ z*82_Kp3sN}tb+Xm7Yp0s?S`%T<^vmXFBKuS=plaFM|^Df*WIK3?ZA&gG1}j{wShuD z+H92L8&MAY^lTK`xih<`YTH?UpK92^I&n-BLnDvoYaw$Oiwnjmt6pviEv}^5z^32^ ze1%*xK8v%QejxkpCjI=*CVZ0n%pMa zm0;&gS=sV=DqU^FBo%Eh%OCo5m=Z)M3G|3<(ttH!#$c}`Bwq@aLN)S|)NSAPJF^`7sYtYAEf z!bzQQk`rsuZ<~{WR{|%JzF)z*tXG~vtkX?)gMpWkrDXd_owT!r|H(ty+7Me zcT~^$X9g&6j-YD0o&G{X%^w{)KmmPRtONmhdh^`g_^y6|6FA`0Ft{yzN-Jd>`S z>tAS^sr|m8udWc{mLDE(IDdO|EG^~kU`O2BGzx8Hlb;t41!AjYn5$8rspqS_!6Ig_ z;vcJOXrOWV7ExzAVPSy&S?NVsXx>4UN(Mx22y-Wi%^~aiWB?*KxUpsELb#HPu7;jp zKoP%PCRlQMe?eyWX}NNs(bMCFSGXHSQRT1Q=ZgxBbtkB=F{CHm4Uq__iQYscDTVNx^D+8jfm6{pIVK+&NU$8K}z_+kCLs>7L2{E~`EK@+&UB#Z!Jl`sLfzrU0mwClkhrKA(gT8P3~GwkABBX+=Ff5ypewip2?_Ysel4OYadY zpB_yCRY5@usq2O$Ipypr$wAf+?tT%TYEGN^G0lv>Bhoc=Ja#a<$Bv}PY?0R9}y_iUYdDgrN&u*G>07R5%IXWw#&0qy`t~T0>T+d zCu>t@`I#`<_dQj~Aw z(f`9J<_8IDLqNw>YX_BsL!bCc+HF@d10{11(z{v<dXxX!WxPGlAD>@cVv(^-%q1&sj}MQ-M; z!_>e1mP-${RK-%xmrJ@W08<0brK;YXOPGQKa%wB6emjOi}0+Wlqt zjiCLfIKD!dPnFgeU3lu^0+wCd4NVbc91Rb!#!*#`ezu*mN_9a#M1||M^gt*coyiD+ z!a#g~T%JrbgPW`CKm>ae_0ui;Q#SHOLZ$b^3xO9P>CC)5iDu3(CLLX2AKmx3D9l)v z-YzBpxTaE|<{-wP@1&)DG!4;=KM|5o8-^^Sok@kV=>V^j*@I|?Xoy?W9v?q65xSDu3n4przDg`?`?U}upo9QR z0>nPY031K4J5Om!*kfug+2Z!&>`{N)#t<|z+xDt1uTvCiB5zV6zQT%>zvDO^b3o9Xt-(}O9$NTn`ixcu8ld<0~bn6zUPROD# zkZ8^Ttv9SB0C~L`$Q?E|_9fqGZrq=10{QRm3L>n;K5JNi!wQCB{l!HFo|aZtlVvv& zKHRr|6r+Am&rJVXfjRF62ujaKt595ewdvZ zMx0U}J_}y+f6+kRN$iHeZJNBKSBJcd`J zGa6AUDN*j?2z0JyROBY6Ml7wDM?OyJXQ%1`_U?OAg^sD1Df`(5Sx1EbPZq$QFh4_P z+GQ<|#U#%9$<*THWKMbz!36POXkwg{x&p$sZFzKX@Vx-+8%!ZD7&XKA8q=KEwYF5x z?vR*id%|kis(PV#nMjJ`75urbcg}Oc-@6R2G07*90NRh}8Ug==0RNK(`R_gS-(UKn zxS7u!L&+JFzaqaapTkf*NsVXEx?GHg{yKM<1MmszP)ZKR+(S{R zCfh@;udnwM7yKD-+5%oBBKD~)x;ypEvdh5ynE^5^Z9%SFm=9d7&&lcZXfA_M@i_+m zE>1FsEG(c^IOTWUuC~{!U)|-(><0m=2LewCjIU3K2(7oT{DKXv2Fnd9Z6Ejvg`vMu z7ho16Nnv%v3GVWe-HrW*{AcTsD<>UHbx8^A!YF9m4cqtB_r4lmgDQ*dWB%uX{r7|X z|9W4`gZx@B$?-FdAnW8i_P4cJj?9EL?{W=|N6|w=A80&A2mR2t#9#4!PEJmKkeECz zEoJ*9;3f~I!mEzJIZI^MX5+4@*`jDr6Z+g~JUoqf12O_ z-EYc+&=pUb-nWZOX@@J$qd@bB*oIdT!sa=rQK3A^?w(I;ok3Is6DBg}m8-k%H)keH zTG9RG204EOR&E3kTv_l%q53ugH~8c77Xs588~9NVMNy)j#f&tYrJ8o^6)NWsT(w*Y{o-^h-Bi8E zD>4i%o`LAH7j5!12G>-p%)V`MQ^&<*PJ<{79_7oTHditIlaJ;fY&HMqk1yZMMP?8!2YcFy}d9Rmp@!%=!Zc-_Og3swbzUm`wF4 z!4M(hImYqf8J$|Sg@yfR)P~WLR(V-jpYWM%kJKuh1&I_q8iVWV-8HJFaX#@|?-@kx z5~XK`aN{T+PjouUvH6H_3m(dMFJT~@xgC3FWCMjt6{zcjR?-?im zFYjmh5j93<&w-WNF(`BTbEDs3<~R2i-v}u2>{oq5oh1?|6q;f`>#lT3OwMT<*|y+V zfg2?$=exKt!|ZWbAHr4SOX9NHTu;9)mv$Qr-rYS)#3lm_gcCBG4A0l>HP_3)3VBH} zH-LmvZqBaKEJU2I^@BXo^U22K<)Sb$#_4Z6FK3OS6G;h$)e)7G9h6Y|Rt3Y0;A~(Pxi*oOKP>z@gDJIUY|7Rq@or6bmUJ0$Qi^*Q7Xa$H>VkWQMrwk(&oQh#(W+6uoG-m};Z zOEGKVOdOFLSvxPQj~BH#Mk1u4|I7#cTi>+R%KQ3nFOq!!mR$tnVW;jFMm2|1>^Jo-CJz^nl#EOjW}1ZI z>AmM`mqL=uUoXCI-9jBp?Tdhl6lHR=IW~6#+Wtu;B)>MSb_?0v%$3;7N?WNn{_|>9 z9)*kWy}4!5@VNLZL*XXc>8-N#qXY{L{D>KCjbwJh^RTh$f=G^9B+a*OdzZul!$$w1 z0iI|j5r?7If6pi=sONUbeReUaP*_(Fvr=C;nO8{ebBFIGSa7fl(g2FLO+bc}LLX^e zlvL5Jc6)-$BT4HEe}~P-TF0p`?|g4OY7&P*bRo!QHHwFkg$NGYosG1q-8lTukr9fN zOrEx&GCzgWwEtP`mhdhnsb4f7<5GfyO+7>gpsjL1uAxpaoQUl8dqE$OO7ibNBLDN3 zwKT{n()|rCbb(CVGfs9Dc;aoAHzsP;V3JrzJ-sr9)#2SiD**vKV9HF1CM1K~&qa}+ z99BzUOHD&4FeAlC{=@6aoNJBaqKBYoTG}g(Ic}*}^lFMrv!0$lO&4SLP)15mPX`PJ z9~k*>i(xnVHP~c1^6fIFGYDQLy&t3OOK~%++hXI)?Eju`%T{lS#3@}m>i>UnO}X(i zSNX0AItEMMD-06WUoxl%dDbrSDEG8eA3y0>6*rbWIJ-LcIk8`URj?DYw6q-RJl~0> ztr>5K_a)XfB=^Rde5}iOzP|jE##mloy}J{URRjSCfbG>PTxd1vYHA#Q@yfrYHQ3!d z+v~0NR44<3qb(?WP5{RW?6@&j&zJTNwJ0=-XUsK{eA_ za%8>|DD}odA?sB6&+GS_bwrh8vwtS!?)Y7lq(fOw!A1vOP0mf>z*opR0avbDNeMUd@K!5TQj+Na9fE}*Rxg6awrQF$NN=dr15y8&HB*>5s3WO&9c#!S{JzZ zQbv;)IZ35u6j?^8#_5~o^tD!4@ebdw$fC=7Ak;uEM!LifXZOff*>1GpP2wfC%x2@$ zX@zHt=s@9E=C2f|b-FwH!+lFrzW!ve}kTQ=0 z_S?1QIwB~>%9#x3Tbmu-c}UX&yQ zcffGv=TU5!yyKQdQRa|vJ!MQ)g_kK7g7}{Z(cL*MfG?NRYgV-4uy?L8b9GNGe~%_lglZV)*YPr}T|q)tv@plmjIqei z1L<}2Ag{NZna%UYjpH?zP91@xz!)L=OZnd@3p>n-4kINl;+0v?ms2|@W{6|qhr|3o za_7loVbN<7Dl6}X;c1n?4eW7S64;oPrGb&G_eqY)$16>Wg5dP!K_uQI|dY!Vi{&?;abm&sF=s?Jq?Km z|9m}=cJ$}PHGgWN^h6;g$V>+Fp-o!UT;VUFKl!p%pFze)N4IIP z#C0<;dsR_NKalMsppO81UK*>JtATJ;VZxf}la`6gq9s&uQOX~YL6U7_V)A^s`GcEW z(G9ye(l>hz7pY9UY%C%!vQ+~GBtTt-7ikIk0z5e19=5g|GX5_{5pHDpPmPeM##Io_ zr=T~gn{ApVEd7IhU$2@Twq7eF`7x5XtBIs(2^zX6c9|i69;1_tED!Iqv$0VfcPi)Q zg~BsiyyUb`1B;p)8ya$}=yDA=>o8-R@s;2_k+-wOO0iW|%-QKNA>0i@u}YnWiD*d9 z+GhC}8EL-cVmqbF{1*F)WusZST-?r59%gaiNO|e19`UR?uIW;>(Xsl(q}Ggzg8PO~ z++*op$kASk?n$O0x>=~w$;we%bCwwHg)n1%fl|)DFz$aij_D&J-Vxwdy9-!3UxPJ1 zBL!$J^3E8ZJd!|4T==uHn?SU)vx+I2I~R3aq6n-RbSE}>6i~?+Ml-V$xpNdHwbJt< zth+Or=*MNLWYm}3yh3q)57Ma|r_aFvXjU>z#u5y*Swn58=b)F{tI>QgNI~08{9POG ztD}OlWa$tuqakRFY<|(`kYg6Zt+k4Ec`NR7SIRQ5ndsskR7?M%HvD!|P@I_QKxP!5 z-bh~(rcOR- zgrKWv3Mx8^)IV=3*38GiHHZ;6nKz~P?5jz>Im!Rg#1tpF@|#FOvO1@fpu&T zWL@Yd#vzm`ad?C}Gt%Pc8W!f{#j3YcbWUZpWpvU#xzPO4^`(AbST|VqnJ&T6cjIhj z5w8i{sIPj0xxm74ZK;KlamRGu#$u@2o_N{>G1eQY0p34t6CLlqp+4s+=ZIwlPKFII z;}M(9u#RQWGfWS<07b!VJJQ6^?V3K6|BLg$^!Ggc`5eAgG!tE8UKSd~GdW}1KcnGn~0xQE%;yX(TeJt3I0OMh%oonT*0lv0t zANUK!OmnBFrwiT8;OmR{NgBxh#tM;(&LdJVw0@@08L9w}r~krHOC`ZdptU$QiDfGNJ;B=SFfBoLI!I|K%E7w!7? z2N#|_%AU@41qt$WJdjAsAi_gSU!gvwD28@T#Y->FLbsZMZKQgWJwUAVxa8s@8q63R zVip=cX_3xqio>rE;iBB5#dnc37b3+MYfo!Zh8Z}?IJu}&mc1Ry#S=Ou0awmvu}n6( z-m$>9t(WZ>7gBjck)Sx6^3lAuXHq`LiSSc#JYbwoNC>ib=pOXBq4bC1DD$_Rj%|Az zu_^cJASvGWy3I7ZyVztYBk5YZJ4LZ@o94u0&Y9xXJ4s;Hy`j6oA%UlX8Gmk0vf0ht zT&d2HgN*tlazT>8swHUQLI>gNl5fbCbS5wV0^j`AnOJ%>{3$`N*g4hjKR7kcv{Hc0P*xJi7nmz)KTW23CfZ z0BI3@zJ_Fu`&-$x)l?%V*e0|mPi@kQY-*uO&Cd29Rzn7Q;au>=oG@7&o!q<(UMQzu zu8G70G75Ue2OxHrLR(Snt3tAP^fihWe!lRU)becWQPb&@bT6;{V5m6k<})P zPaL_B7-;UfE&AB-3j<|o#af!ce@jtu{&zJZ1>oNvU#va;Ys@|`wI#eOqObiTgqttU zPx@`G1ndA)U`dykCB*s#BA%ZNVhgb1B-^+)}d;I0_-7#m9h47aZ$;t@UD@ z@UEYWs!gq%G43vPI4sNu&>m8F4U{V1f~#A={zp;MQVM1P&X-(8ef5La&X-d%M!HGh z@32ZsZ*kqSDJ#L>4|WGT-;T!yc!-8@p8JQ^;fhpmf9~f2t*B?z&Ov(BmXzROhysT{wpesNN#E9Gn3tJg9ziF+&LgM@^$!hbL>S4ZzF3bM_`fr)xxVcp^cx2!HW{<;aZtXcP7R z3>1-LDlA-#b7b9!0`$D$cK_0SWtRHbKaA|>RL(W@X@)H{(`RFD9q%v7RxZnx@-30pR%@zy;E&~8jy#F)8Lw*=Ctr$b-2bsMv>W>EgtMs_0Aem`n*eUCYD@A1I~U6 zBP`|=Tkv3yhvekYM~ZBp$sKXq>s12*!4iPQIwIj^D$e-0*>xrUcg5kbsD5{N!dY_I zBK%nHVZj#RTbv^^>9GOSt}m~EHdy_(FCN9t%jxHAX3`>vBKB9Z%365z481r=cuF)~ zmt54w&+?2rYH@_`rG&?zyMY&3%V`&KfJr#b6u3#NFwz%oe%Zq(YiWB;4gjJXjqhLB zU-@&}>rU92%xyIdiz(^;b(@$G3ua%?YimVYwUZ0{PPy{@a%JH$`nW7zq*dWpYYC18 z&D4%^H>fQE(NXnJ@K+l~T$)?w`dyku#D@NbTH}8Yw0<@L&rnC*d*=w)Q*sFnCw1g3 zrF}^ihu;>;U!*1-<9i~j-M`Uu90TL_(_f$|KjGZIn_@WgJOhZV$_o7i*=<}6yXQ&$ARTGhB#Q;GhLZIn!wqq2dDL^u* zeDV?FUAMjrLP@WsPaXwB!0GISiIzzKs4NS`R0&T2{_eLz)8>av zOl>x7+HHhiWl)B_nSMLX1DpxEe)r%&^1ldsr|8PUu3a#8#dazctKy2yiYuzvwr$&X zQn78@tk|}#UiFR9_8p>cS@Mt;EH0)uTUuMrb-foT;A782uLqqNuBvO0jW_nqq~*H9;kZ9zhR3xSH^F07N$-!V>bylr zJ0jQfWPLGTk>`pGtJ+VXdfw%&x^06gF6U%l3&NbBKV%62Iazq8QVCttbNjpLTp>CJ zw|6^`rt5w#?MDZ8u}+P`y}M%9vGOop$5434yW+{u*9@g|W}NK^7Z(;p@3}C2$o)qSWT%X}Us31d^g$Cy|We9C~O;wU$k zBX1eU_9C`4F{vkd=i*#3Tn^*CrzS}1+%s67X8jd7(ec;W-acL!SFs&msiyXCi4wyU z3C7rO{Kn%V3 zv^n77BM0nh3tSncZ|4=jVT+NX)w+X-dPvUjOwy@VjG&?fz0V8AUXfC-hY2OLxQ=g* z#hn7_+M%P66aLBcZyx-d!M%^XKc17NO{zCLab(s0dFMUyJ%xAxdeITYRavQMFuoN& zz*oCgcmO0tzwLtQ=f6}E-;nM=K}XFGuFH0YrcKvupf{8HN52Lv?dtID?@*|12)DzQ z9*91UgHLi@OFgc4ri}i)I@`Uz05(`u;h3HlB32#egs!S0%<&7a%ZpuZq2*c~${&Zu zU9laC=vTk*JJaz9J&qV%&#o!F-t9sn;Bd;m5BT*o*;h7IO%X!;079Ae_GAf@F}*vVX3Oku>74&S@@;;;dN-XU zdtD2ra@YqAz-P(=lJlGF&wFML;f|hc*TEudMy%Q<;$-pd z3tV@lunY`_QGoa3vGdl^bszA$%`!eyDO5lR^Z-dfE&S`Yy~BP(z8yVlf}2!$t z!Fb+&m+JwnB~R@b2^Z!e0q6^3BA2N4ol(5A73jj|&K)hpL)N}&VjqsTLz=3lQv}+m zQXS92NyG9QRr{@HY`rJ;O*LZg&v$D{O-)zA=ozEz4J?it<_(2k<&ib|V)>F<-QeIZ z%m}<8Dx_Q6J2W329j@Vnn|jTidYS{C_#6E-W(&Bf@5A`VCnvRC5_05}TZHE-T_5q9 zb8<#+Pv-`$9}^2DUyp#bxb{^{_vL*q2={zgL)Gl`>S{8X%#h=kJd3wi0S?^@w5bF- zm#o*lcDq)c-~T9${643gi}!Yg1i-_jhW39%O)Wb9%^5_i_?A@trLK8Kbk+lRG&ncZ z5Q#NL@=$;7n?w`t`m1{QxYa-t4J%<%+311V3Bs77_szLNMau5+R_!iIgK+HYeK`_HJ?||p3s;PpG`cxO@d>enzYB!l z;bFEnne0`&m1bFo5suzr5EM^m35fLuGV+u6Q`hCk@;@)G)Z)XZ-Ka+Ut$&ufBz=6J zyUyc3iAtdt9M5+WC!LFzaC!@XlP1agW)tfM8|~Fpj!I9-E$ZEU5})R zpj(iq5!y6m4sV!~`>&uv1rKeCI zm0tbIU3?LKe9(PON(bKU9{h~c^>v=g;`7g=p|0=Sn_2E>W>s0A;zZwkC{Y#>yS{U3 zhQ^WzbyuV#@!l2FPB+*^^Ek!Y?hd9s-2;BYwYEz+> zJ?Q8H>XV^#w13KC2=^=Q(_Ub@F+4;R zE(5fyXLlValMFDXfWl_!@S(QD9(~&ap^G2TcT2dky_Xf8ydn*wae?_cJtU@ z6l)mt^>VI?Y9D`2PygcLg3al|H|FE7Xt~N~cE>45dEV#>1&^;Bs@hS&raOl`S6XxQsOChq1)0}_yU4%ghf zQrWEuFWWZTAA5}3ZOqz=s|5ocF!UqrF@#5hiQ3gK5+@+WpIM&js`fv?g^iIrY^A|x z@B+Nnm>qTli2(U&A=%GzeOT1OmZ8AW6Z5JrG55I#`3^V7r6%U{EqnC6N5@mXSbJ21 zHMtFV-^!r_mv7geaJ+o{-2KlVlWp0vUlz5g!WG6ndVALUAyx^;-18Z_K6*&F*iGb; zFFJ3HsI>`Y6R1`c6iR1)$#Q=Shas0q8-$oyzngT=o}T-32^jtM4Ly^eN9G6E=G6`| zZK-djx0d#a_x1Cn-}jgUz_nFq)9aC0d(L@wSRPIF_}Q;|DB_ZF@S^k7sB~Yg!1M%u zRnK-jx%?!;9JZXN>#=$mep5DTu=>f61nvF0<25P0>bfmUFLu9rQ*3(Pv~JJMZ>pL9 z0Z8eEU&aZSBH9xvR_!-M2)LGo@+RAKtv>n!FJ2RKXJSD@#NZ*SH^Uf(!rP_biXva8 zJkci^E`q3g0OT;|3-VW;x@j(+zQ}h3vZw+9=>M-U_5Uq@ z_6Hq`TyNc!E<3t@9fl+|Oo;~Q2cWnQ4(Dv!D6Fva|D}tTbiP;Ylwl}_i=S7YiI+Hh ziEM5u*idpM+&iL=9ZeL9H9_8OLDoV+FDG$e#O@OTIy>&`4^72IlP+PFTAqbLVSrR1 zj6>}}Y$~KgL(Ue4I#&B)-$NJ{lEyDz6HdwGP9pEc=C1B990RZ#@4VbJjy%EF*I6V&0Kw>bGcg5 zU|p0%SvI&jwSFNv5&FI>?QXj4H$EGa7I9anN$(Nc@#o)gOpS-#vS zUe1w~H-~sOIi9YBCfWqg>X9?IU{vJd!!)qQy!9$E+8-|797lHN&_IR2?HBoXB@N~H ze_!&$5c7ZkuDbLbX8yuNPULrY|2T9(!M%aUX45TlSB15iV>)L%qCaTc`PV29@b0fM zBTfJppytE{7l1wa)3oOB#nDj{kDnU=@_1-ajoj#Bex!A>JoJ-Pd-ajOK*zg(LGj+~ ze80P^`!rfuGmRRxFJAn}o9wZfH1;0`Y}1ZkPN86zaU6+Pyt($U(wGc`kgHoAj&(Ew zo7)0m&7C*A{E`1kfr}do1%Ek&1R`Fflph1%FUv^kGZ*xU+COE)Knd=jBJghBtEAfT z#IPQ@kd#0xSkby{HUk4WgRT%V`0EGq(%xT@U<4+R=W?{d9@s3^AjVbV5_7!tel(Ypwr)K~<{xKp&p6GdFvv-`lhCt9hcb&l}<-WM>XK8Dfq%^vaWY<$EvS`{7Od0?-s`E zWO$?F^=PcBv&cPV$t>i^%9}2k5Q1NCP!J4zgP{}tj}5*59(&n!UYmzYtu*%^^1qiP5#~7YyfP6F>Ogj>5n0KAtVpNM4_> zHr%L{hw{@7r!d+_?KNNd)x8f-nshgSWeYVM(P=iWJ!ixdzd}B$H!BM@yu@~`3%MwS ztlDV1th1_2cWJq0VwLY*dv05_h&j9ls0YpRA}o#wwHE^vUZwI*J_d_k=HXdl`&~}F zFzKBsM^+#OlX4yA$Wim(J;JblDNm3I#8gs({U7r$fj`Qr{kug@hrf{@{GugAMT4&` z;loJu7WyMzIjO%t%70$N2#Jn1K|NflER+x#QJ)Z)n!dxdvF&jLiw}XNJ-_eIrYto{ zwldY#@q%hMLFsuK+x>Od&G9G^>l_;k!83vGS9iez*eG}J`xU;v-dEvV23~rthuqc( zu|2}^;Xeq<5>g?uI-jbXDPBHf@{06cTuMLjB|~fQQuZ=NGBkx$5!r%ZM(ILw+n4I7 zn6A~R)jPjNbNF7%ZrKWGw(<``3L=g3XqDJ>Y&GxMOA(_*JVCnJaO>&c{$8%{PU9+y z+TO(^pwsf&j%B+}@z%a)>{qR^>-JRpQW?@$V~bo3|3k%MBa~+LCVWRfE}N)lw;_G} z@BVMKFycCowg+SK7kYabHSEi#okVLPCsB}umyhRh{lLLi zJb?q-_{We}eikeV6-$F8o$L7oB*B2C+ z1}v0af}i6EqLaimneyjo$pZNq$U)koZBfxi)7VTYM~8#vwGt zpSQmQJxLj;Rq6H?CE^QzW%Kg%O6PwJp@7mFu_$97V{F2TM&MIO_UaGH>`_#!%2s}_ z*<{ASUG!K2bfJQltMx3>wd-x{(v2>y;lHsD_K|xLJCQUz@BiGeL?W-55;2%PAKq4t zIs+Z0dB{mK7osf1@Bw6D^+Ed)U5aiGEXL-{W^Gt^2-?)G*{sx@B zC5A6r`C2dCzpzzRoz|hx9U+Lf1_UbLpUgU_VfqX8T$}SHN-s0aX6Nk<0Y1!*Y63*x z*Y)+b$CuWlPT+tifI-}~RxUasXWh4I!EHovLi`_s>i<_SvGq-;`}Xuvg6&G5aVTA&=#pVxQ%GuLkuOD8 z)`Yf9?#=dNc@Rf-d7}-~-t%SRwp6b^x9I#RGmR%PMu>9IXs!Y}1#1xC%<58?%+aZu zELTZNja<+@|msz{Er9-)Olm(Dqy2=5TVIB^Zmk+a{6^^Y0&fX!5cz#SK3Sa3wsh1X=`nfC%`p#4uYE@}Ow|eV@EtZDgjSEa z$ia_vC-$(S{i!)}8Es;=+DOI<5hR5QP6Fb}A7M4yOya$9^<{vuQI1ca-D2r1V!~P6 zMGeLRI{rbh#wN;?@;U5=aj4BSUKCVQU`2a0z-03^6nCNQ`I+LIYBUq5>9i%WP+!i` z8QVC=V9vmFd)xLOps+urM;|aaYqJFBYv^498nHK+DbvPYdpm`vlgVNCiG^hO z>eIsGMd$D-6b)#d^d^h^zV>14aFhrooj=~(B;Y|Jls)5XzkKl{At_abEfBKh;W24r z*LmqhT<0z}vfO2edN*fq#fP3e`g@a;+L76UKLvKVyh_0oo3CAu+d!yPy$`eI)U%R& zrc7yNuE|PX2Pe{aqN`&dAE!Ls9t*O)2oFy4UjLPHIOOTmR;|VV+yEi}zc+v|KkQVc z|6td^HIhFjBZeVKE*x~C_EJDO?MYkh*q$O1EXHV$R!tW9HM8Y&+|sDAajaDVf#=UZ z1hk&^UG3(PLv^e*TW5I_QQsG2FiVi8L#X>XeKmZ!nGh9!B20y4#yt&fG+L_t#EH-- z=FTU)mNSPCNYzW9?j#LPJ;D>QmAB2H(1ww&smWsU@{t}}A zs3RYYkF^664tpNTSznk7Y&0*QL0b%F^)nkB$psUCSyT2myuPWWVg9(tbi2fqPfy;6+?uN)&cW>`a^w*}+oz)uC! zp58x#2O4cw;M+s#buU@RPII+iZ4_bpYf8PiyyiJRDmxDBTsPmI7foJX(us~b-L2uN z9$Ovpj*~Y(avIFpL%JL@t0?zKD6a`<%DVg8in2UXKHlsTC=mn=k)sta$HLMMGuG7! z-@VFT{`l+<2)faG<_-+&4q&L3d8n=gq=dpYwr_ywoU zF+H$vYpN4=g={`Dyw)b#RQ_4elznJ5xxhlNOu1pwzrsVyWnFf7qW&7rJN(s<79y2b zzi~~B1RTaq?iFhJ-2~y#up*6BP{tOhza{RZ=8Qdp&mZy?YD&Kil$ZLebwJFjO~z(qN^pvSI6FfcFAtR($#X==3p@xu4=Dl z4RgCYI!PX*N~cG}LW7oM@;w1+_tzR7FP5%c z`(PK&7E-q3?Ezif)R-LX)RW9&p6f69sUaXJ9cC(?Vk*Xq>$-Pkr_|vmn5R52t?P&R z{5x$?MR`Y#?QW;H;SPEA5>P=l2IYkCJiqKc zdm)tYAbomf9}%FdK^cXU`IEa|Le4@{>f!P;PWa?$kij=*b3eCxCdu@Dy6_4z=eSglrXbia{`uj_xZG zevG9qLzZ~7N)D&2`8HX<+K?O^q47Au=$Jqp7h}lP&GkyG#~@a)w%WU9#y7S-RFxI& zt6eVi)+ zbyv&**9B5@NCavl!}Py&d(ihB_E<3gI$^Edx69FJYvo@MQIKH7kz27Ba-Nz!5UFcx z+_4k|iHL@uG5b#!Tc5f&l2c?k{j z7Rq%vy+8DDS>60-6I`ALir~qRAxDcGDHyW=Y&W z*HIYgyl>)||8Ge3ZFW`n$P=o(LHImo80*uNW~YJu_W=S~6c8L-vjRENpa#=*g~p*5 zviT|1EuYs8@2lP*9n7(CHn=)HqB);Ml5qUrs@?$Xg7Fj5b+fbkF^3qUw{+<+FqCWM zJi45d({_i2r0VfxInr#QQsRfK&n{^+kGtZr?PXnXRYR_7jV;4hSBZ7Ji4+bM-rZ>e z%n@`$7ls`M^wYj)ewU!_k2=b)hLju&hfBmU35xQlK<)dT;0LdcUTr&PbPc(T122q< z#`EnM@qBgIcF>b^!@Sd|lW)tEUp0cma}b|I8n0{AqXOKtRqT+dS zSY|_k!vfDo@21&wHFN5=eHhwE{Xb5n|0dQVQn1S4jI5|Rr0>S$QrLb~Dm3DyH_$7k z_t`33m)MnorbB=AE1AL`h+gbI53dGY4IyZXYqw%++~;OZ7BAM{eq5Xj4*%{jqT@^Qq^VHr2zpeROQKVM zLg`Q!Hihp;p)5H+99rF-X|ye;Oze*KkTqbfOfXxZjKAH-+QUnEYYdzsO;Bb(;kM>z z#y2LW{1zCBZv6TKDvY@V-+MQFt#IaI=t=cZl_WE{mprCAClAVxVfZ&Olhdhky+Y)r zV$N0MknCgElZV@O3q=4wpXCazc9YL50A<0ec7;ml5;MD$FhboSbj-F-d6ItrkRe!| z3BxFZh44b=$d$7s)V(~ddJW^Jgz=%g`RmP>$EZ&Mo&AoH%tD6t)Ddql_sjIJDai9+K7cv!^t(P;0$f&vOv6hDH5OkI~M!EJk-_}oY^mITr0;J_Cgc>Ek6wV><=WCZ`b1ff2j z!UJYZ2yt!jsGjjh52hiT-9c$kAvQa&HR#1sC1xFWTN*3|nSDr~#3L;&nAuV#dyc{8 zD!y^qU%qM1#J2?Q#6fBCg}s0WQLVteIt;`5ynen3i7!qQVIwQq!LFL-lr#g_s$!&yta zOD_0oJezEnLMr!>&Py}q|Mmjld((g!>F&`;uK{tTXVCI|U6%#Z;(Ck2RM4HzjE|2m z*6nkPGKN>K6ZL*_j`>}8z;Q2vVH4SZNVr43+JC{%Xaovg={o=fw?M&80SThJBuT#7F&(HyL zPgs8$nglQyczHLz;xTjl@P!?EszHu6l@5`OVJoKf=SI*j*77ycK}jUt5B7LVvHn2t z#ZiB24kO~?2pCNc&zBrAOm&Fmw`D|0$aD;O_;YR~xMIa=gZyouWpwyQx7qJw^pS$o zloas`hOoGJ>W~{vR&uNPO3h3&#VYD(t6*G0uZ;dBz2Et8N}l%| z3nU_5T0R|k*bMLC@hN9rT;ygs8fijGY0{wRu%0y*ND0Fh*Ql?OlQmy(%@4)+=)LCx zF^n2UXrTNhDYBPqJevtp5|sO%=K)|w-kg9@uRKHB3ZtrbFmkAf@A0jS#ctk(p(z7D z+z0KXT!bnKqj0^^>|RYi-3pkF+OgIw2dI+wA92dRD^S8@5Q})cu1`TQ&ET|G6~f?u z0i&W)azz=D!DY15=(cA_RJu^E(h`$SXG=QmIHm!x;{obw|6`m%rAFdop%R{$ZDy!& zHL%zNz%@cdF3V3chw&+rfPLhQbG54L**DAcf-kTBNYM_opG=jibA06K?#~`F%;O5t z89wdgGyVzfXyVTT&hkbs!xMy+>Yj86_`ne${30IfWjxv83X%keZxByOVh$-m1fXL% zzU(jZNh#&70II-l2gtU^(aVD}03+BTi2f_V4UBwYZfmpSX;dTy#~%-Nn>`fy_LlgwMy zh7*AJZ#1n=|DN9=#%I+$<^2eHoU_nEfd4leW3}K9)rO?xF=&jzJ~IOp!;h&kjgLVUaX2|GJq%6#5OCLIZw3Q0 zgO4%$Yr}yO{*@b5hj?%6JNBr^NUEGO{4(#o@UXBPXloL)zs20=Typ%uQNnU{Y2I=g z7xblx8ou`5`FKk?k70!*7l1IGI0nGHfY>?d;%F z5;TKg?a$&fC-!Rv$H7}FES77}plj8?C8JTXGbF>g2tLKu+t`Ed|9~p3!zCppZ6-3W ze5#pWL^i!jVvC3K?`LFsB}XnPcktcaGA3h1i6WArkT^{L#a$uFA_3H)V|t%)Ca+#a zwN{J3V%%Us(VhsidGTD*)Ko!nUnZk`(JwF%e_U@d;XsRra59C`T+EfTj(z4~`L{k6 zSwl1mm!f~S)zN(B;hf84<&Hzp=2}wklEwP3Fd@%Jk61R^C{L;d*gZeCI4wLDJqp>x z!2~WdN(o#UJv}L9*DG};a8pPV!hdeO`j`AnM$AJ%!Vskd5qz)0iEmtxL4xS*c!1`D z4!7qG_P<(pUYDwBf2b_h+0n3G%Hg%#eS}9}%%xq+cUPfU=Q(>_!MmJWz4Z8+{pJ32 zVLK4=I4`fo{ZZ@W@RraK%oFYjq3;kn#1udeuFM8rM`KO}}+pUrlAAv+oV*19eg1zCf; ztF@yR;p^qEi8m9p`+jnIIn#FON$rX|Uqut%QjJ}Js-4g8Kx^7(`)2-x{qi)&P=Xds z5RP0EWB44V1UjyVz?w~`fiBtGtW&_vDg8y>gdD?^Lo z?JCzSiI@}Vqb==8SPGLVjOn4(t`4G2G7vjlAvd{R3_TIs-T>kboxxrC`b69PKAHac z9^-VjB(mxGNz<@zo-Hqqi0u+VV@qT>KYsn&|Iv*YJeMelf(}45r_rMMjvOof_ae=I zT=hOuBj*oAr1n4NVnIl%m=I)%##k{_!q+1=nja#v1Y*ISZ*+)NihTiyXe`;L{f8IX z-jT6^f105O-wRd?SA|Vz5s%kOGTS7^{)6eDOrN@K`R6SxX{JhzyMEdJi`e+9`s91^ z*ZgK}a=NyBTIl$A&u$yGL6I{NTMY;_*9vkKuBJg@dl?dL|H(6b4bWcZ$pAmE{U zwILx)Bh6ssfg7Yp;>zF9%5%R>c*hzpGsKR`1wwnaA=Z(QT)AY&2CT zA-w55w9JeZs9Uj%4X$I;nAwD`4Zi1ry1M+*vAg}tX>~zaHr|eQ>Y^6g=)V9zUs3S@ zV(Zb4;%7gA6R+8=nyOA;qg=4yqZ09Rl8@I4tS)mUaiEe)6E7x`A91rK&NC^?#RCdWeL6TCXqU7ruEkXD!K zW}DN?u1B_)vv6y}j6@o;SCp*SD)q&vyP@p-V*Q~;&=JY)hmwyl{wYFDks0K}$AS@N ze2iZ)964c*=L^ZOx=UCk{D(AIs8>(=k8?%YUK6D=`eYD%EZLraQw5L2h&umfViBIL zwS)tF2m0ucVAMj_Y=1@jFONuItm1B5&gZd@{F}Ty`yEGS<( zn|tyntlK{%U1xn(wa1F+!M3$t{WJXsII{Z$FoZqYqxr=%dG#x4&p=5U7#d$;DQm75NXYu%d;nYqU?7l&Lc?V z^V8Z;3Xs4Brir&5y!#Gp+G3&lYrd*MXmbLuPS?a=o;kX2jS-DRl1`8xXXTyuY>Yt)}VA2D%ypyKN`N^ zw#j9rot?dn(B!6N)P#ykM%|#@SrKB2=Xw%7gw5wW`^N=HFJqQWjm@^gGjo1FYwqX3 z;V*xv`+%zm5#3@M386{#CuWe+dpVrJybvwpEcrOifDCw9{HKFYFI4XsZ^lQRAah?v zA0o^lY_pTjyTuX*T3iG5K(XAWP1ZDkGMb= zmr}oUV9SQboe1hA+BA9d`y1Cw9x(U*!3FK8bSEMN9+$(>(wGXFfK|c4=Eb zPi?qWO1u`Po=~hT>v5)=kG!WmGS}2^nx^3mY=wNKXGK`RNgCUF+g$#K^zSzkrSZvU z<*(NQiBIC`noyw$o+pbXx@7dZi=2*TOwWJ?sJ{Dn+)7$hj2`2AyN8!Ro2GTE@dde| z;i_ff?1L{Vb0Ormo@_CNfJM2O<#Iq8otMAywtm#((@(rhQRZ!&={vU>d+VxwRH`dMv=j<%C^KQ z;6#!HJB1NHdQCWJIh7o2O3Pd6!{iy2?&zcjw~~UJQ0pm;UTgUl(RB@)WLLSj@}3H1 zkxEH0^y`o!Mg0I5J_y>5`#`UYz=9%A`VHpw*Luzcg3`fGX~A}@559y{N>pF^Gd2!k zS?Ca>f6Bf&am)ML7?B|Lm-`|2P5jm>7ziPd(m*b!vx27pm)_{UT-EAZ4B=ex@`q%F ziqia>->SUG3ESGSBX)B9cMU?ph{10g69$IPluLprtp%atox8K|v(fwj`=b|Ne@q?P z$O~*@Q^0&$&8p^bKhgT#P=x#*c;|*scobd?e8mYj2SevAQ?Ae`e{^jgVxgc&zRbK4 z`glWfvV@rYvC-xNDh6auT-5Y75SYFG(B^NaABA&gfCyioT6_b`Qc+MC(4kiVs%jv4 z9bWXq#?e6XW`c<0wXN;l-*g7d<$YjtA`E;yMprbSN51%HG~aU^CcPT9mvzVWSH4J5 zWh+daB18&AUtsD^8x6+=a1#mB*N5x-M(zbYyK@fXM@AIJ(>g9TZ%j2 z1NT?4Ls^LwR{W8lCuQ_>_0dRtFM?Sh;CYw3(Hq*u*2R&hi`E67owtnM*;BC;YutBR znSoxso@27`zNJiOfrr^SW*$hGa>%vLH9e|a@-PBESOR_$XP<*Ft_dj93kk9tM zxSV{;xqDw&+#Gwwy|n%hqaqVvRAh=*oeBe-ip)z{g2ev<^mdo{cE3ok?m43mAK*^P z3Ku9HME){{y|Lq=Uf!bduB=sxR$*&qd_>7>O7evX#Xeh(oa8NSMl_J33X4y;)>HDg zKi0hbu>=`C9&J5l+ML~|*DwE;oIaHE5*LnxM2QVP#a%xJdJRPt4LdllQr+AIx?(GL zGZXclgI=MRB+={kO!cx{YR=Hl!io?r`P~0J;AeqIgh=`7cNquJJbHV)_Q+caE;MsS zWBu_=OnQ3(Ew;yjFDT=@2Q#86UL2DvVn+1(Sd!D<6-8QxL1U%9LzT4n{O*vm7v(J$ zsykqe4*PVGgM1^UIGG+Ke4X>%^Ot}QjCf_S6k|g#Tj!8Qk+;uvoGWBR0)qx3 zQ}9Q>3@xU(1Z*ZZTKzA}A7scd_bb{<9M~7n`1CeMTq(GP*7P2jfhVVU>S>RC?-2v6 zBpIiEmumq2#Ms_VhY#;$DU67JxogX(I~Z>6{-bm~umej~G zSMpfB$?7mLR*W)ZfK?=NqW*HDLnVp>WbnFtv#I41@JP z-7^uow6e)f!w6leZRD(6mvc7unq|#P05^)0BzOwt$yJRX{IcJM`8{P^mbWKfR0r_I zOSYUNkHoL7Qv^6jIWQUM|2G$ik7}coQ~bXck{m^1WJ2Z~MTBQ;L_di#Idib(<>_An z>a0QJXTR5!PZydramfM~qExT9btC{!xU?3oGWNSjGiRCpe8d{cEoe!7<(U=dWNEHe zzb@F=mRyt;9VZ#{p|7IRsdgbo4C4m-E0omgAyZBu`Wi#0wNIo9b9e|gY)DFzYkkhTy~&$T4j zhCFgOJJcI{8EF{7FYI}c(}(M775X;eOS*!3RSlwFKe;}+6`9ZjgjeeR*SS&AX~PKW_@{D=A); zifN3&axf$Jr;CXsVA&JtO$q=7*ALM(|8zufzb|7`N?9>zyX_<2yN%t1$i(G+;_(jw zV=ihI%5>Wz&Rt)$(Ebl?CsRIN1||`K)p`kq|7^Jwq55x$nZj4Gv!8^@%oWOuQfH0393-vj6PA{<(Spx?MOTf92AfSpzLkNH-=y%I&!)cXy#!D*?f3?= z{u~2+zn$|SKsf&{z#BFMv2X__f5Aq#q3#cAw(r7da!{<>tl$K0!LhTzRyNbDV-Bx} z2feYv+m2Gpq9*0DyZ>NI-5@uLqFQYO8;Q-4lp`4+rq*P=*qRWn8eH_h5%aohgmS)J zMz%T~i<62)Cilpsu~Z1dPW>vH*ej}3jkY`f+pt>$F3e2C3TB>i_OU(m8P6Tf=f=ls zp~|2$IloV1I+fLtm#|i%&&8L0y<0T=xbhBdXEHd>;qYwuPLSQ<{y1aL&`$j-`|&OS zCknR#3_gF14MMaha2GP4b})fFNdfgni}6zitV0qU30Pa5M(1v}fj4&5 z`UZBIoYh3{YXR6Z?6uKSJuptt z6M(gI&;eN6F>ZjyO_O5w)Q!qT=mhzH(U3W;(ugdySaYR0;S+p|pZ`kLxhGPn+Y?eoV)vf<1)2Y`=DuNB% zM5muFRut9OvydEdhI+zbYbz^5(6HWGwEQY&&9^{s)N7B_&0`r}ewMmmTX@bO=Hm+* zQX+<%8a5vHZxE>!&B(6ddzy+}i=|Oqn+{*#YkFcyTeFGKd-%8MRXr}F1t0_UknJ67 zz45;nYyD{z)>f;LWtzTDGd+D9kN37B;)xKZ<;6UDAh!9vtc$*I!XT zA}nPedBO@snu?gfR5ehB!sSN$h2;>ef38IB5#@Gpm?p#~3oJt}lVxh%W(vaei}ow% zDSlN7lPC-j_wJpiVo}Nr11d>^0>mU=6+>CI6Ox2$V=hC9= z`lV2cfuU^RuBAmNoyG0nMI-#ZggI%1P11!PwI1zg8ra%UYj@%kaHq)dy>mxo=?KZW<)4PaXAc(!GDSE8yv85exLDh4`@}6Pgk$=k1EJ{bh=76P*iTkJj)YIE0S^s`; z>X}B$Y=db+1B3P|k1yfyS6cp{eKrWP?Y<(nT?`Iq(~ZN^lbI`X z)4F}ImjfL3n6tk<-7#^%p()jzFV?bvI13T|A?ZBQ@+*YX<+^m*og{+)by428TFEGM zRN{SeDEr?Ix6l8fU(6-m`h?e^lrO4AN^tH-NOG;j9Qf{TA7j;F7`Cj)fbF(D7I)-h@GS*1FUF> ztk4APtX5Mwoz8^c=`Sc;1sn#E`X-}?xRKvLLSs{BQgK`!DsX)f;|)0Wl`B?ZH=dE4y;4 zBj1=w8$ASqpeiTQ*mHf8wWJR-y?LV6OojF(}~n{V-hf_;B|}_Ou|BJ^fsr;^XYln9Jjm#Ph@76qNNzQaG1mF;#&0`V);X$35SVMz7So$#RQ1TxK}DWFhh_2q z**FJ-T)YZsQBj?a35yH$zMY&B9o2|k#=k!CKUcNufmp892VQQ|K$>RVnzY*dV*c32I z%gDe64pl1UdxWwB~a zJ97TIC6BwqA6T>^RP<6ly@s<7tZZ32brw=e4(p}r)Po6a;oU*mq!>)Pv{_*Gatg-! zoyEHPm7CN!l}Uu58BDiLzVD?zZK2J0G7ax81@Z(No|@lfqs6|7W%sT7ZT{avaZlhs z8WiX33O7yX{9MET+A;!cbA*5Q?sRB~!Gu0}iRjH=l7$t!_G!d}&FPf-vGWj=s3H;f z2F>P)Fz15s%r%q^j!d^UpNv_CB38J;cI&&a8EclYK&|O2qB3L^gyKev$bj3_o~4r9 z3j~Ghn9I&T?Q0gwPBL4aUkASMecu4=ap(X1RGB1tQWTez%rjdkogKv}QPe4WOmh|G z@WlDb=-=BdA}U-5=SXp~a*m+Z>H-^y#~#&axk@bzD3jWfULJVD)0#|3fCal{9+CH3 zXy=p1_rs|I?wH|Nl`BV3vZpQV@6VoV5d>i>_LLQTY2%NXwXMs|sHZ~d^idpE(E?NDd2vjh3s1V&94OoNXAx44h zkN6(+)PAdj9cGh=CZA{yA~LRoSN=2wBS|NELuldPU!};^m|zJA$G=A=|C~%`IruXQ zyOQx_I|R!>mjibRJ;X|b<-q1|&grw|+rYc$TL$lGB^5*mSC_B`vjyTe3?qP8h-s+$ zq*$gF2&G{spnI{REQx&NJkyfUC%h>y#W~pG!$*l_Y<&2GG(hsU4{3cOU=vOz(;75v zv?XRn*1l$Dj^7_dd}=>$R9?_v#w?s%wCO)ulLR)1$}T5l z%Z>WP#>*ut>W1rU+q|oA_eUE9gF}W+{I4WWT6XMcTuSR4_z5PrqH#w6pgzQnK{z?Cy#PaLq3P zT&Za!zK=ou;rQ#Vry#Qq)&1pSt;dT6()sWA{|bmg05JJPf9L@0z9YtYg#Y|o|MSAu z#*PH}9|{{TX^LVcP;j3WBGfP9Kk=i14JNpbBpw(y7|Z6&;tYa{!!&M!DccZ&!AM+~ zLg$@?@k;xL$i3BUl|9}$18JNkigeo*r6qEId}vOghTMSqI14yIIb#Nx@a>j9ErE@W zil%#Wg$rJD^S9m$!%;17MB3}|oRdpySU@aTE%@R(ob|%mQGMk~A0_1I|JEw*rD%_F zK`-c45FHkQ%4Ev|Gr&FF-(TzSbfxRId(Zy6Toy{ES6PA!jJW5p2&i745L?56mme^j} z9$GnHZJYsQFQ&VLk%Df6_=tp3MLpSG{Ll}^!;Fsv@G@K>a&7%>?HWGXY|%r!js;)z z{Ze-iP%Cygy}sF1Y29`EBW;cE6FHA5F!3ScKwK^@sgm%wji6z_UaYqrmr!IE0G8)) zx?J>0u=^hE(tNWxTFvUbEO!4FXYU!+1hj1ntAL7#AV_bb(m@2IhN2Ydy_bM=X+b)n zMHHk-QF<2;kS&F8J2k?GPXZeA=3R&2ji$*t8-0t2IwV7;!>5B*%d1o$f{`tm7IvMx5yK;GG zR$JlQE1&$-r;XHxG|9LWgK0wF-F~9XrC-sIaebjy?{B9Onn)4~Y{veEz)#b#y96^R)D+A6Bg3ob z4l=yreU%Bs4z}UoJ;cvt2~)TW$yG<*dpA63Pc z{dsy)!=}rhI_k0$W;+MNa*;9__?)Hz4jzfxx5NSUdjS(gto5T#)Y);KsQva+f zo@yo@$E1vyZ^Vi(f7N}g+;1E9_%Q~&jrQB1q)x#cNGz&^?0C~PZLVjAn`Bv(d`Sp1 zuCi1@w_u*eGRS10ycH+Ez5OEQGW|(-95?ps=y8bGOF??~=ZHU?rs`<1+3NSLk_Ux7 zV8RSdd+}nJLs2f>JX|Sz4oJW9jLBTj_Nh=6hb54akzr z-sr4UxVi)93ecEuf26~BzhgC`)c({)N5kC1pTnNcj!wj^>%n!38`bx#C(AYTwZl`Q zW3TPSgfK~EIoGH;q&{W2GeTs8OcSEsBn%!G68=}3E%U`*!kY*B&Rc5pwN7M)Wk%tQ z;?6G!iku)witA|>Sn8#j4sjgOjfhh~H_9qV{qIw2%WtjVZ9tc%jeM`~uZ|zI-~U$Z zczXam{%zB{+i0u8B0cxW6Xs^n8XzhMsrXl{&VTZ|KL+xD3?50B1;uXaoDp*w*X-6oo@pgyh3i4)$ayDUx-=l! z>N69pZuwwX-&k+A;@i6qA}<9ZrqcY_)QU+FeG`OvWbUY`toPN3muD5GWt=jXM{-Zl zKdco@-!R4>ACKN`|7lO%xO+R1)YECX1zhXBsi&K(rKU!UTpJ$tmh$G-kL)HTWi{M9 z-WJyhVotk~E&kR_mc$U`mz)tbnG(p){R0EdzLb_QunH3fH{pPhhXLJFqeOJ_=R&O*QcNGd}oL7_e+0v|q-Vfn$9| zNfGC-A_j=?e!Tf@dM9VU!o1`njN;WTLIZ6>9EWYqw?pX#z19Aix7ldmdFw8YnJ{hk zO)GnzM%9107RXJ`g>Qx4zfE{IQ&O#sYa|<*uphxy_asF?!Tv;$k1vys*I{2Q z2Hji{xcSC1e4bzwY1$bNIb@XOJwUxkK}ESQubFV zq7`B|*DywEhPpFBAHG@*nzv8U$`t3BS^I2~cX(D?6aA1imuWya@3ZbhQRO>4bcj%I z36+ui_jMP;4F!W&NDez~gy~&o7gc5D1{s`tB}-xw~oyJy%TpIiTFwSfW_AKSFC@~(Q<2`y^5}mpu?1HLU8!& zkuHSH`B>wrMf|}aey>*VCP$jm(B)S4odJ9FoPE?wS!4R%#O&n9!KtFmT5A+&M_d+PyP$ zD{8J~JYd%ZbXNL5oBu+l&`eN6G=V&Ee=#*zz;fDh8uO+f*RDtK!*6_Ks{G~|6;w~32O&CAWG$mG~& zADti8pEKb%J5V0u+*VVIAc$?{aT=g9S|Ov><2#}b#w2vrbaZU$W95^>XCv~Av{>Pp z$G0#(>5)T_;hy8PP3pPwERr2!pPH;JW=`~aw2R^sDekXTZ5Ln8j&{{q0KT;<{W*$y zH%J+ttUSIr*_fO(m~R1-_4M@t+(3SgmWx$gjSjcgu1SC1ptkLd8+u`OEj07RN8hPH z8X~dT8P!PyR+cTky|Yk?@DkA0$|Nx;>#ZYbc>M@Y?s`SEl9N~=!%?hw1>J(Ddi>HnAbtZWBSR#?=1B#=Wi zVk?aj7-`zR8VSU+h7IhI{5ABcubcS*n?oF0iXaTHDrE=q2vze>m70DSOd@UjjyaN7 zcl@vDqW=SZb_~S6qsm$8gFVyyz%3ov-y+6tm{w-={&s5E54yf7tWe3zYNh7PA?L_n z4}WKvlnMGP>pV!be-W1~LELnfOb_4^pRKvR5)rcz@!^H<=&)30w4>y7+fm%`Lv^~_ zp{KDkmc`n)AZk&_!Bd$l=E1&9F}M77xho0HY~f_X1h3nRYv12++K3?L8QYh{-F4)% z(_>_~7bpUSN%h^_8}A8?JAftby>;}O-w7_8#_)QP|K@D4)~OGjyel4a2ZZct3p?x0 zy!q!1l?wk29a|PU?L=gF(F^*>++k`CKrvr+cww35jqa(W|H-3e=@4HX3=d8Iv=?dG z==9oXMu!xMy3Amxxop1M#}rKxE;VPu)FS-kFXYrM=$p7Wjd8+gWdvXkIf3sfRc(hm(uRr(GKC7NV1T{_=Xn8Y~ z;wJyrb&MIYAy1H1e1bHrS2_!c?bnceMnXcu#%HY0{>VE|{)P-khUy)5Dh>Umg$yb! zOt)t91diKJZX{OryL~;SzZjKlrXy#OvhaMYtH9bdWqgkydE^TWin-0pGl{w8Z&x-h zvI8>d6986cGjd@k47?r^i(q+OzoQM(_h2z<4WactNADD`&V$OG?w-9A?4fM`v=b~ z3$@o?w}~j7Qi3#dBSma6TPfT3Zz+h|r(aOf(LMf#TC^|{pjCZCSwPm1r9M%tT?kzc zh}mmHv6dQ?e4$LG3?#HA8PZOVWG;Ry)cT=W2`Yhn-P+UFKkqzX%u8WrVtRbML8kx0 za>n2rx!~uAF1Ej~T_^HQf8D*?$>In7l}&C<<&HM5o93G=Wgi`G^$hm|ZKrt(cm{~8 z{`li^rW9M|UaOj=?4S;X4Zm!7u7)fjMzR)$3P=Q?d+s9lZMNuNOdTLX4O{@9K2F0(YI!4X@ z|AS0Pbz^gLvo>N%A0D)=&_)qym+wM1-;Tc~VA7!2-yJXG$u?D@KQ!R8ro!2ZJqxTA zcVn9>Gmap%s)P^Q%P&+EQ+jsQ6o|umsFv$r%(=9crexK+ty#qdK7mUzBstrsMWFgCrWOen_iUjat zz);;}qkdo?UHIpM-oHF|`0zr3GM$vCL?R(6r^~i~|B%m>>vzyQxK&sF{9b&w=`S?~D}H_1WV3W)45xtnpd2h_G1Qv0WdY zXtp{c#h_eF$sfuWXjfrW9yRbrt8VOY_Kg54c0B?>Ddi^0#*3Ku+@7n8c(+LdsVZZx zvp+o%?{6G-c%jEP2D}*5nfq>>tu4rHqT+K3rbifwV?D$*GMke)N6h#QJ%q-N`dL2g z;IbED-r$xmpP!ts=*?BR8#^!L=OsZ{gu;!=7c`JVoWC!{t+rU!=9vIKtRt4Sdd{qk zmv^G$V|?n&dcsRw-kgNZ{q*XxN9pZu8D0d{%KxLWMuZarx5~b2Zqxo9Ha{gLQgy(zhRD`&zgKMh@avU}X#L&7t%4PMeb?d|?1>%CS@- zRcVew#>>mJre>yW%uS$2)E_dMeNQBn(_Tw>NEoWoi?07*Yq2rA zo3Q;kUReE0(ewXuh5xBl_&eLJaLy=0%ZrB}W5-X!1KBvyGFV8aZjOPCtW+J%CDsk@#+eJ^WqOOK3G4e-- zjToNAVI0QR6;iDG_?2D^?a1aK-_5bJ<87z0d?op4vALJBady3+pdbeJvNYw?Of1!$ z%|_^_ZE$ahz^$>jz!3_3Nk}7?AZL?{5nF8hur;N1&}G-P&N3eNaSYz3 z zK3zDKrU<2@mb@lU3Y$O)6yPr<^j6W$9xq;WVxmPevt&ni=T?%qq|uHfQ@hRM--B!z zO4Dt4+8JBA=0Ho;5%+}Ie*{da8B_<^NaPh)ppSSaoJgs4mS|~Mlm^PLtjc@^wmKAt zH#QKE^Mu~8(cHF6-H%h}JF=6X29mfEgE6P#7m|UITZCR71@vAXcz*QGwkNndR@?$P zl|rD2h;CY_D74{|#h(3YAmk*BFXtG(BbfA&2_H3e%2Gy zcJZ&+)ONLgi}0cY+2rTEot=6RQ0mSSkqK1(eex2scyT9E$qyvrwv5EK_zj#Mx;HP!I6?7tIIa;S1D{rS180;#iu~Vjay55#kQt#y6>XSA8z^+SE9_e6+JHA z)6}Eq)xBJ&>=BsrG^gvNup%IoBcdbF>gtu;mE>nCQ<)^WyRIa7`SlLW3ku}L$tUMkGd;700 zLMV+aJ1YMk@$9O}bLxYa-@^wnd{u1wd;Zvm3Zpot0kF7Tnh`HF-`u+7KaBd0e-rg+rngQpmV_s>JCw;lQ z(#%37zW=?8jQZ*_7f)b95HU}r>HKn1n!IniEi`@b#eiGAP@oJE$F@&X!P3nHwm%Fd z83Ysxb4-AFoi0#|8{8O3u@9ZrC(s&!d{x!@Ici`YzlE9w+V<&;bt+S+{n_t?d zjA{$ktApr%uQQ;jbvKLu*3c5oEjg#ovg39dM{q!^l&!qLdA?t_*~c%UtY!C>jj~;3 z;y7Q_-#blID6q9z6U-%juGp9aev;{l@f3j6D);RpHq)6$;?*1pbjGY^8$#aL(#Pl~ z_?R)VY#HS3e4__|x$}%pA35ANU}tT&>5X~fs+`CcNy0)Mgp9W;#{*4eJdCsw$2>pl zUmMun(TlNg)$vcsU#sQYjSardF&LBTGGFna7`bgvm!;YspRTpwyI1&`8ucT?@kyP_ zSmf4}T3%j3@mPX2!f7Ta*r3i+smZrv&U>J7sl;}hv-X(}Iq+>4b)1^yVVKRvP?oml z)=a+PHuQHc!eQKt0=`lBgi);$f&6f=jOQg{_=4?;9 zeX|NV|1e#-^w8;L$W2M+t(kKQlQoYCtL%Bv5(4d-0q|odXMX$Hpy00k?sSD2z4+Y6 z0RGnZ-pc>IuIzu5do3p7xHvbD=wHNxyefgTV+OOOqj&Qr?~XcM?;jL9oh+@kc!Av) z#tQ8|lvOY9?i$kS;D~rGaP-&cy$-gr%kJBHo`1}@)L zLlRH9V~5Ch>C+FMPx2N1d^%u!OJqzonu==myI#*>t;e>O*$-Dy@)ksHQd0mC+n3v= z`Zc@)CQTpL1%aAY7ZUGNDitu~b`uubN+5_qDR3hVdcHs*u=RRlXUwqVjU)QcKbFr}j2D;0&%< zSa!{hGPE5ZEUlT@{OQ0{+mP4rTjg%%1U1e=lgCi{Nt-BB{kSMa%M%RvaP8WQ>Cvs5r_0uX( z(>7Ph)}!H=T1Omf!0B8nkF0EHlQ){`xlm-KzwiqQqXd|?Y-FumW+$olX^P@KW2s{9 z8Mij(2;nwc(VLFXxEc~@6~iS2+;TsaN5?$4K)|}*tadw17HO()_3#eYr4gHl4pcW3 z`>$0y62YEyINE_KTM15y>zzlYm87n94TfB!F`9r-yjP0@ZFM!~Njc>hCd z<61wVlw4oya$#!dh=oS>Tu~uSMTcup{1h$XgW>CN)Qg+)XX9DSQvF*~0|US0(4E;_ z>sQ!jwjr4nLS)B%8Z^PVbvrcpBCMp=31ig0@?zkWAeDV15b;!TL~*(VEDvVS7QYXe zwB4KuHTrMf%Kv}?9ZsQtNw5fpEWJ$QJMT;AUd}ox{K}2ASJ9cC20_K;jeJ&HZ7V`F zpf5d#zPe61HFQXj3!5sMptHuG3f9+Da0|5cCTIS3?g@OPLq&H^B3;*T;*Vzd5ccF3 zXF8W<(@&~E-X#tvg%(J8@`KSfH)*x7hbbe=CV+Lr`Q5n_$+SD@7Kc3vhy7=koP~9w zb<8ewE3q0zN!b$(3|#2SER(1&2Dje=Jj5zJ{V|nocFbA;(pk}eW&wn_7!)sTLu60l zghgsfObev)kCwXdf{%+4^`j#tahaauZQ>#d%b>`o zQe}Mh4)zl?>w z(Bce&taw;&uTWRe6xH_mUW=sc6Hb;cg9XCAbHi#h_8mz8EoM6%^~B znX4pfqJ&F^S{3?PL6osCAMDN6Jw9&Vp>m!PI_e=oyoxJKpKut@KaEK{$yIV&fEHr2 z0lzuQuQB(;aJ#Dzg@4vx$ z?Tf4FACvm;UU;Rm9doyxA&XKKqtKK~?&Vh)wt6hv>LcB_Vcg&?$fUAo>k07)dVoWc zMNUL3x8(~p_(L}dJ=wbJy4wheq$bOmQ1Bc$Tj;grdOXVd?b|JlOd2|R1rVa4!>wZ` zv1=l=_}+=+@xIR`_^r?B{_Jqjh>%}j+Lbh7#blJHkJ3C2mr*>ymV2w00^_%(IoCVfJY{OU35qC5$88uep^{Z!Xk(5fDII zDa6X`x#u$h)?F<=14^E*;;To(OK@U{+LF z_gF^1aal3&m+rNB5zR43gq#f)98H;P>+w@tb!{$)TS=UMJX$Q#)Srhu`*2gpiRIh+ ziy}MJi|3pAO;B(uNmY8EJ?gOl3M56yKyj0*M_F9H0 zr0}`ZLJ&b4zuD*eoI4`Hdr^>adaR`XpRbf9Tyfbd_>%?wTAR5$2+IxMeq)6VIP5aB zH=b2H5VuqK>F92T7?`mYzaDtB-VT58o`dS$i&$B@5i4$lCs($Vb#!eZn?~_dM}LDd z$jN%(8BWfsh}5=sBE(2^bUmEnp=bNy1!O~%)2*5O&aAfFAw}oO%iD54@YiBlWixUh zhms-g$Y!ASneaMhLc6PF{krEqAxc}v!h$*UwQIRXIx)K#;%vK~kj#0yq6dvrO3LX8 zJ7{TsoWwH9gkE8`0JZi* zVmr~IZsRJWne1{G&ZTx_@3FtFAGd62b!*iW#fDMJeuUNSF8BqITMH**UhaVgWtB`D zFd8Z<2}!q3W!CG7E|#{A`TUpU<9|}g z-flhqdIwf%n>EzJn4sx}NsHz6>}(02V**i;EC+S9S8tOS-n27}s>^S&Bug8PPU`ft zv8fU&ctn1~l~t~!wPVU5=r@ElUiIUefoJG;p75u$mY}=6*>uhK$Jt`+&lr-z?yp>W z`x63mKQ`X?H{tDFUU?JYsFee;StGtL(f4|dg%>k~s$RdvoU~L7R}@(M%-e@|!j2QE z3<+D}*$;&57k5t^goG7hhU?-o-Jxj!HZhn-SNZP6v~=(@&*NCx(8QQBj_UrX0F-ps z!ySnaqRUAV+QVRnt(AbLd3nymn?LVWFiu<)mJx~S7OowJ`9jGhs&1`Rai0eddwYcD zdw-CcDqKYGfS!AfGaEe_$*Epddxp_x~+~G~O@e|4m>*PG_vRc?G7Jo4x*QKyh zBdz>zccS#5p1Tfez*gNsbnE^@ALj|h!HP`Luj09l5l`EBJ{nanD2^~qC5vIk z%Uqb=>(wv(txU#QKiOsAS2*!Ed#lOv0au#^sP9I{yjoHm0Dum2sytC@{*Do+(X=&( zCFSeffD_gEYBzvkiCK6~zzUD^SSd$^t=`cPtWCpQ+&xd+DkO3Fd?z@%BO-@TctFLE zBjSJ82;vhnp1a6b^V;bbV4%sX>G)Y&%^AKRF?&tBi$@Jn>EVYz}qS zQcrp6x9BpdvO>b0euT0r2!Fl&U6+Vm36=@fxjij2y0LRo@3Ij6lt9(8E8CV6LVSx4 zk8db;f3U{daSaT$teggPjcY43B=_Qh{t5R+MuE?IC+U`$EIdo~} zMf$s!v{2JCV7}4F*}rrVglz%5YDKO^iLgfAj;vyNl$}3}I39Ugtzs9XsWYt^`oFejUKc0QT%eLV z*%U^TF|mn>m!<2mUvnE>n|v)67nS-fp*;6b$Y2uB<8$2AuB_RB9l|~)b!_%CB5Z## z(lBs)x=NjiFiy;%Ujzt4C719iF))UrEd1lT5%xQg)p~m!-NMBMk=~4>c{_;cO>sO-48^Z7I-R6Cq&wX$BnaCY(;@EeT4?l(xtElw9 z;v#P~964`669OP`(>Oz8ALHXQz|!%O*Ya@|{IY3)O`C1!)j2uRY6qzPwL&ChTL!J0 zbM%cX31#Vj@D&?sve*MM$HVAkYg%^W;ij@DdGROUH~>if)VF!S!e+yE2fz86!&Vd} zz4g6duuArP6G`rVQgFE39xKO2B_(%Z4F_udfN<|SqA!M`1kkqcJzA>>#hV^|E)Zq9 z+ianCjfnW+wd=QET)RQ}?%KcpF+%1#F>Hj-lDl<7`~AcN0rht~j|?~MfqC<{4b6K> zxqR3)?Q2v!O4(?1w2aHNmRx&34eUJg0jrIya6Et`#VnDHg55Rg6S6effsB#mGSHlA z9?AZSI`ho+N;1Ds>gOM|qkeg1@%2swNtKE5UH6kt1@VsxmzI7x?tCeyn`l&ay1kDB zs8t96Ua^|kCY6O$)5(-6#1Dq_f|{^t-c$4*I`WZYWz{2S4Kb%((+Ef97f?|=ngZx7 zE(ocWJ|t~78|uQ6kp!6Bwzn7u-_bJU@r?+_?%X~YL-Y;_zS`o|P{Df=gsqF)Ch zyAjwnL;^Fj0EzEEtm z3x`c)SX+GX@Z*>e5Y#-=2XI_coYSJXk#&qhp#~9<9r$^?GhyC@mU@>Jxi{0YWzSH* zgBgoITh7n*)fl2Fp1EA+oBu5{3X?`09cDSob-B~R0~U6XYl&KmwxbfS>re);7{P!_ z_;gU&Wuw$?TyaY5F?uOtAr_VRQE}`nZV|!i=Vg8LEp4i8NLBR5%YWlk{NvcXJ)wHB zzu0C@o%&S8AX7>|uxZw`R6okZW#?oap+sHptkTJN!`QfXdc)bTeZ=K+`uay(@u@bT zp4QqCTU6Kty|!SUboi$r;UZvL=vUKCsd#1|HeHUL^s@X?At(P`o_qEJ&rw6q>M})h zp_+(|l12MKEmaWg3rEeDt<6|&AL&km$DC&cgAc_K!)fsF9pv!{8@ktsVSAz}K@KMQ zOE3}V1^@ap6;;5s-?QCjR@rhkWIt261ZtV@ZUSsy47ybE9p(m~@dS6WIy7s3I?2Ib zQUE8DXDrN*M4Vb?K>8t_Bow)8W_7z-j@i>l3#_{pH$@X%rrAeJ)=NpyL>4y;AjDw8 z{1(eDx|%KZWe){&c~XNeM3A<*Cl+Jm1l8_>3`u8olHmyjWSj1J%y{i!xAmK|plw@V z`{gjl#9q^~KXv2FiDx?%Zu|iu7b2DxVzcBGO&*NZm}Na+a1Kah)Z>unz;P#f2;u8E z2S5A>{T4WY8M3-K?C>4u;YvOw@4_=nE)ge7R-Ve^m$c1gIa=C!y6YK>bLUXs@JAwN za^|^sDBoZ!IxzR}hqBBt39MN|BXB^@LXY)uKO%_&54=!_xFvV=%RX^QzASH^XJ^@A zbymFnO4HPLe;8vCY}gJ1tN4zDL-yG$?5=kQ zx1(DgWZMk>*3)oOM?)_z#QxS$$F_VfYT8?$?v@3)+KfoiU%?=RL#4F1_ll2+!Yi5#VcXlWch+g)MX~ax;%WI3zv?Xp4 zCbcR@H$K_bTgmnglx|+Vg$hyi_enPI+&*NaiZKUX+Bu7>5^3LWK)OJaxuh?9kRLNa z0=TP`=A@aH4Laar&`6zllHN^3v1wf z30F$-L{mMX|46H?sryblzJJD00^nW`~_?6K)_GMA;vlQ7;S!BBMR8e zy6OSL>`hj191-Rd0867S9$kYVWlK$T@N$K=uV zaWb}^Ll>87MkUJVeqK$Z+dAF7vJLiXUxo4GHLY4pHg3LIy2?PDRaxXtM9Hsv=e+GC zRSHaacv>bNBs#KGQ*syRjxO2!@rMYx|9dfxCb}zIDE+W zpq{WRwyS;RAyda}-90~eARCV|D(k;?ziN}B%PRpJwbs2_w3m{F-;siKgDI~Wo%FM{HwHRVo^~1jR3vkLr zE=Km1Ldt$gT!r+L)$y71zD6|z#BG?eVtQ2-Ky6Yl1me3%{r*|&N<3V@&3B>Rb1RLRBPEKLcP=XY@I{^x2x!BL zGgHCS%fpEFVCzQ2fFCy%06)Eb^{wT~4T5~MjcYxI4gyDa!!v<3V|Jpg$|Wv8HO4Sl z7C_AUne`6ajjEtczCrukrr}JP!*e!6G0@@$#=Q+C?#Cpt*C2qb^lLYVrl_1X30fIz zNfO2vb{o8A6>a`#TbxCCUO{u=>G+a6rS=Wm;Na}1U$q=|*lsR%ovFRM9DtmDo5_GO zwR>5dRjUUF9P)6{U9S1h7O?KUN5uziunhsxzI5Wb{^L=|HXIrsR8rr)SX%w-ioK&% zSzePg&C$_ui1gSO(Y(}(S0sG2>F4m!{Qgr%rz+uAxjn`vpgm`sF}x-QmMx1fM%9{ij44&*(xh`f0J zH{e}&JZSE$t^(=i4$f?5J?lsNT=!xs&dlcUpVs`14nZ{!QCvi@?Wei4z10LyPlOaM z`gg@5SK>qb!OJlrBjIy|c<`rI__LWICad#X$WJ2Lf~d@QXVEaAH7d~F9Gj4f?^VyS zT3L8OYv%fJ3%l4>TT_pP7-mPzEsR;jIzzNj-Iv1d^Ogcsb1H17znEbIViHA9i5lc zf8}r_O&obD-YowRwLJGOmw3@9vi;;KSZGSle5N2|jjcpYpfq=syXi0Gff|SaPT= z)>^^Cj_ItG@E)`0C(=@P{F(S*GaTwm=t3S`I#xA*zgXX1)|JIZ!IB}(TQQsufX{_+ zMfnTq?PzuiZtb%%vDpJX1o~KktU-8pK0z=x zaWIODc?KDjIRzf#%Qd%jl;4jJUadivx>S1QZe4UzLpqdJf%~kSWxK5ro(&XwH|X%F z7_PmYHi`zT#tkH0>M8jp@!?^4@s%2(w8B!^f_LJRL}0Q*ial0*R?VUy z7RZq;Ypdc;(BeT~azWg@Mb6nb{93-s(n&eH$5B=5EXZAMeIqJR1%Y72HyoZ0RdGYk zbJ_(US8;gVtMRabrq8CGwy}Y5oGj7_77+09T))#bDxD)TWy2J4AC9{Xsb`Zr>t^H2 zZC@QcY+pXVI^2Q>B$Gn%9ZHK6I_6yJ6q;JdMH~rSfWr%k_b+|IJG;Z z$4xc%^kX$qS$VahOqubLy^4B;4b!|;#M4*XZ`n&Lc7LiZsQ5g;icM+Om#QF@1%`dM z?YW=%O)8mHF<9v<%NG?`ChW@Umkb;{eXX!bWj3d+__Nn?Sj`q)8|OgL;FPJ~PC0g+ zJvU(QXU>wTSv!f!Lkm%-*uJ9m1&MYOLiE(Ycvljbnp2QI_g9W{ICyBGbzx5(bZ9}z zY;UVgP0zD5w_qw=H;^g_UjRYee{xq+{ET@q6vv|P$+1`upLfr_FDf=0;b+`aZIDl01j zTEOBKH?gS2Hl0BFraZF)rd=*?_%`V+q4+H+6~)UnF6p@$Sio}4pl!%Tb+$HCrJcYb@vsS9$Ix(wOykUL zw$Ek$v>{PB*rcfZO^OyY(XzhMs4Q;hFh%aNtI`rM=Y}V`Sf6Px2|DUx6FtD7F53;g zv4Po;s>5N_m8awq$P?6eesu;(@go>M29dd~i#QKh;L=3+Zy30@Dn-!pvgdFKe!hgv zPX#U(?Lbdk<4)@@r(<6I6LtPO?9{ECj$~uV+_A)Xei2BS?!I%S`kM){?F`nMp*IS? zc&ByinPT$r^iOYl-3yXmX2>JoSY|Joan=}myuliLdzDsLakTbK>%>C&SB)y5E@sgW z%H#GlNXl}w4oW28FT1r-pjqycZ%@4x7t#7L@2&5HhxlG{!wtZ%RPo!|RA;C#2Z>p&K?s?gINt(P@z%p<>XCXIl;z*3>n<$$7%2Gv-(q$0ZHH;c;p<_DQ# z^C5oRew!P_$aEL>Ion5%lYhwPX^UQm9)^9;n^Vblq5G2800WV&IdnTVLk*ppAq9)TnXbi z;1k{GUEf_GD7^uVSwpfurr-K4TcLxQjzP zqIX1m$rVpQ(mcpyi3y-chw|arE@zds$=GJ&mpom^U~0W> zk@d!Ux%B@QUHi|)EdTg!ExKty^0>+@-Y|!+5;YK*-MT8~_UG(Q4ok1zFURIkRj;UT zde3-&u-~M~K7f7OX@zcn+@wVKN=?oKh)3BCV%_+U)TXYG3s{SCspa=Oh6@>}an+wO zn|Z-o?=41@;n(Tbrs?g$+nODGkf*@qFdvc^a8haaUXhTWbfj z$ns&*=IX><*clMzJMQ@DRXX>Y&PNO3EHF>!s;Hi~SckZOJm2%=7wdY=BYT;BO19N% z%08NRCMvGb-H}BNhj!Lk%g~7Al|g2n?B}fM=UirV_s1Mw{|AR1sQHIMJ0zeHt3Km< z8h>8hm#nW1s52J{{V%BPf3DR(E}D)Ng@;Pa%xwp;LvCxe;5UKA;F-QQLhlm{ zuYafYC44Us=@I@Qy{LbRq?2gH*)HwrymH&xB9JSqBHAA6cPbT5_~!Vejo!=(G)?;` z)JAF>-!K+(uSgYYobdoc&qv17pXI-4t!=M#T&UU;aTyYwt+_k)qUP7zn&36f>57T? z;&GD9P2A{igG$PjhQkp?KTdvI+0DYf5-|j#c{#by^Isl!YpJ&LJ!{LH! z&eBcLRJH0hhy?mHV>gSpFaVoALq4O))4ko8AjJm_rjfW% z!vPYsMP0}RGFNs1aj{)RbH;TUl|Y?4@u_Fd?cQrOLz6;?V2!tPZbJ^oa2hST2Z;}u zX57RLMPn_*eZivLbJO6P+`aSPQ*!;X^bsw^ryuv4#ueJ8B~ASA%l^ee%;Ur%$EPr! z_MYdz$DTa|0X_b9J#QkHoiUfX>= zGSAxd9wn;qn=T{MoZqX7)c>g~`)Qpx&O_ppPcwQO5_9&>yReLIX8z<2(dcAs7s>j8V zH1zOc@l%4J?4R@2M6Ot$-bf2v>scI&4CoE4kwLRMKz;f?=~?aEb*nm9{&+eM3p$?` z9_VZ-mccX&OIHTNx~;w4yrFE>b!_O(s0r{rzwSGK@25P4KWVn{JZE+7eOZ?zpJu@j z{bIKN)?#2|JAQHar>J>9VRTFBO4QQ7Mp0l?H(xChR@m$Zg)-svrcCv#)H<5X#UG2y z&m^FFm;Ls}OJTZepDsPw>qY`&x1Tv!hg9$A?ftR1FXDdbYi=_nFDm*ZE7=5EwY|RV z7{K;+ofxZ1yF`rClGK0{iY-ZW))5EWk#A3^GAm{A6dQ8D^_l9y!)2 z^t>?ox#rDR`U}JqP-jH~8&4DSoRZ0Hr74`=V7M-N zZZg?~vf+!leX#$wczI%+j*c$cyDG-F!1LazO(xY7ZCVb&`Plx?#f!rlv_?Z0!sm_% zmvdqtf(tMcqyDwQV117GZgJUNHqNSF&h3PHmNr>1bk~omLyQ;o zRNAu7#oZP{#`$)NX}D6XEHKVIP_tt`iygHz$1flPXe?!LC_8Lbt?=OdWEh9v`2R}# z?w}^SZ(Tw76cIr{5D>7UB1O7X1(9Bq76=`rgpkmYj-nva6prl7!yH-{qcjX72gUIWxzP`~H=AXWq%4)%NqOz1G@4WO+hgwaE?PI;;I6@qRzi z$c~!VpSjSu@%g%)pZ@c#?2cJ=M5)VdC9JCL^Az-xAs+qVRM578^IM7X87Ypq6f5rrhG3weGmUq%QqvJ(6`Lc z>1-~ZK3_+MTO#WYHYdE7M)=+i%488zHKI*!HRu~Ey$$OW-R`Y&eV66IIqUzfykATf zaTTZ%`J&FkW?if&UP-R|_$)#O22Xb}#3k(ogro>{9EvU#Sy8*O!_r{(dD}tJ0XIqB zM7|?UF~g1lgvder z&$L73So2Y>Pz0$0lDunu z+c~Qrnsm?q1JLy9#`~8hVMU92`e36%_Hm5+4JijF?BL!GYSwRc;&6g8RZyM&F^ZS% zMg{x6Bln2DNL^M<9&umCfv{&fAh;i`DFTxy3O$!K3tAF-&hiSZUSKPCw9v523PDUe zT5mrTy{kbdyE@88X#Czmc+q}8h+>m46QGx)fk?k6r>^l zLUaAq!(Dk)fx!?ZkF?tn814pRjIE}@eP%cnx;w__ez+~$4R!4wN;=iJ2TpB)1-(9P z;XZ`u-Ctd*PcJ&$45W0iDX(JTTM;dv)gC#x9PwDhdM!s8TW>XRp$om{E`Audn7(#w zd4GED^s?omfn9{G7gM5a{($Ak$33^FdS%yaw7aTwMyQ7&?LH}RucH@GqhXx#dBt>^ zw*e_Y{JeDrS!Xo}M-x~P)3-&<-!%->2^@h<-+!PD%RIL`CJPZzz&qE-_M1jqOI1#} ziH6_IyD`&`wCp$xIueua1^%W;&c<>?Ec8J#<+tH=<+Td9)B#39wE(2Zc)u43%jj-z zE=SWoS~YtqxEb_h$?P|h?}VF-W8Gx;yHz3$dO3`7+i7vJPPG)Ae#Fkz#0VA+wmRI5)7+CQ7xz?`OJ z@nmt19&FdRx=&8!w*ED<@r(P{f%;UC$AK5!#+xuHp+%f7Tw0;>g2K7PH6j=Wjv&H% z1T!YTe+7bRs*tv+phHrmNN82MFaFc`?tLNmBy90F&I(N{uDAkX>CVk;|B}WMKmRLd zqizd2j@wlkWkU@|Hqe5-y1SkpAbzf$477jE1n*3faD~8F%u6vq(vVj6u(9H=8Sciy z#rnYGNsvNoN>l3CV>h%5Wpam;tOf|a3kR~F75;(A9iw>94)zZY-kokOvb9-d9F1sh zr8567riROE_=ObGtAi>6*tNwib}>qXdI17#S0}>*Rf6P7}@35I7(IUDOOKQ}D}YSzb@K=Fpki zHT6ze^!ThyXoLGL$addirLM42FvftyiV~k}?UYFVzdn?FJS{51cJ|c{<_A*%K||d6GZ>ov%)aHjtyWq(a>FA7U04#)b|=X1!j4C6VoCAR38U1 ztJOx7c7ZGU(Ts*=#^rH(3{Zu;th|n-rf)>?Q!lmx;d*~8aUdn3&O$MHpt@EXkg{LL z*qc=f&&s;=-r~^0nzVR#L3eX&YHk``PcqD^_xMb)DL>Nto|RSf+Y8j26_5gS8R!@k zn}WC44-C}ZpU)(e?Mnaa>*;>1cnZls<+}^6e`sWy_-hh6YZtS`Z=l zi<-GJpm(`UeC6wEOnUr~Sg-ZLD$7=CXSz$K8SP(G);kY) zb!(8gDe5n2H^{mfa)y{fIGZTC^8a2(S^tQ!f*lFU1+RVaC&7E$-lQyGogbzO~ z&X~n%zwDLEstk*8@%VP;L}qauU@oZA18k0*k|beD6AS}Jg1T#^5>krb%?E>}LjLa% z-QQd!Xv0#op#tk0ciT*xs@Kddu77V>xe)*l$@8Ru`c-DxuGtN|))S#!yY`ayOGdPE z1kUEu|9|rr|4AtS;OAL-M+BsxlPYAi?KbY>7)#lU<6ZicR<})S-Vb9_de6|;n67^(SUNdzVrM^|MYd_ zqcSui!)jzEKd1&bXE5y%Kk#+w6^BxAvh-(zv>olW(smloUqqWNd9_7>T49}N9clr< zMsv)S3(FlD8%CWzsY*5P(BXfKF-PUK;`#>=J90XLkGK<7IuU3jTH8?UwS^P*x|h62-nli;7pK=Udcep)9P9ATBZo*^WM{`MKi z;^lGM6W(>FEk6)XY6^=W2bI%8NMGfRwc1F7bxFCUnEg5h2BS>_dzwYapU{l|d1;RH zAAd&u8e^;#3);C1@|o{@hORfQ;2YDJh1nM^QD-pP+$d<0-$kYR9^!>nGOJP8%bqW1 zgi83wI{Q95UwCY!$7b`TS%>&|gq*y8LO(kG?Bh#tN{Inpra|&+TFuDMG2**WQ3TZL zX{LmtVbu{)OcVuAV0Vkch1@w{a)m|&GU-PPGH<~roN4T-Q}O}p#x|5VEC}Xchpe@{sa*WaqeI>!xJZrY9u&wC8Js!QWf-i>E+|3Tc8!0fOX4AzkZ+ldF9I zw7}K-R+mgaa;xqjxnkaixs;yzz9+A^#$~d5w;Byc)cpwj{+FKt zAJzU>xdSJXHliBXpb}*2GiRpGVYES<+#sB$IUfqDTw6Dfm7j;ZRuVs>$FMI|U5uflK7IT2J5nNq zKQ6`mFZ|`l)2nO_F7Hxi;R}N^X38G7Lkw&e1FQ?`FS||ItnevJoAF$^xFgT@8!4E4 zH-fC}n>_`>lN~wPeES!B|+w$&0eR;$`*!TYK=5deQ zAo`zHjPWyO5G2UgvLCrADe6%|MGQ|x_jYndZkn)orOHv`DH1Il1!v)q_WS{;uCFll z)=`w#(heVt<-MKAfo2ee=M5$CCgUB?3H zDg%|ipe}s0Tq_7Y8|6SBg={xN$FbU)_X$-Vp4Q=Fe)Q8=`JZshzl*p0(@QW!A9}A7 zvgi-FuJ3_c#I!rrv(tK}Rst_w_A>hIhIC6=To*us;)fI*q?z?m&Pi`ySVoRpn5J+m z8PY08dC9)PQt0gfQ`Q?kM_$f;Bm9NuhE*q$CwNIe`P0rr|36&*GRJ)cM9W(fXf?8M z9M|X-j*uJrBP&CQF?>|yjhjkSgj*R~iIE?ge-|yoXSGcOrCZW4G+0k7A z2#L-4FmFEINNiomxP4N%m*7e-)Z!NpiTptz4k{foc7(Z9_Ii~F0p4>e01`cHOennu z7-C0>ze`#C*g9$@f96(ALh;z z-+t_U`2V~c{_k%eI525_QRKQ0utuiU^45&ZA9QTjW`$Yo3oIrkJma;))87mEN@6iB zdy61;7c*dw{sIU|(`FBkR^q%6Xed-Rm@z}k=qhQb>fP}LLb~i4ouVQlZx-vsvFA?= zT14pHW#ys#^pRhC#l~4gp^JWx)9<}PS{3ag#s+uXe#T4}@A41zWhMsJZZ%!|V)N|R z{orz7@{hm|JVzyWZ}u&v>IV0*g^#iB=7mgfDZH%z_0-|H-3CB&pva>9UkS2Y59QzUXkz+>6dog*^zH1sB_;rY<1^u8mWa?1nbyNc4gN074R2#y-;R!es<2A zDeH!<%9-0ba9)m3;G1;LJJSy7=;PU?$3-Q{ESr2ilfN38bM#F4%S^L-Nagll05d1v z6W`Lm%2Iss=8;9NTKHPotBawDIij^{jE}=}KE8Qn+hqlo)COYVx{~2l=vbP`T zU7wFHm6F03PeeBSKFi|C^+DO~tMj-_2Rs{1z3b%(-o#CXmIBw5&^BM~Q%{}ZIH#?y zYNFq~tMU~-!YXxR9hKm6X3**xvlqp~0zM#jMBaFaYKF&Tt@is0$HSf6)Vc!H z5#RK<@!7DGM$9YT46;zdC(zDqAZ9_KL^lt(Q1Zt@qzXJuJq$_7D731?+r$ zGYFmylWW~HFfLpbW@cuFl25J!saF#d6Ot|p1QtHoQCQaDh)zpsZwB`*#4&Qi&E>n} zFJVDa@yIqw6JA@(uQH)Fn&%cZ^nNIK!~}TqUc3F*JXn0h8~FO;QLKT zrA93LA;7G%I@x-S;$n3+=-mAesQA8q0h_6n$V|+3aGZzg^+h4u^`?X)r_5c@Oam$? zxFMMOxWF__2|Y#&y(FsiTxbRVi);9*nG?_d9!>tfll})ce9KRlI$T{KiCBt@Q_*`x zV3?EsRL7o25P5>mH;wm$O=IgbET)4;Ez=?JFy%()_)WAhtkHi^tvR$RjK`VcFmu^o z8+9*F-xMrlal>}%8`jTOQS!)`rPvwp+y9PuC`hpTt8%t3GyuwBq@LNT3!g%v76$sC zYof3!IhKH=*l6l0WT4r*h5NIPfia=#ZYCQW%XarSoVr6Yt(o$ZfG|iisS&kQzxqsl= z?3}7Ef3Ozmavm=ur1ZLcKpH+L(6ytzaw~$YtvUj!R?JdJZu5`+SyGrTFd~2&{^rZ< z!{Fb$$@XO0;%$tq3_!jZ>}Z(lf{G8B*I>0J7T4gFO<>9y7u%efaH$mRc~q=Q!%^;z z84TCr_3LUB7`-CF*$@WP&&~?Fx8PmV=*^dVD(_Td&x4*>O;8Wp9)6?z1)b z<8CNsxCg+H=-MZxuI8xt^=@~l8Fu~|^ER8o@Rf-CVcG4>nAUMYZJ=PKe=eD~ z?CtaZ-#U$-o)DSe`;D$ywoxHkBGhD(g(D^m6<$VebL%Xz_3!}7jzojc>-}+G%io>- z!ZrFLV_Zr}->CH0jJgLn!{M&lRuyOcugetxSnqV#p3KPgP%e$}Xvga$t;uK_l!!W3R##WLVt_RzA@Kl~hlXRl?J^P*4g}-R{GULo9F$-# zC43uVQC^lJiZkWRSP)Z9Fq7#ZL7ASRQb+BnPKqCRxw(~fTdp`M52!>PJuj?|e7VH0 ztj$Bv8U65LER2hrds!44H5IfkX7X6&@Di2tUN&NxTZR$6=s zq?HAab)+wtElyep8uwZ*J>88;7@Hj(kZD2{jeFgJc9RqM)z#;U?aa{wVHx%4_3zcg zD9P5!VvE;iTS~5Wii1&Vu2=TF`5%bnbnQX?VBQoA&4yJwp8DaPt?`5sl6mFe8%+7S z;a?VCQs7c&Irjl_A@1Z0(RUJFBPW5-^Nc=lZZI9%CWFn=B4GH}p@wCt7LkNaqx z$y3$mGao^ImN;%QU7Kx@!xeatQE*x_&c^WNRzYZoD3#mcG!X`dH+a~f+~7j&NTAROm=_q6ImF3M)^6^9jm z^VHJo|GT;Wao+R69@E#H7q!ORnNivwjX8RD4)7|&jO`nM(BiEUF@x;@c?bEDM@L$Y zZmi9l77`XcWYcg0p}(wZuzt*r$IYRB7pWPAD{#1>BotU*iRpG~TVD#5yq(Pwg{j|q zkOW1&Pio{+Vm*|t_tO;UyTE(Sp%NH(et{tkX@i=FAfBe({;Un2e^59QZl7RO)I`_iczlwW?n0AAik{aSOpTrk+z{e?7I% zLU(2AKYQ8MM}R|C?2)i8xh4IER2S`W`SlP-IAfmzJ=WYd?ul^ z9~OUhwE}ae2CF|rb8WjoXVu7V2rEiW79$wkLTn4DhnElAEVwdmB z7bS{0f#ZvK`CL!Z6YJ6m$K!-%gv3(yOgT}2st1V^9Ip|Wd0qr#y!z(*xoXQyDj?Go z9LvlL%^1?Hdeg9Ek+%`)D)_2zBgEuob=-k~71>#$9t_*QUd41b3x{p{H6k>m_y$V? zbU1t|xDFZZR=?;=PPpolCw}XMfbYlPH9Mn`T6MWusC5=ja}yn{s=XB=iZd0==3 z1hNbbay88Z;Ub%gVsQ$gW2khZ^!c6i!^AEb3T^BCjx%|H%yIbP_ZUNEr4bHzaTT~b z*FVV~92ZmcB|g7smRjHGo)LPbW_VkL34TWZqlwFCBA@GT*~~Xt&GZ%HX)(a2%N&<= z14N!w%pX3!?)X0X4V!SRmn`*Xe(!JeL%i`8H39~ z+&&t;taj!v=uD`swbD8RYRL8&fh@ z<=mBXcGeuXYhsg=fBd+##JHl%RKL}O65r>{;2Rz0TyFC4Da@-o>dn=WoM0J||0F{- zBS*i(6c-KA(5sgdL;kqG6 zsc~Jx-&hd1@%mEn^?=yuQ0->Qj0-kyrPjKG^2+ABQp`{)s5Zr#ob~{-xg#F~<5EHW zrExMs_Ug33)$Q!h+WpiHVX;#JL6T|_X7l;?%`?okf#`t@6$xS~ld0v9j~hf8In<)z z5S@tYzK3&|(DY}KD=6a~HtQGo7Z*dqfK^S6W@bG80-)!ny$|b!QND)EN9AvFx*$Z;GLt3*SU{T^dQVIo>T=vlsfK{K*&( z(cZW!{rqhW~CMswWi2lFjSds!hV_J2(LD>QeF*t#7NZVPb!yCU9(mg>A}FcM!+Jte(5m0^ zydaosE$Tt-2zrcz#pxT;U>kVtS-hVqA|c4!dDg$En2*r-M!;-g(NX{L9k3xNfP_+~ zlup_7ID%u0E_uWNv(T|c)38NtnHpTmN;2}g;|WNagcQV9|QB!V?>KiGM_12c{@ z3(MqW?#@*Vh>5ngvwCg4IvEYe4V4fy0fvrqHzFeF`8~ zl6I7p$-A88fH0yZJ#7PRtLWsyeJ8ym_Z{npYZ^PcS^R}`TalfXrTKJEagK?nOpMzP zJ4VUyA6xzAhfgl96teq?0KIGvn`UsB-nfe0HnLW9lRjO#-_;YQd|Q4R=3L4pfLw0+ z^T(&BTcoD?3&bu}l_9~V5mm+P4>VbJ50xmUr}&bOk5}5vY=hm;S~nUnbdH)LcZR@T zh_`Y2wxS19H1B>Wp%LC$6GM)BF|80@`u@kn1^zaBRs0geRDxA&2OW#vZ8HPg4wp6A-#TI;tT|RG!*&TlEZ%TkRY}Vb`z$r2O(H8vXgm3Yfw( zcX!Wwf+t0;igX;!`OY#4yueXmuwN3x;JIO3LuEc-``N9Mi?^LhaG*Csj-jRA!(5E+ z2;kJ@9NO9B$ZS!V1i9ybp`Z4YQVMMBlG{lk*z8L;l&#_)w$&zN|4WeW{C%$8@kPR^ P<4606fjUynF5>?HVRYhL literal 0 HcmV?d00001 diff --git a/documentation/docs/get-started/access-application-name/pause.png b/documentation/docs/get-started/access-application-name/pause.png new file mode 100644 index 0000000000000000000000000000000000000000..78fee17435ad8a4bd94e01bbc48f4b30530d409a GIT binary patch literal 308096 zcmeFZWmH_clW~GT>=Dmcc<{eo#1YTTW|^P`YQXpz3+SH z{cWCCO;C@3^3$aQ#lXSf$kcnT>o7R8dpW1)n@;Q}dlw|sd=t%>u^3IwBw_yMc|*XaBXkuFh_s7c}8Rx$_tvUNXk zxpLaUbGza=!PC6n1hwyUZc^)|jOzzu5z9}`n!rKJkom;}4$}{YLKrs5%U`rVEIJxm zA>^@hrkHdnvY9(CcXX&FYlR8A_uIlkOBm#>GQn81P`n5+ zfpCT$m=0LmQ}FOJDs51;6!pm>YiOyN*Qpa3o%a(2=M#H-KdO1F$jL*c-qm`&RJ_)) zziJ_0B=!Opdd0Cv^0AcfdkNMC(@B7a1lzh6s#Y0g;Fxvkpu-keKgGV`5@V2nC6$7m z!7~(gZEFnad$dJVhah$#PVxMS;iS)JWWB2a;|cH1Bi?O>5o8nY%wYct;n5o3 zG2aDW?uZ?g9WN)i4-rMa5*og>U3e|WvR9-trh~!*smEcVXb{%=e_&$Kv<}or{@z^E z%jsYeKXhF40y( z_u%e5TVoojoXE#|vGcGpari07`zkqU!SI;Og@DgLvoA_N(l3~JAgvl@;Tul$ac-!X zr@0#_DA(;Ghjd5?yafO&t0->j?yYUTh_E4qe`bqN=E8Gru}ad8qhK_&-_R2N`AZ7k zCSQZ(goFgDWR3Q4U{+>#vK7W4>rqB+0me^{M|t zU~%-})loS881(rT&~E%;bKVj`Q+G{l@b5#Zbu%>iwsb2^BI*W0!-+_~AvPeR`u@={ zw26%54Iz?fPb?lKw3HZYEYat1npmDeHA(nd>TnH|d1 z$F25Wg>c z73^w6z>>_J-jvW3)|9;DJ!MB=b^(PkX`3Ex@7TTH!vQk>&%U=Mw ztB_u24sNb6J$T!{cl^+m5t8bZ@hu;lbeY+;KmqLm)Bs%Odec5dVpBCUoBLnqXs1eN zc}g6=6{{uZ0jfskc8|JRMblk!@eNV@*)k-JC;el}80WH$OLxWkN)P|EwrR)O zQ-OOG{LF`+ALb1s`&c4KWI{}03V%98?%0p4YlM74r_WaDvoyNaNY(hFK?`iq0BNDA z^Qlv7C2O8Gb{L6)43>?TD{3r22X&zOOnttAhVdIUzHs7YIjhF;lloOcPsB&%N84k< z-`U)Fd}l<`M2AE+eAC2%#3;l7qAKpUnG166a_Jeo8Q;uo&1xJ$mtSya`v$)JsvRnH zWH+c^H$T`0pE#($9YHtSL#oj=>N*)6P%({uIA)J^{ErN4FVF+aL0dZl=+ zcwipPHRGCp>f8X$m(`x&-5$pLN`AU>M z1`H7P-hUaUH9%b?RYWVWB>)(3-_6l|D`q7cM9wEh;+VnRoY9_PmV1(WF)5a7+w`*1 zypqKH=@V-Oe}#ay5I>KX*xl-zqwg8tTfTQlo(?X?GJFdv*)K`_Ht)X64_%cs&$Z_I zv~q4eRlompA8qQ^D8p!*Wej@~X^Xld%MRjBR0)>x5P!MZmv5c?ZA&EjKt z{Zj(T2z!?@L(Z5|PG%+kj+d6*!hITOJYa0%00@_p7MHdjPM@uwRVmep@Bf;{ci@#~ zkwyum%}mIO>tJj5b-3FG#kaDxu?@3U%G#%}Iu0+E7Aaj8lVldLMGF1ary^(LaFpLg z^dagDSsHVuD%EMCH~SyQmYlY z;OC-ql{raoYiiSR540NFd)k6K6Izlh>AbI14%NmYMsXR`uQrYb ztB!{2N48DoJCW{8M-07cjO`z>CO#e|d(q)0WtZDkl~mkSD_38wG#YgRA6)D-Zfb9K z1V^~4$SPwhn;KZ%c1~10%B58W)CCNjdkMg47aUb!IW5nI>2ik=-b3DWGk;asiuSJ-I%d!ti9!CAnQ?Z)L8WqDrtRI}4s z$kDg&cEfY$w(~XSz83^Lg{X;9ivfN$zuoE=`ysZ2CfQpN(jjhdq^6{)w6}R4s+A6# zhVi_8GgC>SDp3|qK%(RG!^3K-rhDt-z@wHiLp!yD9KU%c*yCusAYN^WssWT8F6g|w z_dQ!aYd1sChw5xJw(i9YBikq&z<=u4u^Dh1EY|7v>QJ&;+`gH2+E;|$8MQlZpE>3$=kkV#he#AD~W3?$U?dU6yn4{JNTp4PVd z9QAy1^*DPQjcDpc=3Vlze^qm@bXB|@2p<^8+L0l2MeElcVrm9^W{3-Q#eVmD5;__w ze$K3eTx51{mK^3aY;LcI{2W?e?G4lr3euA=Vl=(8W;t8h7m3f^F4q_v`vb!}B_rgn@*NM|UK7NC649`tT{q~Z0^$3AJyG~P--5J@nb zv6XKpJ#~H5lzP!@4Fq549|`j=2MV4>7#dl@?=PEOHt(uW`%Ub>{o^}8!T*2?9OcLS zN8SG!wf`z(7ulr^^&SlEKY4BpoF{I5@cyBO8W@OZ{+zqhr?{@F%?^xQ?p7X6Q>PeH#C zg?X@Td8k?V?|1RPA6vwf1om$Y=Rf>H+yIaMn`KOCSa-J%T zxRxuCNh7fU>bC+O*8?|lsU<7*_=SY?IhHce56)8JW%-2R;b5c7vgQ)?YJ`_EG6Yhe zH{zMh(2UWoVl8%s|C*B=Z={8Q>7{u(kc~AA8-~p)YQ}>ZZuRNy&O`^g_TP>8I1DCY z&nKEm&kL!1&6gA)Q+^&<^}bn`w7(VmoNDE)aG?fNf+eDcxhf(1`EY~9ZzgK=N_oK= z{heAuSA#vi+;TBJI>{W$5G^eY!%6_Wtxr@clULB;Fs~aHw%z0+wc(1pnf}JYl;;PE z#;|{3u1h==J?klzIb+CQLa?wFk{9nY{nO+4^4U~rWz5iwv}%-TmZF-s3*FCQU(8(c-j+P8KdmE>^_cFq{Q&GVi$_hCuc-9G5n z;8K-h0|}-QuIX4&c5z3nR@v|*Z4n8dwp22X$T6n~ChUzQ9{xV36D4bH>&8H7)mFM1 zsffy)$DP$&2`!VDtUYZ*vU2ay_0TM+q_phwL4&B9H}v4^*@$d9sR&$wXq{5PSj1X( zNav|5D%I}LVHTL6-zoLx`mzDVW-dh!6nmlW%>ZrYi-ZYrDvYelKWJw(puCMftLwGS*Gkvj4i z6f^HRl;0)gl$AgUOlR!#kzpXkFL+jt|DBM&d5%#*Z|_zOen`95<<%gEd=SZ{}X(|1Ka;{fr2TtAI8 zZ;_M!t(D~nd%kzuisU-;^?jiak3cqXlw{`F5K~nx(%2Cu`@Xb9P+Fi({mm#xnq(fl zwBf`%=7>fzFL}p7b~|UX9JApfLyBeWQk-jk?PaBTCxCT0Y3WYMRl|lMU(JkWMUVN8j}xCzfZaFdPGZ|b*RP> zjl$N}4C0Xl!8r7)WGpOim5RQ0`y-Ozo%U6CW@~hv-iq1UxC2kVKJKR5R-29yumLPB z>7w{fnlcZHy7~M1`cgOm?@h-uXcJe;nLVz|9Y5{v?Qx}4<_l~B4)>OgP+4ESZnRnd zGIa7!fhTD?739Cz5Tl_7#taYJD66VDA^> z?+e2Id*9b$ku4o0R^0dRe~q$Du&Z?C zGcTA>8Z_uf8Av5So41H#UcNQKSXj6)1EgX(k?fG?&} z!ad~vO^0Qcv(gJ1=}Po%(sn%Nj$PyirrGPESM_jB+Rb+JN&4zO?`v!8jA8gJ!%+%8 zTv8#iBYy1ql$arlW;zq;Zd`|0;7eFg$;Pi(%p)SrNe%z*;w8+M5upr9k1o z&nDqql^y%q|79a55M5MJF|PD`IWdX*cC7tDa^|rQG+Kh-!+w6#K~cKGw{LHq;fF^? zavSH$)x^qcUw4>%yR92nL!{!VhQ6R(1lVphxct_{4$$rJa*vl;sy2Y7`kLYgSsssM zm>F5doJfiK(0OGI4g4s98+B~m*Rx)XWy;YC^4danVHkY>lVp*qnc^>c0&v}=mj#&yb=!~`RKtMI5e~jp=vPm(50x)=hHBC zK4w3RQxj6vWJ%M+7PEc6UmGCr~gq&mG55fFYH?3Y@zpnCy;# zjlYu8ZKr+>7fBb-YzEEzjzJ#6;s?_WDW>w!^zvgd%Q^6UJ1GC6BMdW&#o{u=&zMd+ zM1o7C2wbGklx)D$O`W&B?7=oqzR`QDJeJ2AUgnyKV)61}$Iu=rY`xKsq=yEe^S%#5B!Q8TOREU& z&-C94*){kzS-H#dn%l*svmx|)kMZ&_-`R7NSpL?>vN+R)Ku+-97?p&7At;_0J(OcO zD5dk|0l4cJ~1&d5cg5$1GU9@GlH(~ZR>h) z(c|-}Z}hTlr@)mqY1>&3O4EK`glMmvz_l_zq*Nw%&ufy`AF?7-L8)x4te92Ij>g~b zkLxCER;59kv#6|%Y4j+g_>hVfHbOm*#uvVokmT!{QI51>z`O4+#Up5kwcx|995Aj5v7TT`Q34 zWN`w?o*>=j=jFj9>$u>rIQ$50%+vr+7s}K?Htd;Anm50G7nI}i7rBC?LIb^Wbl?dh zu)^!uH1fFiW=W2Q#kVqZ^lTVjRVIRykl9dLN9W}dsverq?HG9oDjgR zYQIUtFPzyIbR7zQ8*9Bi7^~jqR)fD%EKhp56p=yo)J#G_uUa82BI553G*_|s-CHE2 z{%aC~=aJDTY~B?Elhp>jXRfQCrf{>|&& z)a1J|l*U$pVxqwA9A&*E>0u5m{Uk{?ZLCiXGTz&MKjR-w+?jKfcv~dVS=imgmG-ItlZ%*k{)|_On{0R0EA41|@61Up zO;5jBRvEILx9LKev$PwtGvq5Gbj%1GKMoap_?ieBO0Z!4Em$zpk}&Ks_fSSjtAi?` zkVG64QxA}cx$j#foMfPQD^Qn*7~qPd8Q2+5CEEjW|Afwk+s?(c-FFh-R3((pm^V59`Wcoxl9 zt(HDsY+zb$Q8;&0**YHN0yOXtvYe&)n#GTw?R61`w4u4x@%rM4?Ev139cjHB=Oa`e z1MSu{NCcLEKp?QbV^y~<@Wpf8`<7flpuM|EJ?rU6?-g0)@i!Qlj#MakF-Xz$@^B zl@)CwmjwgUmoc%laLoa>I*0T)iI<>fljK&(?U0Sx3Oh|7%Gx z(Oc<%i+BFJpz_}?5dI3IrsIyYBFB}1g&G1El8L3^BDplOd)vKR9z4JZEm4eSfy9V< zm=^xlyRQ0mgCF%U$=}Ap2K6{2XtP-gFDW@ZYlzb+KIU>`g&lQ7s(0hZyDMoKkvzDs z*pw?;^m7_~t_LB!Lr?IO)fHS!L|9Hq!zEZ==np#@3Q2?|Y`0N(6b`;we0ijyp<&V9`Sa#rmQLyavtlLg28Vi2C%LlY0OO*|Ca?{^3^p%!) zH}x}eVv)*uQC6Be4_7nt11L;wlQcgoW-PfcCwyPn&;_m(lw}56n^m>7e?&00(7ZE@ z%1|u_T7J<5@)IrAe>jhoAhDoBl86F80wKnuhQpiBAt@lz)wN_@52WG@2kD4q>=B1- zw_iw4n;5?4n1I+*TL zt_OPxFoKq9RMWxBDr!0=Wf4LUcUctI=;CtPe)}tw)W_Tfhn@d*K>dBq2;BWfk2Venc1L3a&@^)ZDS}d*J=J5I zIXn|*{x(Z#Zsgy&?u5PT%cVv~?y2v}O$kRN>|q%mWP3z^*h0iuKuIMjseZ`vSV&jL zMB{Emn1N2lzyT|W1PM@^D7TNrLW;#u)z z0w-$_TsVG|{=S?L3JtLViPp}sZT9(-6RUZC z3)ZsjgD@<4HtTxd`op>q43NWR47pfLQqp_m@=Co<5;Z+Dz52*BbN4C=l%P% zn8p^1FBWLTzSnbVDO|R?C9S6g!%eEgbB9x#)_*7jK{bRV1h%^T4%d4=RHKS1yX<_v zSzc(cPDfg{oK(Gy2=UD40JY!mrjOA8zY93+E0~vP&&w=VG6K#vx=n>r$3MJG8SO)0 z2N`XSZa`Ctx6J}iH*iF?_32`S1>(ssmFZoxnG*ARA1B`uh|cR*sp_gCTDMp)wYZ)} zt-stfx}9|+=K5#`tJ_X#iikju^PTc5rFvZLPwmf@C-WqM!kg#V*~_%Z3s@`Tkmd@zj;>}0=t?r2U zK82}!Y+l#x{lSpbo4dk6`%F?K8|t`%3x@{fZy`aE@o`umQ}Bf?9Rf}NMY!NPg!Ks*aBFLm0xPL%0G=9D=zW~tVWLJkZN#nmbPa2Q6ll$mRE>4 zh-2#1vQ0|a2*Q11^xyxQjFD=g_-^SNwTLMauVdcFee`<1OHmY7c9j`|6RU!3@wui`twd-UlT zf-$-7J*4K}HOf0I6PK^9uFk&w@x27fT7pk!z2^`WC(W-$u0%u*7*~-P=-P1bU|~07 zNuBA0RgYXh$Nn9dt5M!l6Ve9h(gs_+p~zyaJ;a(Lr_BHK?Cj)^tPzGy9a2UC0Bs&s zb&_Z}SeefZFHmQD)$&ALyT86X%Pz1}Q%hv06>XYuEVVe7BZUIK7y!?RfEEheQe{7m z8b~~kYtX2|25K4GuN3zgG-vcZ-QH->&*Ba~)@IQ(j1IuhYd{O!k(@X~t(K znOib}ZvTvW$|iQ>(F#~ zW%~AX(VJR4C*7I293+Y;Y}ZflIP<6xu134o@GS=I=DQim0gbC~T^xsvsI^(GmZpLB z%RmA*R9lio@Zb$ZxDqa3vstKymWKqXfm0I#x7z#72>QL{99k4MozE`VaC3VEOV*6$ z6(ZlzkR(DxmpQvs8N6j6OEBsKQA|UYqVxS;r1Y>_ruj>4unmnNw4w>mj?k7 zt;$#J2Z$HyEwI_`s-R5;Tz=o|+sgy%ft%LW9#(*zouV{^6(GcE=X>kAESjKE&4+K* zaH0_%eSsNCVn7+o8_+Z~>_vI^$8%pU)lp3w^&zup^X%UR&8CaHEEbz1$HgUAIuK`jtd>Qw@U_rD-cJ>M)pfiLg*oa+G z@GXJu@&3}*ppolSyQoRMgC>f-!y^eBaw;3pZHgf^;Wpd>f=<%%;6Y>J$SVUAPA!kAty!OQB412#JIs z_pk311VQn@a{{@!9gW``ff(ZRl{&!UTu-!15~oQKNG#``GooH=EM@*4Xj);gJD8N3 z8is^T6@*X)iJvv+T+Gr{RinV;{FkE$fuLVibM*m^ZbxhFp31jp!}FS7Tpx%_FxtK09eV2ix#BbdEB}jeny8SR# zFL-6<#*isx?6}$bkkXgQ4R%nkjxr;Zk?7~=+`s8kL7SBpr6pvBDMw>VF(O{DD#lXb zq{uqURAHdIzq6Y)G_fb&t)lN~V_5z;svSP8iA2vAZ=8V(>(JVxryGWa-{CwyKX^2c ztD{&K`-yz`s#X*!<=#Jsl(YDX01l=Ww+*WTT+QYMO*!;X=ycw-D;1LD*C2yqs#Xox z@r&ckBvPDAC1BLlFjWWQMrO_m8}Q4+nX4VW^=Akg*=}JGP`jGDoOXa{X=7TJ4s~$(dNi7**Gnu1XHG5n3V9Y^|NMMfyms`aaL~P4M z=rwfD6WKj$fH>}8A?q`4hm7&`?Cf>@H1#ZVoP#rcn>+p%TPI&Fm4se;1c@bp^QL;* z((UnL-BbZYS&gLQ)xz%c)L620cW*|*Pfkos?JFoOG`QFv%0(Um*8(5U4rdMxL1#t> zKiI~r5xAP>k;gTyc{OL4+i?2l!`mSSmY-gB0ffF#DOXKhgn{->gjhA;LiafhLBICTn&1TqnG*NF|ZS{K`XxT$s5nGqrXg99#6rrb=)K9 z`Mlt>YAd2?lu_Ou#RjGgBRh>qe~#-7JZaWATX-7$DjOm}7X_9KHtmE<)4`e^izypx z&UA=5zL7jzpc2{BM2cKe&{7Fy(2}XC$$=ZvEM%ugTLv5|e4`bC!1-MOG^Md|o^Kg3 z%EzhW0v%8O9)qf{o>MI0H#AJQ^LAQC}$3~`-VWO*rxwwc05c2J4UWEu@+~+^B&j%@@$tWm#zba{K6Qwn9U~pP3Or{Nu)#Kpc zpzTf#kH~_|RT9$EIKAAA6Bo^KvVjK_17F4gvh&m49v-~>B=WOEaq;oF&_-y_mUW_? z4{okY1D+ZLqu?_eH~6gq63>bu;YJ%ozF&wwp~rjOooG1 zF?k)3z1tybCxe4ssHaVE0+9K#^Yz(Q+w(VwnDuAH9V)A9lUNM>*Z(P?2rI!z=st1A zO}BD#v`n3qO^@B(onw!lVOOTlnR_|HBG3DVR_S%rH%oCxK|%oGQJ4wAXH0*WtX)UGE9j4H9#c09*+QkdKyWwT`L77Xh00mZ14?pT|b!;VOA zJ+*C0MUVaGwJ5!%m}}KIrRkn%wA&C~mUt<#)fl`vKi85?m4Wrok6L&os9 zjr9gUmoPki^T{%mEOO@yQ0Y4xVGYF6PSPAz{H_r&hQ<9=<~&EO(bybEvsKwDY0jTv zBXs6O>^8{I?c4WZVL{7Gq+Bvbn#qc=z3innw2$^ktgVz4-ZQdXslw~CrAp_EX4wYg z89eIs=CSH-z`jjj;~Hx;$f2@fu&Y|t8eHut!@$B)Qz%6c8Lgd!qi@Zgi>lsWrBUC_ zfF6M=0r;|1v;>i134erVGQ>(|2obo}Ec?v;l%soZVbpT+E#cLRBZD3csk% zMVVx|F&#m&wp|IdN}>@R5UEg$-{#nX+;6U@_r~K>X>3S7D9kbCkcF5LeDrA5(W`S9!4d4bnQ^P#(_ z*-Y%!VTdhqxH?X6pM09>#L`rK1P@E{t0AGYSh*esA?Ik&xIB06OIuZ#4e#j28FL-N z(DlNhd14BK6+$Wl(pn>pg7#+Dv@FSX(PPYdGx|++eAs)lUAX^YL4p4&Sq}N`HfkwV z3pNmRsgiX3X6g9nFK!eFU-FL;*3lu>b>G1$Xg!v+q$EXasi6;OOR@awW&En-9umri;@&ed(TXlMz$h!v>$fVK>guWc z135r6$vO5?Drm!*B0oq4@DNYe2@{XAf_+P~(NM|@0|u^(O2`3Ticv5nue7>20%e4C&o$HJAVBbEiB-b6MX_ok3s zTp9_-sJ61Qu_#EhkEhLIM+?Zk{GNe{X#!4=qqyHAk;SR_$*CQZ^w2B?UsDdH3sZ#Nvmdp5FP@q#aPTY+Cz@Ihp0AW;T z(Y{X<^(n9z{Ftv#dqQFp=^i=cHsx`R2y+;G$INUNoj%VB3JUrp zCe{R|Xc*yKhsL-F`v3{C7d@YQlagcz$w7p;EW0{#(@gHCrs|POQct1qori-12STDO@=YKiE{5#b8hNOe!LAHb`@3kt2bzjKVrwHj z;}dhwV>8WllXQW*PPLYlcp{zP-caR@Mv3DUHM*y->5~Sye70+%j_}eB4slQV#P2R$ zD)c(vrgK_{@wSUquF1&Ad?`NuWNcz0o=N4U&;N*g$^{J2`NvfR_^Sfy#Amr73$yi7H)`pw6W%ejwI zI*+%f^m>ky&5Q29SV+-Hotdw#fVCSF^^r$k;z?CoW%I?zcQ4st(o=83xt$Bt`8YIQJriczsFh`*IT+g^ImJ0AZgj@)7|N*)vPlmZmZXdb`s4NZ2uHab-H}?xH+Cx z9<+S3KZORNKC(8RcW=CZGio(VqY|(fsz;ngg4<$G7a!Kr=&M`>Os@qR3g35hFvtQT zqjv;c%x=p;sB5Q~Z`LI|mmaTA78;1-B1yk=`26x7FBcNJ=18U0TQBa+=H9tYR8PNV z;|3onneYVeJaN@(Jb&hskI3Kz@A1!nS1H>$sCdp-YUpbg2YG$J?8S%}4L5cj7VYe4 z*V3g;71c|3+#O|`V~JCWV=+E$H%wzn3j1~bvNYQ)^JxTwE7}C|W!uKzi4YWcdRBOxcI*yaTGXxWkXfgq}{~NUV3yA4I z@SWxq^+&L`F2f~Ze`Jaw6WLNO9k)t;g^9a!=3aGh>^_OfseLMj-tbEh1`h*;Obksj zlzO^F+{(+o)w@%0+Gt2Yg1Pv^|bF95Dfjcy;DsalD}IXC{aI zP(~#3$)=4_->V9!GeuGS7OHr+SvS-&QfmUBd^(=Qt1G2pAe|hRLp5|4;X&Bxe_3?e z&YC|fMi6MUSw#jOmL+Ncld`g+=&RbMmAS#;g{oSuENYW(DXQsM*=rFrP!5=wjfhUPkQ1Fqul5U~CZM1x1)4ACLxZ=sw?Ir1X#*!pSPUS9O8aT;othfb_U5l%?A~09p0*S zJ|rS7Y0j+rzCPzZ+n~)nB9gd~J<&RK3>FQ9+4yd|K(rAq_JeLj(iKROg`yMU<0siY zhhfo}05KhERY{JBzn#;ye0J*RIihDgyxVh-3vn(gAC&mKjBDX=ug7Za=@~D#mcLw} zzbK6yZT}Q}CQP!sl~DsU&Kle!Gy|)8!G@$4yv;G$M?DMVVY_2XX`RiFmhSO-m(17s2Mls)+3VQUM6T>ty;Vh;{EwEF__Ap8 z)^29Qp}FNIABvZKJHK)79V_MekZC}I^Wv;jA|9F13EQJ}#H@;aYW_ql{`8AA<0VoU6n>3*_9tXZt%T*+CU@wGG_6RddXeW z@%ankfMcXNT`TA4lF*WjRtA8QifZG?*3@9}B5^l5%eV9XA%zh$<7IK)?HbfL)-TI@ zTA{N%SlzsJ{V!Bq$V>CWvsv5zY(SyuVSP|w?VMHMT@{Oxotcx-BpMpV8So$tY)}|?);0Q}3V$~!y>1a7@<`cy&u>kMZpd^4nRS8FG_Dip) zp=7kvtcuK>2`y{v_Dxr;Qkeakr5DH==}CtzHl6+5vdI{7Lq)<_C0ubKL7fhr(1@XI zNwX-p*f1Ve3uU;PtQ@)bdhQW$CNe*QTP({V346lnJu#%Fb0)4%v?CW@DcDAiRA4KsWL}rD+$!!xP z;6H~1byeN#3H9NZwmz5X3Vzp+3_}kj&53hJ0Y==*_VuBuFT2$CzMfMQwh)No*~P2l zM>}4F$fPwcxX!#fzVw6IN=ilnt5uyZyzKQrV0HDRm63{yin&iFb(@9XecR=D@1GQD zK%BhLv(s!&9mfP8)?gnyKM&NVwNF<;xg&39FjTmClxLi%(Z}q8##e~6>}Yqj#`Xa1vAlj zEHDHK^Y2NF!Qm|v{7Tu_j}YN()V|Qb0xcOJ`3gzRB99ec`aqz5(yr#c(0a;9v`V`V=WRyCc+k?K#9 z`sjefc|BHaw1vXwTx8dmU*-Efy`?DP&aM2dh>faKk_pz=j$NnMFRs0`OI{6q-nFU z4Bv3&#=|uRc{yzdNL{8y89k2lA6viCJU{_J5mmwPJW}oiqTIMs8#P)>V??>vzO^fB`yWO zuCCeQ)s%+i0-xR?bribLQfbM$wal~d0Y}Eyb*Ina!}OVG_}~l0V>pqmKy(}L5W)Ck z5xn55p?G=VXtwXY>`}8T3kS}hQr}i}yl2$3gh5wvxURXeP%(0r zac=18F~ruLiXc1j-RR^#_-XVp#=~4Dedzox483Y4=lUB=fU{1f_t5lCE~evW*WBXY z2OLE+caTuVABBpeZCHEYw>02H zpfyjsgI9J<=~_Um+>TMb8ZUlah|owp+T1?2^?`&i`g!S>v;)lX(CNH&jdg73SI4Ss zx9rP@0#*qNi&SNTQjV&j2}+`e;0)V?VCAg=;&;uK-?An6)V^~X6w576Aq-gKO>q1Y zUo@7mcCNI)(V*TUZCo?*IrZ3zq-E%!KH%9(a4k-|CSuNEg4Ed<#~-aMy*>Bvwf^mp zFH1Txui7>dUvZszbAao%HFhhCD{M9huc*VjC%Hr3io}VFo2=jZ^uzt+UhQmdp6&dx zoXO&RIk}=ktHrk5`d72K%mtDB|3^*o*URbxtLWvISvi{bdZP2l!GvZ_UYcWAmP;$t zZ}PpXOh?Iv!>VhIj#(Cz96H9gzIY!B@8#@v+I>#Lq=^wcx)t0us{3I)>EZYG-{C`dSlro+14a= z1`dX1V;Q;tSn;5dSOC?F)~;k?;ZB7`Eg$`?0tcw(wCaAJ4W6z1VE-{8DW1(}F(@q= zq9#b;f(Y2WTHK5`w6chkz-#tqYiL%QGTE?umw;n1bE`KLR`7)N@Bae0F!^?oEtW(p z^nTlxS@B-u!xS{qH{09hYVSI@>XEknRgfIA5EVJK6rF^cn$)^alQpzkVUVM6511gJ zLFN-3&0MN%p61IGio5GiMOE$w<% zNj|Y+AZm2*W3u*#Y>jrx`;3P?y$AKc2}EM27_V0IEF_*#HOGHdbirsngLZYrW~$mQ z!b=4!E)Uk%USDoI)6?goU%cgd^9j(`Qg0v?U`s*XAnDo$9>?7j}5O)6LMhf+Z-mUvpEM^{0%(ZrQrg;O=ab%Br0F@T}+(a0j;J zU58YD{ZNwQ=|i2iJ0TAxGK6W<)KL$tCG~x(LDJQ_)b@S8zF;_!0?(wJZq30@Q_6(5CS)I%%R!9m&ow9$jnJrB}rJ ztd$ImLX`ZNxVR5IWgt^87ngPpl7E*K*<6F(`j89Pe`$y0+PNVb!x+t&nrtd7 zM0SnFP>BX_w2?495X?wVq;s8euMhn{WW9Az8(!4@S)oOW6e#Xcpv5Wf#c3(-?i$>k zA_a;|aVt=qB)D5~2vRJ#JHZ`7!sh$#?Ec=Jow<{LGnvVpd(QKGo^ywXxu;<_21*HY zU5`7Q$wW)Guk8}=tLnzFex%~1RM)@GZ8&iK6XJV4$FfD<69hkQ+M#IMi6k*-BaF(M zcl54YKtV?ZaQl^vK!WwQtE(9UlmIGI(kfBIAwXY~RyKl;UpPfE+4iYu31)BhJ*bgO0za z_0Iis0)&lXx@oP(2^dm90SIZFmw^649pgYqK=tiVk;;a*juAGna7Hu6#zcv|mmJx% zJ*SkY4i3upIa0fu<(B7tXhj2tULCoEGwjn6#BO+z59t8%Z$*DMZI?ih=G#vB^Q~GU zw_=q}%vS~w$AeBoPz8zvd17$(BC^)g_q;so#f=CWvgONHk=k?b?9F!Wz(cqgRK^~P zFWcnPLEkH_st6u(QSx`1=}PyGzFNZCi7t5MV^HA@GVaipN=w*Cm^1p=MJa=40DDn* zJ-Zz$RH*gha*vbOEc*$@bkTS4aGR-nd{%2ZsMG@To69DS0A0FllD5aSP zOh5Awtwf*5Zt6x8yt=~Ezz7{>M1!sSioom!SZCFS%>_$;=*|^6 z#KCH_CO8_MXFZkw-cG>?Oox-IHQ2x_wo6Zn)HnAeYZ)$qRj*Bku4?LUF39bijII$6 z<)zG96Tz**93&+5bGOnETIxL(ZIim~PdUZKPQa85U^c7W`OvUnm~7D$ZGvy{S;J3`rAhmTic2d3p%tIMZ@ z&YjnJ;irI6IAXy~%}mrlbj`%uvt#pqG5Xdw*(tj-vg;N(XwB2+J<&Vt#$9NvNxaJM zv>4m8itK&_6?dsfocFmmA5DD$cB=BUtH4|h98zvj#GYct|5w=ftR(w<_gl+z7;(qa zvm!v3^oGK)9oMLzx`AFeC$mX-C?5|{66Yjk>eA&*FCp91Jq({+bfG?=6_Xog8RU$k zJsy}Oxl24MnDqjPk5OeD`JCXha^w9*x?y4;?zeeR?LY_%4vz?<_>pVo8%#<}^&b(->6+Tgsom9zg=Pfwpp-es+)6B5OkTL95Lw-h5(cJe2lb&HuCJm$aA-h@Zd><-awf>n;ni`IA`)FJ6+#yn_QMw1>mvUE!mI+I( zH*w@6DC4Loll1y}`D5j9&;IdrD2YMIYLOMx-1821rn)qOy|m`&>>vgDzsAE?`#nxxd5t$(b2$s|Hy z2^Hs4t&%haUR5ed(7+#H;IXZ<;CdF2c6z*nJ?Uyy#qdUN)u8?P-Bv<2%RG54LaygN zN$KTs>sXRfShxQ0y-M&y%CN!#H=p;3p?ge@b}v{z*VhKcpFxEAd(y$dtPU0BzCI%B z-(MzXW`4{M`K3TzH0n^-5KQg2Pe-U9gyLkS>%t>5_#D6m%P6^KA(oRRnXPcSo>6f_ z21p7j*!K~@c{NyceX_C?p3*Q1W9>QT()=H{!85ccAhW8iva-Fn=uM}GIOY}Jhno2ryC?uyf^!GVQ?Tsj!l2% z42K~g%SQ|v(}YW@`vVZq-uJ~~Br$V2U|!f5f?&KYDj0MmFrKvz{7~`N0^uS`t;9-+ zx8To7_-m#c+!QLr(ty^Dde?XV2pNFeL;(0Bgp6AWWk-e*sywD<-VD;{ zn4WlFX6Kw*wO~lTlzF&@k)OocOvfTf5rI_swzPDB!x z;$TlcT16=K#Gpjed3vr<3ug%{X3(N7_)Fku&UG$k?_lj1IrWp|i^u=F;@KHpZ~pKu z37DUjV`m#c4>!mu}kMdJSj$M+$hn^|F*S z?^_n{u;yv5V9j|GE`Z1sM??aZj1t9mylc_}MHb{`)fL(0atoBXcPL8c zZwB{uumNOj?1%QQBZvwW9=tB1WE^;_l z>0Ur;mu~^p=9HBKkgDRyM}_C&xduNa5W*BXIXPCV?Vf=8ua_T#4H7bAyxJ!_;hwML zPPKxQPp@CO9(3_Th6m#-Io&={HXnpi=6rIJPt`ewjd6~g-#$6^LX#gV1uN`dSg)#_ zz!?9s`KBZk%-%cbw#>!>iQngH{P^UdiBwXFWqEGeWqYB7c;DKuIRJUP$|?AfSk#pNHBHVjR->1T#r0|wx#*~9RX4ardP1Jy9A1{YkYA~ zM<Hrp3;OiE6mNln6VMn^jtmceq^CEciNjXw zCT(@kKtHl%py?K|IOFGCzu|uY_cU-e0GLQPx{g=wQKTDv!fblHbaG$4evAQcq-BHG ziu2#JZISM_$StupUAIIapI?pgDECO?J*jl2Iq}qAT;92&^UZU0sA@@%`>lPEn(#Y! z{GSeTtHro&Q3oXicm&pu)EfWFO-qY@!<=iuq3hrzcHOf+d*Kgdy3Yjk-7-aWKozV@P08~6td!lFUk`e>#*3HDG+Thy3w=~ zkSm}2n5H}5qNJYPqa)3kha-#`?F`rF_uo+2-Q+-|eoGT%4gBYG4q61&g#c&M$`6*G z?^~w+L>KTpZw!Aw^L4)^<*KWr`9*^#KbxM;PuIw=@wS)b%ePRS5A5K6wPCyYjLLwP+c~Q>Dn#G-Qo{p%8M~`q$IfCHXZlq$8-` zzG!2kBr5{AwSfAu)-RUy5B@W5MxpDCMCwlVzWQ+nj`aj}+NJRhhnIbXDjEMCQFKAE z?LP57fRU4vlh;lIJdH|p6~y1sI=x_j@`ze0yg7<@tIPFyh!71pR}cq@TFFQ0HR)H9 z@r1H{t3j)yYJ9IL~(d_1-~wa z0?j5*Dq%-H7TV+-!G#n~K@D%H?>|t0C%z5(uN7||Onh?PTM}x%7ITp#!tpRpEy3^Z64D97U8jF3Cx3b## zz~&%sxiCerHI;72ZpoM5zQI3tg?2E)%F#2cgMbE51-eh495(CK!FtQcy`~O_YU-&k zW*f=h&GFluJQ}Tf`!Q;P^RD55*$TcA6J(wLt1DQEr-bb_CvbaKJzEF>D*pycV>KS6 zTI52*cQihR=hP{4Gq1PC;z{H{O+O)iBWLGUxqJQgZo?ylw-$IkfD#rcf~~qqlW)3W zlzjipFK|pdYIVUg3NjI!PrPbwB7v|y7r0F2fO^^f&_=XeEX4#{;A{qBzgSS;2%Z^w zsHE?TDj;Yn|L`!|RAPhBBSR{BYsA1?Oc<1a>3jj3HH5z<;Mbm4Gdw9{KbWD-B_|Xn zQa97Tj;|1^a~!LCEacxr;G-I&5u9l;%;NAzSpHl6=4pv|Sv!%-yp<-E&d2j&B*{u9 z&z{@?pK{pZc~IOmabt|r&Gs# zqNePu>7S716;}|q#}IA#1y^6yDGIk56SxQmKc>5#)CM8sc=oX|#pJbLVdghBBy1s& zi;Fu=*H`DFDpUDypc9o_@nR#7$f>CZSmb+o6~X0iCBbmr8aGeHx_UwJyrr4V9`oGq zd*n4=U4{Sm9)fy<5I%|a1=_ylhP8qrihmb2DV2L2P})Ax{ofFmyH{Y-Q|aJHNpz!V z>2Y5I3zZg$`V~n`QRLm&R>5A4sKWTZ^@Du^-L5V)e_Hjo*c-I%O~CN&rVhdUsMq@* z9W!b3EN!jVQ_~KlZKt1`33=2s4t_-sVk#tZsoRt*WTj`K_+CtIh|O04DN4Evbbqbm%YUa7bVmyr$%eQ9=PLwY9aeMnOSAb#&WjzEy+zO5Ugx;K1GaR0kx21bu)4K`--XEQE6_uV^>}uH8ltX`;(?;WwE?MMyyx& z;)ZG4JALeP0J_&|<|GiCHx9r$kV?8Hw~^E=d+KI%yJvQH%?OO4rDq1BuP)qoYKuNN zDyjv(vI1xtmr_m3MkG3mN}&6y@3fSc6xacwl&kb`3>q7;Rb#6`z?${%_L74YV~*5x znyjq21y=6>##layQ}6ul&{r`#71j2HX_R~wNLJ??3XNd!-vKL#_JF5V4go>6es25l z@z)r66Y}utMdoSowVgBY>>OwrKzj^7CCT8BizS6t5Qa<^!ETMpHCy8b(Th<@VQaCh z$`5U<*=pxS=s*GaF_$8D2$W*+(G-5AkYiM+>VJ!-J)PxtryP6kq3zxoWKSI>K|6h-#(b^ zry-j~--*}k?gT!f;R{crEuyci)?Af#<}Q<_oyOx481w30yI&MeT1>^&CX1t=nyJ6D=-j-RzpZx; zAjfs_=b3_MHcNTV#je5W5B{p!S}f$)nxAP#%zd)nuzB2-Pu(PNYDGTS}0l zQxY<#OFaTYKft%7_Xxu^*fq4vB>zlJP!Q9 z56=ejCCI)Uut!3%v`_DrM>f88pD{cw+d}*k1aS^>VG?^&NwO5dw!BIjFHx3n8j(r3 zQ|gjHI8z*@j)4{>IqJi_LJ*w!#8ffD9~sefMf>6TP^}~DXuHJt9SxMz505dML^c=b zf-tNz&ejQ_CO^G}hC@9eBb?H`3^caC+X`hm|Jp3@?z{26HLl(@Kzo0;pt;oP`K9c% z5a+tT+C%@i(q|e^R~)8S{#~qXL7X10&0`d~QGUG2gX~u62lhxnOTsCtEo9g$42YNvXIlBsPoLHJU!l__E{Sy+W!D zdZUo~#+yY|ZLOcbsvNG!+4L~W-{A!M`s_IKxJ3ywemqY6UW@r2ViWYBi?n6nwkG>X zls~OLm6(S@Rc5yHr64G>_zQ16TS}&XX_d_#@S*gZ48)$wKN__f1)}*gm)DK})Vztc zjG8b@T0sq3`mzrw6t@p`xl~CCqO$e|sXCZrL+HoqrbqKNJ|``E|H?H=|2-(>iRyhK z?{z_iV7E%LoqAAV6xy{H;%`t9Lmn+qgMBSE2`cxOj9Cbfwcy7(!h9hz731Fn?K7hQ z!6&qRt}gOF0Gq#YkS+eyHllFQmF}%CQ89-lVxoOV1VpT zegxJYs5ZyQ?tGt>k&!I&>sw{%LVc>n+Cr>B8Uabr$zcs^WuxMyJw}URXQR~8s{iTT zj(D0f{QB6jbF)!9=;wU1*(FDyZUs>*)Op^L7)8kkvBm81I?}rA(^>4K_Z92XYe_dG z>o8*q$OBk)Kz|36u7eYWG^Mh#`A_dyz_!zoc+(chw$t70#64DUM;t3>*V`Wi(U1FE z2iBi(gkclmKKwX&hjVNIic1Y5pTPEf(LB}-x)o|8bOhG1PlM0nXf?FBxHDex@$LS^ zL{^smvj19cQar>DmdstCRYcZk2@>CBDW=)J+!@``Q1%LR%3HzKZS@3Gi?wSw$GbTTV$ z^(P-5B#f$d&+y3u9|;4o!2+;e_VAD zIVixRui4qfprdObP}aMk_sQmz?b%lI2{1U#yWcix;gdzID}l(m=}TOmCc8ymD<4M_ z^`M>hp1ICZ^?ZVzKQJJ1k*A&vk^;N+ey!}Mlaju+6ghZ+&HSx^7-rXa(K!2w`CI}iL;3j z68Kt;q@w*LHblxj+i$vFdRD}TYk`Aw7VWr;qx%j3f4W$3JI*8hEmC3;(MF0j7dy@c z8~;vAXeJ9H~2SAh<+vHA;`Y9 zoV9TmFP%Je#OWdyU(VNUFow&>kW)Cszr)TAh&wm_$6ZfS|5!1HT-u*V+5}XJVG>Tj zUk~KCCPe8Q=pf>Or64y7@y9s?J;53&h2xQdBS&mT&>N=QCw5yCQor=?dVNuJm1N4< zRNnEFajCQL8Wj)GA0LDM=!e=?Id#Wf?wQ|qdg|6Xi4EWk_kVAHhmWz8wB10v?nx0p zS{P2`T218TYM||HDb3|jOWM_xA@hq3%i>&;_-~Dt%(%KU?Yg92G}-+<8OD%7hdA45 zuUvjqUhy$DD}NOAFvsS$r91(aeC)t8*Gu*_B&JlMIrP*;77u3&D~T#FmDHy%SBT9@ zv&>Ys7pcD7}UX-=Wwky6f zAPq+)VQBxeDPpNav`6t)B5e7*0uG%X!)P99`J>^b&qD4m_bB53vgikGC&~Y=B%hm| z-9Rn*ID+mQ2O~U}U3zg=Mj+qbCk~moH}G|d(s`~)Tg|fy+$c0# zdSNkI2IDhAJ`Qexu$zC}jQ?FAy>?z~r!4-(RNPA66sz;|B}xqi#-! zbMnsIac#T2N?0pgF3n<=#@c`LgnXhE)UoR}1BFVi2y1aw7z81oeIu37W^!cUwzsUQ zS@uvFTwA%gz6PprS&dxa4ifyb%fguQJXmUdc(C}m$OKl_&bu3|n`AzVmdAEX3EGy_ z(-Y!%SProC$lhYR59ur``>jNY*UI#dzIF7orzbmca5bfliKkuL56!-Ev$Ci&t*Br& zDQnN=&XdLaJ6O?Ex13M{Y)4=BV&m)m7LTdux=a5KNz;9dP$n?{z6GayH(9Ve%w$v1>J_@_mb8^W_c2`O?}G8Hzq03^oo%M{!V- zNxH&fC&OZG)6o_L{(cEceV61s?Hbm%njI!E%tK(!_4dQhxt!Y}f!|nP`8@a%a7ReC zjK%^R^0+TP+gfJwi^bcl8#3haihyACx|bN&B)B-o9uWd z*+H)N1*wMrCDJd}$S$Qr00i_IO<`ft*9M|6VY11R=|Gpa3Ecf&+3s<=LO^#u+zDT({2I(u`hC6btC3243n%fGU z=nVZ+-`J(`(1D}-xV@qp;wmpml|UlyN-^HK!~HH^ysOB;XaMZLw?{9I42-r@aOE?VEnT&G2YG2yd;UOLp40peUB}!Dx-Rn|qHc=y9#*p>FQB*bv;~PY zOW5Umv4MIu{Gv>+%MH5b6+N)qHoj zgzVj7A@fgQ82p^!?M+ln?evRCMohw5%DekN2hBT0vSmu%W~(lowHi6q&0@M2cX~U2rgDuL2*ywK1;n6;e_Cl`g-2>ixJjl)Xs%!`&pKvFx2Rz+gK%Q^LA+~%H3H_EnsZid}%#s4S(n@ z)zoRwt;jNp8o5KE6dbLwX{Uv4hm-r0ML1h=pbPF?H09SX-hH~=)Vp}-xjW)iJii&y zcD?!+KoNxap*^_7aMEx7w1&XdOL!|vqo?D~w^Q;eamoA)AbK@_H2p#-(~^wbL`^j#qAp$pp-e25x)a zj3*Tnyq1Gc8i;suOYP3gSOhQfDvi`*WE#AhJicz&{`}E=W!Iy8`S6gu_s4yTN~8H6 zNKB3!v0-e~D)NSgO%HcP_>IkwP#2<+LKxCh?}f3SQtUo1Y$Q|dJVJv{Ll(cGeb2zf zU-s6lL68Ly#THDJy_$=#n`W{&s7?Ln{6 zFdM1&`)N0u(dwaf<(GK8}lZ>+7+q-j%_^+qReLvgf zTBq~pMg4GAeBnxW=TDD|E>};H7;Rl=_iYw+9sr5|D$&7eUS%wC(uVI|-jCbWr)SRX z_j#gyyd@eorwo!eS9yV!fyY$0SJc^2dkr0~c}K3Ln+RbyWj}y}SVvH+$X;A*kq9`c z#k*>#wZrW}V2bAHbn+&7u@7;@j5oycZ1Bd^JR7T3aNV%z&1cuI;`r`39pg@&2jq_r z1rp?VbC0_Mcogm=fp0Zs$Io#)0)xd?kv9VkL& z?O59KzO58AsIv55poR^Fbv(mN{C`jPIlfDbfAx8ok3dWt3{oVNZGR(w+g3NdJYQ@7 z&HKWOdEz`OqfG<6TfW%T8h3f}y?@10Os>E9*IxQkqxC?SWK zNdpaFhBsmlE(j~>sxNnXDw$h~%5aYy?MwWrL(5)D%C}?wz2VIJ%=a+PFAV`_Z9eRR zl8#R^l&r<}M0|BHJj>?4mhJ167iO7DbLK}INE&59qY}KKxAl+w3N>GoyN{E80GlmE z56W@{Qe(-F#aKFDE~<7=uo^#R(GiT3@f!6l+zU24r#A1M{M7WY)yk!VT6wN2A{Emg zjp~5Rr!wd;{16vy)&%OwhJu=NA8;Y`QN(|1$DGo2FzE$}6`fptaVjM1qM~F4*_?)% z%6siyY5O;1l=U%0DiziANYZAPv#YJV8DBK;YYyLn$Uq)!OM3J@+t0{ZSzW8gaq=N$N;bD zQUW*xV-Yed_n|d#DjiedFkw%w z#K->RYoKBc_ITaK0u7#wwtl6)5RbJ<%;`rMQbV>aVJJJ3#T&sP6*d^#1TEg|1%CNJ zQsBllgVb#+ix}=u_$(Vr&h(8GJzexU3B{+rbGw-`{CO7Kv@EcQlyy@ZS#a=X=Dhv- zxlfJvT2QYNfAa5fFi%N7v5>RL)vwD7FhQ?^s}ei5z9VY zK3(*L&4plrEO&f*T-1Wt7(O8q@fo#Ka?WCRv=R4^Cc0aXIr+;4dXadzOZ!F%1*j(> z=mJ(2rI#C4`m;=M)hs2dm;x0OwZG01{!}L2j+LpE2o8O~?~SC++$r1g39|0117YK{ zF1x~Unl~QqBYHbp1)LUY$KI}>I3J1^%eSj0u_C9s(b21{Y6_uN0B(@dLD z-kgl<0;$0K@@BpN>Lc?e(oZz-1PG`sy?hVZaDRIrYwPSF-1M}-88l~{j6b*11r(`T zj|$I=|JW!z&S!4tl8>hF{r{Z!gl>`G+~9y$#WN7RG2xTipN6U{fm+y=FLZG}>Ph=4 zWmM4r*H_`B>;^JK%gD|+KNVjKj8`DoyJF;dhLneQ1&Siae;K+yN6OFS3U~Q{=xPHm zHx#kYYsWINJZ(?~3x~mG)$ErB{=-Sb1O@z1T-0t=py;~)#Fn~};Z+d6Y$fFU$8BfC zb}T&uA zoDfl~-ElPgWmO&j=e)riLzi+h{V4sE^QEz?S|gn;&c@$zjdfz2X_2KH2E{+Gzu0LT z2AtR_7<9bsRiQwS32FqaSbx}asiGuUw zrMEh72C8k-zADHJv0E7#9a#GHa$exfK1W)w;^bb^7}+ zbiAJ`lAPUVJu^TP0%(#ted=5SI$f21+u0$Cm`;h;lMOq5MMPSW=nF|ZE&~F?qO;qu zAZg%3u9()=!{p<`fcf0F6RoY&#_uQo(S`k9O1+e@!l>5jYeyj!y+(HZBeS)?zC6os zfkTb6|CK|YRH_@Zqma!JXuQFfw;T7yPOEwNahanExW9w4glJp^g0W7+@+{? zXHxHmxXk-hw*pO!i~v!jZ48!B;m!L@{E60jXXR4D!>^!h4@U7-waH`j>jrd<|!Yz=V%U^9F?`~1=bx!OD@@pP)= z8iO&|O6cb|aiUCd-Z^-4?Rz|)p#l{xT|@}qh+YlM`}raI0OJ%Q<57g}ek7N+LdQH7Tw?0n`pONAvP9nSfbR4(`>O6oiL>cI@q*+4!|M=FQto4>6~3Mmz6n{c zjc?zjlZKp z`ZomGx=a?0zBJox>l$`AkgU$D(Nhlv#ZD*=9!$%bnyRr#F%dDLtJbx>Ym|J+X!QQ? zUsFis8uO{_C)!}q%GLxdKWqgV5G116m_ArmfS&;$RYfA-3}@pSA8 zQZ8KP@#r$@t*}zx6RrsE>y;tQW>Xa}N&U|sXq6`_jEVR5ejfp7UYsNfibuK*)lv+f z0IU5YyLUaM>KCRWzt;@o)qj%nbkQ!gE&sS5);Zy+=NqHvsU!x+nIwJxME5^BfS?^l zz1D0V?~3wrd(<4GGkkK3n4lCzXtc|M{3p(jVZ#V_fSxy3wYhcsKO*|a#ax6K|`}=Iiv9~&! zEcTozKd?)ynL*Mivv(xJ!qD-^dLCNbZEl;TGc(C1h0Sk^lEjuLZ_BW1`6vZdBRGS1 z+K!>5_m65eyA+`8HDEE||1J>ml)uGyD)MPs4}|=;lY)QC^^H!5-x72pfSgpBxq~aT zs;Y@LRrJ-4OUm~-#!$JTs?A^=4VCQhnP0!0W}v=l^Dug^u1j@hj%#Q(xF2NXud1WN zdD5e@L16-yGR&cbZwAd9p!$~af!~s{D75~~`30*pY5Z9Vb9@RB>p)|AgOZ`j$$}%x zVNqD8AUKeBh7fvG?$+gmr`tXVO@Zy{?zSJt6&DHSX4~$Mzs#YUO~N?O0rWkwq3VJh zYQMz>21shRD#O=TRNjOB6nuWZ`teSz(A2KmCB66j?xn+yXDYhvE5}+%LWy zI22-;I*D^>w>XUJtk+@QBR^I%qx|0^UAclOQb4;AKh29z&a))&evZAcCEIFeN8@7| zm&@>UzHI*qUQw@l({|`)UD4qA>M+%(q7@eOgf3ndODHx=RXour8{$}b#NT5%JrxVa znLyv|swFkS3(@yBxSuxtSV;@}|Yr%o=(lYiZwB8a!8;tSU$whnjhT-0@RYp^7 z_7DtMSnVNrnDqrM{#90$**g;J4P=k&9b}bCxA~OzQwsYBj>OxTfQgNUDBR(ka3DZj z?x4UgHbYQ~GO73MXOv!l_jB-)iy$ugD0`tbJ^{L{Le*MQ_#Y}GD^6Nhr8p%8qSW*C zzb$1cu;1+iaaKz#)#cjS1vH{)MB={H-CGfgGGk+_e!LM`R#xT*`5x2n-lba|RPHCo zHQ6hmeKBi`O8%o{()`*AeKiz^TDPt=YDmv89cQB!qX=iRR*(z5qcG$~F<&2Td~=e` z6V{8RbIaiZRsJ8VBvBRZgJt~IfuIZ5cbIHnJM44JKh4TK?tve{L0uSj!&H^A62V$b zd48q1TApr2Y1Ku2k@st>2@(OoXGQ2uo_edDYmuDD5=w)cMy%qxDYoXPtTfCK?7r)g8r((Tt)aMvv|N9H9ny`GSQQ;ae$-~MRmj{6K1FFpBD znGPf!e4;*-^J}}ubB_9H>PwB|U>#`QFTvYng&g%{_}40=4;8tUd56Uy$e8dGY+g&X zA^7Qem0r{H!`hjZ-%^%h`Q&nO94GY|y&GI2ybB|5byBAYgg9tlL*N@YqM;!`q~D z=EHXCg_ClhfQn`Cl8C@LwSfvK-y-v}Q6TMRlboC)4rVev5KlF0oR;z_-aYOvw^73k zG)Zzhcb6NIH|NoQ`5s{a_}jx+Rv{ctkZFQSK+HSY#2ZFv?iD`24^ftO7JKI1Zej2J ztb=s8MUJz_YWDv)Z7A0*@iUs#bDIB5vR_XAoQsv4WKGmNX_QK_)5>lG-ClsNUpegw zX>gk!BglW|_^i(1%$a$9fvOtRkkNEpP+6E5#ms*6U7wHnPe`ebQD`nLuwS!3(tCPg zKf+%Ca;wBhgT=Re&1R4_bT?4?Nl#Q(RI9jL!XULfU(*Wv%CHbS7yB4L*7}WJPV7@z zwx`4V8B+Qmuu@fLfu3M40OiB@j(}s!_|?+eHg-Mi%h7*p;##f_$v*j|U+Rf*3T@8l z7#5zl4JU-fjhQcM;dyt5SaO?+z6Xs<##AYszUfheNq+5pu3HN;B~nT*1DX-9i3SE! zIF9(s^NyW~$j(=Bj9+vO8bySmuZ9#`vOO*RTE1K<@w{5eCOCh+$NZHvxdJ>#B4 z$(bSlGhwd3WB5$xo};`EQm1jcTYdgZbL10xWZ0^ymgVDdBrCm|qcKf056KUqPtU(K ztb3ab4?0Q+n=b$3n;tMSHay$u$l&S;Iq#($81qZ%b4(ng5qzxA-Ja%0-YWXaiRe46 zP?J!bWR$nfGn9-ijZpgBO{4cM2*kd#!T2=CC8ZZfBrhm2oG>_sE>M}B# zx*2N+|7I3Yi}e1^)6z3rO=e5J>SwWBt+#tqQ3*&)opl3xLQ9YzI(&vdF+fxgY?Qqq z(&)LVLZ6g^eP(xJgKyyyy~j?(+?Q?5yN8g3(Sa>-dY8uL+X}#GbSll(VI{{8gXK7_ z?MlgM<%sHldzPYXKe0eW<*n!9j)~Y6I)f3UEc;}bU}j8o6UuKn)Xni@xSt_{TzWe4 z?N>zzx5Ip5id7lr?8HY6CQ{aCAD)U8b=Id;jJ`)vpjs1>1kyBB#PQfTsnZ&2l-LSB zmN+$iysI(dPq)48?aZj$-omY4q?!<0I=$Ue3BJ#E1iTjth<9v%EVI4Hy zETeo6o5)4D&F;LuV4m-kkKPwq8vYrYRpMcLnx{|1RT2YUsz?^ADdaLn zL0>Xs9s>oVi`n}|az5k!CUcnUQ@(dnqi=JB>QQ+5UR|*_8Y4dx{_mF@gpTbA8 zHrnlm@A?CMBld-S?h2&4MD-f1vj^uFD`j@c?uKp9*9$X&inXUz|4P&KrKRi0&?%}u zj9zW!xGK#XEhL|$7gJIDFwqFv)oO+x&GAzq-kAW{mqqZ=W{mWtt>s#qdB;<}Waq5o zhDM*I1vS5D4XBI8RNtF z&VsVesd_)c^Hq>PogyBzWZD7WZmXLxX3;%O>FoM#0S6NESHs$6iiO6d%+hB*?RRTy;tn3ytpIR$`{l0J;<3uMeoT11 zG1B2@y*o>%zNHYWXVM%xSK83tM$2B#k5u}HIj-CH_z#1Z?S}4SJM*=kA}p+xXY*Ss z!|D7Fuha(VP(Do{pU&{uSlTQj==-YwwHXHyr8iOhULKI%KhRX6w@Oc=&3?0an((-t z`u4MOZ74Gw(aN)YPQ7$)C~+C$6!8D-0yxjQ9EjIgfv*MG6yWn&JlH8HDIE!+qtIWQ z)4t<;Ecdw1)~>wfx|xo&cvP6psi$t+*`p&EhLRp)r@3l3Qxb)8U)Ogi_>S|@zrXwXzp$9kFA&+EyVqj-pW0vUh@{I%#%6diSdTqv#Te-G z@}GNsdNZ(<3}540&cJi9a}ye(uW=L8peX?58HY`Y`r(G&5($Dt$a7BV2%*JhqL)u}x+;7T>95 zGA8uFg;cm3wXih}a~DO9aCz#+2ui2$&HeSOq%%*8%yoh24c^YIZj{_jy?kMe{|Ts9 zw_0Y_`lzs$8KuXgxAU_#ieW*%5=xpfN6nk>B5N~hi;q{1S~rz=^r7rBJ9-lIMC;68mc@m48BeG*FnAh?wJ?-pm z1VI`I9y4f6A>2|SiLJMvnd zRid+?^6v5UV@YUUg>SUmXTcR1t_F8pmNj{oS>5p#-khrb?zN$yXJCWv6FE+pCSi213uVbc8dF6(3&SptQDqWU zWB6}M!+V8v?7g{Q8*|AX;y|*6R3v*)CU{{eEB%0r4T6Uzbg&*)hku#$NvVyo)B~)D(>23Dn6H$;zVnay=8qf}B zMm7Tp-QMs!EJF^Et6wq>CHY(-fCFHMSY`VM+vs(f#dL-M}|S zA~I#p0=_A~HOAmHw(a&l-SupMi)a5Or%gfO>3-1d+E&k&$p6*uIBIuS^`mmEen(89 zg=0&^fAB$Fd6=ojQbf^Gf>^FiWF&gQUU&le$n( zNjVw(sjPM`{njc4bYsE^+kvQDhD->fxu!A&eoxX0Rk8iRleRS#I(fMAeVBplbWdMj zadQk|InlY%q|$(7<3xD>cU-EPnqJ1qF6edk2Q6Z_$$s_q8Y1llmH|Lo(Q&2VB3O}_%sS8R?aLBZu8P5uq&q9?8I<7WSMso?O?&a&Wx$Lk@U$TZJ&Rug)DY<8n z$o$x?F~)113=E8>Zc)n2Nw13}%aNCCy9DWneOcWu?YnlL*pW#Zjww?0IT_^7>w6gx zAuPuDP@L7`rF7X6>KKYAx&4xWk6Lwvn=hi53>txxG-#Lk zD+>!#k_Vka>wR698Ph>)*ikQ=R4wN6?E0NU8!r}k>)0hmC{gQJFUBbm#{()dhUcAU z5=3kZN6^O?f(7F?@B^$p_O^FFUc_&1&uo7qk`at{iddJksj>Fsqc}fIA!b$1zxMEO zZCAzK$Y(W97uw%4QX?|R&KJn=sLPLRS~_dtK{oCd>7?FHtJNop91*_S=pO2kybUkf zbHf1@f+#47e^a0#H1u>V+T(NYd>^yxHnO;(Oa)~pXvi$Y1KHgw!#~!lrKN#HjE;oo ziZ;>x%xbl&SD8VGjm6Wx{D9q%U}R4Ig*q%yS1T;8l^3ow_`@XDZSUZ)m8o4v5*7;s z-|WJH>$5yFDf#fH>Ve9r4nhoFYjZsAosf*r~|P^Z^^^a@vQ)Msg3&Ual^Wd|Mjs(7n( z)5Juu!xWD3Wk@IaX9EQ$X=;guQHn=F69=6ZgKR-S-Rv02oaaNy#PN=x4Es%*oAD+Q zR93ntJh*w1yps#Z58h?1PC7F7P24HF)IwKW`VqSD;jRt}l$d_Wq{Ing26E5;7f3MmcnXjx9u($i~E4Z_b#bKw>oxZ53J z-2}y{t2)q?(PJ6qST3^C zGb9lF1WDCt*S(@tcYYtV$3|0QP?Nwhs`+dq=0io5IW3Be>}#Ia&6(+z*a#``7wSou zi!MV%%QKe<3obvQ-vuO$HYI!1wAp688DF@#szXK>_lpZ5)4j*WUC{>}D09wvG#%15 zUat+=sb23n;B?!}G06Ek#7bdU)*hMWT>30sKF#TNeFz6IwAv#_QU$XX4y_a&wSNKn zV}`=}pgaqB!QL)KeSlR<92jQA|&yYWzx1$^A|=lcgK+%fLkP&s+U2s^xp0KSm+ zt_eiIx2m~%-!@&xY8hU>Qe*6Ko;-{E_FZO3h?a{@s7&U`%*dte_+{jo`+U;LFRr>R zz3sxjhKT-}ZU(PdYAmB=-uzQy5b9M*%Dq*Lnxdk@VV?GVYMbkP!G^L^^>R1dB-i97 znpqKbV!my#XmyjlolUKa%tt#5yKz~HhPsnXN%y<_%WIW`wx4%fpt13Bf;>$z<@&(Y zfckCYS-{;{{?sfFhCe|NMt>j%(LdI=teJbBkV>pYOZhd++!Zj~7fIqQb zy&B0WhQ;>+KYLBN;hG5jB5jng6z{axD}r zd37*yy<3Qclx*#E%7t|pkaw}XS@Mql;6}Nz;OQI~_wnc>^tkNoHic0b_18AwPt$tX zHO0@;uyFgga^Zc&@aPMBGZ3G&nc27QEHddCp(^x~+u*>ec4wp;ASN!`=N~K;-{O|T zik1=j*5yj|C%u~^#L+F&w(I|Z#krmeAMlD?s4&vGZwJ3bU4Zf1>dizT73!~iMA#0e zcnLV##`vGyZx}b3JWsU>l_H-*#WX2=Y1j+XFW~khn!(Br(WY!3wLlQ9gOepTcB7~{j6RGn3B3-Wh5dFtstN=5u=*q!3n z%8e(`^@k@f!rSb%mG~00`Ksp2F`wniw)kYMFEvj@Vx39)1 zJ4%Ky`ynXxxiGSW&Q`y1H5a+3s3AuRG%W!5_ zpvLWJL@>Se2sPzrI^j>n-l5O6Au$IUdiCPRsBw-y)hx#1C|5IYU|OGpJp)CGzxAs6 zG#odGcN2+r)1wk_X)?1{>lU1mnLo{#Ko5(GS>u#NM}~71m?9)s$GNbu)2$4It{Y|C z?@Py31_6~R{m94>RO9hPM% zyq4t&j1=uoPDD%_=&UNX~=Myky;tw)ed!HLXT|B{!c>xA~XNOT!27v8@=g>u>#( z6ICCt^z_rdy|zp~6Hfo=bH^0`pQBTnUk}AT&hC4Yhp_xkBOIQLqU;XXRrangi?NV< zdb+re1QrR%%>>8^CB?mY{dz6FLO+#jnK!9G`w^x4!F1cbBx(48A9dT6|6G}w>2}aK zhK)_BYDolyAM?C3t1Z!{H$j-7V z^`|oEv~c8VGxgtcrsER5+z7PUmst_1enc?U6AhFB(Jupfre|H-UtH(CX46edcxl@U zi)KtjO_DY|t`|#sI`3^j3JVqMH5tqL&jXF;0-weFe0RNgexUB)_6$eRiSrw3K6t== ztWgWmSmOe2mDnCT)L^P+`$fLvRl?h@^#_zLLaiMfcjEDQt$Vl*rZs_s^fr{bgSJL3 zv9{x_8ezzQ06Gnrz&3{&yV9AdUcIlls`TlQ4=sy(dj4%vc#!l}@aTGJ3$<*oF19cj zVP@wd@X`CZ=(TR9!9Fr{Y=VSLxQ?jlm9rI~pc$^i$w@+r!CnPSmGJ_mEZ-FFg-UD! z11cPr&URvMx7-^Mp}DjRM)nLWE}3WLxb*iO7Lywa@8ICeO3@vH8xbgqVQ$az z@^?W5oV6#?(v+SszuRqxaE91;P|L2aGhu5u;6}t>HAsyM+WO3aDhN+456D)Y-jDA~YFxW3I zQKWgBQwQSnaqI~l>!O{XSZI=+c*Ujbj{GC| zcG;ma#F}@k$#*g93?kw8M3y`0_xrY+&C!oQGMWy3E)OtBT@g*G!ZHYt z1&4Fajhiri2rnWoIE)=W<+RPTG<^YA$S0c^=%S*PJ4xyGGT>Adc@v7f5+!h_bi$+} zPE4A}S7bhgvLTnnKSDw97DJGY2|9OcI%0ubg*DDgLE=q{*LTjcQ>W(UxBQ)T2Gg_| zDWlo4qP4fgb81uC3ceP+_Rm%Nt*B&vm`){?=;1$r+f%B?JTEV(G$-a6fr~1zPxx>0 z*1z5``nzj>3N$N;bvc}$Z#C>3{9{jyK;=og)xdXN4$^E7%S=(X_Ro~cEE^?+lKUZD(kp5UPXUVPV)ri|QB0_LTU6 zr^M<8w&K(ufclqa;b)890NB47BJg~VLBV$l;7KUrvNYwl)`euIL? z!OQVY?p%h7^__LWEC_b#E8{5OCKu0WNMbq|&Es9iHkX^gGpJL&vd5Ih0h7H_7Pg&Q z@e&j5mSW^q33*oy6>J>!e4S`8L3wUMoVOPZf>Y7rL;rwjjwbC|>L^A{H^t{ifIqusCyQ2(<}cWfT>n~3zU%hUgdYtns~Z|5FC z!1^{{I6101uDgH_+BtLD4og-y_csN?FBv8F9)4HsWL8tplCoICAI9b(*TLt*TOY~L zooUo8^-m~;_mRPQivlK{Cjaap5dqDShl#@0^5T_oLI>l1H~eK>F3vTj*>{rSyYf}O|QGnJ3NnM0#<`$q4G`Mkeiq3alD zwbAQu(*o+9R#{2>4CpW1FL}W1QYHbjOpY)2+NQ;3%BOBsh?`G~NjwB^MwgrFft1a; zqMu%^D{h(F(EkV3{`JZ|9QqU}A`INwOvH%;(LGfpBg)h~S_ z5>A2{nMz$UF*U*ZZp@R*LY^wIM;QGgi&RsznhgDoOFbh@y+V=NHY;2hC#ipsH0CZ! zHvHEP{`c=+CVYLqM1lSWPN%{*JepOt(z65x!^q=G!tAJX77>(F%P~WZO{wiP4I69! z{s!ec0f$8gT~QOY?0D43OWIG3w-G1So%y-GX7+5t_R05?W|xk8;&To|1v!Pe9Ucqs zY0?kHMQ(3b;F|CgqHZ1tY~70ii1io#3PL7%NH54J!7U05{RcRf}O>_DG3^y*s_Kz_a}@C?j8Y45&47NB2RGB zzJ0^r5zD!4A7u)Zsk)|jFnvWpfjxiq zNwnF_mjFW7QbS%Grn_!yqhw}FtO$*5r-8qT?48#mpZ>cQKHD!42>3sQof_J+mE4=L z0sh|bAb>_KF=SqA7irIn^Tnf>c@*^sWGX*Rjs$oMu|z^N4?`9n9E)OqZ!uDOT0O9T zv|$$-Yl2cU{n;fnnPY=HjHvwXM;={VVOuT=phA@Zt_`4YOIcvgM@8X}^4^^&xmh(O z_)AFH)dFw$zgMcX_aZvL6`S|qBMqtsf`^hlc^Q+Q-Y1KlznA`fI5F$Jd@PWIDV%8e@ZrA`;=C3sgin-YGnavrFV z6TEd71OipS9tifyoMqk1&KLn`Y%aPsNynWA)Zw|^7UW5d8DR6qmJ_s%b(b#nI_H8K z){F1!N*x1OELFm-(0~`@E-FNls{60A1pb&-zx`E`6l!{OsLOM&E}X}j`PB_vOBv|# zcM(g9>Gm^K?=E+2N^mp>JxZT_0+A8O(03R7U6s58of{2H*rpkcc~Jgr6TRmonge zi3()7l9f*3ehTzpWB2vVL(3`ZSako%@jm!^LN~nnfD6nke+aqLyVAcFPR1hM^w5H6~xeO!U zW#oP|8}_2u|GDi-mf>>5t|$KwSkX-S_lB_rjF)1~<{WY8IEV&iQtiFbVISh$4qZMM zt65l6#!-eody%U}QR5~Vvx0;!Xk5K(%|*yHMxnO?fc!`cNx70X)8h;lQajiNYc-J^ z)h4JIptnwR(Y$X9_ZAIfZ>tVEoAzZcxa4fSN#7py_C;-_yj&V=90nz1M6L&oxNy~PAcIn`l$A`eHpc8?uwF+jKt$lNW|=*^|5hm^?1Fggr7xFRDvG+N2Ti2m5nn^QvF+h9{tlTZo_qFUKS0 zmQ{{~26mFh^N~BsmbB`kkZP2X;11Dtem}dB4_|7hPN@13fk>q{zm2Y1d4Y)}CD*lJ z1Js(EJwrHFEGf!_qQnlKvP;DoA5e%H3LRQ>!8J-|>Dp8w|7klbqmrJ(j7s8q8BV6) zesf1TJh1gq=e&Q^`ik--m2ncE7Nw4U=l=Uz-r3htc}174&O7PsK#Qcw}Eb zT|fLE5c)sJ^1uBgs|5vZ14oL6kbWx<%Xj_?Db^9^+e8x>NgLDr+t&)!9~alUFJW~# z)pR&S`^lyf?WZ(l^?wi-p>jxdcO$j#Ah*6f5SJ&6O+q2aw?|YEyV{MplxGeyGU*FN zb6vhPuX-Q0T1qM+Ivng$rFWYTE;-ELKYZ^;GaRs{p&iJ@`F$Q4faqtlxI-zcIY9o~`vzAdSk@^m?SUde_W>YNRNVdY^Yz?B>dXP+Cl_ zSqpL1DogiNhst7FZj6U$tS(l z6=XcvHOFeKchCrZd3He3GO<@z{8Q-J6I6Op8ygIpQr5S2IZqft<`cki@elUEb071A znqcb9Rb1qMqnDCDU@*IJjn~uDA1~)8BE0FerWmNlXKz7L6}2|ErE1%k#1Jm^j}r^n zy?|S?cX_M57_`03!^ZB6M71PI%m=Y_B{Y5q?j>LT6I< z(lTlDW^!LDyWF2V5F{(llEybHFSBgJA*9LMEFQ2U;K(Si|1KH&CBQ(L?DPg4t$UGt z7oM}Z6V@U|ZaT;sk`N!CapVPu{p==h(lV&CW8YEq(f$7CufBD*=6n~wL^M~Ip1t}n zZK*31w;C)>Kf~vu!X9g_!MOVujtUZ_lyoFLaW#@ML$4HU@CgSgrrMpHZr@Ss2UMfR<$ zdDe8()TG;2nN*-3rRCTl;99+`&v)J46vUEZ*ZC0(ryM@=dD6S^6U3r=AL?ZHx2n0D zb?m!y6}X0LaDWoO<;O$kg<(nkbP8yiUc!8Y(5syY={VqXZo zCpW}|?iGuG{s#dX&t$Vltt~hLc1k<+Slas@gWjS9UQUJWUW@*q59!4L>DULvPcs@O z*;AXNu)d;VGWW#K%tn1>FH7a>j_QlGs&g{vrCMRjWF+@2*eOOUAPT(Dm87EW&nxiL z35f>J@m1PPzOw65S=CZ_lOR~Ga<`e}{ucGa+z(-&*0xXukO@kzMTNH$xj^IgF=FWU zVqCUdTWOS;b@4a+pLcD3K!GpK_wNeD7B`lFJ5AAQjma4A5c1Y4vv}fX9B*M)3b7l4 zhtut|RRiO6$4j&&f>sn=MMZTupaOHJu$Dr>yXcoC&hM#wcYhTWtyDzHlX&(=wLLinaro4?MPoEnLVxi2`&UdF*s$%{fNK zJMPO)`xNx@ONn zPiKv-+{3yix}xWxpb&AicC*h$_+>KxhGM%oA8P%!UPI$3*D01wSK1t1-(xOTPo)2L zCIJyRwqQIB|M>##tL;&$;I;~KJz2Ro{ND(lKN!x`Cd@FG?@M*xrCyVl>kUfHoZQb^ zoaCckAN=69f!N9LfBrbM3rytF&fvK5e(JnX9LE(tkfNW0e7(5G^AmjR02#>W{N@Mp zr6FQqcTI)Qo8+#=$gZLfHf^?u0N)#0=}!XU*k( z#k!-GAfiFf>>3ngVvv^mt#ywwt;A4d*AHT94$&*8AxGUH)w z7=d(fHgv$0qy##c8|%yzq41tEXu`Jgb4dfbFzr!OWFSwSM`V~kK5~owNC4+C@er(l z;V22|u+cVP=R=lO?$d(U_iQY zYAeraigC{90k>}f)R=@VZ_BCzi{USsZylLd)Lhm96f^FLS_1_#_n# z7bamTyMXqdWn*>ERdBDyX#(!<<0>Hs#0s2<2StWXN;1=kGT<_q>i$#NF@ayNj1bMi z5TvN=XV@0N4bvp}C}jw)h#J0X)#Uui4|a_hN*V9|?Eyjrs9ZIZSkTU77^^EG!V`nG zZxaI#$>oQ?VG*d02K!_}IKMfB?zgVt|7rw1MV|wHb2zUNerkgEx`?5*%D%W_hX9+3 zO0%Xd+G7X))?j3K|LSQ2l(u#2)`(>xaT|P%XEl;N45H_$OL)xYNTqNn?AuF%f1eDR z+`|r;NUEKO6e6U5o-hJKEIRUGpCOqGyLBe-bDEjy5T<~(;L4Nwo0q}?d!Z|C@)R#7_P*7QS6OxM$vSN0Iw~q{)Nk-_@Y&U!U7UO+75en( zF%%3u+Ml?{=X&hZPdB*G|L6YwA44j?_dL?>o~xR8eRJ5k*2!N4x|*Vo|I=?pBONyJ z1OWrE8)nNUbaQ@&N}hyYel7Fo=Z%IZ0kzT;c17vuGt6m67+%!=MkZNN#Z?RCPk#8{ zzQi+1E7gpYyR)HnnYyhRQ^nVlJI3d*KP6)CH1vi+CJ~vU;@GVIv(O6ys{W1f8FZ;(P9GZv#37(2 zASpuRsbSNTkUjIr^DVA?H{bRu6$Jz`2Yj9oS=j-^-^B=g*I18?BxG~^^vY-vLc+s{ zYYLH_@p!{o;Ke4Ewkuq;XA;d`}&3Qve4H|=UqCfS5e~FvU7%bMyP@bBnPa&J5eD^Nz zzef2}GS!@eNMk^3XM>3W*&G4Ia`;m(_?Ni-rC7h=&HqQmYA8FXidLOkV8}Sus$Yiov@@b|||50%NbXpj9 zq&3xV81x^P6rD_%_=RplYK4A2g}Gx0DT)S;T^X4j9ZkYwLj4S=V7avzWOElXhQ$Zw zo~|{Pm{?aIUQ;$$iVhhG!!Wx|qh0FiT)waG%Ji%G*fLH~LbznZ@KB+dMMu6`-+$Gb zpIS4#>H9Bz|8qkTp>=E3=ZDom$1413NwV;lDEr4*0KdFtI9VtotcEbz?#t{vq=J;H z2(?8J2lwO&Pm~<-e`NZ;$|!pC@M058ca zRslk)3?~CfrH>0PZnq);kCVtehI42|x8) z2p{_>54d=6ED(z&KR}Z`?f^)o*$Y5by#6n+|J-Wv&u`g#N@HL-B!vaxV?Om@ z0MNumHXTCU*-Qn*3q|iWq`Kn*(BvMB*!aKp<%$)sUk=5BWVx<4 zQGJ2k|0o!cLg?mFgnTxi{u2MI%TN;B^`QjZCr_S4k4y1E>@RHY=@hag(9-Dvol+gV z%ZB36ot>ShBAraq1iv{ueq5@g9H&5Q}oAlq&XBI9a))K%Sq zWrDvUvHtNv&Po6hr`9t{I&~+`X-IZ+5;F!I>*69&Wq-pf1v(s&@F-rJq{U%Nak#H) z#ZfmOd1*<(YdqA*TCZE@fx_f*MYVKI;LaJL*aJ!OiByO*$WrNm#;a(PeErs*b9NVd z>CTU6;sZV&9z3ext#$SFH@Y^4syU2v_nXth3=(a^ESZD}e~|FMMMQqTUi|uwPCA10 z)T{N9ckP5td<5pj!j3<0;1J`=n8uoqQsBFYZc>&K7H`Ebk7F9~2IG#-^84a`hkO6% zh0WgBo5}vX1ZHCW1wnPSwXGh+E*kj9vy1oIdBcb8m~!6gmW|xETXG%--ov7U|7z;w@UIjZ>6RES#EjT0R#qHr{v_RL=1c+V+ny z=-WXSfczk#^9uWAXczhVWf)`KZfWtyt?$KW$hZhIj(zg0ii%Ra9M0INjod7+s6l5O{)jS_DSwTBqhl)&E7NygMqOb z%_6A$Sodd1KacB~eeu~&B2rMs$L((hI2W-Nj-%)CkKV-4KLz6VbbP!X?o+ycoId)Y zyo~kxc12dFUEpAj1+Lrks!5**$?|!%Hg)kCx1O|qh3F^7AkU83QuN}Y!lvL!5NqqG zoFI{ai)2SH6_^hkG*^7sr+rJlTfHK? zG>fY-RbH6ZX-fTjSLYAz42L|BTwvM%`Dg?2&!d%A=bZxFK>=g&%{?M@b(a+a2T6p_ zOf-Cva3rqGbJlmrOZ}{Ja*O${7mNES8!12cvMNx46iR|+Js*F9Vot9SNG;Ts8o+_oK$c7 z+H|dSd6uuXRN%5d?SFGM&!4GO% zkUzRpjuFdjWiZIWJ+auISWxD=V7gN3YC_;r$>j`AzrN!HxEe96-b4!;;J}ZsP1joA+Gnu^DX=0d%Cc)EA+D(Adi(OveW(JVZwz^RV&-S%XC)<|?y z^>Sd}NmcL;U@f*!uXnUlMn3duw{t2Vl&_#Hm8I~LEhcKo#k19n*f)E^`9h=e(C}T% z*)IL?LPY{#ip6QozdJpDL@_kdVm>I$(lGANK{0yks)VjHCfUBWLw81-`}-)od-ZQt zoEndUc{3*gri^~*WBi*X>7isTn{B-k>2l@DubkOlqSL-txI7B=c(+-%Q#ie(m~wky zJ!?_rvsbm)IILo4d)$-lJ852LQGKxB(uVFw65U8vODjtN5qR@7MBmhm{&9pu0FGM$ z-FAh(88S{`eSUgg7|WpTFkhiNJ82$S`21!kH#->t=*j-kxo-Pgp0DlTm2)hI#rp}O z^Eulh>-A^Zeh-L2de*tGcqN3_X92J=cXpFLP4{Pohtd4!@GD#4e#fE@)o&Z496 zS^ut1$C2;e{1lJ7V6_wPOK&e}K|oh%(En;KbN zkNR0#&9qM9izl^4XP?nRChtODg(g`~l8JJ5<8*=n`H5_d1Sn`6Wha$Qw!P+9~gq){S+GuMJGdM z>*`t(dj(*4MB_xzgES|{%8eENu`2xgP(je1Q9zeBLOxWWB=(PB>c4ZiSOMOV;pp{I ztVP7X|MZ9BG*4jw#Y&aQe&fFe+5h>?sxN?4R1sF_G!;a!1wM!Y$nxm#IH@8-ri)Rp zfa;^aKJVX9?O)vcH-h{k`~SUgdM=byBpPbV03P|~&dyVQe*Uz&JhN#`JP4iC#HXjI zNZw!H#Q1iAV;&+9pvvnRn=U)Dlg!2iW)p?QYVWEKkb$Bh71G8>)pb>zr<5sTU>rX& za17t#J34cX3xotGZffQB`ovGZ5S1=S!+T!p{ZLisT?hfGb?IgA{EtNa z-)#JIDl~AMe(;_nPv@lRPN|z4|4Pr)dk9yB>So8h5~3KNetv$SM(#Gj910TRc!DUI z7fj8&49RRAR3@vh6;$aVTV29&@T}M?S4zX2GD*^JA^Ln6_@I0sNgI9^l?2hk`^Xak zSP8Ld;vq8-Xn1PCW6yW!cp>`2$57ZnN|;Wb4Z=bN=F*3n#R(OANZ0|)j25sCDybhJ z%;oDCJd`cw7wtmGfp_pU28BW+qW{@!{aT2dyMeL@Vm0k)$Yd2Q2Ti_P!!tbqLUxB^ z1BSM=u@oW|MI)6b1Bx)9#4sUb_w$E>X9G7w$Xr~ZRKU#I!Uj@7$Zm0Ez&dwd_sT-X z0U;kia}cm(AY}Jn3itap<1dB#cOmlpOW}UEX8iwFIM0PZ4w(#6W{>;ZLobqhW)1hN zwWak0E0l|Q506+*E3M6~r@A_%-uL$tV9Aw;*n5h~@sUZ~)(Faq#DZliN)VVAYclCe z7XZh6zP?c(z3l}EFxFT>yR@>SqXPNMr{!}O%({-YUH0IeXOhWgEZT|Gyn6e1laYL7m-O$6 zfTv;`7uNZ|oKzCTxCTe01WdU2*Q_{L4zMeu?iBruDBi1__0_bWrmVlwJV3}RsC@5a zdhzdq_dBWshJr4m`SVR{bA}+I?mdw%>6Q1_6BTh-7b>AtP0!@OL;|=+kpwL+{VeQ#RjlG@ zt>#!QFVN@YZrY9)WP$rq1&gN3saLFb4~uUy@RJ|Yj4ZM6W-fus0QT%M`pMZx>drSS z{>oj=#jrybMGSG@l0I)3zAy+WxzgM1iKO;Jy`63HSqb6ikWS*M81Fp&GcZG1$J5i# z1MA8Djj2LDYkvYXb+KmwI%zQ>l%`wS&Q}t6&7J!l8;WQ1X(#J~oVA#YUFK3fx%%ZW zjMsx=y5NFJgzOZMxFPz-Pvj79zJM#*So0{@m(&y4{V{SqO{y1uRyz_nn%3EYnlBPSyr{w2PD5wS1Oh z^IabDr1$w9DK&^pwI9S7+UoxltL1fmERlG7x(wxyzbL2$9T!P!Q>zW2b@0(yCuLCy z>ChukG|@$Hvic3D+!F^h$q^>uZtl6hewGI#a2F>B#C=>|Z5|YD6HQmDeypXJ$h(X+ z&AHESz`v~rJ+GA>3Dt;z#wgr5*9G~t~^#*}FBiF!2 zfY{e7{hX<^K)Jpnk&d;EZf#@OrmMQJX>uKw}LVnBkPKGR(yaPMZcSt#~$aQ|sf$tkTkt)Dh^-_n{R2BSV z%f}tvSD>rd+b?UEY0Jy8uI2(=$66li-k1^mzK15ZWifj>ZtPo zZN7J-6YF1D@>F~7S;820D-h76Qmb{IqVM)~#ncUe)0ZI4(WuOs_e!=+}+!HZPOvg zNb@XuP}Axg_9M=Nv)yXdL11fikl-ex5hP zKM#=jl5m-&I&a49>R`cO@ZQSM2h};!jChdfPt~vvEB4q{0>h;QG+JMxC_DJ5J!OlA5Pm%f?1m*{uBb+cz)X!gi zYDU2FZ&GdpL71i*V#TPf()cKHO<@NqJOo8KYR8(b^PTIb2ulusB?6%z6us_Di_QCC^JHECQe>K$}# zr6BE#vtrbApoA^jyQSI+951P$s_I zF6Y0>GZE4^z)(nVU@j+2JV)wL-zf;~kuSC7kYO|oDhkeZpenh#$$!FQ(Ff~b=reSt z8~jB|`rG#p-Bb)ok@uIZH8=Y%-noj|(LD2iCJ`%5<0%$8Sy}eO^JxV`0-2BwEP_Fk zit-N(s+loB#ts9LU3*_FjdZQE8TqqE-}R_}se6y@*!j7ig4qSyf~Pv2i!}>R(&nqx zTg(1o*O4SF_fBraD?L?ulmVi>13oS@{VqCyBj1u6jhN!73uJ@dtZ3zhnisIBcwlhOjWn^vIhYWou7;5$3?}SWjE8>> z==8}bpK49?XjvJke7>!fIz*r z_XRkxv2)Q@7+C1XAreu(UaUgD1M4%i!hRvSZ^NRC}F`&s) z=Tj@TuWqMrZ#M*De7OFE>cUG)dgeQR)tF-?<1|wQ{P{qka~H#RRO&CNwjPY|imct) zxH8cRs`35pmF}M1#8V)H`+9OF63aq-)8@#eCZ{Hw8ixpXrI&?8*HEL8hg&&`N^TfepZoF!f1YrpL5Y?}8zUWu)$yCU^m36DIT ziYGU?q9f{p(jJUMjawiek-oBE;0DHAQI?>`BBo{3hS2~cN;RgHJz$&Fx-TaKfiWi; zGr{1+jAROJ*Zb*kZN&-Y`$46S_9;BvCMo`g$Tr)aq0JA(Zz4(BsZ(4_O?qD_W>E+Z z^`PFrBt*nzL;?yQq;*AAj=vq{Dr&2KAlNrL-<@7ccG*Wp6+D)V6|{199N}R?*r8~u z(&Dz*DV}(5hRo?2cYPD7?T*TSYVG*L6Rs87rGui_B|J?oCB9}*$GwsU}mS|)o+Xz|H&Zh)WBR9 zE$Y^E5&#>!JZU}mC$$yF`Lbr#2RtmL3$n-cfPGIV@pM;tw|a}_jd(FpgxMAa zR3R=5XB#JM>p|Qr?dpI@btAtBdUO; zSTbKSsuXL00}hr$T7Yhx9j#KLyjRQhThszIbD~?$+nAY?)7KFRb8i{(WvjS>?AM@% zYa)445r;`e_SW=diUXq(zWSPCg01zQ5(~)s+&1zK`blt)#L{vL90`)ulzUfJ-2Fv7 zU7I*TLwRn4Qd@tVATr6-W)}h(lk*6;b%0Y-`$JxBoZ$cC?7gGmZr^X=Cq)F&B8V0( zh-lF}2|*GqA$sp&^fIChk3{dimq?-{>R@!Ek2YHLI#EaOhB1uylixXKt>1ayb>8pu z9Bcl-nzgvyANPG-d+%%S>lxQQA9PsW<@xe6TzS(^1qBxumycsviw`j<7gQx~uSo|{ zGk5;+=+4f5z&>v2D@kh-%`kuieI&4d7gQnZRqVR^ zpSJaXzzk{>f1t1v7J=5~$gNM~*6{pDUXbdK6eqDrsR5nr)6+@!$L|bw*D2iWyFWO` zDGtiMZwFa1#rT971(pRC`(sb<(IpwV_-5?#NvGjF&el%X8|l*o)r*#^IBd{}#|2SK z>%6oSX`wv?$_(Q-ev;}h`Re`0oasHyExg!`xwF$A=nF5|HkPVuWg zh5obsh-MGkbE}zjgNl-(8P?%Ij%PKRj*u)kK_)oiJtOwx5lWDd{gv05g^ zcO6z%8({7!aBC1egdcJXd}$8lwFC374NdBJ zIX|dcM}t-xpXxO^xed)We;$fysTK65ncMTXH?G;-8Vb%FqVD>PZxDrL3+KV`YDtAB z(up})2s9#jYUDxIdT9o=rBRtcUh5-0BtxA6E@?O;?zI@jb+y)`>$5pfr{CF(%QV}% z&`?Eym;J|KKMctqYPSK@ivwgBGR^1~T!>4qpQ(`&68jRmfn`9+h#PFb~|HL+0w z@b7EyX@|3Cssfe32yuuDyt}3YU6=*BW~yPEg2{OFD4eSbFW+oom+O2Z z)qd%7Ja%&sff*z2U*(syBgj5%^zXWf3<_$W{3t&^+Dm(DV9Dflm9G(NIU|Erzm=8R zRWD+)gPy2*uS1ew(#OJeV~d>CnS;UT?wh$JxELm_`ACA34pU70BU2io154xjz{T%l zxLLV$RKVGwes8=d1&s{3*MhdTu!mdhIBYXN*%P(r9X8>)C|lz#yOCuQDalnSo(H(lN{sOp{7U+DK_wWzm7FvvHpr7^T?W1 zHI1KCh52gf;GmP-PCevU)$HQeL9BPPtYh<`@>2J9Db*vNlTp`U*|X5ROKaP3f|0eA z{IEx4DuEm9ON6NFJWt3PUSr|<65Yy(85})E%QFC*q(1GpU+3j8n<6y)PKAlGP|ctO zdWOdb9du<&E-k4%A_c1KV?YVJ8w0;o;uVp{)UR~v!7sc0t3m$^f<`p_Azys|hE@vc zs!hh}M=@+aCA^bWReq99eNq_m<+W;qvS=O;PgnGh&=^%K;%{Tv{=k9;_w7M58cR^n zYwvF5s=`upQ3K=2_q_=V$+USjdNJYM9rk_$)}w3@CA}HydJ^PGC6v;}#y~&CaEpiE zU2p;yjf=ze60DDnlX#4!KTK1ey4l~|XAinp`sC(tT$Gzz<4F=(|5Zv2?NOmy-$uH) zv^zmBtk76dj(-z5Y?S3v+1vQmF?&u=+xSBJ!IY6&?jlXra`0wCp14@oy88!ui5J(t zM}1s>E^DXR1&e)o5&xs4yeBmkut`IUKX*gztiwR%egI*}IVbwkZBKj{WYBvFs~#e1 zZ8|Kxj6d-`ozNpG%J$bvmxBzCjE#+rUoTn3lF8#{1QHb{;<#KEa?Cd3Tx?@~uCH!g zSBxz7WkuPU{z`TRWF;0$9U&o@D1qD`@eM3hJK}^pt!4vtfhZq9(%BwD8{z`l{2Y(CD}*T+P}{C9rk|ICk=tNmeK@_VYbRv)|Rj$|2Q9upKmpMY4* z`izSUOQ{_vmJ@IOvb@sOs?TuQcoTU;aigO3u)aP-pHb@L$q6_FUr^xx`nepZ^4aNx zdn!5xg3TO-!}mtAkS0%_@o+>b6+#2R_Eqqo>?Hf@leOQuS}Pu!z$?o5a;m=y3@}IO ztUO9g>nHR3?#I_-6V)G+o4f-nvWGPMy(%PE@lgab+k9Em>ONFcbgt(_uK2hw1j8ZU zu&_|JvfRIXyzkTyW+>?9eWd2+m*mf{C|W;53=`j!;JOIc~e zd&HSssx}8Yg9zaQJ`5)-2712u4%(r+E`f8VtmP$RD*k>ar&FkrWDH53Jl`em+S@b# zs=uV14EoH!KbboO6X9F^Vf5=sQ#EilN6*rj9Yzjz5anUtPrLPqhmZ#xq#q!KhaarV z;i;~fYEc1A2g|gr^&^XWgCBOdY1(>*GePAudsSWk;plC-u`LIda)zRayz6(kbhDi!M64j z@7RE?FD-it7x-~$-1wM#9y#Gev%LJp`tLv}b&?ims-w#upqU)gH zqLXL*2K1-`nG-?onU!U0Cq;On6j{uIerq1h|MCLp%TtQ5gT8E%bm1*GO-G2H+3>+y z$b$(;RHKG&9-$wjK837BqWzz1jT;HvkM(o%x)+SMKu6Opn}%fx$EZH~Fb|qYpx#AP zn3-8J=1q;LuqAr->}y}}TAFX>uN_k_6Tb#|bQvctd-OKgtbmqa_2*aN-P2gv2P+Pv zg8Vef;+S|NBRRM3;Ame;c_B-K{0byBH5Fa60r}Fv3iijGFOZ#xm{uqnkQY zjhsireTMxOsh5rFjhH;vWhmjemi@3lCD2~$br4XVW}h${8bD4bI`1%)GUK_ii;N$C zy&U zNdpyHfth;hjeslB{Ob!Q#O?*3zvF+MTj)dq%b~(>rJ9D>^-@XMDPqSY_kr&~<&sACpvza}7*G+cm;`k_=x5_X>&@5ZyHvZG zNxKr1rF|atLq-r{YL*PP6=x z-{RzSsS|6vZ|+iQNN^jwE-CfN-;2Mb;wxaMAxF9OuCUkWYg z9a`M0oy+P3#xrVNfoGZTFG#*JcmLj?+R_%YED%+@n{2heUxy z<&togZbL^*IY^j4k6`9sL8BDK<*yiGGPuqeL)iLPy*+pz#I*iwGHmXvSJN7Lx1o6- zVTO(ISG>e)0w|DK3r$VDFlT8TNasCc=Q3pvLVQ)s{hpv*Rk4VZ)$pbXp9+3oqB)^t z{+*Znxc}+21j^L|F~W)-9Gr`>$Uo3fwgL=kEdD}ned+5 zW$Mtevsq!MEPQQCCUFL^tKLfhazVUZfim7$NdCYmB7;BAcI`^I7P#E=7O!oY{ZKh| z($YC&2N89wTad4l-NW8~6fm8y9)hex1*nAQorAZ3T8UszR+BVC+2byr|G8a%roNq_ zL5;NZJR0ka3k2YvNIgegx^D^p=Njd|AO_CDHt?7(`QfpDoLwT@dfjzTPWMuSRHkK5 z)q=@MiR98@5lxYoDD%fNslHa~7B8DY#W(>nRI8(gRNth)b=blBR5_hvut{e2>*z}SsR9qaB> zogL!=SqhP?y4L{f!XwgwJu{w=jExC=ir^SjZ?H6~t?0M_88|>@PT!*EeXZb!2lhLX z$Mg;^WwYBjXYba{Y;`P~-l3+XnME1(c8pm;vg{_v#nEXP8asN&kD-?xwhk`1a;6ETSqLX*8FE6G3 zYs@TYj&2c*>=w>KA!MAk%Q^>4Yuz&0O%F2|bXaN z2tDLm0EXvW!@DQ{qY2_j>~q~N|IR#g*pw5@@FR{)+oAL4wZIivi^dXvGG*7h(-6%~KD4B6wp}Xl#3H|M||(Ywoq)T*cY!OC5X?Zi{A} zo>7lc(9z#HbXBO&U`~t;(7@sfQ1v8sd9vR|Xk5Ukt3h=q=u(2p zBYTH9C1gv>@P5Iyo3Re%2|Ky`tjO?@h%q4GE?n|cuV{&p+%ERb^3u8CNh42>KF@(K zN1BPt>3HOVxB6o65B&g*yLbp>jmL~M@Vt{bYu4=ar(UQ_;P(7MkNo@tTND=kZ2Om4 z@EQDUA-}2VT%L}G-}qsy+(oDTp{sTxnP^vwbL$mYedbZX`BGu+^fP)tDO`3%*g4J7 z(P34Z6C?ZpJJvCwXYvRLuWvkP**8tTMDFO4k+|)e;bslgcj^DXBAWmGJI@Wi7FUqBiGDHVXpd;8Ahe#1SnZjJ zt!|pYmz~H{vqLX@!_9vE+Kflo+EppYb|9QDDyn@ZKC<4h>Yo$FC`Avc@LI+r_sX$G{cZ7xIjc=0AuZ`7Rz>9ohud^RAs6Boac zBG`FI3uMow7p=BTkIG_=u7025{2Kin=U> zz`h$X7{9tG-EzXFdkUUf3##m9&`eE+GpnU#+DKNz?s<~lv@P6>udkV(<_%EFiIdv8 zWpVU0Db4-@z|Qvt%vbv1N+2`zqoe;oq{rcl}Z@g7B? z0I?xLU4IQsk`SY=7SB3v;P$7&_fM22yn%39UU1x&|5K*=a@_w^Ev%h?bX zW8=JSU2c;*|MxqpY40<`8&{M?mwbG-_%*t$F#D|1#`$A(RJt7_t}1@8dOm{V;k%&a zZE6+IpD8>(dfug}YM5-uuYnp7;Z(cHNF5J|Pmc0?EvF0`b6dB=Y^FZ1vIanLP^Bqm z=WCW%k|4a;^Y`rUehrNS5Q zBq5sXxAjQJ@Y4RADx&-9{(EUyDG zL$^#5zZ$Nf*PA4(BokA4`JWW8vPizsAb&vF6>QG(`O~YnU)jFC(oLwmZO~VIyH65r zB8K)qZa&uWK7Fs}J&cTL@;l>MRMV62(wJ!V^~GFWt{a0s*PgDJF1QKXQGfJ1E~{HD zNHcYw*sdNf^z85VXvn@iA0Jx{p*4%d?$1;g8T^oBPVHvQA3un*SlH6@< zLX6$8HiDGZO(A*N7%Kyph1KgZx3h&L<7%=Ba{BbckVOE7D;?-qB}kQAuNL`zSPtK!Gq?2vz9-u&yXXG-`CLQV$R-|YIjS_ZRhIhRwv zi2W#MRn0@;^a0toLlCnb;;U;=Q)7@D=$GOD45qOqyz|Syeeygn?;5pZ2V#O8(~8@K zSY1EW`0I?K3&E6g^-({)yOHImCo_WnDCwjbS?p7MlBk;>Q82GAnt z=YHW%&1dF_7_Kf)Q)v3$oB8wDmYgh3wiqliI_n4bu~k52+TvFCov`oJ&v$6<2y>H!V8O{wz zvuEe2Hrs1C3upzw98kjCK0_+ZkYvZ&nZgX*^VD?`flDRJOC@T!W|o-jDC!*(X&tdBi)}CcFN1(eDn6y5jGSm8>4MG1Kry`mo$5?anIi z9LckDWVDRQ=)V14g+RSSmOd-`Y8Hzyv#q)O8|HBq&nyb_|L#919FZ9$-4tFd{f@hP z$d{W2_TFrZ#9HeVF5=WM?@TbNwvbs>k8^Z(us?rE}wE>h0M5 zz-w#C^Di!sFBW2N+#(G3U&Vy;s!?Vl_=xL%1^?vKShDAckvrbGwjRp1rrB&cdqXR< z|4m`Nq`Z-H-46h}IHNE$MrzTg6=X4?p?7>%V#KLbuYRS~s-0k&D0WiQ(o}&Dkzln& zf!52aXhuo4t?k}7nSVp#(+-<>Fu`ibiWZEoB`Bl|HF+M+PDa(N|1V7Vzfc6Fuv#K~ z5o9F^70$CpxdD(LG6yFLKR_Q6X16}ZzQ3!4!j%s3UdQJUzENtRUVAW`(0kZ=@e+S= zAY&CQ$q-$VV(&qJdnQlddRq-^{wC-0s$32e^7Uw@;q<96k_Ci*`s6{T|KP1ii}DNhbC}^LLvY)y%e8bK1Hs`;8btPAOf~_*3m^r|7I8&;6L$ z*&EVbWVf0WEo8aYo=Szhg*9-rE;d`hbqhcx4pm}c4y>C|$xq&-r=^47X^`U^jh_={ zN;Vz+hAMjMPoJ()Gg*ZRyiVq{F)n_um-0{>oBCPcO{nV2()XMa71n)uUgm^z_f(dw zvvooO^7J<8uhRF_!b4(AJS0Y$JpGrN-=jB@M@FD3YL&ugiQ7ZdtE9K2r`K^udHMd# zc$4>qg6(vEca@J;3JYEIY3oILuGLpcVcR7D{~UF)w@{)JB#(29BvvuApU74~&>DYC zF!o+JB})2CF83AiV!ASj{&SAbp zNZmviSOYqfK1wjB)o&-f%}#k7Bz-R)q`|;-<*WCQbU{g6oz_}E)b#=-Ads-jwJt1! zgP#EtnHg6V5l2P1^zr~}!Opr@9-f~pm5V+d0)QbP*~+%HhMk`ni)ReS?A)k%gT9~2cE zxN2&@VR>E}pOR)WiT_xOjDFgG3&>9PP#dI=nR`=RUIzVPPG)Iks9gpEMfcR;s^P9q z@1#r1^!t9aHI~Dzc1qi7r%hEOBB-%o9|QLQJ&LnQbMha46YU3%=6VHeww0^?NAW8{p)-x#%eNiG27xXOr?oFz zclGN(tD{BJ)=0D`%qyA)P)++;=EKOXm?f!r` zS#4QGd6+W9(e=c}w_owt%pcItc$x@+ zK8Qr6h(?<7fma_uuw)E9A__4I?s=dy4%&Q=tHl91T@Riq%kU$+!+T*B zoSp53X>bQ{EY1%*P5W~0Yt*e1(K7`^o?)b_w$=eaD^dW5o5r`-!3xUDHJ+gaIzvg1 zn+z8McA#9=eTf_qKH5bZDZ)b%(xYa@R(taeM<-*N1AwcEUaw;cLubQz!5i(W6`ePm zGdvkDWCrcH;gK^Un-yeu-1rz#bppF`*Tt`8?~~jut@;;#nZ9ceeA7+#ne-p0qXYq= zgw!vQ`mWb<)K$32t2OvFe|+CCf3l4i->(ue3YC`2MIr1*-!I}4&0UVj1Ic1De4uvg zvWxKA@_tMz>#d`UU@DADpq6x(#irctH`Kz~UGtD3Mro)Jat~IbVg#SNwrg*Efzu2vz~(?Q|YhPqS-HaX!g@%!PFf2U*PIm-&!8U?b01O+KhO-dvYmg(Noy0F1Li&1+*=Cq`&=sR@J;*dSKQ+6UyHHK>}rxH~G!49SQ@zc`5RO;>kygif%{t zYdUkwmC07B>5H(O7*KiaV5Y8#pnE~b^U7LLwsDhbCPB?=1~5dt;=L2Buh za3|#{d6R2&@nUBGDfhA1wD~6%4L@QbLHUb~m0h=lbX-N)qx;tJ{IKstHCGM$fd@gT ziTvGs#U#2KO2D5Y@urRZv%S1Hd3@J?s)eF7nl@3-#7muR5~%-@N584`Tr^o~8VCZ^ z>eav9y}P9jY__F7XB8)D0WF_fe?z8Ljt9k9#NgWzU+@#^ego~4M$(g1%=CF%n=LYTJdc{HMlC7^Q(P%T*!7*W0~UB^6MD;-2vk3 zdz|4#rW1?j(BrSqor*^^&xzk_fC zO0*{Ts}*e50E)m2I1=;p1M?BGXY)LOp472p_3v94)e~4PU~CcgJwKmSuuQKaSIA+! z_+=~V@DC#p-0W=7=$RpNv|&{>yy(}kP`LO_ljP z>n~n;hNxvsu!QBF=F6PV5mhbF;-E28xl@?t=~gJH~LSm@?_i zQbNqd9^zHzkCNZ5UGdVI+l3Kz(We&h80s!%Lf<5Ug#>kXi7le84gy8x+7fFeafb|Z zNQ7*dKTpbe+oNJ>SkOwEKs|0&Mp(r6x0n zE-o%Uty7qy4$>H`!~)0Fro$fjhTmh9V42((ctHj0&1h^f)4D^$7Za%b? zyr!jnZ2Y%nrW+9IyBO!*anV@29uRyS3H)m$k>S%hfG`XDcYI+jkf zU~>0i`Pv5qCFdK`Jw^f8g948QY^5q+Y#D6$e#;$bbNJ$HqTr|cy?K3EOwZn#dQxr&nqu_AZ3|l{@O0Idoa~MVF_DxPvb#5NzR%3eTw6^FjDKnw z`UTUt9U!2iqqD0Z=s5jM5}hqfB?l-R*i@JxrI(w-;*VbrO+H*kZ(nJv=7`=-o!G2*u8)B4K#ROvd) zrG-P~k=MPSWlu##`{ZYihUWGkoItPfeWeJ%ypC>%cS{!HU; zBfwcC1c%dEWjP@nk*SpbGcWc(r_NOtQs_@8Atk~poF-Ke_eg8*ifiWbc*{4mF%CN$ zou%O+PYu1^d&>!$1^5oW#~!9=N1M;&G`HFY>@5f%OieS|N_diLZBfV0QqtubOy0Xm zA*|SJtYe@|=^-wAR9l4FDSR&FU__yodEeBLYU%^>PPN#FCaSMK65XC|N?(bMAl~#FB*yZ1ccFmy>1H1@MM5Ly>b+U?a z)e8K2&`6o(wyyK^?KcSJXItu`>k;Ch4f+zzJeT(8<=Ukr*R&S{OX#=U1f62a$wZRf zLlPd2OLMkfu}DgRBbw9o-40lK0*fmfyN4qwVzHcmze0M7<&Ny(_x(P=0xx^o*2$^N zvGuCfy+?jeE!xJ*vFZ@!;;yQ)27GbOtkOck4^EeD+wr#hD$6a&VE9_0LCL<0kI&EfaHlYdf#@;QCmF>5w2b`Z$Bq`qAvz{;tIRn}RXJah6WtqHIEIsWXs_rB@q!`n!^Y#)vBTI%q~IO%fFL%@#Ej2(hIfsGY3 z6d0@zW$*~w4JO9PUA$T!CdcRH^|t+Bye?a@25hq2e3vK6r>QKTUy>g-8pW$$CNt-8 z7F}N!C2R!DRIMGIN$c%EZ0zXdnjy=V!P?;e&{h67{Im4eZCyf2;lC6Z zJU7Zeul_Q!>kTwBxi6?xxIUSxw`c?u2Og;zVwSEc*&lzu-CX!)yw2w!giqrquVKVF zj)T&UYY`y-bx$KQK8hc=%kuPrl$W*u&7 z#?8?MPCgb)-oI-c0xg4xw=M!&mLF`kj!i%d3CNYw%Gg|wyfu*zggQq7dV)9X5jeQ{ z8c#^nO2PA|KDmEozyx@4+a;lZ*me*hQJs}tHSeY+f(O(&^%y!WDy zxGi}2yC0Q;?L$WQ-WNoy!WXo>`Yg0&{@gz!+;^Zoy)oj8*&D-K(?_aCy-@-!4;XS~ z{c0KAtWC{jHglzIqWCxwjsf2sy%%lHUW#pkDq1w0;aD1gU-x>CoHrssFc0uj(-)yl$!@0`W7Cc7=Tx`noNWpk8o|_!BK&7?M8AU4)TZZ0i;>svR1HWi;W+pv5 z(%D`Rbs^Z)-%l*LmduQ}_!s@s#^P;VTFPqKkWMh&hhRi)j2f~jus{R~&H222M*isO z*_B<8zf6niP)k6j@j==q=bZ4YSlDu{*#^6xi*Q>`ssYM+H@9l9*bsYgEQQ6fA0t5w zIoBg8R6=OiFF1-X;SIR#f>tUZLynDUd~ZxxAUD{Y%6>P$LVZ-k-es{?OY=6lJ&M2b z?(T2R>Mgsu8TDj)DX#?1t0iJffLtn@Y`ybV=ZE{aLa2kD)y}7B1oQ15rrZL0*q>5P zL$9zd1eLZ<>It_ej}u*Vx5;gPGDOWy6r1QAOx-z3`eqoAGYwKwf-_}&q_!$j6N(~R zVtiYLp^v`fUskqDQjUepcs!{Uo7UMhAiGtz!aq43wy0vmX=|QlM_u=;(m{_B5$n_;JZ>~L z?Hl1ETe3ItQhB|c_cI}RBH%=+QazUIAjDTEig9j&n3UIFibG4=oK8=HQIkHvsWmk{ zcBkKo8@C~2)_Vz1FayX8VXCi->}2w4EUtj?gjSUpHZ12iKql>oddhlyeT5oz2b?*H zh5oWjNfYI%5dc^Y&*DqGw_cyO#$~zfCsUd%VzY`?ymINV3!vE|ssdawFBX_)_x@0F zm)mB*bQKTA+A90wuRbE@-V0fq{^U>h_%9|xsx}L=9@H$c{NpU!=Vz>yjS=ZD0zSLR zS|6YK^_T1u8V290Wqu;6^R(IC=0)LZSa~K3(3~|=GEJ4-+4*LFiulvXed2AhdnB#^ zQ!c=Uu5Um=V(}}1rxBO9lB*#V={g=5GuFwO!*UAS^ZKrO#$$y;ZoF zN2Ze)=NB~}Jm-# zlin_4hs~*qyll^3-m6U)Rr0=1yqr@PTFyAD1v}47{q_<>3(VzjkE9u2WTle|?Js(x zZn<|5_4Hf}oGKoMfhrPQn67i)3&KFnfKs4$t+nNSuI~k1UDF3hvh81R?_Ue<^Wv?1 z0Q{y73see0+S>s3yE;qQg`+{292N@yG_9YfdXH$$E_oz37zk4>7df+De7@5UF#ZA* z_Hhj2wK{SD$v5ZHnqv{LSq{%FK-CVr}APGld{{oNSD7>9o{viPpcm$WZ z#t31Llv`Hes#9rlEiC5tev;t*_Ns+-h;>K$Y^^l6#rjy_eDUp)w$*K;(B=L`pV zOIMgNZp`gyjyX1A*iO9n6USf`e#7uZD!N9imv)EntRne!T4|AQS+<%^AkaF#>&m{9 z2zgvdPx%(hrfNs&O3=o6=OiT`aeuc<;=*%&LqM@fgaH{7xiXAt@L<_ik}lj-%b_ae zvgvIkEq9&G@$8z}`CWEI+P8tjqEV5906S0XjDEMjM=XufI zTLoj&HMI zmKx`_MJB87`N2|Vg0J+94?5>0jLPYn>y6%y{nhDIQV+A=E7v{o1<$Bvz;qIiQDZ>2 z0uuk;*IWTAXX3mQp*jD#;QwEd(F;k><1&Tlq}8e=95(M#3Sau$BrUFoTx`Af9Zw$c zeQLf}tfgbX35vTr4Nlg)V7+l)U-EW;Dz8cI`;@Y5STZBbyW$bYTsd!N(C0gZk$tW= zdOwm}nRw0cj7Ay`^HD?A5kCN~z1GStOw1A4B$cOkjON#Gj`=V3zci*DK{4gSWdM zZ4p~r1Fqli=DyN>_6kxWzO=ESsnt%%e^~J2mGZhFRrO!`r$M8JUB>UaG{RK-dU>C& zDow6jjH?aM^RALvc&5x2*jejJTSfBD_4YbeKO($ZG9Q1gY@1y&z^DF!)C_L2`jQ7s zcF9^IvM1SOIyE%8LYEP9OZtJyRW$M#Jrsk`-=x2JdU`74H0#N}n)B^)ie5%v*+Fax zXaL`+4`v>ctKMy370MNZG%n8R2>G6TU|-$cpaR^6Bbv|fgqbm|N}(m@3-c^X!xG}z6Lk{BL7VCK|JWF49`>2f&RI`U|)30 zRexgOmkp2ZDTng*w|Gf~QD{og(~;^9gO6f2ZCb=cdsgbjCd-uw3I}5kriWae%Hk!f zv~!Bg%*mloZg-ahUwN!QWUY==qMVDNnhB+5r_q&WmjkaifrH{3kl}tL5y?~v>-PdF zb``95aYs{hMp;cP6{eBT>9pTKONc{|=ElXz%OsyH^}aZEH^a?P{Pg4@eYK?0;eWUD zm#`=o#?Kt5aae<==%|GJju%94-?X7lR{XL<;}Xkb4PJSvt>E_qJnqb->Q^P%7-zs}iT5A7mDc5P*# zP?M-_fu&A*Nj-1ATIoz$iGf@9tS&q%18&Wflg4UI+D#i6F(9F^fLr4Enp3er?!b-z zt5*;|7vNUM#ah?V*V{sE89LQfFM6^wl4H+sZ#H9nYp#RIGyyYq5jRL|`TT8G>PvA? zM&t;VB1RcsBhFKZ+7A)=YGsuKE$n@?^0DE?w|4)6bO!x9pnjUS=$3rlpE;)tc}_+Y z3~5zj({{5Bw~E6mL=euQc07r-AR^29AqBl&Ehgo-F2vq<^RIA1kFqisOJ|lQIqzpO z($d4}8(B_VmdbWa`ufuKYSYSY#wA~b7sTvo8_fTWmg|2LmV6ob^IRJg-)bpB%PKw3 zu(W%bn{O_%-UcI$Cbl!I#pLt(7nHKxqvTe%Vs+{qA_1h~Onj~|&|9iN-DD^6`(=eV zH{-??q&YD*u-W*Y{%zGLJ?6}OH> z=e&IgF7Dpa=>0-m;CCbNU@pyS!k@dMn7~hWyf7Zt%1NH^&l>&DSNJ zNA4ckY~MVLNYV>}h0s)3*d0uyIXA0d_L{)`r-aIg*6mKS5TX>$NU{|}T(fjaOXnhA ztdlvdb&42H=!SxoUFPfW9mIU?4x zu>Y+1H(hf7o1Bz^*VVIx4sUU>wJVythU4X539g<@el{9-T_CxXJ$pwNdsYt-UH&Q1 zrNNi)ld?zRc1xItBxbmHL^ibq(oinmnPp&Yqr;-19vY1+)0Iv}!a|lxyejwxGbj~# z1l4|)NFn%tm&_e1)xN9wa8f<0*3TelSveTm| zQw)1Len&b)mgN8T57pMsVQyW{<4v?6>}#cM%1vZYo}jm7q+MN&YL3{fIa)}~CVoLO zZ9vY)xAxQ)#)sZI=bO6Ms;{b=nIl|K#YQ__uOgU(*I&4UX*y{0=c1|u40#_#BM^24QnyoY*NC4J)7x+zU)8`+ZLATEjC&75&N zcj&EzV#43&`$MM`2tHXpyV0aT0H)BVjV`GyEf%K}hm%Do z{pUD%U21YDpzvJT{v^$3w*Vta8pyQxwy?~OwyWPe^u7biuac!sJUfxD2L?O!e>g{F z9P>$6@i%>h#tLV?g`u7Mlan+X$EoPG2XPtmzO|^*1ph#qn;=Rfqx|DZqM(C^)Y8%` z4r27P)T<67ff`#2m zcGa*hTA^s>a^^yjd64YhSmFJ*rOCpl=LXkhkHv8}xJ!1N);Jd|&E{_t#kcjd|5;|w zpJiJ4C@+?_32i;+(6afu#Ure!I>%&M4d^^Fs6ky2KShgpS3YbicAKcT_g;+MYmQFA z$tc$2Pe-sXt@pV0Zr)T0Qmm6NaGo?1v8}J=#mAaaHHPObyqJ_U@FsvLX(+IkJI(ds zVbk?iE>kuYLvP^@G_;7JvpcXZtc_pf?S6#W#uGvLdij_Lc)O8;HDI%1VrUsl)I&dk)~99 zx2#_`HhH>rabirM>&&%v@pPaeCsw$1D`Q4~lGnA!z|%b@P2HU4XX(z9X0{!b zY2q|)@i~-S`T`TzI7k&}ZwUq?X4z;bt7)J8Kb*aFSd?$OHT)An8U}F)X;4H`x*I{I z1SE%!p<7ByQlt^-QWWX#?x90+=wm#En|?;wBDE4zXBXvaO#XYLD6 z$)UvCBn&Hx^25!JH%T^&j~)g%KaPjGXauL6C^Jy1ecy*F^j3dH`PIZ{?Y(aKd_YRO z!&dHtl@W390`m9H__-f$aQ&yP@}p2DPf0;7nODP8M)RHhes3#0gIPYK&5YIR>ewpq z=Kja;^0$B5zL?xJKC7O<4`Oy#bhzYLY_q9`*#v_+B#B{0zgnV8D0QsLV{98W$xg8t ztMCn#!B~M~ql!{d>?{0_|Ip-S`40*;ViKuwxwKt{yt|@-G^4?>38z)alA>gn@Xc&LQE&6pZ?%Fm@i1m>c^L~%JC zeUbAj>USdwrH8jDdPP`7aV!Gie_mHqyx@6ZXY{3a^s*uap}QmZ$YP3A*K>+N(kWQa zmNDsH{qM2j<3;}43*cXUXXfkYU`P+bV|+VkC~Eg((KJ9fO`8h$pjDtbhf#(khn+Fz zBi`jOhm6Ul2c1@PMmf_!5q2z$esr@iC$B@@1(z zHr;gdW~^Ms?%&mnNLl@LMMyToxF|w@)uhuvGVSl=H&#Q-&pIKjc|n>*UsfM)Gkz@m zB+~xQ1k+iyhDT-k=$*ZGFq{6%E(P3NMnA_lm?kx14_b8H3pAbAE1g-Y#Ic_ksS_Ob zy=t#cijUcNByOwFeL~6Z%=hJ^O6fO_^4y`T{E2#YmF+&^%(WP#pDFAo5AsWm3794Q z@A@;1F4R06$LDOnfMb%yyLZojW?NbG?~MZYIbm_!#6Gbf$y5i{3luz2DZ!jGhC4K& z))rV&1G}zy1&%b^)>f>Xi)Nt{7wm%8AF{>Dvz2y)e6otM$0JpWnf!D1P1~jnoOS2a zO{x(e^j;sAGKQ+v{-Je#TB|$`-@X>po!VBtF@e^e!A*ufG~pdNsY-vD$_mAfF=S^a zX5w&vPalBgUlsUPTyO?$`-A?@UUS?hNe>(!;r{gZ%?auA*Vb>(m6Ncb(M#kdvI*6q zjNPzr&a<9qJ|(l#e<`nB)lg^B&-lxRcXfxY`s(4=CWYa2|LVZ}+s}0*!Qts&wK_?z z${8FAHdbkEK};s)4DY|tm>T^3L(jz~Shg2;I%fTOJGumN!l%$<3U@B2Cd`NeE*IV& z@M)Z|^>P@+Wvp6s^3wU`?Yj~sy6ECs!AZhe59s5_WrRanpbbwZp{E6 zVQ)BkAGFJAXOirvgU2Ukc#idhE2J^c{~L|{KmJr8<(}~P%J)S6kwYI2cNSe-fKqDPYGYldlPB!G*Q0c(T)PzojdeD`*{qKb{7|=b1m1avJx3do_}9t4wE_tBNMb zR!10;FZX)tYhJ50GB+$1%1h5$(adRM>W}ZNUoX*`Ol#GzVQPpA;W2IdXifK^3U@1i zVA7Z5f8S^1i2v8SiykDm)NbC9qd+G@^Ru_yP%a*=r7yHvmv_}o$LqJp6z8$2A&KYn z9&urBo=BbOy}9rst@zLFT0v>mX!#JNi~8Y%M{8jl`@|{UTC2-AX}3@53>@c~>0pjU z`e!0vF>~0r+eIa3@sq&n?-Xffgr)9+(8I>KrmR{vp| zJeHTAnrtn+RaZXfopx)EG>u&0YVSQmBRn=S(<~KwarIEfjtI)DHbSZ<_ebZ&`Z@u$ zWESaQ-lZx#H_M+OtT_IA$#E4w>d)%=HX3%%?}lQz%ag9R5n3H@r{x}<47_zxJ>~0V z7ciZLnA`Y7su_<>AI8V6uF@xnSl3KDZ?PPBK^Y`n$=NoFwMJZiJ~m5q92)W!UP?S$ z;tcKYA%@b4d1?K$Tdh0lQ1un#KVB_-PGhC;b+ey69gaLl=6N&JIN_^ZCmX~*4$%3x zPvKvEA?5A;E%ZCLA#7ebCOY!?&!)JfY6cWeRNBL)Zc5UKW}HCcpvxmYD}%{BP#?D8 z6gSV%+UEGZ0-=wcY7i_qm+rDBGE}N&ynz*k7Sg@!H_&Zz>+6sWCix7VYTDUsFbfMQ z3yb6AkFFQNRlGr|NsanGT1{oKrJ?tP;)sZcE43KAG7{b* z^1m!upapw=KTp+{E_X7@uQ_evM5`vJbooP)Z!_*uco^%+)fXM z-3a;7jtl_7o zD=7*|j@48$XVNK~nw~&GZTECX6M%g@+x|;i&iG9FPRq|hnm9zRr?YCCSbaUTI3T3Q z__e2gz;-u;!8C>*XgjmwosnAngxFniOx>z-`A4g)4AC{0DAA?K71dP5zH#pKQG=DZ zvIl#mZ;)1!P)(-QFH9V{eLo}61(U2F`rQkD``U2 zHPqB{ero_h%hHV(m+^jIc03>3H~GrK_q80V-LctxV^G&i#`n>h8V@C_EQ4QYl{?HOSGYBKE2JSTEE5hJU^Akv-HO2&I+;auLY<4 z4aE3#87lB0qoP7P5N8M%>GqT>4x8F2MFr0FwvZCaQRE#)AjYOigz+H9uLUa={uV?@G=m*5Otbbw3C4^w@W3fu6q#GZBTBMa_QIke6#*uBD8n_Gn+V zWq$?#fqi6SLGbqXvuQ}ilyI6p?ZuK4Qb8{CYAJhYq>UjO?|w;Q;ub49+Wt9r*n4{3 zQ&P%atRB>+vXd;_#5NYe8R9=U_V$I|3;D!nJ#lOi>Es^!&51NZ!ue-;nx)GiOF6`f zCVo=i4>!F+uX?ZH>iAaosS_3O5&qq?l&f`el z4G^)v`h`!Cl8?b4Eq)ufKg8b>3i#d$9t>9D8I zfkaN{@2_g0LNNg=J%|FmMz0dU+?w<^b6$gl$=J0tZ{1nfC0tEl!)5}MEnH_0{de=b>`QYDdKtA*%?LGm&>Vfb)Y6qHm6xwcNjb`lEm-$$Eu`@UV1&`sGvFR$2$EA zAQmI3uIJHL=QPe6Y5+lA+tpw7KVK69gNTd&qK9|i+^F69zS9)n(-nTl4$J1DlL-r7 zl=RR-Yc4qD;?51`$Uw?ft1^BL{9M7`*Pjq<)tulQem9wz%*B=chIE-BkxoloaA`eMtBz$tswB$bD399RrOEt0)IW=8iSl^G{))!;T3af zss$~_u|yf!?9>dtS>0^Xoq1;z{j~WS2E_y~w>+mK4Zc)E7?$c{3p=k$j_BrU%#foW zw%kTncGB%LeNWU|`w!M|WJa;d{UWOyXg0gmnV;=s51!D`hJTz~Q#s;E(H5Nl{Lrwa z0oY|L18c_Ik*slT$FS?=7ouMg;R2fs)wh>hzbarpuO273(|AaU-z-IlI?GRL?~Ufh z%?dXAEmbXr6MCcylxTna`}!~hBo#YU|G{)AJ^HH}g)ismTUu;q1PqpYCpNuoDW1jLzA+|H@FYfS1x{^OL=I3b5$$ zHT6Vm_@RDO0t~&A@-Cdo_UewpL&UTj#C{=!R2;1UtP&e z@aqsblp?B))c10nI*Q@b( zbGx|c6R1ux&(h;Pjl`uVItH91-1It^fxVeFfkWW+XiSiR2PMydGp<Rs&@HE!0f>?x(OTD56?yJy6-bApft-}o{g-7Ddn{m`!@Q--8hr@gP2s1Pn-??PZ3opMK$xx{iwhLJB0XsC1= zjx*TGJ7(UcxOY&v#8Vkodz&}uL3Rs)d{B$pwE-Lqlldl}hAxZIS&-sPM{{(!RcKq1 zSg1xeZ}>l5jsVnwK9v3*uTd&Io0n5kBzo!?_n~BPJjCDzeP;FtSyN$dcFGohdA81A z8Xa)hI%qZH-v?%`aI1%(NFDoVT6zk!#6*N zw_*F6u*?~HvZZ;xXfOU4l$H9JP=GV8jJK5~`EmP4Tnf=3Na@$G>gbw3cn`kAsEtK- z%7&*|Rld9@FtQPc&*Fm(EFfnRuACb2gkdEt1w|@-0)DJYnVv*a6imgwru~is!o>Od zK-_j8G+qQVW)0&}l?Wh5dDGdp8yrt_KI46NV^Z436Ae;)^&)jhQQ+TYDBaqOPwRpE zw{O?%RfN|u9i1!S?9X;tIC--T0!H;&2jAfy7{c;X4_?Djnex>AAl%$$oW}2uq9<|K%N~9h{oMtMz^Pxjc?uE zT+n1iAGPh>oq698Z_Rof^`Ws%o1U}dwe?iYckqEFuu7qu<6)iCJu0$Vy27;-m(&Xb zoc_H?Nj%N`v!N*M^^ku<5B>iK5(4+Ij6$5f{R`VE&a(_30|(}fCM4ft&+pgBC8U%W zXIQOfxyN(0{CY#LQ|*@l%hClU@xW6#9!qJvE;6W}zx2qM(3b%ffm8 z-nOV4%YySI9a9xd*XzPWv(B}6%48Gbn}L}COy09Qi5i?iOmh%dOf9t*MRs?jgZy zg{6~@$hiD}pn}QedVrN6xaFGnW9T5F;Eh-U2i~yQv^k^MpSY$d0u$-mA(rTRgK4#a zBVniSRCBgJD>{1T{GdjXZ30&7@4-qR3{&bu-_P|bCA8Q4P%1X9G7ahm9|)U!ZVFI|{NnyGXERvNeUow*Xw`M^izY`sZ3Ns#66KQl*ojDdSIT_7f@Y_EnbXup zf^OM>bM_G6FUQ+PXx{s4?1Dw*Z*E7cm{Oyiy#k+(*Zr+uQc!tc7k|apgP4N%`;`6& za6z)=&9l^}6=(?}QE!P%03M}Zdg1?h%BnOBSe*%q`WrCg5;xXy$N(|b^E?@2^{UlBxr0H(g#9aj1Z>&MD8A(C3HfVZGCyRM{Y-VS610Y2(Ax^%Dm2jXb zy7FBm-TnhLxir0I<2?W8&?dp{BEPQwQ2S&SsT|-kA7HENFa_lRLE-czAh-SLPbPBe zhx{e)A}9oTM$^2d&kv+0>%&5;&dHG_qiV2(ftQm&YFc-J*I_zCbge%Rnifv^X(~<8 z^Cr`WNA|Yq^G7EcY@XRVEjHIsjHG;$7F`c~dl@=WK^xSsYZwW5g3eL!Nnt$Fme6JX(^NdO~ zu{COIZ+cBH*jkX*DT8UreN@ya!TS`^*YP}fQ3^4A?fOK}=5Izm$TQ=9%t5z*Z=mc8 z5Y;!Dr;_)(Ro4Dz1;{7quY%mHeZ>0NK+SASb{f+J8)^}rJC=IUmIc-H^!~@z(>xrn z!Mk*Tl4j!*^hBZy9EtuN8+FggGV>B}j%7rEH3X#(!{MMLJ~W7TW?&Tn8a9_1r#J$$ zDNKFGL2>j6_{RY1>EL$ngAlz=MX$qXGaP7;9}VhFhv+R0F75^MHi;kK#XSn&^W1aK zPKX8k24A`!;tN6Y&wwFa%-d-CE=BK46{EEVnrK#C21rSbp>p2V z_0d2an0)ZWVp3LAy`aWxBNZD-R-J#S=~m1uL^v}91ntqnCnY_s(K(^phdTyKh?0{E zyC&^vZ$5POP76`G??Pu-NOtp~-?J=u4XVr1Q5;$$3}QJ;ayx1CrmZdw3fT za7*v;-{i*y$B==byXw-@TT&g5gZ4u|s_P~^8Fdc@uj5}-udRbV&=|fJkKF)9SWq2|v!!JXimPd9U=hu&eH@}{jf(f?pR!=%Qvh?sop zIojRyz%xTSI<@2@p3ji-D`$mmZiJ;A9Me8S-Ee6(eu@jlFqhd0eP}btNOzy|Iu0H? zLEO*FPNN;}@!N`e_^pqRnWxVWM1-H~&P&M8Pzpimium)_z-X`{cBf(nQCD#>scr&# z!*BKiW5BAMZp=3b{u3)Ha>h0aD;R)Jor#;R+Sodjb%(WF$ZmlcRpn<8kM9Da!AVX} z+ijvFA71BeFPgFjMs~AwKD`8xfo=10w9pGWO2Z-b$h1=EWJJYgIH+(s94uUS8r!}e zn=13oi-r_clYSW99z=gYE7bF zkJdiL@{8%ra#yrTgz)Jb=vm9yF0O>AUe;H8p@&hzPM`pDkQV-3BNA- z-kR)gaNP^>_nXljj{nMJ&SrX%8=nTgn!|FvIViA_{9zTaT}4~^QOlll!Elml0DaZ2{h8w859~$j;FN~bDm`5UM3?4ZhYtSetl~q zJEcDERF(+ccNf#dQxDtfY#tc}A!*>JvNF?K_@dWE7j@@nxP}YW$6%2#o=UuIRSpqG zMtrqJsFB(CYG?0(wMPe1ZmlzMH!j?x;>o4llFW0Pw^yvKd?MazZJ|6RW|e=+;@o7s zY%Ae2W&gfA_u&p`s=EkTzKQtLne2vbyio!L&T=o&2Ry%t31ZB5;JNC~SNp7?r_wQ} zNd72l$#66*P|~G)U=kS4@f1Dg{l^VBCC?J6BO$e<;J9hR7BhSEMp5y}X1@#bq^{H0 z-X)$yY+Z|5`xgyou!%}f=%}JnN`1vX3BjegqG{8C_chMr$(&r`@(wcB zDoX7r{KT zZEt-1dUY5K52t(mBT3GF^p#wL+gh4-SnCFg@83GE35Ew&JT<9x%wTgz#-48vQBE6Oh9N(=g7vl#7zC! z11ysEK3%wj&0WTxqquD2PL%A-LjE~>CTolmpK+5M~+?gpki*_CP zfO3w8;rwhQTyWPcHSN6ro=!MUS(TUP61<#HUgrc!nXs*hDa5AU=6P@4LkYOC?HM-5 z`joHfw#e1CQPS(e9g}-(_L^Ak;lIab8m$<;DUI*{3?y6Lx?G9WyT5A`sn4)Y(*?Kb z${lYTHx6c{EXuR@C_Z8?RdPfunii;i!|;A~t;*(yS8=bB=<{j7ti;l+yrn`$o*|wY zyFfL@N58Uqf>>F=8Vbu9lXAFJ$NoV0gvfN-d87Q@j+T~#;f$t%nf|vl6%`gn#xDL_ z@)u9>(Ht#D3*^w;HpM}LR)ppKxMJ zy4iTA0w^=VBk7!Hj+D79SiTb4VzN2s3|KW$85;2mnjQce)bz)6DJ8_bAVynT| zF)gIzR@PDZ`dl{Vwl+_wPCb9%`YoDpa{~QNo^SzD(TRKaS6S%*?5SY;x@j)1g5plg zyr%P5bU8Y2T@j);U8IM}0p1uBmY|j*@L5#FHlP=xB;jh-9tdHaLU{lO9kYC_Nzzx+ zCCG8Qn8%~P(JYXPML8wvu`hNIQhz0CdjC$x{PHml>pJnex}$zUZ2wLTbg3qQhaI_g z)u|0(+0p?K!Nf~2 znYht4QppAB+6>Cp8&t`nGR3r}$^nqtrt zRxM%;qbt#KH~~u&L{u2;fqOEQ|ESt4tB$CjPuTQ2Lr=75O3MR+9=A9Kq0`g|f%Yj> ze>&XzYHBVPTxe6tY?t~WNXYzz!+r7)YC^^Qw7s;N*d0h_7&A_nhO0gas<2lSV+a}g zYZa>EX^D$2#5NOJ1!0%`7$%2cfMiN~VE?3V>pjPz?%Dl9;PypK*%7vL}3Mf~#e zw>nOtwGud?1KBKmY{2ILV7I?tnD-mv$0sY!uxLcEP;*be;GVnuBckWkoH)HU`T(6A z(&xkCRb&UQIOze%_5M7-%A5%ko_hJ_V4;BEtmcm5^BVeC1Mm+^Fj?e3zi(+pN5s}d zZx15A`S%vJbD|CCxzCaWYdKt3rXdb5d1?P%2EN;v$rZmmHhbU5!iZ83>vOYdESC0(@K;{mySw6HT0e9y z|DEJu{X}ECySkzYoOPH&z^-XZ(fbDPb&}z7E4L8xPeW_zn(IfVCSfWCkQFJ@M2_%+ zf5L)iPP`<{ZETc%^oodrNP2os47AjKdaz?TR|P&_nWkn86sr~=V9srNS&fS18|jLi0iCj7dOhy+t{#_r<~aJEjv(zXAVSGN+6u7~$TxM`<#}G>Ecv z9`#O~W=<>)J>5?m8GrB=NTm`x8Lt;Z*q#>uAsytkjNrNDx&f)DJCOtowX|>?u{tz^ zxvm#!R@;;w`{Fm+V#_IB6`ia1X0-^ZpGEcOiy`uV^f08AA~%Mi&58YZu9EcT>TNi2 zkQQ1;c8wo$Nj&o424ay6#9`kVs{?*SEK&Ua9R)!Xc+{<1!1;(~I8%{V)2EqVwlkDJ zPS49tqRq-P<`V@N^K|J?A(3Vrt>ILnBJ5CKC8h>HB&i|X__m^bhHUp?@-HZR>!Wmi zj6s@j0VEV>ByB037NLv%dkj1Xd!|`>#Z+>WFhp4zxTm6mCTf~BligMmP@?Fu+Ri!) zK7l?~Ga3m^dw^k4e0Tc9xW$?CvZ6zMOxr``e&8kD+DU)Q($}y<%q#inr~7c)T1fB| zt+DhU!^-)NCl&LKoAB25H4KUEytS~D@riLTZ{o)Cv6=?9ZmPfx#UuQ{3Q>xN<~VIy zRc_hm)D}d*q2Kg*J+;DD|9m~jokH}TUE{-jItY_t#g_j%Rg3i%9r|_TL(LP}m#*Q| zzc^E)0mANWKcbolKez=o)A5&8;#9g>o#gi*J(Afs`YA}uMdKK)G2mC zaJjGJq;pfdm;VE?xDR(q6FGEAjFA0@w_b4k_;HfY)e9eINK*v$KDlO*UGaQ1hlT4F z_q!d8xt&a9u;3vRYE>QOtil9INe^Rs)&}n##R)_p6s&!FJ10UoZwVyV0#sDO*zxo> zhrV;X2q_dCK>Al?hqv^1DojaZ?eG<=Zi|PmtB%73RgzoqZm}lx6T9A9?~ud2JU(Mo zE&EOEKfKK8R_*a^2jecK01pA9AIvZ%7N-;8vPy9^uHzBrN_l0NYN7AiqYc%E&9(}N zh-BMS^RaANq=6;3g_@o#))@E4_aR;IFrJbJbg2`f2qpFA?QMQ7Ozc?O^7PK3`muS+ z^siB>BokH~n&?~QNoBc}r7)NFZ3)WldZlp3!ML;q{>KktFFuv8rB#3PmoJLr(&O>U zVLQ4|GO%vZGouKfs$Rk3CZ2T^rxGD^UKo2fj{m^vyt?bmS;zWU7|%Db%-aQMc^hAe zP8@djHa)*w;bCQka96cGknWr zj5r5Ka?XN=Q_8lRe1#cx`6^qp@emCy`f#_MHhz9xBO zc~MG87Hp#RLYfv7aYhd4R0#+%z(7s%YOXJGJy=}lGz#cXX+}ioyt@L#YFL5^CeB{~ zE#g1BX;z%~mZ`Uq!#=#=-e3Am7a=qhv_^nJt6{9DNcdoUY%I}gr>K?l*NE?01T3<- ziW`k|aSs${Gb|31rGy0{4>cMr>E_Z$qP=!#X9d>kBL{w{#w+D$3EjgYWDxQtH>=l` zor@uI8%v0=QWcnIyW`^lZJ72fg?%AiZVl{o&fB|^bd;tWQTm$&t;N{b9<<(Z_u7lx zF0(!C`2{kg&PTY-W$v>n2Uagn6A*gPrh4B~PWGVXFH-2sbwFv7|KVK6HBNc})ahT52CAZCGLJ-)ynNFf_AL(j)H zKd2ZQb^d+&f_eM;Jyr@ygi}*O!v_`9wxr_XF`jwZkOSzOc)#%ePn8F~k089;W=3_X z!rjKrkE1em$>^XaomJYosaqK?5$!{z&I!ShYu!H@dW`p*;Ly9+gzXV1<0lGXF4Gb- zI-!rn1w0j+s`VxsWhney4yz;RhXJ`Z86-m^C(WaMuV#`-S2dQHHP1|02JThtMx8jD*a=bjNa#EbXE97Vf^vt4 za|^Nx$4q!37az%wzxb*W*_&ab=f0)6<%{fLiTydHp0|5cv)_V^R%n|?5kzr#{1v=R(Jv@Q+ zA8$HC*^OJB1M(X@O)GEQjr?$VI&n5440fyRmpFDpaObTeFQ$o-lUR0ZCO;L{roqlN zyl+nOuaMBWsPk}h#RNY4^!b2B^3R?Nf>`O!9+{d^Twc%Y0T0y!pfeNjDB@a}=1%`b zm&%gi@uwJ%$yi#={JPT=bmZ{-P7fRG-SM#^`?F!9)m@LgpL7kCJG!p_eqQq6G2{k& zr}?fyR|R(ME&818zRzQjY7&vzcFc%m>Clq-;fWPE)}GFdk@XK}E~?>x)o2DO+bhvS zvdJcqtXPhhi7AEaTw64A6V2SF<~!jl=ZEV24rVdIHCzu5KL>F9IOE9XKv|UD7*%=Q zbGZk7_T0aq@^vZeud=K`;_~*MZsRdu3kJ89;f;D@O&zwKzU;wjZ6cP9Y;KBSWmvhy z-9q&6#mW#f_as$ToFyYg@lS!gdppkuU+5JO&aY{bs2oIAB~+?nJNF6qKoe`7;AVY8$**Ze6n($0!Z z#;JlX1zp?N2XQPsWTjKi0lna0*L3x6hffI<9IXwwBt0Luj$JRqEEw#kl7TB!ij`Fe z#PrXPMqS-E5%3acn0>(>nePU(PhL_A=}}}~CAW#H!P2f#XCzHxy~xWNL<4oNKgJo5 z*6>VyTq}pq9CYVk<#43Gw0Q3c>msYt?8+p zmej38y5Gg@;fm(`EITo7Q|cTXEw(6w@P%rd@89LndLH? z`E~7LHxhns&V!=*su&pfyH!NX-c@}F#M5Ool41Gwr<~D5Yz`}-w&8Qj_B2py2H><9SsAYD(O|1CM5sFC}`l-4kOVfMJsA!tR2Q@AOb`Rjcg>7l3<3qkD zy(G6Cs5ji}V4!nwjz?Nd2UerE97SALJ<2kYeXnQ=rC^M&CLKNzU26QC#C(?Wx3LvZ zki;ONFDs-sCcwYfSx z?j^rk{}llWhfTErG;JI-fz+U^d;euQUjO?mOWqyVPLCWgKT2>FOsZvTxVJd&3kK)_i6*sgdn@TkpfXriqrWU3u;}Q>?rRSXqhQUeCbVhAD9Wi9{}t z&JovtT9DD$Ve9;4%Q?3+2hkK|BoXzhn+8^u95&N@#cL;kFp|O6&>SENIlCtL{$EV|czcNz}-_gu&Sr_4};-m8gE-}*1U z)pj8D?KL#iWqQg|Hll3Bv9`5X#1*8B^);V!jreKMDU}-51U$6dd36IaFiO1k z`aSk>VHI0E>tR7d(YSU9ToJD$H$lWPwH#y^7V|$%*myb;@Spg zQ#Qz3saJQ}QXAb1fQt?YvM}lsiR-A!2UDtV6g#Q1o+Qys#|by|Whp2Z8`R`!Cl$Cw zmq%2fCh#F9>hB(J%sFBo4=DdmG!2F6WcaRFg= z`fL8_-S<}1fsI_J0-ZjxI1Q4cztu>gpQwFi_@k?NUA*}M?mXU$Z2JO|uk*|%N-_xE zYG%H}h|LSJfW!X~XjVrz;XXl;u5y*gas!+(e;VXT2T6}navUvg9i1_w+xutreCFY5IJE9&B!vcdZyafc3R+f>Bq@U26XBz~7w8VoX zU|EH!t-2eapO~AQS4`M$iSU|zjxL3DhOVX6iUm>R`RCvhk>%ixSJwL1@}i{KpHvsv zDT)G)sDE&#)+LUBPMWV{cltngYnQx=$m?o{cLMM!DeT+*HBMW`7l$jSgC22GpPDyp zy|0q^ZP)$1O&6ZWiFH^cLGE@xHxV0JJUP>lznBh~DuHr%0~w^Ume%GAR*k-giFcY|(x@&>8c6MEmW#u9)sbA!t8bR@tFI0_*mzLYLZ4$JnE{iUX0Mp*UT=Z$`Zs zm){+Fd~>2w$T2tH*gQ{WW~<9y9O6{#W;ZSP{_DgMna#A)$vF;e#W0nL(f8TcNY+}M zM67gZ73JGdTok znIFFVQ?ny5j4>41tJ9r(ZL|Wnzx5c)RQB=i=LchgPMaTmU>1_Zl`5tsyI((-Y z-0oH`eLO{JdPbZ=u2(yiD}Qb_BS#=>h^$^)T(8 z)(P4@Y5)lNCTHOvO4$ogLAHoRTz0j6WF3p}cN=Hx-31RIX0-!8reeVr-C0O+ zLdIkD%GZmGu#X63v&sD_Ue&Jq5|Ep7`_46a*d=!eSvQx`ezzM(_)oSN+yLgtnLLbu z7hJE%Y&4BDmq2uEe1yH2lejZPEte6&F zcC!Ar71O-i6r21k->l*HZ>c8aPG=Y~iXqF1$t+}Us<^=C;Qvku|Jz0EUw$(99W3kG zh+V27No_DN-brq7hS_oco*#;yS;iwJG&XKCd{dY;N=zX8SdXoAtzYwnt(X-ZmGed< z{fuCy>>2B<;u_b+h=}Ue&~KTz&b0ogA?F1tToHW)7P(6whpYMp{`Ae1TGng}Gs~P# zajKtA(8+KNCyleLRU?iI>+!biNvjm|s|Ad@HlB|6cBS<0TFPbd2&R_eO=b3vNd@+* zyr}bGoNh5bgZ$i_p?%@vQS@mU92!5uM+WII=CD8(SOrEhH;t~~fRj#g|r|9b!oE17giVPcXGTvF&yMVGmm>cFM`K>U-{EWNLm)}1-pU7Qq}7Z z7cQ+UXXra9-SfW3#R)^8gO?tFcbx;`S=b`3PV0v*T+ zp!-fX3X-$8Ud(tfT?yF%P^H<|l1KRgFRba~V%yi#!HGqYO03pO;R5bLGZMq9?qP>dz53ojJ{Ab0m!8XE)*+Bf~RUZq7 zgIH&v2iv(-oH>hOA#h#!Z)`c@eyG)B_%qB>Az7PKOp=dIdcG^{3|&v-5woyGYek&0 zyeVPG;c{bxzR3J@iP}}ZIaB9kS$oiGi#!-3-vvQ& zTEd*}Zq9fMT00*`kxF?&UQasoagU=q`Bv;e#>7$iEk+o8EG@je8VEKgoUI%k9G1aI z%2}QJ!b?ppb{oh{4*`=JUkzr%eHfCkN*fly6o0p;k$%|L0J&=ZNrZL^Pk;A(d)$l(-Ix0NzLzTfj(tKFV0&Au@=0(n;^Bg^ZMc_ zQw=uhaPnti)-wnUmW#*FYdLjBzar&y>frYutNUAs@ai%E%Qg!z`@JR zWW!Cv8x_4(+=F_Gt*0c4{{t=T;5n+k^dtFy7h?h8lPlQ z-m)qo-Dcv>-Qtr@b;dQst?(83{H>CG7&GfZwLGhyDoqTOfPO`R#L)X-s070DGq<_? zN0Am*NUo}@MtVVcGba7kMd91*sa1@SddX)@bIZ#$_CB0q+R6@LWfn@mXl)}fm|s2W z$RUW%f%KgwHu1NgXsS|t(r){mF_r`2c*9}KyDX`l^L04o)$_M#gV_R=dCZEYf^ki( z&NeXwPdObWN4pkGy+3E9!5$-zTv5oI;<$D6ma??xn;w-kCjyzk0qFl%0Yc0i;qU zK24&rhG@+did+Q^wc8~j$2(K%AQ8d1W+5XujEwhP5|4H7!Sgt6T00KBUhDQhW^+Jd zLJJhLqN_AS6>Kklh@#e2!HXico}w9=)=eJ(1}o7h`3v~c*mmum*!lh5KvnMItm&cRf6}it=HSpg{$cI%XRxdW#*S`Aom~CX9|I1#QSr2&273t&LlKEQY4yn)MnN|rmRvy&;(Vx2HP&__!F5)i<{~wfxA8wE) zHhtj6AAQ(@%|>#A0uQ*m#b07H6Q_nF3YS_w<0d|c$4vpE&(%immZq=&WzSb3gTi=Y zY>t7F#B+tsMS}=D zw1Ni5#(W7nQb02@H64AUsp+8cz$pjIo`xhp4~s3dzc(x9Fc`vKz+TE#!2BWEQVEXB z_@N+6_n9p5^S3=})r^ZL_S@49(s-1bFJGEN)(?8T;xJv)zLUB{8iD|9nQD3RkR^o>dXA3uL2|0 zPqltzxhx7Xt_kSZ~f$nHjQH%s~sDKiHUP#1`{4oj1Y1k&I8OXTIBBud6 zi9%q+wE_qaXpk$-$8rhfV?huG11@(s-P2HdMWc>TN@1<}LF@<1zGwjT%2!g8IQsT* zw58oEng|$|tYuup1yN@}mP@WZrBfyMh=_j%(e@z%y!B)=Ai8*Z37cP4!{7W{Z{1BG9s!1wtdyrj={N7X7URI2_B+CUkHQ$ z*Gs#QMzEkM&(OaB=p*Y@AFR4%pNmCYqvS2nZ71+yj2sN1rE1>m^s}+g(0vW21@G18 z1e=qlM6+gydR+E$7NAOuCsNxqqKZcsuRAhGeK1U$4 zfq2QEGTVr@z$pj;c3U|e8$G~)do_bdkX2W}XOK){*Yy^k0&>0R=1cq%(8JcL`MX!e zmg5D!2M0HwEt$WY)n=!%REbd6b@cF8klQsq7%DcBaVHrEh>Y;2o?@I9`SpMD%86q( zea5*&yRPiPqY&sk8P~JLartzzY2pF(FLULUxf33_4)E*fVAd*D_v|t9!g##t` zqt2#NY3l5vtTv{DDd*VOq~YtG!`id;4fH3CcKAD%c2PNOBNz#-ZT$a-vagJ)a%F#bxr9rwuIu;$$jdVy!cXtR9l8f$cknXNC+2fq=d(St{d-i_E;Ku?M zW3ZlQK6BppbzdQ5gyo1wVu!w}ZcsV!8$DLJgW5ouFpqF>psdvwO4M(fa>QUsBeWrp z)#*Qk(>MG~sh4+hUF!2|U#N@Fr!Ul}3ft4{UC32pN?kcl6zjZ9Y;6vUrSl6yY(!lR zY38L0N-s0Bs!q)r1%1gkUBk_gA!wrV8f9|#E>}!fyJl$|gP5N#=zXE%bR?B2f;w5^ z-R7HEQ`HRLPRfRZ28WzrUF>n;vm}KtNz0VNBM;rqg&2?kVfQJi2(NLIfc6 z6*|buhGSF(yu?N5Thy5Pbv3Rvie4Zbid0T5Weu}b4J?aK*yu|L5oJg=%=Zn!qtbbX zeNs)=dj!S3Kuw-Hy6x-lNBs^n$+qu2hd(7w(;0T5hHD?eL4|2kJWF8R(s_a+3k{;d z!UA~8z1!+NkJF*fssn-9{l>9*5M&{JWv7oPa&b0&qub^0nQl{Zh__6Rk!ss?K5qWv zVLu)IVCi(gRTAQm0>+-Z*e`;9&)VPgpIVMO@omSIRB%`80nNJ$CvADM^3h@tFHOMC zDMzGnJ3}v?j%h|#=9M^!9jw;{CR3p;6R#2^t)RXLdAnvONrZ!>l8j1>Z>O683=&#P+ftP ze0%yQdkd>?dDA7d7+JQXPKlq1)fL@TQ)$S0uQGSYyJ-9z9*v7x<(}aEIP5@XP!g5V z#)Rv>FMs8cqjG63>}?JLp}a`GkH`4GWSTvKf$x`lp13@R;#I-Lt{z$5zqOF_{`k}$ zizmR=azf|yMxlJ@uIT@ zk@CKbkRjKMj0|PA60%TA_{9kd5$ZB3CXfVUVrKA~vmWb}a0OVub2F<;O}!1wo8%!w z!BDc3eXyR@V0O?cPp1vUopF?lX#w9nWUn*US}>&x3TypuaH*dsa>Mw&+tK3 z_|*LI0xat=h(-x^f0Kck1%dr+vbl4c^VLz^6 z6OTvGq}wi|pvOeCaT%^-c+FaGMefUYXO|7U6oM+cDv)ymsV|NyD3C0rsTQN6DhQjc zNRgMfjmj#pDA6<%Rj%MtEW}ZD&B}4vj#h|z_YM~_9KZb~)F%;`WaActD1)f9#hK7* z-F7jxTFVrA61X1gPi&$$t!kXOmOY#SJdhP?7>*J5%joYP)&F4)hWM7jbmVP4P)}q5b?GrE4m)Y}YMe>D#Zm!g zo6rRK%kcyN6|Ujj-@88BF$B2C<9-pX55zvUK(Hv)=&+YDa0O-|JvlN%YNB-FM9x{K zJCpS0IyN@tZWr^8#{kmlTlpOlmc%;I2ug_$l9J{#6`x?SUcdg%_^4wAc=PKuVouwv z(}P8RMeN*WKIkJrd<8nQ{+S;(?Fk&Y_4W0#_d48XiB@H9VQSAPj@H%;a6xLX59$pN zs!7Vogw-qKnWK|iGQddqiM|`of50xzreVL+ zo|}e{jAC}~_%>>`%{X7SAwwk7N`YCF2y0Wbjhm*qLk}qWf_vXakLFi#<5}7LRTnzj z9&+H9&Ju)C(~j1CEi^jW=%><9#wdNgN>yBM2Ju*yv}KyW<3q^U{A5FPRAKBpR>iV4 zlO0<^@;flMv|*ddbhM^;qcpAvO4HNRGh9tYgGFd;m@VNDhn)CR*f=LwBBaTDlY=t9 zv#51|H`^goGBJKuIKN1h`Zs(ky(OY!bhe26mx({B=nRvRVlH7-gD;+}ou2Q*aq&@P zf6#4x&ACzZj_G6)(VbOPvLN-L;Bc2ADoNADrJ>4v9m~Wl2@4^2J07kiw<7rPibZ2!RdyK(M z!~|HMCG)%O!cs{sEiD}d>8?k$d}cV87P&_-XqD>1h zJ`){DuOH5USI%U;^oz?PFK^JzhuplQ7c@(~KLmY3{60f|1uOn>P76n&ck#hF4Xd~#Y6iLh*wvf_oq})H$f3xVN!fKvS6b>wcUopKK z)A{5U^?A!io05h`KHWSKVYdKgnT)5)&~W1^Vk^W(qC6%h2G7wnG>qLxQqm@w^s4yy zEjztNKXoXUv;tRyAXkV9X???o-OW{p2F96xYoL51{AlW0v zih&3;v$K!R3pj$1or&VGC3g9Hzzmbs@x?6=fOP;|6+B)gj>xU3cTym}6fFWY(8$S2 zkMfHxVC*4~hy3&qkkaS^2y6oZbgVWqcFB}_3|1A+F!hEjn3{D10R$N#mp$Nc=JtUk zRKVyu4g|<<9|*Klq;Pjn&;$)rryM@oe7u%R{w_eME53|VJv{&n@zEkPfZakmpkNnE zfoBnfA7HNogrItV*Nop#<&Gx9zSquRVdE=y%)wncB#>-%&k5u&i8#M0>aEH#fVC}oiMY-edGQxFV!Vy``RH=0pIf(RbsP2_o+>&crRTFI* z7)#Z79QrGY8fG`}8(&Y~uJ-56%@G(cpjNO{JMq&#CN(i?T5_ioYT+-}*BMGKz{j4D0_(jr$d1?Iyo-^nI;Vp-BmgtTKCQ~vwciScK^^6!~ zViGt%b)YP}3diTToQ3$u zTa<%y9$3e~iyN>Kp^Zg;cXI1lX{ zOVe}2J;1iIcD^@zB~$9-5!4}HCgx^tL)^Gy;c7QEV~0~6Z5tCUwopeHb%v*qQlG1{ zBaCNr>Jo;}$PN3iH|Za}{z2y@e+Pd7^l_j3(Fm!$NR31mK|YUI2TCiIZ(+?Z-AmxN z6J2s0a$x<=zen$V3dS)he`l-HkjQU&0B5_C>Ftjfst{r@A3rLt#6F;;GwXfiIqFay zx%sV!3XB($@_htmXl2izkNE(D6sV$L1Rl<0g`pJL9763iVj^(akz(!yamTMXngn#* z9;LgWu%LSc*D+-|T7&XmFmrFni4z)jT1UA!K4J%C2L7w|I_2*ADONhEIeaywt0J7t z?0$ju`M8#YtCI&xL3@ePypt0-the!UJjX*Zuf}x>5HVM@zA-S@k&Y5>=CRG|$$pe) zv|+8zc;J_okbkBrXRI6e#V0^5%%p*9&)9gmkKQS{SV>qHGXPRA<*XK_5FMjf+`p|= z^pvf)(#ZAgbzHdZu;jO2lPO3y_a}a?R+5)~1*-MRpV!AF4Qs-S4KIm=vyBJ&j8GIX z4!gJ*X1DQZ<{F&>i~5_YhCz`r3eiwieQUUGNX|c@8{XF|&E*#K8Vg&>R3a!VFR!t> zSyaC0hC^0isBwE%dPa0)Jd&dYnExkpVM1zc7lj+-y`992?f6e z=WEM|%T7eRP1&rQz*fLiNi4Bxsz=`z486*0tPIE9TKts2zY&+Ro*1xY<=}oIq;>eK z%L>(GXoa`fh#wcqLa~qZ`adpXKd^WKqf6ZAF0dz8%6_S1d_)f)#nWD+mSs#Jh1ToO z32<0Ko7f#Ac>t<^8XPO&F(B*C!maIg%1o&UQ0wQ74;e*v5_1R&~LBfx**myz8Z0A4EnLMj@^ z0zmOUANrLL=1eDBH~>v-vD)SAOUuSJbdp|hQ6z z&dj`>E>lx#eG0FqtKn#f)q0X&G#B`tTU>|>9)%7Veo!|4&Jd+;9>8K?K1~lG!ux_OD~pfM z#2^jJ!uLq94SJL9_d3GtzLNRfXH)h7IOZEj7*pg z93*ASi|!XGro=o>W!lN>=r5QN6NJGh>jrKGR-x>G(qr7hxWla7BGUioN3)($a6-~> zkMxqF5I-s=2ciPy({Wv)MSO*$Nz2Z$aqQ5yND^ymKJ+%D2la7Sb-k}?kF%ni31Nqs zBx!{7J6w}9?mi}94bG%l91>7$VHZK-#F{p7_@_VRt(d$DOp}u83suFt0a7CQr?rq> zHj-xkeZR{W2O*|wyiUQBoo+||30Wod67b_G~O8&bm{6BuaL~eoXdSRlQ4lxD`J>K3;od2HEe;C;`o|@mxCa z3!w`jbV%3*hB+8^zcHUYW%Y%k2OWTR!Gn?}K!n*Rd^ab_l1V?srW4mgUyKWpeer{P zQU$LTBeN(}#(4tI!5ldeKh7$7I{h4F9xFpS*5(VahS@_a&kcH>Le=n^nUGuA#KzRV zXB*cr7lT9w0tw?{P{E5VU(T|+`15e_Mu9Gg-69TH659CbIol1*uKPx(&u8e}H? z%YGOJ93P{djj%&FYWqJgv^F`$(0qG=)_}Pm=h^DaNCb4hZWS#N4A?M?+k?1gURpK}Zg|;9hAYJlLm1`E z8+qAchwp7l`HhY&t9(R)Ph??|uAzcAjqwV`idG(jtOPD^$VLO|xaKQ7Y!ORi^%Ej_0_`UbaRv!Ra*x1-a zHj{)oz4>2gwCO=3IMAo=LWx`m=apT6hZ+Y>u8={fhN5?M^6pvj!0r2|9&6j|K&pL>mkg+!1!S)@j$-xVJF>lXF*F6c&C z^$wJaKPN&cC@2DwGaE@p+~&*so%ugMuJQgW8ge7cS4gfI=rA+vS>?fR#uhB@fcRU=4=glpFb+T;dN-@MhNRb zRnDxyo$bzSZS7(b?>R9lUnJ95wF~)aUsF|;bZ~Hpv^GIIrAt_IE2d-qv-r9$dkBk) z9SV$|ipnJ2Ym97|>G6=p|9A@-N=8y8v115W0<&G5BL=u4;4cFC5Wfmqs~(!+;8>sH zi$}KBI8XwhOb}F{c^lMGw;MWTe-}L8on|)K1Otfn36QQZhDu;IPN3Waq zqLPxx_GYW2GothoZ}$|V3x2A+wLnwMnkz{WX9?2}j3dbq<99P}<%ij3#{NiT=gre7 z^W#}bZ35>Ar&wbNwQWN48P>Nx+pLar0~;VS{|Br5U*E%s{*{5_-8)ghwF}_-xzywe zcvF3Vok#PH|Go}bLzc)w0c#pg$T+6jZ1OMaJkS8wY0rU4+}p>RYPa#A85BmwEj1=+ z4Bt?}E*XqP4R?a7JW;G}T!4XZ=Jm&^)f>J7AlBl0ouTz}z-~^=AgnsQls19PcQJ(v z5(R!WSVvB;Q8&c)=pd1Dr|O`ih4jpbL*NAwk80;PVq$rX)DK41-~8V+W@HGZ0?{-s z>la1E(Qw0Nxp(H|g6V%<`Dn~B#8D7kLqbxh%0$k{uyT|iz%U+~%ek$Tk$f@X4MRy! z&u+D#D!y_ZjxXie6gJWTXTN@;4E&m_|FqXDu<8fkt5 zJ8AWeM76V-H@k{>b@GAF(Ul%TI;9`pGqeQy~9?v%)Xd;`*v z3=9o>9`OdC2uqbtmb<_z;IkiRkj}HWZuE2g z#|N*;dl+mjr*sUab_nOEZWQB1;43T%fJQPPX=n-kgB{)`6-N`fvZ6Qs+7PGK2vK8p zyR=pK4-cqswx-H6IaArKQZa5b4(@MUPvy!>U}Xo;nS?pq0o(+)ho)lq3Nb{V^3hU` z=5tjy2LYHnAIUjtR)2{N+5@!OZoaLpEpTJ7y%KIfb%~7_u}b@Rr1P9l>36O_qLltt zbs9lBHJ}9{vjv!DrUqnONh}ZFQW{*n6UfE9@_Df;?#dmgoMscg33XWQ)W$-rQ_C?w zP|;ACG9c;gjs}&8Tgocid&%I83lm2Xd1V{F+{&+(&&(<;Ac3ODSK%FPnc}Hn@(lFk zmIoG=NQ}_Gd(a^7WEC+ID^^r&gP-E3JA6-3C??q#t>nA2O@IT!d`oDiiwyfV`a2^z z8EBB=M!x4LZ(^6crO+?N!{n2eXF)SVrMW~xa8sjr_pYxeH<@Z{%aqIW>r`X{njLI2^E>FbqZe@;*w*u<98(O6T2~?}gOb%2$7!t+9AZ z&#q$IbTz+XikNxex%AW-m@8~&NdgGVzd=l6xZ#v*bHUVMei%*Pq66D`=hlq^y8o8? zv&Kh5EC}u_j(K!+Yo>CqPY3RxDIqqa8ZN86Mgg}j@(RipuYLDzc^8o>l&*!EriCd%2o_%F$b=_fIi3ZZt)q4+O2mY&q_R`lHx1U(|-U@5dnr*MrUrU36RY_hMs zfaju{Y>eRXSD{{t|kto8#!({9WDjI!BYBrBL+wI29|G5 zIj4z^ieyUhK9fxrl{n-}TaeXU&;8C+VJ)M2q8v%3I0y+YMYBQwgXdMTWkx*Lj5C&( zsxqRuhRc#d%?~#y(Zgj8M^YIiRlw-I?Cnh@A*XAmQ@%)2O(lS)^5%yO6Qjd^YbJ>c zD!GII2X^j4<=>U8*Ah`AcV^j+wRktM>6mDRAe`A{YkE&lb$ z{ztFT-+2MFbh7Rs)wY)sL@cxPykL0aYkf6iRvMOoO8Vzfuo@cj?n#?wU?}KeHR}P3 zcpZ%J*ateg%Pr@*IIsU?W=n^WF2fPNKmG|OuxkJwXOSIwM&$HkvFy?R+$N5Q$smxx zan8oWV&6xH^AXTX;dWF;ouJ|bs0{qdd{YxoE`G=Gqt`1HBD-^nw`nBgV_JKNhaOFG|A4faaQ={g1@Tkt~iJ}O|*EHso`E!?h;jRMDuSDK~W zIo@y8YFjU!)Uf4B zL@~@!!f!xneyp&4=clG|&|}eEj{ZxE1owJH$iXEl>#7+oL$cMCg-RMFSm5iV4xE7b z0v*!WX2T*Kh>!i-71Zx7pwO5LE^G?S(R<(8M=CEKOM$RHGbNxQGNH8sStxtP!XqCV zjNwAL?IDnA6dVSD=F64m{7-8jBAqXni0**mh@-HzbgZ4$WxB%f80ahmUNHsqF&YmL zfIRomo~O0zUa-$30fuG(D#XtD1~E;3u%CIZo)f%BaU_3f^h|a%LBBpYw4$OSOS92| zB(vNjFmV1IkwiMR8TPPhWZWNUTJK(cb689)b0`6QRrN ztIf0|L0txC;6mF21|(}BR#|_tL^CV`hg7vTlYV9i4;6#iw+&3}XbQaJtT`P39+t>t z82qaomu{lcsQ)DgO8YBJy1_?)=N1s@S;!Lvqs8;)nw%>!7(r51mExOMXdttIP<2Ju zpTKOQ$VR?ciBPT1+j;uspj+!bu(W2}@3my#W3!mS@jy>|mf8pgb@Hj8ook0omFYS- zSxWpEMjVQ)_xjYe2F7Yq)CT^e728hP1$e>I+U0x7tVy55jR>hIo`*wwjLaAFAQyAt zP_JUcYjj!~8b!JC&;4HpBEq2y+3zTxIU1lrlQL|UeW8~~UM*p~9~V{Sxs9y$!}ki_ z$%uBOaE&3)mC1eHag?%@Ek;Em5c7jdkPx~rA8KrjDs#J&s17JDS5R^})P`4Am`X*h z)fU8J6-FD}Z5SjrGDsLnr{(bHA6AdjkI4!VCMx_4hZ<_VCqa;jA!8n)*sAZ9ECuuX zwD&wyWu4_8>tl5+gI`z4PIJlo)z%(K3JpHCws|GWyaWT8Q!eR4w1+kZfzkr?f zN57kcM?4A8iIc0ojQ4UZrrM84*o4^N!|-j?83c(-jW#-3dEwjERRG=QW6Mw%5oj^I z_Wu3*i1ogBsTPmB@3Bd&ud%5s0|j2YYSIUL zv19~FNYazi*1F;HRW|82BajwU`Y?sRPcijMKood&3(RGE0x`(I=}8w^uHV&*%08!4 zqu&`CsrA!k90P4ofp!c~cSCQEz_1y2)aeLLKOFWMT4;lryC@Xr{dWRuQU7*3JDPGP zGbroY+L|u`-Kz^I6dK_^1t?@PZ>rOu>D=!{|5A3J&2IRd60ZsG{n<@#ygdARG;K}o z0AIXpxaH4*XME41Tjt6fmCE^0H? zpMyiu>p8^KGzfPvTKipXfyY39f2{pMl0=V0k9?V^(wN*ULxdlocQuh*@} ze5@376+*pZ(&Kf6E^~E}ViXVISZH*OD7?Ditch!&r@Z>}yiVU5Os!ke5fAaq-&a6q zlaYKI_mfVVIR8Pkxd|f7qq)H@0Q--@jJNj@A9@7-uYRqS0aD0DC78~uH98dkV#PKD z^}{jXjIedsCqzF|YrmrcL-VBm{Jcex&?jtle1#rC!lxxgMWLTfcH>FA2@aZe=vrr) zB?_K&#veBx{LF1z`s{3Y>r{XK-7KprYlt2mtzw*slfKk%D>^piT@t%hq$K1WS`O!c zq9Eg3*r?)Ra%`-j?fUwr!tp*-T~U*?ofBaoE5=-4rBYRLR1_5_=QNd*taAJs z0hVYyo}3*-sXE4$@LLEdJ0fsb+YKA)vO0KUuMY}wt*Z7%&WJ;Czh}ZiAgF^NcThk9 z6VZ{_-^^^=+3t2PK%j1iMq~C|_$&1^2GZfo0>&WMr1an6HRz~M6Btv|XWqN1K2ErG z#3=+wPQpFlS(dMvN0`?tKn9zajpdZu+GcGefV}W8)^)s`ot-Nb()c>h>Z+=s9MtW+ z&StuiNQ*`M^+PeD5U4y>HkqBmfL$Xl{;&TydHcV{?B998a>UKW-Dr-mYWZxmQPSo5ghMz~0tGz$qS?1URfRO^ z*`R9534|RJ-}y1T+gK|930M7J_+wh$-&cBbPH99#3`}PS2x| zRARAhR+~_20u+(}i%M8JB`%e2eH{!pm1wPvO5_-=7zw_I@U(3f`}xTh(4}xoC9z$( z5bUEkwT-e`UF^?8=8)Bz3`|ovIVE5n-Wbq1mLr**bEEY1(^GZ&m_&(TV*V~;%r0+j zsBUcaN1S|(W2Hw12^=Fzi0S&GpgQa@2K52XGOwsX^##-p|VqmvE`MaX;U(yN# z1;D~X{JLVnwqG?H!!^yk>NJUO){^3|jU8L(7=|2bHb%=C2P3|bmGxGbSZ^bh*QNVQ z|0q>UwfPh%jBCD7{`M1P0ufD=l$4QQAYbU_8pZ<+3kwRe!F155E@tgjC1IY;{zyy9 zgN>|mj`>`jglK!LeCC(Wp?h=*5BU_|MdHyRG24So~%bqICZ+r%nBSHktHINC=_lTrNAARtBvju~Ct6R4S>C zQH#=(x8-u=4~K=fEXI-d4FW;CTxGQ=#9RXYXxls3*iL0`<6O=c(UcVizrT3>s8G0J zW73;?!)gAod`%6TdhqiX-~MX#_0QwEq_n!iwteEOTwbyPN^|e`czY*VqOx%sZWDjr zyD)UPqxxqK<7~cIEnTb=P4&1VV~)+d2TtM>0ZA%lH91cH^(|JVEq}&zMvn{C8$F^4 z+ffK~eWoG`jMhzoJ^L3kc4(P%m>B z&GYe)`lBCUjd)Q*NjM>tdC5WsP> zjumTr0!!Z;S1g)?);8CP&h#<)Hq-6+%zirGI6lu8Dg`Jvqn_G7wY2f_!X>S@XqddX zv0{~uPYa2^hsHLv@FFE9Jzs@OEip=>n%VhNX_eF0(ZdW!53Tcq^4}jP-R==z^eSU9 z%rfbYI2v6k2O)_m~Yx^Asm?JGW@jCKmWbec(J& zhKl2C0rshk;0ssC-qezi(G8DRJFOp7@S|{wxS!5iPJnDJv_Ie(~>Z6hcu9uIK90$k)`yIB24t0 zuMI;al2MLKaoE)}*)z_j{EM2xNHl8tk`7L&nc8fmwTu z0hZ0mC@HhT%-SZt;|A#AIfSAu=Nlwt9cnzklqNA#O5Fqs{_-5Trq@3V-|!@k z*5e4BF210WxnndPS??Hfo8GujI^O_!j-~u?{ikfglRyQ5OvKXLMpGfsc@oOGp*3q1 zKm{T2yz`N;-QuJ`(EJskEo~jRu|7YUMnUYsCj)Xy?V^Jcl8}NCk`Qp&ab|qU zwJP+&l5M6_V8rLoEk5@kiSOnv>Z=|1sPK0u!}q}f>#{j>+?#l^yUyQzs4tx6JBFWJ zoY8Gh-M1HAbtYb2u37a=4D!nxqK&R zDs7Q+z8KiM({moWMLbn3KOW#dL*Xj7oE^HFeVwX%spMsRa1~IrsPU$Yn2YJXojUFp z-j7=$aPP9$ZAXSP-y77F)&0HOofiY#@o|OW=tgmchk}>6)WaP$H0p6!IV1viNFdm1 z=l8B0lC9!QRP$|09e6%5; z#8{9u8LhF97TO3!Y2u81o2aG+)Q`ehi?ZAj9y=4^*3+!;mCwBx`K01$nbBeabs{<} zi9M+X@c*Y*uxO17&>Ql~K2Q}F5(Jo>N=e8@9v?GNQqi%wS5#JlnfZUb0CtGoOf@7Gng&+)c~%#%=G<`{ zh$lYCMx0`hByVm9@vQV zy;I(>PV3@CuFd)6hUaaQSN^geBHnxPyOudDkdu{Fbm4MPW+c<>S>>(WM^4Fb{F{$g z7DoriTa)~kNQn=*^iSum5BtbVRBC09k9{U_F_@{AtnY7=(z*%1HIt%Cq&Z({9-l|o z;>cBOp&veLTNAhX*-?6)T(}>}pL0h;du+R1bp`M8Vx^vLWowm)d&0G6-qCfDxccH# z{Z<7tzF{J&GZFp@F2egG4esR$=cVrX3_Zd=Kz{Ci^Y>@@lps=-+307P=g-e7l|JX& zV1}mu)z-XGhVi>DoOTKqU=IB2nf~<1V7Q;w!-6LxB7UF=^L(|_w3@K|n8Z;#?=R^9 zM{=^1;uv>&dKy8t)cSR0njE+FQ0bvg^7?#>`tIf;8ouR@9Joa?>zVBAHo5fUQBqMw z!H2w-5_PUOpR4L25LVRGP^4k4X5A1mmm{f!gwv^PO6@xCP6^KI@YbS=K;5rT9g0>M z11vQg@i3}W6kb5w{1c{MBcg=-%rI70Ij{(Pj$nd<%`bLF)Gsl#M7n{#V@tlY5X3Zr zWals^QL}hgy~Eyvtzgufesi!~`=PG(p2sm#TXRWJ&L)5E0h)B&f6>x?9J>>WZ~MSE zzg9{?M3wnsk)Aj%kfgZ|Pg^ z5}}unbo;$AWi)x?DKolTDMGmeNl2=n)LAY6K;(1_?YO5#Rn$)hd=owHnm)%)>9v8! zG6nsI_w!_yoAW<3#%cCWpZpba9;m)GU#8Ni9yc}^VoS~5#@YVyaK$0F9;*J$-HOrUfN$>n;BV^qHtAO<4^*W1ryoYViG(~qA$(=bD z1s_Ie`GCseO}kaUD{L62!7WCrSL%9JK#c&h<9-T4n0ea z6#g`(%`K*6*x^vln zYqh=pYVRER&I{ab*DpHP-F)x8e|gOUGk2JVE=+tRCgfPBx&P}xGQGS9|G|BsP$n!57JVlZU_m{ayl4{lr`GW~0wrj-{3$6HIeF?2{wkk#vX&mRf%v zMtZnOyS3O|e9KMI)e&$V9i2oCQY=&F92f88KW{tZOidB&H9q9QDsd#!F}N%B$5Fo9 zj=1fco8IsVHr8@l7>)Sa0#p*LYDGP}8KNh56-I`}Qj>I=GMX|nQM>H6zPsr{+ik`0 zOxmL3?^T~AXOe`L6dZH%WcH`AeG$T!b@fR%PQtM%2YP;n9T*s8;WILb z1g$RKHHAmuW{Adk{A|SS>iONLas#5^mdGAliUknEygh#jOLLg*>(%S+uYPWs4m7jK zJ;Sf<&ZnZ$D!+cAZrBltj_GkXPvg8@LTxyhe!n8fL8=Xz#T2_Vr7S zg&i;CDj2M+5wGu2SYjYnW2&XPt$W%|dTQCpuW%xhY+}{&m9%Ztdw4H&Y2OR%%PnWq z0uGZm=cuo#rn*9QI4C9iV%lc9w>qa- zJ=Y<8haK+de1XsYVHxy(I_ut}-xw!xXUL_m`O<|p_?re1To-jiuR@d)2Gxn($x8WM zGErvopB1FMbfW*EyRwG6!F*F|XgheendlkKK?vh;h{Abt%pLaQm5fs*-sJomv4>pi z1A+6=y_q2~*7ph#@ugCIG-e^AxpqhX`vxBOi`bl1>g%>P`jgj5b~d2ME_WRAZo@GW9Hm(sJ&gC|oB0e|G zdAIQ542$kt&GN$*7yb%npoJ?h-`S-PbYzJRNwA#ONeYp!^?j}>O0zj^U;AK- zz6f;7)b#k0Furd$Xs}1+!Ce5Mu${hFpZ=%uKKE{W>`AH0oP`K9ux0c5#Bj#-8**|K zNfYf*ZS)c%f$AF${~s8ZQC7E`4+QZa5Oca(m>C&(){Zb&A1JVs9YWm>=k{z@-x=dz z>%+B|zw|bL6__*FaBR5>ohf&3wkb+x--5qdnw||+x3`f<6bSU+6wg3T<}40$-qj9| zIap9>J@TbkKQ7mYqFcG2R@;nqJcV1;3AZh4knlX~gzddmyPAwOPU7O2X)g5M`Bm{L zCBOB^2*Tt4d^2eK$u?a}0rPop_0D+E1#!-ubt(7z`+(`f1J7kN)J9^|Re8uHk?Wbe zSV!p2QjKS_{>0Ir;`nYWsys-@Tsv9~EGwNxgZzErq-og;f`Lq0{`-nwfx;LMo0(#q z^KqreKUEpZtQ>RstaA&4)Al~TFa9*SD}u#?|K`1aAg7dQ@rwof$lKE+h2uGQ6{$@$ zi~a|%C2%pZU1d+d;KO3inI;F2lVcVj%u4dJeM`fa}n^*t^Y z^qI=6UYxYG`wTV{7VMy@5O3q%>Z~XRz?X!XJ$M9j`U^N-7hP>wDD>H!F5mPLHJ&=I z?4j*nU4^J1rapDbnRglIgkfY#J<>0&A2hcxUt(J@*3%&(5WgWP8cay@;GK87aKGE| zv3&@`MkW|Ka<}b~`PSWln&cxxozrmgk^8fe$7$B+=8wq6q}9#+pEF~Go_{{%?%Ca8 zA*df(+22yZB5Ta5*Fr00=A!<6kNdy-;9qE>PgdGJuBkKkW~$gqpp=v`{d=FVpI}SD z*r5NigK4=B-9$(we#O}Jl(Co2-XQ#?;?Fj{@s8hk#0IwLUsq%@T(AQ_EGOefn2mOZ zb;{K7U0Jp4y{gOR#B`9PKyzD7ALe_-bajF{L_9O8}AbcIDwZeoF^T^icZ>;uuU-CM4H^) z zUo^wMlG)^NOg9eyHfI|YynpSy^6WIu^Wj8@^XN8dZL>Z^(YmoMkdO=wPxLDm(KiA< zRZE;ryOE!3yO?lo3U%%G7oOU^UN^hsgtO~?V~)g;hEyB}lZAzA2FBkpWV!Ek$hLhi z-Qu{?5UA0;5BQvNb!2k(k7ntkn_W_Yz;K&-kpR-n`JjVo5#-N!X*p9dp5?2GZzsMr zob4kp<+f1$z}9uUO7AUNnhApK^le0HrCNG8NL3=l{h4M^O{rc?uR_`k> z+T2QmPi1Z6M;+;+E+@971>t(hgW=UCy*~bY>fMyd&~fZHJfubpWfljX8yG_?ez0>% z=USI7QiBZMiqIoocZ}5$J6RM?LTZ>ntJqB*?Ze&2Gc8MczKy%;j3X&Px(t@pw*jH` z`Jk)1EQcGvvl3y#vV(h9W@+z2w0G<^52nw0$Ofls8Y9VR&7%7}cP+cZ*AovL(?sZ)*?A!U9+vrMxyj`l zytLgSl#^S_(FVV?_qZh+mwcUlwCG7`Hf<#27xdSf$SU?Rt7kW8#<;yh-u<=?#9J15E;wlkfa&-?zbE zR`oMMI?b;vHwZTC3K}}6wX4h_ZNAXBzM}e&^38u{TwTI*hDUypL@ z8IxL>eJt|OBz{d?<@}73c`HM5AnqQBfxLu<+E1JP5xBCQ8LZg&CX*LjAkvNlefepGp( z^$sBKvL9+x(7y$v;$fC7!Na_AOtU^3u9|jz0(OO#0B!8KojRiBfe;RAgPMzNzIF!( z5$GSpO{cmckl%824lvV^0?`s}Sy$^KuasxIIq03%?keDI9p%poS&YAY_H}9 zC#30f^>pCpl4l>5agUAugQ?c_rD5~tZ{#Ks7&(iwsDepStvnlSa3UFqCEm?eL~KjR&|XfVtP6IB6Z9IoI~&fgD%NP>?lRWdQB8<6a3>dr{n?#1qBFo%5>u-PeGaN;`2mD z{&=eR`BcGafmN{!eVm@fyxW02LXht1@>Ti{j5mm*oAJ4F?D|1y@-?-~JgC$k18fC# z@f#zH-ekhp{AeA~2nQLGy4kH6U%S9@hlH%6^IxbBl6`zHFXl%(i~N~PA}EDl(~o-< zhuc`_a&<)_!Se7UoSdv|;_xuN&TccRZks_q37l1M3UOZ@D+1sd4uaJGeJG4W0f*bK z4Q2jSu!gP%Q1HzFaclLe(^6_D@&XA_1&zXW2!`I=I8$$XaYWk~3;c=(Nvl3@{nx{A%&ZdT;vIOWMziHw!~syXA9pYmPo! zS$?#HeXYx_14j_|&YX$$HdF^LzK4MWSpt>0-8-LbMK-h<=FY3q-vLk*{fgTM`~f7Q zY%MYPo!shQ!h!*FXWm@`uCdi!>83F!s0CU6XC^iA_+(y;?9Q*jP0? ze?oDMLy+ziBe<{k%K9U4Dk{%cZ~I* z;thT+x65*^wkQ7?2S?*U%)aA?Ah0=@m$iBLEHF_6TC#24TCh7iSn~_}Q;TcaXo?=y zoYX!euk(}EHzhz!rSvKe6l5jhcSlLHaDXQW?@)(qqupdpw?9m)9IEk1c(VM>;l4=K zm0%r?th!F>_%(het9(bMUJDW&fL?z&7F*ybE#J){T^rf~mP3$n zb*CZ(sA(4Ha~pcU*@nh)G6dtv$dlI}OANYT_#(x4mDFl(m+MRK0q&|8f43!^U&Hy6}!Xd^HJP7y}YRGmz&MZUG9 z{AJLx8aX%L=0O80Nwk`O;1SW-3$T0YXH?*GJ&=60&{Ilp^!z!sTg2rtU_pAqmiUme zParB8T}EbPw=Elje?|w_>j#fkrM^faLqxPllV*HVZ}?Qih)El#-)vYfJyTx}I%%={ z_$uhu=h$5_-Gj(A^LX2~`2nL!(CMPjVQoV(vAQd}5Uo3WxBS$bbAkp@?bmTAA5-(@ zs)Y0_=3k!WZ|rrDk;8X06^jC$)?SRa&7N))8?$9wR*(c!G}j=uVIZS+<8F&*^p2#p zt=qUdhu5SZn!m49Rg*R0A)MU7fV(jDf$MOLUx(?hxQ($d`RIg87@t4U`~#=^Y&z^j zyOO{&elw>uPwl3c_}L|BQCVDKUH&UxV5+%tUn~t1%g5h%hUyFHSQ2cW_;QhF>n*HGP}U~>8Sjn>?`%?bDJpZUSfY^BdfYVh zd7SY`{HhWR)_h&psZs|>XmFa>@pQiQ zqeL=P&n$-Ueb#dfl%)<_Z4wTAw`oJ;Y%Z^O(Sp6w^t~A){DikA`s>pmc)|AVld{Nc zdR!b3!#2;8!zO8|$zn}({re-eUk?qkn6LVg1%29CHrZQuzWVf>la1so$2`Z!yPeeg zILWu|9h(s~+egB3?#ooogafDZjE=i=!FDk)?g$<}rqX|%LgJXp&gU`m@snNc>P7FN z!|{gVS-4)KOMtzBBo*9qK6;O9E!@C@1*&W!G$hxw^TThI~AM2~KSCX&5=93Qd&+TFmp zaa^2VvQgp3I%I=1vzd*AO5S!pd_!GHe(R!6b0~(}&i$c+$YW57!sOX1;eU?{|HIRqAtX)NW$NrfG>+GE#N6HE{o33OXomgbj_rNvyz3{Z)78dp zs?khfhfJx&*3G$ueFU7r`!m|M4xNQzd4Z2^hsvr>N6!W2+ZA^uRwk{jQAOw&(kf?W zVe`ce)6w%(&1!`e$Z1NJtm_iQK9TeQ6#kWAs@4sDVrhGM-fjb2oC%|?7eW<<)0U!W z!#zG?vv+>ShDEy(gw$q|mdh{--=5C^QqpqT^7(Tco0(YwpQv^-)}I4sLX-B^)OSh0 z=%@WJ*oG_7J1B)pzM;Nh>V1)oCeziq80e?QVl~!Jp@1cgt!h8Emn3>`f83$?r~xa3 z!sZvBUv~Yn?_2~@q<#>ULTo!4tooRTNQ;PwTmlS3L=L;p%8M@cefAQ(x)YnEDFGsf z_#zIHBa+kCAsM2>iAsr5AC8(_r>;LkGs<+l+FHwsK}9q}fg8JO3zZ%d0?<`EHP?Zg zyQ|b5h0Yik!N>P?H|70g%;eWNh9xiGvl!IVuTP#_7pf3x3Xv-S=S+I*5~RF`gbfp{ z*@evd4u#8u0yDFI?r84#ctm-w-hXs? zFAJEb@eS@tq&dD>oL{Zi#`>)GR)R~j(g^MlB+c)EcR~ZBje6ow*ALG{ry!AQQe4lB z=k3R6t1D~6djp{kx`Z9^7w5)xR{+P$RV_$Oj=BFl6%^Pc63#UM+R`-gPR~9a$a0g0 zzfcC;ZIM38G*gLsmev_mQs!xFwgV+UgAvI1onVuSjhEC+}mGp(8c zv32Yea^o&M3)*K(`@GeHpEANfgsdxy{-hW^=doaG%1iu9dC9ZT4 z1I2T0YmL!w;7rJkIQ=Vgp15X<&0&B{Id}W2c}?-<`vH6<5s-XsUxhjm2q4>Pe7R7& z--9x#Ol?XExt88@8OZ<~yv|gD4%(^EIDZL;G0f=Sl;s`U-0JCvA<^j1@jHK-#mE(^1wA{^d?2&v(?(HO!9q`&1#zXSJ=ni) z(is*?O2ABNpRe)Q{#}V*N_;-N^Cnyv z)OB~Zu>ZCBO?i9v?vhaGX?RG$soS2tz$1$IA8QS{>xpPcD|Kql;p)UYfGp|Fet4rp zH9zTe!JEs(WUt)4U>uOwC9U@cuvq8hxjgLmuH-8Y-MRMW4FHI=W`XH)j5&)WEs8%F z1rZd0+j6#;a%ke4I^~w zGekI&K6j&%FN5`Ix^g$3&J20)0)i6}T?)6H!-Swaog+8CA*qF-h%e`Mnbo4^#E9RQ zh_XZTBk8gq$cK|i@fRNwZ1nC6*}}6D?dAbrX$rwa; z*^y)?zvnuww^Y~Svj6t(Z?EfDewF}XafoH?<=vTBM(0`H2rDvw$F6?ypvP^{;)Rk@ z)TX{DNFq(4Bp;au%?*^r;ENglmV!MJg?uDdN{n_S)P!zG64lgLwse(i4j=5EkC<3remnZc6u>6Sv74&_uKT3nmLxN=KR2G6n5Cs_ zN-tRMupq2H8I_{ZJ4;`Z1RmSic|OeMcU7r0leo8zoUIP0x&#y1>Svp;CHAzX5iZMk zh7MNL=0=H4dK}oF61!*!J^0|pAB5W##in?f$n1`g`4GI)p;{<3^!JdSd%Q!L)qUAZ$QAVvu<6T}QZ} z%AAv!@blZMZyqN!QB<2V1EO-J{Xo%X*W+fsHIJto^UbDu4#=~|v0So&gP=yF?U&l! z{1^9Fh9R@PVLPAPGHi$P)?cqcD;M70K66x;yY-5BZ*SIv3J7i&#`%K09ro|E&$zxK z{g4p;II*=m#SY+F|8~c?0rbWZVO%|#n#n$akFzL@Kxw@G9@9X>;?E}vabWyd0~ z=&KSY$lTBeFT8GlMbXZ?T&`7TR>I0FKMtBX(iO5o$nC|A#RSlzsC>R)}izbl@qJ>?6D1D+&bZ!wHqT6Zn_*c<-hWJ?4KL<=JN zzWTe(S{jagO~5N(rPsP&Ps;QcW5;p(1wW&_bs0&$nfz|$}~aH$`{#4{Aj5BYew`sg;L`J_=>; z+48k26|g1qU&3lrcR*ECKhm3iSe(k$`__EJGFi8+WVAQiBy4!^@L{_q>ZjN#R(L6e zQq{p|eylFd)z$S(6GEq1<+s);^Q;?7kg`$U+qjo+6H*b8MT$0C0yt2*H^U{3xl(~_ zkx;iTwDR8}qrt_yJZ5^P(#8qPc}KEY;Mc{!O=B}_V@1F>mID(RU2f#&wcE4c!Cb*~ zZ@vfZqd>j1E9h?8w|K7tt=;EyS-T{*$^%`U=8lK5)^*D9`@0`9roXjjiW4fcENCba zjW%}bw%Ljs&poIt6m3|&0PBo8U~LBZ@D>M^hN>(I{x`GTFxo>m77oU(TtG{MS14e3YjXjfA{X-qtLR z?hJFaCEryzLOUKSIoLrERqQ@>OpUVPFhniyZ!FW)rx#bpgm(xiYwV!;2Km;79Ni73 ziQiy@7r@%h0?k#{(*?Q)ZCK=5hjuL3Iqm_M+5c5ggiX{$?^J)njhdo?&u;@}#HIC; zAN7yuqm74rmwcnlM+TSER!)ygFQwk%vt8hz2g8Y{63!^`kFVbR&4vxwGmP94vj76b z2+`kkcvWeJDU!3}uog+-v%Mz&f=%8A845(yT4K_{&~X#p?ZyZfz5tr+mi1JzEMFU* zO2U1H4a(k43z0;4M*+-h@`qy@RC*Ck=&Oj$BeGEe^oMD(%f(oc?=XBg##|ZFKTcAR z1oIlJ_Ki3ewf~w+5f8-9HQ|@7l#fbNgWJqgz=@2IkXT8`O{>=-pP1;`3HrcXCyor1&IeA&@qG+Uh8@LhRAfFXVbV`wFT0Fh_^bj-mhgr!r<3 z*Yfw>nxVZzEJ0CMcy`Fdnc~#$gDZgXy(kcMYvv#4K&jmsMzFN$qc^rW->Tk6}ND;fRTBqA=_6@9uhnBKsS`4-NUmCaMfLiYNp76*}bZY=#zljZ4I*PXsl0vEFU*?<%^Ec)RMP2m3j_V^ zj&KsN=qql$ng!PA-&mz9x%JZ2_N6$}ixX`=7h0| z2Nx$Nj`+#JL7t!AYn-AeIwPcf2OSQiqoy?iOABo~rbdD~SJvV2ue_p!t(fZv)|@g{ zd>P1NpHhbU&GiP@Gwp2Fg+srmsoSOG-V`;4R%3l0B^ULu>l(gLIv!t?ismPD!@2CD zhnt6%#eHB`$G6I2W-A9cbt3a<#4%aJ7D9++9Mb(cNTGnphDhePP3sR2*8(YY0CgS_b1`AfQn+gvM)uPpLc&W-7m)c$`TIQR;4 zAPNuaqJ~lYArsw@qSVad%lPOBX9%2YI3pmcC(o`zROOd;Rk0M6=jSWxz?$lV894}c((<});uInSV|q63tW-1 zvLX0AoU2<4UN2p&z)o{3YqW?QPq!kMEFg;9kuGDOxwhdY-ORX5tCmnI(DqtnzFt2* zletfizCx1lLsR4_bL=ibQIjPkbv^5f%U(yyDU-CP|g_huPS$5RS@3 zcVduXZ9cJU^>)>t?=3Y!{-aTar>!=h>jrz$qReoZ+7c18SQxwadv3h_;Ah0ma&b>8 zk=vef54)**4LIX>7h+Mg+xe_}&`?x=eGl!58R&Q1?Z29L!%`2n86Jyn%&4i|1=>}2wq_gHraL@0Va>_2yvKXuE`V+JEPUq!32a)#Xna zGY#(pwQ)k}`)Sh?Iv#HsL0@Z3rF>@lDg!@^ghM?bUOrM~WX-^s89Eu4Sjj)( zCT{dWb~Ja1PgjnS(NS$~wZk6u>N&``U*E94L-0` zYzh!ayxX3m^aa(Vv2R-CVbI>JDkcbgRQ%iW^gE-13GntD^{Q%m6@#@NnF~dG5`$Et zpQrsxgmDS;9KNbN!_-q!xi28}7m*98IAzqfDVNh0UrS3J zx1yhAwQjr|oZ*c#MGB^Vj#49L2o^c6NV_XtGPSGP*i0kW;uXMBOL%jw5puA30{oF} zO4c*&+*}~{n&^*A=$F8~y!T9h@U7hMJ;4*pAzsq-yR);eFW^1aKQFaJnQFxYX!sxf z3A`2V!$_|-aeuvm6V54v+wsDi|3iXG5pZUS`IAjkKJ5>O5@G_(A{-`(q4~Q;i|@}{ z%)b!9ZL85pjb*RCrjjboz9eyIAzCnEW=G?y(rfx^($bGwUM)PlXR?^JJrOMii$Pl2 z4bp6y4&x3>+B`=|BM@+!O+TRwC1zHPmRJvxci15&KK3VBQwSZSn|93_Q5Y=FFTmn_ zKC+@mW_Oi$*!9UbuLE5r6R7Zk|MqIghOk2VU29W*s`xShHidec4e*!zzp5PrG9u{P zIC{*OJNu49%7b*Wdc;n%LNlAW_FUM%y8#+f_FP8p&K@eeo%KG6dhN>-H6Xk7z$04A z|Nj%s&-u?^*X~{Jq1%cx=?v;q=ZWPdT^n~+$2t>ewOAN1f&x>j(9$BEr`~*hRm-0UNg{^k-chNr{zmf;p3fY?MNxXY+7S$ z9c7h^?$lzS{ZmQKQe9$qpBB!Waz4JK>TJ24(x(2}i-#I{ilY+hA?!Gc&YwxKrBb>? zGmSS6;pSAvpzQfAU)zKmf|*EO!8C$8RfFu!;Q_$1;R+Fz_@M5HqY@6*f=>#0B<`mX z6W?Ow9}ar6ZD(}%P@$8YUw$N(wtEGtV@_s+(tp-0OAd|g&tIXGn^FKQ#HKhj_{vA$NFYIGO> zIiAXZ?w)@Ln&%|Sin-^c7lwkk|P6X{Ok z-+@NU!Xib4qVu8LZnVTo*=9DA;3)W)zdrT5NN@x58P*RrHF!b@G&APcIf7dAvUBO!qQ6dk%OFohYhvbK zR>I+io{u|Ic6aM{n$a~?;pW!T>dd^gQ?lKr`atX%8%K0Hx#p}bKGcKsgLvfk0$Eje zn~~a&X;1Vc4+3jOf1~ws=hL2}f^(<+dR1WDSe?8^^HEKNd-U57M9r+WU%6kOsS!3Y zK(Xh)WB9g$7%H#`-5~e(D8^Et9hPv;(7se6ehz)``&Lak+ z;ol(~)4F8y{CP{)?X8u#{{Ds9=8KI$@94Fj2q_#V{A<88&uQ2B)E^SY355E58eh=2 z%cB~HEzFWjaCQry8024qN32lakQBStU8ecnUi0KkoavL(#ZZ?OXGu$2%M7U%;VRfK zq^JDsud;Q2?$g)<kyq8?ksKZ3W2er>po~xSWiIQOhkR+btut{3#fX)j3}k71sbf+?BLP?Ed7Pv0jS~^?gIbs*f#Z+xc8Ly+~5t$ zi37Z}8&w$CvK8t6fsYQ&UtMNBGG><*r`5uW{<49A(tXDm&-je`(_GgG6{bF4y}kp8 zq51?aoJHFWs~KH0_j$}J!Y$-e!NlFLQ)5exg?H>I6nhh~`Y$b=CeJs-#Dx1zd?zYv zbH##gabYRVj}@_GFncRWSlIjM+o0dW0htk`yt+e6NYQ11Q5?3DVvww-=t=Hh5AOGaDvnLdJ-K?XMLnTY+eWqclNM>=hx=}%DbjjAR8Rk$lA*5?=Hf4x&RgGb~s>u+|(*m;X#u+40O zwj6;!G7}$O*YMzBP$b~$6;w{fhizLdpDDATdu19X{-Z_NDXLu3acO0g;X`zhn_)Rq z)Xw^}8#z<#h~%fZZ6Q*_wFJ+8xT%Z&EZQsd)-cm`4_AW>_j@ZM!p@U@yPWlB_v_eP zx-r7bR=b=i$e5-~=y(5v1Ebj$J}GcU!f$L}!^&0N#kAjNx=e}!9UVmVU$V8!++n2* zXi1pcujIu}@7Uh{vXx{n6O`Pn-qKxcUUa{PMDF$jBcf?-@B;pZ{Qge?Tf@WYf8WPm z>)SjP{Kl||+VmG=!Gkmi4M9xZb%Ym%9IS`>r`5K4Z;pj4A2FoPuS02==8K0Ru87G8c*I-qye0?4@*Y&N8gbsAfSfx zd%uh4*dyE0`;q*G8eg{N4KWexxxh1g@#|?}RQ8BPMepCe@6| zaXVu#ZevbkOX)RyCnjpwmJi~j|EA&v z0JH&3F@DqG4~?bevim&aR)mCv7R#z2QU{ynK($8A{=%?YRdzJni-2ISd~ydI)<%`o zB`$C&la^`4L~gtW*0?)had&8vfGvaq1`Kz@?9^P*uZ=u$F zm;dsN`%hqjn*VkFRBYZ4^S^Wv3(o%(N<<&-JPwv`3^+w{u1btnOQC{)wVj&0`%87J zJ^UMEjowmnd5sLqecq8%`S)u*`UasT;CADM>J9UVttDCwK^#MSO)CqFBGq94Fn9?r z5*-y)$-^UcS|(YG73Zt6&SE8;B@)$VRS`e+jLCE&wV>rR65( z6*eL{{9~>y|FIPQmr%;&KI$TA?+V*Vx{?=N_Kv=O6|wj!4wPt>QnOIPn#r}UDX}k?_T!ya%IZ`uc1R() zBM_%BLPy$N#)`pU;FdRE0hU^?S9H68#y83l8&vv}--}*J{@QlfRj=n`c=;Euc^6m! z5D#M$Gx8H{*W9#+a=~V>YC37K!S_3!v_Z8kx(UCKs6xzhsonupIGEB@BzJJ1w{zsNQ|1Z0oHYd^~G=zR6G_@}onOVz_ zE^lel4244r{@{^j-gF)hRF{Mvxt$g*H4F4!y=_WS`#~SVRL)>$OXT5)43fl<;~r0C zONY&2c!~@>v@Rmt{~8OGG4HY8uKtx<aT>IFzoW|eCzDwI3za*Dcr%Rh!Uu>RWo(`^W7Z+^W>XA4zfEoZCmv|g1n#2=3C(OKVR%p+5;f!U&iioj z5jA)PO0m@uQCSUD0(BmqAs6!g53j46w!Q)9o!*H#@h9NCcD{?8FARD2PF$GL|7$jz zRp~OSSV&`we$;$JJaV{9-{&a!rRnbW&=O7!zZ~|#s%-3f;!#b_>#H-8V9kgTa-B_T zxr2j)y-2R4DM#k^K~@KCc%Jy7FN%uM!>%-nmbs|Mgy!F3a2-}$#y{GuoOgW~X+CsT z^znyp(31QhbnEFqT*tIj)WZ|=WN zH0|2F$m!38CSqT#Pdc#ZZX1>Pg!ljiu2(G8?;o5`qY-^~!G!Mz2ck$!KLhB{?~eF? z@jhUYHSxn-HiaG+4`tGj62)50CRpvzv=IS$>d^bU)cW)^ttM6pVrafO`boQK{~h0i zaoPsfza8xVaYKK6C06~m_1|*={4I}Kdh%cUqHm*w=Iv#in-Y85wqKs1)?w8|J?&zH zunwCR%M74?oXfhRXQKTlR#DOj>+0vB(GW-4GnQ6AShn>U&Xv)*J|v|Bg1uGQn!0w? zFVC?6__&9b+eD3aj#?>PMvwZD4sU55m%0$1>#~M$g6%DFYb=MC0yqufhV$@@zwrJwRQ*4p*8hJ0^A-a} z0C~2Qsj37GkY~KdU@OOnABf~;Q!TJYVvgk2Qg->#li~5s(mXJ~PC?ro2x|Rv(9g*; zEJ$P^LP!rRZ=g9@!=REa1CYV)Jh!#FYe^l64VgJMWHC_UR@FBc3K(4Yz^Z3$4R=Xv z*PBH`re|lxN>#(ksrj(e(_6wE%9@g<_ZuLq6&H={j{WZ|8yIViYQgL_yc3Sx&@@@N zHpbztUCmLqwyPUhk%#K`Zn?;PqJBF$1+Vb2r(`cWzUH|43E<^)#m#$43&-yPzlfo3 zjsoxNwFaoV)Gcv|FkuJz-FK zEa5T}5Ur_pQO~5RZp8oR9rFDzij;r<-m89b8s}>gHeEPNJbW_tN?UCN%TgeTx}xR# zozY-oMbAKp`I`g*La2BC0lhRuEbR~=e3x!ut~h@+`TC$-w&C7B3cJ{iaGZP#G21w+m>VTb>qd58E)c$rXV}bJT+>0R&Q)lYfHlhclzV#sKuGw+t;X8Eiwt4#C59M9z(F2c*EArXJXpgBZ6E z23i_SB!alFt70+0?p+a*WE`kKuThj;YWUD*KTMP5<>odt3xQ8a@g|+mr&m^FI|Mp_ zz6zG`kgP0{gTrGL(#pzs=j?I)?O9&8y7Rr0llj}M_%f$AKT8epZv-ePB0yQDXOv!% zA8@K7?6xK4C@DG?dT#Bvv=}}gFa3aq6@@c}VG)+cv@H@={VxRlH{YzEz-4*Zv#wnf z2XpcK$dBfKFAA|QV7hOfvs##${EZ=Rktv3XdbN#*S|#%PSo)PH6<{l&s!l-vC5dBx6PGHuij8&mDEu%)`~tXISz9UkpiIX@;wsi{MCord zV`+5`q=pFG8l|`iun~4;X5LWYN|;ycspy9CNZ3{2nfSOZ8$NU?FPu}&@@@-ThSVT0 z7cAEhwtYaVoUzQ~7@pLv*4r3ZVH|b6`W6JWCIep)-b=GDk*C@I&hN;N4_f@3P$sLS zVoZV3%$6Wmmjec;65R3jES!tOoG2x=Lmg%atd)aDA#L(U=TK3!J{QC7sKg^NF^EG7 zroi8J3H>_= z!z1=H`6Tji+D3C2+^_g&d2LNLTBuP9g*}RCWK$#bTDnY**@Z1Y7Z%%p54b~(JmmZI&X!ft$NWP9M{2Em)OX_sp?~48m z7?EK^Zbn%FrG@(lo=4L-Z+639n6Goz_hef4r=lJcH|&9vIRZLv789xEE!QKKK3*14 z|K;=pxT4&96ywhrblYYOM4$DV`s}A0jH9 zm5Re0H2Lc#p0HQb4VO|DqHCDvnJdVp8Svk3^$H14Zq!*AC60$A{me z?U#)g-k}YOTCf&z=5=nck*c#wDtnG~Z?5ZrvoEW*!L~F2hcfAjs#q(1h9OzmOM3%P z@Pf)>ux{%D@erPd+x%;iZAZ&b*#v#Q2jc~qDU#u)!nf(`K|kw_?0DhW z8Fbb4=J~-(>kj9Eeuv!qm}oX?A+aA=0ceKcPwCk80et$W7l$h8uV|9~KM~!3tKnEU z-<&UOh?_iC1*}U;wnM*KRv5u=*glV(`8b*mBQm zM#rHxYmMK37qz3soX%nFt+P@wC8;483;z{ob0!vAe-!mpk|AG7|WDKJ(neH z3a#VTUeWH{VLmN+ObaXLL1!wWAz2b8X@+ z8nhBqB{F7@mHPSFD55vY7}@xx<0crJ4-Co+=iK^DPM8(9x{EJ;UjJd0F=d=8Z|<&>uOod{$gv(LxO^YZ_qbNr zWH!sJkaR|?p+rIy@nNa7W1>STp15Y(c!=Ivh8LB}V?eYpA)h3m z5Dg9fLHQ-`k#jClyavcfBWf1)wTvM=lHIY=$fVPS=-WUh*Ik-@)n!Gux%V7SBJzZK z(6$t#!3Ei&qn?66ned2nr^*_rkHc}co|o=IS)32-Y|$Uf;8;zG1t5jq=3@1WjD`5C z6^!aEbR}SHshqThEbQX5j#Y3iI7FQbIf!u!uzabhhsqmd$qrQ-JO=fCSiuu=BsU@1 z0qN<4R3g_dsS&&seG}P)`)~K{RJ6f;klgG)hGka|M;%no*Lo46QFmO9nnGR}D@i(^;)Tg0QHmr>B5lZj3rKb1E#tkBX4EHr8!K& zE;>{JxjRnT}QjbeCX+!W%)uyJ}l4X!E?^r zYbH$Ak*_xLsKjo)ZTsRlO3YryJdEzwg>|Bk@kl-GA#fo$lv>`wS@ZSK&DE9T<^-_s zZeqCDvaqD!gW2d*SyLl>>cZSy;T!ctH0k#7ai+9s-csPkbYc(y5FLJ9QQjtrP>5*U zyi&dSG}7^>S>|TnfU6gqYQb*r_g0Bk8mkTRgTlT1o9gn~iL7-&?XJ#DZS6Fv6GbZd zz$2>#o3HyCf!aDcQoSdM?D3~NLyWWR!%(iVxf+Cft@;5*5-5~%m!BrFH+U>b@h`B| zDJkK*pB0&-+?|Bz6Zx|aQzyQ;mNz$&h z?}?%BC$n{0Je8e^OAb4~s7BL-V(}+e&|=X{svmg?I#Yaq{qNA{KhaD7*RCHu7RJ=s z8L7Jv@h|Lzmr?9A@f09b^7)LiRA<%urY z3?Hz4$UmZ4K{M`HpTmy>fFsB_Tl^QRvQ9T%K2v35{lSO{(cF(;*BpTmoJ=R0>h^ms zO6-`M^$TLBgCWv9LT?X*j>m&TZG3H`(G*>1Y=D~ZtcQaj)I%DHl{W4n5JiX@Q-m=GoF?Ff$aU@Fm{QF_>h3Gqq zSEiqzNb4hL;jcK6OM$by2~U5V7PUIBqLz%DzbL(8LXcR3IJrJRNxNH?;xX|<*pbQ4 zx*6H*FH5OSort1GrY*hdM9X7%scaKVVEmalqOm|8KEDj#e%$N;&mqj<*hYkH5FC`P zlN>uHGpTG$#jEGTvVC#p-ZtqAx7Ul#Mln}X=P#ic)=(Z7=TiQwtK|O7Pdt({Iw(z! zAOOca?vZvH1-pmDCgaTXhg~ZuE+-}hiE*vdFk-3})|jk;L00bl{kvxl<*crDluo(v zYpu=&tGGUwDf5J#8l9L-0cI~lhO_N6TGS#G4`sd$)4ddh5Bj~uKxh3m`!41eXG8Gy zsP@%1_l4F6176lK`YeX+joQZfZ-238EcLj8)g*O2ZVQf zRURY-&@2Nv1Kt;yuh1&1oW-DrdKz9e%d{~SrJVEj zalb-sm}2}v7q49Fid}s-g}pHO`r%m1L}*n!QpbJ?hb>)ZsMcJ>S76yo#&q-LVNPCq zO4|WoqiJJ<8rpK_T;=f8L8@2y=BUGEqmXva@<^pj?qzS-swBCb6@`K#&l?6ohW~7I ze&>|8q{FEZ`ZKw)AJz79v`e1YJG0M@iiS3Y!rW2z=8`${g)WWPv<^g(3Ci}-f}fFS zqnT(3xiBU5aob_Vp=ypr+zKvlVyyMP9wCI?v+Rb}Pu${(jfxjEM}_;-J031hB-Nt; zlSoj)!>W68Iyju4_4-wuh<%QM7UuBP>d1v+P7li6~HY$eN^e+WZfz1jYp zqdNJRpl+T-KQ=AK(niO?^59BGKKJ%!CH(oWmyI6o`P#=o`gCh}%HybsO*+VUDm>9@ zL=(ef%+6M2Y@W|$-7iX@zjS_OA~B29>(Qb$v;4jjyv5j>-B&BwaXN{q5w7`2-wnMO z7mUPVT1>hE;oo0;e)-~2`pRqLZS*7$D08b4EB5fE_NSKEXxs|So)CFBxfFtgpyYa3Ro z_>^Jk64$jGe^hntyHqAT@>MZ)yw%9&G&-|9zS!&%P+(+~cUm4I&ChgMjDm-FU0&wl z?xXv7`ikv5`gFC#c6$CQR+C~T)US8xP*+WQZdw_gvYc{+j_y3fQI$4%K1DXGG^+xj z(3^yKK}xgbf=}0tT#x$M0kDI05@~=$dc_`o_c}`9{z2$P9Nl5=Y$3T*8vW(Tp7;JK z7+fx+s1@aS)yP#|xrbQTeLc=+t6>=ui}Y{WxIIX)u|SuA&a@m2^wFWEBOUGQw0(?`C=^gLm35qEIX*)?ABRkLm(6SeLFJ1|FXC+$l=a z9!qBw^TfLEtZqtGE0G%__pTIup3_g}MhQvDFR^pan=T-GU*a$?bMrS~?8sF`SYmRu zrm5W3qZUkSmce{)U)15-YLvPD7q;2y5wGthrcq{p?Qs%INqor~c#YsOa5l;94wp8*B;HGHTDkOthD_99vb~Rw&lIN5XdayPNH=P|q~x0G>QY;y zu2xSYN8_a*I+3)&!@W4W)jV*m2P;}g0ao3buA}Z2`*ehV*ud;uHrq+!ng3_bZbX~Q zNs`^lV2p;!b8v84&?4{QY#p9PNr#-+;ymbg8_@e^X(<=|A0K|{QNAHbLXW?0_G|a^ zlA-4c`TKfV74 zXYU!-)Y@$gZ+itq1Ox=OAfQy~(nXq5MQVT$0qIS8CnC~|QbP|#I)q+Ai%L^MZy`WH zdI?2pNCL?h_kPa%zSnim^IT_tfAV9&1uJXa_dVwvbBr+q{5fnyh1S}QoB1XJMAL6p z0-Hi?hIj>YAAPgpw3NUqFSnrBT0iO2Q5FEkOsYBIQsby$Glxx$)aF@42G^V)snNqe zBJ9APQl1A`S#8H!LtO=ZE+ROtH>vb<^UzXj3*ZL{C2350V#QFuKsCr4Xn`-PRZJjPeLV#UL+ zWiPdLJ$=pm6&)>V7qQD`v3hs@Iz?DQ*U=aup*-81peSic@0zz>0%wP1^TUjTGM#j6F^}O0@YC!U-765#BYK*( zS}CEaj0UX6hyJl5t-aOl!B~5}cI4N*`|g|P>prEcG>vjMi0KJ14%~DQEz+qh`{c(@ zG;0hjEP9y#s~m=Re%ZqNEA`rfl?i2y@V_?^NzZ*$nPf*HbnD!6nJFBzZ-?^Dn`k*s zRu&(}$Bj=mre2m4>!zgq6D^>%-_uoVsIF0h0Y)3AZ>i5r$O*98s({WqE(W-@)AoaAo0 zUPmnCg1ebJq8e)=pO|K8rk7thR(Q9Gb$AHzlE34uXR(D)I1U^P^X-BE*Ug=Cb-sCCGamr}Gc8 zScZ_K-zK_k2V zr`*=webSY$_4Z@y^BwN@y}YF8%emAnxQAY4K@;4ywwBRi0TXAJ_@nmakI;whP+7K} zj5NnJ@Zec+H{@5+1qy8T--&Af`AV*A$i*8_?`aDeIqfIM&j~XHI-}b@b5-YUOEZW^ zRaxcK)020~_M@i&@$On()gwmXiK1<70ax!Qgm4AjDAu z>abmRFXl!6%Mbln<4-P4SJ;D-cLILWZu)fpuz|q@yC+h4M#7J&ML*kS>hQ%BsEx%& z0w#}Za{;`7p&6TFJ2Q)ci}%0OzNp{(^Kr7EuYrZ|4MCOMEMXI~d0QBdybTMjmAfve zIHk_2vg(MFUM3gCcz^w6xYb%&Jmu*Zed}u)YS zMllD6a#TYize{8b#&Jr#(t_8G(XRGb?ypgkDpJy#W?W=Un$M0s@jAhlt=G5Jm`+Jo zwsfGfXL@D>_+s8Isu+9Tt4Q2i{#2_4kC!fC!VODA`puyM^(~Hm?Je1bsuVXW^7W0} zP@2Mz+3scHCIBPShpqr>g)A7UyMdBRfionWeuDm3;r#r~O48;NPg2Cx3l}AK_7gvv zB!+TUmZ@EyBV^51>Qb*zuWR+f*76W_WVF=4?llS)_m3;YzH5=g#$`)_YwF)W%I(D( z+U#I=i(B-gDT?%?dqL|Zo%X%kjJ_yER@%Y%2Cb#ES6sel;g-Uc+bE&>hBehOcBH)Z zc3Go%MNRZ5L>_F2|CK6RWB!S9|;X z8Oj7$xzncJSa^=JJQi@b{q5Jbe7w4lHgVm}^T64s{CL;MEDv7}l2(J(siQhwEdP?* z?m(hN(eO<%R(z4@a`3k_Kgr-6mF&@FFMaQp>7bgR)*#M5#cdj&pkp`C=8m&)IE5@- z3YALozjC?MwOifaYJ(-2WxY5R=AHlboWO{J>zpjCK6ALQPfJUS@Rbi_8Rr5z74s0c z#XsHI*vMli?|!s@cNP`}=nkd~;WLX4ewT5AP@f57G=Gkp^AM_ZF&*G=ceEPCU9*sb zrlvEsE}#&3mdwaGycv~Fya#p2wciU$wWKfrb!A4fmr zQ9nf*Znv8T^XOz~LKVn?j&I&z?#7@@@ft5k_iMvbzPde<*>>c@e{Xv%ku@OoCflm7 z>OKy6f->E_OO%y@LzuWpwo<>$9a^Y$6GSEUKj$+TVKah4rU^U^xp!^U4?NETOnY|7I#j3RHF3BEU} zpsC~I$yE8Kmc!yFIA=NH{W8fHBiAl19#$?vS&0_Shd5h9Y_$a43Bzwq6s%GM+{n6)8dXZm1S)trxe_?D~ztbR1FA#W7 z??8xc6lBQnPmv9i<~lE2s@ojLaeUh-hjl~`J~_KtdDm%e2|;6HpN#mxMSg!GsUtb( z$(c=rAJ}bXS&7tge(-0dM`jj-Npi6~qYy>q6Y*)YS7&LN(R*900%z^4MJ1@-yh_C?m zLr=TLPw+aAf*uI(KrpQbcT%2FD!;%F(20|%ZK}IZPTtvzu0C(#fGhcFOb!^(i|`w{ zbew#=0#Ee*u1FkBEJPmq1^kx0e2ri)`Bw&lR$iHVl4jB8{yOwLfb) zB7``?8IlqWLGw@B+vQ{j%be$anDQCzL#3y32IY2TrH{t-?7w=?=th^{(lBk@q9UBw z7mqGNKoh*<9P0x%9{g?E2T~ejVgb9o*J^lp+B6OBRo6F&-AKCy1*}`RXL_*6lZhM^ z)lpDFG!q!5>Ec!&L1Kn=PSiUzmFv&Y9ts*fS-u49jmvm9H)>E_zW9IfH?Us zBKD{5@T-agfVT)H)SHIw%eAT z`QuYi>*1NZpYLJ&z2}{ID(wX5W5c#P!2y~}8uV|*%HTTiD?DttbJNyqVHFA30v_^_ z?Ag(-j@?6AVOIpEk(*y&nZyfQY)k7N;w#b>b9(<)~iwNF7 z0O^6re*lBF2Ru(B=87H1_=AJj7r=>aYM+0!-v+NtKjI0B+;wHCG)07bwmf<7yf%7% zHL}s`?*Lg`m@M|qk}0v1?y{*wV)ztOCWlORGUS=ZRxJP6{v+;2&`wN>+?zIEzwfuL zUJv#>$L!@2{e-*DV@RZ6`irLAA;2Ydd8hn9W#cdR=x9BFayWDzqu5(Gb@bil_Vx(G zy*kgeY@ZP$p_WJ#Dop5V8an7BW`k0-<$B0_P`Cd&PiD4DYv$;S>osi_3lcgyvIYFi zL`4r9oi6iuuFxA*-;z;1SRK%#-tdH~R@hp2yLo&VeAQqQ95()vJ+UriSztB5Kx9?R zKl{4oxWo|rAk^USV&uE#OoTG2fdI-;XyrU`M8OI*gy6{?2ivX`VyKf6C3*9mc14`k zZ|;}JfbuefiKZs|o8|hZnU;pS0dN#e@TRXxq9n^>Tb~p#6@n{z8z>`%ZtUxyGLZPOQLTk8BLomdB?=7Q!yyobi=Xgl1aOHYU7m)`vDl#JD`@NGy+&MPL&V_pns z#bqGgCUR4J+}CowdhvlI8MPU)e2Ujf8pFilo6*J{i0G8joNvYum z@zM@&@_Ypt33qheve3IN2giqtNDbM5F|^B9S;F$8UaZHT`Nw?5_Oiar5e8> ziVdyCv!UC&W5rNqg_Av@=O2a5w@uCpwB4v_d} zL+9V+T|0dI2vT+;#+F^T1fc?aFFWoYQ*nF%TJw0k%t*b(4MC3d{Bhd z7ghFDDj{hVyD1W=!e0KT{Ieo5|;-_c(bN zf?i+7<30}Lh(?fnhcJf-@&RYdMh~cFH%{?+oArL7?)>=EsLw*esQmVJV8E&0z1cUe zvkr;kymP5Ss(ms&jenqOc-vZ#*DqMK|Ec8IA8&!{&R*uQ^u&)Q6oexlB(@FZc`C2f zqGL&AyuAjQEAj%SjhcKKYJfnt7!`cZJ~Qe4EyWgl?(oll25EKo^-iH}hhVv9>wOQh&Qn-zsNRI$c|8BlM8j2u*!kB!*@o3AwgDMdSR&xFQfl#h3 zqa3#TYTv80Lz?6TWXxi}QpQ$;SxoPklio>#`X>SGS3DzMXYZX>W*f<$tA-rEys~3} zA`2AJl914OH--qLkO2q3EQH(Jt&xRU#PF+a!_wLQ_9N$=xKyGb91q8PB)^|k^zNyt zVFcGkgeaQd+J77+K#q*Qv~*gb;d0-5(KJUZc=*KpR^?jR*gvL%nF@srf$^p-aK7O6 ztfsl_`1!%liSDK|Ca@mUs`HZxk!mWQ(`d8`1tE`y6gDsWN|bU4>=o5(k2>@(F(HpB z%|7aysTUs>FI)%}b2ceAtZF<9Kca9BIy!=36|;lVZQPYtSs9SAxWnU-3~{X8=x3XZ z@lmsyNaO4F%<@S*P5O6`U9-1`=r%+Pi&1#muc_ZhpnAq~00b*cO(|FTrTubx{7;mJ z{fryvL;EESE28Hc`)gpN#UcQ!vE|Hy)E1$s_u^ir|Nn#Y+zh$n z7{|~*UlglylB_>}WQ3<`Vk5@t3#3}DK;nHWU8)SZ(Z<#W`w zv3Xwvl75^~=)EFLx1XpXn5RS|lk7d^rUsidBN<7vva%j-BLxdUq(#WRPTkwRa9&s0 zgnVWOo8HgKu69Y0-BKSi!Zoknun&Kcn~qMKa+|lgVV2}vms3a>vt`!kf_9K&Bjh$>q#U< z67ss~T#i~}(xx%rn(}*aig^LpyjzIE1Sh0I+4XLP3}cAX2gq2{I7TwJkqUI35^`J!NRVa?T22^mY>7LdFM?edbhax2eY6uR0=MKgO6Yc(@mp6# zDf^vEh|ISxrmgF>G;?`++^JdHFImF0AVNOriej>~on&r(!!ZS|p`&Wtx(~r^e{Iq{ zYCjW3=vgEVj= zR@fMKH)d4~^6}-%bMiBW+wQ5r`^k)YTPm+J2P25J}YeQ*ESLCHJ~A0PS^b@N-H^oy4Rge=>ec ze4Al1y5z|av0*8?azLefvDOH!ly3WCnPLt zipZp@-I0um^6V4XP>fJV+GGVlPs}E44A%2}Lf6X5D(cp>D=(3$`uiBakgMvM1Z43>g`rm8+ zHJ_X>`7W#7q^X=lTi)WN$Z7HtB$+3YD8Q^q>eIJ&0fw9R0*I~|=pUB_l@ zl29qS+}0xKJfGKiEWIP+c<&0qLHL&@=48(6d2g2vx0U|<%b|%R`2ODTEu*_^`A(@S zqWAtx8XRsCYSsLRYbUpRE+?qzVv`?vqF8-ue{#}orK^laDJN3&Bl?e7oy6h`1m_d4 zep6w;bLA5nF|R#v8mfr8-Ft5`Fb#zK{JH$StsCRdsxIR#v1%E*deEG*BJ$qr*WqGp zh?ATG4)Sf)?b$lU$tQc4#fnCcwBVEpDt{vkUu^CVOFpg!EE;l_EYEe3wOQ;lzXz~w zn3r29m<&!tQnCNLb@e}7f1LB1V5ZhmXsMy=O3|=$PKL>BT~)c^ttg?AZwb8-SE{b1 zR+6O`vGeZQHcS}rM+)qSg=fW8>QNbA4wSFdaI-Q?_gYlS=;76r4tIC1H0pfESelzv zQ97dZp7S?dqa7Uf$6e{=>pf~2rA@D@S5QFC)F$33qr%>= z$r$5M!enOq&CG%Z*rNEBzB8twYyr}-qOnLg+wi>Pz1eHKhT|eN;J5l8|Cg-08h-Un z9ejY^zu!$QlW2#ElUlg8`9~Y~dYsbq|FAm#JIng7E1kc^Y{tq3qK`S$IlEHcH|0!? z(qCa=iTW9pARv=1X=yG)g;Wg;pN2cWF<+W-i&YR}w0#-`_u%%iV)kxCMaD%H+waE^ z+?GDzuio>)t>Wn-iU6eBKQ8`A&|EGlcYGN(U_w9D5ZAkutUi$t3C-q?=fARJw^914 zbu?u~^|VcvV#>4=*$x_tlu7iT%5q-YZFPLV2=Q90T&h<6wS#j8mcv&bKg_WbRHa?R zi(@Ojq`Odq1dFXHL<9L4zIS(QoZY}oXc$(73cP9 z@#Sgei@Jn7NK{}(^z z18+1|z+Gn2<}|pnbkV@(*Bg$}}=tUX!bC@|`rFBTr5A>~m_vI*+}gws`AE z!T*Y9D;L@D#HGV36`^4s9k~z_O0%ZA6*D!Vv3eK=65u(coD!r?-+mFhNx1X zw3Io*##E7fE1e3>k{X@?O*p<9WZ)m#2eWZqo_tr+5U$?B{m4U5xWwrxZlGw8EgYox zMzU{;yGVJ=R5yx!re~7{B(i*1nR)k3@t6p$Q?XPOkHn)ro}^jN+5LeFA|(TWrNe5gTCUamc#d+CeV>uD{m$YL&`*}Df(%^qUPGZ2w01u~lYRm0v(t!; zKMcXKs)~yb(o9hrPwO35*ow$Qb3tEz7|h{F$NaiQO>_-|@ThYTQOw6(H)hVSk*z z`scfU_c6SA9&V<6J?#A<4tIr|5m5dyn#B3;OUSKZT%;hu+`_)%55?6U|5S&%KZ=m{ z+|Q6E-v;4YV8QH_@q_NJw~N#IQgK!c9+@2&YO4F##D|P2QAm2p(QQI>JrEOlLu~>O z6xDG@hs$um3r22XVN*|@@aPtaqIS$XR58>g_yWQ@M%VYh9sCiC6`3(cmmuWmhQdr}Z5JuUWeu^_#yy4mrJcarhAaO*rD3&^B^PJFYT zWN;8e)GH{h?Qs9&+{If@{|I4V^xZ2o*qayf*`5}tWUw)Bx5+l!OTsEEA$OnP1ZwRT z0@J0f6P@_$=&b+C3t+l!A|i!7`0xdw-KO2_c!cIe=BS_?b|fkR4c>g=ep;jUBbI6G z4e^+@)_sB*e-uRX1BLK_o9!puctdJaGCds}4f_4h|GISxEuk~Tcot%E<-btOOT?Hq=d zDth&Xp}|HQ>&TCI8DP*QpS~cAhbDn**L{ug=og2358(8ghNJZ?kaH=w&i< z%(Rz}L{XOidLr_kou@V!g()f*3iMw5>0HXo_%mt~t1fG$7_wM2rzZXgf%{Qw0tN5z z#^pV?-Y$ZET=zVjfw(yvVlz|6*OZ`enCDuwGoG!*IVk+JZfDoXSLCizjoBd+QqXE( z*~7$mh6ZL!_xEcHeVW_UBqZEtcwN+SzN&S>FkQ^;y_xr3Sg>{1m zSqHdVoRn;SQ2G(v1+A;4v}&i69cjHA2h?$7GyzBV7R2;P9%8x|vZg;$&Cblf?G4?1KEm z>9rmcc$#CE!RQQ17Y?)RWQDnI0xGoxHjzgy?iLZEjb1m2K)8v9+zKHkd(&g7q;Xsi zGWipUu3O^cuQKZVCf#?!R6bmtItHl1;S4EC#fp`d*|^9fCFdSS3_;3{tj2^aOJwM@mP>NyW9~W z{k7s>%l+qT+Nn0{@>%k*m360c%Hz7@AZ+8dd|HLYYK2N?KeTx(bUzdcE(1SG)-fa8 zPv5Yy7&PJ5$#}@vhLgq5(NrA^x=LeXD=b5$i^v~_j}WIRP*&-ng>2mHE{O(BsV007 zn4m|)XN6&x{->Swf3CeAzc?6#1-Q?Le(dA?D3CIyEw7lG<-1kVprv&6&tduVI)Xuy z2(^~hR^|U^yGh(I_I`6QZaYh8%RN=z1ki71a>sIp{ zVKcD6*>DB=Z9K=0QDA#j+o4A0SfYhNVO>Xl3G22__cKGaVVnHK<@k8vGG6iLd<>0r zE;INFuYx{+T;revGJb-0X*Y^q5R~~o=TUkxB<5rD@##Ur-pwBCdOQshAJUE5YkP)1S6Hk#Ap4od&SD2lie5#cVW{-<2Kh?UH@=EC zXT(VZl$nrFM}1$Jkf~76sua52w#v+Zga{mLIrJ&5eShyi9BPzDZ&&iA-d=Axl(9_@ z)<*Eh57NL=t>UF;BhrsRr&%I?uasu;MJT@}6tXSjP54nE*41{3hXgX{%=7#|VP?W6 zukT@fX)!XCqCXJ^0BW*q#Kf6Q+RS2RKGLvawX1J717f{K94oSRde5!s`^hm1juK_hz=p zx0~u@PQUJc=iVaP0+nYF+uViLm7yh#B6yBy%%xyeJi4y>wr@-7?azL!n*!uIDu^kx zwbV$0%f?x4i$*100AyJ17BHey_Sy}#IgYVwD~+B~`D-KOQeAQgOLP7{z-D8P2rjq> zp4FYilwr|zHu`exIkImC`2ojU(Z7a2HL`>E)0HFf&aP5=+H!bhT$SzNcPkxP0o)v} zx(Zha0qqfsv)vazO)qf#=b(~zt!?3`n0TWKeyr-(bGEBQ@R$&nyjdv%d-g|2=&RiF zIz9RQg@f)no-176u2N_Gd2n@sFkCsA{XM+pZ3UM|=#pFW6k%~Rm7%R(N!MV918Kk6 za$=RYq71kZd3oiqtxD2v2DW$3q`haeiLOx_m^7il#~kM7RpI?0fVBYtf6=NwQ)^*N z?(46w=F>0N0@<3SH@xgPc4nB}mF~HP0+?%UJZE+8IlAbq$|+=EW!eF5OftWMg8Uo} zOD@-cylHNaX!G2AuK)O;{^-Y~TV933k*-H?r~I2#nw(Z;v}blO2uyGLMjI+*=mJGt zFJ2O?4*BcYep-HGoW-)y%_I#kitwt@%z8XWE!o{t-m2#x5Wq6WSgD6)+i^!#u}79a zL7su%x9|1ag|A&(>ivOsmD2Funp){7BvuG{pyY6^pAN3|_uY%B`TH;bo2U>Q|1O;7 zqx}9`_-=@r^$MS(^~7dFtw}(-~ERXCg74Oo-hZ@XFlU z=3*vARIYK@=3=?%(2OD$x@}uoSrpy`D0s$RJ^0Y-tfpg9^fDg{p{MsfRXJY)x~o0P z#bM){C-g8D%zak%^D=|bHKe2Iq>CZBqC#jb81NF^L~DM_Q+kTO@%#0^gY+bW@d`=7 zWCy%144|k%wq}~<$#llViPW04O$64I5r^UK`>rw@82&An3GY()hv_#w5tY zi0j!gx}o`xHU@su=RP~IXO#AgdCg1DvSvLqdOoCdO0%SHSjVD%rLIc%^$N1}Q6cq7 zZe76ftB9l^E1JKbG{f!Yr5)lj3gP!~#40-uo@2e(b#0#@s+|IZX#)aJ&Zo;eJIF!e z{L>3Qno%+wgaI3PpGnI4#~zhE2s>TxSDtl5K;10wfS3n!b&#s@5q%GAGt9ZQG9FUY z?vNuE34)$bWnkE!9?VhyId%Q}enJi3{dw>lb?#9`xt;ts)vEe zRX}+Yw4W(8##;Qe)XN_2>n7ti<6Ui>eo1cottF73PBQBW)Aq@+*|~vIN=w$VFv;Ks zeN{z4Y@=hrc%_5Jc&`IjzQ<8=%ydI49}1uY^!J+Rh~Uxateh%w9mAads_p;QA&4tC zi3B=6y8I5gslh&cwpgQHNwgJt$au`x#?8AJe+N6}zTnq72yGPU_A-^Gefzuw#WSz4Tyya ztqwsdS4T`IpmBGK2_)~;m+ULkF6`B}{N#IEP{2lpr_?d+e-4g+{q)JyMfWQ+@6;UI znDYR0F9_j7tKi9b%i>ek{NIQ}X$wHta8SVlvSw6_~eZ6^HrB^`!>JZfaTsCX3J>|7~& zL>Dd>)4&7MhUo07S$*UkXpwj0-%j4tXmP)2=7bSR&KSx~&d0 zeEDq5(ty-Ox^7D1U$5acA_nMgv^by$9^J=_#L^`y3jH29qjSX98d$UIubbk(odqIZ zKACtPA{TJn=j=mLrEtGTR1IY~yaXsI&^&74!-DE(D}CvQA%^~|m&L24Z&aDrX_NL{ z$tt9!8Hh&S%aVh#JVwXlrr@2Ob}}t~P0sZs@O-Gvlw4J%vMFMF`ce=5!Erl)Ku`F(~(|1Q5!o69eao}eJMe^f66|>fR4ZA>EJG1>5X;>p!qSWCc3$&26PiET4 z?v$x;kSQAGk`So&)j#Kx zuRCh_RujVGCM{kSA-a@tMac&^q`@$>*-WpRRHL8V`C%5FJdsk z&tvWTsb7TeQX4qI#z@r6^^BuWr>YgO)3!!Zz988ucg7#QeOa7JU*a-ouqHM?=Gq%KkO|9zH3Ucv83)5ao)T$4`wYMEIX}< z5vm}v=1>be0^^K(;#paY>O9t9l&zWvx<~;m1Bz?@H;d=p(+58}BKSG)=aT#CFF7>? zQ~5YNZ&vtjWzxFgo)M*`Q*jsKc3%@HrkP=&J=ATD@dl&b9Ul2S2putb*bwV=wz(1Y zZE~;F(sZw5<}UVf4Z>K^iHASQC*&2?9o!L|AhKCqi-Eben-txZt<;~t%P76QA&^ps z9do4mNbD%o`Ft$y+2#sPiKj=R^aiig0R6;azl&L$^4@0Q@y$${MQIsU$7W+=RJ=VL zHu!xozT4524G1bVGYlfk9v#y=UfUezG?`mDDx3+!0E6rI7hz-Wz;5BsGmn5%3&;&y zHK-PlH)Vn#7Jw=riX!TDD5F|W5y4N*K1odr3H2s;(>8BzVpqB$paccd*?b}=gOC%% zg4J`$816tBZN;LHT<}rajP%n-!EHDWG5K!(?dnFY)tWYWCB)(WYB5AkNP)Bg{*hWa zv&dVloxVkK8GST__~kB}c|f5otSm8tUw6riQrLuyzYEkKhxU3aSxq^QVi@`%l`}qn zrT-sg8}&)}`3@fNvV0vN@2Gj{ik%X|*aNL5^r?8(X~!0^(tlw*W^;g&^JdPskDjsi zldQ7aRF#@4nJpU=ZgTa@zPfL-J$ABJ_;OzYCu?MKyoIKNa(ut1_phY+-=wzxS|aam zyG|N zVI!nM&fM52O9`9K2$4F`7Kva?vBjo&70Udjk-x`(|jK{9=^s> zMw3=R%7@;~N5$5jHD2{bq}FG^y|fsklbTcz(EEWd%w&dXyJ%*-ufS4KU5u5zuAX6Jym7DJ(>Pvo;=rtT!^7gf=Bc-+<0}2!^I4)Rwypc>=5Ek z4-n+yEMlYN_kel41nv@T_G*W4%w<{eE?N6gWqjvQ@MxHQF(I0^U`T-f784d z6nb>>?Z(_lnktJK@&^n`80(LjQ=<}gd@je=-xkz6XtNWH31ZPq^LwDwKfUnQknEsn zlTC|Bm8wJ9rZss~{KHHlEB1XuVMCGdnHzCCv}wdoZVmjN+E56~SC^6Rr5YsfnepA5 z+d<$+*D*3NS66}eusGNG1Ngm!bK6cmNr9dJXlBE45!+za164n(mNzgaBBR$Tgo3jt zdO~Cw(%>!++ONPt0fCQ}Zq9s2ITGmP@fAZ7%na2w2^EgzK)TlTut^@^74WFnq#nqa z+wJV())uBo=Mb8O8qO8SlyFU;sLy6xEHT*kc6=bfl8tHQ>Cm`owuyw}#`gA+^NxmA zf-?#L8ed77z@GM30FLb7ahVdx7@^AB+XrtcJE9S(;nMg9NMlpF)*=^xBM4{CP%|#; z`<#_FlpxC{95EG3=p0JP;Pt5a(Q(5WC64zPtRL5|2t6-+xd6iiDBE)W#(h8Ug3O|3 zp3iH@6?;)axO|SaBtK}#+c3K`$gtBJ%al1?mX7JomeIhukx4n#lv!UvIVjgDBqOQUHs~onvXimvzD>Jo zXCDPx{N$63W56qbPB^7DK3FYJ&VU7^1Ki~_+UJnafDt1f3VF8o{%SQzGTSSBKF9_i z{p&5-n_{+G0c`pTmKQ6*L|Rwl5OY4toCJw9X&3l5o8Qm8-sPhzIRny6v0!SH;ChZZ z<)}}RAFm}c*ic5LC9<32MMu84`!j9as%vcW9eLl3cAoKmLu%58qTi|>cJJJ{#Qz_< z0sl9PxOMF@=fPFEYs_0C;BZ;9z^i(pW!+p^;!`$e-VppB)v(S37asHc$F{<`CI#}K zGUH-{PbEe)4w!EL`kk)C>7%tnV_(_z%p8=olgMVXaod99FN9M?6reDscqzEKCCCHz zR+YZ6FP}Md{%h%BSjV@YfrSJ9eE>}3V2MTmY$!CoX>t)cDX33Ds5(=prl{XkoNWsM z6Wf|#r?0UG^cO`xMxaa&I;7^|qn$~BLHe7m3_BlI3Rdgi9uX?eF4T1FZ?Y`^j_0-t z9_d?{R-NEIh|?PtHT=_@fnF<~?lY+nx&Je3p} z@hU$^f&{-b_n3YW<wofkM0D+%Lk|$|4Pv9omGg7hQCTK)Hi2$EJ$gDqxFz$Z4l%yM%iDus6xw|ftIZc+ zYeF9i-!Yvhx^XBUXYZ1`$`ZhYRv~prW}#TSEcqL9zYa9J)rlYgCSDhZ_sbvE(BRQl zV=Gs%wQge!_;Lg>gWu#aD0sI?D8aQ=zWwL31?Fe%hxs>_H5sMrSN4iif5bJ-a#5(L zO-jKw2H7>ooQxf&Js;T_*->%7%r{A1ADcOC2 zK^vZ`Dh?UO61tIO&N#gu+&;J96?fW?t`m1$y@}t4g0)-k2sL5wEbQyS+Z#Nswm&cI z?K!Xz0)q%k?5SY#x&ONU;-a$zi%>e?gXnUs4 z_U7bMvJPhLa6v6cv+ZL&nB8~Yul6-*wm;ZV=E*n_w2^IES(zYjdw&&`?N-)ywk3&Q zJ**>#@&$9ZzW;)2gGa=A8mTq}-w?$<5%2$CQqL5oT@Do@*yZde>)#3pY3w<})h~!ax6dmx?UmlubrbHCLPI+xp4^n@HF_ zY2Av(OeRl3^QS=|YdRgQNN{`0b45LAZF(iDfw1{%*dT?3?>H)C{$&)75PJ&9bF~mQiW4#_aP_A- zl-k4HFL1TEWn3rWPc9eekT-&T;$@sHK&=7OrvxToDF#tl2oSwVJ=TnTB$|M3vSg|p z%aIC_sAHh=+RR_^92x3@beweC*(L`o950LJTl7=R^;&-|Rf;(Fh)L~7h6z4z!(73o zQtT`E%^n+d9E6q^78e_7d)DR0GmQyIw-#K^5uZw@CYody^GlhpvPl;^Jt#K^@M%Eg z)-D7~Bg+K5F(0liEkgvwW+o;cF{jFRo$29tTEA2XGQU0}Rs|!6m@A0PqtXi}1}0;TsLsxY%54ykpr(R=JTP&j^pOBLOqePN z)2uStV(U^EK&`EC)b&K)7G-E+njIHtctxgB9+x=zYkmh4u*6g<{;LwF8(JQ52iiI+ zDmfVEQzv`4u2=gdC_Y}!p@!JzbHZc-H9v0COcyETUzeVeFNL6QPR_tsDu=QdFX||o5tMob=#wb>R!1MRMQ!6$WnA(t>NiLedv{Fx zKOCIcT)Ow4y6S(&(Wk`ghli86s!_?%r}**Yf#GtA_0Y>a$n#%a%os{EX@s-d0io&g z-u4!QmKNnhgG8?|5z=icXNDn0M}G0lmO;oE+6m(ZYP@@L$avAZfh-7G)00c?kboqCUtO@Os1~WBG)XKzi8_Xp81b+7>+p4aN%4=8+V#BB zaj-&NldJxPU5Xqusk@;eTRLlMqAW0GqFmif20BQN(oh7b>W@3l8u07oA$5oh}w*WgSpV@L`(vUq-c z=6Cme*#mLlmj2ix&}`YrXO>R^v0wg-rRB(laZAQ@4u34! ztJ3H^f1i9(HNPjyqOkeR&Q+hX0J&6hnziWb=vH8H8d_4H-Dyt*wH;!ieHen!%^n#yx1RV(uQMT6oNYbk(7k&CMfCZ6 zISouqV*JsyNPK=_P}=bnj0uc5oskrRC=f$+h<|z$2#2J%yWp0N3vkeNVQAu2VNZbUaNS&E91tDlJ0#p^2dvm=&6MZ7kbY1wOo;fw9N(rPZvdlK`L+PK1u zfL$;J%fU61=hh+bjQ_4Ns$Y%494VK*T6Y2` zb*7rCJE|*&d>kH&P810hY%^l1k@)T0{q_CauvpRuRIiug*)dO>>PG{IrYR$%Ki3uO znNZeV1g{a13I&hW*%9ClFvHndVxuAB^T%!?fV-RGKj#0m7pA9Dd~=a7>ddwIkw9yn z=?C1*P*!kgz_#AS?3HcbL56wR9u;o+@iwxj8r&q(O-g3WNXt}*r8NMvw{exO`~&8v ztCCr?5ot$lgVE)p2b=kI7bV?ChTj@S0%n@mLw6JA@#Ee5t4j&G3837pR$gEtPr^(imbd)+?=X`Ke z*pVr_kf>#wy%1CN|FQR;VNJE$+UP5Ys0di;&4vmBN)?bUSP)QAdZ-c<2%Ur$5D*Xx zphyW2iik)rflw1vr1usGAwi`RLg*1f$TwMQuf4y$*4pdUb$*=doNNEXD_(Ox^C{!G z$35;bh6P5ET%O+|uwKXobA6!7pSC@6eLQ3TW%30~Y=8!AVeBjcw(wG)yUIvsU8JaI zY+j+yTQIVU3X|I)&4O)hDs0oY`>4#s?bUI3U&K7Kx2L-Bd(&y$(%H;8VC>N6&7v z5b@Efdvm_cu4pafUADz45pNC8IuipkTvGIwQ*L&i%Y>R~1mgl!tsZ;7bLu8>p=Q*2 zxxVUIt-#xUm9dOWs~_(Pm*daBOr1~V>Ha7OigK@8u$}Jnxlm}*U+O(K z0-@oSkjpWLg%y~5O1SXm>{g;@bb1L?v~W{)@jeJ=*i;*~vX17Dh|}+RvwpS=7eF)` zbnAU~;vg4(=E8T^DZR(=$s;e?E&6Sa= zWx1OOrishs&)3tJNXTsWfL&SErE$?zrGd#C$B5YWCX%WFEb(|z^Y9v%=-F+j- z-^ZAx>8zD-CP2Q0b89R*xtH+Rqj%=$Gqz?v8;-~b^Q6AyXk|z~ljX_Itf~_kN7#H^;Y5%)o4b?RcAV1>(6QE-9e-7{sz_1dv`qr9Vp74nt$0wP@>J4SsDkV_xd zg9cYHvCT&^o-5w--I852oA;PMg?wK<)+O}i3oBcdX@RV&jg@6aV}OsUh|AVB=Z0dh zVkzXKntS74)RS-KBfh#Ju&*whcl0$Wl&KeQRQlNN?wooTDGim2&#j205?ryC0VKU zgMp>vDh^UU+I7!W?lSMeEv>xzT_VWZ*Ukyk1JG?Bp0m}}sxS(>EUlJYn%DAV2gwqO zcfLQ3P#DN<@wvXImq8Eg&)wd+W96fVUt**^C{w{Ku;dh^EpKrOIsz2C^xN9DqN=SQ zj1%=vUC*?0=TxLxM~&@-=2pH3XJ-s$#Yim}=Ri2=PQlPIHis8>q>JHM8;?JdvX>Er zAL`jaWh>cp`=R8*W);bGvbDFDkiDWlT%5O7#`t}BClG--&Kc%DR)K%s3|zY{Cyp!a z;urvo+x!fq@$;6d1KhvQ>nmx6p=-A~vZC~6OloBe4uSdS8KSoZPd|XJkNU1`pvLbj zhOghK9KN+K^6U@q(d*$IPm=~D7Eb>ct@1zq6(^+`r%Z4hx!&SqSs`mN<1GMw#qv>I z-sSVPRAkMF{e9__zAGvZ*N<}?FX@kjQOStYM1|J#<&lS?w;QB#R`9vBS)m6w0%;}1^#gk{j-pO&I?6L0dFq+hbD7xEso z=dA#d!(W?V`vY`56CKq;sEpYA5XI58YL?zT^nd0o7dXwC@0)|xk~cA$7nCL+$^#*P1J(1u(q~#3s%MCu1?Rd zmM1VuM*0q(Q(xPGnO$qco;hDp zb(bX06{q3utqiCW-Z|ESX4+fsNR$}-yj)GUSPy=z%xj3l)>v62=<19t)_7;ld~~0C zmxHc+Da|;cZZjuo32*3Mz^uO{3y#;^OAq<(s1Zm8ggC}ASAs%2)75lb_3#ahDCS4W zR@Xf@IVX3h%=MZS10#fNTN3}guYw>SI8?9ZeO;E^K=2G*!;{L~qfB{wY;rK(D6Vl@ zSYja8z_SNtD1V2PuQd%8vXtA%yW4|HwtrSt($i4L$Og;3q>@ldjM+^FpfPzXJYMG> z;sf#2BbT!@UdcqgWYVjG&!|jnvQd?*<_o`gj|Dp6S58Df38|e!x=s5bBP^Vr7oYn& z_L8QdCjLude?ZzBt_w&e_7mqCr+bo|5~aLDyUt(BGdJQ)-G?w5FGmgwbCzy;HC6gb z-TlBPKXe6Li@mhhRqlu0`eUMrWd&EqKE(YH*+U=1OC;7WA1Zg|r@WA=&B@-lek+RN z^SEecA=gj7IQOmEx-Z@H5kg{p^K$KK!t<{VhLz^7wLuTA*Njx&%Qh)cwdqojo|bq? zt_Yv2EGf9sEkV)ixh@O@<=}W9)qtx*{6qs`iMsX-nGJn%QN_<%_FGCS1%=Zw*%Mkd zFS&jOCp>?e)0#pjnnxe!BSj+W6wL#feJ~wIKqjNg8y@5bWgSEQf zXVrn+9BXPhN9s3CxtJpS)?llX3p(|)C2wkkd6iRVa=xT_gI%^wZU|(o;w=0Il((@9 z(6PvKuMLS+1 z|LJc0%M1OH(;lVR3mrH1r$I*_V=Xvczznlg^O>Me0|%>pb7Wcb=8_eb_?cx;_@jYb zErlZj%&$|=XMCH#l_E=B>p?~t_twpjpL3Q!Xyj6y76Sg zj`k?W@aCgaW8NZ*>`g~oQ0-4!d6c^K!vB@aZ*FPd+4dcWBT3-6BE26{olO`(fp5YQVSOiHcdm3pb(upDjYx`3}6 zj!Ld_C5rF*;w$P(g5E`rcQ3bY_ntO##KP8y#Z+!kp=*&!DrIMQUS{T3Vr0OvgYt;A zUe$)t7EnFK7TzkhkLii!6^ugP`<`!`J5}6Uf@Q{mB zA<|xuCiJ8Mukl<6bI84oyQE%mYg?&&ISG6{5#P1yL85d4KpH1 z&Qp?t3|F8D*g%h8p`04|9kaYqwc9_wVR&m3Gl#2V6q0vY{LL*`@!QLbt9c#nB0+;a z={qa=Ln~yu$VTX_L#)L@4=2sk$fzWUK`?#RogM_Zi0!(fK}Mhl-6_gC-B%#dkM?h| zFZvHvN=0aExnUT?E1f9GhX6=isU1#p&E4J_CA+_7(i2KLR%YJV%s)cYOORbNmb8*d z9SR-rP{t<1AF-E&&w}Od|LNWPP3+k0)z)TJ=SId-l=_(l8osA}M{C~!c;X=Y)p*d* z;WtuuKMs6Jh00qbC3r`{NrOkTw3a)|Kl_V1bJBcO_t)vwEo$buV148xKY~KU);qu> zw}%so&tVJslDqh{t-dN&JSuA17P#9zit^1-AwM?eCtpbNx2gF4vMjLH0=b&xJW^f# zRS>FK5W}Uno)F{YcA{jsY_RUWgp2q_+=Gir0sCAkRl%Lf7P=Ncw!=2P;h(5k*E8Nq zmSC;js^_@)$;}`3Om4cNr(qd16J9Q?W3NLWtkJwgwX4T#>lM`+kP>wBLR^TErc+Z1 z1&*VG7i7Jg2R^rLE61q@Py*h)5{+B|t@!x0l#S z2_M})4nID7F2g5n3{KTqA&*~O(0RF=UZJr$mJ836>uVK*3Q&$J!dGs#v`bYHC!9JM zUu<@=g(kja3s?kx&v_6GCdM0H5l>f8s(1THfD!4L?)pwMY6Cl@GIZu!O(8ls&slr&ioT1Gr zRp{c1jX?GH4}^*0+1p*rRiohR*p-s;*AGex6B@P&A<>PLjOsOQg#2TBE9ezLjk+DM z|MHY+(21=Y=88>7rM)k2$WP2}^sjkFhCa(y4xcgfU))TZ3}H|kl1|5(osS1Kq?@C^ zu&1uS;LTukI!0sXc~#^;7IkzjqI^61ax|eRVhF_n21{BX5=Ia$m83qi3aXB|g@30G zKh>jzKY!JOFct8pyAil~^elFOIpF>Y>0*xBj#WnPyZf6j<@qF!Z)}C2Upo> z4v79+j+Mbu4pU!L`iHCSb9xJS23bG_&Q0v?*8+p#?-7kUK%tvz)H#Ty-(I-)B3d%&s}xA22c#*;4-gFiTM zUYI8aGx&1>k%TY$B0OLgb)jOf{9<67w_wx z_DIyLGqd?%lqwOj5tZ?py0hdgDh>y9Tibb_4lV6XqUz)0FMvEax27nJIuM&-Tyat55Zg;R_9(!trQf;pCkVC6`ynLu;GKo`B%g96{fS&+$T}%G2Y{6fNoJw zXAg}#VK?q8uf^f9`ZLw|K7~o<*z=@^1hlX^UvT@IiEA2BHa|r(66m4<+PFfH3<_+R z1SAOsjASJB+R-$X-iBKEh z+FT#Zi=X;K3U?K#`1-#D zD}Pm?+P-H~fi8|3OL8gq!})v|z{wR{Q(*rQ)|IN%QPv_VQ;Q3^Y?Vda`~CrM($Mnf zuG;pRTKV@@kU6jT$#t5`Qia6@rDK_r!vx++;eAO1roJ%l8}9BQKuL)erR9la-ziz0b}c>FOTosShZ`60ww^{Uy#vRrlFe^9T`vR~Qj??^ z3e6TqAPXa_;&w)VTTR`V>ER8U$%V=JelO(aJEV!VU7y!xT4KSSOuvyN@AWw~j-*Qu zh1R=jYMkEpznjYT`qBPC;soG~oVRJ=n}<)Yd0%m8KI9)TCl?IDtm9M*zH1_L2Gw7@ z;tM6oaQ;CZ#k80G+HqIXy2V6)r<782A{IW z112=sYioo$+~MtKgvx6yKEGkbw@Qb%^StWJNB|={pFB0+D`SZ`>lrTGI5={98^wGK>JW&gT&B@ z$OzvcWmtoA*W$v5e5hOnPCEDW!lemkC6kVtFXps@_gR*Gx7#b*bsY?>5u|~Qd8u57 zp_%ui?*QLz(C@|$EeU%jgHCNT*Do0APzJ7%Omj9xx6xA#^_zzHT}6NSq@VI)^6B>4 ztrTM;ADg(jM5l~EEs@~03+BuHxA66jsk^Ba7*md5unV$mJ3)aw`8g^h&SuOnHO;Hv zbFo9VXq8r2u2uCj)Qu*UQMT1}kv6WtP}TlPdkW^WATe437e?F=Kfp{H!&Ni4mbj{@ z$28}xlAlNxy!2Je^gEL1eaXLn?~Ikd-m;cyC)+RZ?(DBLjY?AYROu!*GYAV(vfo(y zx*C42B;}yIHFu`ncWxb22ul=L9PE7jYAlbt94F1o7F*Qq>_GJ~3frewP^J2<`8!JC zfld>TL>Jko)=_`&x9~#g3PRsq)~}$F?{nA2lnX3O4e2KNMHMHYS~8UR!EyXdW4Vfh zN0ArLLz9Vxv(D${EisS}&h6EO1BgM?Tl`t+=MpBIoOcLjM|H!5F;0Dl+CG0C1kYhV z7@mPTm)^T?ZVri z>PCpGH%Z%(aU`kXXo#hmqOHEmODzRpEcHb>%1?gTEdQ?*&=sfmB5{Q-5U;8|_M=4TZD*vjt z9Jn(sWUJkDvRq%LXzZ}lZt^qFQ8RQ<#P)WiP1}(u(P{0@k_4UU&in!zV^PCIC46-s zuSu})1Q=fnse37?Wb(lPd1^Po3Q$l~%f#H@1{;DPclQ69L$CSm6UV|RhV}{eu3O~r z!{TGl?SEnO{{4TEuhW!dLm;3f_zdx_sDCY|{b#>w3LZTC(5*4GJ?>X*`QK%iJc0rt zhOXeKSM`S=BKc|{gbN4WTIiav;3XnkHETU|~lq^WV6$vn6|- z`3bwr>>bv|KH@|$|6R?Yd1L2mw{yxNsYM?~dC2vW!$7?74$+-XZm)c(2 zEC00+KWbvBVp-H^7jmM$q(KY>@^712eM6qzZ-jdF4|wNK$E#_1@c6!c?;9Fy0s`rl zZsOp&lTyMDaayy-N9Z)N{0K%-{MTeff47l(Cs}I5siMSxWAXk7RXh&hok*pGlm8Ch zSpe`(Dub&}SIa$p*@G?3b(ZU+j)fW_EVA-T}j3(f9n#HWZx$HtPB!zna^z zP#;_T1_UVr&Y76=0z^WZd+jl4~xJ&Q+-v;w5&la);jwSogeZAYCPuhk~ zU3%|IK${#O;3}n{og3!Br~^5kes&bjqgZ+nQM-;XPF1I2RQnT4 z8;>5Ep`8`CUn***5u#h_GRpE)3!qp)EIfLKQHiJx@0zp_qY-77PxGa}`I-a3YtX9N zA;4?CwD8=*Y0aV8k|m3Zf^h2xl5Lx(zj^`{5i-~Js;IPY2}Qnv5O4xkIEW>g{$-=` z6rt+Yx)8^2Y}ekGyEb^axHmVE=SEbVuZCpx*!Z{&j~kTz{iQog6T{>$wH5*q-M|DA zS$MAEDj_o}UO%8emdYcNS2u%%tZ=l5#9?prELOP6;g^y^|AQk41s?%!j*GCc;EISR zY_U?+h4fkoUBDVxf9_d-UTd`M;!)A76}3JP0wnaS81TvYntZlsNYeEfopu4|MGrei z&Wq$go#CzQEHH;O84D^PY;pC$d4A(A$wUC!CZz#lri_%7ZK#8#c923@L+H5_Sclh5*M|Ge?H|a?np&APkWYO3S@z%O zJ>Q+~x(95T6xOLsv%XM$36&a+hhI3A)Io>Ebhj5$kAN&c;&C`JJ8-=1Zy*fz-Pm3z zmbGGhg=KE3EaDAhV+xDKKALvqeY8j(hNMO-AC$Fh^$)U3xcxdu7HS*r(`GoANO8k} zR)pbF?qB}^s@Zt3Fj$fOWYT`M#avVIHf)UYBE;j}LYvgmNkuT6N|jwxVB*oH+)4zdg{mU z_&Kz~U>Z!L7MV0_CNGC#%kWhMb12Bkt%laeSNz5#N@&I*X8s60dGKLGvQ(x}RI;z) zw06VVh8{}Rva|*jg6X6*Sc848Du2b*90E#>KtsD&^&diZg629z-|Ux$`PPVeceAB{ zs_|bsc^={p%h^qbGurI7f5rIy1!Ty_YC5g@M5K%L2CxW#(THS}b|>6Td>U9tFj&-n zks!IcRg!>brPW-r%Ua)eJNAfX=HtCK5yoIg+mT(4IH$7R~aylZFeV!~yN zyG$}LSNVqaSoOL7U;zUoKUJ^#a-Uzq*yBh@_|vMqKFw3srA zcGfT)V^`A|Pk89%=7=8&+$Y|~QDfAxQ+zt7pg>Kd z|JOHVpV5r-f1COE1AMQ%8DDpEq1N=3uM1$CMT)nEn7tG?6NsVInwOjPI`BM^@DG>;9V^kWw3PKe$z@qN8yQ(ls^ ziwf!FW*UbSyIi)#Gv$n)n<`c#Cl_NmgvtRN5yVLN3$zD7%S)7{4(Ow@YaLWhqg02#e~A!~s1U^{9^#KA1jGQPFD*`- z?>>y}alku@J*8++8T+LBP0G(c#NF_W?wxhnz;EhF>e8?LjqRdSqc`iXd@bAq28Qoj za|e~01#DQmJC_g1x)?m=)K7Ok+3Uu_a}nnmp#=^co>hG}9`QObFy6+?V?2EcRUa!^ zFCph`)O>M^E1;5D)Sr<`9+wob$I09}J{G7)uAsdL4h{R)B|rZ=YjEW-a7ekIszA{1 zHTf=9Q2Z39_aLPzkGrLhhhR7k)LyvvqJtEQSo!ivH@Mjm84Xlj60pTl(m2lRkype} zCUyW8u*3kU3pk}0TZM{!31OYJiP-aB$7XQROPPNY6~X zupoikIT zd&~DOsAbPA2xq&%duHo2olFd6`V<@(b<-o;+&>1kqyvU9@d2yX_wAVuvU2AGPpch6 z{p+fS|JN`9(C~kml#37f*bjmHYVJG(8w_QBPy51fJ2=(vw`;XG#*WTi1QN6g3pMU$ z)^wCmlGzZA0K(;ffbtPiKv@>0J@As*qs3CLuGEMnP$pF*khg{tFRg!VTshub(jjGT z5m|v|dN4`LQw&wfty7WKE|4bPU#emAH}m-N4d9^P4f}xDI9mEG(}w#|obpzm*s8pF z3g3c&@^vp^w@62&j&im{AU%ax*l{-#uieFCZ`jkE_VMBfVx&@S!~v*FZ1KR>l=`-s zYw4x{$H z%@#vh)*beiKke-#q&@IDE|t(rgRUr9$*_o6#waFf#h>%SjBdk?%ilD+t3a(hn}eZRb!Sdh|F>LDh{ zgUZDSdn!B(dx7;{BOa69a_fh^g&%07T%%qxZ6!Un^GE;saQ*;7;J`&8&|cBE!XmKN zv323lY-i`)!*_aOg-7D}$Qz*!L7L_|k#~E0i&Sr&oW7L#h!A~nWH-8=_5>sPr4nPh zhJ4d=Zd`I}@c=JeDS>2ns;^Fxj^VLxQTz?Z@6sC<F#`y;vU! z`SsnS3Fy9(U;Dq0$ZL>dySSFb#RBcv`05w1qp#5X%WE3T?zyk)z%;r@|Q8I7mZ z!vHA&pZN(hx^o>S(JF*(46}DV^&8wkHUQ22@7FvoMDD$~pD*Tu+G%f_miwai=x=rb zkl}gHU6(O4QS)cN0^8!W@KB+B zLVR&S*KO?US%rzwVyN_rQo8_E&y%~xR+BCC7WJ@du?z6V7a>YDu(#54up~;<6khMY zUlafGSnBBjzT2bo1A3MRo@QwfaK5;Aq1vE#PqHlQG|*@iz=B@#}B`fqR%E7;XX6TV)z?rhIxIebR!pgdQShDM( zvt0J5g-j{lxY5B=_b&wreGfjw=r3UG$vzLFVGowL^phM!|IxPnkK^Uz+%zNR%ZJ$D4Qo`ShYJJ;g{BXLHzua%x9&yD}dnG8I3a8eM zC)H7Ft_RcQG7^>2e8FRcD3Jg&lM?IGPHCRCof#S$>fO!X*ns58ura>@%5uaDo~|TX z0~NF!Ea|%abDsQ=SZfM59S>f#oP0VF>lWcQ&?3M>(^z^o#{876a4W&ko2t*_`a407 z?2`ba8rm)p!ywVHRF|=G#}`3c0}Vr;Mz3S@3qrhJxsFxj+3OIAMD;`4eJ?al0V96Y zOC47BjeVv4eXOQ&Jay{Mz3iyMM6}M{fY(8CLgc z3T%vj7@EY<9lR1RniQliD(aH(ie|Hcr0w`y}a{z3Xxz9+YhrXV4>&cG4{O8m6l}_7;y>o`4P?= z=U@52P^!!7Os8q(Krj?+XJ@X6oq;>`C>tTY)#d1=ULo{S`Xcex+Us<`mB)xn!C_yl4$9$U6X;9Rnoru^MGC?`H7r~Kt=guh03=*C%q{#B%xg1^Y~q8 z5OK7^?J+IrmxOzNTk7+|p|*2YAAZr2#w+vOke-(0JM&s z^IM-EvKFLhKt_EK%HD|wa8v$MbL>Dj=}LGdhTtTWa@So@R1+|?!) z=tt6mij!@pW7W(0TrOJFkBkjp>w}{WSo;H*9f@Zb;fMpx^EKFVh-6oO1CR-wm^ZMK z=u5_dUBtWd&-b_@*D-eo*j9O;VQpL^*hoQi){>9o?M-lIt<6Hb*UvajPVy)J-B4_le}(5_3RvJ=#=4mDY-%)e^uhJRaN6X)A9AD zF+*2Zqy$uDxFeu(Q;%^O*UhS{xbdL)@+vMP#Nf^A?B?g={ljM_zJC~TTzGU)P{COY zq(XVKzE0$B@H;uppb?DMnj(M4cHRkKDQvaU#x+Kr)9%1<&7Oo1DiU%t{7r%x6eYp; zMb?;rtb$IYs;M;gr`O}*;Bz%Ii**lsGiRm>N+JXIfGOUcm#??Aoy#~MswtMk1X2ag zjsq14#=OV|_X_k3YM7x>4|ldVty8(`7EbY6`K4Dl5A{n*=COi2x27%KfDWTIR^l%+ z#8BX_H^Q*7vfibJot4!3m3bG%w-gETV4hSiG9X{bYgX$*j}PrrpyNWdXE9ld!pe0$?EMW6;>wi{D8dNAVQaIx@I+jVN9G*b1rfPeqw zW3SBzN~3?E_B|ou%9~>PnfV-3V<_m@0$W6c_0oM6j7EN<*f9Waj16N#@!OUpM5>{b>JeSg!8hJ^Vp35(Lu{m>X@Mk;(=p^-^vC5rO(&zZG9ZlVyA7ir!4e- zO?NTBWVUofSa$Ms4SkXB`mDwpQ|t9Dl>G)x4O&$|2&PkDUIYqEV3m_}CDnUrMY04i zN>|+|DzN!8jIH&`V*M`XzSyhV$+uV8J}NnFKOdZFjK!7~>>@!|2zix4!?YXJ zBjZ7V&tO)ApV@WP<54{g?Hrd~EJ29P*Dd?n&YD`;+&9I)!Rm6QWqF00pJjXm^Dii9ih~?Y%XCwrP-?Vv_uNEH};QbI%7Im}z2B!oJVP z0+|yQZ_6PDs<4xso^{`XdKfewc-ik@p#5))HRtc;<^)m>dRN*tHk9@BXSeK-ZhZhu z)maVZcEKURjY=V}RxR@k-<9`mvW_dqYv!8wl((c4F;JkkViLKe;dAk!G1nGw|G-Nm z7W4B*$2&Vhs=J67K#WOgXxOCtgX4mho07a{kgQYbfs1b>9^}7=5q|(hKP>PM-a7T9 z$IIdh@u)5ZD$23ezG7b?QPHVeXp`2!-l{YnBuS@Ml`K@!($V?u4eHPmhdGHJK%QRa zGaFZ1O9|WLn4C(osiYKFZy#0e-HRpO8Y<{&|C9uRMgaXhZt5{F>urp=aKqZ{DGGZT zeNm!#PpX2OY9*nKT=IQE(7j$aJ?O_x{wt*(y#p?0(OkQi6!mc|C29X98pZqR_DplA z;>Y|wq|H^{TL99-KoMLOa5@w+IeCnJBVJgbBP!$23C^43jd?P)wVN{9K4fYgmsfzn zO>cBvu{{zIo*rVL{W;FckHp`PE97G=28wnVX)xUaAMO8%WlxXOG9pr6Eq!b3X-%ng zq4IaTouLz1B{lP>lo#SyJN?L$2(6OVC{gZ&8)xjp+vAz-+b@ng zAz?W_)jd)MG`rB3i zpWm-fVPNAOd=HBs6eO-SOy2?y9K*}YYqEZ|TVWV^-ZCybp}{L{*BzVJ5D{VR zwJgwB1}zC_czP=S!|e?4TIA7C?n%b~O z6^CpH*aVLIRPI(gTE-06;(y#=EQtED9MtXcUdVrPt>Ziyor_Qt~wnGd~-^vLJn$T_YFt*@++qy|;x~#8r*4CTz zAB}Tkgu!r9&*{BK7>ltSWx58%F1f& z`=`m3?$*}Ux0d|--#+G#8a$BzdS)*8NNoE_I^7R)opHHab!V#TE@}BJI0wvY4~<~f zOdqZ3skhnce^O2e-o#{PMB*941B%y0eV-v3=JC_ndc0QdE~9fziBgu*MpxJ0VTyz8 z6u_}ztiMB24YHZN_UCAe;%1JVli?ehEltU>N2vt}y=O5ew z(q-BOkhdGUtgmXFSKmdvcyE^-`M6Ry!}+{V|JR%E_D~Sw74;t9wGnE8#h`VIKs|@P zckJiip>M{Edp$9KKqtFn69CW5Xe}rMPD?aIs@wv0M!hZMh|c|#e5G-bA8O<>#=)=- zi;=3HBVNQOs+1Yq$&Y2zm=tLNmTt7~!U*=x11VHHw1cPXnyE037POYELCMF?aaO%| z-!cddJ*j+U!+BsF4DUF(5( zNW)fGr+|gg`20|TWD>~BFraMq`G8y9)~MxV1GoB|AqJjqK4nqG#=+CJazc{wyvLHT z_`N0l7--$RiZx(y_ZrVtoBkak)Dz7)Kom-1S>+V3xZ*l841EeC!Ht4{F6X}OvwG&S zSYM;~ax8e}i`EU$UFE|!3dd6VmHqo$3y&58DXRN(*%4LlcQlN7EperG_P*bhy{Ewt z)Y%gQZ}!Yl;F8)sDdwf^E4&#YHGSWCrL3(A#Zbj>wzpShQkGUuxx0cYs~!)Czbi0~ z?KtAcu2nok{t1XqF8Pf#OR!(NksT@*Be`kFN0u31W$~~Z>R25&nX0g@8 zwJx8ockSBzB-%SHj2YO|1@&E-vEJ5**2{jAA$o)pN+!=~mE1s%R$e2d1Cz#uL}gCvy?i?!B6t$;M#|u^?1z3<)fL^U2_YlHhLTTc zYBbay^*|dCcuzb`cVj73t%N-ISeIBQWsJc=ZrUhq;6};qo!lB8b%5=Au+rw#==#&r z^n!?k$sHU7AfCK-nuc$oz^bhp0hFq?D$foItpo5Szy#AG3thvjI~nD)^t!fg3gOmF zcij!DPE1mt19Nn8SrO+kvjLfG$q26M`oK^#t`%==79@4kg*sbV^+m%z*1Rs9pdl+3W(PWNy)oR}}c@!Pnc z-(N8P(9Wqec4|C?hDn1h;@`x_$M;Jgjc%>?U%j1Nwsb4EHlNaIj-uojOIaL$x;^%X zoD(FnuxG*qF|LtkwyPU&(r3%EVv<;`@Cv0 zc?RL_^PaopMNRW%xMhv=gMdDsj4J1$duzUvN1{63N5{WsDlikv99p9HrKKv3-<2SL zki1B*I?YX`XjHa%&q%$!8}hQUMZgO;;Rf_(95m$6i`_KlS|rNlxZ%sE-breZKNN_- z=K4?OkdUsx$~EIi?oKSbjSmaqbCo_hKjIDRG(X%%y2&s$>O^@YTdz)L_dqllvXjK5 zoR*zH|CxZ&!I6YX^mUq>b)5fNa>IM72DcG^@aD=1+1ZF;h&h8&m4pJ$j0m+4ZYt9{ zR%!=V{!z+myaj2$d2>|Cy8eE8z_cT^T#2)~Uv>HyF~?ttdt1W(y;WU~9n1#+?z3k} zc35!!1Q5)n0GwBwDDa-?ephgz#2TX)OqVKCdAv0cvN6XyrwerZ?1^fRTqoy59O#N{ zjF6i-trznqf`f-=zAl)dve~&dRP@TcvieMwdjrGJI$-&P>LfrOi9N`l{BUTz7-AW? zQ*^-1X%tsvDM{rF9*+ziAhWiGRl4AEOxu2()ps=~AdgPuD)A}I$F9Az&*(`}&?hl% zp8?KP*`0CZDCMDcmz3*fe$n9+X`j!s7MB1ISMeFyjoPDuO@xvBihIc|?vd{cq4Z`# zUcr^Ro!XFZS-FlIY5qH>YF1J#T|Gb?mQ~Kul`ccK^I+#J`-fkZDQwh+E$2B|pTcmf zk`@)7QqeKOqc=-L=+(w~CYAXxA+88rQ#Kgkoo;jwMs=8xrX2lXRN-4ufe2lR6WWua zHf&ST)DoDYSx!jzo7Y8LJzFMFCmA?hV>&fW*m1FO2$IyI)791&B+H?odD?my+lxuj zD4}!b(!8*TsyE%J43d>9Oas5ct-kfL(7X<3BI@@kxV(o%L@DG5{f%e+m2gYu+r0;m zdgu6je(r^E$8O^GQK6Jk-TA>h<4FhM-h!wiQANOuqNs1rI&9A6W*ELJ1XfWSN zkqIS6w~(slF53RwSAUj1^1ws<{ry)u2YT=i(g_uAXF)K^k9@_zl9Ry6bn4KT!AJmP zb25C03<_hMAm=xhnRTktL<_AdEx1$` z_SQ^o(5LV-Hu2e8Y0~Z(Ax2i?G z$Jjc4wZkrIN5|&@m>9h2`(B7hJLFGck`grZVvjMd3PIN{tgOnMo@|VbO6k!XE3Pks zC=DCZ!GysXgpUkY8m zWm0T)w$f#IWlJ8P740)y@nQ^4gYTNwxv`q~+bLJto`Rk5is#b&>em(!`?Uj+Z`jYJ z`-IgqN$g(pdCWJ(AXR-gw-bF2QhZO$0Gupf>$xsTikse~qWiotNoi?91i;w0KR+RP zM&MNdBSwAehBCQO4)ZO`)Q$@}n)eE5G%?(cgdKVt%1SNk8O(FI9*x+UXl4M_p=1&T z6!JURc+)1R;8+?FCbKyiZ#0Dh$iu#nm#;^Co!j6v5~Ku0BL%h*+#4i!V*()zve0Th z=Hk*)`B!Gu+7YT$WjR#8!J(2c#ed-{W+S+0MttnH*y}{FnnHx#c$oFoT09o*w z8S3Do5MlM}u^74TnxoOzp7Z6|n>_ZwiC$7K9)GQ?{%G8RE8b-Xp2~TtC$&lw%h+*J z&YZzUY(4t8hE^4gql@^xyF;vTLZ0G9hUjH^nU*uqpTUn#=~hhLHyM=8I6z;Q$jF}A+zB-r|Z<_Mm%a4Oj(^Or4|n8TI*NO^Zd;=^q^k8Z^&ewv#dMcy}^wRke}3&7^z=6 zoJ9+%nax0L>yS8tmd4+=#*Dif*t>szNM@{$t}Ur5Dm^L&cc!c&3)v37)wcJO((W!? z2dAB=eG%Shp{PLXG~`t;Jo_7~qo)ZJdJj$V0jWz>lfEQliPnpqruFw9%x3D!tL9-T zxbWKoY9LbA;dh|JO4Nt0VLI8>-VEI-d~mhJ*vjd0M2w0eUxAW``e2bc0m1WTiLHrJ zcKD63viIe022z7@%URFE@422H6IGutjCRx_Y=m5)69nyWtmh3_{bIa#C_Cy4G@ay{Cm5d8pbPor)mGr#aa-0$9 zhK0RqV9a{r-9J;`Q(_3>709Q1!HObO1Hxyz*!NWO7J**IXF#mf_e^-Q-zn;iVW&rD z=dpl2eaGCtwE$%1Jg(I;cLxzp z)T($p$kV5Z&{XpXO?-Zbtpp-zR*c+xbE0DasMHqL1aw|3@D!|{rce1CZfbDYdc z5gH%!ZtE}%CMTIXl+&%rw$1%5lVx=q?pXp+o@%j+&BVAT#Z#74+Z|-+bJi&CwZjs4 z6+RD3WS%Y1?T;tsG?m>}V|^ItH!>YRdWLk`MzCulqK-{g(b@=h`O|U|Y@r%!(;M!$ zT{Xv8&Q{|_mFyLCUc48X(8-VL^yBLGwf9V%R_{f71sZGrLc*h+>^tX^PsaKzehbvv zYVMSb{ZNfN*+o8Um|sH@UWhyXNf`8>IGEANPp?2X3g>UIVgJVJh~@xL6|GGX%zyp{ zqViv#RyxOA9EQ`XfAZ5~WCWVXaT-n*grwQ-eOooQaWl-n_GIth?eQ0FyLU|YLhh16 z@~u{*xtZ*Fe4yz%#b4!E_@Y$Q_@ArYt;rtU#b?x@qKJ^?BB?IDyz~rtM-!a}VK|HO z?Cu>=PkkppwO7ufa*yPR=Vx*Hd?*xZslyjdz{3tMTAT%(GIpT&3E_jg%D0(CUos(d zIE)7%3U*+rtxqtGlgIx$%m0igYWNq0F)F6W&rb;-|HUW%^V&qyZ=u@|8Xn014JOL( z%Rgc!!r1?QkAKxH-vZ!zvMI^`R|n?yTmOQO@gFP|mD2zJZ;g!>6{KL#VX-H^i=Q8c ziFgzDTYEk6kJ}oI^T4`$(HEVwwz7VrEe-B1E<1!tcZgm&dK8Zsq7Q0UUjP9CW4JH$ z!|*y0d7JJUC8u#o4~Om9G&t-pHrPrYK+I{XK+6C4$^P4Qr^*80fMKtm(I|bUGNv18 z9RtZ;vSig0e!BX8b$sm*4*X9)Im}J)`}4+Voiy_>Ib*0mr!h$=$6p*lJ(b&%(zmD9 z`1{yqlLJ`SGvxwk?#f^`rGy70-`e|bV5~x(8$DCE2ue}{sWcHsn-J*cFOhX4l9yin z4(o|X<-b8^SXuk+k2klBlldUS_%y+;9q(HR2JQ4-J&*a!#r(uel4dQ=7JYVhmRb7M z&B+=+-tP6%F;u{|=C1e{Em?n5a&kLMvLW)zaoo!cJthB)$S(*>mD+LEBxG*+$4*-d zA|$o1DCqgdk!1N^KczvxW0A3+YpPVb-lW;grM;~;wgfMcjx*eMu^&eR{5P!m*zkW? zI3VGi>IJ@-Y|zZXRi4KlEG3U>Y%Suxln+*ky||fY!M05 zu=^gu&fwqUENNN^Xv+(a8eWNrBM8v}tufSPgm-7iGQr<&CR3o|-EnbD>iwKzCbb6@ z)0THy5lnK)e{SMMnSi1&o3S06dOw!j=c&MdxLb=fmjugoAvHAM>V=ATN}#r$ZgoME z*4}P>uv~;Z%p(p=ZUf*-YchSI42~%AUS|{zR|5~Mf_7EmAV=-zOx&gXBU?7veoH3u zw|@h@k`bfQdN?s@0Wq7++*Bil`aO{%8f-~#riuFMwYt78+ujH?PH5TLb&muSCT1L= z3r^P6vw{Q^f}h0~%T`uaCe>|h!oReI7_#C(>y;QkF&b^)Mz88w=do9eDgoD;P`(8# z_R52o;n&iekoN?KF}OU?bTIk6VD|IvJKsIQVN$R0k5VqY#a+(!f{az!n!O>NTSt~d0`jmC<8lm=a?&MCM#!o{UPfk>6h`QlCB-`uO%~-N^-*zLZuYZ=f-$F4K&QDvtWFv`J_buQ6c?_k08{8-I-d|zMY^-xjn zmVfA+C>em;&LOZn^xacg$DhB{UwbN$N9*%Ze0noE3mh@+s4xuc4osL$UR`^0Gk2^X z@fYSYHb}INi>;L#Ki>?KLVZd*&mG`L3ny;~4EhHmTvwfQ z(5`Zh{l9H{vnx|HwS4)^)?VF^t=aaz`SX`arId8*HdUaOst+)TI8OY1omJP~m4O1f zWCJ{;vs}d@Va|3zqaoo@al@)A-8%p9Kb5{4OZbaY~o#h_g={c%XunHS}+$ZHX%qP8``z~_o@~NZ)o!gC8{IDNzBL16; z_}>x4|J!dsbqt6qo^nA7USM7?q}9??Vq;lIy(alSmA-Ip#{!C;kgUNA`%O_Vxlce$ zV98!?#vNkxfUY4uv)14T@rbtUeS5%Ypzqz*S((FpZ-_{aGPKe`>-W*agB2z1MIPGU zrveiU>D$R7iiuJzFQ=nji9l&1G7iy;0Bw34Fn{{ju#S1i-$YS*mbX19WNVnN{#~uF zlY!Tcr5U2QFYetTF?pQy8axvqS3I41J#FiGw@ib;?@<;rML z0*s?yNSw-{;df(wD@t=(5!V47k+<*1CE<~<-xBf(d{HLOh8x1qz9H>0?&02PCQQ_J zo!WI0y(xFW09p{~S`RnS@adUyADh8{zz768iOzW3y!O|r)a{3Txh3Y8-~vkK&saL0 znlC0l&}4K(XC0~>5OR4CSvh;SSfBhwU?^&SYwWG;KFz zz?nXWl?y9#a%fxJU2`3nd37526_o9!uz=sdQHjGsucn1N6`5I*^kdngO9@?{$l}&H zr*~^C0tw2%{>4 zY>p;)EIZk_V}WoEm-&)3dzoWBE11=3^;he7c$;5qmOV2v*GaUbR#L!HZVL<%)o(BQ zW}$m_7ESr4^zy6QYUm1Uw6+1Bl#QNh&j?$%Q&hokg1(+!Rcm|=b-nS0il9tw->F>! zzqZ)DlP~-F`UEogjJBBkY1y_K*{i_W4ot8v<0Cc;?;Mwfwm>rrn=Wb_U0I1Kci5w+ zMFErxg2f86kMAi@Cy9l^T__G_pH0c{h@XFDYDjM3tRy{JS*_T0`1UkL$)ANlZN6dz z?;ihh!Ww&r|3*YdH+L=V<*s3b>}&krWL&PFUka<6w1-C$4omu%r?<=d;4;-KWspwq zYMZ)PyYvHviXOPH$l#7R;<^a{NeY{+CGeNO8KyZ6`GoUI!R<5w^u*g@pDbj36kXh5 z^JLQiL@TyeHbn;fQcYnKWvMkiUeG95`cg3VQD4r zG&ob%q?b`Sld-sO`iw+e-C!L5Fetgkna)Jp4Ww@PIM6Z8P~CHa1Hid#q4@La^uQTE z8UNU70>(~83_zwcQGr9gF)a88*4MIRC#foPx9?yj%IEVLv?8LUMjN?CliB?)e+~2S zNCEf3=x#`RVHd}gq+0tlz@oL)siu3H&+=Qe#2V#~ut~GWe+W=iforUl37x*b(vPJDy;=LrF9|uc3<)L1S#N}cDumF1F z`xU_J@@!3xj*1okbECwF1%!|}z6d(zTwff{2CB+E?S!e4{^aK-;}xHcin&6X*>RUe z68H6r3|jX;0XeV*CSVDl-#dxo%V?%A(_$soQ^0*=3DDsX*Z7qpU0N2ry@7w^gs3E2 zSY6|lyRZQs8#Bgp>SxqlS_Q%ff>zQG>nLft0879&m`q_3-jQh{x%L&8Z`!vK1mh!1 zvBm78>^bp!L+2(N7WfZloRpq)V<-ZboHa_xkW|^(Z#9{WKe5nKCq zpm0Do{jTNe^&%dpW#m+G|Bip}kQq%E+4qk25=63A6U<`8c8cw!ax}(1n)EYFKGiRj z##i+0NmuAZyz#Jf{5^F1@uJ!sb8iSf_%-anfu?cCzmG)2x$w<49`Bcg-hqq0ls~A{ z#42Jyn1&l%IulPy5c4IT!f#vvQI20v_V33YPo|hoZ%>w#yq#cTx5nmxKwQ3EysE@J zzY}<~s+$Ok&`#hp!R&uRY8E~Gv3=Xd|7|65Go}%EUnj5#vz|tbNt;1Xc=rOpt=w{@}fDy$hiA{&%=PyIw>g$G^FtQ(?aX2*8>yrIeKF+r?} z#6NyA^m^VSGQ8+J-=-UsfK11iuN>(>Gg;KRw~E}DJ9fE{$?abLlgBJm#kzfp-pe|0 zAJ$oK1$hG$d^N)d1OoZ4m`U^Y(B6Y*)e}1rHrG6RGislF*%u$~KN7^moYra)fo=2| zB?(r^-RUb&0FiU2FG|#MfM;;H@@~qOC=geXOD84CLcn^-fLTR#O~Q#c_wj|s-DrP5 zq{T#-unnmuRKI#+#x~h-vT68<>`f{l3iUr;H9u>Xg$luIM8sSa&TG@@yjqv_z|lwcu9_&?vre=u`c797Obrn4^Oei}mwhdm?R zU_5J7QP|P#I;ffND)ov#$ABoP3QH^ZL#bs1T_T~(ns*gq)yJ_E91ss{>cxazmo!$T zWzm*?h=kE{6BiES)M2;DQ`tn@t=g1|By4OUG}5jmz6B*YjqrQH3_V(IGlYFie#MPk z50|1vW3Yjb)DTCCp(9F7{{#Z#XB~l%_EPNsnUX=x=N4mkt-VfTV9558uC?M9NHrpU z+xulG`PO$>dF?4ZG2l{ql11I)J6Aopma;mNE~X}Fg84t39*Vga8Qbh|pa-FL5_c1M zF+%7cJo_NZ@Z~5(tSzVnvFn6sFVa}oG!BF4jQAuw;C1_gWr!I78!e0#t#5eK*FdRU zg&=Qex)7tCo}2F^-%bTmi~sS!0I9j0Xr*91OfF(id#^JPGON>TXp$j;%ie&6mo?B24C}%l#s}aV2;?(n)!6v`k(z_|@i!yqt>+Q8*q$6?L&4SiI zIc=ojS5rKx-%-fVEBq{iU>l86WA{C8#_p<#nvznAN}x2eif;%0y2pERFu+n$%nWut(yKl*&9 z+vXS${ZZI?*)0kdYqBi7a>zQ&Ri&-aY^0oTPkHAHOGbU!%pSgZ2gsyR*(U?HQ@ zUwv@Vu6)mpvYEBbzZ*buDWg3*o-I!BQz=ANL7`+K_|Dy$I9~-?8*t3G8?A`SxCUnc z0iM2ubLx}O^<4P`Qur0F_={)>`%kKrj6xWYb^8lBj5Vottc0v3k#SGWx3=}8JvZ_e zlJ67$Im{exurC3MYpXJPOXFQR0L(ed-es;iN;9B&=rhU!9k#jO2 z#db#6_58i_stqdj_0>#VBEoOtC=8r4jAt7lni+fvBD!0pK8joKK9q@q zx*N&E{6%x{2l-4T&0IiQ)urtYB+z85u4b;f9UTpmfWGef_8$m)m3YH-Qe42bPH?2eOq!2e{vo1CtqPemVsnjTN|XymJh@k z*Ge|KP=0P3xlck3dL>jku@^jl;Q*AbMRgwpAPa%6y@ zC0;EW3-u2S)MBhF&Al>j-m~xi&ffjj=oLl0>QCpjv5yAiT)dFwoC*zxM{>BAL5_YLl0@#lday<18ju)qA6YRSN%sBdx} zHstx2qhssZNz-jy-rz4FzEUB1*Bnj4k%ceHmC6GCk@|AGaL+_d>oIWE6nb=ek8%n* zwi8GXXqXP=GBA3T#9)tra)8dSfA06(a~>8&OhC@~I=i-#XRY&<)McI6iS$lT+CcoQ;4g%^sw=wwq;}K( zy!Wc&3lwazcE$GnC8f+*i@`+So>KyrszPMk*y9s%1c{k*h6$0;<9l~1yd`M5iVo#L zX^O2(iU9F&sl4v2IM%_Ta)$m-9QnWBh$!sIe(<9!jJ6{n)laCFQ#a^;W}x$8gXz%W zBB@265Iga8MoH|JID$=U68z z@recFkSG`hc{y{L0sdBkAdC30b7%Y1n6JHv7sM8TP=m1ldkg<_3jRNv1hMJ9B4!(E z(oPr>wG*!^ak^!0g z#}4?%t1_bN&uU?YyaO9^eVqKf8)RAF(4eT}oOKpVAzF4H4|8(29vsf?OTn%xUy9 zcI^<51Oo7yKqLZT8ELxrklQie1MP4pZmcY$K?JB|DS2WL(T}HI^Sxgu6q?}sg%!n( z*h#xTE`2|dTtv({ta(xUEpPK=znE-mp4*k9jr~uv8}6zYA3@tl4hKMeAguAp%)P%l z$y4}t`l7Yy`w7+yuYH=Wh|btnO^EKf_k5e7V4_}2PEHmVGa*ttx}WGovi@?C&@BVqFFTmF*%mjGh} z44MNfhpR5Z9)BZAg3m~ZLG2ifvYAH4l)Kw1k^vQ z1lTA|@!P#v39~x)?foQdMQ_WB;t%W2Bq4zgeFKQXTTNuMhv#fi?cn5_si^YW1y0 z2Pd?-jpQgeX47Lfk*1}A!?4-a%c+ftj81^)=Ckf~dZtL@PHUhI3ipMt= z!V$g?>lC${$=To-9JY&f)*H_?B&1qMY^~xX+)m`LUQrGkpt?1C`BTJY2h+crCQD_{ zQnf4v=n^-URfyE>hzDOcIXnOS73&9-Ed69y7S`_GXhnJNq-i?#55YR&KuIRht=y7M`iR{EgX1CWw z(3HW;y()XGB9ntbvD&9f=ki^HB05IHX_bnw3m9ir-fH=QjkhUnJt} zA}(;*4pbLX;fVM0!}n;@G%vLv@3S04!kad>%3>eyyL~Jqy`Fh|i*+j>IBuv3 z1f2&-&_tQ7*;gx+CSFz!S!Sz0OyWO`c$9E)_-)s(m~&!OxV$~BfC={qB<|iPmHGAx zuQPM6^Mu>bv|hKk(yOm-6XJxnL^17pAG1{m<&D#wchHfHWwoz)e;%w%PWE+seibCE zcJ6$hy6I)?KJOT&b+|dedqRA%brJvTwbePF$o%R~hK`CY|CN{hZiSbcW2^aCMc~n% zS7fr!^;v~xtxXBepLS~eSf70^vn#(m+Gb4Tvn)X*2`K`4Ch)+Q!%dmkb&WHm!ikKWGl1B}!2Lao@jqY=j}x-9)0hFH zrFMX@-SZ6806RbWwARkb ztw(D$t#+my?giq1e4Ecn+^u>wYq0210Ls!>Y<EleC zftY5mi0*T{^Yu87&BkRNemoeAF}_yI8RV0~`~KaJ-dGJhH}J=1P&p47TSDkjJwK5- zmAfHaYY|sN=6+FE@|Wg|R6hrB5PqfFg+nuF{<(DwqAj;dI`;lfPYV;_Ui)1Wd254B zJ@xpR`;GOZ53lge_0%|P64kD&ujHUd7egLHr1r;5S;(Gt>jZjYUe|-!%wNGX#Y4;fINr*cxInk)chqd(lZ6rTuSTD23)lt&D$(i^%tZbE6 zl{2UgZ_A$|-difqgu#C9t%yKt#y?EwcvKg*QQlE5b2p=3V6DUUkd$oMyp$Yp=ZSKI zTAw_*zjNF>(Mk~#J)L?hSQv$XPDjGTm+q03HpSqnh4i3Ar$Zp75qw_6L{0F{fhFGp zRAX3tXd7_fhbltkcNH#0joFaac!@ScC=q*&pM{SAfKW=m#Mx+6D%RkhD$@@TJULZ4 zxoFgd`vhVPW+F;hbk{r@4D|;NV%082rH0H_q@`T;3&*{K zA1QwZIri1rR8GjHnu#Jyn0J_Gh26HPRW_e9IIG&&sz2+WoC-^9)X8lY+cn(dZrep> zSXT>|S;r$~yaL{U6?56VWDjyi>Bd0{RgRB|>*@E@QPL189;jCY!E6!CgM!szeh1kh z?2Ys-(V4a&Z7P+6#$OcLG_RWQUGBFT10;A3?mR%~`j4!8`U5}7P)OGWC2qCb_rn4H zkNi80Do=_F#Hpy$snJd7N!5Dj!a*IJzUPn~PN)0mLPvwgmZtjKgBAt{u_Rn(sefP< zay0-aJjyiHYpw=0S{@K~Zs?e65(^aGu$~N(Eh4M23Srymn^X@ch>1MZ#IyD2tS#kY zJ>e+)x}~C*^}Kg@8knT5n_OKqqr5ranJzYfT=)^Bq@qI-E$^0?{=+<-9rq|m{91i5 z)wBdhYBJl?`r?sSn+aL*z$ktG#Qr%gk`}q?+WkgluWcp`u9$JbHNj!L=RU_BV|Z60 z`b4YSl*`Le>v(^!b5{L;WUlg}_o{Ofy*fs`zH+Q0f7Kkad~{JWafCkZkgLmyfDX@B zsa{07<+l#Rx}sE&c^(XQH}at)DS}pO`+yzBVb>Wep=bV{hAUJO3 z4B*}K-=tHg$6SslUtMe`O*WlnvO0~;wac`Hcr!WWc8#B%BY8D1EK<(k32Y2j0(9ro z?%)?(M(6)uoO)ffnV${J!@%lV{JW(~yNp?GF-|1?Y)w*-^&1FCm0Q%X^ zT|G%1wncn;>(OL;^W5$+e+l`dce!oS7C%F21P_PA#@0B$GPSN|DR+0X&Ici>uwr>f zEqIhS&%dI(KRMXn*!L&CFx8BRxbLW5_8*B-F_ocGXIIcqvW$DGh@sY*u%e?~h^}{~ zWTASgLg^Af|6&gDh29^gzUzen*vfwP>srq4CbNwb- z8FGC;R2p$l?sZ+d?ExM|W#xx8*$jU2Nvn|f68%iX#a7AkN%zBD!;4KKT(~>=j96x% z^)fq0XAS+wU5ke&xidO4+c>yCZg#{fd=5%*`02x|pfyrE1jc)XA!N{-UgbP;L@zN+ z*x7db=>(gjY>3T?yN3E{y}8gZ*|A?$L{O!+E{gYYBPMSdi&PDF%2T>?E#QRiu`Oya zST?x_=O52iBc$AIdJ#lEDSx$VWw#m&=D{7fq4S9p4_;vOp}8zR&uakj0ezNqO-n|+ zY2k=p{40<}CsfEop~If(9Z;%gUs&_AQq&j~jJEb>>Y_{f$Qi^@sck(SM_^QgQl;6q zSk5M)buu4axya0$lQqmu;ySjjKPY`ZIz79%UlCs^o1nGVw^H08((jMINh_<;C@+nh9AYFX3MJ&Xt8vCG0{z@zYb)>C5de z*aW~7;_HLGEVSQEWWCe2`+DMIlO)j-TX@9&kCQn|c5`G^h|8YH*Y{Z*=EFwBd={~n z#}lsRQ<;G~^_J?JqXk(2{j+c0F($k-oRlH!{WbNi1zqih$S!w$H|{i%U-iA?E*)?W zm&ZJ8iRb)xXPVI*ApTXW^qSV|oNPHoJv-oMz&u*GZF4}i@;&a9elR(r@V8o}0^Gz+ zU;_0U1-}uy21xF=8gQSA)yBNn(9^cM01@ZdM5up|9UdLWqW-+WHqD3PWkw`u&6}VG z0M947={1HCbH2}&OJy$BsE%dR=7*w26qK{xAIrbcKTL`py(}{uqB%S0)#m`lYJ*JH z0s(t21L$b1E(CbUzHQtTA&G0hifw=K0~DQ>12BlX^FL-8w|7NlqMUd+?{5n>E{6-) z9FVF-bWByHrsae^boS-SWd8=oU>}yFdk40 zv(&ar+>l*bOzt01SEkm!_POUW?^RoLtnpEKKy^hj|5jFU_-@Uwfm8F^7N&ofXCi3; z+m7BU(_cf8Am&ksH#f`RVq|r;{Py?>octIr6ncopWx4~dkjA9++|PKI`DD5Vc6Jde zbh6PbeO1BzL(T^d?eje-ez|aSaYVm{>PJtRqG;H&3lF?(u5}RByVJEX3giOyBg*rT zBeX_=NQ;S9S$10DnK9?w-TGUIEFIN?1CiLpKsltv_t8ftteN#ruha_aNzd4OzKFF7 zktw7FjC5c()IydVh&ko_z~6jQ3#4eEspADwiYX_rPWs05ED*mw6X5P7%BLlP zYiol;MC_~*QyK1*hvkpd=oSTk@8+iMl8iAf#xcJzhD|t&*%#?xk&nEJ3Jteyux`ED(p=!-t=Ua$EGZm;y0|1bz)Ro-qt~0Lw2Aq8chi%W>aiGq zU$BFyN4dWxaq!jpnzk@A@Pa||MZ3V3g&}XLvirthx zVa^iSJI6kPZ!gOvR=2LzWu|$omA7hEXaQb47LksD#K^ThSAMQo%eNYBr(^D?p)l0W zj$$pqhwTkvpkVK$bSWAIn3o=HGM^4puwT#HcWQHZUw#o+EWUY?oi;FS(*Ppjw)m9a zobTUoe~u+4kM`OvI}@2RK@O1Nf#%INo+6&`(O1EfNrFs_nIn1BMUhVm6Ytzxy_jaj zkqaUxou`KZK@KPq*NBbJq&!xPjxd0Z6=`{{OV>&1qm@yArd zu4@-{d2YFs#xCPya_k0(`|$EZ;zqAlR#&@K)pc0_X@n>=<^HwDu&x~O+x^FUr|EOo zOJTQUU`F0~2Pm4f54mwPqQJ`0RWx9KwhFMre}!^}7aUHp*3K|GZH;z+Mm=2bPhlX^ z_ACe^J*|~i#MUks7J40UR*n^{(==~Q0djqi|5hJBh-riR5W>5fv?pSMcV&#@q z%_yU%c@?HRD)jN+Q;_2{^)`o%*HAK)v49opJ#|U?G1BM;hV3D*9RMK#Hy@N1Y)s~Q zv$SbXCRc1N z`cj9br{L9C+zKZrJT}KA-s8U~DSj37dJ}Q1mb}%hd!0e%@@Av(3D1HcxoWvPze@Vo z6ui!q)%WH-2GR{r&+83U@^5U__o|J%x9i+%(IuK4iQ9YI%E=tJn(dzT;uc#`2;we4TXSyRI1uZt7x{#&YG}TrMww zO4LeQ(Xkz#gKpY9Zc>k$7(*q3VZT{fpe9avJZ2U5w+_OkZ<7!230cP>CkzF7nternhtLS~SU- z5Rq}%aNrxyOY>#}Bzx65@GFHQgW5!{S5){;>Iin3tBe<^osJ_a2ZR+VyibS1s7+kv z2jKge$qrkaOnyVGO*hdAl#Vuh%ZSQVK(npyg~7PTsNUMxRVhJ}&PPq@8Aa)^4D@H^ zw4A9*Q(3rS!~ihK!Lncgn;}(sB^jiQ&JsJU9N^RC@=e~Y#aoBQp^iBVe4LG@k5X@r zOTjDAvZajUrVgk3rK?4i{lLVN@$IIo{)U5yJ9yE6E5y`eF+nUo58(gAjy2h;X;s@d6s#Qn9cH1-fTcP zv{tE{*MHaaUJVPOXQVNSkKPX6B$Ojo&Fr z%d^{!&!-IoW#*A|mra5%8PE54=@eoM2g0z~fke~L42eR8v}XJm(7dFTvHfC)h%bOK3Tt8Ud&+3rjj2(tk= zv(Y{`9-@1d+iv^~StAdg4 z@K6qVQcLEs6Owr&zdP@Eyb8$BAaA@=`JF6!*vGc!WwpS&@YV7UlqW7sE}iE%r+X-h z<2Bx*d8NJ7jC|6$X!v~b29G4{W3Z_7gHJ~&>NQC8Y3%F&qb2w0698CUODT>v6lc~a zpz4c!Qpu-A@M_HUN09ZbNo8(GRpE-6uF67T4Tgqw;ZL<<#!+<^dDXYiA|qioGP=c_ z(C)qjJ6VgA;@4MPErn3>i3w1sli>7#`rf&DX=bYG#g>zbjg$a19I5^t;a?jfj}r~m zQBR{wU=p%MehCZc=6+tUyIV4W1BEorR(XuurRa=|=Z%?1l%3tRYzj|l2IiE##~FG1 zyZILm#Tai8xyn3v88v?tb?jZOBkhwm~~`uw|dRz-KoRIdM5Q&-|Uf3 z-3$IB+0urfcCMp5XwdAxqy>TwNj{YYc%95m-)o&U-1HFeZgnN*Gl<27)i0#obG<;r zfo8z(0xqk`LGDtn3qO~6=u<1f<*<>J5&>Iu>dg<9(#R3T8_1=w!57w%F|T`YbTgTY zl}M@l$NT6Ru=>Zb8XF+=8?IEhEuCEqreucEmnB(i)>tKa?*9zdaRP$86+pfydbg&~ zwAY>T6t6OKN7`XYI?okjptNsmWh8GP5)h|zz53>%q z8hX3V*3(!}jRK!b>bFQVb8iA#!2@tc#aygJ*)4D3vlUK2SC)J7qT@#AaP2o>CdRIb z(^=xTMHUOEt!wA$?voA5{`gd2FmT+X^ogHI*6o^i$Kr2z!k-$_OlU7jQ>U$O_e_>Xo=d|)pa>??o5oYO{PGfqp?F06IcK5iahPa1J<=Hqk zD2FL5b$V;1%*2{Di^OJti`_n>a-K_P4{ozaG{=GN+sL6NNV01l6#C82=~~|##|L+K zDARJLB8e!*iz2LlaDSi}(<>_#TN?b7(0X~94)3uvo97)Fq-1txvDv;_Yd|BK%lCo^ z^o@ixX0Gpp&PMv0O;gq#8( z_;~Y;{hO(Vr=p}kc(2{!BYi^YEGx3{nPjUzH1Gt*R7`og3iX1dnjglb0bu^f0IQaIN&`}yFB0=9by+h*{cm?#0~oiO>R z(q@fkRMblijtm67TCnpimd$ZZ_c~SO5-r$MTuR|EHVfwvBh&Y*YkeYbe(nzalkx0$ zDyl#w546N_c|PmJFzel!;(6)5b7Oy*jtLSXz^<6`-+$D-z?Cmx0j?Mw_RBayT^B*Kqr4*RI%r>4KnlA@^Us5me z={P7~zOpCgv2yKswx4Fi%=uPC?Wz<*TDUVO*mXgct7HJB^pQB_oYtsF(?BiCk z4TuXgs%3oJt+v?T-U!y;T#Gr6`{ne;6US-i5#T|(v~uN$r{6n2+$2$VMt;(i6n!%3 z@wxmHsg_7k{DOLUTvF;w@-JtMUaGk0`G zmW_K1BZTgaIj~l{{(hPS*TWci@G+&-JmT@?EPmEq%F|*@IPP}SHVC2Q+r0d%oAGCF zY=T$Y1CAZY%C^TP8=%R_qpQoFzDzQjcds#@5%ZfbP5J}ihv>-@*8tNT4s4=@@9;BV zbL3{Y?|6^YtjvFlWBy&FR*b|i;iM{!@O~+3)ZaJ1x1+-#bw3#op%(n*Nw3>f&+36E zs`%c#WjjJj|5nNCY;Nx9xpQBV@7Bv^B2eM@N9Ev)klS$~qP9E^)9MJllV3CJo57Uc z=@y>43maLMBYyWO%v$q|Q${WtV87^DQzob`XfgLtc(gxWv#VU5ZiR#}KBM~@Y{T@QwY1FniKg&Zuj)9!9E`EiJ-zX)EaW$P4X6!3 zc9a3p^?k~V=+(YS<*dN_oTg8ApZN(9V$g9MrecWk>I$dj_IzP`5?mXcSzLoP@F;B@ zvb+Fi>CieY$#i~H_Fdj^g+Iw+(l_#vz=tv>F7=aN@B}@wj+p{mdSn0;;omsIR zJ+09IGBTS1*UI3HGV;fJoA_L0Dn(a3+9ELnFQRBQ-qMnR2Gw6tyii{Cv6CIvUB(lC z`+n8-kc4*qa~kZG1$#pKJ3=0>-`}VoO%AqmJ2$qyEkbRe1SZov^cbz}1J}2wY5pOa z(jK1+o-ob7F2u|%mMsxljg5I3tg+3AGO7D$Gfk0P^JHZXS9pq$hauHfkRarO)$T`Pwe{&qz#&mF7Rf*M@9DG(##!-33}BRocc9xhoPIhF1dri+o3&1*}1h` zUELv;D854!^vG-2q)GB7o(-7evF$2hD!{tRx1KEjGDw6@|Me;l$3W2Pw{dl8!UxWU zYTo2(BclbV;TAu^in8vNXTVA?%?`f;{L7D zd7pgJTZOM(HLdIm8FIa{nxG~2igps3O1|e|138eIue6_*gIi#YwhZ##vU2e2b5iQd z;1C{q1?O>KtjDTV&znrM5%7RMM_-h*L>+OT{^v$l$F+l{jIcF*c=q>qj3f5m|6ue) zpTTgAFl-SQv@*zAIDO>URa=DcL;S>%p)|*K(fJX#S8*nC2)9!^dPx{4e<=QmVC>}@ zbhQFz4TV_GZ46IQMs|H)ko+D^C!5gMa-L0~7}-qHdUKJCHABY%S$uTkbulN__4e`E z?++-+DACBljvr&?H5oETyx2bLzh`;gnKZsGUnmUx5-k2+v}LYo`ehv40X40r)Jl>f5j;yuqWhXnFhKDcQs}Sf1RQAM6=JyR4 zAK*q>PS>i?R0bqIC&U2ko)YjxJ5;`jm0=4mGlSF-olyzjDJ&ZW9p~KEhwJR;nj{b! zK^F;BxDpNrwE}q)*uzvlEjK^!-ygwYZ#F{d6O(s*@nER6^Z%L^{=@voX0O}f4$iNd zXq*JqZbXqIDV)p;0Do&$Hw{2$ElCLOg5*$jm6Xf8{q$kJkJ0RQ?7S&c#b9?I-n_|# zH(MG{x|nW_%*=M8&^Bk{Zye6>L=Tg%-%&Wx-xpRrFXO*PJ9(#= zUrV@M$>bq^%cDBe)TwvTLaGH?OoL)toZ{hcGm~C1)>=3*6)&}$CHR>ktB83PNgbL0 zWoV7=1BQlEL%bgg@@!>9u1M%X6XAn$ow&u^B=>Uv$As@UVGa-Gdo%;bnh9t0Hc2za znKHx5bRb%R>Jdr4rSDcrItOrw594h7%}C9p$b@Xm%yJaV`8A_k8VPZTRH!pimMqpk zNA!zc$bNowUDAJ~*pVRV^J^RxBg_20iC3povK&m}#};5Mr%Hd$zI0&^x|FXT>Un#G zJGn3N(tv%sIi{3@XHYhAf&#|35jt2y`IIJ?*ZOi|oQg4m?93s)OXm`&jVw=bbd5WbjdnN?%}7YkHCY z98e5zW1i~h`xF@sVb>LFbF=C?Pl@wA-FccA1tKPnYde_p0Hn)(+4MzTQu-VeFddxH zQKtCls5FqXQPog$NCe*(@A?MS{9WIjlWNt`o4 zB7>Q4@p&qPyzZ|MVqR9XV->9Mwpg-wF(F=VM;Mza&-S5%Jbn9suH)U#4DI?bOQ@{o zT8X}`!+W*CZ4XjN)Xk!2Yt!Y$I%O{E9WGYqV#2);WyB4H$trjDzx9P5ecW?YxW@M2 zf*laJr;^BAXtw2b=S;m>)=5z5()w`U$izJ>*BUpzxIbsWLfb2LLYmTh&}KI~)%{Cv z%)Du+YwhZ_%kD>krcdK9DnD-nHH6+t)kk}G=rLy8Yunab+rCOY==gH;*}aV>QthrK z_z^6Is1NuIX0{LfwOfKR2un{Ur5!q30*1ln6uWv)GL^q}!}+m(*C!=`$sX(eGA&-W-% z%4=Yz^etN=wGJN9Vv1jBF*4vF@YR%26nvdcr^dTcTY-y=(r|50&;Ij~m zvw120kc6l{x`7v$v`e>?YN}-I?v7Exa@j)kT5_jLYQ)|tbF_Zq=RVu!GZ#NRJX9WZ z$t{Cs+uCVDF(};H1u04WX?&ae)A3tVkKJ+>ROS%!`0UD}I_}WI^p+M=mRVb<8DBh4 zMwXof!{8iesL1stN$+jQ%Su76G~msQkLQ38Gk*oI;~D~wc#Xi~)EhBcahK;%d=8Z| zTE(o}nt@Frfau%)v&H;e#7o<+DkhX&zhRDwmMdi)@yndMo{Br|B8kqP7HJSmQ#>L{Fv8q`*YD4qptH5A-XvO+{WLu4gTDGTT#I~ElMo9Mo*{FC9^Rt_xO_! ziNo%c{RCMLJx!e%69&Z%&Ae@aNbTaw0=Lxhi;~77%art089bjdJkSwa^U*pvN~0P8-@5Vun_%KmC@X+g%H1s`?2>9@SBr5+nLgXjTa)X4%hZBH zdAuEFZfF$awyC*`f`+E1DI|wHuPq8ZZ6PUb-^cw?}wzp)7@0nRB+Bj}n)T=yn2RYI0fMin705xDUjLPX?a2hXQ{AMWz+ z%1uqvy1t_MxTyl+c-Toh0?4=y0YRi3UB;Jx+5jx+fDm}p8KCf>g6+JX({m%4 z1Qm>9(jG-EJs-s$OvjJ4G~z|uv2E3VD{Nb@_^$hGn_AvXE@fHUvA0>o{o^4+kdEe@ zCAZ!X5c4~4Ftp<3wSv>ruYhv7cLk_TvpZ(D!tOv~ZISCiS6U_(zDF1k#0lvIm~0Q{ zSLdxJ8Q=JK$gWTWNAUmmnk7PSxq{W-D!s9zdS6-al35>FYnHQ^V%!7uZ5*@Dv|IE> zLt}&?MxB5*Pes+Io|5OgF^u(=RAw~PX5IsiN3v;})R%Pie2uv!S%)F5MxoVy@$WK< zis`RD!s_f78V;U{Cv9kf$ae_0vW3Gsp~`^md*YFjEoXDf%K{W zYkEH@!QIUw_`)%cG1p+e;dmujFp|OGyYJz*(6kH(&#!C$mJ5F4Hk((!CB9+&^F4q= zB$-23931;tB(|5GTwhTC?f4JPK5OzbEp#^2lp3qS%0&;JM@mR^m~9JJa&oD*#hDGt z?ISj~l9M0E zigWP=w}hA7sJV!h%3!XNvaiylhD@vamR(UF2wuDbmyLh*i|QYp#Lg^p{+-f%HzjVq zkZ^b;hr?oXBoI4?d(7EE@5!y*%H=Pk=c@8@)u^?V(=|$gN>W~OIDU6@g>*O3Iu^I2 zTP8Y|q10E&@uU7VJ|*GX9`)-jop*)`db;3!&r_LFgIe>nqvIZsiTd;gl#@XwCWlbu za=2lIt~vb)euUzpCk4N%G;=Q}&eJnhV&;i2h%D8b-tF$_i-M3K#d4FI*o^cx8h^a;#^*rJYL@f$7lRL z3R+F6G|m@ZSUahw*qj^pz8>_s1+ss+?60IPPY^sqI6BiBk9_0G@F}W&AAAyyD5k&D zfxIqN1lme5m9+K88YBq6*J?7h&e#=WS8RQcwuAcF<|I3(CuOFvE3#RaLvdDw+j1J;ns%H zUhdS1KRKodapo;?!OuCl5!tWd*5EtJBl&*ztXQHt98xJDdV4ERRGW}r(bnwcE)VVQ zY&Z11W7n0;{&k(`#>l1kitE1D6bF5oM%cDGtvi0;e&*cTlzLrF;Kp&cyoZPe@9p8E zbwv@I4>eYFv->@FXf$?^{97R87^}t69#co-PmyDl9%U->YCOKQw<>)Z?>BH$u7DP8 zF?0NBlNI8&8mE5`VDvb9Wi7OLH@@k?rR>al{`{(zRo`t1ezjuNYXD&n8{z^?IJC^-L4! z(*qM#5m0Ix&~naR+1d)4a!hVtEI|CSd_02w;Dfj%?hWd>esPfv#{$)D0nk{#7MpRg zuKM-&p8r=$DWW54aV1wui2Lw)RkQcrW#e4HnA+Ub01jSXAIdf?2^Mf^im^Eu>v!4g z<1O9-`emFniX^x2$)?wO)t{c#57hy?Ry=J9cxz90IW7WJT$pOTe+&DQ8F=-EbTzXf zc0F4z>jl_u)zThsNe97aWfcCSL>(S`RRB^E_WtfN6qm%^vwD^Kfv zSK)_S++*%$*^2moG!xNTW7g`NzuzGEP-bUQV)DI` zJ`UU8p!RH)qCq)jBP9?^RGMcY_Q;X=s_u+dh>-k{c3@>1&+~j&np)66{{0V)0{;x? zTd99qJdG#tcjJexRxFGfMDN-~)*guHGQTL7geslpoSgaSV@@bMC#6IpONB$KKxF0l z@S1f{&2+Y?Bv!MILi)tS#nH@(UWX4hnzwWd-k5~lfPjVEL_4pwrwP$c=oTSWb4&M* z(Bh>B(sJhY?EXv@z+_d7q`B?Q0^W-AO+fAif3DAl!0v>U!Y7@gtOmzl5 zgzMWOcuUObvTv8K0y$%mT@O83*sJUX6Q?~Bk>fOX{*X(qJBJFhtB7a(G@YJf=7&%H z4M?@o#WiDJBp?YD@?NVoU&j}ut~E$U6P3HDv+0^854N;>49-OS%9I{lLbL+2-0bN* z+(Fw<{dH-V1j@}vwzzh0bizl-;*>0@oi)Dd(n{1xYC(TGR^nqtsn3bksK+%%2l1q~ z9Ib2TCMdLCNX2aeDr&5p0HYBEmor1(!MHbpX*0YBRLuz66tCJFYfLFdOGCHCDWE4a z^ipkOi|Ua9c~ik3IoemkP&|onqCYRSFeP$QJOJFLA}lMPpsOEPwDmzSt}7O3Pv@2L z9|asA7G@Jyw3K5}%+H}?g>RJ0V2u^mo^o!tdGxO2OZ26^zA6r~gg#Svuf{JLWY4NY zk2^<*59@Hb(9yh;%NN~>SUzV3$1)u-g%AWGd*FUIH$BY?34`}l7T&?P^RM^j9V~4< zmV;CH&`y-qFjj=Z#%+Vbx>UZHj$FcA@e_2A-Gv`&^W{@U#wV*-h!BUg*kg7kqDZ=z zW%f)zYg`W&n8sWK^7ax^9lx)t);GoD(dJ1~4NQtJ+yV;i^> zT)o$~n!9{$N%p?&>=zx^+t{e!bqq<<*hP(!y2;Aa_gzd}l#PNm2Z}Ie|JH{ECa}VD zeYa?`gDm%T3ns2m{}Jo|mMOGY*jA63tiIDU)TRc;*>n8+-Y*ZoCCpbAz4Fs!Gn51Q zaAw*xo+a0v4=6aQEX}+SVo=R^8xS#f{_J8NQBCn>bNHLLUsqH^2!1RwrKv=QOREC1 zusAU8H-04=*%mD{n<8)0Ef(*5H)ClEmR`B&1k_A(u6L8JibG)1Q8Do$Fbdy)zPdN5 zKcLyGrT3?=xmk?t>M0?r&0>3O1zFVPLzmpCNRxaqQJ^N6;qJ)p1Gj>Gn`vgieu$28 z9ipVqL~24`6G4BdOy`GKq8;AIrxlq|?WF`d7(|`JG0LkrQA4AnZ85jN7&7Tst+t7+ zk7nhXHxjdZi!j`Jhn%$~%_nxTGNXrDO7Kmjs|h_v()b2vrqb`HrZ%%dhE`OdF_u4` zKKFIdU4!Y!$a}%NvmUD%PV02*Mx_;!N^!xXa+2;->t>PA>z&wvm5r$J-OwpMoSH4DZTHgSymV->Pq7@R`V0uSlA7Hm^RO53c?_czM*IgQ8op-_I^E zIcNS#w))OXe0KKOgd^(B=;m0x(%G#F5sQ{gjYG{ew4z^hkvv@@Sglid{64i#b!WHh z5l-Jb18RBNh83z^;wAvYC3e-z1#RsTVmAXj3t}mSi4eLK|uy=Ko}dBXSKq zlMH;lp|m?9+}N0Kt5B(TL8nSbNDuRhphwYr|(I7N2Y z0u0+c?|2d`@9Q0aMLu=u_G{N?+uh^K0+R#htq$*ZgXx+WYpkXxCkjcGGh@;Sb4U@4 zMvNm*eTR`>o+32?UG%?V-<)eQd_ln(kq~6@VAw&^y9n* zCgT15jiu2Z`r8N@O&%f&LD$Tfmcew0&tz+d4*BU%&%3*Jw9|d#izOBODmrP+q_2)ZHEA)0ydAi?Ra6NqoUcX zi~i~4Zi9e&Mvk~(_Fz*65Vi-L1H=5aQ<|bJF zue%K*9-Tj+5zZ+S64IoaLt%3=;$Bs`J-Q22FRmFQ?awMUP4)t!n(DK@(%?F(yj17j zcpf}*Gwp6Rc5#xasNg&1dOFi3-Qty&z|S}K$pphXrXOuX#}`oZ=_s-gEnULf2DG zYH&4P0XC4O2;WVmMlr6rtDe+VBP-zdTw5c9ep>&|2ehdL?7B_0L|P?!va}lXf>xRp zP+7a{q_+-Y0hFRX0oDcDLcPdt`qf%M z2#b)aq^=%R^3AzbO_?Wm_hwtBnptj$$(TPvn>B-W9*i`n&%5Am?GqMM{EklZ+^?VH z4UFnp_e43KjANmxRG;s_W?awkDYa(MYZC#T&9MH-Sz80PZh!j8?Q5!H?~&N;)I;sP zIlxt(&ZR@$xOuYuei0rCwsd=L0QIC1IDPq{$t_&L{|4A%OgvaVBn;`Ov3R`Ih6au? zy4H7nY(TR3OT4BLSfRrA)={|#bv==}`5C`d*-`I6odTXd>)*l~C{&voy0Na@`kvY* zKfR@ChD%WvKxK)uUY~KnLhk9Y3 zSJ%VuT?$VGP$or9yQ6Z4%m+U&7VhxL`pGiKH@OyBjEzhVh}zUdFB@o#zk0u0qx=0s zbp)bm-9WwmTBGlO4h&M%I&jG13)O%FoE90FbU6sp(_;9~!NF9A1xz6R&$$sQmfAIU z)xf$naC86#zayQXozUW%to-nB3WaLS2H44|W zG@8F2#dXZkHtrpLR%M-jAw<2_Nx*J9X-=r%zNGV$r1w79 zWgpVQBJ^QnXM~M$!V!eRr!Pd6_n54!>MJtW?#a`4OSs11Qe>Ig!}ya8?*bsuP0lQ9 zS8)l!_qUKIQ{6awSze#`&KinC_8vD3 zM>K7?9t`%#Gbff_$_Ux=WWIJ0vQyo5YfeAY%vjmK%_^0NPI@$fhasZn;AKb&?RE$; z0FLWAyF=3r(`@}Fm4Y$yQ?~E^j{*B%Nncm$@KM}X_pUB&MZprB({Iqvn(X=)ch>oa zk6>3kVtvDr_g(QSrmWhw6ARNyR2JG0{}=4dH?P*d68IuI|qFT;jCZ zYtHz3g|yxHNbxBro&x_v_pbP(y@oN`m4a(Y<`8GQ0>?_~>(IwG%t>nba?Fem%j?YV zNY@7%7kzGowS>DmskQW)=0)1OnfMz;R2vL^Zxj_exDZaW#t(B=hHlGOf9vF{#)er2 za4RHp@!C=xK6BjOgbUDepXR-ud}ZwoBWe3Vi=#?4($Ku)2bbFrfHE{J-5E=9llyLTM4kWi%6LB zqaRlyTdfRLynz3VfI#qW7N`T=4w|gQEXof#66fyd$LVEkybF&=N+fr8XItLWZhD96 zQ2iusxO|aB*5DLt13pt7laq2OmCEF`-*#2#uqOBCtB?2K(|K|19u#`}tEuQH$vcJW z7NDwsZQr5&oZsQ8V%jx_xwoM**0KD{@ff}gj@Dgnx{BhZ6qw#iL%N-Fdj)ZV(hu*G zd4~8hD>G^fhuknx;jcxqy*j4Flm)o54j+`4?PrP#E7#{3d#7Q-Z;@_3(58JIG~C<&iEMUAI8-ZIbbz4Bd0XiLK&G35En z$Vo%r0oA7pH~$U<{uK(`W5q6g#z$2Wf|_>48%jvJqtnG|&$dlT$bxS4Dxf$w^!C~* z+b#mv4Z#PM&)Wkf7A%V4 zta89fYaZ^U_7r&BVvHFx7vBiCl4~?q1FVGGX7Yb|527%7u2A!^UW2ZWJD6uNHInP~ zCuHWb&@4gQc=Q?DRtb$lP3M;P9dMf*~#OEYkAm}!x+=}G5y zDCx}ey6GbeSj!J5X8)o5MnlE!P@a4I?vUFQs+uBy}u ztPXWC2uHZ|a7Js~2P!>(`Ukt7KQBRGq&!PG%=q}_sUEw@#6q%R=rh)@fu-Ra7HL-9 z7@h4&Q_RVAtyM**ABFO)o0E93ofPS^zTX0HKoXD0&(+dwCog1!@w#?K?a| zYk<+_$~PNYXmy8qtDKURf(pj9Coh6Wt1J#i&Zq@ve>G##xY0JB&-6R}QGJt0@F3}P z^LQ1^fJ^F?L>y1yQj*~&A>@u25AENdJ(W)B8<4tWV&G0kU^5pq-tUxV?!#jGn5fit z3lv2e5k~lGb#x0k-&X2xxt5f4LfxV>cgL5fEcr5Q|LlRLmi-a>5i+ojM_s`k_=t+h(7T#bMZXd@Sb!rz zy4EX#f`tOETWSij#(eI?3meQZt34e4ZWg)jGRvOfxj!u-wpeA6s6pvaV40ZipfpJM z#u9Ugx|f^#V5&SY`KTX9x}rmf<&LX-K%kK8cv~B_z6DTR{ZF>cQmXUB(GFr;Tn@1k zwC*hae5W%GCvH;UJm`1V#OTlw!0`38saw7dnhtAC<$(Cz9XxBE}a?3-d z-*Ed#KS}#`!*bY$W*Idv^yoft(PpRw>Z&&#U3w1G0%ZrZaaxm?m+AgGOvxwxv2jD9 z*|NR|a~8H<0d08gRr}H+NXyo2pX=%CuQXui0^N>E*}q_!z{T9JN}=`NZ=;-I6_Njg z6Fp#{$A~o4AQ}#PK)PmpxMb|fWb>6@=r;Fi3x@$jmA19m-u6B@YraT4@OnCck$MuR z&ey~7B5TzAbxhg}XQSTTwewoA?i{X8JI@b&_xH0_XY5uPF)aiwMHV}0iCJDxDdYkcn3EvLKJC=l30to~-zwxiEG@?p4Y9H!$ zXViXW9pp)%ko`vlz#N(SFa+jetNPnM{Vj@w(eGap^LPX!x`E<1=Kyl|4!7llTna=K zY)o9GC~8%JPuZH%PBp*?yI}f}7*ndO?ZApf?e<82kt11!wf5+bC>QF$7yTD~kj1b8 zF-o)fALIGlofl=s42(xltq4}{g1Xc#CreC4hBjY7ir!igrHyC`gd_AD&#KZIM~L|F zSTcsgY#OTt>Bdg|ZVn3M!Iqts^sonh^N#lKCZ%F+aZzJZFiqkU(Z<;%IKs`d%OJLG zM_t7XOs@8mE~W4Jd4bXSdq1yFuS_kKqm>O&rDF4T-eWwSQ~9MF(`}i_snj90BI)2^ zqkrPRA__ptJV^r1E#ZY+x4PY7lr{{8-Y=OXxH-IN+?MFlO3()Z^MqvT2l{D^A=93i z!Y!VKTDKKx?}}eT6T@IXD0a%_N6t*1&{v(QIG+Tbl_I-k5zsIMd^K}(y}n%8Idkj;Ee2mtZ-qRRHl4nr zSti=}`t$;Au~c12uAc!x_q`>u>DT4Fukqhvec6c z6uYzvvt7PXehx|v+5;eu?_@eH_W_i?GG1Nz3>#r~MHM#9cxXai@kTjK zU_2E*FpP|~h1QO}7fUYzra0uvDX#vy`DXu>1;w6Rl09jQOy9`x=1rprXaS_7hJzNA zKeY$cvYu~Dx++h9>m3AZ&n13W?d;b}{_`?Vp~tyHH*v9saoyzid7-`OVpJnbotwR# zbhQdZZAL-HkdS{hPE5ByrSvN@#**lJr}U+WafW!pIj29*~9klN93!~n+8xA?xwoU;nr2wRZ)fluok_bLC~Uv1*+|4*AxlUd4U zk-jB<6tdWOHh^%&-z8KrPksPU29n!2V+r@j9yM4r~qnqU7D$qks$B8XM=v#s? zIva|kc6!cF$0 zV|&0-q{sA*vxz0+PDiB=l_wAZkvP}db26(_x!%RUTn~W-vZ>~vFaMqbF#d((mmS@y zcUXGSfR0Nc8-YmxJE!gH;G!X|3SC4=Wx|lfRL^Y3=J{z#x;&8Xn**3Z>8Lbofn0kI z?#hJJM86D~SBz8dpBxuqp@mVeXaBhrAW}d(Q+ckBX&L0d{hKq}1RS$swFjVVNAgCd zGq}IJbzkqv{(^q8YE_7x#@g#jp3+vZqQpHSi7=P4A1`^@hlhMpyK1!7@wiMtOJ3L1!CTp8l~Tm$i?$ zToeS&SA$4mQgC%EttV)+m`S4Uifc{PtMq`5$9~mq5+sTze(a2~A*RPjiIPS`b^FLgtWP5dWL&dA-w|47k=2IMhm))NNBE*cf`Xl$PG;=k<1;<%XRoX21mPm5h!Aw=X zfS5_Qy^z}>ngd$f(&vwvgZI1ZNTS7;Y|0{UqO#VVwTBn6KoObhM+_@~;}S33%#%`7 zJD#b(Dwgd%Ei%+>G_Uuy>wZd21M+Ngn)~r({PiDoU_2lCQCK3DPDT~=cxiNJekM}@#=qJZDRD}L&mGxCOf5 zF9&ohKH>3ChJ<@%@y>oX?&Krp`CRE% z0Qgc24hiK2uAlqRxosvY2dBsH84u$2#$(F98uRvr%xOI3HKv?js3qbX$iDj>)gV8) zj}wkpw*cw~-%_^QCLt-`aHq%b6lT*r(GflEHTJ(IQ5IUTDcor+*dW6#diwv7J=ESV zEz)x3nxDlMTl*rt_`%6bujY2Z8=ehl_gYagzciV?(g>_P+nzt5^SG{8_4ly4J?^)C z?R3fdCwJ)XkMA&%$KlA6KQ|><7Kg~8;lB5lsON@YLneD7%e7Co$?H<`E%6Ptg+4~s zAfFYTBG26-GV4rI;2`Al4f$Goce7ID30oYkGM+*B1pN_)4cvD;4;0$#d$_FIo7?j6 zxG6r$P&vZzSUGAxJ(eFDwPY~NV=bve_+aT}i=*9)r9xyzo9_-Bep+9RCZ~ka@Y23& z3?ReA!f#5MrIZ1;a0X;~9CJMvTz~WYxQjsph=8W>+X*}_D$I}^5*5ub0G)BqiYNer zc|5bCSK!%Qq z{lkc1P}`>}I%=yZL$_M;m7iVyqg|)?Oiz8`14^3`CddvVliSPz?Vau!!y9|+-LOjo zF>uw*%R322rKn4Xs;tb4L-_*2-&OE#%%~PA9BFF|DFdtQCq1YAu@=^= z^}H<)-2w(>Nn7b$dpd66^vU>CZXjjjC+Q#X)5gB&&t)vQIpX=>M&KpVz7#@GeBu($ zk)P@sXy7fblz|c`j4Gln@{Dox|=A2O_Rh*3j(sr(dR@#5pR9HkUiM zbD5!&WiBhsNMq$VH@ZxwD)usa&YxwXn%<^XA{K_Xq%8v_hG-yIHR47#J(71{WX6|Y zs+PQar{{hdFSDoXo4Qh^JIUeCw~uKP1@i6a)o5)$y5(JyFNx?tKR@3qWq?vSVAvAW zST53)WiPXAh)i;(uQ_Fa#JGR^@HzklmBmVzHt!j`*RIQ2D5hh}AvZ%iL62l}*e=u7 zrm}!Z-i~&MHrM@xb;;u>(Bepo>%t&})F)c-;mb*R@5dPOtzG4@0!1{@(=0cW7t7xm zxiOGU!s(#zHOr2D07*4m1wWf~eiv?My-QMT-vrEM=6-NZ#CQ>ipZmnk+jF?DPj758 z`*3w)zjGnevum0D?EHSPzz`rRbwgWfkO$E>$GC%1ch_fyz;E7S@9?73;zgxX!{MV5 zO51$Ot?msiqV0jJr&A_hOfL@bXoRvI2dBG(|4%sw^%pbHM?$RJG6p{TrPL#;72ggX zn{&VTYRNIuh7j<-?vAc>y~EDd_@lf%g9TT(eCZ{7I7QH*ZpHhbyr)y9%2PCS>e>L>G_$u$ z>fo8FQl!Q-y9(^9N98#d^G|UBfE#>ElJ{+$+7~n|FxF1n^|IBPQnzmiCNJdghaM0} zBDI$QHGvbJcF-coKIhaoyL?kw-`tx1iua|f3jTv5_R@lLdjQ5>on7!|eZlLH}P*E^FT*Hg&>RuAAg6W<%*HSCWyU0{cQJ6GBH9bg|b+)Co6QrUXm zZM#_CSbhiY%?~$oq%lIr*w4AVuz^xhnRwn`z8tnEU{MPj*cM_q_I|456vnH(LPl_N zzV|ltDkFQ*=cKz5XtmXE&b4r_o>Sz!S9?oa2!%0m6^7UvXm5=Se23Xdn;igbqV|nxHNw%__299UiO}PXA*t1gsFZ|oPmy_(9%)VVfqqW&T5=%?w`}1(Q(u3!^G0`{B-Su^JsES7 z5u&2pjg9h38!b_{M%xG^cyP1s`i$^NoU$WrGEp7Ynj-hYcrE%)CKb_Cl@;3XGpV3^k?nPUm`&8S*ic z48jua=k(#5g!_4MJDI$}I&s_wL+>>yW{=uDkngFF-J`;r1CV5N>K_z|Lis;!_-a!u zjW52uvEwe?e$oN6ZJR_{jMY|;GfGw9#b1?yBho7OPE$TE z&7ALD?$!09S<~^HLkz(w3MDGPwCfX|^9rbP&r&-L`@gomzZEOkkK}0LjAP;_V(aZ@ zB7-C%iaEJ%u+}2$MbhS`t}r_k6%xnE2|Z&(m!Ee0W_yRN9^HX%|b;ndmqFZ)?**<&GpqXg>tKt zP_&|FzC$WP|7{&L+_@&i7Xh8%wJcd-R;6$G3#0Dh0hii zO^N>{k5L<%MndC8PZR!289?l%MuMPH%qt%UT=yI!n;K2Pf890H1^Ebmnyp@{Y%e+cJ>fJq7_LKPZS$tOGYRAJF$q7Pq|D_9sIL`R+W949rbuH1l)y)*W#&lRuOQ2{+$nd!1uMKS$nWZA}*9CarEX zy#nH4FFw=uOYVK3_o>f`b>PzE%MY0cTywOCBnLt@hGI-R7vy9 z4?i}z9!T{3;s27TuP>3iNN##1&<$bPfemoPDYVsT4WA@0RM{1-Pi1ZynfF zHI=Sw!B>6=ye(&4LV$USBk4KKdH++BB}hybf%EN3=IK}a{S&n+Y}MtvW7QFQ?H4tN z2bVb&tGV>Sf!BA_nxrLQs!_V``+Kz@qzO*f+3ZxdDcLmPUU?P|qJO2zFwd^wGEEyL zJ&ZSBKSn(d`zFoJCAvXj#f{C(@0ruZ(_X7a%ejj(dquBb%V56l zl{z2d#IyLlZ_0;Kc#s0a^KN1)@JTkdylOYy@M2sm8QBe2i(yuFsP9P5l&Do`-CPR% zZY!41BkIj7=5rn|`?)&gMc)F~I<$U{<=dUqW5C8g#;u(A9KkzuLf15R>B!pi~97o=VUw)Peimlyuyk8(_)QMFnk(xA|=4Z&V782ZUQp zv=yQyl9c<#t?|UqEfkXJyXeUOluq89uG|;~l8$ILMX~z|A6IFOV11B?PM_oHC*VD0^xoQ%Jw@Q^Jn zff%MPhl}d)%tYsg>%bb@t?A6xMb|@Isdo8s&hV?8NRFi~CxdV=TtOC7Kf;!D5|*eW zGMPE@az~;toM9J9y3XA_%qDZFBvY>DTfQo|r5xb9JF(~o0 zrRbA3myM4CVxBl=-tRgNB?7b`;?dhsp{!i869udP+pnKLX?xSLIl{1Y+z(dlrI1|y z_Lc_8_^4dRR?PvAV(nZ2Wp8pBt4cZ!eI=Yux$oDfRDJxQo)%YT7Ws~g?VqK1j6!j{ zYF-adC^Dmgf-?+_`?bNbD~5Ll&jv0X7xMRt42_S{R*R_xfZHccj$BM-FAW6<>RH?!MG0iM^ttuidQ=FkU%4! zLjKFcC*1fO)BhBfQzSrPxmND{X=XzP5EI|^!_XZ!z{&I#FF_x^{VE!CXogNdE-%u# zvlD3QGfswn_yM*5G+V&0@9xg?$$o@ir&~4flwPIAN~azMY~?D&uwJ@;YQ3IMYiVCd zX@WyScGO=g-5o{IBU_b~*B%H$<~foCcj3)npHXfOKzb;6ei+=n(;ZY?uERX*@;=`M zr^c4Sk9h(729C3idDI^rXaOHCL{qG4UYBbbG7LKuyxaHOCn4s+YqO;g_P~qwn3q4D zDmYs+A+wu^&cn|8lBOezkTt%Q`7G`N7ad*An#69see283Vs(>!^)bEmE0wNxYv*jp zLM21Z?}S)ebaZb;yz=0f6zf_38l79-uMa2SDxBs~r;$OfN9} zNO-*|f`(;lWp7_kI9p?0mX*?`ZOZ4_qM(4}o%0T|d zSjmNJ$UuBLy8O1T=mH$XwyZMRB`t+EIl1F`zWRL!q`timryVClYJlMn1ABm$B~TA% zR8kYQ<1pPeDna2l?F>bG?AK}`{a{ug)2eW!G&b+#OBQ8{>Qh2WvEk0QX+U;Gz0J!c zd(&qWFfmLNdz*bSp5W9}wx5+aLLZmz&^z@1xQS1+Jkm_&NyCcJq!t6tb*x${Ne$ykkE;9Pbn3xaDwtps<%&(Lpo zVuf!C8?`k%b#E!I7?3{Vr-stTDI2=4N%eBJ<-tzkjKfr02ZDobUd`;Q-h;9SDEw4NCEw+1b3?$g4` zOH4#iwrozHsMF3%$>Jl^i@jQAwNQdR9KuYo&yauv>WVMOZx;aiwW|0bH}XRvZfuQp zX@ORnU-XH{!nHF7_>Ym5=>iose`b8S;zpfZ5+&`M`*( zRb!zzw%{!jc95#b!3I|g+wq!X0r9M#)p^btdsapt9PH#ucQ?DeyhuOT8KQvGgvnDq zT6FRPEZrvOsDP#0MEj%cUs@bRik2VM^Km#uGh5%#;-_&T34x}My$}~nD~(_JwefNM z6bYGDh%)f{!~Uhm)vFKJXOHDKgZ9fJ){2Y+O)I3LLb4<1{nCO51$LZtIO>*!wnuVV zfee@+-&`7wC55cpn7GgQYC!VZie;7T>A9e~Vv>GiZ`LbK#Fto8>cpo$HvgI~f;sshL$ekCeQ{Z*)-{NDwtYP}R^+!FFW&%$gc|v0B9D=dpq^+Ob*DD}M28T<$5p7pCrxg0d6&G)D0n2%`C|79%$CG^N}QyF z1)xdhGBNo!BJYTVJFipa?#_d!4bgW_P$p<>D{=bh1}r zh@$Uu<);(T7knMz1KxfqJ{v_`%kACP1vu)}g>ZR#)F4G(GxyY;o^@4F%n0Ws6g8$QM zOjQ!KH8&}y`+UXsBHaFpM))Whn zr?&~_!=H?R8sajR-p(}Ehr5CXjRSWj-K>9C>8 zYPJAlTyR3(h1X`Z@%3HcP>_}T#h!lAW&2V13XPW)y6C}z*n9q+f2Y}t_SOHjfM{Yohe)i z?KoZR*D^UIc`&w7itamK134pqjzTzOtrK51x@;lBdn1<)fnZWHW;5P6=b zBh}v>^5ryYs2oF6J=Of{QKhpy_oY16##Ld7Syb2G8AWyK?4CI9xkMI2f`67Y1(Yl+ z^u^(FSkdta<$4WHn~xUPy2z-aUtF}_I*8EG%_GtrS2(dC8^6h;L*wNAG;MJ%J%xp?c}82R69CGuGfZ!%LZti;`{bE^XH< z=!BRwBR3&4)`i=?!pJ{BgEROfe)hao6&CSbPNX0e#<}&(GQ~X78e1fP)mko7>tM${ zSoHO6Edo--TtmP5ywX%uG-8Kw%}?2=6E{6p(6R|_&??e1cog(P&+zj%AjFkChX5Vd zhR+5ixXTES1n0}Cz%yIATtATx{f0gP3S|j2mI4yA8_6%uf7Djx=xAr_TKo@K@0MR# zb$}AKVii|VJAgAZ*J3$R zts2^O1!HqZu4=}WLz39q+i)m0e6HmLqobC*K}oCaaj^>pUBwp&zMf3&NW{_#V-_|GvA`&?er zxsDk#9wjp3Ul{N&kGNZpy=1T;dIu4NOyaE9>e=`fuCxnr^O!RMx3NiX>((`U#(TrD zeC229PSu6>=St{y`|wE9o25X)b&8IP>^eH?zntOfUHSKol%^hS-G47tFc7d3&JVr` znxZ8od#RRcF8q+VK4{1&35(lo$!OL7f_cRk(UtMbFq#kP;4_HLceJ;4+7E8Ehiw?T zrO9UxX0T3P0uw()b`B94ZV8si+=f&7M<(pB$!<1*)`xvFLM2<=@{b?U0(i%m{-*nY z3TK(9us7WNZMPE4s@!_jK6K#5=xVk7KhoYZD2{gB8V&?^cXxMpceg-rcXx;2?twvq zTX1&>?hxGF-QB*)bM`rVzg7Ev>pA=TGhH*))78~|U-zYJt<;vA*p+Rwf{?XqbXrf2 z!dt#Bc3TAikNi;Kf}VGbgKI#y=Rp=J>@%u;m6OOmK%)K$KwAi=3?k z(`m(LnQ|7*7`aVD$Pw_x+@*-etT$Oh(Q+cUy!I;^Fmd((DL^p!qDUBf95YyteT$B{ zvGE9KxQentmG4Fjwr8c4T`iftO%BqjKmCjW35+?rI^DZSqg-fEKM=QYt|`LtBO@k2{$Fj$>a&(<1h|IXJXguw-1&)sNWOf!L@SYerg5baM%!OwI-l9qfKT`2eE?Y zD+06ACc}92XCQmfnVXv7Oc7!J&jto@FgPus^Azy4OYzMi+ehmjHD)Def&CRadz=tN zZ#f5|KOv3K#AdOR;BD-po?SiiPDJB<*I9@9dFv`n(LIO` z3PP+$y7=>)QH%h2>n9|9Z2*U^ec!DY?UXJ$?dDb-c}W8O}q72#i0*vTuB=^}mmxyAqpg8@PW;-xAye|_Aa*8`TmhQY*|hz6r8uZH*S7UN7= z?*q4bvOfrYIt+w6Y=!=7gz0|($$t$r{jG1_$e`XV5lg=o1AxOE-(NYCqA}^dQtTQZ z3PJEUD##muKV#=&3sa|Kgw6bTG^XW$d!-^~XVib9f4kgKRC|u!)v~BtE8!s%Gq}%W zEKx6$Ej?;6p8=N6De7gzKy8J7?{^W0IX9ZdrxC{qa3oX6d(r-ePh#d#I$IK%>IhFq9E5_rWqP~m$M_UO+QhFS4Fi5>bNl$7F2y#LrwJsi_V@r1{}D=kIm4}(4s-|A{=kWqq@+%mm5zn83W z;PWyDv8|H6OJ~0>4iIJ(b;ZWjU#tk(^Xy8nbHpx3d>RdJ^noo=`v)TIe|@+Y0K11k zVFd~}wUD3-J`#a=?4NqF*>@XJ6RPLqpwp{}jgi*3C zD{Hbcq%MoFO?_bFpLba((+_nGMD<6Wh~!HQ_Rj$#?Y~zglf*9U#Fp9rH1%CHMEA6j zT;kaZx|#=`JOyl=69fDbB9>D0pLnmH4(e>t^^gJrE?>v5_f+hrciCuAu5>@guGyc9 zj5D+bygzh(L{#|gB7npLs#>4Fk~1G54AgsBOPGbS3Vzg#P6C|VnJZQl_i2f|{Xw+` z@197gHwZw`z50M9=u@o&hLsEB4{6ZJjycK`??g^RE4EUshghW|$vaP)Pn`Pl*7Nc8u77deoBGtn4f(Cvhl zA^*j*e5gLN+oUc@Q6Paw&)>GE()Z?$Q^Q?$GUMpa47GXoWS-R=LUH3leQp--N738; z%H(oR_1mOisr<=kDUgU>txm$V_3ge5C_wIdy~cArMEa*SY}Dnr<6fT*y)L2WYl=3< z^OHio;%f*HIiCtd95o*bI{`U9Fz(Lhl17rL<$+2J1;h3o#;Yz_vS6JbeyR+lCEh&9 zN+fl{sC23rajjM~`SS>}DRTsqvkxiiN{q-NCbI^(06fy3FnmXp5Q?uC;P4@CQccsf zH{A&~te3U8^AHWS9x=;aXhvs!FA=$Fl)oeV=UX*#QKmi&1O=!EU2?e$oGFnk0u0+j zB8V|!o2-wPn%OZ}4Vk?AOkTU0zM+bW;rO^^ zU3>YZM2!E@;9NX@4qJN=BCn`O?b1?PSgJORa=WviZ84FmKkVd@(p#c^&`AAMri>J5 zIb-&F?n^^1>!gLqAFu%Sg+CVC(4I!pK(Wkew#P<(g}-b(_|wd!*|anzf#M(Z0Yx;S z{6?jg?B2-t+@28F86Y>H1Z9?sh{?kyr}qS=i%!t9%Vr>?5)i340&0v@V9sKP&r^@8 z-wV4^YYNN%@G9%_=6VJU5o&K=Z+d~;qJBm_&W0jp=0mag{!^@zokXTL%nzfUBDI}2 zv3hDv=ghZb;gpu6-v!CEj^1BzyYO%OfRZMoAOngEk-z+*L6YL`yV#0s;>c04y#Ydz zcXoQlSI0_mt&2P|gf}twsaQi)Hai}+QoK2>q04n{r$LPg#7p(K+JoEJFDBL}gNFe& z)=h6$M!4_E!(qWQ3nt8;d9H*7cV0qxsv|z%$KrGEN#PRai}}Xh4wDo`f2qE#5$8rH zjPC7bJT)FbIVo#GjLGUIE_&E`O2hTXLmi-4fvo5GTORt~`0`h4sDN@Vm&egyo4ypp zGNG)hw#0~}?$e5;vsGyLlj)RH&U}`zg33Nx_Rvj=(+BMFMVpFrw>Nrto1b7sk<#zge^q3S{Tvl6qrUQZ0y9}-!nZ=n}} zlU^{~6dTfN<3WVh;*U>2H6l#lly(XNZ@E#UF`1K4`49d!=|6trUB2bz{Dq8`?Kx0x zOr7RSqTC27WvBRONdDw%YalTd=iP}rA!#}~c1@oH6%=m3LBw>F`Ugbx}=c5(-h46F#4_XN#=8wAt{o8(E zaM*y)16{*2p-hVw_yGm_)c9IsTg3~Ul<1QBy2Yql1gFR;bi1H{FlsU%aB1eZe@~Kd zUa5PvYXat^FW(CeCB0hR%Xsl_t;PB7X|vx>}{-?^XcGf zkH0Ajx|(P(^3l&ib!ZaV)(9^I#%wyaYulIvLZ8;*_(fBSk;$K@CKoZPZ?8s5XNJ(Y zuM_;nTt4r@rl_ZUm3{ zN|mCp^m-|HgI%97%F(^)*BFg08TEX@0q?Wu8>~%&Rw1hUCKc&)(MAyeEWmG{gX8Z4 zSKnH{$VBXeX#|RcVUjU`L*|ey+&KU$(nu?>Ah@vhIyees!~)7b>B#~|<|LaorsCk9 zIEwK>BAz4V`Ub(aE2Q` zFZ02f4?_2R-{y#ce#JM~a6^n@y`LUT(?u(})$sNi=Ug-lBqH^n^2^DWhx$qJKKGf6 zLd0D|wD3qb^=yHz)aqXuLePr)lm2AB|K4ea#lm9V&w*T#ad6mbo)?Ft)(W$9OJhSO znGJ^-tol!eh<~w;zhPC2tjM4KbOXKjJE!#ek+8T9iHRTG4u5|?Z_dYLw{gMicpA|B z+G%7uMkQUkyro_$J}P@S#+oiQaLiAS>YP|vCiACeOZ10ug}0Y9n#V-7v{%nbv(OCH z%&(#8S`dJQJM=y=*9kz&8y*TbeVzK$=jAv|I`+(eGg}FSF`hGL5rP;;io=wk+W+dN z^P6Iq&^B{Ck>>^=#6sWsWoQbUv~LNEVppPCyDWJ;qZj=slgF^kuc^t`wV{jSJB#7m zwB{%fR2W5x%a_ftA@iDC)Qo^u)2Rj~dEF3RT0Yy(ivyf^(K`*P7Gs||_g@F|5}I~0fz6_cOj&j3O{ zsP6>dZdvcT+&}r=&562vwRWZQn4-{2}i zL>3|Bon5w#4MRAsfSA!#;qHR5={-DMKcw|h)p$M~vJ&P@RKlz_(-g%|@{+PJ>^Slu z*EXfll#e5HQ*FWjb@KPGe~{t?1qR)D9A6sqSto5o{-E~2Ohr{Bw1J|7NfbclQXC5} zbkwZDxNNDJqVXJjUN~W$@P?X06n2 z+q_|^K*pU*PC`kN*sdk}w&p63XuOP}w6CTAY*7B6EAQ`o6JkLAgzR~}>uv%RYv90N z$Pob2{%Wu=rP6C_I}QJC2j(7Z!05H!pu0z>@#pzpmu0F_5jHS7I`>J=9xl`z z94ckzp^@s=bdzq>3DT77g6(X}b3*sV_F@GnwU5R}8rz9@to8TlKYE?<$kC9!q#|A-wK8Y{3hK-3lUXZ2tL9HO2Wqp+^_D>ypFq`T&jUG#J!U!k`H z1o;$pdfkXjMaSOV)M~rjZ@AXdB<#OJpL6El866k@|1xgRm`_k6GAa|+$?ToL3t<7b zGMo5MqMVts3+AaXfnQGH)@I#VG6Z^4JqM?@gC&ags&g1NkJCKFi+i}V_w9lw7K7C+ z2BXP;63)l)q8`R6589TBvMm>i=)=F=X3p+ruE-h1^+hv{^bwq9)4m2Qr;5TsC5m1GyFgaj){yr*bMVFf1P))7Il*DqqLN%=bF-^~E-So+vMk4fZ z4Z!S60l7FX8~EBroo!;eKF-m`-Nv%;V%@jak#W?MX~<*6HS97pK<8C|WV{U_Y;!vh zV}03F(M?3BkW~{F5uc7cHPu$RNckf@A6KIO;1D1jdK|87FQOB|3HMU03XuuNLf{eMj}>ILvD48F}4N z-a4Wzx$}YSVAp=`(IV0Ajd3l{i`QU z`nMVk@=H{F(>&WUvQvGkF|+kRX3(GGy(ecHTZtkk392DlR&LGY+0PAQHm*shIIQu?;;)*G z0$SY<#=lwy6yIEykrLsyab48to#?(ykro1bUrX!i}499J)=MAA|0qU zW^Q{We{aqT;0b4U$uKbh7uZpJ0FQ8m zX>J992oN12;dnIYF5z0LHPK+`Gua1yx|wGWR4_a~vSnziU!Mkfs4B_!p!d-;r#C#M+8qpwn81d0eB#R1fPrTN zVl#L(OX@37o8*5NeE!2ahhRV)*qLxS5|2zx#7wtGX}%q!gE-{0gGF-vNQ91MXMJha zqO9W_ECzn6X92fpAXCrKal4U(?F99?=fL4RtTk|t)9Z7M)C%UO@ptx_r#ZQClrT6H z9)XWE59(6>J;-OIF~pWR{OiH%Kia|2ckPAA^o{OfpG+jyq}xIe?tNF*XFC6WMj zNJM9ZiWk;CZulSOyzhW=FLx*BD~p@lm#xPdTe!F6R znf1AZu}}J5IH*6h;?&_w^PRU@U<%1~V%VVd)nGGK-oA@d z1tmuOsd9RYbdapw4ME%T7D<%JMKVQ_%Vx0}1Q_vU0&Dux-Vf)_<_pGu<|sgj0z8R+ z^kqmIjq@Y#S|DLCeo`i3bx%Z+7slAnc95h8EuD!A7v=d<{51?gi#<^(>OD0O3=@(r zm#({3Zi!-DdhgY>M-D-@X%-yJJdVdv!~D|8i;8I}=1cO|z)YcUN@TYYu#pZd>~^bZ zUz?7ET%A~`XlY}nJ?fKLoUt_k$`IuYz4WFxBZ1pSSE^bG1;R`6*ViEdnG*#TyVUz^ zfkHx7C`i}9x3Zh4qQWf@LeEpIGRPnX0BlUP*-x763@Gpm8!^zs&ubkI`Ev;lErTE+ zpaKf-71|2P75J4g56qiZEE%6y6Abj6(MSV&`5OZ?XHO=!gPuy7KNA@B%CbF%*=GUu?7XcjAkz6UwoV7X{>%yd17X_jq#Df zQ88o*MpsDJ)KEnt>kXk0&dTsp^VqDy+tt!2yFYtS>iQs|>&~~xpU<3fQ$Mgli07y5 zMer78*+~?xzr94h3gc@8ZtoeuU0dYYDlt+zxzsl7O2m}fWkINQ3HvtM=+Ibg>TEgo zh{sbE&LP*<+k^z5cC}ag6}%REKktlk93SJ~e*|#p&>6lh27#!A8IF?+h|&P4x`b}eXE4wB)Q`ZM<6TK9%}kcwLG=3?9wbX)wFy%v z=2rj!kemV_H`)J`p*k@#kvE&C_EVQvGJFh(Y=-A*5mI8Hr$=USc5;f0Pm_J*0_-F} z2x^)SOkyM}_mrC!#3V0bNfbr#v6Kv%id3&UL|*oba?wqPy-vqTB#1e8hVM8K6ol+q z4)oweTUOyX;Am%N-wsE+d%1Y^JtpJVK=O@5ynfW*ubS);{3rWA3knEIO%ec(+p=z#sg9vd0S>**1pp{7o_ zA-oZybDSjHU;JUb>IpB1y49l$*E(>apsyO6GK6;w%_J4l2tz3%!c3Ii8WJSuz|_Pm zzRNt_2IC-AmM}~bONJZff-!YMjlpi=7U?Bwm^lc(O8K1?8 z#ni+^g`#*=aiX}+d~zyOKI0GwJF8WqEGAQBSwJOQHR0IE%uJ?xA1jwTUhL$btJ2S& zR+$l@jA%;)N`L3G`Y;p8yZ+oIt9gThu6nRThb9muPG)*Og--}2y={d}nN^tMN^&Qd zAx-Fji&|GEIp)Tf3~?b=uC|(Jz8u0Vl=}Rid3+_Xb|frzr*H?+^)~~7ij8J|osMQS{lBD5{HaHw%7&`*mJWhjadO3x171Mgavf2EHj-R8%xQN#Gqk5QB?a=X&41wI_+S zPoT}jiOn2rCThSjNYPo;B4dJZ57nICLx}EV*__eiqGm5r8X+mEondJM9-DoaUcWWO zB~W0V#S-5h6`Qn#j&6gBCt1AHsuF^bfItbW`5_sLhki0bPF`qa$z7~LKQcU=dwOc~ z^Gnr_R~)tyMOX}9abCCcO}@g~$IxVO{@*RWD+oBhy9ixRmP3YrW6QZHY-P{VB)6BB zCoAmzfWeP~lwQRmf&;~*Gr@K%5Y2exe)BpIiJD5+kIbKo8_mL3IVH7TdLN@mS5#bdsCRd}WREXi4+7 z>0Sk^Ilx}AFRrlkBWKCq`4xOuorX)2@J%gJUn%o;pDGkK1#j;V$}&>H<|tMHT|PWU z0|^d#UJ;L2$ax7m-qHAY2MX!?N|QBh{pz<@ADUfVaVBfO{W0v3(b4?dXqSXvJzSsJIeTpKvU(FD5kRNu#T2Y$bwmx5 z+<@GfY&^Wg40c385X$1=A!OzAm1Ylwkg{ zbo2dc<;Xe_NNKr>Yk6dv{5{mpP`llf!+VxEqo{x@cz)MJdixccA}Hy5qyLi79wS2MopM08!O?sojKxW&_3%bq>5Rn%E+M1jnM61?j-l5<;%@d^EU)o znPaN-KAXyAQml{nwWURJBcMMZ?V?6+_c^+1x(7(lnUkwipjOXJt5Bz`q}$y^!Pm{$ z>nPF^0F+}~2xwWb!y7LN`wXL{vY0f8R;ltauUIsu$u;w`1T(*pDpTlx_Pj4m(d_t7 z-ze~Zo2;OrkLFPR_cdpTWOGqe+!eP}dqJcoZ*aLw6!;_rMz@kwQ=frRmJ%2ih&Mr? z;JnT^t}*^bu*Bn$SCsUsv}B7{Df3r$M+6mM{Hr8Q6d{u)h68meBoqd%i>^D^1Ev}r zNT;m=N@G=Dz!FJbD0PU;2&3>{uT9G^wClsIH;Tt+R|B>Ao$a3DES|UvynLnLet+PWGngt@)X$BZgh- zIa~1L7z@7B6#bQ*db0}wLkke=YL4Xm86-X|w=OzjlG^1^jwUHf)k5$K6qr7-W>hw< z5Foi5BPoM@qBz>66g{l_4y7QDUazJkZqt1ESOyHGrarWH4J+@56afO~9gIq15I%M+ z;ynD$=Z{sMpe-qNh-*)(b!o;BaP<-Cv5d)+3ha_`RjR?Ab<%y1}*jp?m%K= zzqikJ&enTqlsqmMYL}FgWyAB$qmVd5YxBrSOGl8fX|3TFX;zor<%7qP%zNB1=o8S6cK~$V9+-;%RP_TRux0UHOe? zQFu4rD;M>9lp%O)8oks(mTW$1@${jba8YnJf2wduKS0hebok^GdTPNnW0rKsu$-pZ z=onR!^cdjiGS#t_#Y*V`Z*G#>VOxYf;+|`+f%a^TgSVLb$T%T*$~;f`xS!iLIIBX4G#*u?tzE`@%6>FTK<3y53@qXuHxF6pP2N z&`?`fVmU)G+of+mGBy^T!Kg>(@NruQ?s7b92?Rl+!{f{ZCXahsmV zYAf}7^8&Je@Jvrn%OzU5e-1=h?(k+@Fow($$dWw69z-}>QRxkZ|Jh-q`m4qHsor;x zVY${wnf!@AWt{tx&JVBzElY9a3je`~*dC@c_#y`Y@KCDdSjpcF@-yHoT)i?TTWu`7GL-T@0NOGGn0 zG@If+oLm`Gu68@dt=wSQOcx{+P;X*}l(pERC*0n$9dC3gir1=XFB_dF0k1aw{swsj z47z7altry(TFG6{SGU@KoT%Gw1_p&$T>N;;gLu=`WwfJZrCd7EPi4S26{xWCrgc^@ z)B{mi@z5LeT1kItQ60QjK5AvO+|Sv{SSWTRnp*Q9{+ZKh45xsC5&Q& zH=*{4Kx8j0>em%&u?6o&+ZJ}uW}tf4yvwq^T*TC~ybrKUEd{e)I9>EayVwwQ*Yh zS>2x_1cqLxIcH3d6AV2{rdy(tEI4p^i}Tl7I)Irl{8bm?(lnNhChMxMY2bw!Yn7 zBkgg}4QKi@7yf8S8qo6TTMLL^^CO_8&rKe0A8*STB9~UqN`#z`vk;t9hwCPmbug`^ zm|~JMqORl{e5VCIlDwxORBVJ2Ylsici8xs<8yGK1ZWNGI#3 z(P5+`W{(xsJpq#4IWmSv+YMNA0aSp9Y}0K>?v{GC7|g9tbHmiT&7d-h^oG|?xwG8# z4avh(A;~GqVwTk8vn2u-1e@S%YlM58Bv58lhJbkfacL+_N=qY@Q)CV5`|t8!TBE8{ z9P#oJW@@Hv#ASjd&4z<64-v|))2bsMMzwp&?^5-%7>+3vn#m)%?#?3Bfn+0?dl-+55`yv$Q#h@pH+mzI) ziXD5F?#>pEn%iAf#_0%D%6yk^pI&wd*T}&hN~CCi#kF=#*g|@?^MRCd5+rzDbbh{F zwzfynks6FWn}AJt((x1E?`FLI9ctgHEB!@}c{*t*I@NMCD1&aqx-6pW;2fHmg!ML~ zWxOx-V7^SdSON)P=(rbxsSiw|Jr@#Wg=T?b>bxbSN%z*Zn|Zj5qE|tL*EfTNl^7(> zrUzu+Z{E9JejY_ow;h`d&%b*Le$Fq3zv|3B&HHbwyX4#~Rp~R!Y?woIHLvYdBM{ zSF4Q4LptzSWimiJl7a&fyg+We9-vr7Gm7Qb;1k8!7!Z7Rw*amedH-9(`PrZPmx8rtTr!xo~Ha^huakqAaCybI*!(Ok|- zf?riSlQwcEmRs_mYus%31ZRt?q4&@Ey;Z!tXp#b+(mcB;VZs&8cctD_t|LCBGd%u! z1aJ_c&1aB*3IWp^iX~0wrb`u7`6(P0t<0r+}u_=O5Oac{gCOu}diZ zZFX7$sfC1CWRQ!|1uiG>IxPC24nVs1Z6XBg>H2u%u1Sn&{bl9M=~sey5_iIBgR(t) zVm}t&7>CDPFEYnJ!q_YL%;j^HA!UZt@c!O+V+4*Bg-mDO3(BHbV!u=?4;82S!#9LN z0ZaBvG)_YJh)ki@?VL(F#~Z$u4XbC67$rql56!JWBMvO=)XBVkp5WUPwb$*`@E*z# zjVcJ;He>r^s3tN50#JMfeY8+q?x(~Pu)LA4DDake4WRRW&~3WP+?|Yox_)GhW|V3s zifJ;o&IXd7nLCX@FAwh!yxpwcR80l13_vk2l-c^t;_o_&8rk)c4Ms;VYINgr+8wIH zw-7m@%JHLWsBV^P5r!=zRY66UeWy-u1@b38xuz{i84;_xGZ<54`0(#|1G&W|bqrZJS5F5rwO9*#`|K0w^Q`L6Q4&7Ylm5QPre3$X(zEFo>I`I-Yqi`B zo8G*dX_YifFCtb=^XfonZ-oKsw?S&Nx*H$teYp^^ssea16Z|2+boZ-na?J-Z#N6Ct z-!h7DvijAd@mP}o^|zsMzMuH7zbv-o-&^cv$7T!Rc?cZ$??+*jFn8>H@LgK24RV)|Kw&QlGt`vGrstC!{SI-s8{reMiiy-cN+sG`1U82ywU1C2bwYXwXAu&I!OiDnQKP{5}z>@#rm=Jv?9hey8t; zul`xCh=_?%r#`KstTJ)3_+#PXL+0Zko8Y0I1Enx06hhAbWDP0eXzt+y@;(CvLG$a+8_G2NC+85)W|7p)kJAa>{23rgb&Zsj~R+E4E&~*V**!3neOr@92p-^ zapochSC<3(M*IwM)7%meRp_)z&xzu<2hE`<=YOM%9ktf#219QDJE!v?6I}-B77Ud9 zw(8^Fo0#Qc)A`^94awiJGN@0dN>BHh8&y+yo-=V&V>>(jIx(Kz5WQ1>Lyv_r?eSuz zU;O@*I~!#}^pRPA3lCVnk&;hKqVZPP(vi^LktpP!R2TGrB_?LY%@i{7`?doNisclY zvp=@F-si-gj{UNMUbu#L$b`PU18FR<>wQm=Ix6Cughr)~=;Tc(rY24ASAnN@Z#lK0 z3hKu&ngRl#3v50_!s2NrygQqV;mj(O)M3%Q5&3$b)M`yG1$PUy{b zP0K~ZtmtV-gU{oWOwXZMyzzGbW$r6sSIQ3gl;B4%sY~cZgR_y1$aS0C+@E+LG9X6C zbrope&FYbd>-2Iam8ZUS`jbVc9QJ0tP#zpJiJVEZrK&5jB!WK-pRR1?;=CSnNkQ@W zmB4hM4qtO`!m=+&bb4hG(f_CO_sbk?jMu6;6bouW(syR)NLFPDiNGkKK~PbI`@H=7LM3Qhf;&{C0Y@QyFv&5%5UeDv^)JMLfm zql`ry663$gK7xe+Tr?9TUV;SefV?bSpNwbxnuou^Uq- z(%L&Y*c29t#daLyK5fLA$t41d7{xFCKAik)o+wHCGkrWje!?#F^c-3hR=H^+;w@Dh zpu#y~PQSaW=7RuVwk zFoqt=ZgamtKWXcF-XldOGus`Wn8<6pXpb56i<~_;=^r&N{i*V3o=uT z&={b`?J`6J{cN{qRikG!_+<{!dQtYfAE{Mkmz@h*1UB-5t~a@^)9@$hI=eRs$FgU0 zc7Fss6UU)9!B*ODebG#s7Vk%jesm163l%G1lp?P`U#?IoMZJV)D@p>w5l~p6iVy{u zA_)90^(bI631OXx;JTRaY_ao+n!dF|L$7zK*Hb4FV7faW@MOoe*} z0E+_KK#oJZO~*T57&=o-G_)bS8(50QWiqqbGP^aN+5`{{Z$td{yzgseZMJDE0zcj& zbOI0!5?{OCPV6my1$547oIdbV<{GB(7k55;m9A#~`q`S%2iNg^hksw zxc~Ke__O;|*W1kwo6#cClL$h1FR-;mwIDPXGPE$N0ak@Soi8;;g(_w}3;S)-;o=}h z5HpV|;z{I`9hhW0I1+6>@PqCf*;Mv52&GoyixR2dcP_=5tLDmp@t45%*)lK3nQQ)c zMh(?d7)yeL`X~PW{qMXvBWS3cO->UPD0Pm^5JDycctI@#Q2RN?fE~UAsxj4j z9kW*odwC~-LMchGik_;9sv#+7Isp}!rkO&>u&SYRi?VV@ADxOwte1Y#mc z>9$-jVLuY6Ml8Ouj&QVCMN<|#Z0$Sv1?sfmogCIuwg^Z&6OK!QTpTaiH6CufRuyi> z6!5f9&dI1*x$Gw@p7C`Gc0z+3AQZ1Gf%Me9%40`V)Lg+Mm(ni=qTk+y46)DnjeCN$ zxS;7+f_A>BWy*Qqn_iEy=e>d=(DC+y9e$dd5W$;r+~4RHe?pu3?y#q9eyfNkk=bvc zs*^c+C9VMeZ3_suTrE-~W|D0Ps*zxQhUZE8_C3EBfbS#BagUNrE$A*lWv0R&tqnV% zVOH8^Fgd=HlHq?P;Xw%sckJFWNLXSWVuovjsjCjQi0tKnJeFr`AkXeu(&X?1J*V_2A=b2~EO z_PjhU_}1s(Y{%HIbDb)H+*}hRaMfjpT{&1YY2wVUWz!lORJcj}#_ZgJ+ito5IR@XE z-*z(LWUHq6C=^=o$n@LjFuOJ+rZM`tzKYI{@2??p7T`g8c;Ygg!X8KTDExLS(wbR8qm zRv^uS`+mX39_pLsJ;xf%{xwl5cQ11Q;QVkVM(Y`wYc2FXRuL}o1QFf^Ol=6tC&!vEsnd9l<48)##Pu1}0&`Y0mKk*3W&=#`4L{e%pv4 zX|jzrYu(n%%p=?HHY=44(OH_-redb$K_hxinl!UzP&!Ib2JbvRyIB6?J473T7%D*! zuBD%|1(&oUbazhoPhNX{*7puDuYH!{IS)7rmm7@rH!>%9dxP_Ooz{N081r_+-1H5M zuk`nvlLtMkSmuv3Z_TFT)6ff2|BW~}?A&ff zIcMl>44d0HJspcr+4eZe$Hl#UAb5Z7`(D9os=8J!`z(pB1#sfH@-@%fKBwI6?d`$T z<AlrGDc*iq-abqxmSKJS^k2Yl{elKT=eb^Ni`#YZV#lTZkqAD7gj3;|V)~QWxdV5^yn2n2&^{u_KqH3-!oBwJF`Tf~*dy3={q_HLwRu?!@TI}z4 zmXdKPMNJy%B}ilbC4Jf&kdH$L;RNOJ4@SP)$((s2jV}JLp3h&ij5*Ipzntayx_S`( z_+?!6#4k2((nhxodEsyzAFsN z4KrF)o<6D@=OE8vgr=$z8lnoZhP?(U=sa4&78uvHQ_#tqoE88FGWX@rd@`f8B?WW< zMX>=YYROA@G*`n3Cyp@ik`kskCq;rn{kIpx<;EmM&HM=~#G&p&VK|W~s?h%K#7A(a zw7%0|$}89tw#Lx(5wbxGp9F|qx5J$nI6i5jK4eJ2>pnzkAuGu{p$RwGXJYEoS<)(1 zA!=<9#=Yyz8YAQVc^5}~{gHVuVFoaO<LZ@7(MI$k~)yAW}pxin6)rh=@gv)sU1xVuJ61$*jIshZ+dW=@Z-fmItLLGKF+aOCR9R|CR#p`zCiQTf*8|O8c!FYVt;<3@; zE;f$2h<3HI@h&Q7)S$LpEa*2b?dHm)0Lce{!$OmUQzi*#>q$bCdyJ zj#JmYka7wYZ23!3Cn?#o;OmS1VGQR+zUf9K!Z_{Oa$_Ws;&$s>!_ftB!bfi>IX-04n9iOPjw*SXCm}GO!av)!amrHKjB8mf_ky|j! z$*<&?aYc&*&W(!PQhQ&b42E)(*+OUU)}8r`;76;l6+a!s_M3N|ueCPhf?pig1TQ5< zB6jR@Ds_1lwM6`IGu&*or;`tguOVjYP!L%vMY!%fV(fRbV_%(Vu7kSo?klKa9nHLukzbQWYB)RefHoq>-a1*^Br9(sLKPVvUldg%_sZ^BRro; zlkq2biD~B)jQBfUoPMOVRWj55(Wp5+@i~w~li*kAbc8;mi#6b$T4lwgd958QD3)iV znLXBy25J~d#0c^E`ZIQ_cO4IKo01>T(MDoSOTDLiFvxhU4>X}r*l*}S4X1!)j#C&2 z{m%>d--wM46iq+I+!H%PD#b1WxSGiOa)fDBELGc*QQn-^ z;gdNUOpS2E^i>n>gH_1N6h*k`AQAi|w~$d;KTWpJq#fxVR`fO%zLg`rLiG-wdOQ~{ zAu}_E!Ow_D8?h?oDB!Z(HbsLr7LFHUTiGo4uBd;* zeL&6LuFoJ-uNw}8nZ|pr-~;3js9TYOH|pO1vu1p_$OvZ_kbf#3Zp|P(Ah2SdSQ&SQvM?Vc`Px^U$;o7j9P*_-V zqpOnC&950w7Ja8CmL+1yP(o3!`8RhN0c|ylc+CE)#3%u=ZE5L&8^dzqK*RN$h7M7M zhUgA0x!IHEXFP{Z!ZJ3EOy;qfm-5sIm zHk)XU^U*xr1{slN!=1VdIIcyL8Id${Q-{g$uk|o7cDQS8<3&*__A4XwFOZ$B9Q#3yZWo>%BNN!ADyH`c}Mv zm$(6pr|*b|3k*4IzM62?Fy~&(b2u7puU9EW3yY8XILG@M*Uf!uKM|N7W@hlr8QO;8v{~ z*SfFJKfHQBCp3~2iRrqwWD6Gyos$IJ-S}*IN0?w}( zHKKRv{wvYkIi=9+eHg)hb;#*8Z4&jL+BAwO&VFS7$B^jbrNOVrP??GPxwocrvN5Cb z`(%Ew0&%72ywK&cf(^7dH964F#j9S-QbB#Vx-!Bts~3G=n8Opg3lrn@>ad`uEL37yn5BsD;3L>?dTD>+J2-T{!o$CAsY!;nKwgm(|i>_ zA(2y9)!(I?5xx-tRRx-O@ri!nJ_!(T{?>ELeDA;YSAh5lS<3|pJBxm>{&F4_O4WDp zFY*nQ^PZYz*=IQWQUC9pRpV{!H*}P3f9GH$P=3J0(ve-RQAhr*h(aJ&RvIfb#1}eV z9ZTH*`E{!Q<=1@@Mj~W`T?GYHz9l#n-yr@)^)y~de$4C&gPS#ShZ`5`)7xfB_RFd>Oa5Dm z0hs|ogGnvJAlagA%)Q_PedH5v>>ZR|Q$-HGgai(`^DX!MgEAz*F#Ejx{4W3?pY)qE zj9q!)w2iRi~((6fc ztGL))^tM2>b26h%*w9g%YIVa*7d`v<@;nKQ0=<<%f}@iwLRr_hZ?WU6 z6AzUGz?is2${w7Aem{1BGG zJaS6g6{xbny^U@2ivub4v`v)cBQik#r2Ue|pN^R3PH{Kq<*D{+ErenMDs4KZgvrkb zNsmg48!C2qw_%SH0H_{N@f~^C_ty(Ge@ud7lZ(6TT{npWv_S}0&ZOl@_#aeGa9qj70l>)Pq1xF!$)Ctp1;c1G4>-QOsEpg zbR;M(?cF&d09Vi3NuXS-CYyE2XVgI@M_#L^{!oXggTf(RmksG>>VtuJ1A~o5C;Ho2 zf8ogMs|J&y-OPry``B_#XIg-2b@>QDv@8`&2H%9Sv#2`bU4I_1I$Xg@=_-6bjVfV? zz(GXfWa$a*V`rf?#Y`7{`bJ(k(y%mET(wqKH@~cwO~`z_CtG%`rL}SWqqQ|OCPZ{| zu6zxbn&Wm;iMS!UB`lrSCj9-&S6Qs`J18tMetDJIlp~)CJp@>x-Fju7O8qGTYjDS+ z4j#msz_e=rXNKE+8#B!T%hv%$>Qii_xTVzue*Ce8_O{nKP`#=@hcjP&Ndbzt*&uj_MdoJ|5#^sCS~Hs9`8Xn$P0 zSY@JuDxP_;(x&Z_BjJN+*i@F>n*-jRpr2FkVjF!NC(6I1R8mFdE;9m@^MzZ#pBK)p z;#+hy@|F~53Z?+?^Tq4i9&b3P44EtPXKfZ`DwRA^I-DJqmwg^)dZsj5(5_(RMmygC zZ;n@lJzqNsVQ6CQMbj_&uT4DD&)R%bI_2%M7WuCf=qsGR&3(7V!=X1Z5m`mL5j^TV*6oB`mL zPUmjcxMIAsf>VreY@&e~@s!`k(<=`OFQ6X>-Aa*tVCPhfB9QB8- zK#?*fX+4`;0;fF2@2*-q(p0Rti47lVoV2#=^E}JHd{iSlR;SJe{wN71R}A6YC}S#x zku@@|DpUfVF0eERL@8d*xqp*%whYz=^B9@*s7AF*zDvacw#&JTyu274gpHjo_$YsTgP@xph z5x~>84@po)DcPp*wC8Kl_-#n1`GIc1?JdyGsY_2G_fKrR1vwjx8!)dsOCLGKTS?4? zeMEX|+H|B!M!)M zmg?RJ{%vh~MZeJE%S z-GsE8pi_^8D8BY|?(?E7I}bww2QZeGhmqI}nmN?e^HLkXjibpMYONaeTB*~-mP^M_ z&ZgCXNPRrRC^OY_IsWGE(9cr+U_L;1fVhD<8|QcZVNM4t3EgPh6$W+Ox|?zeHpdi- ziSXDg$oM>+cA#pNfAEocAk;=*Zu7_ik|3C!6vZr4P4=`7>Hq%Vl)xSZ~s&Nj0 zMrQNc?;W|z?z&1?%BpqU`a(aYLu+lE#RWnc_!@khw9oVxf$QWBmrhu-z!fuQ`&QdY z?CR)<^F3(^HWh+FY6n(}Q9Y@>OAftb_ihOTl9y3|(3;c{+lqDnX;wZ8$XP!e4JH1P z>Wur=6Wj)_zd+*vRt4Tkn<@44+UuQ7nrz2|IpYfF4MGbF-i_u}>y?G_FJ_dHM3*%; zi$G(q(HcsKa0Rc2a9Wq z={%noEbZOC3QCuuE!l#kv+{97kC!EQ&p37UJ!Dsq^&!sz5VU1Q-ofA zdC^k%;l+dD_u7wEiI&?VQ`8xUy~&W1Fgfr$Tj9&n9N|uoE%F*oI-lqWhd@-sVUXrL z@rS_{bl0BwHkYUbkM}qjsH@s{&4~7Yt~H@sw*dz!t?4vb;HI8%^We2eXfq{W&Tdqs z_0Wb#mY-s9aN()f<2!fkw74RlHFBXF>Qm%N2Fhpam3Hki`_o-}CV8XP5o6-RDPBDf z>E33egRd)K4DdrbvuxGOsW7LAZy0M;rzg60MXwoUZ&Z)WEk50=}C8h~r0(dw4u;V>Uw{W#wd`j`?aWIKq&Q8peK)w3U`re(OQ%3|e|)IT3p&=2a1ojhp-3nl3E z1fo`6ov=&t^uVgbYR0|RYY$+uXl_Y!$W1eAmK!S!J0Rl&UTepAv6=?W_&? z&qI|^VgaMr79{?DQ(8cWWg})yx#&xr4)MjO^l?PDYh6bhbP z&63%)sqh=O3Y$X8tD+kn<-Wud>0o4%PzLC6FvXYQCh>K>!BmEfy-KKR&Jthx2SxM= zV9ySb%=_1+e7SYKW^%Z~qv=~b7om4HKaP*`%U zSMM2AY%xq*4kQ7bA>V>7gkTMY%iuMonH=<>BFMtE^+fUe#pwV}X5-^AsFVb5^ z=j{1+E(aM;T=c#e)wI>8qyVsvdw9xG4JF6ohpJLnEdSedp0d2%T zkfx2`P*6|{-6{Q{fT29nkCTV)sbAXqT~3!8rq7bCN{01+ZchJ5BGnAsyW<%R1EqGq z2Rtk+P(Q7ee+3MbYkw$WHuN-uz5G4K8~MYGOC)qqd-d&ZfR$$(T9eag9aeJcaqDv< z*|!lW#T#fOr$-oCEQG&utyV z0q)MHi*fj@BI1;Eno?&$fu^8zw&SkGw#ahHmL1PXVPHx7c{B5}v@9vF%`UJ?q&q_& z6$ORa(}(oCBF4Yz$)|!uYagSp2|p1>YvOosZLz{XK)H> zN2xbl9AGi$ke!6Q)6RMLkB25jt-8uz1f83D|Igfv@O4W@K8eE;+N$-Te{!6i`I0yt z`xU=cj`5>3Juo!%7zQx8&}r((?Zln+asOi>qZSsNWFmN&(^}5Y9r}%}=ZU{@KDxC;3E$A%oktC@U*lBC<*T$g^m{pLX%uKSW9heaR8aK1a! z&2K6!4C%Z;^6auFNRhp3#1?EYH~rR4+>o5dk$pwb%n%8DWml=U@)JC8a|P)T8Uw6i z{J!E{`|j=KF=QIGm1MRl7A)d=hRF)70{Z)s4Tgtd|Ev354e~D2?)b^ZMrk9}+@6PhwWrn&0cclW&F^Rke|y2)3>li=s` zk`P)2?Y+Pj(G(5gh3`~7d<7q#x4Anrc!u8~B|LUKTGwT6Rq4HhnYkfrk${*5<`E+9 z%#bXMdQP_MKDpHzN9-y-n33lfgu|!swl71Bokl;N&%)RK0NZ+_!O72GyppehLAE~YDybdZo7Po|YC zsO+LeUWc_EKWH1DjLiC-pV4Le_D1p}?l0CuZ<8|CK`gv5(=g5#_vspcK%-1Snu&qO z^L3ibH;TZhTm2?<5UR!(D7HY9E(kr_g2^kmDQ>hnkpUUc6qdCOYRgr@o@K6o`(2R|fn+@*Eqs;@d&JG@LG>4ghnc zwGeQm?&p(-fU&n~da3lcHs3~iZrAqRj&0iqvP;vykgh)p_j^vxt;r=WpK_SB=8<@< zxIaa<5=?bGVRLO}J8S0co5Q_@PvvG04U8_)=Oj zp>h1n%7^;8>W|0$^Y4v9%^uvh0ZXa2pP69A22WK^;afppmX+zl{oOBgLte(doyJyqp&! zLCd0N$ZutjTlo1d`m^XIKdd&x!8&QaaA7c=CEZ6Q*8Hz&#);{A@=+uv;Xy%1WtKyl z-BBtgZQsz#c#3E*Bf#sOFREWcb&FMY!v{ZhqX$r6fG-zNxC-E2))|f! zADxbl&jh=}3T7z#yYY~99gdtktI6f+K)ljrld<#*x1CJT3HL%38+qaugEBT!z&R~I zj=TOc?FyBE)u4OHnraJL%fg4FLqz~dz`}IQ;B{fa&tTu`=455zs)Q0Wlrz~i&Kw{i#;G0*E6T6;j~$qUdCaMf`^JS0 zRmGticDe@lL>f^sq{8$C#x+$f*U2ue-aYj0&rxadNAU^>y|oXKBCk23FKZXm(tSOf z?^#g6insa}0#)%AIAxztwNA%OMwURop>AE(&Z7*pnmj-M$`zjWt4n38o&jax3zRe1 zzx8>_@O&ZmveiOkuF<=1>#k_qMd_}j_7}+>mogvRV+P=Cx=3FP$fLGhLVOq}ljx{? zpxhae4W%ailu8m=WmP1ZN^7WyT#OQupBRVN#Xb!EEk$xpIbsF@xzCZf`+kxcHmQP& z@gekLavI?40F~>)_0N(HPDtUJ1NI`Oh4qJH$yP01H01f-`<+eV!!%RS#>6BAX2eCz z%az}6A=1*w;hUN$gPpnLKdP*w&sAT&pu1lkgU}%Ocu{QcDJ8 z*@bCtVL1fdzvFRB%`U^NtYK?}u9|k19xF4WY7o_|3t}T=wpbe{w9IoWd_I-V7wbip zDhMv$ptpjyVnk}nbtggpqyiGdEHPn-SVW?p_ppX%*<3zvSzn!_l6sEO*TnU?k~K37 z4US#-f0#6ecvu~O|acQ;7*Cfs_F&MxXms0($|^`LY)R+xO=U#C8# zN&heS^+goMRWBsxS%)oo61{-=qq(GD!b=)4p0^k}Ohl?7-jEi|=W6Q(gc9xU)1Xx6 z!v9(2`xHf@XCtO5=kf9VD2cLo zvxa{8`GT7WtBXlG)(q@PJAT7dr*KKn&VBAa{4Q58ZhJqJNf4;jkedx@B>O1M2+eR( z(;5K}yGGbrm-`fGfo38p6L3cL^^si|s4ixTC&QzTA}+CAfS$AXBu$%-0V&pIW=^*6 z{WZP$KISU0{E<&0Qy8l{fWE~{>RTl*xU3Wq!j|*fKc!~EP&+wlW10@bz1z$AV@mx9 z$oRN)zsHNnV`N~5)KBS@?`d0W<)<8*`W+w-jO#g-@hEeh1?2m3ncDe4!}*ywHhQCP zan4l4lL5%OEkJ=hl$J)An^O#&yR-EdPdTg@<47yH6=))<^GKl6-&TWO8`Ttb$NHx+ zP8trSe3vv|I!wD^u+Qy>mvP`LKY%o z)-|iEeFjM-0O(oE_FV_OhaL&8lwWf>nf8M!d4|hZNnxIsix_}JLhmq887Zd2AOA@c^ zYgGZ)b#~AME>5USm8Xb(@24iYG2xxe{Og0c2vxNOcfrdbt{9%P-_QbvTikU>rcwH* z2IVIwSWrbL#%#eTJzK&Y2EiN#fQz3@BbsAC(R)4Hp7+g{`kc>eB^9i{?UH$`#1C=? zstsqqjskYVv~uFc^_JQ$)Ny^d5DsQoUx|zKA}z2xp#IKczCpN{lC1vn*xV<=)?dzCR!200AJGbyiXMxjcT8$3ox951CUnSToWstV zH_GPjOr2&K%)k^ZWWj^hKQh^B1fKJdMkC^GTll=uN3`qQZKL9f~8{hk$KPv9|(*AxejpBv^vX!jWy*HtYFpRT5!s5*MA+){^T)!=oc z4>po047~S33$=Uj-csgX%5L)&5B_^DI{$yq#SQ+hpmidWik)TuyFrkbK(;$Z7E60L zF<$FP!Okh|YL?1>?3pu(H*FK7-{eKEM?+(@~~G8h90I^F^Fpl1+8yxcXfu)nY4}uQ7}Z?IhfDHt2p&ssAMf# zdhy>)y}O4gBT&?<4AS$hIy~qvjURL^?UD|Xr%Mi%kQ)+&JFSM%0Z zk~2qNxn7%IIxKS#>sG5`)Qm~1Yd^$`1B-!)as^7saq^3botIULQl)}V;Wjrwi8W#3nf<#=!0qZHq0t$SGWo8MAvR3Fu%=N#_Zau`r_?t3vx z6tZnH<#WEH$(_JTA}MAYRJZ%i(yJ2M4RP_&bbF=E!=_tmS2E?Pa)6el{*Z~bz?ccLjg1r}2 zEk_3;{W1ucEL4;}l{))YeKri*-vU^69P*)*`sQhGG9d>~D;(|iJr?cuH<(II5y7Jf z04w!X-Fdl*rg3W?Mlc%DHv(M)QN8#5?mt7_#w~elalV(R+IX~g7Ii#oHqJsA0zgn_ zc!@?9tbHsc0KA0{BT{8%uxtXsc-{r1OjYGZS99%WBTu)u#58^_otpSGrS)?AzqD>`+jk zYgGopJJP&9sKgN2=|ve8RZ0lMWVI@|`cRA_ey_(*h={M_CaoMCXAJI!aSX_5sa? zQCAn9^6f`!9YNo!l~UQ1M(OOB>W1}F<6lH?@yzCP$CPNn28qRNVgO_pYwhxGQu-XB&(kJpNWMD6ZBDO&rx1<7#f82yK?4?DS!_fb_E&8 zjnuEjrfwL%`{hH`_hC6-YF8gonvFN?HeHg}%}s*uZ5UBt4R|0%4GX7NKFBL#dSf?a&I%IPi8`i8FMD$^ z84xB^*9c^pRfZpp5NnP7!0?%@gBcddDZ4x zO*s3ZL?Vl+ztmvEyulaqDd#VkvMalOqMvrQB<1hkYPaz|pBolz zMQ4;rK0R;Dk(*Od%8z134aN%>r`uJ~0+gu+z2ss2@0?itZWp-E$EOp>FG}}+#tE4z ztshwtQ;`gItLiQH`Lf?EDZY@3LEAq&a@Qy(W1QQEXUTY_`-wrvlvtg!7LVxn&Cc-1 zboJ5054R^v01LDWfYw9Q)8>9R|J6n5AG)FK$J4NTYIIs7%&R_P2Yy%hl@G2#L=pS*?*prG6*N2>-0hJj z*|Ft(uE?4S>5u1~GITk$&m5PCNRs^UM1k6@twtJznMk1IjlI^Xy zv^Nq2WkVFg&Jyi;Fxci!VL3aVZI1A)&;4nSHXYY8=AXx#joQy_x4)&1MmeWnqaVl6 zRc|WiI3tZ$mz@txX-=LkT(%cTM|8wl^4SExJJGB_;R-HsIAR5DSn40mx1$R`{H9eI znGRb$OAT%rt;sP^%u-e;Y`-x!$9^7?obOn2Q*P{cKXlh zQ*p|ijOS7dR*9;fzUGJ;YVP~u@~nc=KMR`@WttM@;}F*Wsb)}&jQ|GPIcZp;;Aiwg zHYy_=Y_m?A&*b&%AbpPrR3q|?T`8fo-q8N8c|ip&A6DQuvgBRYLipp8mW8yv(N zrBSzIb(f(-A`B)q?Pfaa{~5#OYV|%I39e^5kz0NPXY*?RPp!e0Nxjk6!Rt`A1vol7 z{s<0bQp{55eJbYJ6oZXHpuV!QiH})WEg}QHNCVk>%xdP!Q#EPF{5=1x( zaCLj{DsTGdd^7P9<&A#oBY)uJXPf?^?4eyo7GUXmKiFILx)^nz$=c*k=*ZLnM2dyd zw+qqHho|Eh8w9LhCA9A^n<$xP2Ny(cHm8v zT%}AfOR1{TEmKx% zOf?@aM!-+|gTnUNhTdn`v6Hsmoe#gXA8w8rp+|MoCPhv)KQIds3m|L~3eksz$xDxV2U= zAVUQB`5t*e0g+`M#)nD*M6gC&le0Bb%2wT-?RA5H0*DTrbET&E0`N`jjo$8 z6@@m)n(|U{+N@PGp9qEDBW2)=9gqp_JuO*R9As|y<2#V-iq$ZVkaak($RNXXwR&Zu z)17$kkOg!`rs%|GShogOv>F<@X>EU(Q-`RD&f)_JxiHLZm53q+Bd=YlD#v2|U>|~z z40m{@Y2NPYmo-r$i9reop}(t$bK^HivsXY>qNner%sKgdx3;V?)mWu#?2z6i+?_cm zg|ZuHqUn1U{O!QcK zFXQDPkdI^yRCCg@X*9u&A|~=cTX-n-INA_!JZ%q9r460Y%h14T5)O^i<^50j>8AwD z;v-?0#VWT;4K3d4jrq2w4koLs%Z2HFr7-Qtis66lHN>MOsu-e9|Fn$if2jjS^>OXL z@KwowwGNL{z}!4)B!=IDFaukBLScPSo|vD`bkGKD71X}|+5e?sZ}ZKeyJQqSVR4V* zFKC5{$$lB;al*cBJW6Fk-nDG-XlL22DA16N`WCh&I?2Ps$f6PHNkSlcAaEz;2Sjpo zJ(8tVQDiN7LgQ<7th#v@Q_&0IC_g_x=lnS*-=}U`6Yr01duLSlj;Gb&fxtJLESYh2 zH8Em0=5zI|+CC);W*1>AX!L*-Rpf+ZwGq|E6S-sdXeGf<&aCu8G^ED^sAKYW@k%7j zNek9N#~4i4J%*g6;UC5^$GM%{_-#_Ws~<1t%@-p8N`*>KzsWgwcMlEY(>D#?PO&0I z6N-`v*2bi8Gg+T?dP^AfTfa7#w5!~%a&a(?S<{P*X5G4dX(VHZzMa##Zn^kXR`m^U zCdji`uB-o)eQk?wzc(p_i)z2%q>^1c7xl3G<+ZmDf+j(Q&$m&rZ3Vlo?Js2wl&0--HpHpHefxYn6k4+FzzO47fR;X)17o-m4HB&8;m6aq7MPMbW zkamOVE%}LZ5@3IhDX<6Q1MX*;nQ%1*XAhz6&hWDiQb?;E`oD^*)A8lE^AQWq9u%jA z+?Z0@^;#nlFit2Qj_P&Mb}#R9JQ>9aTc8ye_4$3EndY9ayn4Z1@gn^&51nn}zJyl? zhc+MG2n7S~GWph~id-x44BKDPqWIH`JPEdA zwyC;1x(tdh1g))d42@f7?T}UK`{TBYy?Kj;FSRSx8}oNl=?ac&_wtw=PO{i*yERpV zjFbJ0s`Kls-MIv`=RrF~Xfm8+biIEfS0qMQsFgKQcyq__3VJC>2BQ_Q=~S@JTV951 zMWkLueppdpiV$_|DxoWrv{`7@U0kh^dqzf~Jx3N+KWSg`R?H%_muKW0WlZ*45W3o@Cvx>X@&T1Qit;=)}C7#HgIp zH+!?b8Hb>-^51awHh-i;tKGIQD2%(PD6Paf2bLp^akjsSae zV>OEQHLX53(bQ)mCsRWQu9$o9#@xvL;wlwUzKHeER^=C8qsXUfo()QjtE=OcsAk9T z_DYHSkQlzeW%1{px#K~Xq1^V!u7)SHjbh*+IW+hWCp+{=;Uf=X)uOsi^<3*Meher^ zt9T?O69N;njx+1kS*vm&s+o-H1BFzGVNmqbSXx z0LfmwONXQskdHQx^QP-aeU{_#H&Yz!&A~_c#=g) zkH+SWgvk4b4JpJm+bY|l=YtS?&-d`1?AKYdFsKy#Nf&AU5^lIEW~}usfkUv}7%9x$ zO$IlT&ezlogFNW)KX7oeci^FFiN_8eB?(&t(dtfwpmBV| zxDN~rQJ`OR)p(%-mLICgwbd#lp{?w(LAU|B_)50c8!n%t{bXfinuXZm7~!@pTDNic=^}TLUY-w1e4( zczoH{+JHjc`FNlx{Y1srI_TMWJvNQr5FJjj!5qrfa!^Ou>Z5)=(4jXK-@=wWoHMQ1 z_Ss2uQt;IKy_JXiu!7^^T}Eobbl_5kf<>x6-{mpJHZ?Bo959(s_=_gfx86d@RH-Mt zE~tBGs`n$qra4(Gy*naOx8-Ik{8S@E&bbO`JF_=JGi)}1&wSbnZUv6;7>z@hr*lYh z#!ypCNQ6TwA?h!phdOxe^S-=qsB#Hg)=lDr2UQ|r?m9g7gdKN#QqrC;J;V%yYXi|a zn4EpvLkW3hJXJ8)G>R*w& zZQ`*xDlS{6ek(Pmspp|KeE&@GBHzG?)oPV7E0K#}XGoDE>auDoAtKFB zlgd3eYTPtY*&I+Ha(R4fj3#n@6~Uc+h|rC&tB-lGJMrp2&`ZAG@p#hKlRyg6Vrj4R ztSb4|Zv|E4E8V^OlUFA-DIauPj+690=5?0{=;h_f1E+dCKov^f-LWfyk* z`!lJwWupVQ^nC?v(OudW>Zml=05|;P3Vj3OOXkH!lVkUj1UF9J?y2Yb>ba!_rsDyK zC&=3=ea~vGoz+i_+=fj-SvkDQQE$durmwWQUTnZCfqu$h73gp0ckf0z@liN6H)M>Z z5uvx)kVP5VTf}az>l+=8GP_*a{*{SDG23kyFD(HP{fHUD%Mv!RQ-_3KPX!#Q{?Src zawoZF)e!Yv^y%E@0uQG4xu2wh9>^UsV{OUTwM(EAqi^Z={*=yJ_dhyP?hoqUi4aYo zfL@ckuvdF7o-SuqjOP#xhKtMT0zktzhFp+p=5(pZLyC)j#SQg&XDDT#azao=5mTKXC|^8i$6a1F`}qg zjm+9XB3&f(yjH7h$?1sKr%H!+sPNS%jD|@rw`AabqzTlj8#I`c0zvBy3k8S*eIq`o z-4Hz?L^SS*CKw~{yQRTAzU9l~@#zaw!Q#zwKj`)7t)M_Rs6qK(Eh(|bANA>o%07by zA}KXY!wz8MmnrA{Ws&eR^!U@`hE+Le*UI2?t<+T4u(d;bf8X_+Y~;~rM=YH#{=-}x|!XdXDNsMDln9t%VAP`>%}AY2#l91}WNwj%Hofd_yU z{VAsX%j^QvH*_PKD9%Mhw`88DLD%R&-`JKQRz29YXtG75dou7__r)`(gf$q$$I?Hm zP8DSH^0&Xcyv(2}X^x1lI?0G#C7Mm>-rDtxw|_2E1)p>L`X_Tt`PKUKDm2^m?I02( zkdpi}Beb^(ItWUn*XS((Uj%IixgPf34Dbo*WjIj8gdSvHT2j%j#vkQkjI|FXS z%VKkc+RZ&P0cWJs_QFsY1wAMiQ6Q_24i|?*0~6y}ulqDk;<}qqL84jzSt_GJ{!7>h z+K<~$mIzg0-5fD?R5p5EV|ZU8auhb{W+6E~QbUYsmg;E~?-S|Hi#)l4T%l$j(ohdB zKqC|OUdNiKp^slH(z+od6D`k?W5%%5(9-N zEXHXpZn{^LXYp1}*vN3Dr(K@(M2Oeg=zXv4Zf+Jh_E-)#5X`*qVSA_0>yjNDr_>y! zmD#fqXjKG0sO0tN_}TGINu&6IVuyO3|84NMs{u0Rp%r6(s^{^hj=IQej7Qeo)p8CL zawVUeON&cqGK?4il(FO5r=GQF}_+i^a?PBp81xm3qseDX62n{WrVa{b@O(f%E(y5DkJlC zAG_4F%ZTKSa8HDz>DjycLV!;3xjW1trz@u~1P^JL5~UAumHRwPH{THJHlN5T)3tk2 ztFTSo_4fG_NKEv8dKwp}7Eev(xIze8rv&8`evQ=UM+^1BHDWSLl1Bf6_A=L5!Dwa* zQW6K7?ooP33+qdApB_aQKnxnlYXjf3mFBr?QV4l#lxR*Yy|||!*PXNDBVh4Jt&jiq zas3jM%DUuUa(bpm`p4ns8AFKL;Y(@^#&|;`e>dW8bc)vx#qpDVjiz@hjf7HQ>TS{i zlXmm~%m?Tl^%@pJBfm>=s@avTx>%lHmtXenZpKR4Qb?u``C4<`H4hoM z=tKO9wvPK_3MI>Tlftf>=~JuO?eye!cU|r;qSSq(6nktw)9|N%Al?UC7co97rV`e+ zy)JbzdfFR(6v1x=5h)sT!e?L24#j=k4_p*JtwhrJvBq_V4Un^4&O{umlI6OrNycO} zfLv+&*9T47)_gaFpv|1JLxU_>^d}$K)cnqEDm&C?D@qeGtRIVX8AA4a{h~-nRClN{ zg>FaHjvA~riNy3h_JeZbJHC++vLmSczT*pU*>e~dkoI=Gc48}8r)w3Id>?h}yLZXk z(V-WKbPga zn$aP*JFfjrDOa>%)y`#gcO9AZ5ib}q;88h^7L!SmFWM`dkFZrAeBBgei$wlsrl_K5K{)xBHK z)`w*E-`?$B_tyM$*&VO(J|;dJ9benXb`PFeF)bCIjL9zUnFuz(MxyS#luegc@q)O% z$Z;8m!pZsm`_lh|)9IitWYOzj&T=lE8R4RE>%Gbvhhd=E&sq)ta`t15x?T>3w(2KR zqXYb+gF!@E2;VgiK|BwJZm+bG;LH zL}$5Sd8a@X>i7rj#Jv$}fRd3|M=Tl%E`e7i^C6GaHJwhro)8C}xg4?6SCt0jsHklA zp}J2R2Vss@WEsRpitMnX_Izn@rgVP5OfSa{V!imAV3Vz=X?nk(gmAh7L-Uhi7L}(=cvSW!sFxbPr)&+a&a*?$*PZ3I0kT z$$~mT5j@<)G*ywr2i-(_1!U%45kZIpd#N|G*2Hmk2JvhQYQho~Z_{LJg8=QqT6W0kuzWPkh&1GgmK6;;%Qawi7&Dz->YM+$~WfERwVAw6l zHUi~x(AoOnofLAw{flcycAz8Sg5~DXd;uopT1s+ULVT8I3AKl(m#$bu1q-A84=bA_ z0QQcK-mB^GGbEqd)4~<+jPa23{#4uMWB-wir!|blH)N9fNMwHgerjF^wY$||3ar>} zPi9`)9=mcvCa*!Ij~lRzXL?!ZB8o*4+2F;E0B5FeNQeUM=cpSx!$wDG@nx=cX8fG z((@eLkND|?y+6pnuET~=AMyqow(4khKHtZH7d+>C>vFL!S%YD zoyEfouyR`kN(E1#qcF@pgVY*v9tj^&Z{|kmKOhw2(7njRd-fUMhVzWzf`6^*U^h1u zwyqo=o{SmUo@c#vn8V6cnwYx%^hw*c3pGSYb}!xA0{F&%qWV>Xh?SJl_v2=o+Y(*+cRZ4nr-TXQoHs2pnv<0HSVKEkAz zMklpdtr9v?VyM(aa5mGD;DZyPI~s0wa$Ogm`4r>1qm7@~D!nLHC@3Hz){!xfT`yWk zkAJ4mXso~5UD2*in`gKedovX&6!kfyhCIW^nAHfKkUii?S;DwV0c@>|nfS z2gSA6Z?$o~BqVVsUn3p@Oh`BF%@Jqc(!c^iC6vh1g`jrr327hSi=0t}3h>9bZX-JR zy5q$21Y8bojl7{YtLnB&Jv~O$qKfF6R!=GO785g+ls-XfHP=@tZQkIy$oL_*qkjUUN5Jb*9eR8l?JD^jEA#A>*0iEazdt=UoK{(FW(1cIohtBnjXEdDG+h>WV4kqpxiyvUtRd88~%hYT~ z>+3zD6ei01w2d@1HLV+dM1i9oJexA#QNVvtX>VN#0~vts#wV^JsZDz&IJ#jmt%kTw zuyJ-qMzyFI<@G0ipIcdaxHu$&o|Zq^4xPBJS)#SsH0=%)TM!HCwm1c66jHPCt8WvrPGn z4M^r^mdHrE27e^fZIX1VN6LU~&-&*oseUt7hBWU_kGFu~_gBp|_Y!RTk9p;N+`cRI z^;VJ$x3y~Y?`4-(G(h(LNQ0Ok_KJf6(D+J$s-+xrAt7*AygOe#22^NM>5%({P!*h{ zq~bmFql)f6lRrO%A%FUTM9xbcp{(YfW4eIV%fTL;*F1-LkXUm5F?F_VbA9fJco6KN zt_a02fzDDYZi;mS#T}GZu#-OAE#@aIA$;hDp)U}9Xt#K?NXiAFY$ z=<%I{mfD7s7a{m_lxaEJdkrXggP%wYOXjqBa6Gr{_73yTVBhi>m0eEwOavd7PAgAG=a;ywhG766fS}m&!d2f*!)xzSk;)-L1EJ)pic!d*})697MhCx3FSyUTmt}ucb;ntoE$P4O@S;(pO=vV78~?sQ{q4n{%8V-FW`Hb>pLXn?u(&?WBOSFS?9?`IU45#2d@$!TpoXqX*wlHyXaJE{ z!|X%+EzTZJmf7y^U$$ibW_|qi*jYeYWncu*zIxO$_FjVn2%x080>d%;N5Tw5Mxn22 zc1pJoidl?-0e$oNM$z1&0aZ*u_J&*Jpu z?)f7;3~#BFZ*2V|9Y?ZQeYLYULi%@wYi(}4t_RzeT!jn>5LyI<7*oF_fML4bG+g?y z^b)c~oR_UIN!3bln-!x4Hek4JnzoGluMZrif^mj_vsoUSP!N9IRMOP^{hJ!~B%z3A z2P3L<621hTd0>+Xv6z(SqcsZ&OVEg$9Y$1fp~>fp+R;bD?9hYv&>9+6Sk5rkdfb(2 z;vRrd;V#W>!jiU6b1)~1Hp&Azf0y{b{{s-ovb83kmfmfL)DRItr=$;nB{N!((2qx7zc-54HzoV~?;xMF zgt-jIys|9tD3>Zrh9D{uDY{eiVn9oyWQ#CKZ4W-V1xkeDeYJE!&y0;4a$gxO)KY}8 zUhsLqF}|y_ASN3>Z<^8SU)_Pv;*Fun849|W#fb6j^hQS$9O5S4uOyqai2>O zXg6#7$zEr*5Ga&Qx3^fRQ^D?QoAT}7A>^+&Qk8*m_6fdP6%g*)G&D4Pr95SBS34bYY-~Bn`<0L|455k)GUw;n zS8iow#-@vE4L6!4qddM7=COzg4NCtpQ2x~mV)B1rgi|oUhiHtOuYSU&jRRK*;W~+^ zQoj^TEC_Y%LrGr{FqfB!e637zp+G**k6Pp~-AD5k32qf|_4Hv;w*u>ecw7!aLCUjf z)+f}`KBvv*kS1`3lIYAF5DlZ$YkvRo{AlhaL8{qMPC&X#8Q##d<&av@C{>$?WLp%! z(GwyCYOjB&sWtjkgzH^?G9zB7u2UGW%dOQ22mO-Fxl-H>J>5!}Fj$B-p=V9?Na1Sm zL0O8vE#Vr3KXrhNfc5K3EyBWIX_voi4L=xmqPNJ@{C9p|ZkD_NpWAnITt3p=O}5Bo zwY5pR;Ig$nVpYTa>v{Rxd@YV6$PcF3hKk5*<{{}wn2GdZ4==!%)8OB5zqPLdF)y@z zaFgQS&kD?IY3a{o!?LllNi?4+D42gQ2)HA*zOUI)RMfNprb*4^vgr0FCMBf`au?_( zo?yldwKyM@Nz2GYMWjp(RM9H$rL)~PY zJ(W_mk%t!UQY6AO61R}7CA^@~eCh}nsGXbdt#ys{kNBuZ4M)Ci-lr%Wy~Ibo3yUP@ zs%vB+5v>Nzk*+;~P8<(C{{(6NeX0LV?f&zTDlUZU*cwMiC+`*WnfOZV9IsQaR1!); zK99N}N5m8ydRBW|dB{vh)l}Q0TSSmi8xm4&L5dg6&#M-n%nbAn+B@5>`U?6MmsQlb zg{9>_AQrp1ulv1)+HepP3;ywuYuahm1X6de$^ckbg3d`bOXKM17@tKLmTGX`x$4qy zPMJ)|V*11DDi!prc&0!@v+<=!6F29;*>WM$qOM%e+rqL{gQCsawa0-bxm;1|lw6KO z(@f$2Tl)UhvR%x9NagC#>Ao{jGas#XaB`DvhtHR6yPMtmy1H+q868vdpRF=}f!rJm zXmx8u59ceB<{Q|Hi;LslKEtc8LBi`|-%?wkS^^IbEu;cDo6E|SscC2^DspzPv4jS4 zs(-m!ge6)&%&Om`lXn%on~$a6Xl|C1Ap*m#QMHcrRZ?-tr7BIiX!lKL=(pTO)O_0> zNF4rQ1@KwT(=_^rHTbW@@L!EL$U=Q!c5MJTgsG7zvoYD|yMLe_ceQ=Pg|KyhJOhvoNohe6w!uNYV3_fN`w(IHpK9B<7lW$ zM@24WIM&E9sbqg)W0A>CQd|l)J$03+)L7lWE3T|eaz2`u)bea)WoIwh+e&_y^eG>} zXJJrwdj`@YjjLJ*4Jwf3u^(8w_lCWv)DF4bw>KJ)5OZ$^!y20Y644Sv3au3sbR$3w zJ%)y#jU&Er0TLAId@C?>Q~Rn7bcnSwbM9{#e~fP|Vjv3q=S%S)ZuwuHP*siznT(T- zyl!Q-Is#;co1wVfpz;(Gm0xA=KmVK*NHK4x{OMdU18^AhCx=wyrG3F!$7<5$BNw>Y zH)3`z`MOU;{4=&4cWBgynQGy1YXxf!=#MRyEcA21YsZ=NkxJ32p< zOLlVyA0~W>qvyq0C@M5|lO}W(qI}y*(1$vb#5PGfqXf(Ri zze}nQU7jfNFb+}MZQHe$=9aqQZg^uqVgh1BHW?v*oig>X zPR1yEOG|-He1c`p^elc-!%b6N<3L`0{Tx4~@wiI$ihSc}0s{@<5)VSev%AAA{N-*G zUPWCbt1{lD@(66w=u}j|2n*R?3DN(sG5H%y`ri*)MZtVFcJV~fwU<%QEOV=8!J{^= z?we0J{=mKc>)1bQ}ES2VxA(Cs0PP!?=DYDTY;`o2} z(nq2aBypTay)+&W>NZ07#>U@l*QdxlquiNKo)oqqcj{4lX;$81QH^}4qI$EbrqYXC zIf%47mXu=4TIAOx)14hAz4(Pz;K`!=2LZ>|;C>m+%9U7C1}g%o8+sV}AtyaF+OI03 zh+pQ$lfFs!jfRV+Sp24O!kfQi4sVeAnV9GS9{&+wV7^$TT=6gzTC)$GAkCBRgu{-% zGCMy{t-H|nj+&ZAg;%GjS58JvjG-<2FA8nKv|Gwc?-olbA zBIZ^;=%f0Gg)lqvCigU{9u2{^s8qgksHn%f9In*>5ldaf$a+=A>ZEd1>PS|J(r|oX z&iMCgo>VL61|NZj~gbB+H_t(ouw9i zbGFp3%4An=N78fvic9*gL<%7vz-`?pHLFjutLfm3tyoaY8z&(Vg8WX>Tcnq@k8SS# z7X?_BphkOeMjD2GY2&VZlW?gBgYpJ)mxE$@DnfDWlIRd!3++|+bk53BiMx?z+`Ghl zSpjNI*?o^`V)h$#s#zpQZPoHFkBQ_3TN4y@ID9a+e8&zL<^->q4LD;#b(_b)qyp$T z3cKF3Pod>ck6r6|?diz7IZ$HpDYoJCuL12Sw3K9x`j*L~!$O#4 zEn_>w*=>7y)smd~yvte4W=c$__u*LxFf9k13@~S-%QnSB{?D2V%Kg(ngM#YO&clvj zCh4c@x5E8&${Ooftyz+Au~#+`>+5}&zc$-=b}UzEI|0dy%cCuPMVPZ}TZ2Y&YFa8F z;AW_(gx7c{|GDJZM%li00Lj40%Ti1F_iwfs3c)wW;N}`$@;Mc1pK(LDuojcg)KluB z`D4q7;TBE6%aES$oiCmy@sHgr-Pd|6iTGNYs+y$r^$GK~zryy%KhsG8yw`;I8-T4P)0-~wu6jz9^+Z}@B*a*Rtc@WQVnmT1eX?+p!dTu5 zn`OI6IE*kYF8=-#{IP=8GLAn%W*)SBXo|;Fq{43XW4O_`UAh2}_o-xl89NEvc^^O0 z{n>Q|GnC5eHAK_qNzz72UejDXcsT*sV8LBecj)6#@KTUp&laC46$yLHaaiDv3-5Q1#? z*J92Sk*6vjn{<$h%@K0+R5H7T7^e-e&tL)0c_hF@;5UQ_6`UjyWvhelpNO9KhSi0h zp(onTqw&L=)?l(}c*#5sH7fa%Rpn6vJ-n<4{)qgZ;ZhKJZC0^lqssfY=J1@By*3|bqxn5Eo^JKml3|sEviVB6 zT;;^ZQey4CwRg28r1U2W2mxC)F5anS>N`r}T8L+IB^}FWY1pwLpN+ELGO~^ghu$f- zmklehgN5kzG;lIi$mfFcscy}`5}t&p&Bt??3hp#^=U9K5W>04V}rIm>y!6F$@)<53)taR4-Ii?;1i=nlJ^su-|EESDQ8vmPwvq>&1t4e9;UeN4!&JPii&IcCY?XUJx6#96aUKX0O6puQy=weS9lJI4704;JqU49kZ*J+zIq|L)rTC!+D+%T%YT^dFw+ zDlK~Ui-Jy@R*O@k?jZ9Qd2ocORM?ertkno6dk?9C z%|j)7%tZYhSkj=WsHu6pdl0A5ZZK%qZsU ztiX7@W5sCu9dZ{F`{>{Ub6!A~dDvKkvR)15|LN(!dHXJ<*2OS(lvTnw!Vvv;NZKNs zE2Yv5cXsJFw_457+7jpfxkm@>TFx$eYK~>3@0j<*xHs2}UDhN785!xp-6VLdf_wrC zMWNdz1;$3CQFMm}T<;Y~oQsv`krRhYx-|22_&zt9Kevd57uD4_Xf;txQBHj?MNF0I zj`|tKaZsp3J(4p`h*XSYUWYx+EybEiH42f6gb4ZgI&o-r@+GdktionTauzt+$pJTB zUr8$Lv*_=fwN}wLtlZhU#XPv1&`nI^A&$_ zDr)Ea02VEijrg6gU&&K!AhUCg82-HUw4qK*{fT|P6oHe@FKQqg!KMDr(bK>eCmoj^ z9~Ft8krfGk0uk#oSw&l$Hh`&gVP`p6bPN5XC+SvyqC>ImDHRr5ym4=l+&8hgXb6{< zzoV>55LovSJ01f?gf)sWXat>OU^!93s%H$tB9mtFeUjL$lw)ydMGL8^w_x}#b{rNB zCiRbgY;ed9kVt<^K^Zg+g!?e}mPYG)Asf+UE(f02&x?bQxRPdO=6oeQ(*L?|`&JsT z^0!(5|MlH}I^u8rhiGfzAd3qM_au{F<3<}n&!BX!ntY?RICJL_vAV6`N4sI{{^}n` z`}+e*;nC%uzv*0k`uj{xg_!R1LF8&X>hYsUFnm;=Xj6rlv8d;Pb6CulJr(~=gdlnp zFWVdzwQ013O1^}9iqCKYq-5AN0jFwrebToktDo;OM#w+hpkgU&ZJOtlr~gz;*zecM zudkN{uvErMT=HOneBA?2#ImsHc{(&8?Nu#;J)zJ2|R4<_lE)qsADoyH->YB5Rf6Lfp<#g4_6s z$88t)zOz(W)dqM>}9u^WuUM5+a=nTIJ?oUkY@1p)f#3l3jG7l!KS z%rEwhUKDK}dnR0@k(h1YSB zNWSl@4>r!MY72IVg#Hz}dW%!@sJE>@?ftq4kNB^gpLh7H=S2XxU?3vzS<0iLEG$QCSMdttcBtD|5@AGId1iZa)FL6z`w1zjw6oWaUrU{tY}HskdAhL7LG^q)* z4mBU4=CzxG+{Qz&&+9WK>E3^X!+L{~va_SK(I=JnYY1q?XUN;X$J=(+3h)@0RtRq3y4ix#J2= zd-I!R#0Id&nCqy|?P7s=1scpzc5L}Y<*s8zB)H&1dy7Xt(okYpd4 zmYKCLM;|{i8^=B!AD&5ynTYi>txvBp7nOsZoi8D9CFSgl6+DXiAt^Pe^9Nq#AmEm- z3>w}gVIs}7;QDA`0Y)1OGNKNZQ$JJL*W=R78&amkf%>Fu?7h@P|;Q7~RT*|@>kAPz~_ZZ;u$NvC2i>Qcojp8P|WsNW_76w%t zSwhez*QjLH@;b#Fkmlq?ZQyyHfF*VA+TZ+hHIFu!SEi8%wU;TiyAsNetA%n=#|RB<*JppvT#tXD!`w>lz!sdDrP&_0Od`%uWxFNU{1# zi$RwFQNdG*BGZH@r6Sv!m}d>*Z%N8B3UVJBCHc4;B~3cGxsHxCHLAY>3@tAMV6S!# z%rdGyrgg-dH&MJH-i^ivg_g21?UIrbuP1=Vl#P7|)V^&tEWl_)bW#Y#oNX{}7_xEH zLZhy_-z3)U@3~vh%gi4bJn+w1UzjtZS|oDoY%h)$7R-?AMNVvP$4O6cj@mATc85dW zKdaf*#$Hw(f0rx>#V4^I#bG7|3BvKZxXM&9NOW!PXNnMlf+RLIJRR?Ku$+zhkT^1p zZFzp2>S9h^=6 zLXOx;jg(<}WK|>331=|XQt)kmx}SdXJ{oUuxp^#@kIkX}X!RGDeiM8#Rg#Sy44UNa{(XZ)T+u-u&$$hlws z8rk&MCqF3z1&J$TXk7IuT)#DIFj(I(W8kDJWC=TdYMwu9JF>yN-TmfzVWe`GDmVB9 z3DMY&=6Rt|?>_e`<`LfQqaFoZO!%T4e}Wm*yT7EMoE{#0(_rqy4qJ zwH^UYw?NOG=Dkdg%G@s*Vm9$3(U<4+Z>`YT1gjS2xYu-r*A|h|=i-OYKqhZnn?(4E zpNjof(&!8kqtPRtZhhqjTOIdc`SE>s5;$giT*8l8OdLuklnP~�fpWwL9GB*Yp&< zFTTUk^N`8#-4MH%Aj;apU9nz3bQtVYhodL3=2h)Ns4lhT4KR57ZGw7bDTh8E!qIVK_P5L-YhY#e5rn_-nL6R$^0bvjG zt}hc2zNecLgY>OG8tp31l)Oa(wV!7|!$OCEXNWy{{JXy8RN-v;+^rUp6YU+&q3Qzi z4uDvxJ!77x)MU_F1aDn|PrC_8BdIJP47cduq@0bO&_nyG%sC)rce&0nLty$-HWXfa}w<0JGV6>*W@a&kXNttJk{Q zEgu@Ju2BWx^y{-M+xL{xW6z@-p&PdOxw&+c>;?5YCdXa;E`7=;{!UwNH)0+g_YDf$ zY}I}KvBt66wO0Z6gPjFMX(TQVo5d=H0@+jp@7Mj@{F<$O0^&G{oBa1_>jgx-Fh`d3h3>o?fQLq&lVjlZ8eQ&4SMnBXIGf z?V{hRc;;q9(rq&+eaw<^vFqJE{Wdqz<1IYQ&H0^k_XSZrVyn}WjN)h4BjpSMw=W>A zjwsE99cxIoi)ryKr+PiAY}Fdd=g`P|J%niqf9Is)nU5EHIoH?#y&7s$IdyR zAnqSIB|$YrTJ9dtyHQ`0&b_O@WhKzSi=pK()mHQj^|uH4&Lin=$2XJUOh4>7@3flkr5>ji)jU)AK^A=%-goz=J6x|bby70)v&hc3T5YC5Q=aEf>7Tg z?*B7F!9ozqh{4qSD~a$4v8u}wt1am^Bu&!@9`-Uzao@Qd{{^l{Jq}M&y=Wg>qfI-- zeFF<`h+wp@Ie)}&bIG2b&JxjpTC^}uB0SuH_;dfR7-{|kdd;_)Venfs?Ufh_?dQ*- zY(%{y6!`}JtndcBZ-N)X8*YN?8rh^AXB@D&e6upSrW=n{zR*NTN_h%+7k!FX1pCYr zhEj!8@ooPalsK_SP*#nJEs6NTEtBEl8#38UCEeI_1KkTmFku$2;5ev%#s$tqfhZ@&AS2&|BaPT%(dZrj& z&mAmtC7VuXm3pyB(;&lh#!FvC_w}cs84R&;57MVL{gj&941yYwyq!j`0h&ub9x&|v ztuJ9LKO0-kf^Ph^`l;ni_@-xAv7A7Dfb8NVN#Ke4fa`~lEy9qeaR={A#&tLlI5AN* zX>Q*4B@&d9Wji6+y2P4$cI1?e{%Lc01BbWp9aGgDy4~K`0HLqu?qRdTbe;|@0|QA; z+hYd2HP4gbuJHJCFn(Y#;l%!%=!FCtwIQNcr&8ok+@j}DcuEK3ss^tP=}@;Tptf$f z8P0vT_ntjOHtc8>oS`CbqO3h1Qud62ZLquULjYbE_oPa76X93Lx>nR%_W2I2w>z3b z19~1`xQqZZ&2&NR>103b48!!XjOS=?*UpPJM}d?F>!33nn3~5k4hpQj8~@jjM~4UF zHOZF8Bb9CRzAABFbjyr*7_~xgyYJ<={q}j6Ak)or@(p64fY=-B>Tr2DCUa{Y$;Q<< zo-VLGH~4k+e)o_q@S6NE!pb?W)VUCQEI(%NB#`3(IfO!bPV1v1G}+4r`h61ielq2h zhj(f#WVmHQVZB*#ZFd&4$YeV@i_?4Eh0|!Y0sO#Y(Y!jPqPfNmF7lq*Og&Bx8f=I? z6P~raqRog_iZ8D6DSkMHwzuUz7y$eScmM|tX)4eZ{aE3o;1|r~O z+J^f#H3DkRe z3iX!(}lidS6s@;hnD7K8%2*KlpS2ZFQVBn(2#2MpC%ne7e1`a|?Kz z*`($v4$pX2Jy0Pw7w$g+NoWoa7~w6vHz!|5IDhK;145@OoseMve+1Vzh{h0~EZ0zv zq}keZUIF@V3mB*RFb;3J&7T*NTqTrwq(6nXjq}4~O&YMIBoMRWoyjo3o`MyG za*{~UWG3pSwy_=T>NNFj(lKs>wbWM;31p_xkf=}j<@GXsW^{)NRjZ=-MHmKdQGs_K zGvK5~NEMaJfxj^=$v?QOlA6?#ud*wV0}Gk~vdUlQ!}6TUuULUc%CriUmY@1d?%ef? z@fo=e!nsZiSeNpan6_1CSu{yyhvOg8{T=IpX0i0 zzYiUBUH};rGH#?avv@v(H7MJI21L!!G1nl;<=hk-zS~Giy6ZWubwQjTf!V%SK%(tB zB{|0Gx{e%Zv_&<(1%BdMmAvg+K@>UP^A@O!jMukq9ke~^{t^BuS|xP_1%rUB_=zsp*l;n6+6cnQywS3Bk_Z z(JD@GoclN)ei?9`pKCifpGLCH#qqw;=IV5{@yq%E6er%lLh~Bb!ozG-he}qw@uXgM zhI#}a9c@1fJT-eXr)OLaYwtIA)EZSKZ!Nt|<*?26+MO{=3B$8Tp9JOWW@h-lhORUniqZ!l=aVc+P*V-E32iP^t;m!H9oSCYTx8XDlPCKEBm?XB4_z=Sh`xlfU9X9S&K5Vn!NVDZg?GdkM-KrJI-tOn!amox;=F73D9^RWuY$)9eO{uf?kVJCcAAh zI2d8fJ08H`fHU|YXj!K>XC~(nzR?~Q{F~>2abw8PYIfrT7{GX*NBSm*7YeutecvAn zXrsxeP2^lg-;|VUpE@$1GzmTS6~KzT6l}QFla_%UQC=IsJL~IhrI~FR6R4i`fJ$F* zWbqcQp5BxBT{$8!fm+)~*$h#m)djHn(&#&sq>Mam6!`fWh56sY*8eR~qDltS&(#Py zr`LOYL3uE8kItv3HkHQ7lzSDkT)TNWO?dtGJ0z~RcHY!|$+MD=xwn&^2u^^zr%bc& z_B7WwFw zi6E(hp_G|E4_uKv>X~ni8d{G*JLtY!FPo5!*PJK0H{4S(OA8g1-gEDY>s zEILyUlNfcd`~*b|Xw$Pj_R4v(nQEp;);bKeTMGVEHDliyb9M7_^%(0EbQ0v5EQB?G z*AuMuPfy3X&z63!ta5gf{1aIng`!|CUm22smGHYmntk4O(oXb2nKmh#4NXF3>5*F3 zMuDyZlXUM;L?S0#F+72QZsYe=UQ0vfO|#;?nnlMt3b(;?KrH<3S*6(Bi+)FMy>u)d z*>j*rmB8@u=3zMNhIOl|PRV0=Uay1mXF}O`5pzr;iP=BY=3U%WOSU2$7CF8^4ZVp@ z$jj(en;yZL^2Ue>t?L*fZ@k`FRSa+o^IGWkye2tb`Lcoaa5G$Lo9x=Q=8_uQSbBbm zQb~}&ZIT7ag?__(^t=zRwnKL$7bG#jVEFYTOkd^keTWB}*Few(;0rm>wga%8;Yoyn z(DV%9-R7iNkO{HP$tP8y&>vo}sX#0w`&)9nMut+euySMYM0FkbB^f`Nit^BVZjT+( zLuST9Ig1~V10)bwN&4}*a<(EV^ycYdS7yn0XtjD5b^M)@xO;>FU)SxhZXRx#3Ifur zM%=E9k9!aKoKMe&FOcQ7mz3@ai&&5a2irvXjJZfycv;32C+d^E-(-|L!P$j|AFyylY|-^KNe zU$Gjn6L-L~_7zcIM*s%>^+%*BYi(Zv-JEBzo})c)n#bjZ!&SNKZ>l4!j2Br~lgx(^ zSGFI|C=B|GuRiZt4tqKy)$}sWp_Y-x1$c~B?C?3?vs@Yq$fi}*B92{P0Bz4lkx8z8 zvmGf4oBryPx$`dC3~IzoY=4a**@3vCb4qgS^xerVV8s` zBg`|^8$iA?H!hh zA60lF+P}5BTbYnq`kRFg=*uT59^A&ch$g=C=q-&u1cUY&-Ha+G&02-nzfTIL8kpvf zhg>#z@Q!0MS59g~F?M3!#=7zU^0wVRe7eJ!hQs?|q#?$hS09~WImfyKlD)Kk4;`ov zNn-Muc)RNGADwspPcYNAjaPds1xlYjiYO{%#Llx*ojOR_){>M3>$87!ys$Y4k288` ztH@W`BIcE$T6%X4JqZ@hTJB;k(T43kyyi65B}}SSCRi)!(ZXagQz;vBqgIn}szo7P z746;`lomUUEf`=U2=R)NA+dzlWbsazrBP)^a|0E{OZ`XY*G23@B80&A^C>;~?eBA(Y*)bdwjLcO z*a-+Xsfm$C{H}Qb+U#w9kv@%JC$_ZN4*|IgC2BF{=5fglORJmpF`T6^kHW7aF$iy+ zMhR$CeFe#MyT%@HfIRC4@6oi=;D<~`RFgx|c(ZPiQUbW&y~l1F={DM7@CAEf8q3bY zPbL3s$6Zkf9u;EudBVla0Vguf)FT?;^U9B>uq+VjZ*A}qmUR?#Q}JejvIh?cbpYBw z{m9HXxVKBk^MH!Nz;7D}YkAt{|Z zLTiHplt82Fa}L~woOFObU}f{=81{FJ2vP5^c%Dfz%krgfwFs}cARIGV7>7pTaoGF- zkZbFy73#`|ro3sS8h@_HHjLg=$mNc>9*A0*Dhas#Ziddb#oIn3Yow!W5pKBxsrQwx z8M=<^4)Mvr)V?*=s(&Z0KvYmV=Bks{ws*RFfY;$~x7H~IoSw!=;dOV#LkoE@1ovV_ zH+T@c0ZsNUZZLRS0U5ds*B>8W9*GJb64&5IPv2@)Pd}C?rDp(iNBPI-R}!2XJE)Fp zl=SVxF7}EhxgKwO5kSADDzdI<1&jxYaZDgxav>QS#~fBP(I{=5;?L*kZTelLkw@eA zch3|=5(3~CxDCMuF0_fI3%(&hq3T;1oQBw$fEpR_&tNtgnE%>ewwa>#X?CMQwh$>YoO zVrTZuEo?U1bG4q`6LJ^njF3bLXw-jW-XOGy(zE{XLXA3Z(v%rsc9g+5S`p;whTO8I zlWtd63Xc~yYOm+#`EcAdA!Lm@D^!lI)Nwa$Nhy0KJ^17Ku^Wj&L#60-ZoyP>5Ff^c zCt?fYFF?x>Xvk&YJmpfu+{UoJys@K|T!<9sTrA3T>wn>_{{T(GSA~ z?<`;rt9^)juHLQ0ow=A2oYtoq)=d0HKT;g2v>3dl2h%zTiWx9g5A4271@rmrsLiv$J2nqjZ zx@Nq@ebLE8HH|{2ZoEg{TunrZ8AH|2>2OZ^!7(7k_9QmK={@2N?gyBd;KfQ)n{X_Y zo?6!FSTiXOUggm9cZ4+S04OxSjVL_0iNN5+luTZkb$jd#{a2rbHC33L8YNk7S?;U- z<3luz17d4C#Wv{5K){BZ>1I`R|JC|d0I4cglhaPdnsPPHt-kurWy`E6eh&)s5 zbIYR_|N3%ke?`v++2N-0pMM7XxkE^l#p?pV9Q)Cl6AUSCl#(B~x0z_{gD0=JSBCkO zGbX7oZiQSrUco@HfrTaqpS64n%BQ2N_T;|E6?j4~(f`NTTL#6oZ|mN{A!tH?;FjR- zu1N?E!995J;10oE0>RyayF&xP-CY}Zheo=QJJ-JF?z`50&#m`V@nJUA)m1ce{>K>4 zc*bw6`FK{KrGS+wuf`bE`_2kiovTK=p{o{?lbUbY5dBJ@dtH@0h4D1@xm^x8V!B5g zS5j&%+^A1S!dDA3W;H&yEQ1#}jWt{baL)KNOZq?douR?lPaN<%dd^HS&XWOc=0@-( z_t*88AVkp7cLz$p30w|ivur#l2zT5V1!KSPwn8#){4~H*xh#~h-f51N&v}0YXcq}HS*!lY zL&5kHcyCT@sS?BT7Ez}XOO@j7sr7Q1Kh;wc%*Cy!&lA(@yXX`2sP;Is9fy)LRZ#a9 zFEI36uFdV@HDPH0#F5a|TN)W3oM{Sq;_IKlYJ5Nq(;;{kl0}dFuJ=kh5FqpI?__d59lGf;=dL zl~9ZfgnEKPciY_2x7{I1_K)PYiQ`_-GJnw5GJ_5goav?f#yDN7vOf}fkt>c#l#|5sq z{G=#QuPM?!cNYn^1Gek3?+^E5@xOODkcHJ;ZGz4VSoKX<*LO?%CwbSBnE|o84D-j` z;w*R^HpSe^Qen4>=&`v1X6$!-ee_3sZR7>c+9_zd2~>qbWB!WoXk^+n+=FP`)H|Nc z-LW9%t;h&yPXYkG&qrK;+y~Bq*_tgR_77uM*F<4SYgNLuHbk9&srldkoVA@D{0P!j z{~f@7sg-nVvF=XC%rG!dGlh(K1H!K~Ab%j9aX%tU7h(}8t(>@iUb)Ja%Me)ofDuCO zksY~Yn7_^k*Kel_>6R!(8wml6Sj9~%qL`h3bV+HgjL!b5_{h^WEbOY+xt=tJ0siRq zvYNVHWDg0eLzLcxC6MUq?^4hYF@QVxg#w>RlL?phI9+=js|m)}Bk6U_D>Qt6s3DSd z+Z^rL7eviV(YpY);~ara&}hPqO$=&aI_F&L~iOJxSQ4^48Lrg zo!5jlMIn6{EYF_X(vRLE)DRf?J<8GJ5;kf4QAdCLBz=wVX&8U>_bkb}?)D-r8 z@>?LQ!RJ#)$u?>ro(b~|_mbG%bK>D%AoDyf>2g$zJYCv#fV~4yYJ0GZJ?xlQ01t(n zapXS?id84Cl*p^NsIw(dX;(%m;4g~3DWo7zruj$V(@ITFOw+sQ)X5Lo%+DQ8Ph*lf z`4meZy5L&OdI-!bVzjYLB@J=O^I~wA1+kG5pzE))N`@GWk;p1+?lt>J=i| zRswmh2$+7wB(fy9UlHs>z3%t(Vzwn8|45P`Ql5JS)7P;Yg#wT5&$J`{e1o+tlx#4T-9! zhj0xS!4aP<%=?YWzUXh2bV1j4v1DvN8X=k1;_ZMTwrE5F>K{pr^G~Or+`klp#!U@L zziwun3X-KS_8)nAumqc@)vB#KU-x72+VSDAcdu|2h@Y6uZ(RbDF{yWp&zBe$5i`{8 zA_40ce-LgGhTEO0)AL!EC~`f4YVH!xaEV7Id&1Fof_-6js~P8)vCB$l&4$2hlXH>d z54kL?ppP3LRV%P7q%sywAn-^rPn_m$rmUVDzzsI8_Bc~|zs%s^LYB7SY^9?4uSX?f zk0B$2k^o_3C3YN$C8t2D7l$pViXPp}1aotMeV3jh)^urpuPy3>5<|qzAy}+)RBPU0 z%(}xm4M*md6XhKVK1-G%T5AkoYCRKo#|g3Nva7NFi8ysgOmuw9SAkMx)U1;O|8zZL zM~#Y*jz`7ib5WqN)0bvTFrqn;V)z11h<6KiU{_e{AV>QTLn0sKt+2;0zhr)^=y1CL z6qU_IXkLs+0(>wbRsa)t{kq;tm=-G;^AyQjKYWiZxqg`NRPpQq=4&0>5^+>)+U~Ps zg%Gfl<>pXg%KtIz)(nj8KOBq+NsNY-8$9lMoIGFA7_qRjDq_wVw0V^Or6{FrMR=Xy z#qEOFCFO*C9+FjmuFf#>Ktn{@9xjiH@5bQY24Z-gKvMi}^*`&>TSonXgF8lb-WI2Z z1Kb|e&-Q<=Li$7YVjlX@RQ_Y2r9lrqgORae)dqWogI1)Mqq{2g!DRPh2Yn>Ks9oqu zM$e~IK(AC3z3bdaLs@wvEL81Ur&z*B=xeD&Q|{E%`3uC{uiHV5lBlRca1IOl6I<`w zV0?xgiEb2V8-e&gmqd01Y;@|w=@|+@T<>hkqiTFsE%8#z6ETS?Mf7PgF^QeDuRPF7 zlUwSz%1%C-h&{K%D>_Tg%64H1VkEul4q13}7#gsE?9Djq^7?g>rcjAd3%>WC`J(9_ zn>te!m3ZOvUIa<6%?lDxO{Y`K>7k$bHRpo8Z!vl+AXM(1!G2dZq-v{(I7p_)1ofZObopTG8ybj$1 z5kI5x$L8qH3X<`l8vrazL|C4g@K?j%9kAnZgttA8={7?PJ7(d8>@gott5&99MMup4l@5JV@sN`Kj zm}jcTAe5~%=Dh4CZmw~7Y|CT&_CpCL(VuF}&Kle|t#tqlfmpWj6!6=ivj7uURBoY! z4;|F6p02X&lB_BojTtfUh%^+dh z@wwOwJ9dZ*S_K^Z!_V{rUh0U+k!|H@#o-7n_z>NHHsW~(s}$y~kA%|Zj`v5fKLnF= zJ2Z_s@hzDBX$7R^flA+dMtE_%#%0&^WtJ^y)NNh= zXnZaw+T`^ufSrmbl_ox?PSoadiZft9+2e_10?Gf(_GMW5U&*BgB_ zFkzc`&OLC;z8!5RWZkntuGA{Oshp7AVU7QzV$c)LYN2n+!j<9Gl%*WKmTLj3-1 z(Xz0)!$0zdEP|Z0R(zJjj~M^y%x=l|92K(t|tG*z8wJ zE!HGfY${zWR^<$`qYjL#9ar~@Z1k5amJp94j2()hUPr}!?=AK$tT~SNOw7MIM-Dh! zqJNtLI_=clX?+Zo>SwI3{m+4(3`^6;;6N^(5R=V;kOH9=nNOJerOrib!W_D=+(#w5 z(F@HF%UHzq!ND#T5tfomNr~#^jq+{uRvpAd%LT%zN;#hrUT$zH>ZApi%6|_TEvcxO z^Ey|5HTOO0gR!#oKJrGVkTntLuvyqz zu;&2mpwqf(K3uZ43VkMuWB%>z$Cpdz(uch`RD-T+GtISgaIBH%fpCUXy#zij*#ZK? zT-FOpom?TTa=y~NOO#hlal!?ZWM$o@T@fU zD1*vL^l=S?!0pW4Ksco9iuc2>!gMF=KIB~ieOiTuLF5FXo4aWmx;6WLKeHY*7H~_#Xlh=UScIJtQKnq23IJ}r?+&zx@)X9P z(Z64sA$`Z}h9I!oLyoI0>k~ zawcrwCjMYli&yYOM3I+4y1t+JH+*l){ih3s5)m+$l56Dz(2;u|(`RUzN9#V;f|uGR z7OL~)lVQPYihpY9G707muZSP;&nm|WBG~!Jn;(X=(3$)_RfN(yIa9z-r-}exg5kcu z<1~KI!#D8+j=#!ZKeUHaZ$)aW9lv(WOWJ(vr3YDzU*H&<%DgzrDJ?;|ugf8?=&1&q z=wkM?@6(ZfXB%x#cQ26{pT8Rs{&wKjkH_BwR{~^^rxR$mOUvHR7d zpN6#%0q_Cn+Bfgh9!ErFY0PrdFLG(W_g!%T!jwl!gEx>74dz!qm#bcmF_t@zR>Vus_}Ek0mOsdX@((;sV@2@Fxj&62Ww-Qh+{8q{4FFVKm1cEd$DeSox~pwE~x+ zal)t1$e$zLaS8ZE2Xb30h^hD*8=NlvX0sc&!zi5}7Fmfu@)0o+N1?Tny+odfqr zr?wGXd(dNIV%Skj|B~f|sI49@=Sb?TQ=|DqnCWg?`KReRy?5DUdhc{sTdr@?I(`wT z3x_p|w#5x%=rf*wIw?T;HT@Vx#i#zoTLyVTV>VJpt1>_7N5_5=sc#Dy!?DKFfO#;P z*$VE}s}JPENtJaWjX^h9`Yjz7^{gqOdw_&CG(9e4_i>{WwuwH@S#3<|eA0HCdGq7x z)RU~n0(m3F#T=6E1}&yd<~^4VT${eT*IetsdYVS{)M>W|@GGc%6SB2>EUBvR4f9nWx_m zs+2$9L-meDkYXxzpZJ^QD@U(p9WMbNS3W{&-%wHlf0sDElkEqQlzIDpBVB;UX zs*rFD<$J^(pS}ayrR<;C&=y=2c6Q`@VL|5>P#){7;dxE))3ZL(>|)|kYi!1Nxv}pL z(VPB`C-07r##M`emzk1W@K7mf)XbUwW+|3IS1h}=BWfw{-U)js_o;!dZlPmUfV&?9k zk3Ii-I40<*U9_&UaZ^_>+YrI#`O>C?f>}c<>Jup}6!u z=4InmQelt$aLeASFUN&Hy?o3h%rN^mq5Z`Q-sPnS#U6wVRl;>pT;KoA*UBt?4f*P0^d|$sp%|46P@Vb{xbh zoDX?q<)W%o%u!a`EgfET^Q$$=PRKWP=kp2k?`1;jd>1k)y4yQlERRUb|fg>m3H%;`Vf5e^!{!D4Jd0?<+%BJ5$$VIm?Tc_*|^wFY6ptlhk~79!82 zy^nBqEC9@yHlwclordEv7DyOuipd#-?g;4fS})KM&%j2jawNa#^Iy%PY_MN$1?fyg z6!i7|_U~wAJ`5wxbYJfzl=!f8BmY;a-ELg9u+^-&`HlE7Fc$n=!(BwC8?lar&T7=^ zA&g$)>e!Fx8P&@Vw^qT1lg9|YGP=-I~Pf$tUK- zMC{`Erj+}x%kihOJ*?;MG;7K#Wzf5>?6`jWo2bTeDUuzzYX`660m--z6*gj1iPivD z`S_F?TZE0v@6>P8bhJh`ONlgr-(PfZIo9Yg@0I77VH)FQrWuBY-|0g`)c7!}9VBL3 z&f6oQ>!VuUZ>%b>^D<=i1H^kM?|#1RS!suFrx@z_Wq?BI#)19T zFw1-)i2)0tjkhH8EzP>1|H=aLVgGR}4$P zpSvWbT`@Lg3)hLQdZ?|2Ex`(PoYw` zY>}?Mlads>zdQ!~Tb{Blu^$q!F0W;LKZ)_j`{+)im^~x3T$>RgrO*v+)o*JOhs$3s z-~4r>=OkZA+_>Pk0&_&`+U$u(E1?2a9lX6~X!8c?%Mlkf8E38Qha>v^xlbI+)s_(WWz-kaIC`D6iCSo4er;oO;8)m)qm^w;s3O80v9JZSy*=$y>Lu z&Y&vYadkF875A1=YJ1{asf{AymoP8YG6|4*v{*$WSYjQ4N3a{*@4wIDXRHh*eC%x4 z6v47)3+2kn8Owo=xB|mUQxn;>AMh>qlfV!DroJFiAy~PqN%+fn^lEA>!3AWMu_?H? zh4H3m=y{$gjnSw3Zfwz}Sj%K{!T)VB7V@?3r+r~7@Xxba3ohJJye9+5Wm)&k8^H$z!4I?_sRot)P5{Xj{fYdmJ+@K)m(NaP8|`{ z3sWf8*H*7^rnwI42$tP|@RVfc7=NkAjFQYLQh=>gWbxRDF#P+3ZI^YFq|-HQuZuKjw!o5_kw}AzpIH@D$n7Ga+wbOSxm2Ir>cNDH+GFyn!ZDemqSJb zbNmaClhIIT^Vw(;s*M{Ox`<^N;!S zgi`gzGY?eiZ~v&dl`!DkG=pbVHIA;FGB(&k+MfF4oGo9~Yx#VNCdvGX9`Nh~Nh7vC zUwg&iHhPmE=^&rnr&JE8Gu{=az6_bl38Pph_m);1xGhz4S{)C-QfXkIqi)Yka|W1& zp+O;S$`a*gi*!X0j9wG}Yp=9yqSxDGpmjDAF+5c;Y>ih-j%UT%cAbhRo(Al`r~&o* zUM-7i3JkqrFj=#z6t-5UaZAY*c{Kg2Me;1_xd%t_@n_pbV@l9RhiIxe$2a1g>3HLA zyKaT%eBD9Pdy&jxg@SAabj0*K3SADxqPlJQfQ0IyI`Y)Pl z#9f|=IOj$(p|RACVlJgTZ6!r7PShA#5@$=*kJ2*vwVkyX#g5WkD%_3s-r?el!ajx1 z%$At9dECYVj7QloGR*gPTQR2Fp+B`rb10H|)k+l!-nbq03rtPRzAI(u8H5H~0%Q#i z$q(gQ+Ex6rVBT5!asx+lJVY3}JmgHE%>Hu3qSFNmKA8*#7>}Pyjz*(>t@qc;9g%e3Cw=(8w`pt0 zpD{0+nMOrLLg)^g&RyuMJlB%gd)TDtKA06`7s3y?&{q*cYX9EoIp#)uf`K*4E?G*7 zpCE^#NiCJHsD*x>b!s>Bs)s%d*QH#Rs-JxfxC0y(F^MH9KkY{=S1 z+rj~@FdRuGn^uj)m~^gw8NK?wnud-=VcI!C^P}0eBXidhE(bMBMX{*U=%9cy-OLJG z1aF77Q6vj5iHfS4Ufw6natS?o^>S@ff4eJJ_S1dEQ=?UOp2oA^-8o_%#OLSZ#@-UI z5^07`Uu$F=`&o)Qyp(yT81vD?#y6(?$S(wytb%zsx-ERHYimvJ1$pYg1a^|Dylfno z@ab`)PCBF2%ekT7x$SGX$Iuoeox-B}oFtMV_^R)2@taRh7TWVB6b!Z=nU!9``eo z#r^(%D&M}F?iHsO5mymy(I&|0faCrl!fyL=n5AyMiiND7S?6+lb{<@v<5bQxRchW? z<=zU_(IJRaNaxd9^Dz(I3Hd=Nv3pr3j({@Y+AVd|AzBu{m+3ot6I?R5(cshl$sID= zXoCuWcB=i@B!mgh4M{9{MxLsbnlBH&Ii1xLf!;ZGf(iO!p0$D&5gLdPLIRLUC=7hK zN7~EJ7WecgeOU*m?W#s_yx8KS5MRGqKf``{`hJV#3s_`@{*$KjLkd9TJS&J5=xWT) zqkR@WC}YhI5}BN*OAHJgXrJZ0cgc4W`N_6NIEWxx*-V&$x_ED?W{5}bdbB3*aebVF z7k||9!$x3tcXtRFJ7tkgWUA(s<195)}c-;sg%T-cefBdU*Q5fm*)w^zIbMT~>OUS1pOv zfQ9q-xKa*;#+YDavmp8yJ07~ZS2e-EsiZ#s-cj(}tJ?Ov&3t9|N_GkS3pt`kL!s{2UN z+3d3E)zv3F56;&fItIOLX%Y?z;(S&>1D2`=guH~6n!l4)hmIjs*L*Et8aJrEdd)Gd zFaJW~wm!(}WRk7TZ$`1SL*pzd4PaRpxgnmn_?m|%ua03UU%Ut$`BvF}6RqpJigzQh zw%FZ2ttc#w&-^so-XJJMwoHCGxktnC=g#jDnmj-;7qa)yIFIiq;_Wd&`%KKh4}F3i z*@0-y(?v8}ijoP>_*wO9RQsYy?eL_2ZY>yN%^Ojz@iGTH=5C%L+=6Y@0+x?E3>My8 zUwA;;Zbj#AOACjm$3b+o8BS$knOB#WrZ?&Cm$Mq+K?yurNkp$Fck|O<^P9jeD`IkY zS!%Zg7~4*lC7`4e!zC&x5zz%_Gv~(Q?n+w!!qElG-NN@9KO->hbGJK|Y=0uP6T3zHV+Q97` z=BHlwhAV+K_#D&~Dup)yU6w0F*fVn!tZ^2@pvK`}UnL1|2n6;{F!`wua7#=1OZ_b& z{#R4<{4c%+NnBk0r|NLUc*xsO)5pu^B1nYM3%>f)7r$4px69fimOyveGvB|vzW=y~ z(f5euummd6aPHC+c7+77+m$5V3PGE;>MXy@dpfd-zqA`*?sFC6HVX{`dt71CGmOm3 zjHC!?)SMvr@;^;yJ-zdWUe7*++4*VLTUyM9Ksl^-o#-!0Pg=ZxBRcZ?RY@p+ACxZE z=59&47S7Ik;4m%mf}J#8F5AhTjP})ziO6E{Z!1}Va{@A0wLqF{-nYW;2fcgT&-nEI zd?fD1_0@eS^J2w_4cS|I#BH{eHts*@7CTrbtBbl~nSj$h9(MX1QfD(iITw&k9V7Gw zdV9ty8cE8yxJX=JQELXJaZD6?oKd+Poi|8jBS!Dxu&;b)`BtO0oY#kQAvb(_Ro@6d z3X-_bJzu&Va!B%7y_4wU2;Q;(cYeI^AGGISej~H+WX73-a;FG;c(?Er#?^u?f1qnC zf!N}FlJ9GNU}!KNY3Xw2doGF_7O3lQJN-KfDW+yAUs`25%}y#=HUJ9Q1~#_X^8Djp zMaK$q`hdkNZzf<6qY$ZX1#1gM~5&%>zIKR zW2evkqQfJ>CDV!zM}B=Q{KUP8hGv`20)sk6wN@s(b?EzElce7T@;r?(7;O;lNjySryqaCerhkf z^INH8!G_v8C7>HaT!+BN5T@-mh1W<4phgNm9opM6fE1c=4n zAEX6aPD_3GX4MVN&sFy&sjkNKU!cNk$Hz0qVx{%cE!e87GqIS;O|bs9p!&N~pYh~q z{*~VEHu`YhPZy{U-pXaYhu_x{nE_kv*}zCj?JR3=&wwVp1dq+wEbpbdY_$rVPU3zc zuzO+Xk6(bv%)ptm9a00YokAJ!Qe$@Z1OubFolGKY`&)*+bjJ#ew`^i8pgXG4!$>tV z^>Rx!+&E`AxA=PHtv-jrf}{ce`zwG`$4dhIP08_pCR;HtlJRidAr6CF>&MG&{v~f_?cOnGsKap}jIW#BT1;r{+Ad=wHh%t<^)nFp0m~!h6PffGh7&6% zDzl!}7}7F;y`!Drpa$nQ9QKauA)VdK#6+5;$9s5n<27}+>%Xrd2&I1U^JtV;pZU!9 zPBf)-a~@#Tpnn)S0LB%IR96g2>64^B5cB$pzMyoHWajgq??T6CslF}Fuq#z(uG_qN zHC1dZ$XhoYbBEubF?p^p6u1VQc)wi1FwKvnvIu@$muK@O1tgxw8~))#J2pi{k?I99 zc;&zJT9kx%>|##!wliEq76f9qwmbWKTiywsO|+N$9GQ}8wRuDxHyX%VOyw&}h++Zm z>OWxe=$;$Wdzdk-i9P(E1rP8w2>9h6%k$&OF*G}yXwAA*P!#%f2gm)SiL>i{Ep%a3 z^-?$}lrU8jHDfCkOHG>fC&+7I^F*7X^TQv*i%MJuYK>1g#6!o0gP#@S%rZPamu7l9 zT}ns~jVD<)r>T)7l^LYyj;pp45)x`}@b-S_Du!ZT7Kx-MsL4AxIBZW!kxdVEE#~xO zvNiRIsBLe`R{oMz`;6gdpNm|5@moG^+s?P`Q(rWp)xDDZTNpiE=rJyL3cA`rdKO(t_c(wOy;@z{?f)+1F%IjD_WooSEZ?1@|N?(%s94% zR?etikK}8J_Lx=%^_B@M4p*ZbPWwu2*m2jX#Y(!BjcNV&M%ry$F2p_US?C5Py&jF* zA1|rrb|(FCX`F%=_*c}K4Ddx(^BysEWZuz!Q8kIF2#Svv`$(gt_AFPd{2prF1`O12 z+ZC5F>*{3UK;y(D;OkYaWTzu(&}>NF0U^w9NCIex%wCSuW+niD^yRo)a7V(!!PFI^ zfoEHNa7Tz2-!_nuEqr#ApYE8*F40NiU;x`N)1LhO+{q2^e*v`hv!B+ZBi_w=+-J=_Z> z7wn6f{Kw~t!F%$;y#bXoMM;>oeSr{jslKubLvun9FFPDhN5tIxikgB>$>wad9IIE~ z1Kl;OOP)iLOlNp6ZLb!2f;>q=XpxCCKNdi1w+m3g2S=G>NBNs+9xz9iIz1-*As&S^ zJ)=VZ5WAa44iS*uoE0VQ!MUMJzod9W3{1WZu`x_YV66>dI97 z&6+XFz^0MWG__D&jNb1x>Z$wGdj{YA(1NYzi;XwI{ElYBxQY)t?N5h{t11<0Ji%X^ zfG4nq-ZR5`WGreK-K^6?B|%bC$fg!XtjK$FL9%WvVTOkv5;Wq5+YIcDP>=H18QK}5 zk|pA`ppu8!U$aXAE|JxOlJHhaw?6;NYxxaVu)7AC$GJFe(3U zPwL4sPhgFTe)sVdUu#GAQ~NVT)tKku?)o>fGifHjvGZ6ABv zF2X21fDBIUr&vzd4`q6y7$9fUDcEAxsWAnDKEr30nfi~L7tWq)9Cenp`Jd2Jya`ql zSxpqOiRbY8&?Y2_*(htxSWvx}^$ZRDd>%6y!s_4C;xSU6%km%>4d~|eiD=71O%7HI z8@G$WI(BXERSM-M!>4)y9bLI1yrDFoM6P&uA$-J;d`0a7FNK;cjDe%O#j-d2Yq;>L zRw8M$i>C*3de&b@^{3ejl@4#4q21zTf&seMpT)9e>&MVO@vG{?yU9ECs_{x!>aT9c zMU2sNKI~|K0fZjSke08|M=X&dgOv7VV-j|UNYLXL4tjZUrQV#yENfkWQ-x@zea)>O z6EXd>iu;Y$({Ut)A1U>Z`7In8-^+ufn<#b`V*P$|wNeH($j_vtN^-H4{C?0n#IvM* z;?(!60qoH7fix)UKLg8uASM3&^2P-|L3$v)rO_bLW;H8JRc*#ndp18*a~iRKEt}p# z*2qQxZe-Wrc)->XrQw@++EuM4Ua3R_iS2s^j6RK?_oW;>{O_q6dOhM)dx18=m)AqW zo>VIo_(KL(4R2*5+VD#6kY|I?FR!>1daFw{22svBST%Ir3rtGxn(KmP%!^9AmPs3B zL!wW(cZKhFk_c%+vHCR&HZ4=)Qg>^Wr~}!o=E^4TmDuGO?@O}Zs^wCG8kmn%7=Ep7 zMg&%GfB({f&2A@+kww?|Jr>;fcH5DU>&4OFIAaw*yWQ-_yTv$^N!M!D^Rc8^V4;jv zWgCrM$K&q`POaWW96>93+wDt@SGu+5pq%cA)|{gl#3tlxck)MNm6XMWNG>1?^c zWOTkhYQW|<`GK(yo)X-qE=K0tKb{DJqSOM2 zEo~J{t{f7Ja7%vXT-qxe=G@b~H}-$+4oT23nV<~$Jf0~mY;RA8+kzt|`H)s>uqEUT zb<(QY)+qi`5bmCGF1Ss8EW3wUH{*k~F5Q=|iK`%iX@rPci$t|I;ik%)(@8$#wcneM z8RY3xWqdj!rzg6rijCSr`6rk{s8@zws!Jw3;+Ne|_3oSg6(K)Yr4r2(yFgKZB{fgZ$L*YdNuVSlrg!a2HOSp=k}Q&9Sg zDk8#UX>ad{6}yjuUToHD39=I-GEDzacUk=kbvnlLF&h_?VAPhLz`+=ihfty02gf+I zHjkD0*t{-S+C{0%A)=$m6MD7i3G*yJWOha}!jNPO0Zl3P;wmH=oV=tmv{CcTgP_H?M zB@3}8zh-9>U8eQ$8B;QfF&!|2+dcI7KPuKAviIMQPHtuUqffR0-6M$?>}3EfYR?Aa z{G=fjtV?)8xk;ESzm3uX_eCvU?r3yx7iRq)fMOCuAd=yAR;?ZB-@7KKKw9yCeDBUD zFYhPpwo4dU6U^j^QMUH~m1`NUAl}1Bc|X@%sv#^dkkbqlo%Ih@c08GN^) zwKKz$&)?tg86YM^nvbNH`}a$v!GN9HKj&b*l>lko`r&HZg2Qu6s93)(_4;^HO@Z&} zTas;Q{|A`;1As#M3K;jtnR#EI6k73JU3Y%bVeGdpXV!lxWzucZ9DCZL_X}O@6{~Xx z3pb`_JL({H?yS->touM_UHgO#g7P%4{2o1)g*SS(?b;!JHL#DiO{Xu5H7YA~GD$Bs zT3S!tKLjmc?hG-qpjq!UCyL_;zQdvV0sc68?fR0;`u`cg|5?fcZ%c>(#B7hYFLm1A zztofxk+lE7d4%$WD$UZi+`H6k^%|n8)RWuN`;e5-qJ%HR#-Igk;40TFr4Qr?m`R7d znlgefL$kNFQJy~J+nivN=f^J0w=eQMHmx!?Ix zs6dMQj*^F#RtlgWvdlj~Dr?L}Ef;IvV|OREe)vdNR1|vHcW_|A6Wv^ew2f)gYwacz zTtys#jL5_{6ZvzgT*-a`+0_QM*6n$P7?P>1N7VbvS)DX=>_kt6^yApKcqC#2Ue-?% zj@@SVomJ*NOjStp#P&;HA=a4&s-4nF8l={&>KRL2xtSO-?>no|!yPuz{;R!t%nrY} zxLBiInjvy?#|agn&_XKnHhF|%avbax)4XnfT4Kz1zxv$?b#QDP=msc5R&y2ciOgxk za46S_I{2F&+YBc%n=!K38^lvwF76o&KZ`t0 zAr4BBhWPiB4PHqpobxyFO3Q|2eY+lK5V5*J}ErYH};c3 z=F(^Ss|W^8!9M(Qf9b`z2RCP6DF?@f0brT6GiF-u!;pY<9r?LV4$K#tLQr5B0OiQ` zHNbsPP_{p>F&&OVVHixD-5oXfwu{9;)_>Ge+##0)K!MWkJf9zR7Ogm8H(@n#cMX@P zSFIc1VZk$>ceAxM`8thbUrN<6bwn$=fvRo?1J5|m`E*AAQwh#P|3&?~16L#)?#K@Af2-DYNp zj<#p~p})vA%oAJUzolC4ugTQQfWyGT5(@%J2;-+EZ;Or#QD5ziCk?Z-%C$J1l(ZiJ zN}rtj`V-1EW2#2-djC#PFe++X+!rUkK}$z`(r*3N_UC%J^KZgcqQ9;OcE3X3oea?@ zH-2MwCiwn{cg8bvGsEA8{ zn8siDaqdR8#4t&Od{Nb{uyt9@oraPL{a07*Pv(0z<38(yspf!(oy!RSpfa_bOYd7z zmT^FiU3t7Eh9IaCnxz5bA=#E^Ddy=+2-qTQ=g$^XZytF<=Mnq!Vg$I}g6FV43{!uK z{t2WJgYvxkq^dMzTvZ(pN8slKi)nK$Q?qTIx^H2iC*Ly}+VXc%+_bQ)ngzos< zB^lr5aa=m-xn_w7%R~jib=iZkM$|XXx1K%JMXein&J|^46J%LLG+JB^-bN zvSt0=JPXDo9*CMZpf7rglQ*#nmF(x` z^TkNPMt%s{%cb@C_BAFDHs&$0JLfvllaeJ6GSSAGPWapQPVmuN${=oKNy!`QTjihRNnam1hJbCANb~fDLZx+ZDl^` z3g%cP4vg!#roT`2&j7Nr4|uzkZRbu(%yq6Ea8u1Xl}){6I<23AL02tN*l(Sh>MX#6 z(C+pJRs69mMzvDY!IV9{*93dWeNkkT)4%0vrX5*Ybf>(B(Jr%MnsAGg{IGBYuv@ZlUL5}00HM13ZvI+tRz)=1PwrS4G zkmUvoo10VZ`bM331;4ioNX~}~Yx*%_CLrPRqM`*6lLV~-849CMncg?WEUs%l-l{U8 z1s8@j5v&5V!1Neg*A8y9piJic5vS*k?!j7HL~o7&#}d-sGrQ&LfcNEK|DaW6hw;sc zw*M-8sYga4xagac?+8QY3!Qz)c=$ znLsw=#->Z92Qu8M=!M&#prM;v8L@(LNJZc3bnsQJEa@NwoXTZuawM5>WC)ImE09f+ zj;Dzl;isk50GcGGxenjO7{}}DUWoj|^Zidy*57;R|NHvb8PTPKsu-TiDNb1sN;Ul& zkEJy@6HOa;fg*rgFtZz8O?0g`sHf&_)!WL{T3T&LU)Q*11Z{rQ81cR>`|+N=JrDZa zi!>xFQ7-NWIl0mR9LhqA9aEu~=;(4dzmk#)H+Qn?H`knSt?;!Dz9QzlWJjE^`0}1p z&(TWDkc;UL_woGbL0?z@d1_T-EOX8L#Mh!Dv_?sUjf$}_i-4$LTuHBr#QjByPD>2F zgdKvH)zU0(%x^;^whUcwZb|%#<7rEhFL%DeUG0s?06p3& zpA4_N8>`*vbz=|0-^7hXWrWZobK3@u>o4gS$RMMNXn^*Z3|&#jAg z3ot_yT})-q&M9V4>dVs%Vy6nKdCzO`GUBDM>w?PkwbiEDb(w)y#S$g`xqS6em#VU{ zKC)-Dw#v5^US#U9%>eKB3lYRGZ*Wa68%}3uZwyOEcTlRo%x~L#Ag$YaBp)IQ3mDDd zM`=Zh6-pj#F$)e|!4A{35gWzd`ba4?(e?N>HbYqaD}Y!2ATMY-&PHmr7iT@vLKb9tMrAwZ0(nr&*P^yrZ# zP;-$xG$F+6x;c^%mS;U@=PM?ws2HEffZAsjP6~t|hg`02O5+T0&tT#+Ee2HonE8@< zQh_?mFRYI?DUdAR4airfhFTBE(pS_YyQMn&?_{T9J#BfIq8frzhcm^d8&V|fbU5q) zi?!M}?a^eeteNI*@aLww24PsbsP9iNwryVyz-%guuFUxXT%_LS6F~dY^@`hW?gJ68 zB^@r!15<#az+CX8)cfPH3;{k~LEEGH$d{Y{Cu{xx9wPtEZ~o{@e(j%m>p5k>qxg6{LPM4x%Q~)LfOiK$~>)$CPr@8p~;XWAQ;y! z56v-^{3a(O@CXu5ql>+{VsaWPRPeff@vbfn^$q@;f&EwDC2IgptBB8p=)g$etj zAOtB}tqZ?Y3@FK>@mApGjkrF0Hh)8eXpX$Wfvi<|xG?q%@dO?(n(^w&9uY z0Xb~AlX$!yinQR|ZeKo20K8tqkFG1MY9%HzSqQLSE&QmO!=8__;r7q>zB~!3&DPyx z13$kZpY2ILqb>wPPD;4nY0qcA)zOieT?g7niw=iDJ?&@h&(#>@BHArZ2XrV_v)jKJ z0LM|T2IzOw4OH+otLR-fn-L4swWv5AAqVAkj`j|8JphV^*idUWo}dhVrg-)_bm!kY zp8ji2byrWSl*_nX$F7~`4e6@9sKNRvJ^4N$cN3`4GeN{9Wm3x4c6rK1JQ@ya%@~SqQc`Qo6;coAHeQaG_^$SKZ9gu9L z;aVIhMcDUjQTKs%ADdFi$#56W{wI=Dlm`uldsv%E^|+a&msc4<=nu`b3KGiD*(IM&8IZ4^PRUaJwLEt7U(%K5_-z0l`nDj0Al{q=p!kfsWK)2 z4y+WHaACmnQ^g~6Ii1rYgWh&KjAlJC0LAI$ipqE|T1pbD4ojBzb&4F(bNomqzm8?8 z((8l_*0#+r#X6O?ReMsW-kN<;gtSrhhbIC5tG%xbi)%~TO$Z5)kN|+r1x4vI zk4VY;7OGfJ>S@}#!<{=$=11({6~1!!_FdAhPs7ummOgW2k?oAgKG*>x$6Q_r7 zR*FZ}edIf!ufF|sWooES&DeDr*~H#Q3ei2YMK(v>1|{M5IQ)`(+b{Qijs5r{pZcR? zk?Xi$r%P1j-gBPyx$5F_{6yJF$e>GRZjY+h(sv>3T~9ND-8Cmkfej(mPN>};=$Gz0Vj$mv6t)Cy4r@wtb>M5uD!_B zkO2VEy*7Q))*Q(It6s^e^%F#yJ9qaWfo62KrF?S`x25N}p#S-ipuIQT=jF}?xftFd z=A>16LiK_eVR-55s%{&m0UU%L-c}2TEx|ftY(`n zG%Whic&C);;OyG9w~f4oaZkcz;}|gsH`?koI2iT0F`-)jB*KTa;2h6?JN^+__lH;1 zt0aV8X*jLyj+oe3ZPhC0ysHJzy6%_EHYrJBR}9QGe}rt~+VzM4Els1@6smoij9491 zU#R#o*hSM-W!WWjz8+q_);`Ai(r2T^{m@jiaKZ!U@HA~Fp?tz@B`A_MhWuvGzVXH*&vy$l-B-4x6g#_en+u_CR!KaK<1R8$OCag`@NAN%{`+7;|HYOMtL1tT|;Wb-Z z|8Np3=QQY;WVK|tEw0)2rWt65b*XkD2(f89UFcDoegFM*MWHn&A_CLb9$pIpa>!L+ z-nDLsBxK`_k_}(ayz?&o;pct69?tY~jmrLv862vGw#DNZ%xg!DaW`KzsyB~(9u#?9 za&f6|rG7g_MwI%5$lr;2Umw3t2U*P))Xu-QgB|9OR6P%vqVT$s7>8$aTTIo}V!+xa zJ#3K8LX>0)i*r3f>SiIslOXrgl#~<;`qw{(H5zQbX3d9QQ2L2O3m!sd>t`3YR=m?+ zU>gMQVs$2LfM`?wjef~7Pt3Z*$d2G-QiWlP=LJfhC9jC<>_O)zpPg8t1lu9$Jpqy zh#M^IVqPI;xTT`H(3%mDEO}V^W^WJjL^8PJ$*^DUS!XYXubrXc$mzK87}>g|v3hMVIcwr! zBW#e!a3eX(tNp@XK}hn(zPmB50H7vBb`aIFKU&Qod@X)~#sBu*Dc=iAEj@2u@duc^ zq7TR%BJv8&q%1+H55`L8z>!xS5k03LS z`YLCm-b6Ne^E#E$bYuG!mG4Vdd6M*ewlF8(C229*<$GpQ+u&FAdS0zq1$5$_oMy7e92Q5TI@^#kFvKZyz?iH-4_1yE;0g1u36ZM z>cw$6q-}|$Ysl0Z6@W5g_l9ldxHhu&j6R<%TS%Q1c2F=+f%G-FhD!LS*jYaO>AZly zgcUsQ`;Qj);_MPZEa$h5_acR!p?Kfz1EYo!5UsF+mmJ4k&q9DM%NjMk^>DL|CYcH!N# zgeV&>)(0cf7DCjd(r8#T8$Gty`c_D*aGcT(s3YL@ung z>@`<&7gg+`v-EaIODlc%&bq%?L|=GkLwIC=U%Y^{{#Ma$sWRK7eayoTBcM7wWnkT(8~*db}~5!3qY7hq_#Pxk}LiqH=3(7S(KTE(aYaXw*T8 zrs!#>k1%q+f#+?ezWAb%g_NbkkHn!x>CCJ*8xkck5iQ$5ClKgT?S7&;w!&iGp(+$K zF?4%S&uE+!7E&meLc550JsB_nt?joB_tNUky&rD8RmA2S<34$$sn$p28%zOi=vvuK zV{NVU#sX05olJf4-v_e_DtM<{g@=|2-6A6o?89jstk{ft_M3r@?G*AaZ@cA45W)9G zSBFS;F_%w+)K^hns zIn5On${Mby+?V?{+RJEzU_bh0SM!l6$UI;IWNgkS=2~mls`Yy?32N<>F1Rr?uSelb zvz3gie*o!tC4{qZ%U&F9;Wa-V8eMS+J>KEz`(rBJHr z;dhc3&AhUAr7vu@<`AQqg&5vE~qx zUIIMy#;>cZJJ_lY^A=tYLX;M)Xs*+=;3mn56MdD6~s_f`A$DFy|8yE z-ZF1jJ+75Xo{g@pF&)c1bQoDs#NG)0z!~z$P)x1UKs)Qoq%q<%&cgb~>5rXb_=sJ$ z1a@>M2aKm_3$rh~hY`~iFQU!3DK0duEV#A+;axH?qpS87*eAB}m{C@2bH0ax=hN@! z)}N&Kp(f$-ECC!p@mMc_>@h{RT78+N8CBAvInD)_mP{~1KX&YU3%STA2lWVu-2o(z zu$QRCXL? zXm;bhpf4*g8u{E}z`*z6k+4P+jFiG#b~4*hnEI)3X9PGz{_-*RSLE0S889}jz@v#Z zduTsq>``85d`+%(R9A$O5(miC6lwT87g}UF9YCT7x4IWXhYkwZ>$wI(=3vvoy62e} zSV!X1w%H18t+a6x6F*?ZwdNylcbZStM4Sz^B}2?{Ikm%8RN-F8{zIT+U36=!sWOwY zXrXs@+ET}*Oy`IRpCpuP;vmE8Jmny@P)R;SbRqmX>HCL61bR+&kD*9&k3l4vW=UWN z{v0)W5M)9$k%yQnC!y1KIag6pSsmbzuS0X3DpJzvY5)#gt>R+w*0V=TlDUU0;n?PP z`HfW%^Ao$wTeeBBym4GPR@bE2+mcJmx6PQ*iVSsru`9^7G4DEWJdybN`!KNM!Er6S zPinrvTgC)BOKiRsa*HWjA6$OA1Nzm?(#yTOIw8ME3NeP>|-%>*4T+Y07| z=Iuqd8Uu^cX9&SgKuLk>F-)M3fq&~8o%BN>bseS8!n0myKj9Fc`E1u3ypXXm4Uz}* z+}28>CILo5FV7HrRc}UVsH8qz zpM=rcc;Px;CDhR{xpJDuE_$eys(L=!aq-Q<18Jp;)=F?e|%s-hRXw&}R# z;o{-C+r$U9n|^RPH+XKpUe70-xJ0EqDz8AI4bvh|RC+3j3AEMZAc+o{Dha`dD#c4h zfUUr?N*h*owynloC z#>YITX6c~xV+|?k?>X`Qz}+s=M$H9?Ct7Xu+0@b!0d=zJ$d1K*eIxKzE?$aQZ$)tJ zU_{>gY#^@k-Mu6_6x7lFEhd^yJ5a^^YZe-hK``fBc2*r5zoy@Jc)+DS2GfK6q|cEc zQRB+<0lbVcu&RGo&uq+a($n}!xurD;Pd^RLca<2{IW3{eTDoTqp`wy2!H1~enF=Ah zTn#L7CnnR+55G|i5Rycsw?>n}*sacNOwg>Szs1b-IEp zDQ)bawtov}ZF>_}bFdm!*DaTZM!!Cs0Yw>D_}qwKN`Kws4D6g{`fg_4^_67D6Pe0? zRnG1(N0=gDlu9o7)wK{qsvDQkh&*oI10Hp?`W1LRd-*~?sfq0WSR0k(Wdcd#H2*QO~ zp^u(0kz;XoYo#k_y2oSD?4$n3=^=Rxgc9bVB=2YheM7=k&~3W@5I^ zTt2Mm!}!ZVIx#-4c0Rztu4uy$-`Ey5U+%#9C=oXlx+mN6D9>v~tE`f>9WwIF@|son zTF(!BY8kdb0OPVaWPnX3d1pU&rRcp4_vR#ra;+oMjf`QLfAZ>mg_dF4%X#areR z8)l^4icz(0Gi?ZnJgGWl+DXgFLMN;O>Y_x? z-xdvg;OgMA?_`sddDnD$__fvOQeWk#EmaaPiHg7$V!gF#952xuhTx(_&G`1Z_UF<6 z+T*ad&ZDZ*{n**%8p&~fZk&muzL$yUQC3X+RgHYbX|0a znr>kU`CC)(c~HIg@b2x&k`)p0-D>k;Y+P#Lpt;(<+eU{!$M}1)gMS^d{WOUot}3K; zI{!t$bFH}T3pJfTPzgd85($Tacc;P8aBbF*U@=9}X@wofj=WLeS!w`h`slKLFmvnu z8@BH6cq3*>qgVT@v)QG`%`PE8!{EXo|6LODCl@ANv~z(Jq1>yrwfCo~$ZCmlP+eBc zsJ@4IaN`8bIt*rgF=PhApTCm!<22}Pruqzggr>FFJeR|-L{50R^F*(X)Wn&tPS3S{ zg`BeDsy?3`e4(1=@fD}1e`#zuN=tIX7PfkDC||k%P0y!NC1BvE(?dH5>K&yCM+M|i zqVkDv*ufh@2U2)+1U)Y~ODZCyFHa~4OX-DJ6^6(?8?5^Vl_)Jd+*db~!p zv0tixf!JP?dp&tY$ss;cH0e1ITA0dxIMwxNZL;lpx^vq9iO`#}wiWL~R>Wq;t%vl@ zZkO4>T9OBO?9Dx_>YJcrgkMEaBo)xoU&Muh$ya*CXB09IG*NM>8%XCG>uj$!9jH1! z5vVA?T1#z1wXz#4iws+^>ivnKeQu_R3%2%{#8;Xz~jv zg-_Xm6ocGjNvUzAmCvM&>k?z#Q|WpH@?#DvF%p{pdF>5&v?w-XDzhtA8zp-C;ud=@(J>MxA zUK6_YRMhp_kuKIL%)B~5ATw{(isR_b(p{xv+DeCTdNN;RJ$CPbh}^CWk>n}Gn{r`w z!p&gp93?c9H)$!4QL$36LyUX<75J&AuGc`CFYQ{> zz2__#y6qr_-y#`u7tP(Hcu$JBaSjDJPjKeUd>Z#0artsZIf%uF>*qbvRH14UL$V&c zYXd6AH|g%|M`Jk*d$+=ZN}t&nUWh41Ox8-iZd`6+{Mb&}5F|w;Y8H|*@!k3U|@_)5B@p9-DFb3&WD80G^FpFjFf?jZbvH{Xoo`ANBNK|}NyK@cH_wTCyXiq8L)Wz-W^5Oaw zb_YH_Ew)IB7-VKI@`(1sgD*pcAfl{P702tp>F}xQbV>ylPYAOMMR6RD?W?3U|JZ<&@wLa~{p5f{KuafyHCE zfV;{AMC_7&wZRCpIzlwp`LL}fcS;u4p$ZCnDZ)o0bvMz+-FdYLO~v<#?t^Qc=;A}% zGwClcKkt3^G(W$;z}8+BjUluzmkUq`@{taBAqwFLK;#MU}hhQrd<)5BSk zk;E3gF|NAxkU_Ai{Fn#(Gy{K@^S3OMB?Cz`wzHUS&ew}jsxJ@N4d%=NoWlTBBY6dd zunaVj*lcQ#sQ|_wK0#r@TL&>oA}hc3v7IZr@Q#2duCWFWl&H^ zlUWwI<0imIreU%}wPA~a>$TO$+nG8$5_t=+(zR|r+k|(=i2i6JZ&js3PZ3VjEtu>n zi{qf2kIHB7kI%{$MXp!7XYCRwcb~-aRIkH%d0jTmQ8q}*n<)2;f`7##{A+CcS*oz| zNkO^{UGe}Vi3k=>#$S@FXOLB9IE?}r>*g9)j(XbJ&HX7ebN!JUE?m27Q5;3Lq0quQ zC)Dt|QB3wdIW8adM7^SAulC`Tc+?R>xu%tsDlEO7<7%P1kS9fNW? zl3R4KF+?nIS#PN&5_w;lK@F>|)TMhlj7xxHbjspIwMT&>f!=L|}Zz zY>hXKX|K@)J({YS_;8>CFbK@&W-fh@;jONP->UI0EhBjBY_Ide*{YU!hZhOJgkofW z!9*6(z)2>{RrVcKN(x#yZ%4Pz-QAIKU`J_{&t}&TaB|EnZafa%KK?ixZ1_LLOd5A{ z?Qe4&9U?)Tsv3F%wi2%MSFS|I^DjzNuZ9YDQw8|=v~EdX#HH3+cAwiJ?l3TIY+j@7 zJ89ZCL*sq(!e4l(##L3cjk01d!2pg$_E zXm(IRZRRdgh26$7?1?a;>Vz=vm#}$Map}z!pjB%o@aCMOO$7=RMUjqn-go~Nf*&>J zt(v}(!*Y=|7^=Ix&ZOkx>i2vSyNqeOuyU?qwlgO%RR?O>k!oaQBdAvzxd#u5G4zr# z_AfUJA40U)q`XXgYW+oI{j0a1h7gP3I0eR&5%M}ornlfGZEgt;r#f71R6C}vl`@N5 zjp4N6Hg%K~V2Ly`!@&0NL`kkrZJYN5KACN)IdMOl%x05_h_+#2gg>IZ1=aqR(`KPY z8@bx%F8;VwCAd-tY1O-A0A;*)`fgKYEkO`c=Q*YPM#)Gs;P6xay8P`BLJzHjv0tAz zC$vb;CBy`iQhpU()#IalU-Ste8`pfXAV3nY2_BE}4G9y|SE^~^V8d}?Yy@Mh4S&d~ zqi7m2K3)f4vqb}0@^q%d_o01?VDsXfsdri1(@A$=1?cB;ckhrODz9Rt?Q6{7nviD8 zx!XM@tL~WBzPn^RZVtU9DN~v@4BU8^X)X_3op@|?4_)xBhqO36pT3F+DpyK)bY?+s zLqOd1xhrri=z^uNd0j-;PLzfaMv%wfoSE~;(`R_U&auPg*&gjW5a;bHgu!thlB@!2^|$FP%x3M6?UPORIt zsR#Xw15c`Afwu94r}PJ1Z4FW)H7?3=l=dfwZ-^!e9B7&*mkE_B!|QqcVL`azdHJ-` zBJg$QiOl$#0H?637fg;RRBs~k@{`O<%NW_Wx;DXKj(6I)4Ju}=vr;*@hUk4&IP1Q$ zh4p156(E>H@X`2^jdfVd(%3rnU;0i-%N|aVL^Mn7O{DYMA|fk|vd)`^rBu+)zGJWZ z=lAX;h6GPB?h^t!cP7&ASg#OnQXL!~7~*bM9-2(Ey*z=-aI;~kdZI)^f_)Sc>|iQf z3e0-KG)SIQi|W;l4OvIWs_`OCqk3pdQIXWa(W%7*1n4@O4lv1Onc!7V$hRl^SJwSM z)bt<+H~W4n7;J1dNXp>2&&bXwiS9#5#q9fCBaM#Z7*NbDsZIeQi?Sn}(g?B9c{Jxq zf?5d)pD0j}T77-=Y>!!vILtY4PUizze5_(%e=pf9Ax>)=TBj!@_sXj_#1|5JiJvRY zs2IFF0fkL)zk$->StF@g-x}9@@zU78=5hDCRyV97xm+gXbgdw-mz=) z*;6VTxlbKRsd=Pn+Gu0cWW}3_Lwf=lCV#XBhD0hec?cGRChDc`br`CxigVnpA*OP- z;Wkw9uWlqHWRnXewub3Kq_R)2RWt};Z#Ld*lv9CQ$cn?91@eL5Zrx?bHuPGK>uDC7R04<+7)@u>&{{Y7<~=VW6C8PRAx?Ca|2-ob$!` zRZ{Dt+Ot;vQs(*3q)}lB8ez(6ACqS<1F_Zf%Rkr39CUTj&~%{)ScR$yyFBJnuzQ%} zU|8u8s`m0^`7H-R^qMHU>Nv0dBwe^AYz-dAG@3RWzK7Z~a`Ft;rIFsIOW+@Bll8-L zj3!lufHZ|84!3&NbJAgDA=Ms#>$BhUm7y_1Ha)-4!65ex@Bmwq9Xvt<_l6eT#j1)X z(EmzsD|1kbb=~2y&Z)f-Hz>lH$pdceH7Azzc%lk-t2gbrw;-w!MIFi@j;8b+o`=&j zu@a+=r2fcF*@n0Vz8F5RahkEHtZEJeCumxE{z|&sU1N#@MN_3 zu16$X44+jkikY#L$rgS8)`@C~ZXM!TD}C3G3v8P6I5^D&8*AHif^=mf zY^WXY-r|La4d^bPUF(xhL~o})Um%^2SOEEP1{MaLkyd`Il=`46%Bn)@vDh=IEmJWo z2~Xde_sk(Wv97lS#jTp(2P64xkX9o4gbsfsK zy(ySILM!Afsh$Jc3~Di}yv`F03q^QCzH~MyZjrx}x!cp8BkBCf1aVVCQ0#BK0*qgCdbi zJYwg-G+Pn|8zFtm${fN~WE4NNf17AKRYW=pK|X8UDH-$CmMzqX+3T&$TpFM_-y(7P z2a$AK20``Luo|hdK-80$cdsJ;A_G&$f>&?to_#q~-;yHkz8S(;B5#LvzWIBYVP)!j)q?`4QvM+9A9s+Bf}5KikUkt>R-6tUGlIWnSH z=zJRG)coY2%xUL9vyG^{I7(v39r1xPqG=+iH^>W@V>d#3VE^*@9UP7w%HQ)j{mz5` zU#iNBdQs!5UawKdD5$N{gc}2A8z=7jq`s1V@_kA+>|w34tsj)mDsZ0K3s0muH9Oxz z2hlF7FiC7BuT;$K$SYt2kAe&ogKDcQUhordcHpOQC~p$NjB7RJRe7QU;Joo{g-?>Q zdBJZxq#$MW!c!!(6+L(Z#Rw7422I+#3m3xP!_{dZZ%s`*eqv4nG9GRgXp_&UyP!2Sv{m1ZZ__u)9>SF0oyMJo4q5p#tAb6@R;7+bU`XVZgU7c+ok zE-g>NxilO28~v$%wN=ID@vF(JbdKK$F$jH+@|^l)`r>#kYBfVsPEmgaR=$IA6@_6v zldfgqQvOt#3teKj@lv<(I*M;4u_g@7P=o)OawK5JPghwvRPbrIioXGBcY`pOP2)tu zC+qn39Sl?4K~flb{e!nF?#cM^_FRzI?WB}+Mal=*egdkLeh<1at(gpx`-U$m;O}{6{%|7w9H4j?307|D zC8XIk0lNzO9H-`8yL4!AyC52k4cwLHxPW)@z_oO#i!jKim)WDXxj~RG@>j%G^$%ef z3@9C}aj)OWaf2tKR~R0Y;JB!Av&fl0(qd;|H;Vi4fb#W8s8Q~NCkvSSY9-GiVVyKA z`w(He8h1pex3$8)h1}b4Sm(yE;r7h=^0HJzJ-RBm4jw}Jy-}cBxBk7JwmfT14YvkN z17O2fsLv&&1~#N{n>#*jUM(Q8i`rkJ|Ft*#w^bTj0)LrCozk+57bjH^lbtG>p;Q4a z!He(D&mFGZH0!KW!eo?~39$grlc|j5W$6>zbH@Xg7ZZ#D!fD(9_Q~%-vEvDbk#ePB za`G&b=kaoIVzOexRrZ5-TmUt?hAKGPR-nYU<1?>nfUFW5UTr1EMeZ{7BDvKhJiufB zFt4b$5#HJV%^gNf-!#0ed=iReWR$O^n^Cm148_~jeY#t_g-A+O&LdTA%*du;e7?#= zAF9h*7hf<{nq6a6aQYDMOXv>3SZ2Z_UwAhW9%MO#WJ*X_fL-)T`=iOua@iQ_xXJ(W z!up%SXwg(yfOpiq7{cxa4gl6 zdXtfyKTV?Y&#Sidld-d7+>`Z9l>f5_@~uLW^l0Og&HVG*{FzdYzl?FgKvv7TVyMy5 z{QmF$nQh^3$NX13|5ASc70-Xg^Y2gi|9{$3lpwmkoJ$oO7pH>~ApK`)Y5wVIl0Ax} zXalvdW*li}%#UeArCQI+lL<(X{f`zBUmYpo+S-E3`9PJet?@+VUTx%OQ+RjlQO~af z0)LB{ETIc`Vn*7SSR${P9v4UDuH^`DQ8FDt`EPghm{0O_cjTCBYQMtO3X(u6 z_=w5W(wP0;zP{L+@mJE)a-7KKaEgAx4E@kobw1-9(z3Fy-~KNF&L4r z6cuAwrO#NUfmIiuM#!5S%}v9@!t#nL6dyi(L@gjNe^d+bR>`@qCPT?FnU$GoFxxx) z1y?%{THC^`Rktq6_wQRU$VXD;ML~klzIAo%%&nsjQ|=NOu8$*mgV+g*a$6L`!owMH zJ<9&ByZb*?pa1>Gx^Q76R+d*3#l_4F9R(V?kjVEhB>4A_{sQC8?+k(8^q^uEoqD$} zg&XHTk^oW&XUO!Tb?9%`{r3(kW|1~<%WN!I^xt0@{;~x>OmWBh=gRV%*8KJ0(``K% zjUK(@4)&cf{re-gZK^m-)CIsFXvUic*fw}h&hQngyC|sW*w2LD-}&vpx8Xe{I9>bM zZ$JFGgP;N4zrD(zI7wLhQw)zhOU(bf^`AKD&RsE6vfn-LAD{G$MZcGnjzH>f{^TE@ z^!`0%^^@OA<_}N8CU|Ka75|9(*97q?MicGt-oYQ;DdZ6$dr#l}r@tl${oc}hfB&}s z;7*;O?%$f)m^&5Zv7zg6rV!gS+!4=idA3-9KKP zUk+7Wz3J-Ny?g1mzO_4CL0%FSi4X|_0s>W9>a!9A1TrfG1oQv`9QaD$jl3BI1PZ`H zOiV#qOpIK?(GFl?Z3+P)6`q(3uah82)OALZ`o2sU#w55MCXPT@0)alzUsgm#6jKVH z#Dd@v_aGAL7nQ_*>0fe0T1hcaRdXAbxka$$`Vs|gh-m;4y)~SWQ z^6-a}l(ARyv+Cgpjc(qo5Gc|Wikv0_2Kq`IQ6Hi{{~G6mpj9o4lvM)d7ec|}?V-Pd zAY8C6#q!D1MbVP?`afIkq-w_7lbSSXO=`xA>g55BmEtHFM2wvhyd}JknazfqiN_W^ zJG{;H5`EKIxx(|S{d5_&P?!BQ8RTUHWMLulai!yp$*sgV6?SMo7rQW*8nJKzG$bn` z)gSDjQ$NK^1phiQKGeKCcaQ2|&}SiLQlm>cH)7XOrIn9V*@s`I+CYD>gJ~9dzxy6_ z`Q1kvN%TQV>~A5(#)C`Z)9>Zl7DzM=rP=`2*$hnb`7sIN9`ERyaZIqp6$1ebf*lx) z^7TIaT59;ozizQ6hBm*3DL)0_1(>p~1&DDEH8+eIMrF1g`Yl3=%iyAcqi%zj0L>mk5M;|I7 zEeVi;L(lnq8M6pG3FOyM^?Cc@kn>)PN)c_@^bo}gvo|caPs)gU>K#`%w1Xc%p1l7PvjvNy|47&e(u4zVi zIt1Pd)_8As(8j2q!tc5J@`%hEyDj4IjoJ*WYg$|EAFL6WvJUr-1q}%ez%U$D389IY zCE#dWnWLm>!=C08M0J1ctdti z_fFCLkJ9se<=PF-ofM3WY91cYtD?5q?}! z)}yEkAe`IeK)d~5VTPaYf|S@nYYPxUfHO3J3WE(N$B_;4!0o+ZfM@I0sY3V>=vakR z22IqhRz-3Qw;uG8^Ntv9u$yUv_y9t^ORmYcr5kG!UM~O=MnnpM#E^U-4A$s7H`OTu z5#r~bSo8O!(&DVK)}JG2jqW`mrfEoGcEa(N>1dePcmL3F2z8~A{!eer63Os zG-)s-g_s&TS_`U$s2Xu-2+X6r9m;6n&3|w259fw9+hnvymE4kUf?(>}-yXS$y0>kE zwCiQsbh{9IrV5Z}rsl?aM&R!;5#=n z<`gy(o*w=b_Nh;P%g0D4{4*;JPXd%w^?SkMSd}kJ!b>u|5-n0kH0=~tai4}xckCSr zHNP-YsK?*M#>6wllf}W)wqR>VkWnX57K|2_6&&ZVD>Evze1ujJC=uZBPm>zUWz17k z1QmZMZv4emS65e7=Uq=@Azg=SscP|(C_{XzXT)-~TX*Aj}2x=mJtf>(fRy=%~|_(>5jHiPEY?`T_PkxBRU|vNBe%$~W|N`UvX?4ES2ogOaEIk8 zg+BEuRXz1gA~k9&5;IDRv&46{U$HVuf(Vux{|wVd;dmDY*O>No0xSs5PNSF6G(TVfHoW=tI|;tHKw+9^f5-wH6idVbpUh zb+3DmXU}RZChbmxnE~q4dt9qe(VEZQtR@Z`9%XcDM5Pncv#irf7R_TdtBzg2*XV{z z`Yf~OY^+K+mU%}!%Uw!cvZKC@eNJ!Ybm8n=RI*-dFj~H8D6-aHUR?gU;9~R4(O={w75hSr<Oaa!JVb;@{cLfrl` zz!Bqhdb-1CU+LO;EOLi%r?D}$b1^!zsJzqMf7OE5Yn2BC>Xqw}wfVH|uHCE&2yzM% z2&Q{iRHH699Pb{_bik}*tiyJM`m8^CJmEZ^+&zt~_X`32V&1kdZnwp^-6A{53~;*8 z7jP$WhLA=Po;j=NhgieNRIr?x7I-!A+t}{k4aOz(E{=E*ZsAg*^Wa~mfd(@NZ4moK zsYFLamwT^!<9j$mRuLPKCeSL8&%U2Wq+m^9N{2;8=#Y3snGIl_TYC6ldDD!hPvVMy z{}Q%@@4~e7QHyky|6L}x;Z|CBqmi|70ZUXhc@kbL&8=&OkB-R7L_%1?7LDpxPkbRp zU)$$m7>SS8&I zg1Vi$Op6!gp2D*9>CDqay)<8!l9yRcQ#E@pYa)V=#SsQhS7bFse!7Yt06UmH>n&xeFq;--`|c|VUoY2DQ_}9 zp8;&HZfNEbHR?BC zBrXQ%=P2f$I8$x48V+v&n|t520~=@UIF_|KZdM!P?JDiQFU%_#t1CBWHnp2S^^y$p z$@>hxR=5@ok6&hzxk|gaoJ6m$s)3ZXTL+yde)HDJYXWPzeC!7Aa@V=$T4(K+2UpZz zq3=Z=ddY+U&+aaMv#;~e$Iv%Ii?4NuxzUN&dlvzGywxSAcpzF?Ktv?zh@gcFs>=m(horY3n3@ z>%iSrmmS-K)vG(q)73VnrnjAdt?s8&YV<>NdNNJ^5})JOd;72MUkAyQUk`jKy;vu; zAB)zq)3bQ_Uk)obI>+ziPC>pjew_E-56Ihit$Lmv)+aHb&MUgNxh_x**MOaCr)j6a z4dd==en9G(^jWDOx3Bpt{>{a_!Rtm&B-1`R2`sb5R2c(A))|z47TAAD&eNF1efEjy z!XC4DKW_+CKk9L-v_UT5pa@TkLgZ}{m?D=o#9CCTlFVTRK^|?gC~=6#?QT{yhzD_z z_M~@r;{hOI(;)B3$%u&;__^;P*A%OXAnLGxou!qC2D=5>>8j37y<9(?}u7YjcA{N}&TP&rWla|beO4)p(wp$Golx`^EJF11n(%rFqMYh*|su#^ikNxlTG^p0t zIS{b4!jMP`{!o8AM`o z#HQZ;=Pyvz4U2EGwz0!c@t;bOwu_wY>_3wKzl2~Agv>nD);;VY`k$!qzvL(aScCps z<^PWca=PH~3}QWk60U;(<0<@;VgB{oDhH%Kqw1)u9(Pr2^H3r7 zw@N?btUo3zoFQz4p_x3!yFWXc9)y)V<|+SCIA8!O9MV*m6NFhbo1%fd$0f+QWNMzdww4=@ z@@A&7nB7+M?V|jhAx`dr->8x2BVPg72{4!p0^@jH#;x2J8PYv!W1QL#$I947GL-zG zs0k;GuXo-{!p2SAf+0co~yB=IBtTw0+ zF&0*k#kQ$D_!ZCXo4=Q#&vzSc5EsZ`m!kX;Nk1Te0P$k!aVqcgIz#y5Z~I#Wv{iA4DUE8VAFXCgu{2!e!Me$KI%xAq*>*{dg2FaW z^@od*yI&YhFGgeq%|1+?jN9zF>lTeMG#(>0;r*SksyG8&)#G>??h!*$fVU;K49nEk z6_v@Q`~5^CI2XLMRco-a3k$)qE=MSgAjkKZ)x9G$ea9KRF>@X^fK^XFD1Jy-&UcVl zTJuH5dtwwynD`ms}=`Mei`!}8oVw^msW0m|sj1oLD|B`wc z)+y1I4t+Q2_Lk;!RffIL1r?ratm_K*!)1-Yi1Uhf&Sy;JZpPHi?@R6I`Z@N&{M8 zQ$}S0)yUuE8c)EaWR4V~uNFR~yaGW92K#>_9PEW)*d_f~4=i7n`&nAyfZLC;_(q(D zCRj@I7Eb79VT(8)CAIF|3O?hJW9UNqIaBjjTe|Dq*i+342Dr~*-y_51ol{^UlW%>I zoLq&xIgS41bSE6;2GNsc&G)M;*96PJHCnt@o@q7G0V{C+1t0K=tf!I{{}&20NWcPz z>jW?9hhXsfP(K<#Mboq$qlohMj%?a5AhCfBmk0EUkVsB{4_!kgB<=6vuuWH4f%*{X z&WL192u1kp)+&l=RuS(|4;3a~pQTYINE5JEL3@WH`OQ!Av(Lk%!!P6M;N*6_%6j?1 zMnUIxPE@A!V$xpb+Wu~)zmlbSJvfw?7j6e&=XC8cPO5}02LIrwvkn{qlq@^1Au+?N z=P}=-IreN*w>^gz3e+}(E+3Q)UJ%SxcV`zc3qq1}j1T;1uTK3{U&SzP+`^EVK=^Yk zwuPP?fKgCeND2W!4G|nf{=)q0^uV!se)$4yp9XBW%mETuj>}OAhC?rA_X31Kc1^29PGn6QfzR3bfeji9DsY3`n3i_{!3T zVF)JyB!yGb$edOL3U%C`Q{rG|1BPkd)xKt5Qy20a5u1_M7osKMHmp{$t` zcvmCc=gY*AWJW+l5IG#eBO&!>Q*d2>QiDYk6aSs%Dm30fL_$l?K3eu<&p`2xm0IdT4oUwDfO32W8#=SxOtx~xlBLIYh6H0~%bDc5OGnSps&zgNT* zHwgk`8^7a3%=#A~O14l}9Y0XjSV^R?*@kZL=b5~k} zR2NlyNAwUS(=cjNk6vlGEuuL<86z1*U3;`(`Fos>+gB5m0tj!M2an9vu_f;$UETS4 zzpV$6{oGTqDk0-Wn62o-%!rB&&Xr@M*flYpic}SdS)3pq{P=gtB~}M)$~%lYGJjMc z4T;K}o>Ra!Y7I3CR)qX&xA=kDRSpcb`rr+o2$Gt+gh9O>dee&UJwGYmP+5Q!R>W*E zCsu|mZmetrGP8SVBjxkGh>V-u^DvQ-XX{uU_o9H(;+Dp;xNtVlZ{J&~jr_o8T z%Q|qrPrpWCv@C+gBAsN9+OlMxIE?3y|9170b>Pq-w`~6hegtqsVnxp;(jXKoD~Iz` zgYC#j9@nTsjAHL$T(obQfE1BAJrt3duV}ogAPdL<;wOTooz&>!ksoVAB;Xq?MQ+J~Jjuep?t;@(p<~rf5X1|U^IysO?Orh7&Hpo3=Z)zhr=M^2L87))B zGU23<)}03g#sQ9W%uc$Puoq-uW!*KhJ5srnQ5n)5tO7>?D`_l+Ghw9&wYtf9UI!md z`T+~^gn&~@V-E_(A1o<^czUj+l~;Qiyb}_CVcg(lmg#~Gq@KtD{f}q6VkiYg(4bfp z(qLN@f~N;N=X8GU_D;kqpKZgcye10MQubd0 zIG|{x%B*DF7e~{DYonD(jK?o52ekSUKh7n;eaoAqrw#Kpb1O5}9K5ER7`|O#C*z(h zzO@GvpaAqdoxKV7fBa?fr&7pZ+EX!y7^s*fq?^LN3J9vlp7`B$X= zcw%l%sRJ_w0QEBsGTUHJB5m1Q_WPKzcfuq{)st>%s^OYqqjCbWzoucR##FpmbEVjH zXZZHPKJYo9kGz(k5l~_*13mWG4b4{QY`It8`K@|plFJ=Wsp|Ks-k|F@JMNxSYb*U1 zj39!>J%R4U(5#7OYqvgvzgn+C7bdu7=7Rd;dbkMY)C|DFOrLv(MW;A~N^VBZPNe9ccRA6y56I+PO z%8@&V@u=(#ckNe(q=1L&+DRs7F8)gg7#rROm&jz#m}>f(bcfQHa-N3Gmq6n=qiwvu zS~&Yhu%HvzSN=qKgD8JEY&rKuSvmY^*>^hO&y!6}mZS9iR2a9eA?ks@$2V%&M$0Gw zSSIrd1&FG=VzJ{79P0f%NDAbNT|8>eD`|Tu1R%k15y0xivGHDS^|;16l7PH070tK& zLwqLG)9_!d2{?fH>e4evURSIqXT9${S;~L4T<{vfLC%VS8(hf#3DH>gvww;T73fHs zAsu{gcw6;_Q>rkXvfC3wb))$%V8y)Z3SEc%U2A(+KIm@)PSXu-mMl6?2uR;l+0D^M8F|wr(x2nn@Cv zDzbBPK3Zxdr1pKu-`J=pCuC4Ry1Y+g9br6hZy2acRH z2946xS<|su-A@IlWOjd{{)%E?yT=5bEeQKs=O6u%WMVjQ0FaSh9IZ&Q+(I1nm}}hZ zb>Df*aiF1(!>d!mil_B-7)p>~2*?B$4q9!yH{joY`v=fjV*;w$9-m`9YLJV}&wpb5 z5#LKS^jsr*GljH5*i+H2z~wkfqwAY6InJu*wV0*|V@Wcj*hBooFU<~2AHG7WnHgAW z>hD$7r!XpVnW0jsRl94gh6}lVp-db46BGWc{~`#$`M-<&YVW?}iU<5Z==~%HAd)vQ zDr&!0Y@52Qsc>1#S+v;={{H>suWo5@Nmq=>4r;S?0;5=W9pfP$q`G?Ht^4WfBDujl zM3!{)4+p%NV7J;`IxmvyceL^&0rBpQ_`tJ2bmZ)_qJzl)Spuudg7M8{ey87g&${Px zPqCLgx6x`Z!27Mo{y~|==aCD+tck_xw|k#Ai!+HU25aLA>3Pdk{x7~2T~EWCt^oT_ zso|T;&I9w>I1~a@(7XKt$^4{(Y8@A=NIN8Ed(W3HzC zXzh#P{cQ4*{xnKb6F64td}48%(Wv4qTD5$rI7cSRMCzdRE8#s)F6TwROVn`;Xm5;v=S`<`u!Zm22DzUwgfUqpL#p>saGfal(Ypq*3R}+1c zooDqO*_2O3e=tSBm~c)m_9o!`^8@xDY1F9+i-nJeB7RCM2E*1L2U|_2^!#Fk->5iH ziYcV`RrWROIijPHu@}gp04s<1&e6jr#wv}V6jx4?E8g3&C;wF5b$Wbr*9eEKfAH?+ z^a0Wdg&Wx)GNWJ6`7yG6Zedpx$&_?H4#`Rf(Nl-CNRfO|rc9wFfPMHzdt|limQKoL znZ(o|c}LpQbG9y~R)=fRVePI%3KNv5(c;aL#GoI3l*ZhXi$Pg$7+exK-MB-{@7q@( zr84?ck&TPS@0G)rX9p&dckBJ=tErNg}2bfI=%4eaKWtu z@BKKaqb2$uDPLF{F|uV>?YMDWB(8Chq*nVuIm2gi2|*SWlk8Yq|25k)nv?+UaGUcmf{ zLc-nBh<8Ym6mOEBNtYO;nz2a{CM?R7xECaLVeI=*k)~~9etAvs)d5JK^e0k|uE|x!qe*^-7<)V-` zARILc1h#J6c$S-@k^-eWDClOEB2=X=o_?YuvOd)+u-dUE$)|_?Fo3-!okv~12BFw# z!KpE6L>80zMIFUEhKtC2G_%n9q)gA!y5sj~HDh_G`;^3An^A{`?3)p31;xV+nmnoU z>O`xFFE57;>?Xfmbc5L&OON^S1H0|~xpu+#Y177s@b(T5`7`A^`h=aU2Q3$Bp_gkm zTt+PulJvN&=*~BvPPLnD{$F)<*jOLr2ZHr|MRaXGH7o+cZVu+l)14Y!xh7cZFWOAN zT^9aI*vdbaCG+L8-_W>rgx5Ana+oA_dJ*G5Sy9|LTo-TdH9OK#G)ElFW z5x~mPf-9$=^UoXK98ks?@}3ylKXk;d?04=P9Z%;6LFoB;ZC`w24kcY|Q27PX12J{x zA)MZ0CQ8C=R?QmRdiVXp?@^PwteiSVILyw@w)La9Cq)AJp>6c zgQ=I~_#aRBDZG`!VGNA4ahf81P?lR7^%B`?tB=$F<5K^P$^QStI;D*zkX;v6Oq58K zU>L8*=bm?^l(pJ#5zaQ5y7e3-6vo4!G=3(Tq)WbTS=-2cI-))<8>0`{3xi2EW<=-5 z1fWUw42^#Ym;fTaJ}OzSvY~rCc+>eA|lVJCks65xXV7perdU$&LAjjJMT(CnUW0sc|dKs-my@ zjeme{JgLb~n~6!U4Sz7(o^@|L6KDdINoMR7isnH>7jP%LUA9}Nxm(uYvPLm3$;*R+ zCw0$B6nHqukEs&u86`9#WibkNS$}>6RSy0By>y_5375*%k{pcp862h~p=f^nQofo5 z&3eR?3ZBOIRuDJs!aLaz`m<9=v7PBe^Ti_naUjYK;sij((Km470=o~%(^xwf_ucM4 z3*|2Fnx1P$SRSXQ5X8w<6G6Lo$(ZD~P4A+bFcP7L6gB6~MVWssugo`8!6fS{acCyj z8`a2=rs;=C9dqM`QxKQcMBfCnO%-bk%_d5e{T}7WrJGez{qk+^OWCUnF2LvNJ5H8s zbKAL;i&^D0!9~kY+S()locHBWF#IBBB;${cO~kyW3Z$RAi3rjgymX1VLYdXmEgi-o ztfSVs_1($D#We!A-@jgT1Zy>}+G?Yaan_-Fn&J^@ZQQM!ZPkoa_AzzJT00*Jll%Mn zJW+lUK$S^i=)T;gFN*-R7@L|>Gj=}H6*oLHo;JOxT^}#zPhHs5=M@&hg_8KPtCeXO zx;2k5@`;f_c9IFbUb6|l-eXy%!+|8T9+=v0_N*4%L4W@VYa5y(mvayS0Zep+BHq76thXkh+ zL5+q(O4p`q+9mOT3zt_d$o&*q6y|hOlI3y0fbW)9pobl^@;*z(zi{2Z^DA((M=@Vw zv%~8w!CO>JqI>_M2XrU>%>9qB%`poxf`{7M6h{SbaZLRT>*_!)R zc@xH!rdd=Uhq}H+w&+x)56eRx;9huKJ9!&1I0kNGYb1j!$Mx+ntf~0dCiH)Rk*Yip`0rNy9A@Mi$!TC`S8RRUV1Jd4|i(L#w{Me9^_#_e0< zn7X&eH6dZ9l@#%!bD9dihz<%a4qB-?qss7@4U1CkxaHGqiMhNd57?s(baAntQ^`|; znmnB)_I{mnf9AEJaa}3ls*$0`sHpItAQ4lDPL%P-X+{A`mk>%NIJw!wPmb)1B(oR) zX4p+tmw-;u*9}d>`M#NCAurNF{Nd2Tf=pIB`q^2?^(fQsQ{@B`IQOKmY`dBFYnNMV zzt3Io4r&Ng)3uSNXZ+Y*Ae~Tca)CKwC;aw$0IaOs%|3Q7|NL|{fpshg4R0F|7zpK& z$?p9~Me{{}8J#R-^U|IZ)yIZF10d_0X~WXUEQD1_n)p&x;|ROdg<4LE|lZgcPWUN zV0M@;#0eI9dPY`JSKXdf{u=VN=XrcS&1o!4fM_J?lbh?zvG>_pdxBo89x#gQ_rm;F zTB#Y}=IyeCG|pNl*J5@^n%k0vB&gbcQ#8Z-_hE{F7ut~tioWL}&i!=)dbwBoFd8w@ zbzA2PCv>N5Mwp;u)Us_Ws*;itu~%8@%j?s{ZQ!X>|8DZq2w?9QRZLfYj9_#so0(SW z^^LxEI==_fA2_Dk-%tCaI#2ayD9Yl}Z{_lng(U0Bc%ZI+rRL?Nm+)C`fHs=7V@4S$ z#d4UV&Xo*{)wYz`$qR|4lmOiRYIkxchNZ32L`WecjTcxfY)C!N=b>@X1XjwBPha*i}2;Xxvhmz5OKdy8gB7STBLl0YCqwvpVD5& zelZ4tf7+~2N3P;H0fa`SUGY<=qEt`^TBS1N1I>PtGrNrE_>~l6>0#P+p&gH|^T2;1_+I3!4sI*1Bm97v{ zcHHM7+dm!_^=N)nkD0LtISghO)T(*y#KFfUCx_Nf2*MK{&$$j97WKoXcHSEiS9ESl z(AQa=oDU}3G!O(1N(cp3c04X2{YtYj?!5mjI_^{6-*=_!b~5MKnPKZ%U$pnoc6I8d zs`fGqTOm z+E?^!@5|yBuSeq;0UE}kl_e*Eo7vj?vnwXI1m+)2AKN0l(XciApuA%={2Gq` z!M>pMmafi;7p`YLp*BpE5SWm5OwC)VmJuApUh267=u-rxc1Dw*_smsJGz}*Sp(Kqz zBJy<|C#gqbAW5c~3zP{P7=M4hbH;0t8uA#C*IZ~}M%Lal$&plpQ=)E5q1;^YMC5im zSb!B7eio;$DvQD3$8=7@9L3a%6gT-uvmXUlUi{%GP#-Fg;Fn0nhhY9}@p{rE=^?C^w5IhizBA*z>$%=ieMLX{)4Il3V=YanvTz9agoC#fmvQh zN5>S0x%~qQVoc}jKzfwuXiIGfn_b7Q8nNd>oEpxG1PQmAx%)#8GE;-tXtdn?F_B%z zw;6e|McTeHqI${;Maeg;IgYvT(DIoYxa6DWqbq3?7Awg|?{!a*O@`wUft8QoC!UKd zrnWGv%2o=-z7_i{@V6Q_9KE%WE`OFWs`_RNE z#U)1Q6^5N*dG_ph`BG;u1H|gH75+g{Q`3SZkK(NLw51n~#p+xwXdsl>6Q*Is(#o2{ zoT!+xt$rohOh(EbSK`<&_NM9bw^iBE7P`>0KZzsh%K|yi0*>#l`HzN~uT+{L}fn7mx4^kR#hI=RQ_46%q3-u(iC|!@eq!?ykBzgRy zh^cUNaSZtfF7)p4)m`rgrRIgul;GqOn#BWgQx12#B}ZcRUkU9kp8&S)H)wpcrE>`} zLZ{ga9{ZVPE`$p&*R>PnGv0TrcWSD-<+0XjaKsZrZq7#m(Hco z`2KRFGI!A8PkKCUzk}5A*fpJZtYLCnap3wrGE)9~47zavis14Q3|+KZ88vIL)%ATy zDC5F>%+=IzZ`ZuOdZ4!7A73%$1dKkNdQGl%RIn}G@$6^W>DQ93|CD)$w%`ZThH2n; z){b80bl{1K__qG`LKGt;sC7!!9IiF><%=3P*4ovxvS=xK9=I+WKHrnExGb@^Hhxqt z+&XQ2qr$1IYycjP_Jt>u*;{cFH_W>oFT8s?ZpVYO6F`_LlpmBN^NZZt!lbwMy5RsC zChNM28X6kvkO2&br++qGRd|(&-;i?KlYfzsIq6J#HJjit5cWH+2a>A2h3n@j`FMkg zgOfR}UHAKQ!`qs1b9}v0wRG2`;-Z|d*=zH8A?t6S64Nq$4&YF8t(d(6RrJ*0Z9JM$ z@07rNK!*1;BK}pMvO;H3wg;};sz+=6*RABOEu##tQx7%MBb&xmxYZWd{`bwv^%2b$ zS~i|<&=LzcDPxcIavx;xVP}foEYBLYqxlxD0DDE*A2!Nr-zHk*b&DuYGu_rSN%^$y zHoyWmZXfVGd(93`&3-#$lbVk?WLk8d{k2^F`!^t6Eq=}CZZ$S3DAaUKdHQPIzzUzphZ5qhz*IUu!H4~IWw544`O+nxEXx~TUO zIL~+361WhNCX_TTk&<1(M00O3n^$pY&S2ESC6IY<2!a8|z{%yo!C)D1tZc;w*txlA zmK~4bAm;rwD5EHg6H|+)sa~!W)9-p}@OBfPv`R=K#&`U?xu#=S`7as z?Kt0=j#suz>Qq&^-W{m2J@TZH%$Dr&hHHK6e*0@pDU}fQT*!pL-COLFB!)V@akl3Y zfm)Y3`q64D-kSTiYBT)RiQqV|)%$4fOEQgmOB^~nx`Mp(Pww}*PbVki1gJE4gDQ~Dra`6Vkds#$9GV5=tHyx7~k25jrRJv=(+SBaMLM}_rpk8QCrYxV^ z)TYN0`eU)L{G09|z2`4Iqf3Ru9iE*Bp`@I*4Hbrax5P&Cz@GN%PVzRvf6uJ_Z|W_* zqzl?@Euv>sWk;rokxPIilMj$1X3IIf!h#LcbD)VYT-l@IJd8%p*B{hV#(vLkax5nz zKKh+E92dTq0^bKnbe2;Du-D*6VLl^LyNwM|oCl35=tY_c8&ie=&i>J3oUhPf9fau95II1n~ zU2eU)2`NeSJ+4xr) z`Cv;|5PG(k>*D6)BYJz7&~**d4@UB>y7~G`OU1+3kjj;ORQQmrKhIb zwLrqc!UEn^w!el5tfvv6((;LoE``DwNoF~ut!B3PTn?MvUgGIT2B|r5o=|v1Wl#Wg zE0dCS9CH_8v!xG~2zKhZo>`nm#<)0+>(GEHq~>h*t&7{5)Q7#8 zi1ikJ=K}>3lc7+o0*m^yyS2BjG$0dD&k3hcJ~fO<@D0CnA|)i0v`wF`>O+j1>qokp zo@LLK>7OG7mQK~KO`wmh_2^cYT9xPPnYt|JJ?#Pard8P8^A%G~?;PP!`%8l&z-i@Ly_ncmD_gLAj6u&0X5uT~33i6Z z9s#DKd}D)^>7E$6z=D<;*+$CL{z|^2o7Y&0svLZ3C@PWVnHivA#W9C?T_IN!IF>qd z?PC)?WkHJ_UoyDA@pR@_rLIqoQ+TuX)jB*e5B+P?htbziGE%?F_oQaGR<Sy@{<#X}i^1q7N>NbeA6XZ=H?{>469@V)8&T?dk+ zA`FBQ$$4l>F11L9n8f2_=RLc3QW`w)K3*=Og~5qI-57NA?>89cRAw%n;t0+u$M!`O zTaLhmmENEj&_#Q%4kanG8+s(yWnl{ffrJRMhfS<}2?X zw6Skaf}&F&q$Wl`yNXxC{H7FUfJ#>PjDl2jK$EW0>K#XrjH3Z2Pq9F#3yUTzK`nh! zP4TH#3Ra(xa6iv0RSUmeTdtJ!is)feppDiTEiRNa5M0T#UZ{r&li+xjMmX^>*@ z!(8moFOKWB-+q-=h$gqG6nH=#EPX_WREKF!Jw%YgsFJ5+mwZ2YoDgdptzvVkq7dfn zCmcA)h{y|+F`xbRm`0vdNjn&y_){v`_;J@Xw~R5Yrgz9SgP{uISIKt8;w^^379*uYV9@n5dy}%#`(olm zfdaDj!WKFcI4ebJtM}U_1m>+4Ig2<}8f=|SnBTuxO@87UTU%R7eqGF$VYL ze0JDeh2f?gl2s9dg0N+^?>f++!yddGTm7I19yI}Bgydb!Fx$Qb4qx5m{ zI5s`m3IMc7!#9yryI6Eys8;soIOsDT^R-F`n3{H<-F;a7^y!maNpO*7uKsH7QOsoJ zcyeNW1?B0qDadwxet+8F78Xwr#mp4U?03`-3pWbtmtWhY)lyy^3yEG3-p?Zq4{J?i z2_%#^%+GP3mdZY0^gLQWQUuIQa3haf4iA!gp@56TB$}_Fwn`*qKL7}!a2+>^3!;x>@0+)(fI3gF7SMQ3^ zDNzMyn*tZ|_0fszM>x+P#59z&!o$BO8+PTKkn`nsfIkf}-IpqCMyXDl3mf7w#?(pD z8dVC@3>?Gc9{r7wBbn@M9ya$0CwN*hMsU8NWg~ zEtMr25kPsH_aQaj=G!ZEqS0V9hJhl4+pZM_h##8rotS`KcxIH)X#N|j^?Yn!L zY{GFJh|)D_KYbDx7ystM^!`*$sb&cbXd2p9I3R8I+iblKx}RKX=94s3y~^Q-&}@7v z!2MDLGQa0=pCh&j{$8ZvW%~Hhrd2E3XI{w#L2Bwb)@l1XUR+#UPTnN~IQbO~Jw=Pk zFKvUzs5Z>`kef5|MB#QFFXN{tDaO$QB#rBqs;dp^G^0Cw0}By2^t-*d-38ru_S}I# zWs(;pKdg=1hP-FwMEQ^%zKm-*}y)}+EZ zn3fJW1RF0(8{oI$Fx1U+hr4(AF_qPZyBq zx-E6GTRvow@!_Z{RX2-GbV!wJLVhJj`RW5PMVPE&5KT@=AvT6E07hq@3j>5zpvEr| zBu#bOVKQ{jL#*CKtAL~Jgh20i=1yN3Y?&cm8sN`&^5MeT6y}+~89kftZNy=3V_cIU z>RL?=tQKWT-$=bD1Lnot%FD|7N-NvJZT2>J4h|(#t+bHTdS2Ts6@gO*)r`z?vk6k} z>&c+Z(k1JT1Qp@=l3GHIInEcLe)_T3KqP^jt(C2q;(lJ!SS?^ILfe&bG~S@7*5we> zugqzAY0qptEy_@g8XP>N%=5nei)>NLn2B(p?7!<5|GyhG0-{6=j$6<28aTr= z-UDEhl&P^&C`Goti^q?X-o&XdKo^gj33Ma2F~J7q%*+^xm_r{wDxEY@V9_tPscCSl zD1VPPl>xWstQoXBh-K80j1G^!{Fo2jOzgR?`2W?5o1sjG`?ov=mz0TC{laV#T2??kyB|cP|d1 zc!2`N-Ccqex8T9G5ZocS1rmaUNoVezxeqhn{pRV&Bn4FyVkiSOYBvB|lG` zr1Do6Wm*CC)xS3KS4V_d@ax~8xx!5(nc=TPI$mC)k{l1#7}3qM=Bp?&uEyk-*w|>k z;H~eHmQlb{;H!+v4m2O=g(e)&XH+H3`Xfn(JZwC&G^?pU*q3%ppxL~$8ww}1R3|e5 zo0%XQ-4s@a!C*Bj9!ra0zw>^<(QG0b?YU?el&h;G2Vi+x@|;S|H&b$h2E+M_wa9Ts6IWsGbtokD%6;L8l_x-?;rWin4OL^_u^69$cx~d{%;O3+x@!|3-~x&CGei3s zu71P0w4dJ_oW1dR$uPO?zT&fKhFeI`_;_5Hlzb{19MZqdNP?@gt!-N=((sbaZXrT( zf~x`qB%XiA%XQL{PyJg1^-QaR9;@O0W0YyihQd{Bvbs&c#b$;F{o?m z%WDFx_jd2KA<_qurAgR*vq`hl1!NtOb(6K6zlc54LXr+*qB<{n$gL54hUd$=X zT3{I$BcGlTYnsJ=;po)4qM*xin__WzKfFDx$(a*ex}9H`%Db$F)KOu}+kH{K?NgrY zQ)6oJtax|U_~&*;E6L49+_58;McdQ`u_`KNk3+ zuPT~Fv>?W#sm$*k zms2dstV{ixRy-O~5c6i96*o0ln}+Wo-@bhd0X9+FpQ?ZT8u*g4`Slj~!5TQTe%7@1 zD|iC>2Vpa$q?f6fGqZ1%X`z9fbF+Q6ElUk}L?v8V#DXBhP>Y0SM2%B++G1kbwe zkCBb(Q<1yOnO>3p5;h=R`I}a|Y8e|Fodon=nDKaLPf3O=r#g_PFyySg5luBc6*+D% zxY~Ha|2G$o?sMT}hJHgQ)q0SsNyz8|-+BOyqbXmde8lMc22yY*G2v)T%om>c(W&<} z%H+-~F(rjw#CObhI0Or{Zo$1utQSiy_Mxm~))`{2rdoz%c7x6Ir;4_Xui9+#c1*Ew z3H2&rG35Z3)O^=^J;wS9QmR-S9$>$O^)J_5*}Cjcw^QYDnq5xfS_Dt`M7?$rz7FZ? zSYX7qYeX`yu}Lat`5{!N>vPocMhApsw`sX5EV}m?Rw`%8JF|jbi};Vx-iu(qF*WS% zMh9E|Kj!m#UE=}IwQffF4ZbFtoo=5p!SqlCESBP;U4`!6N9~03zoZIZ=bOje0n%ba z8P_veN8(>4-zRgOPP+Wn zzIs&v8|!--$@4uL*{YjIvDebw$-j5N#+MlG{K6U(dRx#EYzWEv>_Lx(g@tC4C5~Z+ z$0}&zlWqC(!{PkmroNWGcM?VvdgajE?eYAUN_`5E6@10hNfb3-06#GBSa?(Xxnb3g ze0|Osj^@gHXu~PlXFJzw;j5zf=6cs#|Kkn2H#o!X^nQj zY_43aLSaEcexh8r8E@-7@{>}X(6UG}ho0kA8DeoGoW?dhiC-W1$;!cphRXXd_q@}Z zf93h@NMFSDS#PYK#?aEiZ=(;TA1^RYpLc}7z3Z&R-}UmxR@bxg2wc6gJuGNG>?cf2 zlzo3tIgrzJz2BtE_O7E`sq;`^ranh@mA#)WN6UD0M_RK8YU$yWpzQ0Y5&A8FSYlj7 za-!!ge7?L@`No3zzci)){v}!i%ZHKXgD`&27!Z^dQzpFUuFN%c&%)#<98iQQ_zA8D zgHxWUMt&1Xo_BipS|)3b4}SBN_Hp;C0M>R+JU^b(b9sv$C9GG9j|d6raKjGpFK4^x z19xjOnVIoJGqJ8_HBt>Uo;vaU`ti*jh@DJ#kOatg9~^mMeAWKu=hZ0_^o)+RD3LLl zT|>S1;%CqCtT)T{>!}~^QawYT*whW^0(V4a?IfS=Isv;ZOtr`X z?Z;-(Tu(wnEFu=phgEmI07I>Z-x|Gb8k9|U}huY{W>sOC`Ggu9H z0O@Twb$HhQlcWw!;1E2_W#{{b=93$WF;*1;wZ|N*6OA!XMk0Hgk3sz|w7bhnu_W(T zZN9M9@orWyNn8Qm0McuV89>>N13^BNp1p(&XlZud;kLwB#CuyVXS_IYkH}FsXdkvI z(XhE(0^Ggo)oXiI+8v5Xx^;HU_B&(MZ@v{cJ_7iEd&2)O-J?eSg2mZSa-9m+Tg1S1-jI?|F@_exPWf|U5ep2cgB!A&y z_gjbc!|n7;9Mi1JjN8lKX^gRdDYwnHb4%4_FORjPr^O@Xtm?~TY*34SBggTs zXL_1Y6t&>xC+x;#JEB;4Q5W*QDDsa?tO21Y-1_YTMd%1s0_&t>;dNnTJy#Il0=;DX z5Q{5Eo)6h>Rb}r4to%$*hgGvrt+IT~alea=B&%aOMZcLie$M$1Mio`;=J2)BY-{Jq zKWt$baBOkJrlHMWzh}=vI5$@VTk%{8#5@6!?eE)+kIl7f>HuKTTEOyN@>V5#O%hA2 z1i;O{?BvIT92*}14ln3x?(iQ%s6o>adJumU@&SDmIvs$wy!RPq{FD`eyN)ZZX&Ufv zPZzZ0LbuVBn!2Hpw*leeS6QmS8C zxJZJQmfj$i-K+{A{YRzGZ3DU<(^s~otbeQigEi~_RigV@8yMmT)DYA3`b8hPgTW`f-)I_@UW$#HZuNS^ep#Nbas%Y zRp)m6%RF?o)|J*jHJRaiTebCo9sk{52KocKNzcxl2bupG*g~c}8-$85* zOupY$1so{I>eu5ZSV0#2mHdhYgm)OZlkbtwTmbpHvFJQ|ZzQbJt%_mZwnKl5{n zh|@qRDf!A8b~%c+{XMh(DYFnNU=7d&)e)Pr?JZssY{mYaeC%nH?k>=ZGZXX240$TJuNFI zeqWeVJgs`V-;UlrbNE~{iwdC+7Q_uqpyd-#(LX2Xx$D|pV}Or2&cRP}tF>|-CRzTZ%sw<7#Ma2Ke*Pspb{ zdiOgnEoSsi>2J8$&*w! zlKwzZhD&`NbRMOm;;eUcw$6za<-Vy>`g{E%nk!b)+d>S!R7|$q(jvIm9#v~SjQ9F> zuY)i%`D4R&WW60r7yE|ITk^Q}c=Mcg0&lre9`c`g9~ejq3LO829mXvooCYOs=nCcM z-!m;ypqRnB+|2icIqKxg{4^qPhe5OZ1q#WE22O+4S0h@LAHgwHlNDB~Y&lcYfGflR z+WiZjwiv0De13TvJ~}#@Oufo`p?dgCvCQ2Tvft-{p( zYYH8)`^mC-&HTd7W`ERFnYz_bYaiLBC}NH5V{r2#56|@ZQng(3ab;n-jfjf@@?{ZN6@cH>8M_V72f6?Xwcye-+Y^m%zb4=mArHW ztHx|8>zeT-dH}&s1gAU^e=)>&rFso-SD*@F1yh&kj9(IFHUvPV^LK%$kuWr zC+YZ>ARfDZGrq*VXm|d+cS%-m4uic-#s`0&o6YWxawyigv)r7 zh0!=bPqq?qg(w$6JxgF##ih;L&2k%Xt4*zS@BM zyz78~y8;FmJ@t{c)5Z!vo|@dUF@3Hlp3(? zN5#0Em}l!L0zMqf0i*6@qm%usIXO6bN7LLY)g9W7=PtzPQETkucJE<6qe0K2YK=Ec zkzJY{?jZQy)a(tO|Cs+HJ9wt|I~GHSR-F=?PbQsyMu!VW+zCv|l4yzQiuWk@)6kf@|Z&>4<6{PF}<`I3jY@q$_VXD~^&njhXd?Ksu;}Pl5#B#-s>W?8zSrO9V zoSTEUIgzIe`4YTVRZR;Cf*&l0LC+c!1Bfbt4RCh@Jy6CLe7DnS&%gLVd?ZN~1>M>C zaD&%&c(Bu+bE#UqqnP6(fkR#&dgV0eemrqRgK+Adb~U%K)V@FPwfp+=fy4M@ws^H^ zv?Ws=dVBN;*_o5DecQRO6{|;cdbR753FSUa&-lPUrzGKkq*m9`;tKfSqU)A2bJXb2 zNX1U$gAiy_RTOB1Tk#*S%~y_yO-~;#5+mF?o9t~LNayh4jAz$&Rvn%HXFpih=17Tr|m1)@x$GlhG)a^<{-r@e&(+&ve*`b~qh3n!?mka9>qI<8J!GfG;A<}elb?bzM{-3WM|OP%i*BCqWizEisF z;Jn+LCCj=+fa}(n6i6(GWEH)H$df)ho5=Gha>!_X+ZrO2Oa5MG)F|(7-E7e&TQ$Z7 zy&6GwsQK&YjTYVB$LUQY!)D=%IvQL_#Y?3{#l^a_whe@KcIhZ_si(y^+BC|4u+U7? zPqgvNnsML!IK_y(PN-G+VQj5MeFPwoSjputZotr98SCy~P{ecA+Nh7!gGbTIWiC_1}z*oU!8voCNtmKR?5V`y?h{qjJZzZnp`@5xmAQ}P~OvawV zl6ah|Vy?@QltP0Nq$xwa3qzE-+ix79w;6c%F!+kmLEK z-N|p6CB8oUn@N1FI%t+xwoDd-&J3%`dO6}9gXTL;snr4Saky` zcTvsg-i;b$-=GjcNX4eZ9`F$lDe_p)@v%q%-e zRf3B@g+yT1d3V2rD)#aH?Ep~VCE6xQ1-RRK>SSr4SR!)F*S_%9Eg~f7YVnf)uWHJg z_wAMZ!;xMc?2X<^@u}JE$sgIe6>^|2Gz+g*j@@Iy`ls;e+3+zegEf6B=W8IzKH`81k34!cw;@jM7HycmaxicP>q&qp6){0Vv|KP1FF zG{Q7b$@FkK`+nr;q%SKC=ZI}D>*SzZOT)-hOG_i*iew;KjLqD&26NpQK_n4NG!WZ^ zgeqezy3lH`{hpC9TenH&+3CskhA&s34mebG+5@5@qwEd}MF8%9RO$YJIl)oV2B$-@ zp2F0ik04YwzY{tSV5XorV(W~Z$Q%HrKAfd0zTCr4qgd43YWJ?ef>NJr70<03H8~0; z-8_l@`oRbxhc*DmpT9TSuQh6R2SJ6-t*Wa6YFgisPh`|n9pqCZYZ2}-{cS*&Tkg)u zh{EF&1Eask)kuYroE(8&RFBs!rf;L5ef=tIb>9b$AaX&vA5`o@$$Z*v?=Q?R6uDX+ zS!D^a=VI%;yY@CC8sqUUF<^r|#tn*wjx;MgI@?Zs`}W0)CqX~Zk4&`})}>UXQ*S1- zuBB2ujzgf@-{qhu2837~TKV;LPa^i;>`e!}y+E9XRh0jFE|*rSByU~s{2K=+c8NDM-HZ9J zvBrn}M?)?{az_eV-wNq~BA;}NCnMXHh%F;0+S)y*HKqiH=GL?CPhno@D2c{bZ@*2! zGO~w@Mm@U$A2&DH8TYxs?u5~or{L>zGrMt!*RV>IwDEOKUf(BgQarJ{fOP<0o2qzP z__LR!(*mK~mj>k&twdNL-zLXFCYJ@P2$WVhcMNJ8g>x>%2a392gcE~oFSGf zHx2D8&hfIqaqS$G<(U-A6iP*lH<^L^U$z`={fGEox6OjzrRf zapwIde+5k^q&!4R@4sH=$Mi8c9tZ*_-!+P2c%8vophl9^9h37ey@?u>+EkV3xOs~# z%!Vb7)qbThSWd*(x!0YS``5Q*N%yD}cD#(icCUTaymYM%uiOvZ-Shufu1S>BG4zuB=={;z}3}1^3~A-r2xm zwJ{|N?78byJ;^&NaYQd()Y)O%iL|_Y1l@7j2)+GDjXWhE(1G_44 zFWx;a=(?ZdN~y6VtxQzCvdT=uO0&%pJUnt|QdVV0@$vj*za*y{WDOJ4Y}$QOkSU;P zx!Q)XN@`-x@gbMsFbYgD^2vVTiNdm_7U?_#=30p0PF=7cH9D;YE&;qTQTLbXslxn% zWqcw_1|?ocx3|hKHiY10O$|5T{1}TTn}YzqL3DN80n4VI zv!f$DRWx^RtSpAy4?oOiTJ}GTlo(K+73eD)S7)`JVlfHV5th%|YGCh1Md<6uvDP*{ zxF-9IcjV74MTc=P0Ul0)c(sllZT6xW_4H$omKvIdbh0cBY5>hj{epwRCC7|shP0pb zyK33zqguBe zzKE{DILW7Bu>(VNKGYJ|>j}BuFPVWrJ!aI_oQJ#* z-fz%h6egatYoA>-==U!-*W1%Emsa)A(RuTp{2<{lsI0bHzdVq6cGp#Z2vz~| zJv(CGYHjkP6HN~C)yS8uE+ao7ns#r>1f@5UPs{X(iHWB#tiaZ36|R0~Q~K;BRu7%N zPI%?X!w_`(LD8T#y+ML3`tV?)@w$zm^mesI%w(~up&ftW?kwFbrJhtS# zRas%fGiiKU$$tZ=Jn%UUlG@UN%|~fc^(Ii=0foER*lR!2BLeOlXqr1{aL9m-x_lSY z<;11leXIP+8s;j>Jm)44u~*XeGyH* z9H4av)DDWTeSJ^p$AcJ2m!E7mea6)>8abq&LM35XxQK4WFoNX!W-NzS~QiyfESn%;2H6$ForBi z7Ve2m9^6}8$G*Dgj7g9pDFFph#9Mo*_E6$fjwFS+H1ecLo2&Qf`x*5k^0$3#Os2d| zQT&C;qnRdiDs%f0T}mFua9cIM;?u_t>Lw*MMVy=Oll0`J)23Bs&3J)IP7I7Y80w;n zh`nHYwO`{a9nmkQq*5(2q%4cA%@bqx!~MP}_jqweN|xlQj>zbTpG@{A2=h_7k)kgf zip|RC)6d8-r{@OFtvhDAi=mg>aM;426;3q&LVei*C~3m@{hi%Y`xVWX&ou=A>!>rS z0oymfgDoSvLdmjKO?|9b)ow*jJF7LFEMuYt0+_!HfNmX4g+4Uk?;Z24{Ej&Y?)q5N#(YwZBSt6EvXia>rp8;D*b+XpmNuQAb_0?zL6b=gvG zD#v?<_8sN#h-6nc)%Q&mv|O(Q9pH<#O!!gnI%O(;Z%hng-am2%U{nAb=$AFQ&yHOoFdT+X;kH=@3;GJldU zMxE`*oNFEspEsDgAGDpes1nR`w(bSBN>{l1fvG?YJS&yD09Sk}3{wqoo$&eY*ph~9 zs=Pa5^Y5zvD#rNJcQLp#LBbETxdl`06#Kq1?O*u!9`u;W%O}mY z+_kj8I=_toxc83^-d}7^7?z?kn*s~dh1s#O_gh+!3hr4s6xs96OF)6YYUR74+}<}U zo)QD3bfUc7B5b?`hQ4uFx4PF>sV@EB*iv`Mmney53SZH^5(GK{tt4dOtn^_E|^h{7=9fB*RK%$np1_en)c8kJ{kZYp0sp-^Dm|&4A;D6 zRX+#NjZa{Cfyc>WuvNDI8<6ihttyjVizeMZsb$T8 z&b=rak1`i!Uv!s%iln>8VTL;g6dmJpn&RNmM0x7D9e|}Oj#r&SR0n?T{viP(?uM2> zHMDgWY8cGBAEEWWuK|(FhCXfd^~;y-s-R+*Ob5P3pGVbdMnT{YPp%l-w=frDrPBn( z0*e>YEkhA^c(7MLLAZx{vzPR+MPlRt}jykH_1ou|xYY%`Ap36gCz zWK&cKEYd`e7&OdRl^8lT45|VnUW^^{Y?|;2#uWn7?+OQPTOIjC^R8;Shqwo%T4fSapo$)Kq5Rc_jvRD zwy3#fWZ?_N%H5;mOkl|1=-Oc#@A=Z2SRuy7>)`2WwVSGa6zOJkgxZP!iOvmRW^PFj zu1bKRU3%ga;7iPFsiY+u-Czd^{Z^MP=KGFQRxXh7_uI)H{IiFv`cRTWA#;eS`$jSd zx_(Hq!@sbL8=&(DCwX7=8>69tlBL#$a?#iM2{-NlM~ES zkYZ#Z74gDhl9rLv?|tjV%~$QH#f->4N*bEj3GpoT*uGJdX34VyHm>-^?_A>l+@E;> zGi3Ns-vkOFl+-uRUBHb}tbtm6w+n zgpI~sp9Om+_3%loopwBY3bvOo+2X z&hp83zLm(Nlkw~IPbD*AP{4pFAg;KV=2H0k+s_+`QO-mCCqtN(oZj1mQ#H!rW>L(D z8a4K|ml0i}$b7d$u{O~fUcY%`ec!R~Bq#XF7bXpQE*tb+!<%TkNu(Ja=i1XeL399< z`CFaDwR08S;%#IT0(vi{&4s%lw1-D)$Wo=#b* zl7~O|?sby$3Y4#Ej#Ee-8d**$RW#jA5Y@Se zS#nZivpqkzJWxc(=3ELn(=8(TxG0SVH1Y%U=l^$+zz9qZ`_Zw88=laIA5p%=ci?Q9 z5!2jg7C_13w&|SqJk3U@X2GDeIB5U752eVrAAg&@1b;pP(px&4`cX!o|LLhq8n}?N zkL#3Vv0|C~L5Yma2`6{DhrwQRlH> z=l!CT$?~cD+2PUl;q&$G;P-C3uSDVV1=o88c+jxE%=irCXCbAV{fFlnqGJ{pBD#bn&^bvU0NPt!HH;@^mls-l zLNNcw%4jSeUWwuToCW^Ob$`FCd1v=9G5#r=Xd|uZ zqq@2~uE1j|S-4r$M?*vEWDd6kYtD=h&(v+q1OiY`=(sOIcZ2^QLQ4&wi`>p`=eIy}at?jm+CQbZ_If%D01zvz{-wiHG;= z`p!NVuMPZ$(4kGEV*ADOSXehkLdjvRRxyp@lfndj7~a=g3IT^t8YFoAQWFMV-3!LE z-X2P#(S6VUBqbzNFgvG>18@Q;b$b+)mbS0p-R798O_k$$BE`Va zS5Q}{z~bvhP3J-#6!3uZm&ciu_)r<5f%*9|z1_ht`zh6O4m zB_**jdKh__9g`iliZ3E#rKyOHMZ?UhxtDA=wksM!#QxzBPQ7M#L&<^Opq22AzxUnt z{JY*ZB7M}y+Ms_`WMD=nw*Hv)j<^d z>P-k++f`qXL3nK^IxVyl+HAaO{Ocqo`Xu;PQuY`e*+WN1l+vvfVh)TO>{ofoLcJ6L zK6)!66=r@IOfwxMi`{5eiyOOqJJErjdBa(O&D8nP{Dzv%xc98c49xNFAc@ERak z;zp(&Uw1YU8g)LIpLC5lk(?)nJWqD4Z-8_!hJDLgO8>Ib{bM-BhuFf-Ig?Lqc**9= zU&AOK()YthPg3hI#bjlXQ)-6#QteDT*7I^LX@H20(a6!tx5sswkCR!gE2r*d=9f>2 zNK??M^R&p!n=y!yF=QM#U+d2sQR5#JAbu`b)do*51#-T5$)2i>wuCs99XDthMM@I_ z$C+MoaDPGu-kz!}jGmdhnU9u89N=jjqPT{+U@0A%{H!?r(kwupgcE}n;-@PThtLN%kfSFiYOlZe< ze`_J9tk+S>%W~6=kBaTfxvT(_S+>luWaTB8#vrYaMvk_X)_eWaj~FVE(o%^Tp31o9 z+(uE7myD(*3(!EygwLn#TcpePhepQ6zp-QkkLm~9-W0+m?DyVkTr$#D!n=aq6;oOc zH60IY2m{`O%UjX2?3ZrwhdaH7;ZRS?M$f%Tf*tprUp5D*D{-0;f2NQ6VldaFzQ$t_ zNiF!5te5z?`1g<+bBc-KorO2i#lcyyY)+nlJFxYN&fmq3`|K zd$r{Jwa*6`bTZ&b_D@WN$7)Xlw9Jg607&Y%sw;V|-ok}{SjS&D{?b#FJ<<1lVygtP zNHn<&I&l`>#=YvGybv4Vu_U%j#xRPJkId%E{jgC^R3T)*gKYnOLnun^(v7sL&?h6M z?#=FqQyu+fnbs3B6X5(t>pV6(li)uG7K}i3vd0PX{_3uA`L$uhu?CmQy|1l$fE_m* zr7L082udc4?WfN88;H?7vB?HW!c5(laS6xo7E_*5U}4nu)JAnGo>%wE^cmyRrpL5o zo#Yy!L~|i6Ez*%+Dg{2;MFz)oY6x+V2zKb{=?j;?yc|$CVw%1b*Tc$ee4<^kua`3S zDuadk8N=e2G-6CW8A{ea%B7?4^I4;spVd3juErO2P;1x-Ywy9}+$-YS8Yfcx3mycB zkFq^{t>p^V^7lG=UuE>LE-kz#Q?|RlxMD1BN=_0}6`CPDQ`8ZribMZVEQ4q#4P>cU+5K$e+C7)a=lp8(fQ6)?k^YDrYNwZ@1#hpDpH5!s-WD&k~o7E%( zJh*-W&Q#I?U%Fnc8YM?=Nm*Kg%|6b^ByPrPZEqm;VoHy9<-v9fiNVRSkBE3hX=*VO zK9eO-NV@liw_(xU(TdF*Ta%Xc!%rcyY4D;IL@CJxIXn$0xT(Lc+`pVUYP6DzN=T{v)3Z)l!*yczOh5`?5a( zV1jeeE+tms+h+B|sEVoTZ|1L_7}+A5cV(oo`*GIdrZQ4XfdJ_5CC=S?0pZ~1DQdy z$z45yqosv5(F9H61)ovdM(^_R-#F$MW1?8Sk_@=~I)*Z+0UfOh4?Ktq4M3FZZ|PMJ zP!A+8wxzG?^UdY(*~LaT29hi%K+WNJsfA?L4Zs}nSTt1XZouH*D~mc6I1qQJjCkn|8wW>!h1@DMGQSI|6T++AUn&wea^g;Lp2^^f8 zKdiTE-R>Rj=WB4D-^@AXo;$I{rDhd+*f)Laas1O|Sr(Si!)D04&_r04O7h#G-iaA4 z^LRgtmwW7E3}sK$946Rxv*ix!Trcr zBuwqwi9uLoheV$1nyYXVVazf|$wg6e9oGMn@Irok#AmgCL8|NWoBo-HlJ6dV_RLH(R5fje@`pK^2T^pVbchdN=pfgYOr8(6}`!bMJ zIiciiER5mqWTnw-^AEedgljx|Gd*-00DVPa8N({`5JPItApCdNHS70MX-c_Q{Wpx% zkRu(<>-w3S5RG5iVyy%wU@@Z8!Ht4XTQM|Hrl$^Tol)OBVv#r?&r<;9kjv7`@Q>S& z+{~Y^A2XetEVn2wqzPY5ll#sTx6E#8RvSv17fbS^rsfywhk%4BiHRX-LPW}(hrAKs zayS;*ZXk`(@Gr1a-3b?tD^el!q8~PXO7FB*E7?yeHv%tA*t8aO?74Pfy@nqQtf<)EUl`Nxh>YZ)_xvoK zl=8@uhgY>c?UQY(@{XmUP;}z0dJ?%r#mhez-zArYtYXy@uqrj#veCTVKlMS|8YI+A z!klP~Uc{Jpz&fsu{!q469pTnwDu&)dyJhN}-@Ybu87T+1<50Z5Vh61jxyjCEzhK6T zCTK*T;(>PoZi>P3toJu?&4r8EiO6lh#U&D#W~fZ-NbV-=>KA{Ytl8hIDNfD$gH&rM z8>MeFn#5;z0z6SLi$jn1xhta)R9Sh?S z@#V{xNQE{mtX-*ZhnLQKq0vEbui#=WrR^kDig|?GR zoMx>}41e}jvr$o=-bnLZ+-wC=ZeVE)J0KT=+)jlaX}VEQM!y&|w_`)rf@T49_@Uc; zD0eN2BwX3$W(iy;c2}ZRc!D*os(`8eW8}#5td|j%%%#9QeU&(BU)Sipg*jy<;~tpo zi25?~j#C2NdalLi4^9izYSb4nJ2p2+^fz5y&8?*5blpER!?+bIMGVZrDWaS#VlG=4 zKlhk0;tmk!rtCVcPg0aKj(9KQizHYcstknlUOEV&>13KtI+`NJreKo<6^3kFszqcZ zCjfw-%IjMt+{-Y#(HlM+lK$RARBgYL1s&!&xQ-_!^v6R!`TC-OnL*p1}c^*-22 z)nn{vC1Fc2WZZIVynuFjTjQGF4zh6tS^IX|8;*lxYX%u#k@C5vHExCa5V8bC1$Qw*p2p5S? zTx=X0_%U-c`U!}qEXs-C_^VDOVDE{zX0-bQ0KwusZbd7isREOye;A}%*pC87fc41Ve!aF3y(XhWbeai$sV z5?@QW`W?V)lN62KY(?tSj?7k*KzYHf3I*?@TaCQ0qEYug^lWUr=Dt(d+A0e8dX25j zP%kE7FMAln3#LUh8c3@e+TqhCUlln$lHaO{_?xXWgW5bCt@&8@U{Qqcf?3m~)G!+B@<#;GFi3t<8RBx&Px%+*(#W26w~eEt9-e)xZOQ z6Gd%lRQqvw9hXBm`sAvlqFDgJl<1Y%2#X~#!oOzc_R?EoIVn);wO9=!I{nf7uS}= zS;T3NDe7y~)X1$zW$5_Ye#fT)h;~ScY`?-;zvf4N)Ws)CMh+IfHv2>-q)r5e!_2X4U7py^Csk-eJE zSJpX}y&)))`IJ*}CpYV}Tf9X&-UZxMt|~!f;Gg8jLe}3g*y}^UZWAEVr0-%h-3!`k z(?hom-?k{jBSu$ge%$q2xTn>cjjN4R{K=wDa)JPiKhmk-&`ZBtAE zK5`0NF8vd>g(fRs5lfAG({^Emd*`&u_p2A{=L2;E@w$+fdgY7fCLVzsCnOuYL7I1-tu9{^f8IGcBND^{cb^QhjDGN}}qp$@p^g6%n!6aSNXmEo!F^9#(HY zGIkRg3MVXnmDCq(Y^Fx<>Y~tiv&*GjsL3!mHiqf6#-U&N%}3x+WzviA$DvG?tN8wh(B3ll?vWvRQ`Cprff z8z^j?r^*Mfl?JWAtOjUr870~_cOjo1{S3DPQdvTBK^b{1;dR!fE04aS;YH5qeb52h z%Q>g{Uvcy*JzG~zMd$I8p1$ z{XabR=bZe1m$q`P6!-AG7Ccb9bcqB|v|ySqcWy9K1XySqd{8t-)P{l$&*oqd1D ze-_FF=Nxm?JH|7fQB{qJh#kr5en2*T=>-%5#FT$R|Jk<$vYH$Yl1-2jt4r-6VQlOX zKB1$(Tf{e2FqyL{6;IsqCH~I%Kt)++?|Gh-vFW!SsXV7ki=oN1?VLI*#j#xz5P{a2 zh=Qpc%USxEy@;ku+$T5`arlu{eiyE@U2zu<5u$mX*aS3r_%RWSB0CHAPIC#?IL$gp zd`E^!EeWnEoZtdl1T?zxNgQoEl*=VaIOBrDsgjD) zbD}wsE3sY1$y~3E8q0yE>v26Qq6Vi5mSr}8dSa^!D*Cdd`(CY;Tg~y$)5PkBV&CX89)Ki}y+{S0+~1Ur_J1NA79mPeQ8S=OM-JQh~Tu zhD^P@2vVHTD#OFs=%&?k+%7LK{p3bkcwp&uYoR`~Tg9!_TPUAom~_#E4YvFKdacx= z9c&;R5Fe02;JM+AJX@=(t0;F|nJ(GSTKw&oysrn8Ocv5^o&}u(PnIKixxNRWDfkdJ z>e~(Q-3l95UxZ5B=Y#xDS6dLGUv601e;l81GHI%@HWzGbc#&Pq}D?((9=0`vlkIS?UawmdP0J!*O`}u170iBnUjX5z*8U zRkDcgfH1lQOBy`Z1Ik0ZCUlzSluF7&HyhApwaCPgplu(K2|z+OriJvLcXm;D)P~So z4JVxbL#qoqo+guC?k0*Z9VpDWkz9_u%um(kxNGm|LNwl2VsU3x2{Z{WM&f##RygXK z`k(*s9-IKtv9L{LuYhH2OdSLr?UajUzBQh;*(Ip8yY2X1?EE6?M2?Vcj#|lkH`!NB zXMqMuM|c&6!|QUYByyRNp)HE12b^d|TMZ}yL_20BKuqG9R7Av_Bfuc5-u5eAN^0>p z%1usb#dL4dE_5^lm-5$m28*mgW9n?`z0o7kjtR<;?+qRDlwl6}jL_hlv!{6Us3vBwz$X8M@=I2CS>g2uA=ErS8)Qk3dI6v86D3^XM*rXO{2YM6`2E- z69hNCe2s+Pu446)`Qpdj3bM+r=Rl~c&TgjIm&a)rSj>{3;P9KavG}@grvrVhXXiA^ z&0RGfjUev{Hj9AF;;8ScjOPK*&%_gVJcUngASOC&@exr?$_p^6P)uk-&YgPTu-$(FNXZcdS}{x4rPRiA`)^1 zc5krJQxFSWWR8bsN1ae;n*Cu%-k>3u)@p`OzwK|R<}DY&DZ1+8P{cQRfB%PD|o7H5K=lf8)xM?;- z`TgnR@9v^V7?>-Vxh-))V-+HSE}9aFxR}+7?$_fYhcY~xAJ<>;RcH@OjmwnoQ=GP( zYHsru8ausDWNJu|{S(VU0tKZ>7<)fl7ti7|DYs>_TsuQaVY1Cz76Nl>= zL5PDK&;LDmCoP1^g*C3EL2)2cj8nj)o~)6$T7N_rq4BIqpBF5{bG|Sa=%XWpGr0zZ zbTHyPUccq44FA1%UW9yr+wQ2E6-3h}{KNGOhLNGWM~IApwT67&KH@gdfXBcjX8aji&PypYHvyx? z4TY6J-Ni8VR3Uj`-|lz8{McJM#A{#Hc>fI*9ce9ZxJvwqj|MV@Ub42ApAz0%it<1> zL_c8ET=Dhe%}E(X@X0qkelHvzh2T)QK>|(;5ZlU~+s};FBFm_c6uX^|=l!zp#!D{| z>H*vIo4({vPDu&DWvf)cFH>XEX-!Bd6X*qqh2*44Tbl3p^)>@;H+nXEw$Oic%)r%e zP_A@n%NgWqrE)7QwjRKT-VH?wta~I?Rp3)5?99%pc>O%0^1;kJS#JLIGFfG{*6ct) z;HR-rlSN=`Vq&-*$f6Hz;G!;9B{1|MGvs@;S&4&Moyq5g)=Kf{%Hs~_CpVT@^o1Z1 zV^e%!T(ZQfbiY|^Vf=0nTqmSkNRrmbg|5@)q_i?igY7rcPrh#=P^mC1MWXN?Y1$gptf z?_a}hH?!J&;d~km_Z%Fr5+FEN4&abF3FL$HL03_PZK|Cqs|1xh$UFF);Qoi3bY{tMXZ%3dJ*1 zyS4E<1Q}ul-o35&)}=cd^EXpI^X)8Q1yPrcGbxWXmSr5KxN?O6C3NSf+lEllB~ZoH zS3=|~#^|nRK>!1hp)oJIeiT>-9AE4v;RUSeH^A#H77;!&Mh$BnBbdiN^w|Ix^_4bE z?N$Ab5QBVquc#8`MZ2iyA1-6+e{&g_fXg_9#g4o>k$Ck%yugql)|>tMOrp2zQsh92 zEK1%V%Z!`V;9?RPhMrqQ$t9LK2~rdCDw>)AH7jwMrN%F0Lxy$)DIr09`Z(MrWoP@4 zH`MQGRcfNoMT`SA9nAhxMWs~JgA%L+63{y3Az-BL9q%n1q$%}xw1Xk1#6vld2rP+A zJjFoG#ZB;kvxkY4khC&I)B9bD%m1jy~clW0$UKN#z>9Ce4MWM1>*oYd8HN`zO z9g9$vq@S{0p~SdHKJ8tt;aeM~Kb=nkDc^!7C&pU4ovWq@mCK1xH)v=bp1Rj@6bngz` zUKE5HS!V7(1Z@P%aNdZfRAMfk0G8W6I)D0OH}7h^u=TUVj!c?%`!3bzp)YK~J3#$* zJ}^FW64iX6GE!-Ot-*?EtEC+)HkC@F2A|c9B+k56iact_?}^bE>y(1(Wv{A&sNHJ+$7cF`}JKgLBlPu76h!MLJbT`jr9g}b&Qy0 zn7esktS!!uRCN|o9?dqKl+d|t6QEa2@VXkVk&qJVdEQ{&rDAMKOG!y)-tz$?(1fHV zV9(`MclUeJ!kG*RjyY$r91gpv?%mqJIQ9{L+#^l$gV$*aigFX;Va>=v?-{;B#{M>5 zS!J}SJHF;XABd^P`deuQ7QGHPF^->dA=74A!W850GK26yuUF#83X{Ux1z}~&h4c#P zgZh`6b#UZVw8dzn=XI5cF&6$q*6pl%mP%evqK@rjm_bla0PnSj4naEH6o7yzkCIjg96bOkIy4{1_6NtW#`SZ6?;MC)KUN!mhi9Iw zOVWUrPddtLd%cOjU}1D?U2UKomC{JsKN+l~r&wzU7FSsl3~dKz}+jnZnf5b2xhdE=)k(oPprq zeOGhtVY~B*;NR}oec2WLj&9=nZTlgd;=Tjev zVEM8o%b;Z$t9$7+w3kl3c``#BPgU-YLFe$^C4$eKjP_395u&%4Z*-oyvkLY*>;)EVik;hr`VAp?R>0<|TsB5Lxat-%^%M;M zN{-Djpga`uS;nFGP?Mca@m$G-YU8n#T`i9m2w)<05WH(JE5Ax%B%^#tz3avUA+A*H z9&AS@L|bg9>*jx6GFLFNE$_>a_<7yOxIac`V34c0B)032; zbjnCAYLDBXoJpxN+3Y?rig6vWpfBk1X1Pf=w=pm1a7s=CIFnQIJIeVXLKk#e7rR(# zLo89vnM0OH;3L)_HP|VD)Y{PB)FIK}UP_Ehd}id29ZrT z2NpUgW*_E=75OX3r9r*+jxV4Mg@^DL97Vz5bV5NQ`JkB*-R!r1Qf5FmrV7E}lb2$J4z(ZfHx{UA>mdUcxK1MoC;-KQFTV7(Z?RByLN zqR34o;6o4>7uP+!1Z*B-B=S6+iaGsFmm%Y0>N-RbFC3=)ZnEVdD*!0r8{8ZN2*W~k zyR`=OfVs?m4rC~~&pa;uVI1%>YF7_q9bNFSrvljzRXh{+8nR7=&EAj5U&ZQ{QgaAo z;L_|5#V%IHv>JCvI_mm42>d<-yrHI0(rxuzil#ftbY^^SIod8IGC{P4XVVVdzw2o^ zkEp&?75$75(cgA4_J#?OV9=f`8eSurkV&YiZ;;jzMHl;0g^@B57TeYc+P>G~}+`2sJ}nL0Cw0TuS&YXV5!@i=&w4zR0q_0VH%Fw+8nNUG1mu$H zjrz`AU2d{lKoVIbNN7HE!HH}rJLPg)u%_*U|0C;wYxQ<}C^x(W*+DkM8}0&g)jyJ3 z#9v-`7(>!y-5!Wa_=ro`|AMT{2YxEj6KI|Iz4WcTM7j2gD2X#!5)9jtLp#H23G06Q5YmzV9+6@ybccf|&A1X53+x zrnIajYElgfbHw4p6g9R4V?~1l*)^Bqwj(Eo1y|0`mt*GFGG}vZRJ+BYsG8%1RcH$d-;FRm2aDi&R%a#OCP?4poRHiH1W7b51Wi1<&-;aq$|E zqcuiJENj;Gn;82$CHtITTw(}j{8a|06BEQp)w=9Y&dW}Njlf|M8LQpdo7ix7ZG12% zDld>JU2Jphg6E7Q>)O8HZhKtWNcSi$2EHkyO0qW{Tc!WnMj3P zmGil&>lylY_o$igdeT;v5sN`L0$6P}Kq4+{R$E?9z*gC=3BKqcPMI8Q(QY@kkTtC{ z`od_#j>qENnhtw2-gYskU6t17eOjIOGXVKnH}hzQ(4=2QC+4N(|UE8%r^m5~QrB!4B`u?t$XNccD z;et4knJGvvA92rw6y>;hh`fDJs-H*I<~n_7x=dA!SJoo5ZoQQ(RJelMgDfY%gO`LVE|aAP-22$|N8Z_xib_| zePpKL;3# z8a3`@&I+##ki_McONS$>Hen%#3skI9_UFCbpm0XJ$+oKCkv5J!Ab6Lm!r((Qw z&n!3!GK;4y!rP_yMvyPcBn|C(hELUp;+O^AZH>S#QstaY)NF(%8B{8_ub(2yL=Yrv z$o?&@L-ON)ex;=AGSy@l$6j=b{vma+Qx3#_5<-3Iw5SLN;gZ^wf}r*+e99CS&bH`_zFWju3G#!$+~2giTPsvPOSi+f0ggm$gtZJX~>!e zNYt_SqxK9Lvsu(59{!g)hfCwzXH;r+U~ECf+3jxq9$>44fCk$i0O;#5KghLGdw_Y2 zli^HvyXo!Y&$EHYiU!AJd-zD~6~gDaS~{28m&jZrnp3z?LuYQ` z;o{MOBpjT9ictU+YlR(f2Z0Px35vDMAN6kg`i3WWt z?od?G&QlTjxDVVXqLrC zKP1%E%A%|vs$GnEdHNB;k0i`x>1)MR9t)9LlNW&BcHZHftEneUgTIg8DPpK0o=E`T z7PT36D%%Wt`W(-OC%g(dmTv#f<5r01Tbc6E0_=t+W4C{~kAH%WO!EaoSY)4xHU%Da z7~;R>hoP|M=H>WilkkN+Ao7_ec0$6FQA*I=aW2JYQ(kX*hv^G@(4iU@CMw(#MDk3K zWjb_{<+NH6izS{N*#q-0ly?Cx8o5gr&M0tcfv$J$4;TKQza7(-=?pS8ZsO3;qUWbz zlR8l8-9uWfjroRCKsN+1hmRcqxM3(sD7kYf})CK_l8 zVvA3!TmMqnEMi1y=qTEN*qFWB04U;2M&WLQg<@}u7%E+Odo>7X8K_O<>wnAb)h<7i&L#L9<@%xdG zqX4W}CIUdd1H*}B%$`4~nvcGH{IFAB@M=NZ5fcDSMm#?v>u(oaeIL9a{+7a$ACs6^ zIE!<8wh?V2?c2BW>y8T8?q(iT`WlFKZEpmKa}9fMFWDxZ5EeG<(1E3g_P|!eoxE_y zK2Hkb~D3G zKgi%1J%tc~=RG)W`y~pgr9{kRcV|RO=8MG|d`E$2DF*LRbhIMbbb|QXt)QFq#8OB- zHZ_&E{q|gxq%1X#bf`^yrOFSCSuMu3Qx{~|J&IEJ$Lb7Hp-_CO`aRwl|bIs=D%W9w1qXz2}A~M&3v~(6S zDy`PqGo=QcA8FOXF;A1zljXsO4aY6pKYmm8m@fgBne)$QdF+}tg92A8#IfD6%RzDYWPSk9EZ{W0-~^yR>|$2A@reT*%Z)!ackmGgG*~Y zBa-44_NIJlC=r(IMWhMJ&$cZ@2BuTsWF(uJ4WmlMQ-q8nT+pRNRcTH=9$y63Xv9}Z4ktP#EbYL6kyryZ4@mPH^OAi2I!R8aWTcHXJJ$IZ>1%HyD>BvnyK1Bq^@=Y9{Zsp%;a zsYmacBFKLmA1xVsZwg8z=s(Ez&E?dysKwjMkA8sz7U?xq%@{o1kk1_*%`gqX5PJne zBXstbs+M8qu4U%}JMiGzp&fl6PxR~nJjfda$^%FelyDwSK?gHR^{y;7crpR!hAPgi#dtw!;~J&9 zrXAKFP#}ILMhB>Gk-R|LgD*+bvF(#&JTQy&S*iHv=GH|rRpw>KC$U^(S`ntqT!?Nc`6mkkNpuA)SI~QiC&GgC+tys-d)@1XF3gL zatg}rZ26}W-R6BKofDIDj32OtRnt|rOrlD_FfEei54&?JA6I4?{)ER8Qtw{9Re*(+ z3ypflf<5(m!FAO?Sj{R9nS&Jd9nWM2HX&D<9`mfBKYsX-!@)0-Rd`>iXxh09RV-Axjrcs#M z)yn#-$m1GTy7qk2GQslsjic%c)vVc9z4X?`hE4IU&V!cByL3<6fh!SHMjD#m{hZl- zI*Q5_fUp5+Mq;RiMW@+hyZy70yaSis&OK}8*TE1VQvL37#Kr`UPGt$$(>;w0jcWYi=*OvosJCVO=_RKH((9zLD?7TiJ z4M(}GH@9Eydl&H+z1-OP4wz-PUJzegn{-*An1?!-AM6w@Sr<_p$|K-%snNW|s6?Kz zzv|@#8iWK6t3_{95)wi@&pQ$IV)9NXm0(QK8UvEfe#E4>-&<2!y#*B(2GJ^Un%t*3 zE(2TdKA4&YDM6i0<U=mBLz&{%P2bkfg`A#Zx;Q6lV>S79 z3E%Wy=g9iE3=I78%sZhOB_%`bJ$2zqqX@1bx$4Kz#Qg~#$7an6l8l4c>_kCtVaiCS z987k`W_=|MI%uc!Rn#uuyLWdkFUZH*V|6nLLK4DY5krL#d^5p}Vb(*R7qT z&NAd~pV68c8s>z03R;3JLcRSIY9d^g{O8;=s>~yUMf1;*F^e^V;~Ry`QGbHFC^}ct zq*vD7<;fnb#N2ve4pr5tzZ*yk-ON(LdFxTFbOnWHb|7gRd4{J{BymN( zLmLaCzWg`r69rigJ}=gI_U&|cyB2t9ue#T!0Yy9|Au7^C`O$hUfVNV{w418vRbK_v5R%rr32{`gXxo3|`hI*6yji)a^HUmG=kbksDQ z+w+a^adVb1peF-fnX`iD3tJ9h$-82UGJVc(=pUA%$RWGQzMC=>TD{9}Cr?+imM*e2 z5QFdCrp7yzWM~x*%KU0h;p3b}O(TrJ!W09}W zYohn}a}V8Ol~PUeD&Ds_xU#!KX{6qN-y)cEIg%J2l*z!r=7Erb5D+WNwZmuO<&|z| z6OJZqi*e8~3I@|Nc%D<0&56ZxOwYmdOu0q7Jp_r0QVdhBnC1c9z!fETcj)>8V>q`@ z0^BrkKnh)7C}ya(4b-(ik)W_ZWbw#<>-`#_w2ZX1MUe~bXHKG^Dk|+t%qzDIf%Tny zkR2rT-Oa(ug|%`zt*SFY=N~j6=9#d~>)!a|XIi13WY`%ak>q$Q(j=hvj6R!aq&5+M z%Mug|LnyIds>UrZ@RvCg<@-#=2x~iPwW-J3U*&?*)ngg_d2ocnM3qZdGxTX&s+>>T z53)eK8_JBYzar>0Cx{_=k$$&0KrKFm)%(5ES(}iNgx`>&XqTLle`R+BDIrUIhi9?L|9ZcI_i{-c;iygDCz5X;U)y1eJOYoqVEwk|-FjAJ1AgPC zdXsJ$*Lyvmwh)P}J=#ohV*4se9V3Z9rz^}UVC&BnW7HgC3sd}Gk#!Rnv9V6iQHB7M zQG(u3wY9a(K3;0i=wsbf+}ya3atJzOjkv}iYkxBW2EIam9&bE2lq(!X_^Z+SgYzv={bWM1@A=%g>87t`Sr9*8mdRWg)uEK(yZhH^&|&L^N}O zi`#ZtrQmF`{!aS10{yjae<)Ra7;h+0O3UaI`uUH*3|#I^l9S2>my;NHR?u9|!jsFE zBC*!=woO(%=R`7W(Ed%|k<9LeznZN}8Dm?QY!hBhrZzYEjeW>int+hPP@6pWoqbBL9OHg z{UqvAYJ2Q_rMu7L%jw7k^RGvfz-&1hGS{P3KQ&0cC|MB|pOfbn^Z3kMwU+BnGS~AL z+^UxgGEwr0Q3+vrB^A@DV8~#H?=J({MgV_xC@FUqPJlc5~l*EhaIME7iW4OT;>LCJLlj zkK)pW<5_DLS#!#rMj(sZQ2G73qGS$T+HpBs3O3X8Lb&j{qw#UQ0CT{Pw1{Y!qOtW9%_ctHo*jky zw?7HJf8JQAFicLt;!6U3M zsFo3!oI1|IQ$n7P`%x2wJ63NI(p^4dWx#%%TP!OrVhmFgePQiV)q2uGfAbnnfNxK-Y!2N!b-LK;OvI40&x|C0Ws_3qon7tYPh$TuQ{mvB zV9VGPZncZ7HM?IrO`H56F18?|+q18QUrI~AMT}7OruU5=tQebZ2cb)i>M?1YhAN#T z4~+>KRzimo{B|dFVxOpH|1H!0|B>E5MQSbt#Tt|uK-P9kT4H3zh3qVJlSCY|T`tn@ zrxG3NW^JUzYHy)aP;JeQlS`p$I?2xxITVi(dxiueU%~WSl7KP}nEJ453gS?HatnZ5 zlH}>DsbxdWh*qEG22pF#V;Q>wi<&jjGK`<}6)ApVs~GHllAClo{@gO+nxpK2_Rz>- zv>4*&c67OOcuX7EQIBK$a$vOjxH)$?$r(9aPpxX6E-b!lfp49-_ocisC+$=V?DCfH z_K8x2({9?rf`+zxi>zg_+MRctB(CP2#gbO;lF`v-E`id(yun?}44-a;kLT?vJkT&% zZ5JvOI|D~U{ybajP;=w{L&I`7$Vf!?=e=$UPyfC}|6f;5(xZe(ONiVu5>{V)N5yG< z>mP-YI?}{QmAGq(bB6UvVz^H=NR1c-hejf7h=t-0w#W_V+pEGQVW zxbWyWPlXPE=J{z%)VPQ_|3w}`_0`p{t@5lhyYGS&S)P|h0EB0(;H$M?ujL2H5<&`- zL~2F`VFP=bsKkV=>7xZQnhtPX_o6ywZ5?Y!%zKow1@PB0TOU|{A}0@l>(eRBj*u8@ z5~13rveHU1pB@%bg)F`c{0rrVp8y$b-)bMS(&cq^cIMnvaxPP^rmzEq(b|NOd)N95j z9QbyG-O zN)};ns#@ea`f^llaaOp#8eYr%WX5(hQ`<&A>#A>_`v7 z?Hwlx3N)vCzf3OhF0@9yhXB1(XY*{Ra4;S7$-dR)ZLlw-l{;M6shZd2Gu~l*oPGN; z&8=X%R~70R{l*PzKTP6}XHqpA{h6%6Bh2L5*7BPA6l?|X^yXVkC* zjM}sX{lAGI|J1Ypr$(BK!PeW(L}4TYtGM{!&C(kshRMukJ#f}b1pJqHHUOt zleL&2ekOZuTG(toi63%c{V7pm7z@O!Rl%4NLCJ;AE;aN~TEs-*Jr!!<*c(1;m-SZ+ zs7^YJFsROc33prtanp|N4QM3&`!<=iF$Bduo$o=6$!&I*i~P-Q#~5BeUaZMc?OTT{ zKbS~zSQo&`PUTYh-;|eC^$Fju5;=;nu}w>mw!HHEc|I^`Uz@mG~S5JMhL4BBIC* zL=H3sQU*EGArlj^5|Y%m?k>?(64dD^OmC|q9m+`!>(yejKc+4jxT3vYhR#$I?lVGs z%fo=0?p!eVR>_?*t}bYCyzn#gGOfMl#dtxdcI0cmw){~gziiH55mP(kVpZ$joAoOO zc~9hM?jJ9z74Yz$9-{O%w>DOnsHqWoILm9M~sp)9~Nfip$w_@(7sc@J3NF zqvv+%wG#kg`iI-xlM9esN{oSL?L|fBB!9^f&b}<)XjwkByOxH&dRapjpmjF0_5BCF z<4g4K(vT5||9>Ptc5aB&qq9l=GRSfYOeuG6$3@XEa>sss*NqYqBSK12Jlp7T2CM_U zg2N*+YV$FywIhY9@S`q3p;@vab!cRmhQky))3s;I$H zAWTP(Sb;GNy&A&lHS(m8_(4eJ+q$K4m2{4R*7BJn4EH5D+F>LRG2L)wBJ4N-)&Yp| z&v^waYuEAbY|UJisU;;okp~JMesL-Yy~VuI6zum8`4WP?(vWPmP?o1Fs>l=ujq;)9 zol2jJsNe@hjDm$pUQ$e@rcuwVI(JGlQ&-_-%B5XLC%0kl18%nLp`}cL&a0I?h^s@; z*!w&#*Vz!oDehXV4sdvWou^9#Auk7|b&DwdktW89{5q>mJ6P=LsK^ z{yv*AVxfI^$^I!F*jXyS?oxr~;^Ne&wQi@KaeqeKkN8eDx+>!(Q^IjYcCG09Vc26h z?N~>NwR273_sej-@25T!7n1?E(Ibq%)JNTn)x7TdnEDub<-=KwIK#DUI>?B!Sn6Pd zn)*>E-j{2?%g&hhUAtropXt1R=Gr+W{+5K^7?SC_+WGw~^62x}DYv81^`WBubvW`w zu{j(HiJ(5p>ks=M^kvXV1V6oc4FLrU{M&!{Lf;z&M+Yj-HG`9b2xkoy!ICUY;S$}b z2fWaaCCbHZDQzfHk^dz}Tjk^VN3@1K4?FRSFSXh#X6KBo?fK#GV_?z5z4}50Th9uH z*4A*TF+QECDP5=xD@B48tjvD0&qHEPSfu-)*;U>0mS)&p7i$g>7J~+gmV5>V0#PPD zI_E`1OE~ZL0k#h60RPoeY$>Sg=FFC1K@a;EE=wNUy4%;9%d!n!9N)(Q)yqYrtDQ#P zbDQ^x6-{X zIGNqM~~TjUZT^)01O{<@G$FtHH(VntuDi^|pS;tjmN&aNE$yDy?d|&(u}6YEYE2 z$sVwnD-rX{KqR5EnzT*{~c35iK)Mrv^-e{qs&{M|pX9 z#TM?*$-H6Jwyu{UhxD}X7V^1@V7Zz^ZD&2hj>j83oUm0x#jzaM_|~RYuvjdwzkoK| zRNHsC<-@7Y-aB_VO1<6=)w2D_ueLWtu|l&Vqj{vPtk1(|{rl}!|A6oxrL*0C`*$Bj z8Q2mL8P0&rPrrZOs=j*DB+&O&>lZ;LUwD4Um+@7diwI3|Gez%~cgx`<4zY5KkmC(` z5WrJ-Ue9}miEBkr$BmQmhLJmJDdx6F&@vqXnjmW4($NIVU2Hj)ZbJm@D`2F3+ti=c zW`o@(myUr>WnCku*A)KSgu8<%NCw*tIUUqhV43O*>)9~qDd>fgaPM+aYc9;E&! zJ73g*`W8h@>`7=ZbN!P5lg+k+2W$PND#dkTtj29C&p$^^MU&BgwBI*;dw4HDAC~d< zCl+RUn`d5r2UfnA69)IbigODrA9iBK40i{gVqnTZ-%n3M0hj;%7!D(7b!Qrzh zTeL0%8-AT7G&&)4iH2K|qg%Kn{^RX3CjjqSxWoz!0maGX*LZy+f)Dt_H>ls)3{h}q z{-bj&clMh?rxf>)ar>$~|InZl^T+*{e*w%OOo}_|m0zTizI$$8&(FQEO5AeijQyEa z{ey$6d1Ec#?`Dd=hi0hZ=O5!oG{d{Y5F*m>!06FojgsOOcidK&gY%Xn6}RA%=7-rN zS0*M~J!eGkzom@$`N04F?XJ>u3<|cqzI!+j)sci1hWLt0hkc^r8eJn2{TTWA{jqCi zEgl_LVmBTNwb1omS8t;xs=3c4o`&5R)0BtrzI|t~V;e|aH#HlVt~Sf)zljik+Ou^C zL<8cbsJkp6GmUr%?idZQvOu(Fe%+D7+06i+-yVV2sNbNMe%8cJuJsA>vlDf46Q^Gy znugvlKDCRXfapce-W)TC;VPA=m1T`U~%!Y}K2bE|@ONgl{zdp5UP#5MWtv-?0dPdgb>4+QFQKFy@gDoX$?T zF|~s2QXWL+>FJ5TwOh|SB# zm^X7i{BqL&{geN;|878mA=^?Y1V0H1lR%@-@iNj5IZzL;<+ElM~<`qW51pdZ^CXciPT$=&U8pHrhZXmkD4` zPlO#edqna77lQvkUd{*6fralB}V1lG{5Z(!(;11}=T45$ zNvd6-OK%N3-(5YYtvJcF7SD8KHnAt4Kl}Mm?zT8tAFuo^b40<>5R7rx$F2j+(HwSH z!O+I4K~shJ=4VaKmqzf;-7M~mqq8!_epXhN!|L+>rZK$eGGMr#5Zv7vy~7o^rbGwN zM_H9NM_KZJNd5RA8@;6>D_{O^DWxDFbjP}2)ZeZYQ=+GjK*bu7Y5at%`l#K$L!I4! zlm_La_pZJ%M_-0;qHH)03JEhg#J$f5_$I4-y=;!zv9-8NtMx$37fHoeOeK2m?@3!< zAINO|bVktt!IQ@HhE|a7A3v>*2jpq0xI4YaF>3pz`zA$Mq82ae^!(f=!toO;46Wlz zb2HLw2rC(q4ZW7JTfI(!vRhLmmSWDek)y0}t=5GZzU+X}xoqf)XRoNF{}7@6^)0^_ zz#^YzM}OM^X^c?lQEU@|whS0>0AzzWndpXc10U|IYcprPeP%tA*@Z^9$y1kCCk%!N zzQ}-=l_safK6R&|58kTW=t@6ZhH!5rx5z$D^JSdx9jmRM^z&u=5~=uN6|}TBygUtF zY5uLS0QCTsR0t0F?M=IL0NeLt+G1x#Nm{HYrrVfT@$>3)6q^}g3H)fK>R*g0Cx{Jy#NLeKYW zCl$B8FD(ksA7dw`fVc2BbcMOPyS8tw`*G~|<$|O!kfYovslpL7hbjJ}CMfQG^DK2I z)r+N%{y|H9SsVSU=X`m^;B+yQ0|F-*n7tdN^o7w!$Mh)a=XTXccfe%|W(&3^|44eA zd!)Y^d33hm*tZO6S!TL8JBIl6T!T#8YpaT+DV-Vd;nnlHI zk�>*6_h@5(-Z z70eQUVW4^re&wf>;~`%d`o1zKWkwr`?x3-(tn4jEvAtf7yQB==`4SM#nt)$P047Wq z2mX-tWt=Y^PXu~Z6 z^OZkD+(#j4{Zzrus%e?y1A9xy6z(-6Ko+Ak%^8rR-e++?bY*X?ozv%h%~T-zuJAmfi~YG#_7H zA)2EV$NsVR$@(hJFA5JJBmAd={Fh(Q(M_sBc^=bwPV)$KTDhQ_c5)rF{ld9CZ0Mgk z(m9YHLLY<>-E_F(%LjjD%LhLhpk`|A5^6&9>XJM+k49sBlF1#MEefkVnwp!Nb1SgF zh+AR-zZ4sZj9Pk}g&USN=U+um&9Jnf>e?WR6xk!O9&j=!oxNkQ1dN|1=3MJ06x@ep(tk5PK0X+&lE|%YI<99qcx!G6{yR?w z#B)7;w>PQDztT>DT&X(-u0YVZ@_SmqDEDZF|0wrl#>#S>r{S@`^5f@J&#>lQ;j@Xz zkD0-uT3``ebGZ+L$7Il?GhF|Rz3+}|GTYW3v0w!i0i`P{(t9sK8APQ?N2*e#3!y`j zK~$8kbO=R7A|N2W6O<02NQVFs0tr2YPD04{qBCdCx%Zqq%>DPf|L}`3$$s}rj=WaARqk?;4BPZHfe(b7g3q|PR z)B4+7(S(j&U2wE)gdUQ`rVA?}T}CE|W|McP!j2WMWk+~JUGNod>#*CV_zLLcjN>)j zpyRy5p)K2Bosd60+<&Hn^&Ur$BqelM^8g>a?_91CaaemKvK;rrV5S>e;0w9Lp zr8WT}JiH&o_6B8;q-UCkf(Lg3y3k_HWPZU^a8K28{!O$B*ABA1vxewG>=z#{{Fdy#F z$jT(;*5H)alpo>D;$#U6OUcYwX6p6pp5|<&Wy>>`trj##UYKQ+Pn;8%rw@C;9re-# zpD30ISLqm-?~p~Aoe>2d;-nZtGup2e!^eCOUpQQUuAWF4?~ z?!7<3V8Dxe*Jt`#fntznH^BH=!D#xIe%y4Cv+(=J62W(5jjZy^vMm88Y;9m=5kN@d z2T~J%x&F=-z%#He2Q0*$-}oCwb5CHnPpxA`I-VWD0B-D6}+2JDm!P9 z4?Nt%%F@o3=@k#x7~O-?ePc;LD-6J3CcyBLkC-%|9N>rB0Yz>e-~xM@DJpH`MtQ!K zC@i9H(z2OM>OS>}UM>Xw zAsYxEEfF3M0BE<3qbb=>h&_dKV51{!hyFj~%RggK?o}Y{zvrw4gjdS2pbH)vkFfnX z!RK6k@rR=w;QSH@=t+KrvTdoRlRoF%u7VZ>$m~Q3M-wVNZIJq`;kcyBU3BLB-bEL57cRd?(dG8uLJ&geshF9 zPk(m!gmWWJ-WMzYPcf#!s62A7jLTd_$&9<~%FhhcUn-rUDc}G~PYCXh6m(Q~TgFB9 z8N3CMYjOv65UQk9T4`C^s|+5Xkd8=Q4+^@~>>$*QhdSmO#DkHe*URULel?wKa zaa6990|KPE?LduX#Nh1%sZM<|^Q`fjy2 z0$14G1F7VKzOpLLtDP{l|72#$D;`f+0}ep;emoF>Nc}IU>MJJ?`i0-;bkP++!iFXG zwZMa|-XALG{L4Oq)~C!~I}qsq@wK!6H{QQTMPNPIr7?jE$5zB@jvPo^{?x-k^`Nq{ zRfkeW7yryW!(3IhyjsQi4S(55(4U_)#yuqFhkf<1qhP3kxpV z6#3E7BS|5VWBcIr=fnNA1g-}Ch$D)wfb*`mE~X#*_e%C3e^P}%S_L)72b55pT)h6~ z?j-+Sn@7w-l6*G`lKK6qW}(EJZM9`uEiaYiW%_>zrls#(KO3ESVC z@)6PrPaxGVE_xug{^v8*p9O%{7t(Q{eA7RPFeCl9P!#2k#($K-zn8d3KMkK4ed*_o zzX#7}XL*3qc2wh$zqu+Zf?TZ%{a*(UmZ|;6ssNMY0)x)~D60Rpvi@TUPL~2S<^Czt z^gr$YAkP~F1$@u{YAFE)7j!;Y!QoGFkWK)4!u_}P{LiON;Y7y>ax@@3pN@5WupfiiJSx+p3cB(dXV~uj1Ev3`7xn%(?w=7tAQD<+Kbo-{;aAn$zmOd^zrJYrH6t%? z?v+9G>Y!1+E`F#1I-C=u9VsmjtH_7HswnAB?!ylZ5Y|xwN0Ah+;F&9|*kWXD;^_4XGFF- z5ogzm)JzZ?Iu_mzcl>3wzX%;j;74AB)%SjO2ddEIj;|=*8Z(7ZEF9i|QdHyx(xxa#5YGQ3KQoZ_6%aLY(0V)vFJ-rL4OlNc3W2pigJI|zHvo)vgNhvEwVjh>?xaLhR+fTUI|W(UL25eq6EB7+ppChKzE%~AL>8? zQIU#a_tz{$kr2d{`Y|2DM_NHMb!sQ25Kv5@nwn)waCdemV{#t@$NbbQKz1|f&%=Hg z8&Db#1{RMIH+UB8<74S7+lg>fav6j`G_uo~Q_2*3VD91vc?uu{+)uN%5QD8N7=3- z>%_Cx)0nN%uI5JC7_Wmt^Tq2l;Dzc&NGZ3qdrL_X@Iw+l-b^=fCg&W5a>VeJfC!ju zIIdG)DroMHJN)^GZnUhTuIwijvs zYN%J^Ru;rb>$~Am`DLQt7_Gxv?3!ekH1TIP(jmj2CqxTg90V=vtIoBmGV~3QJ=7Gx zU5a9is{HmKotfLpFq}8^N@Q5d``WyKdY+`NfR9TK?v~`Ru%6YIVioYO9oceVwSaSv zIj*AMx#IK&gLk6+>dQN>{?G~_(yXIr=)4Iu3@p#jhxQYemmQx0_1{|Zx8Xwkr$f0S z%;}<2uSrUx;+wDhR9{x+Nfn(INZ{lc9gW{esLOmyx-aT!Wq6>njB*Anqw+YNpx{Si zyEp#KEs0l93YYUk1=0C@9x9YhT`wFOt^Kkrvh#g$G1vk4sJM@3{6KP_Sx) zfxYYOQ6w@*|$u`4j2+Gm~q)ht}^ff6_#Jt zdZ9^oO-RgBYMT?xdT1y+)=3)Q$FlU5Waw_XwDE1cQj;4sHu6BJ!oJ*F2PykHEp8DVOIylWzExPBUlOu>K*Tj%zbhp|)Dt+hN3S z;=*s!Lgi9Rgd3sf%{CY ze)`fES{b`%bxw#O=ub!7L#aNg%&i9SmT8Kds(77-Z;~xgsb#pUv<^+Y^E$vv-wUsZgQ`aE)g3sA-i~vTFm4gBd z(Ilyo#l|A0@_l5Mz4ha~-Y?%w;wlm4i0xuJ2@5A8PcDsWC72YLwz5!)6a#K$sAA|*MJ&<-)p$aJ(u?++B!Owh-$&*dB}rb-6Vig-rJ^F1OE(fPb}Odk7v|>-#kmfdpFFTH1Ux~ zlGfyNe&+O4ZrrDQk0#G01fCQ`xGBuIDSz;`*-8~H+(Q(-^MKw1bP70azZ_^zNe9p7 zwvG+q=(zxQoy&P8hZ1<^rw9L+$nxLKWdWhw&Nd^s1*YRI?KsJwb?YTBYRp_=bd?w4 z;?roZsMa()aY?kyTg}?Cov(9ViL1&{Ug(TC^Uc{Q;jf5aJiE9J3gWcP^me#!;+oMJ zzvGZ$2B{-(gf?X218nfo14*1iEnbrH&Qc$9#WkCgvvjj-N=M&Xh$D3--Sx303C}8* z@FIzvBTCO?WueE(@xrie{$QR_K${C6-78v|J_^6vK8YZet+8)W_yr{b| zL+Z^zRbE-M8y`|5fzJ#qm61fxEm^k%D5}=dyW(-qZutfcO1%Y8Q1VmMT<|T@_vo_S zw{J`H@(T{uHCVrL7PwXjs0{Kxfs3hRYd&~;+u{Z(N6aXS5FzSrN)RPxmi4g+%h|^3 zdOO^7>GnuXOEbwta-@4`4tTNhe0m$nwZ`(a?EIkC_>>SF#3=T~UlJrG=-j#lZ& z?yP+47=MGhu@x(s(=`;23)hw6wT)ekFH+}ih+WgLP1&0dbiY4uBz}JfKHzdR$;hZ@ z=cjTUJ(`1T?XXy)Yz^w|)nbZfurvet++eE$3BT*a&Ud?xCx&;2hFq zri19=gRQ63oghcMk1UQ_N$+ec-^a?DNNFWy#%kWX^kF_;OvAP;TcF3-CZ#>RuLs~F zUh+B2e>CO3(Bh&^S`#MiYJO0dxRUQuwT&7^>}K^B(K84dB++Kq2jaQar_>UezUb2)EFE`sO+$=X(4KTINT7mO5 zA@6e$tJ0h-x%2-up#ArNA;NZ4SG1ucOZWz-y``AElE?HQF-N6&BY+p^cT1Rw(%t-s zcn!K|kc8h@Wa7>3pBOaHj}z12?dUhh)B&-Fm=-S~Hu#%^S*;8uf%_5{g&4X@_O`uxmtXy*=1V9p*mfJhs3IgQ&I{cvH`YI^Q&H{XUTbLvC z9J>n<#S`(WVT*;ed&Eh@Suv~F!R3HT@*<(WVXbOvYX}vFu@ILQs@(auJ>1R7SEP2X zMbUOe1l+}BAg;#ya;&e<)Gn$w(CxKOvK~h8dgI2K=vZ6-%sO*!bgWQ+EX0wmk_5hZkSYpJQKG?0Jo`;s2Z+fpTF_)CPP%KS-dEatGF~IIT!QYX>3LM` z#-i6kZ#FApAFg|C<~HtQD;GdYpEH7c{45{|SzO?DF~JUbM%eQ@l$;>{XoWLo-pDrp zOhNgV;-B8KK@adb@*91IsjNU7oyG7Q(l+p|OU4!eQHK3?hi7{45_5NG)A)uAsh)TX zrTOOAzt@=mG6gAtApL2PnP<8dH)dWO8}-P)vD87iV5b##zE6fWMGs^fmt)#4W>Bo@ zVCe;4(;fgDmI}AlnZRQI3N*wsJ4yVs-e6@5LR}jn9_E#Cqcw^=5homQRWm zNWDF3`0K;H-5uh>8jR7%!mlZMSHa+sh4 zpCoIeRlwC9n~Gq(!U6+UMz6OK(?A1=s_2_)gnWe%FsetOi||4`tf&e{0u7so zqC{oaX%Z|v?gAab`I|5#)w~9qO4v+0tys$s?6^xik!gwZ%iXim2G1S7>E-0)Bpd?a zyckMpqUM+`5CH;D9;ip4L}#(`}4+emJ^UeINQmYc^TMm!ynJq8XwHZ z89o4l#T?np5@YL{Pq(or&8-c@bPfwDEIvh*k4q^|5X;IN-&|8a=C63TOL3*1LVQbK z2dX1&^jYi1 zoVD_00zkroY-w`WPAS4FjLVWa{vGxGH>(_f;*(bMW3M93jg6i_YHoXL&D2XC$Qr8Uk8v<#xxjmoqO=YaKAVEgWI6 zz4wIV6z8J53dFks5=-5|vARfNGwakIc{xlL47B3%>RE-b`v?@s8v6>Sr;O^qCbjeD z-}pMZ)wE5-T9=ReM770~^U~in$hGfI9*|KmxH;jC&W><*!sAk0Ljwra(so^eSDPa* znHp+py~S>BZVsxjVp;Q%LQDe2Jr@Z@3;CknixqcX811g5ySK2HGfu7|Vhea{>*mTQ zdS%Mqzvtc@@j*6Ml!^yzE>_HCv0~rSa)zJdz8&kNky54-&QWVMP@?yIaeZP8__}S| z+A9X0c*3KTHT(ODM8*KF&t*8h)$k+$k|umG4RO-uvX9QG%q;cU*fU}=yotk5m&-K^ z9(D+phigOU#WgSE0+mln!Pc$QUnbPdwq7x-&V(<|&AmcWmx{Kx>=orX4a-h33xyZJ zNguX53%a9#DnS;+A^K}?f&V}*mN!JHw2-ihqzWnp^deZXj(Fq*rON{lcXgw5_nx?Yp{z?nSh5xY<>kQoI+S)1lI?Dqh5)(l%Anj>tdg)f(a+MRdfin<>9Tv52ZY+ROs+(ne zaGj~Fh+P8nls2qNrmDJn&2wbXv2=9@zA`%0@=@n~^5)FVlQu9COld@TF>MpUDpU*O zfv;2z`z4sK@*Z%5&rfs=^13SG{1lblzQSIPnP^-e9jd*2T_dqa!iYVye(|+%;G;2* zwa$n++Au!kfMDJZfF=bWodaQBRoO6#*AQb%4M=JCbyRb48U>yO;g`R28K(_dZ9H_i z&mj*m6Y+`7LFpF$u&n3ZN|M>=Fs8f$6~E5-ySZ+E&u*~6HHIi6T9Oml{vT|)o| z<|%(!@?8A%KpeZ?S7&Hw4jo^>^!WQD-E*D>jta4U1 zB8uIdloeXr)}1iRU0sb4Z*&$GN{ZoZ846n{KbEm}Gn;19QmFQ7K4~b9_yOo*uU;&2 zn)vXyT7HaaX&SD#0$U}t467GO+mHIoky!H%TS~i8-58K3jtc;eTrVGXF7BL~&n<8~ zVy$;}GqZbFd$ACoChE5;CF(KVI&8JOov7$!h}`H49BmF~?<*m=C72r;p3Z*}B0XXg zBc>mKPxWaYs|2@W`%3G!#=%p+9i|V5Y>t!{HlL9;v(z_Lsus=nmXlYDjYH@u`=N#l z2h1s?1oO?I?RA9GH{nJFuX*q1O_0}oM))Opd?3HnxO1P(=CBbi`w&`Oi|mhr%Yy46 zQPLv=0|qbJOjS^QSxaZRfw}_#yDkbtw4ARhM_06;>* zBf>=5#6_cUBOCS0v-|}W@7y1s424aGAtWY3*5MdRS9wdS&x8&~OeBRufUYpHeOyFP#t~T&83;gzcW_R2N zV{XU|{mPJbaUY;zW_w%B#OyU{sHDXfNm>Hen>?=Sh1G^{7dD$Y;iH&$Ex8j@HzQai z<&?H3qZ%{s#&oE(M6faweDT#C^_!5b3AD`qokE=+!Kf6sI={fV{(|OBw6+tx_)6*p zIx2+#8}gjB*CLtqk)w0?)3@8Sn}{ufxhGTkwDDYP)=`Rso=|_G_iApviRuM&eLSgb z#rEBN{4Q>WN8mipmA2MMU^C~xAu<1fJl2mgUj%BqfOnLbL%E$OkXkbP@&$n8_Il@& zsz&7(!XYa`wCy4UBxy;XQrG=RASkn~sS%zoL%PN@*-}+6ARf^gz4i6mD zhzseKCosRx5yZH+EQz{J)C^b@dj(w*=WtCX5u;!i=ZL^7Fv zS*oS5{yn(x@wa#H-mQQ19et!71+Ig5XPzANtKOOjm)q`Wl*qdb4A&*PhZZ*8v20i$=193NABr#LL%+|x z$fDhip9~>?oy<1b!Yfgm_Q?uu;K|zBT2acNDHe^9lebu#$4;q%cE9}Al5{|V{1YF5 zZQO?wfLqOnEGPMwO1CC#CBN%4%D5Ss5xa+dkd)OY^_wnk5Iukk2)6Vxdq9;3~3~K3gxApf>72w4H?~)*s#~ z=g^Jh^!*-`wWB}a`}wT~pOXm#?lwPgd9MH2y07u=#(93*wNI&%VET3WD^7rG^AX<(KFv@}@iyS~g zWDB<@$c=|+>DcbnzCB)Q0Vs3?RuA7s%hq#|N_={Xh0-s($yg97y@yX}uLn=Ke|yf1 zTXrlpb*uH#x#{n39RV;$kcBs@FoKBnDjRdmg@%mzV$Vrk4G!~f}KSldeBtc*+k612->Ejmhg5Xi=AKO&dm)VbSe(a zYykG`17lr-Qqh>^O8lOLE+f9iJn)<9Q`9AugPj=hyN=M(I4LE`Jrka4Wv;Do*tnpt zNW@avjm$R+#7a!Y{gxz+T0)ez_vZD1qm%3kF?-sssPRC6JVNJdra!(81v< zRM@kIve{>4b?$n;Yj)8JKxA_Ch?U)G65p$KG7w4|7>{yis{0NGJL**6kgOi}zMDKF zoQ$JWT+i0TN=gpf4w+j6;f1q6xlP-f?FCCAmvFHCm#0UGO~P_-JPnx7jOsv;roVb^%9303|~D}A57P!9=C*g(2-*;y(IDn zxj6_E(m$d*u||ubTI{<9vFg=vPpFA~#_nu;LD?g?s574!&$0@g-#s>Hq-B z`b~{9!l!0QP}B~UI81G$ZOlq>Whuvan~njQi3n>CJcM)mzNfc0?vciXoyV9vxv0H? zd3TbY7;03PGnSsSl?Lz>Y^411V>Zxz`|71~x8&t{lk*rk@~5JE>)V3O(tOuJl)3I3 zDiwgo7KlRbWTi}5b5ia+I3)KxR__M+>y^g9RlE{w7}ExO%+m^d;1+p?m_51zP7Cmb zuPwPr<|oj!@YLWcWJ-?nxD_@r5z9M-!T@KTT?otQ>Z6kv=#s&f>{H)LdGoElbkeUs z;+UJXoad#PTrskEG;j)6l%y76k?mYJ?91y2V)A0<(DqnE)Qzugc!_vQKaX}ey{Avh zmnL#;+x3*j{hXKO?rxj=h%L;8ZEevW#AESf`cwxo&dA~tv!&-FYYb@5-4E{3o?X}( z%R6J{Pp|j6wn{SvI0(Q0@3b4Az7ZW-G7;Dp;qF27C6GbJb_TQxPh?|wfd#P#>2bUs z%*8!O0FNF+IvF2L>Z>M3`qat0rYI@8R(_~VUaj$4n|gPODl^NvxoT~BPCH=qktTUd zI7i$l7`5*yenhS=K-R{UZ?6!zM?zjsPVQax@c}yEVxmr|!i_a-GxBO{ z6_xg0X*UB(Bhj-gDdsblYsmoHTT7o>u3qLFGOh7-*Kr`fw^f~4_czJaLaeO0w@}rv zqrw7wUeq0JW@)}hAizbtFLp#l-i_f=bJKR~3y9HT0SHXZ_BA!huAzO(5fsNzv4b<6 znhK*{Kx>UlrTH{YMg^=UVHEiNs{*EGgkcZD1)-dDC7Qx@&pdZ#s4w~Rw~aKCE4YF?gXyTBpsYF4v8YdwW>gHI5~ z=6^kTH=Q)2cg4Ux-&K0TSH-rsK8XV-z5zUBibhqFyQonFcw{fb$e*lO`sHI{b+2rX=P zC;(%$`$UFUJ8mhMUZF=qE7+wxm4#ED$Y8r&gVFlYtpE8Ijgh&RSKvHMiGfPMq*dLz ziHp&at31sNB9C;>Gr!S9%4;hS^@yFtUCTa8K$3|Gb`J|5woNc60Vx@P*|`DZOmG5@ z*VZp5d%SMD;{>8AL)$DV6~<;}yQ zDZ*Q&1?{EUiW|92%!wo_6y@}xo25HoVv?BeQ^%d9>9m*2uygSM_5S^%6o9?-ceJ9m zAP<}P#7~I|Q!P6H2_q83tr}l$KRovtvbSb=7Ef7aRyAl1yJBz`WtwwE;lszqif$!x z{AHYAb5wVA^5|0NlfF5OjJOg7lpYRTp_}6nahOiw^YQaYev^h)%~JyGY#Y7rNQBJ0 z#L@!jhvT&4L&teR>pj7?l6d_AS+@eEJ;|9hfLufGKg-`cuc)Z#XY_#Am%M~%`qomT zkVaX=OW<--^U6l$wB#wMicd0Iz3<+EbChcQbV_9mG@urf`$1p)P29Zf;f?g|OvNd6 z%RR?HLNz{iK|fth4hj?)!mKTz&H!0cp_PL~bbt7b=wJ`O1R_n+W2KR@AQP3=IWIzO zw-PbFybhRFdJlor4cmKN*wIzZ1RSEgyLBI;nEe!-<6Mi`Be$?p*E(N+UHMTRHwGP< zAlK11MnTtOhP~TkeH&OUjCS`%csP8&f03aMAz!U^kqwB?-zBsFx%P%bhiiu{0?ccw zKK4*sxy88+R$wFFgd=#Ch>dqFqbn(8XeoOxnR|A&V{MWg&CG( zplZ95PeJ>f>5A@SGCv~iytXi($$r-JFLTeNBf5z|)1Hw83J&acT8zt^swqq?S0oKT z#fg1wScyaY(uGQjiXAxjBlA--Ixo#5M$=#5 zRhpG6bppq?Yt*mxYI7<~WUfP=`?lw8do|(>(p-n=oR1l)SIa+he#Zel2a!%#Qn4II zIESo)czxkHSVSlaL!OY03dm0N@w>G{-spx^iFgk`GQnO47bQLPfhaK&h}4D}%aLA&3fM~_c`GdZ{@<@9 zn914P#0AqSm3(Ri66aKjv>GaulGY34=dhY?{!V5dbC&JO+XQF;l$gNgz34MGnw(f= zjwvNnk~d4e?*4Fbe-U3O zx6??mb4A&zdPjbRN9`BAGXC-|IYqhWFukUUeTM%@qo(LGZhczsqBA1ZJCa9ioX5V1HNMSZVjE##PD~xV!dP%@1fL2I>TUhY((!qWa#v$q*Y-oBInMR) zOY|+TIH`}>Hm10-*M$9V1}+z;zXD2Ub;KIIxH;+CojlR3kNJ;(b|EaJ)a#{r+^Hc( z6hr}h+PWU$Jrieio7BgYE%(GrJqQ!R39Z<5Ite`Lw&mbmgBM%F?+Gl(y-v4W^}PF_ zqkaXIxY1$%g*=+kSS^gt8RI5Yv$#Z8yR zaOlWcw48dYwu5fmK3^q!Zr< z^#r;H%r0*s{>J`oQ}x4-(W>*Dva9N7h(!VTs+81|g?_ZY-5`!n68$`IufU=2`eqFC zdLMI%*TSG=MIewIIJT8<@PRzx8MYm$!8chFy||KHX^y=@NsC+UzX$Y1^!PAF{!r96Sh$K5b<# z=xIwMOCHlQ=QEcOK~K&oBQi7FsTPn2d&v?vE&S(>?(85qrxBdUa>fiK5cedB5WAz@ z1@>qBW7_}opQZ=O4ej&_!HAj zN>?l+e|$$fBmbgWtF-g*9TwmMT2A})@jiXvP7XG$B=8S8%KUm1*O@L1(GZcWj(_v! z&G_}CLF8)AF>Cv~z!l`vZ`5xEqgbV#OVH)&1x0X&C(r1NUO(WM#b-HWkivwKMJoPV zN+6l_5tc1==CTO;ie1`qwuxJ{=L#X2SS&1^MYGXILbnjVz!# zLe;x`e#8$((=S-_PrWEmkwSgBwXn`rJmkEy%D6g$=l&45v%1>OFMKbKFD^LX-km$q z@`M`mJ(5$=gIAsqjdMTN>V`&8XG(eN>^Bh8 z_T}49;)iUJ-5mXo_itKAJ{nmWDpw5H8nreo&{1pwu)C^ImR*L}eYePU-2adr*7VJhMl)NTifdHZ}!)kcehZ*hiz6ehNhn%>OKK9o^J{qQ{q&#M;950 zG99P)W5nvs^#52*x^qGAHHRo+CO6;^psbGb8FvO}WG zWFV&us3zEdKc`uLgcEk%N zI1c388^{UDaL;UDb8kFX7Jx(bh`49Eyx-`w{9K=(vn&dpoQ|I(M@f{;oD*~|KP9yA zRNgJ`yIHPb=beUGmA}TP{h8l`|MntLvgFfcyE8&VIR@$+zMqk`bW1}UC7+IdY=xK7 zJN=ZpGFPawZly1Iw=Yqdk<0DC@V^2SW zai~`nO1k*Pbr+|>kLMh`8tW7THe2!Bhk--*gE6r>80y)g)NXuv2a7q<>sEO> zJgBvccr1w*vuz)4@A01iEbFDjGo=H;vvNk`iN%Rp^ozue#@c~|m^W`0i;g925bISa zAK+~xJy%ZMe=S>ds`hsG!pi4Pe6mE|%&(ef8L9G08S`G~^jHv-w)eBiI}5}QJk^~UU)*de^YV9z zE$P1o_r7}d$^&;vv1ok4MPzkNSrSLPj5NY^r!W#lt+qv~ccd{;9-zMPMCHS+omFor zzAN>M5&_j7$8U=+bD79z>om&Izsn-&cq2v1rQKuq>GPmyua-!5j}pvE#Ea8@rtw1N zc9=81^SnH?Mm~#YhcRE*DYQnuc4KmcLVlxs=Uh=YOr2uOB)D5BN%dg59~$wSbmOOi zc*zpBYzJii(CtLoH}^B5xWJyQgTK2X<;$lQhYMBmB`(|LtpHc68?~y?D@MQPp72ux zRgd?)W>4~(YV}CSY=Oa1afWz)jY*r_6!dS3&;@X;}4ldQ+OYJpX>lMGP zu)5K`s(`llJBYcAda~Yf9sK0b=u$MlOImQ7nX{)MT&yAI%V&Dd^?vCbFGTLHI(_@a z-&YSW-PhgmJZ)TxeYCu|m{1Gq_j;~@q`1be%V3=^iF|(^4P`o*PY9a2a+bqN$SB_| z9+9Hzy%~SjQ|)z}9jcP?pu%+re|r4J?@X;gWd3fvDy2sPZrN z>?{3x)HvyhZO~ncyyQja-O~b=FUb-c z8Ey@NDC-R8S(*8P?!?z;zSpg<=JtNnQQ-P)3rol|Ex!v8j-_bwa;@5R?X)Z6cBt6=@hWv}v!+c% zwnCnCX#s`6=r`4duwBD-CV5+yIx^1n&KU2kb>H!!TBR$5+|{jiK})$z zcS>6%EaVfor8g@d02+UdMb6^$!yr_eV#|x@f;ti(5Qe3QEup>Emjc3K?`f2T@n&ad zd8{+tmDC%`mmbLF-05yO&ziEM=q5}TXd&e~c9r3}Mr@>-_Z#b|B>_O2HN_Enbfx^${=dsA!}#PU%;(F# z7Oc{)u>;qqS(n}##5JTCvO;llJhroB!aW~7SwHF?_qo6 zgScAqpvcNQ)v!#BBry-58+yXv9G+FmnTsV}>+W62xEIJ1u6_CDrhfRP%igJV?_GgD zBPo>p%JV}WdposH(W=RQTdC!l_!0ZIpu@B_n{e6H7EbIfDfzifhM9;j1ta(R7KREE zv_TXNyUt|6nT~`6X!-aRZ6%^{>*nMs0E17OI3-pAp-FF{HEre6V2bS`0olqB1>z$T zUt+yQwCUA*!;-itoJb{OuQ(|=>UFhMD5eR}>eA_Pm7Xsz+zVA*%N z5|8g=UigQFH7t(@G!nLENbvOq>+!0Mta*>lmy91a7SwYU7Nh_TjD2y2m1!=*)nnCF zkK+GavcM9V*8fq5TW$Kwng#MEOA?pw#{2+xWG;s5>`RMM4~NDL&)?ndUj;xR#mb#% zyJ2AO(e62&OQC$o3mZp@9-OP}w~z`pj`-u-7o>v#lC7F|B=B>0saa)_pWM+iMNUol z$C|;5z{tf>kI@(GV7j`p4t-f(`Sk9eyXA*?P`?}uuYLhg=%rw6ZIRvqKmV^3oa+=2 zUp)B!`Q*R8eK41OQVocmCo77K{x?In-U7bNB=hOk!N&RnbbmZ&(ARS>h2i7>GVm(T zXUCb|-KF2Y{m=30pa0ur0-S2qM4FqN{+Ay=*h zX;wfFuDz`(zjbgiCYYVSiK|hJ3je9PTm%|X(UC|m>C=;}{%%}fhYG|0hDQ8)zSU>> z25l1JPD^J#z;?ZFeNy{j5gBKXTCEakI0YBYULrd3e-Hc)U@RF&PE7My$EG{$X}vlw zhSv{W`l;Tn@0BeqdKxf?X3Qf!!RJyerez1x<6DYtE*{L^?nffA7Y-#bcvQY!>_Xc{ z*2rFEXQ+dZL&r!pHt)ua2@(_4_s`?3w}jqoyS%?Dgnb&$$^W$>+03F%n#Q{5~MOl^&E&Qf<oCT5O|oGS`j5s1kTkM%owDYoVL`ExdrE>CdjxUdwkB*a}9d@W{PxU{E4b)}p zyXt3s)mnJkUF(-Hx)BZza~V&NR#2RzET!w=t z>`f=2{xo{e$8i*#1D055m5_03DUb2AoW)bAj(8NskA*r9k&xfw19HU=pFfvv2Mtn% zjE!m6DccMCp9=7KM()jxj|7~WT>JCGl!)$%mfyINfb}9R>lZ!L-RjT)BR@q{Sq60` zSUOz+Z#o~dZXX^ev34XHJ!xb7#ZrYyU%@=3^>z#$_=up`)}OdNBw?m9Vgi<9!&0Jm z385-sIw-Y(?yVr{oEfUyNjbm5#2kiRzoi^PX2o>zry_?jSxgolcOL5q0!ThO6Kmmn{%}L0*z3_ z*YC1ofm-IuO3}mnvTZ#<(EWf}iFzT{CYpb=i$A>;Vg$nV%%fM2jm(^6W}uCo4^|Ih zN_)!@0(F@b*`Mgk*oNQmDi=9q2wl~9`FNBgpCGQG3m(*59HVNQw`cZ$Gku2rIUMi}>Lho3@M=dP`p ztb%jy{j!JEm~0+Kv&wDd-4}TB2Z8CX0sQEcBv=9o{Pw{4nzX&()aQUAOz-5CGvYtr zwF;SUmjmmcfU64P)B5S16;5&*PW@9ZibmpEtJGj^UvAVK(pdH|gVH`TWs<88E2@1W z}h`v?oYq;qxyKh``Jvo>x1fxiyK=tCL6q#D|Boe zXR+@yuhngSqRM#!xZOJv)f$O^NvJjTl&wMU9`c0#`C-+n_WfP#^!U5rIKCeU398qJ z$7gOZ808KAQQ0I}C~ z)uD8Ux3sguWa}ZB*W&=x%7xh2Q?}C$dyN}Upj!6+P{48vI`G$S6A{n)l3*bfH)WpP z$m1t=VywCEafL6R=4C0~6hUpm#79K3yPT!DIlNO&o`d_v;ECJ|Z1)|yG9izFlL4a5 zLBnX~ix=iq5LtEDO^!M$lIhqjp+V6!oOXgO7U7I@{y$H>9vb4n81U^UmQGyrh^e%d zu`U=X4Y1lv9=Nax5VHpP-2$V&jNdEGA1>!DWvUEqX^E|30Qb<~(eADeNfC9LC*pIM zJ_`daT6RL`r4(TG*k-%Bc^!i;xpPX#SJ!P-4!d(2x57WlmpHAmnFmZhUnjN;>p@r> zZA8GL7Z%s}x}HxtjnX!H3)mGS^pYRcVY1{yPId>gT-iX`<|Zwh@T3|VueE`!EYq@Q zR0T-1ydwQA)PWf-5Z&H0%^6M!*ib{&=3}O-@8&WRsBXn%UsOG1=Ue~$JRwfVJRf^Q zCwfBdupLQw4Q4NsB9i{nwb^SD>4 z%x=cn0oKf5pwSM?aCl%KE|roFrGVgVyd%{1mfhTk%M1fTC&Q7f5sSTb9O{H;y z3T;ic$*{Q1_VY_9AlWXlacjKj-DGeJoc6&-qt7iGw zALkpd$rcwf$(!?r4sq^@9JV<}X3lo&Ee*{cc4&w{2+rqAxH^@n=iH0C+mH+I`&N>8iW zAGZ(XiY627_g;5z`3HLgpg!!gd_RcoNhs#H_aOoX_iUnV%rSt zIe6+woW1KcO^E{I78b4!0rKM?9W=Mide5lM$N8K#lIKo}+cv{5v^4Ib&&YI!tPm5P zt{jo8aUr9bT^cHQPZ8}fd<2SGO9nO)5-X2B3`xe^P^0nO1gCiK%T?gecs&hPy<^=l zHhbh5tM6u2^WdPvg~8<#1~E&0KlLv{pY)SM;U)c4S0)klRatH7VXZt>3I?;Ws(iLK za`$!Yh4b1GVQb6RT4L{UPY!(vOS)KglFF0&ND=#htcS7l(@pQGfXQNvm_FS&h@M< z)U>bNj~`#^B_II76@MJHKKbR+@YIMafn0Lmz5J5udO zFG$jqBPJyJP>Iw$Xt)34h=mImWvJp`zXwk7JG`SV4-u|BJN;KR&=ubBk)E2Uya84y zK96tR1AaS~-8st&F(p^W$DATQJp)k@D*N+2_3{&5eRK>Q{YqIU|8en$P3F@DDtZ6o zMGq}k5JQu?(HDV{INMav%MUt|Iuc?CYV#_*!6aH&&M+UEJ<(&gAGGqjS)DrVG2z`R zoYuvodTBM^u4E%-?TORU=65Q^$GOolIdZEl_aO&gx|&GJCW|zqg&|wnU2eNI#-avQ zNy`=mlds&>qID8PWk>t&UZN%X(zgT;*Fze5>&SiKxBG+PI^XDqNVq+lNj#Y1Ed8nF z-aLA7$1c`)k!3tdQ*`gj%0Hk?nsuehp2K(s3&O!)0Q~2HyC>(U`vDXJaQpo$rONO8 z*wUI8_ILoG) ztfJRA&Ft`94SvAb`R7N!2O%Yu{po}}b^amXH79wIk*NsfidAo8L7+F^utB+q2AC5> zFTma|KkAmngcRe>q1I4l3>DTir zbe$>C!eJ5Md?BEvB(!ZJ0EX2lzAL;XnXjr({%e=|QQuf0@F{;>Mzw|0Q^HfSe67iX zHjOM1bE?7hE# ziaJ6pyj73#Q8hSh9Tu2hLY8tD6%jI6lYj=qTqy6n{vwdJ6!se3M8K0z0=TY1le~G{ zLIKLXidV3ufIv4MNE{e@YSVA<+N%%+MsvvC;GmnVjS_EULt`c_GqIK(9_?G-B`P=Z z65M19kvZ2muw-@+?$XWVhl6 z9&>zF2`kfdLCRX`N{=TZzXxR;1U;v#tg*a@YGVHfxPbv@H9EqevO|eFAuMI(-obH z0oDWSyLO&J_szIcYSx_KYmTa;Vo004&i;YAB^aMH$Fp?-v5OfZ_q9?BU(atn`-{N7 zP17_(7VGqMT58u?y+fc@D$Rd!Z(%x8Mn}yYeAlHrz|QbjJICdeW%01!pcsQx;E4pc zOBIOufK(x2ZJ_>iuh&9?^gr$~{{Zl&3gde;x7r!z%mgoo;Dqk0_>8Lf2>}`VP#3~3 z&vdHNuAa+!Xer$aH{O~49F=%pY8Rpc8~zaMrgX=jQGvOoW89#tBd2jQocm&o(cMs8 zqPplY_%H|eNBf86>hKAlSdB0*!&#P4c%1?N{uH{JckrubBElf%0ruP>M-f(KWTo}F zZ1fH-e{Y|*cTsBId=;H7`B;#|5DBsMYxpEo@=TK8KWae!AZL+syyp=AKwMU+c-%AzAk>nw zugAI0;Kdm@fU1>FD(&d(e4j%$f!9wJcd|*P1YExbz(R@~{MKQ|-4AZ?YCR<9m~=Zf z?YFO!^qavY*%VEqx;tejw$lJ zFxTQZVzMa9PETH6PV}Otls!JbOM%*`{KaJ#$dKx zzfM5RS!Z4~BkH=~>iL-R$+FF`EH?VK{*3k09<)~GGnzC%)Q?-dqhIfSb*Xo(<6Z-; z;EP}PnR3@z0mF3k>;MsLORL=HuJC*olk#wy5|dD0v*gKT8}!wZ1@j=N3rLrIls)_g%Q z5wCUF5rE8@a%~C{Co2?N(22qpjRn&ik%rSSx6r-&UzMZ(^-A&IF)%*LUPvh?4-R`Ago^Js=?F}={0RO?W@6L==_3_TzQZDNdq>->io8dpW410*D50wkeMca)lHJ?tGDu<{sb|kiz z?T%E7r(c;PorsRfBQq@@R*V1WrZgcPSlh0u9zN;M>r63Ua+|Squ4qp^> zLQ*_kEJs^^p|;d8+@ix#U-)Zu#vLgo#>jhL&@wrckL- zXXD0~dEDcVD%d>R8rRa6=(EYVG`^bQ)^k73QaCOM=+mJVT+18$z~ki8#{`*=Oyade zLTipPOBp6-e4pd#ym{I?bdNSHnbYz#WbY$1??>R{)eeaTy=7Sp(vIUxx`(rFkZQ~~gN)PZ+27x4UhaM`F#b$S; zkL0G0eDreZmFSrI2Ck>0zQG5a>1jKvV z0uav?A__j+6hd3wJi=P$R8Z>`@`q-+KGT>{&M|$VayQ_m1m?Wqz^KcjKhw z;XG`Q|8o1a<9`v>|KlI6hV)>qz2x$r&=_;n{==;t?M#%A!;vz?c9HA&WPEL~M8{;< zw0L$c@|?{wond{dGV#l_DZ6+|zkNWttx29ZrWiKa{7oDPF%B>B4$IG1Q)yEIezWEO zDq*J`c0ypmGny#rFB8F>e@ z%iJRrN8PNKk@{aZP=69e{_?{idC&dU=UYeseSa!=*JBMf%tecGBuU00`tSz_`hWkC zFk-(k?@#6rFY)7l|IQzL8O92fKR`@ON&a8{_u^%}3v~Z}$UpvA;K?9&=sOZw1+V@2 z5%`~TL`|;J^j>h0DnOXdU;gBlAQ+O6O9_ylB#Qo{Y@Be7V{N4J6rbxk`-=18- z#W$jF*dY$bGG=N@y!crKO~KNXT>t%8gLwND?}Gkw*8b*ic&uR&5$tsl?%fwx*$(G1 zrv!GWjhn!j2qW-JOii=YP5gbLRM=T>-ei7&lek%S4=Ait(XG@Y3n08B2xYoSCHe50 z#SgY$8z9QXFN#v@g~I22g%fj!i$58YyHtKjbrI&>l}QmXnh$=yX>I#VdP%15Js=?^ zWz^u%3d3KD+~cj+{>;YXXhSZ{h|n)+fC^Ip?+KLYlbCQhs!*{0L6yr(1fJWQ_mFj> zf!7AdnWd@&xa;gu+^oC1j;&`1koe`VTfC8(ePV_xnogH=j&$FS?pa0^HMl1>!a$(MX2Ay7J<6RYpgiHrkqhW!8chp9O zhn~k&(>rH#q+b08OIK4u?t zzsyASV%^-9J1sF|e5jT`hd02S5#@cKfuC;d=4<47yzC43b-Dy6ygjX1hZ4mOud{aO ztEPZ@ss6!33wPk;N~DMfsAj#OS>&7F0S5H@Jo6lMt2U*X`C#oPZ|tze7qra(WvBkT z!{FlwDMcO-vGV263G3q$MW@u^#uLXDYZv{Yc<;adVm}imsj!;+;uMMa{|`YtI0O(@ zG%v+3i~OTe{#|bIPzGnWbwyv8?DvNM{g0Q=_A%@G;pU|I_p-kClAJxsMo*vmpP|BK zvs_kr@thh`pd$L&N=cMcqZAg2Y&nUZx(@M|d+F~-aPH;Z)CcIaqXH+T|6@txu|Hlp zz;?ELAT=9IA>GU{ZkEBjXM!XZ-wlj3Yn%1Gj=}D|xca<#=BUCPHJjY8den0QWq_?x%vFE24@;da-KmZN+ z;sBbw?pdPJ`-PH1s;a7`WBwX9s84WwRZ_Sl&xJ)i(nj*MVtwO%Z*g{LmT7X2 z)B&26oLjW}|HC-Ef0W9wOe^l$0SIhK zL^lmbEOS!0ERsg}su7C2D5^8i*)!0AH)4H)z9y|qXQ|C}H=eq7eK#g>!o z=IJ1sbbOM}y%Z|hcI_0-&;Q-nMzYZo9`G+Su< z907x|M{{U}>sDCHcgGZFY89ii93xrAxAN%)k4zRVc#VGqD%RDWCVOQW!cXE)h^xNr z6gSF^8Wq{-A(AFNbk-#WkA4>3oFM zA81&O?2N9B+fVj zq}%m-d2@JxdO;7EY0FqqH!EJI;?FN{;Ykh=-eo!%+IGc%bo*_2u*^r9U^nsAsn&gzokH!lpr}GnmiG@#m zi~a;$5hAYZ%Vu&VQ!J9RRW&uKH%Z&NyQ2M4u843kFfa^JQ9b~)Mt~i2yyXFx znk`5*Up+S>(R0mm?;MlipC3$&jiYyd8SpnjgBQ1+VOh|2qC+3;UT}|7_lEKEEyhc! zieCghiQXOM2EZ?WoX6M)5BJH4 z{iAx~Izmug~YNOD~;R7k{~L zLNqS?ou`mt`C6E6S>DKiTT ziy2kn_mlnrOy{yv!qXF-hYdKog~)A8u-M1#aVPLGna83eu?0S#mH8MDg*xLcl5E)- zg~-n(FqH!NTHU0f;%l2-{Ecoslr_112c<5n5sK^jvPV#ZMomBH-mWaO*vcvr<$i)z zk(8N!rx(hbS~T;P)sllSfQ#cT?JX#0ZxkHh4@d`Z2AGtaOL_^j#dZwpTB z&yLOdVtsxff=|e=jK*etU+zgT|Jm}P6!6J>R3)0I)yx0xVt*)}pltQxK)8GZkM}|Z zc3x@Y_b=Srs{eX?Fl%pNh3;uD@QQ;@r%CRet2rqQSqjnkMSvPT{uadfTMZuJ^Z7 zIsoc2na|QE=(1D|+xCkKy_mZDe9Nqs<9Qk}lhk$`-Lc%<_Cyd- zkMWaGH&OSEs2)ARZfbN$sb=X+t?LU1c&|4wS%anKFF>n{YQQ=mIo@p_X!1Q$Cnh{_ zU-Pzk20K_E?c`h@BHTainxy2niCgt*tCR3<0HWcclB_RQT)f(<9Aeve5hT%M4!rok zLj=P5c$x`MCB!}V!vM#C51J-OlCmnxC)|X5#55wq_b?}C=)NT&)P!v}Vhw-({8^tc z0U>|eTb}-x$PDzUr! zI{Mx68^~xRzNxNGpBSDZ_C^ffE;Tvmz9n@r4O~)J9@U*$YPGKO*fS5 z+#%t6ZmyW!|EA+w@cdI7o5aF~VzQ%ySB=oCmP3_=i5@@Y4?*W=A;pV%z6O!G?2Ve} z*>cMT>>Yf?zB%Z~2u<+4d*a@*S+*ut`64!K zgbG>QryeeDcJ*(HGKCd!FEx6Axw3u>Nm;CvbhmE&@y`(M80S85A+`6QGty6RQvxgK z_qSID8-0CifL;LRfL0eYvl*!(VcEVqMrMo`d3mQ92x|OgSx{UBNhnnEjd1~BPrPV8T0_g{zNLS9 zP-Z<^q#w$;afOUsJq(rNYj~+f?D0SCfGFCwZbP{*SdD6>t0Z)bqW?Yc5vxeOYu_|HIi)bkQL`^6x(sw0w|Dp zz=+mqa$iO(KgWvdqO+Z$xdMNiD!_>Nkj7cjLJh>ve?*~g3En#uTW*!`M(j?je4{-H z84BE8F#8d>duW}Pn0sR?(^3uHtzmDyEN<^(k$=sLoZFB|uga!mewsxo0kCGkAR=?! zXIot*>T#S{NmoYRI%a0icUCUbWB?fZo<1DB37e}=82H$p0$b~v$&P-F#WX&NN5BDi zgKEY?pY4wY{smx48NzzG#6;ii99S|7CPMoM9R8 zYk4u{xaagGc<8=AB6z5*r{WjtrQX9iAqcAi>=i1nOmVTe9BqE>XGiGZ*$9Y<+KdI4 z@@>#$aNR2On>9owaSKg*heUD2y1sNjKXKg~47s{gEbr^7B5GzBpr4Zjt(}6lC*8(i zLTXl%0C4P}sHzH~65EDswrk6fGL!wpm~ax6IqfV4=AcQ8l4^&@9X645Zgod z*?b+N$pB=cP4v!ByouM)Jl;p`g2L3B7NMHmfL_05$}(}%{YK!|>EpXC9&km}LGE3zfxpxbK+&{F(4i?SD*e?#$qe{#29%2e4O0chv#{Gj-2PwLHx3|erC zoDRdY$C89vHk328iVf3=b%Wj#P>`#~#gjM(+1jCavF}8xyk4I^CEG~|Yd)l@Q#41= zq-&u6RfcTF+~1=9?649L%8zw*&NS>m2n$x*wLR#k8lG_=MuAR?p?^)dOz96ylg4DsB>h<41Y=oQ=nA^vA7%q0M?g$j+MFoz8ly zJ*N;VG&hcwsdpSPvNMDpw<Hh`%st%!yrkutUc?R`wW-=u2h} z2lphrfO{U;8hJdQm|jM8rjW7*+8D(V9G}xt@1I~7F|)n|py%h19E~bbcfej_IG40k z8QZkh>erX>b~h^Q!e6^Tujz!ZZxY;>ybA2fcaFXGx1a`lr+n4l8tviOZwoIUoa?); z?|VC)iZ8awz<_|wnJHQ)G#zMz_&X^ia4n%{SJRr@9mXJCDwYET$lf4LzsFZ|+;cEjjdgVfUdR8YU&?cTg~1nl?mp~D$pT+V4|x_+M(sNMYB^FfG_uxp zy$dk#W}EqI6X*i+O!CTM5S87xQy?WtHb6F@lD)XrF5nyh&t}nnW+%bm(iO$FtmZj6 zwnVBT_KH%-?om#%r&WyKK)t@HVQB6XQ@Egb)tgPA(OKnW^*4v|O?|9qBzHAnBb)`e zHY^VXPj<3pzlo%Dd93puuyPo-y_Z<)EDZRs+NA2HbORsLU4u&I09--T9O~rwfF?QL zQ1@1kos7IhdXK%&U1e@(O;KY2C-Nu&dQCK1>N7@&B+0+H!d~82|hiaoxGbMP27jHrm$?VtyjshDtU;M+#JgCxZyUXX{$2~n+z1O*GDjQ4{= z#OFnxc9$5&P%(vxa$71MeoE?<_;{WL`(u+uR5ERN5zBXvJ~$>mlquKvwBiohXqg-) zO9#;|_skJ21cS~ZLzlYpFU(`7u|W;kWRH9i>#(iyE8JsfKyp@i>oUvjY`M8G{dk~1 zKd!4>rvh&|DPuy!O-!{{82!j{vIri|oy%`8P z@N76eq=KxrlKXGx4J(vwH)4v!E?U$WOq)1y+HhrA=4vFqqAb$)`qa!LauqQm0JYH!|YZ^IN7rIeI;N}U&KY{FTO!O|d07ze* zw0C$8Fguof)0oYlDh5!$klw&Kft5|zDGXUW?X~6g{o+Bz2$+QVQBIsfeSE&>>zKuQA(==j@mEBRikzPwLk&fzWLr z{0mkaKrQwyih~Zxx%5e*_(_fh&UB?AcdP6cnw#Si$>6WGt&Puw&z3hO?p%`CoM z1aN}gJ-mNYoa=XoDV3oUU>uYh&JXqU1hkq9!(p25MvwsVg8=P`7;R0kM4kY9*InFr z!LIvIK^j4+2zVN$m`_zZI`x83V_kg!Cr3b0oTf@hZ0%}9C}lmSj@8UOy-bmxVQCL` z+vz5GJfT2Cq0ekChat!OQzMlsu@yAV2p%`s5Z3a>2{1h6zRsf#MHk}Q`L|ROgw?x~!X%vs>ll~RX%u5J1Q3PTfC>iG{`*N4NLmY;(|Z@K|~cuJau)35WWxFbL7Rd%tpyO&Ca z5iEY+z`aB?^m=~x(XjoUM!N9RZMZ1YS>{zBJ6MK=Mh~?2V`eKF>8VF65+GXh@=o3u z(v9{pS<&w|NM(>l`uanUS4mYQXzm0eP2G8f=2Rrn1yjDW;&y6Y1q5969khL}f|i5N zxZoR3I;PN7oicERJ{YG_mX79xKxK(tV{uu}ju4Q$--m3%1XSDWIr#J4fGOx^3>Cla z1ju(s@QEmR#P&V+!8*;In-kaV3S6b($5(kgVTY) z=(Tp>Iz_oxw6W^kd}kahL9;PRLHJj`fpL{Tl$J5c-t92F?JFG0S(~k4LU+-}=mc2z z)NzT9yiB<^a}cX%OKGwJ>8&Ys9#z(JopOU=S4V3vo)$Jz(|pP%^Kb5hf9;hHI2_7( z7xdM>Zu3wv&CZ9>PiUh66+848j?rb;D*6c=nI|O*$Ci!pzK;fkUVBUe3-G5wR3u`r zy;%bP@cbC{3{a~MZkPR>lAz%cTioBb=<}uZdBoIGK(%tPD*Ix!&uX-sx8_=6-xlP{ zI(wMq5t{bmjI0er-r6_k|6QJlfQXfe>6-7w-Ij~8Nm<~gNm}s3-2$TVw|_^In_k(T zEeoNNeva;Jp`=DS>;c^yxQQj=j@7)#Idz#D&kqw;W}gYnQF3;81Ae;`JG;Qv;%*Km zCdXiK3Dd3m_j7ZSORvlW{cI+DKq1D>LE|K4L5huMycs)R?(NkB#+^2^fC)Jx06y*z zW;GlyCji-V(;LF2H77$|zQuY5%__1 zJ6^oAllXP#gsGtTn>^%GWn_8|bt3zia$oEfokrs_!si;f`mYYhfeS7-ysU4g7Nye~ zo4O+eRK$ zrCa$|zTm`_+W7Sromhn|yw8y-Nr9v0Q5sTd957f=QwWi`+t8D68g?tr~% zgY&^h4j?JRLsclayu&B+?-nV0-Bcg8^h5jMClt?_SXmkItYPc{xugAMc4rJB*LL$^ zg}wFkNGVz$%*vl+5;mw3TXr5eFQQW7KhAFl>YEp%dqcHzJthxr875bs0>7B= zzl^UU&=b#+!g?J%Gv1>6WGH^ z`^ldsx;jDw-aj2Ov&kHQo@5+Lmclk6HB|LMaNc5J2VqA zoS&@LNC(}zO;~F6z9uyx$U~rh^C_a%_uLCGux)r)s9O<1!3Q4ut4h=kS~Rf9Sk>;b zfNymIbb{;xvNyZt$r+NeEu$18&M^Uij~yU^WM=m{DoZ26+fWtU6OIC(3XUUydIVsZ z90*f7jrP}HOKis4C61zn#}@bz1tS9o_F0r?qu-n|W!{4#6lP9=>arhpOR$6NA4ag@ zVm&pOAbud5X2GMeFa%JbBuHP#U}>A1O_|iY&NxAUN`{}Bb;oR$azLsIrS5M=sH&=M zLdzA>tS2kCqm&Z(e&82L4yto3^dwhx6j_a@m+;FA-I%R(%Gw(|ua?sBEbOg!)}oK1 zX-MKaRrN_vvn3R-v;Ip&lETyib|9cD#L3x>p&dA?~c}nKj?p`llhFW zKN~zvZqD_QToZ+C`W6T3mui9<7kanWM_)+(4Rz6`eyHVe3o72@>Rdpu+ zfxUL4;WFap`SYE{NNMSA&s&7ppx}h|xKI=JUfas!aZ*FelQFIVj*|7h-5rGkKBad@ z4%=sj&PQlN2{y(8Jph8;l?*^z|7;6xbbJ7MG`3O6QLuX9lUD400>14-nEf{ehf)`K zPE;Pf+qWx3>;Vr@bKs=l1v09z>DAdOevbm*q07d?(ntt-c9t*iI?y-e9?weNs0#pW z#~FZo$9rSBMv^;1YfS;yyMbF9cwMw^c51AqG1n(#hAgp~aDiL4!TPN6B{-Ut^f}p| zJ2}(On3T5*U2P*99)^~F%T?9SQBG2<8+O%wq~LrHXx-XdZb;wR<0@mL76g@A&Zu~$5#t~fTyyreLpsn@NPo~wi(=M)57bJ_%=}F|a zM%v#Y>|%;bee$F{1)B7bvftJArxD*&K_bLTC|8?-(WTT4aFrHtPum!)5Uo}+d0NlU zM;0+zX=8O&s)-B?UfZupH{KwvrM2~EKLxa(&jrQwD-|t47z8OiK_=0t-ljslDo=w$ zK3Gtv(LG0X%m!L&d5_A&23KiI4a!&Nzp% zm7^UOE*>`~+H|;707UHKjr}56k)^foXbgNEX@kWDA6Y0Ub&X}ULL|X3R$#Y3B%$2!k6#@=t-`-We*oMo! zV*5xhcb$xiJypW1X(su==g^Qu)D5qM;Sm30>g(q%PouN__qpi5J%W2%?7I#zFHe^*w6OuBgss za7D#(etaJ8I{r`_Ou+g_%uwo+=5HeI&jW%8r|J%~BM6s8G@N|SqjH|$h^}J~z$jz^ zTAA&=Krr;)s($CiEjMJ!EXrxAUNUlJR!K)kr?iTfuXuLOM`f!Jf?k*L{r7Yq$qspc z0Rr$-&+j>$n8d9WS;`2NxO0wF>$#ZtW-Of}vH^)WHfW3qAeIo`h*KL#e@;-hii<0H zKsk3dZjmy+(GKu{WJyM4LUfSDaHsEAt_$}>Tu|EM|Wi&%Cx z4$Z=n@wCR2$MT*BEA*aQY0Lv?9^%UYA%dxz>ksIH>%@ zK(=p>U>@RytcrC5{Np*v_ZuHBk82iahda=tbAYNb6++J+q-T?v@@kO1&YX;ygS;mQ z*zUwRRJ+v75n=5{$)!VmG2`a@E_#RyiE=b;E@PKG-56?^mJVngiFm8{?^t~p^8rf&j z_}%#Y(LsJ6O1)uP$nMtJ*%I|5qZumg&0+N475P4wo*PzEiN35CY5PLM0kn&Y3IaXp z27pZoYwDHAfi61VGh<@W^Ro%$*H_KZ0HEA3WK*aVptq2MLw_NF@4niqUFQ*vHRR_+T!eg-z-aV7n2HLK?`$P>IL~oA5 zY!m|81+E_CY0Q5>MF{vl`NZe4@{+10zgPoq7%F*D?X$97%vC*yQv)Out&l>pma|hU zME~n$)?|;T7nnxu2bP;&0K3o%YA8l(B`!0Ef!gwG9Cq<1Rj+fC)7)7!^qO+9L6zY|l`X?a9xhINQdW^rQx_>T-Yy_cv_kUP+DPsyb;QO-&tA{b ztYYe(32D8m3{1%KzSy$O*#XAHaymVidiYVp+;oAGAEIxdlv&jInO8EuYbBux620dA zEa5eM#WhvLv2z20-*0U8oc}pstWTe%__j>#j<`KxSHjVx3ssALzKq5zzVkdgP7zeG z8h8Sf1o616syMuU<-BfV?jEOkzgpiIy&PeXi$Z1RR6S5PXKAvPJ`|Che5$ii&SsS6 zUq&(H>?yx}A0QMWWUomq-fVEWHb|ue(7lYGiQhb+5us)X6+ijLYF#kIHGl#POd+*) zGxg)(cx15yTW=P9k*VV$J3i`g{`z)zS)bUF&f1k_pN#Ew?U{@NCBfJ3FIW3WeM`41 zI^v7P)y9*6RD3`!H-+=S+uvUN^Mj2Q)E6+Am{U?|r}wt!6uj84|D8aXj=h8nKr~gx z*|Ut3)mygsAjXk>Ky#A|jN?j)2gaf&k%3CcBf$JXU@^*H+xgYWtwRE8L+h}7~ z((0*wR7kI4rR|J^wk#vY9(Obnb%Os%qKm7<#Cw%45a-Ua&798m7#EB z{G22Qzh)!Lj_%pMUa;D5X2e-@f~LkA1jHWD@RIf#A}^An(dk>Dg+0W0;#MZB8%>HWPoHIY<= zKmps+)1G!*9#(7@UOFgJ(yoN^)m3A1P93|x+=iQmZVI-fck{25U<=MiaY^h;{F-}9 z{Jk$sw{X0wWXi5mdick=_I~#im&U%ScVIYT7~?%s>G zwn3r}ZT0X1;ttGQdfkF)ZT#DW-WPrLzbvvd_q*)>an|S@@Yeyl(KP3Oard5KO>OJi zunMB6U_nJXihxK_I-#QiDosH_I?^HZNN*wvf>i0fHwiTqsS!bXF9`txC?!DXfgquM zgT40N=e*Z>*M8SJKfix^kqODnm}5N8-Jagpz8AmtJs(d7vnPI0o1$hADpls35j8;X zvdWj~r=R96J*Gk1*Go_EAIiFTaf_TE+CK-#dQRK%N|0)Oah;qf1x(5t7t$=o`w0WG z-$8tMLP=K#)npee;?^kZRz1O!=@YA5na(CqG4S4NTu;U&(+k`2_@{>Pe$s|%D9Sz_fx0TT0*#0+t>!|XFPPundD4%@=ax?+Q1c{Njvq;2(#9P1J5jF*&a zzWhrtHN%5&i^Q5KuG3}n{e7800ioBof2O(r7xm#qsn~As1G+bu@|@J0c(naA#^TI> zViQxpfr$sV0MSrU4~ldViSnpWZ9L(r*l_Q@w0_qz2Ems48_a}Q=FclKY(6)?LjVHm zs&LQM8b#91+CA_%7U*kL+hO->Z|l+87J<)IHpA?(kkPb};;e{|Lqinsc+or$%K@G` zA2Tr4w!GI1YRzL7`Xo3@uA5z@94Kb?R37+>=9(-QO^N;}pL{fC>0<9~iCTOT#qk6v zE9b`Tkuf0A_z8%wzCu^tzvK8WVLRE-W075epZ41|C9b#ppRf^Nnom@ZZq?J8?hB3< zY$yq;C3L~-J}rd6T2cAxRH(}r|D-*O7sUpZ<)C(!I~M0KAWmsVW1)r58-hJWb8V^a z_it1@>O3WCHO8~+^L@6o&0d4dSI&B>@`$25SU6uxL!dKu;7h5~GlcB=rZ|n>GG9>Y z4ib{kEtKS9r4?XdVMC=*VptuE=n@2Wf@h|u=MT5zCVa+uo7#>ixD4f~^bov~dA3&r zFqouwb;3}088%V72}`om{#3sv;;jVUS}SG~cj-UO{GZUf$sTerc8g^2t zJVuOu)d$ne?tzN5b93$|645_Z17?P_Q^S7$3_KG!G*uUVgZ}}u=Q6+AcYfRSsa*GC zz`rWvWR>csa_Hs96_ylM$XThRZqX=fO>5rOY4oGMfrdsm+;DdX2%)b=f_VjfGT4Wh zl|Gprjx*<=(_i`@Dd-3#L>gW~P^jAgSXj!54nG(N~FPnei)v^Y9RBP zX0`bol{w00SoIk}TJLFDa-!_~4Lf`!CYl&k0$M-nUuF zdQff~AbkItPm_P8-bq(5>BJauzitoAy7(>g4BO_r>z-NDwSERn0FZfvs9(CMtU6%R zw>r4GPP{DmRW(HbGla(88(4{*XBmjOt3`a{d(_~{cE~E;L+(H2jaxY$8+Dom=(=~d z?(s-~K@Xq4Mw=S8eWYZRy}{vvXy%F~>Kx7+HVYGa*1bpAZQ}t*J>>e%HbM7 zq<_Ei2-7O<3+h?WL`>GZ3z&D`Q2PX!kn0_+ue^^YoVs|4!qx5s^FD}5{Czp0e#p@6 z*rmaoPq_FfE6=Tk7UagbpwZ3Ift~9)M&xHrdz+onz52h%1&;V#{QxXS-egKOt}jegGxWF{ORIg&hj(7-pSV0vbr}m+zsK2SG+3h z28Nkch3UdmGUY~fZkd^&OvFKzZDBuYe7I4nRH$se*wQBf)tDx$uz7!>U))C_VUYCb z*sT~`@z!U~E30+V=78SjcmLZn-^<09f|f4Y*i(BxG@ui2flZRGaR$auo8?)y&aX;2 z`8xEIaA}^JV2Z}9(1v7R%3hqM$by7D@+Dv0?5#ylC;J3RF41*vcJ`4WpN8F=T_p?p z8Ef@3RMA^dTKg0VJQLlO`ht__d(uaGqt6l(JQgCFQb}M;PCU!4LeC}Qh-%E;$+ycu z^4NjA+&IXAK|30z5Dq0v8o@vYv;4qxFn5dN<1QqraumkengT6ukX}|bqMB_WBDI31 zsLqof?xk}w$DO=5$#VVep06m@*jF~x(OM1RXoB2a#;dAD@r%b^xgOGB8M(h5x1+iU z>ef-gVKC{)G=10R&6HH}(Md)B7DX>oP@Zi?irb{WPnwi(Jj>FQ57ce+D#`W^3B%+u z)WYA!$bb?-ojV9OqVZw0x9|SC9eWf7=UM9s!WlYbFnT$h?{hd^W{%`P7Qk7quk+Bn zDTzI;Ki{3OlJEc#yoW8FwQ8aM5AM6sZ@QxXhjzaJZYj_zNoDli-^j!y3-3l! z+=X5$qDZw4c%2t5>}U$Ak2-9_d?Ga4dynWe6Ds<2s?j?K7&JBkbP{A9>~cm1YSMFO zq7te#@Xe&Be!R>?(H%^HOnz~=dwt446wY^NKwlI=3$CFLG_4E*%%+z zZ@AK@m*5K5ia=BR6ckNShoKW6n8Q!E@cRXEJqe#hRW zqR=sl?3EC6U}TuU5ZQt2{k|tsU449Ojwb7*I5+3w2Qo3D!faN}0ioI1yVmii&(C*B(m25VN;2l& z)2LqPq8~#Z$!9i&s!k_Sps|kQyo1$K1@qJ$B7<;u!6fWfT$*p}PkRr+kR`{S+U4kg zn=&YWPGZD7h!cYiPzuIOYQ+eRKjF-XZPJ9Z6{z4S13sb3t1Ou z!)0*sb>wwVUQBJUgq>SUcFOy3*Z}2BI~g`8$8EPxzMf zhN)VFwLpoSM`EM!iU-X>WE`_M8KOMc$`TC64-PNyz;!@WA&AG0wqG~Lc=)n|K z)6ug`{p|+Vp(DFenFw@&hSt+KE;epWp15lqpj~};mbWdfe|&!$!&V`l>rFLA)$`74 zTJFpfFx|*_X$paRzS)YOJTl7k8|X=#Gk=ZRc+hnl=KrI{BF)P88|oUquszBx!R5v zSbt?yOyzUcqdu;tM5(%+__|*7C!Z>XyCg^vl)(MR6O6ZT2xnI8RAlkFls$kxvY*$b zd_cC~PxZNi-)z&g?=iN{nbtc+{ZD0!fc^LJ6PS0^2Y5{xu%s0<8O?K-)C-6`vjjy{ z`E}C)@^E@akE4T~q(_2h0?o=pMXEVCJb`w@)?xXWLY}H={E5)WQ{4p0sl=%$;qwd+ z$keu7{XM)|L+FSZp+f7sEi`J;d1*d6cjN7isCelu;h1E_P9yOT0 zgB$;*PcoRp!5B@Nc0VdB)sjV3W^7XcsXfg9o0(L;UT9iD~uWK zl|iYB8eE#@7+gMaG(4S{@q2s&+3`7tJ6olYOhx49yS>w}Cp51j6P}~UuiD41jJrPW z_`KL?0gzzU=~}0p+0&ZnLXC&>_w zI8EP@i+On<0Iy}RE}gojrN2^KKK`;tKksM{nKUO&b9-eX(pr!MDWx~bAO2YW=%+`A zS)3>J&V6l7!~2+UXBE}s2}bfP*SIw+68N^cbt)EQKDs8c)&n<^xJuNfUd99Yn%#Nb zIqE3kF{Wq;bY6KtF+0;Q(VIm4^v10Ojn@x9t~AL_q0^NV3f2X>C5;Qv?_3@AVZHH^ zYfOGY00>I41PEbf_^aSat`#k6(WA&|VABzz3uX~=)i`4p02^CGt1q(YKr(iMoMw*f zf>F1Z%AOz(mUhRuZQ)HFW!HNiO#u%G!CCXXzkcJPN3x#d+(^?mwF8@hq)U^&Ybizy z*#5qZjTztd;S`s#MUfdVOHB*4tmG6oU_->fz(e1)!U1g{V6ytsyhXlC@6Y#(H!w(P znlP!6Wts3Es6t*AAFfr(754jp{ylSxZh{o?a9KqJj88v12waYRr|H|_3AJ%N8;vD< zTf90)a@-$(Q2hBZ`QeeQKk!^4Xu9DiV{{ZkZrt>ZCl^%Zm^Y>1?@N&o{e^*|jJzM+ zO}r+qKJa$t=EHz?AWeMzIiB~@0TxVTq*BgIPmHV`_2`*^`_%v|^W_5$&7M~HLFTm{ z_5EXRIvWCpS0cPKD|aMvF`*WTQ_axK%3T6(TzN1t2BHIs#uR>V(2>~#^vjb0k=_wM z;fMY7;7anv&qK~|w!4x2@MI2lKW+h_OP`-<8j5YK<5QZyNlzpdH%okhA&$?Bt zSXU3!9K@fi%=mhb22iP*BR4d8g@Qg){0uZ7atSXQr@vhi4i?Yoa<_Yf!oxiT^62bU zy%t;k`xEtMh44d*lYB_^%4+xM&|J=fa<$=7#O#HO4nFb-HEE&s%L66V;W@)ax@xK3hw_B&J4I4G z+xSPR9`o7-KM4_C@e@}hWw;XfQ~Q8x)68GW zS^q=9gku}_a^LH)jxP*4pPiW=wwWO<&u=XZXc#a`w)o7wfLo|{nz|x?wjLq;YIfZX zEs3-JgF_SRm((bG!s_PJd`)X>*e3LgYe`6_?y|O;!tYh%)oZK=_iDx9(mL|>YfS)a z?3huzQ0`i<$bg2R%FVdlt=jwJ$0ZInJ?yMkTaZUhfwLrrLr!;n7i<`Ca6@ zv&OwJ{wJ2{a;?BaQI+6tLUn266(5zs>S&oss$BOf`_dW(LlXHz(%#{tPaJCl?u2v3 zF5zkIklH;?fxOmBU;X2;Gd~bTQ(ubwHo%lme$aQY&byIlTdNXB>OjdoSgcbBGZcjVie7HP3i`~cy(N|Pk)M&r{jkNCW_jc`bP^- zyJ9v+Qsoe$_AzO`Nw3k^U*B4ZsuXJeUds!C(7&j@E}vwGkqsNx9Sw zuV*+C1iZucA@&&^OPUYFnS4IB@d>g$9DeGb;hP}YEG?ll)?g8SjOJ5P7_!lsb-A5N zuT;sz>1TKa41ak((p}lyyGY)?7+>d-P!fLb-O44&>TXb$2)?1nI7Tfkl_b4pi z-e&ZFuE{+LRZwE}675GwmyoMZ3ZbrUp6=eG4iMY~ zq5I;k!ztr_Kt$DS6D4N96qW?VmkC*&e`>_qlUpbk7RWrtv3%xqLlmmyHeQ?*s-h3@ z^qn~d`$pc2GNi9>#4=4<(4JCJi+fAZ;+Sx0Ix88IO;~FpySNY=uwzxPHw@eylLUp0 z%{ktgR(G=OZNvs@e6@6Kr@v3U=dc*Fa7KFb)x^;Td*qJMxJ%%8-yp0{V#-HfYhlb8 zsg0O-8se=^WROV}JbIlKY#0@f-;%kru)Wg%^X%U4{t~{~bb-6%lX*gTK zwK1*L1SulfS=D2=UP-Z44%O`;4?W*i@vg~~d=ADCkEF3kUL-s>B zsggo0PAGvde08A7yoP!ux!oOqgT7vpSZBDrJzP1GuZf`;FVd^jbXl2X4`gzRP)-#Y zH&0$2Ir!Lb^$!L$xc;pVZ}*t+(MNO1$=7zv`L7B-zxeX%$uJ#?g$I>zW$o6wGTNQ(=JWlPXm(a8VqgmaG>t)j>`a&TeDd2HL{lj zI->x6QD|QDmF(^gu@+0P3g{o1$Gf2tS?hpZIe1b(QR@lHxf{wHMk{sFTMhJQ)&yxo ztHvOc!eRLHp+=TXl1F-`LoTV-u)!n7<`q)zi)Nv@j3)p&kYJIe;}D$ON?%?UnWqSU ztu2jx_X=Ur{ops<{vsz!S2`!lMT0911M?6<5m^V{u_hs0hWOaw71gru;g6=v_B>}r zO#c*7I^pMi=f3ZA)(sQ9f6_AIC8$DWnZ4HK7@{Y@E+~mEGwZru0~n||l&(GdM~GU{ zZ-!(*DTx^EZ=((41bfBU4o_ZLD7!bWY?Sauj&<=AvM<%5&1NE9b+Bzxmn?UsC@6SL z5|6U4kSnpWDp0T1+?I?>OVHN*@}k)2RG>)vFHnG5&5+!Q9cpAf_a{2Y&mBp77VGB` zF238^60$O$w{w2hbkLk$4(T%qU%u_zW5`3G<%{Iit;PhVhEu#97J^FTYqL$Au(37q zPYxG*k$ZR;SULFCJnx0D+_Dkvy-;s0dFkI{7fT=B zW@FnZkt!wIICG4xx1Y8~7xR)Hn-45^IWM6q!}mi9eeYRbxA0!>%JkI&M`@olaZY?w zu=-F+FUy>DR0!n=PD7KFa2I(+*(n+@sk?`A5d(fk(nFTm;)O&_d-D`8Rvt9zS| z`_n(eM*ahV^*`^t-@EIq5jE)_=ve;NW&eEfcYsP#vt^w6-&}i6=dJAgyX)p&|3S|4 ze}44;_U_Nputq>a-k|Vda2LiDKaC`!Clz8!K! z#3ov+d5xoN_c%{j91k2_W;=<4p?4W46}#GZD!}hdia7b--s_)!h=2aT??5A6Ibo34 zf`*Tm`krz?fw%Kb`ig_JYf9fw?}`vFH6>P1%h3I`_3_6a9+f$LH?}YO3j5Rc+HD4Q z=+OKDjUVD4YK8K*K9fthVxPk$oWpZI_U?{lu1?NxV}C1|i~+U^hm z^$fk-=zDQD!G5@B_q_X9z;ad4FGa$&qZMv5&^Mui(KYQ$l~T`fI=z>m8?6>2JD=&b z{Yv7`+qD1jl{`C3E@FM3fMl>W(!cqNTIu-a1y{bE6jRSpcZUr<9_Vd_(+0`T8y~38 z&HkOc-@sOC(x%!m7R?Kkw58$LI@h(7poG(4NsnG62e!!U7aec*?!+bBTwJvJ@e59A z%6C03GV1^JrT$-@h;&QJ?5jm{<^N1)_#5vL{IWaLpsc11ENqATyWamFx9Cr!IG?qE z=akQwHe~Ma$CR=@V?4f?S}PLvzxm7`DKE9_wea2O`VW4j|I5Al$68MpI}0vmEWU;N z(@*y2Kajl)wuqXK`uAi17s;Wrj+em2VtVquf1Y~qXYcxi-z^RRPhGAv;-UT1*Zk=Z z{C=^5iyglPCzJh+hvQ$jL0%c`skdC3Uh(}eF8(10F8<|k4f4-u&A+ukgX6)mB)|Nw zOz-b($^X0!!T!f*+RwXA)PH?V|LY^4y~=;`RKlmx(Ot^{w1u45Qbode#h3#a0f`&d%n(yu$ZGteg>P4ZZimLcx%LC^ypwe&X zPLnb8*jnZbWe}b$geHlu+1CKlEXSotN5HLJ3536vvQ%s2s#Ye%uhrsJkHa6=YE;ui z^jm!nD&cx%502xY&ak|RV8r4rxwMLt?f0O?H41#l{d2(45x>h4)WC8ytVIIX%{bkTw6M)s%CA5lW9CLfxdfJ|HfSYjCR$8(fuX;^jn zR|$9Wso4~LIDkYi76c2fZOfWdIT(I*$nfq?Lw;+VJijFAJP~KWXj9Te$;rqf(vvFX zIon&e8XMk2bunXZ(IPeS42#z@VDD%2cns9i*4Sg}9zy6AJSTZW!sg_QzjX+L8C0hd zOzP_o_6%9Km0hrpb6z)7L{dLzx#iF&wbMRaFl73B{q-PV8zZvhVOofTRM;w}>4!b0 zUK=Qv*=aZrZ-LY>wbi;EpIwlpHXG?jmZOX*Z*tkij-q1`xb8B!ZVzS&*VX8IjlUoC zLO9VkkvOgBy&XJS3vi6)f&$QfAGugq8X%vX@j zp-2}DQ@Gdzj>COK$PNB?vh&I33r_wx)?gac!0oAg$9snwJi|+O8xQ7n-GN0h2P7#7 z%+AG0Hgy7t@n<2K(i$N79NJv}7C6_iGfCA&KUo0dWN4S%FRBL3!%)uOY93f+z?O?s zy!T)VYzyt?QIVqT>@V-WJl7ZY1&b=$(;_ZocUtCS5I zFkS=0JprU&2Zg>Cc$lxfZXNvs%uHN`n#Iu|_vkUU)_LWtkJJIG94rrzc$q6?JNDv> zRtYm|Wy%-bHOQ`XTUbhkez?SnwV>)9VCXw%m+K$}@y2U6!b&kWv5f-rjrn$<$W zaD2M}eX*U!AM8wV<5GP6y5spZ=I_PdOUxK65kr5gQ5aJ&)a{BZDJ?0gsCa?2d+i*Q zssu-)wJoyI!C?r8pQkW@l^zycV+R@fzq(@*6PJ?Mwa428R2RPb>_u^?m5&tZR9%n& ze+4;O3%qjeG%d?Q^?-Ys1yp0T_Mq^>VZ4b4BygGVGq4)5mM3$x-_;l>AlN)Lo=UxZ z^&Cijz6!&t%NzP~u|K^UEL?UL)ClQc&n=4_%?~4oT$e}LLD9`uoY&$0AAD2)Zpogp z9v{0W@W5L#I~%pv2~2l$2Nx%!uAgC9PA~(35**MKcac%o;rvLE2={?s@`HQtqq4Ve z7R?p?wC{Wy$oyGN`f!+H-WsPI)v>dGzBlT~!29K^))#%#(h`Z0+Z}Rh9rf;ncZ$O6 zn*iL6g&ulVQhrsXMBxKG0Xy#TytskrF(3?m+xqqlON5516#J+F8H=IY&(pvqDdX?V zt`vKfYO(=eEa5MQ@mNoU7DpYkH>0a0yxmzlwIq=rH2Enh4NoYf_w&6DF*rFgTlmS2 z>Io-Ah2>A-5fk9UEeTChDkCTD!fJaAIZhSc~0xHY#T~fT4JYsna{Oq6ye1x#(F7<#37oUzO0ko9)0LV2eDt z>B&c;2g`8sb4(07AbuMwY%t&L=^-;)2pd`AkebXKBKba|-9WRJ*H?%mdF>=v7R<*yu-r`e`MjdCGIv0E|)&$9wRP$5(nhjqoWtu+!-d%Pw}3}vhavx7R`C$a-z=$)hm z^F}lf`#vddSQQ7pflBL_i{p9WjBon=GBJ^c9vkd*V(ULYHm}_G8$}!XW>FbSm%76i zox2CrE3GSy_Cy1y1m$|s7*=zjlf8n1-4I?nU$Y;~?cbC-R^VA(oXToRwLY9~3537T z@+>))pd~d1(xi2^0b42q>BFxxHq$%y$ODczJ*NU5or-oVW}@U_;Kn9U)Qp9or99rm z5d*8MZB-=~A2GZk&Ad;uxjtPQmir5au;T^Fp0d7<{h9Wxu!?5yqvngL(>6ssce>o# zLUCS-UgFP%$;)@ z^Hq%kOJ2z)eKXFmQ;H)(I`%W%F}VihRY67ZBSjYe2`L^p2sbne%VQ`Vv4|~jl>tJ| z_B#iG9Y(8KUo_8~Dx)uKM1SX%y#)K&C=I6uKmqdY)!_vTKcicu=^cHtCu#ABlEJlgP0$q8twbm zwokCVPdFLMkYLnJ^PLo+X&E~USj|cDkE^kAYEoQn%rNEqNeBv!R9`t?I_Z7h0*$<| ztui}8RE`2XvX3E@`>HhRdtMRHL3q9}nc^YBVSuIzT8WZ_M476}CVxd-L8! zckNW~RrljaaFx;>3H2JMoYF&kY8JclyHl*7>IlNcQ-rcOwp`9^!Ww!*G!J1UtJImq zoSn7}nXz@?{Oss-Z0mw88}r% zev_1e@hB8`&Q89>&sZbRYxdW4S27sE!Y;(4QW5|sL$su4icvTna zb3idQ^Rn>eMaHRV--&9P7*Bm!gnv|!dkI4DCfGGDaipjHkmx}o3AJV1aJFlIrNLYd zJY{Mcwvj2bJIh+rYRVF})jzH8`b0@7=FBQ`%KU`S{syNhjA)*8dKW}D!~*&yA*5;N zG?_2<;LV;f%{so9ywEvOez#X*tzX66Y@v_{DUms@emf?kd2wm3sf@16WvRPMiSU7o zGLrqpYZzSWryG_VKtS{UG(Wz6?C8_;w1jU1v-2+NSm(K2w(c_Y-+u5|rgq?*ibi>qai7b875<(G$Wrge~| zPqOo7c?N01XPxUh9$;%=76qETqJ)Y%6`v|WLBSk5Y^}>j5Xr(R_Cikk`taANhlP91`cp~id9#f8xGx_J&1Z4x6*IB@p9Y^0Y!t%7$k$(L`QQP4Vu^ z81ua60ysJ;~EZb7r0j}6I|1Gfr{Q8_0&BA;qRop$XUE)amV zt_@~)oJ=*J>x|hk)gdx=V+Jl%4XLc-;24BiDy5D=qs@n7XdsqP-&%KhqNb}vx22X2 z($oQ-gioWn+C#a-(eAUDRAII^+3LAA+K?(VzX+bNz;9wxWo=vMf)zi`Q@7z*$O;p` ztG?qkf=7Sq1MaEiV)e?Wqpv!u-f%o7epQO&i3E_s=-YMBQi~6b;>0VVO27@Yyivxn z4pepr{@?K~$$`b!-Izr^(o1bgAJ$ z5{rSmS-zfwobR4=!)9mUBmY8|m2>r?+lf*_4sRho8N>OP&stJ5SpZA2?n`Nl;{KUs zT57+mu&gu3*t=}H!`bx&J+Wf4!oL7J-`NK(L7Q7BNc+A`|DMr);2Q?iqxz{J%zu2l z{(SFw3Kdf5%LWDKCr^Ts@6@>zje*VppVgp8-@9vzZ<-K6e1*9>x7QydI zhbhk)Ph4h`K|rUH8?<}H@iu+#3%zN+hi3SIi!99i5fHe>g=-y>v^}d6RkpeV%6J-1 zRiP3zACVN!EY;e0q$&-OjHm%N0-*F*>jGl6n=*%Da*g{-+g7lq+qT)+)94C=J!+)hk`!_htdPxOfuGU2&MARw@PsTUw8GPMUr9 zgKg1Ko*@tEHfCRV#eKg?VU_gCV((;1C)L{#HIdqFz<_+GD^Ag%+B_9B^o7G;UJ9Q_2qs{ItBD(~lAUgg!!ui@tK*7EYliTOFAhNiOg7ol@6ebcm={#UV1mWA_ zN*5`3&v5H82%2|C18v5B|8Z=D+8KEIUepo?^UV)QMv>nir24h1*_mo%Vtpn~~G%wc29`0JG z3|k4qU`P!TM$xia{yZ(_%NU0Q!cg0!I4jmvPYJnE@OQ>#T>|Xit-M35jMQfzRJb%L z-g0_{i{tJ3SCjB-J=y!f(4vrRaSUC!Jz>qiUlD2k>TujtM^#NN&RiuafSI@qr9hFW zmbyTLZF)eG6?v)VpPW+T+k?<8(y1m&FqWy3#kj6b^3o;)J1=B`5<-kO$+m0oXgaYB zg83dTGpxvh!(jO*z*`h-<{6p$( zt8oeEluX%(?w&MEKyL#4?p@QexA9qXbow;d{o0QXrjAS}zLv}abON)}4DLKLnv26E z8GK3%p}lwVw#UpP%UxiEoAck1iT?44OjPbYGx{K0`mjY4s^EkafT3)3nbvUcr(XTd zRX+`gtL4X6zY&1J?G{VYi6#&Uk@&XlC~Dje`BDHJ{3BY1F%Z}(jQc^Z_gc!%!I!y% z9hr!pBvB=er~xhi1j5}S*eUP8#?3GG8dOhHL~IkId+q==ndqi1O@Y(gmzTt6pJI8v zl9c1`H&q*OE5#pKVJf)BrR$C?Q)t@v6DZ&6#|Q@QeWidQNuAKDPKeCT#;aF zN$cnkIw_qu6Vi~Tp0cpZ(7GN>(p+#?Nd)_+xR2%}shxV5l>Yfn0ht+(>kDIa8;fV_ zT$c*+K2mhy@t8G7l(xmFOImHYXk9>%CxW$C9_>9FsTfRg!uMbs4FJS4Vncr+df+vF z=)$y#$~Qv9&3ohM;5xaE&+IvU9h~D|wx#`AR;xPb+oW>MW$g!UtxNA?yyo8@%j_Sn zHsY9TX2R+oT*MrJwx|PGJZC>rGi5twwZ699^8VU7aVf*#4C5sqNjTYGD#!l|C~mm} zh_#Ss8zMs&N_Hk-X)7*K9b-BL>hc8!4Yhi%2f|>E1z!!mw+`q%^c$NSAzojp65p_Z zfZ$lk&GxLSrOZ$FoLGXtdjFKC9sAaeHt<$yWZtRdJfVTOH03qK>q4ca@Ax4*H&=nN zZA~_idd0S~Sh%8|-zGj}ceAU1Y5Gv^42vo7N3PZxr62~<<;bFVcOPNCI%Z9HblDOy zkX*ZaNXZv~ZMf&WG#uG@KoSr9<%4>w(sQ_vHiW4d?LsrP6HPi=82TPzFc<-k?i-7~ zKR;xm)yNE3=zm98UN>;%y3@5Ef;UJ*6qPIvWVMZAqf{ja3W(mT7(|};iWNXdVe`MM zg7O3~xL@7aJT=x6yBR0RR-h}RCSjGB+?1JK1Vt?{8K($X_G^ISghhOWsEx??-Fm{B z<+xLlzC;3AL--TwGinFyd`G@i+OD6TJ<7vi9a*C&)2S z$k97OGs*fx)xaRa!c`&+`}5*o>cIbfWWzGgJQ4Y-uxfluzE)c@*&NYYY5}x-0-C+PEK7qUU}o@li7mQBlp>ju#g#cmXkC zRP#6sA5!f|AHWF~`kjSYxpKrBdGA-+Iqtcj-jGilJMpIo2h)xs`w{khAEb)r$C)M(tc> zx<%l_7cicEOb7b10kpBt)AGI_+DagiDjOIpMP^D-+baxbZCt`6`aGn8l`f|tVH#v- zgCL&j9Iy$On|7!(u)-4t@uKT0GE$=Gqrwp$18r=Rw%UdP44<5s6@4kSr!aWn^^;!zjah2&4`1j5_SeL%*>-iZ^l@#;G-mAN`roi#gn=wuB z-kIdaCBv$~T$`uThYKbQEyR_81H=*NztE7xo0%l{XQaf}+flSl62n^eZ*;}hqQ(cT>sAn3h0j3y{ z1zj>8;Rq)H+>{$N?HeJsw%)iCYb>(U=-7bqkwOR@aCZPC=J)fVA@eQJGo7nado%N% zCX6;kNeS8LeTAu&IArr<6&)BoYSQDGs9d8)?eX1I;PAWXM{Nm!?fSHCH{Sp|wXQb^ z>fB|bE|eHBMWHr#^Ph{HcYozCcK5S4U+*xFC_w z?7umf+mk`0py;t~^ujnnX8Rv1I}l8q<`XR5yOixEHtg=L`Cjs75{06MtEpoC3V!lm z8}{wH&u#(Xl2njOuHh#6e3Ico5Se{ADG<0Lfy>kNKLkW=gtssQ3v?B4RT5T`73Z!;$yY0(S0R2WQ%VX73d~aH4jtsQ=Pf4Q$>4vR zKPJ{JP@M)A_j*0|kr;mLol?&oJMA*#4{(7JEd59!XL5&x_KcVZgQ#6Jo67a&s=&&a zCV#^>Uz$?^-|^ax@s*`C+0y)O!X^oCKgu)AQh#L7BD-HonLlcADuFKOi0LPf4x$Sw zUkQe%d$jjby04OETFNBE!9}kvbcSus-x@3|k zeKa3?xpPw9-T9R6@>@wFZ4;8CrO~?&0#oW9xg;nW$P1=R$RCN1V3{OR5=YazqOW7h zg^5JfuH-#Wc##I}3Z`MQe4hQQyHW+}u&tX`d=#IruyGZ3FF5~seF;lS^8^crcG54e zjaeSPNc1xw0|beLu`|HexwauEojg)88~GGtOCB`t_KAC2%fbWOt-4nno#*fG5FWdn zT2qly^fp}W+|3_ipxT~lS7dRH)_ZNoY6E~vLHP%LN#!(d4{r<6r2G{{#+}+@F6c89 zN87IVI9AgpZiB?oJR2Fv5(!9*4sxipo=smA%_pAprsXzf*LRi*+xL)+ykJ07_{7(< zjPAdJAzUoO)Q-AiE3&WvT+mq2=wE+S-JMpsf6X}*n=iL!2qrBKhr=EY(VI|~} zpYj^v7?e(D2L77%ZE1QnTTif%%~(B3gF-S-WRXb@qfe zE+u1xe~qS{QSjPd(NPdhPDYW1zx#H`Rtf;H0UOWbo`u%X?YX*&c$*Smjp@M7UvIIrz&Tw;V&b}jIEk@$U*5&-J;m>tj+TmM*LH}ja2=l7 zk@=l|!E0gimv1IzY6guMyeWnB*u}B+B7>+!QqcE-p6vLDZl7P=nJ)!=|_?h@Haaaw~>!$c8V zbw;%qSTJj;?YPL|U}cgGwsxeE8e{?A7M*nSevgtbtOX?gAeauB%_9y_Oe+(1Gr0@u zMyJ5RdR;CQf9YRY092?Uc*!2LLn2?0pUz_9Dveo<1m}WCYUCBF-eLF35{hrFy2;YL zFv$a&#hH+_Z|W(VDy05%H$~Lsj>f@0In_FCCdW@^=%`pFVA(gzHzUTBE;! zaj_#&AQijI>IhOf&0#Y8fU6Xo)&<&#+>Y*)yG6Q{(SVLXEu-&5L(QI_U8eGjqqx|y zBjhP{R=6{GMJMx7LMy}jC8`@e5})j&bKI%j+qM}yv0Seo7}(yoI`!Srh4Q_0U2ZQn z#H8!@=q2kkz5!Gg&g!W$M{$O8dnuj{7VQvSSv$Wz&J&3+K$ZX*gX4?H2@7OE&rq>c0;%d8>+2EtvC~3Oh7@r9FE83wu#8d3$BDP_S zInS2W(rEs;b?I(rP0gd9EIguT>VI?`qar9^KlQr&2giEJJ108N+uRa|mQSc$coO)^ zZ9Tn|E^cw(lyGT9P7dZgsmj&ua4(Q@{11L-*BlECZUye+z&i4akoa9&^f;(V33H@4upB>TwkKekLZ z!DhX#WjFIKTf95fkKaCy2Kc2~iC)o!MxQIb_QCGP5vH z%9!i-c1jl4Oz_+OAWdFiQZ`&8HBMAYY<+Y^%J~PBPp`R8cHSV0m~pNLe0;5!_+Mw| zpa1JwGI@KuUUD%9?$~e#yynTLfQc~-(KczzOn()QfJT@}TG?VvEDgtHSn_@{-(zWh zw7f*lE&<&R675}KSTssj_(>-IGp9!JmhEXYl>U*9YIdW}nqIiuo_O93d*nAAV;N+B zr3AimyG(Ue2R?HxWST04)pW|-RK%IGNX){!tlk{!*HM-nI~DJTwqfKJW=gI($u7j%8y{{IGR|$MQO|7CCYe^k46=6XPv7 zqxq{k-g#Ggdg)8iw8+?R?K(XakQy45Rq^~1R6LSrm|c^cprJfkm>1f2LsfSNF+*1p z%G8{i?O7pKZK7x5@WP_eZ7<=ZdUudGj-K&eE0u(81%$0-L%fShHA+yyPW9JxWCYdF z{q>^=k2GvVjneyi>dc($Negw88;M7GQU@IiM?Cl{>XA6;8}|j zC;v)Kbd?Hx%1^D%#{aCKu6~s5*!os#1v$DkN^|8boufL<>_YVL@D=s)Yy{4mnqsJS zOoCVFnLy80=nJ9I;Sx({YwO49#fA?xXz4F3CfmQCe_l8=^z`xKSsa}*H(u~TZJElG zYeCF{%+cqLg%Xzf6Fmf> zO{1pHZr~s~SJg#(lw*&$Qg-(pT31eeuGa4XIm z(z>TGfwL4}>!n-`tuFCCxGk1f3_ReA7tS5~a?6Eeegq|A+p4=0nJ z8`wj-Dxf01qm`t_N!w2oQRnPVw`%HcJ2F5_D3UxxPR*?Fqt*MIbCqjDVH@~0>1zkcB7eM^>=ApP1x{g2n43zTJ@ z?kC?$;Q3O^#M?edDNC(i)7mIL^Pc(Bu;RE?sp%KW$3%Q#+pQ1R&X5uyD(kO@w@L5W zq0`20-?DnI)ri%6_V#~32#bl@j!E z2;(oz^qMD|7k?-g9)n^RX-RPRt^>n0a}}SSq#{l5ouLCQ2 z-QJk)2u=eNX3)v1-rYI98v{o_;`f{vp|+F{J4|Dc%eql*O#lxBj(Fwk1E$(O4n_H$%&l z(B9sNV-Syk$Z)m~Dg*>D_nAzE|9_OdWl&se8Z8_MNg%-q1lIrw8eAI)PLRgk-3jjQ z?(XjH4#8a-cL{F69q!JYGjs2c@0&TP+C_C0P}TdDN7u6!t>ljVNBas?whWY6%v|U1 zt&Lqhb-6l82MKX$WI)X)^5P;YDk%zEMFT>?z_6W{<|ilWXt%jA&>v9j*oG57)CW6# zW|_8iPG>=^Mkypr=i`stwL1WPqu#Ew`oV)&a&6jQ zF8}|&*#GyZ0Tf{8*~0!ckq-n2kr?AIxa@f})X6syZy;`!7YGPpwRDwt{>uSe+0Eq; zf%NO{@mU5dVdrZ{hlSfCpNmTi)Rj*Wxy(E8KalPb&`N@*mX1(N4;LzCyK4!8Ei)WP zLn6uS!V|lXq;m%Wf+{${kK~qk@N%55q-7vErdY1J!ZUfHQK_kVV8&mKTlOscWqhjX zD2>Z=y#L6GVFKF~h7zRzcTgbYDg4zba^DrftFoMEqMWE%%XP%kYy)m^q&OTAb@#mk zV&K+Wjuyuh)qbr-AuvnMiox6GBL4fm6pVTIIpJD~ z4!fMq$bHdRDjj+{v~Ju1|GS@WV}{^=CeCQ;y9TqKj0smqM6yM}U;Ynk@~pREy0ZSX(Bim^i&9G4_irEYU)=x=ft6V4EVz!~O-5hlBB z6K6FFpmgRoTcSy~gX+_6w@u%RkyPgTO7r>FC5m+QbvX&m3JaFiZ?l+=c=k-8HCWqN zjaq8~qlrF_B;sf$uIdLgYDHotd=rSCId5Y=tIWVKSg`0gY2-Rz^uGLiZT`n{9x?%6 z@EV&5?XNbaq{Ay{%kr{*h1tB-qUB6?Qn9skjgCqUZu`_D8RDll_WIF1IG$mh)=o$9 z<^Yos6L?UXLh>5FCqlD)D#Q+954Q?ua#}y7P9*HyF#mCBmZZW$^<3FB#xnb3I-;8X z_jaFwZCs1?i;D|QcV^_dWa!*)aZz}S!+_|(o3d-(xqH8c?N&#ngm?dSS^ssaHM!pt zMmTb}?55EFwYp(EUkqtKCX4}n+D>MPT*}=s{BR;CCh1?_bMBT3dC98LlDNfcC2**F zznCt2nx|z57^Ly1J@#IQL|5CW84wySS~HH}^^qB1K3_#5E{Hrf^B0G%OA8+0UsuM& zOf}q(LwV}L=Hw+2cpu)AKcpTG4C3yA;z9(z{1^U||7ZPSJ%?Lh|2j5v>94GS>1GiE zBFC_o^p>yB*q|C5E1UcgOq)%toPM-|5O@xA5)5OBr4pAejHG3vJml zJH%(uPEQ#y)vT;{?xsn58F+CDkK7hL+hiSwyAqjH01eC|)c5U-J~9|{AYw##jJ>Px z#y`R7N1IdS8PZhz-(d~F(X8&D<^Qs|kQAUK`pi94G)%i4QvIf8zkz{sEB0drw{d_RL!7&2buA>UK+|194BZ-#cL z0hF{(G-i{l|H8F&kVHgb&rwGbM``0bLtB=lF+0AhHTEdGvi+twt|2U$0ihwyPrpJq z$PUfA9NNR_Cp-$-b-UUtaUH&8-@(-jO7U#b*>#e+*MQ#*iF#73e+5a$QAI&=OR9726+z+;!9Qg*Gf+*7> z7UV|YbBZ8t@=w+sIY0`qY?zsbe*bbcJeKc;$8O_!k^+B1=0L7L(Hn60GoY$TAy!_} zuG%uLMW#MwulMp2Z$-DU)^HL4nyK-z0lbpF6p~EJp=EpJoJ5|*sAKoXT}?U+1P=-D zwS}or;1}7X$_b+sLak?%A12dGVO#T1DWtoXAvH6<5}}!}#nRG_RpAYCgiE^)E^B4! zy}|P`}IGeLND6GKwmL3 z>|NolVPq?Y>yw?49VX zCeDx!XI;dIIo~?7r0!@DOJNi;oYF?hTU$phr5%2_q{M4?e0GFYDec{I*>u?7D2Rf? z{zlbgoKT-zA>Sy+fINgPtNYEiO9@Zdo zIxnz$H{G!&j}lp&!0NDuTE}I*n;f3ddWL*5FvGd~P8Pb(W-4Y7C#=&vv(4S&?%jb( zGK!JFbitW*bPqmON$x8d#p=7j?YK(K6P5$$Cq#fg%S)sAEP+U6mf(?ao>6DWj_a0N z_)mk^cmJd&;K5@9bcBSi*LR<*?eTxf$r|CfLqwpV-b;FVWN2o>)v4j^QCsQXE(xDlHUXRe#Nhn_eHYl!dp{ zGphi}v;B;r50cpDyV`_EU$TwNE>E9Vr-KmpPQvoTfdnLHUubhEg{nz{kf3iXI>j;i zK_hFV61xa%=P zUR71>@%}p7o86xHI9@?^9GE~5T6N`!Z+o!9cx*A2i*S}Ud1y#l(K=()KT?v|1|`UT z{SFO<{Nf)zo}h>qKEuvy;(c*{uT}?HMz_;G1qNpp$ZX{5eDCA_P$t^t`VgV-9 z($HI>nnIb_Y1W^yn^hHaDBM&Z;!{ZkHQnlT>8iojJ+_KUns_pqugenFO}6e08{#vg zj-9frN7erCSf{jEiEX}O~)skE4V%ap>(&iLXbpVbZo4^tcE?pvfUze zOmy@nto3fD|F}{9WhRbAL)g=0Im>PuQI{d01B#do0D{K*QLZ6?hNw8zr&*kLLybps zmEQQS7nV*|OAbYag%je^2gTQcPRH36EZ5ewz9WTtUM#R4FaGi4fdmDc=-Q!){jWpx z0_N&HG}VF(0B=f*Z5X55!>u3}MKY6V-mH-!Q6u~$ek+7aumzC#1{W!h_ywcId@C0Z zHlE$FcdF@PW*^t-*=JJ1-je$qJblza_Y$b&* zn*Fey+jh^&&>M|m)w1tsDo^~NX2tLE+5+r;f3P`~Eo6^nKbm5(TU>4cS!%Q{bP{5+ z-COVt&mp0CmD z439~T7FTPwiR1#tHu8YkkS^)0}71;HIKjA?WxiiRDNkm%d1pl<1?Jb$(~G{(h{rWm3sEzQg4 zzbpi(C|L-Fv8<#J^#NRq*vlNI1@EcA>CA~VtrtjEZj(753LMY3YXG)-Y&z}tl@Uu* z08zY9m){D>D*!70_&(Kgo9!${KiZ7gdPar6<^0A`0a|~;KBc2%8x0O#4D?BBRteb>@<`ghg_zZh`I=_*#?I_*AsW-?k)yF^oyq#>Zcfl}vg-&OU zTXq{G<1Pw}PUHZ>J^|*sP#GFH_Aw;6~hW zWJ@XWTnz7v%bu7+i5`mG24+3zd+K&_s>8Fl4*T`ua~a-#ujiec_cF08?S;c>DM|Ph zo6Lm>sc*5{8w;jsifF=hDk#aE<|_SJOB9$`-n1WnW@EH62b>Af>bARY$C2**(yV4T zO(x}WmH^E)FMv#~*15A~Hd_#Tq`~LWaAOM&3JUsp01VRPKfR=h-LT~5W@>l3#Kv|R zLuPAvYBJf4;6s!b716k~4OHVXDa1St-hbIU9#^t8WD+5k ztl)dybl?) zDGux$lqE(DMbPkJ@O6Ofv8%z3)gGV{jB3E1CD#3C>3B_u~c3@B~=JmP-=}8~W zLnraJe=ipym@N-#_PjwLDyV;g)cXdk1WH{3pnAnQ@EUytH+)k%kIt7wZ;T{rp z8=1m0$_5h;nLgF2ZYJ$ZSqCQo>WJn=rKPrq8EwIdLgCmFx3{-eVDHyRxr2k>`ktim zT&`|+;QTe|&h^^cz1*JtDbY~riunPUaqgkr!HS$Xsp};6W4pol?|9}PKl^^b zo7#4vO9A&w6=r+**6$dfH2}EhTgrut>tmD(gDpTWx@3_*01^5!#zQKjF9~!x*)$U) z^O~~0)bzH9$#r4(0Aug%Y6BPUYHZ({ZW1a$#9w2jqh^6(r?pLLp~|H5#&&l2-L|Hc zdRE}wO>!aCdYK)y7ROWIOB1ApcmrxvYNI;qfP{Q;^5_7i+>&zb?ekF%f2V7%ujZQo z)G{9c!77@4Hk&dc*8+YFaXy-xvZ4>Ix|BU8&~@*nM8`NYC9k< zYq;4PdSQin@=AwC%!}tG$r{E??{Zq+LG>$lX}p6o*`|)&8uKAnbLCIfznJ$;=9@?q zbw;}Pi&}t*kDN0l(G`cXpoh)ExwM~yJvb^OHw~YJKD>z(-kL1;{2I~>dm&kydyk!9 zLrztdQ7;!q7ojVjaz>0hQw0=GCbbO=J5ArS$ z2yWFg>hcdqZGXu!Et06#Y+D%J@bzo6U8U7%Dhqc%)l|}@g@%hvK;kBY*QG6v7 zlmj!)(f|T$iL81026*|;9307`teZAqwMbzfe9T9}R#q)99kUk9)B9~eH$3wtBI|f% z-s?pQid_`T$@3f$T9m%eRHkC>_shA)^KEJ0f1FNL@(H0FIPR}LYbyn}1|Y&7uEV@N z!{YI=vJRkUAlYdB=tq?h%8XIBAbzl5{ewm5W_za@*VnU;)7wlt6p4LgtDV2QMepD= z0Bb1i*9Wr0c#;R*R+@K0tz}I3+gr+PCErpmF^9Kef(Am~V)vAIAsL7E=(i^w!cI@U zU3E|i@y(|?wPYA2db*7fpUzCYv9q?OFOXbO(LkH^lA~P}HCIxqyem!gNS^?0ZJ|sL zzWLN)M^1$YFbmool(NVGMDhg?f%9K#|3bze-y_|3J_9+iYPSr;pA6UMX5VK+TK0t#rG`#T&O+RbtibB zEn7Y|?)Z^9ku5lWPvF864+sSuD{tegDQH;I{{#+7!KK^%(G~Ib?W#MNs^xh3-eCic zYT2xRTK;f$(ppG`<)Ye9T(6Y;#1 zYE9>wtA>Wq+w5??GmXA|vSDDWLvADcN$H}vgi{zQnOmSRt@&*|5zURtZDm`=q(#w@ z_X2a1G|T#t2-|&JTS(k5TygTP=HLkQwiwabN*jqT@koeozuP@LMWg)pE%~ivh-@J` zok~S%$y889-b?qOvB2C?Jp+RYfDBToe#I&pc~&LJ^y&M|_6X@zjS-CgT;0N{ZT%hw|>l%mCDE5(TF9L@SC>ww^ePF#rNuzi#r(A9^u;_6mIdZPLL?kJC z^p((`1Z7YRKteg98d5Do4t__foAz`z#9N}vxiErhZ=b>mkQD}K7&enbVZb0^N!M@W z*c`b`cE{@$th9nJd~_$cgA)MJJ_{oHC-Pb&h~R=vwz*A_!xI3A6M25vd3RC8O60P( z{L;)FAF26TovrO+Qgk<^dMq#a9;sqhJXI$QB=|OwTp|gEs2UD=`$`eo#e+svMyaZg zTdCJrL@8Ui##7}-k&W9S&IzHqDC#FSWxPaw->{ux7hSiloc-zEiJ;UEvEc^3)aj2U zSBH!-L&u-{5@gsW*nHS`xtZRVk=l`8-BN0<%=D(mSdT% zUK7z#>8HlFT6k?cw{9_-z`CApb1@+#;(3b0Ys&ewXRzl_fH4jX1APYLei$JzWaCen zd8ls>e@Ci)Y(L>kKZ9q#LfuxlvBh4(<(g^Hcq_OMWc=_qH=FM0t4kG}uAOR;To1oU zHY_+Dey&&AJiU6{f3R3BDWP(@S*JTww>k!>QD)_&Hu&7Qbps4ixlNJhpjVJQ-4tQ| zVX@?2e-w~WO^t*RgXPd95ZjQJSV4H zs;mOGmzn}T0VD@kUZe~fl{i4I{wwan^l%pYBZ6@RVrHkS|(VOpPXQb85DQbM^Lsyo! zMK=%rNY|Up%$Dt05)|^g#Q~dZhhaEh>f(3}f}-dh1RNc%evX!QH0(e)<*!9@MK1^4 z%c<0w#QfIh2wWfFena)8yN9D&Mt{te7?Fxlk`qlolj9aw7OYgxatiElFck8Mt(boC7O3#F>Po;FdTRQ{@e-Kdf zWJtiS@oz^cy4%m^UQ9LQ8xH;~+^A{Kc5MX!_@K|yN7Kb0^ny=(o&jB>(7N`Avv(jM zY&!GdR-;UsB3+>i;a(;*nQJGj`Qr+g#l16`=p#a-JdW7ePu&_r*U#W z^muX1anfI|2nLv}DbB#8QOtmoP+!=Tr_`VnBoC{;1yOu(B^{_{$q;pvIIhJ%#~*+(KPqhG!}< z`^L_sl-CO^aS6~h5=o`A&tiGioi%q0*0cx02$(iWuTzM;YCms!+0%bYll#^oQmI^; z)-PX~w%366Bi!U|(GabmVPu1b$NTNu>m{|9Zw6q2A}m__f#ATC?y0@XT(9R-aQ2(f2?vS2e632Q^L?cuABQ|a z{8)SmJla{wX3&E4lQf3coj@Sn{R(`|g<1sH`=8|He}AZWgYv70={jSCylUEdj4k=? z+qb)^_N%!7vBFK0M5;EN{**`+Sr@>o{Fbgam(g1y)J6ZgvZMCT$6Kr9^b zbiVrRqr0mfuWQn zHl4hiZC1GD--w04sm%{!L-2f?=m&nN9C<3R153Jh)EIDTP73kg6W z$qh(syf|8n2jszo53MiL%X0UV=01;^YqXyNI@DXzmW$e-_3ai<{h`ZR&fe}%Zb@E8 z;kut6u}BMd=Zo!!o_u&0jb=uzd`zu|K@$QuhZYLujBGd#qu5Oj6ZwGpZAQ{dRpnRF z;q>&I_lq1Zb2MS$dRd&lbhG^uL=P^5-^GeSL&YJup(honFGqJ~WvOYB6{ok;G+5ba zb%F?-Oj`-osBQynt!LKeJt{gyRTpVYzYPQRHpW}{>I5Y?)6LkPYq!IMH~YYgTwgVd z(q@t%a;utKZ*<4+9+VsOEm|qhXt*BPHVL^@gw8XV=+itu3X9sDJ_Oxo9h2;=sirWf ziMN8qPJeRowylaiCA|C-j|eODf}GxelOM=fGZ}gYx*@*1@xI-&s?MQ(*7H?*-NZ^< z^VcRrqXV@*}%lJ;+*rTfF7`~viZzTsX2OenTKI5ft; z6>fHKHpBD#2;8TLc=4F57{wDeDg z+uweDNVVxfk6)w&lu9FBt6BxR`02Y|qT`((Xe^qfyPx_xv>kuQ4=|XxIR#Gu%49m_ zBk9i|HM{u}qs0`nE7du~;I2j{lNrX6U^4|36-o(57uB$_6X!Hg`nP<6A^FKx-Jv+y z9~~cHurZ*BrlPB6LIPS|r#zd$8TTB6HriRC<&91ZHW>(5{KM1TtU2j)kK$OR>)$Qz zIMC|{EQKX}z4EJ7Ty_D&x8QY-c*CC(P1_Wx#Q$@Rr>bO{?Kyf|iwcWUBkqt6qpf>|<+}-(Jlte+(kb^S0bD+u zmyOx1%hwY^1a<)l^ZMg!%|OQA74WK>!0jf|syO=K=5!1eZANo<B{PQyUUuDau^oR-;;_d*-CK9SGwCkXRmA}C;{ukyTsd<_C=Yc3gQ0ae?GpJ*A`u}f zwK|0geILr&ob6Unt4_#iXPuxesFb|Ti3Vr6Ud{LE#6?H*`TF|u$|{Qw^@t1>Rc1sl z4z%Bfz9%Slv>l=S6hThce%jk^*#3AW2RTbhP8J2YkL-s}J$m}y;LnMSo)>m%;k?UN zQr$PFDl>=VQOn87j#q6B9c}?5_=8V{`Kc7w`n3EURPt=ciU%+|0>K!K@ep?Xu;FLG zAu{%Y070PuM{4yd{vgX3Df(-%+p3#~HE$$ozD*{nyk5eEpD6yGH!V3!Oe_7}Z2Pmg`}5*z?w5nkH$p?# zvC5)b3k?-KO$uhKY2Pq!ym-1kX1u$(XqzjI%6e_ixldv{wDIQoLp>bY&?9(-Av?pxLlF9-1Lzv_IA;t zEf=6-0R}Qt4QKCW7A?@;X#yqbw1pZold(7d>eXnt+`f9efbc4RmQYo%bz*w_^@wyO zGCa*RU3b59LPhtBNQ$Va6*;RKn906PLst6)GrmMYG04YXC3Xc26yKZ<*3X~Dz~0v? zXk-Jy(fqm7&JH@|*7v=r+&dfPdp$ipfTNH8vm`##9n|U^6~(qpvO@6vM4mW~zZ&ti z7#p*Z^v51kW78(G!KwFr>6GTP5(Epbw(a#s*Unvj2*2a5&k?g=o0?R9|5sN>3rAqU zLCxfEUdgqDa$PUKUxSQsWoPpFiFDqgxx1#Y+i`a2#!W2&q^G$Wk#<&k(w=KD&;v+Q73q|D;mJD6O%#1FkB$1x=0a1ugq;p~ z$j59#tu2`JLa%*y_D2&hSar=r`oQCnJ;Q+SJ+WDF+>y){4E+h$j;nq4voK8f!3>$h zPFCi8d!!I(0Ntp3*_YY0klmeGet;r_aNS)tN8r2l-@Oh3=HijvU-C9#2PZa$;yQ98 zU~0NX4|FuY;o!o>h%qq;O3=gGPuw!$M`*FA4shXqB^So@Cj}T!-QQg?!bXVuy$X>J z79Wt0)0N)c8mQC^|IjyoyiW$#OhaPg;~_xcKFM*?Mk1kJRv8a)Z3wnMO;0ddJY9Eh zNVlHCbuKOVy%#xXYi?>cj3jkaYj*>Qr!#{pQl?F2V9N5V8Wg8Gv&hU(_cfE5vM@+> zCAQNnL+-}q%ay5zOy`T_G#dfdPGQCVr4l0staG5Q2NzO`u``kkW?8nWMvghkkRlNp zFAw8Vrq10`uFB=_HBy$1iF1I3{=H#QyS+Is6U&Zd+RgG=>e+#oQLnrzeHCdjAX7S) z*()WH))E@_*GDObQ9du&oM>9h z*+|h9&cS($@-CQ0`%@y)-Kt7TdzAVsG!lEOEskilsO@i(SuEsFe1-=q3Psa(dxp(X z&euBmj5c!O_p4-4R5&Zny57srMv6H%p9Jm9O1*piztflhH0;Jbe(%ZJ$QHzDjJur{ z^!&hWScJT_;&yL#(S`Kx=jRbK<@!7{305xi?t`*sPoR4x06-LSD9ajBoGuSV@YwA# zvI-i`TF&pBe1`8&R@H;@4;DXr!e;}+mRWXL2Nn%!cWKTNgz2iC^<~P=oe?T_b{MTp z)`ClnO%*JO&KNA6=Gx!aJl{wI9Rg~#DyoVspf&KiEEz+k#+WGI{kG@xFv~oRT2o9} z+nsUIr}7LyZcJ9LFai4JUZ|uc}BLPxz~Xz#z%&D`|tn%^{@{(rQnVcDbkr zqcIa}r&%=dWZ0`|_)8Dv)y;C%o1(iU*A|+-YE{=1*Sz@w8POKqvdi(OBENzH2sOUF zFB9VJ``z)|5R^%l0pe{V2)Rt<&5OBjr=8UR&1;N#+urL_&uX`{=)~&kY9m0_Giu;= zk!f6-Jfa}MaW){Kw4Q;xdjC{`BcA+AGx;=e*&l4l3uq%!pm&DKO54^z@VH6voTH%O zD3^loOd_60FCe%_zO96eJq0whsRV}E*w`-a4$9%y#jL{}MFMS&OWMY3RTS7%e{F`} z*|hH3AFPB5yFhL*D$DCOC>QPJHqpv&DK`}WELmtWBN4v8(ZEXemrDCL$zDI8fqEVZ z5Q+#_X$c}^pKyc5>?t2c_o_Ob z*@9?YK;x>w%iSHh;@vV&Z(W%Bgj=9pk3nEHh_MnDiSIgQu|501L#UWDa%R;Hi2dw*6`&FhOQ)6Re z03D<*;F5HHO!i|B16|AgWv2UwPHZCx35aGK7`Jb}(v{REKJu+L0_8UQBY0-i5`GB;zTgR(_zY^)7H>Ia$g z$Iq+OA*hOvYBjL)a2jtsno$Yp(MWfFVq3PmKe_4naI@Ug__Kpir6NTOkOn3t`hUNYHFmtFkNK{afWOZnsIQPX_;gR zvFM_*A7Ah1&YE5e@Y9f(S|3Z9^(58mG+k|R5HJ_&8~EDEqqucnl3k_8v2T^3($$+m z{N$e=7%mU&133egkW5h-(rsrFr48>d7{>PU5bC(i7KUV(%CcQRY{!M{tNG~(iK{H% z#73`uUyYeIGbBINIGr`E8sNVa`vaKZ3)mcQ9y@lg!$7*dXRsI}TR?v-dj>1-UgldHGTx1)$w9n=J{uP@DiJK*;}c_v>#z zxHS|fdP?<9@$Q|aLwOnqjpiDFVr8~0scN(n@%fMcrV%($>lv5F+(z9HrbD4zAlQ?OA| z1|L5Uxia#lXtx4^C==e@!t+M(9>Bn#3Fdz4-ULu3ib*7C8s@|8V}<#Src>RnS$>;g z9P$WgZEcS;i_)ey`P@q67G$_D5DCY5;216R&8UPP1jY+c(v?jX3Y3B<4SK?%*M%ln z2a{iUwNW>9d##y9ve1qh?Ojd)?%Yef|tl=8V03tAEk7Eza_kaM}&?roRHZm&^JS{84s zs;=8Tx<>ia_mZ}58*Ppo3YKvg%>s`=VQh4O2qm^`pitE`rEZnkN0rB zSQi^UA{Vzi+ZKpldOB3KVPbe3rwZ23-kWZXxO1OBVlo=SiaQxqC9N3E_P*M1#Tv-K zzMb2**yv7wPL*dw_5A1AD*%=t+@e4*1#{?eP#quIPY7IeYdi}AlFWpan9Qcln`8Ad z)+YF=L&0*jzsxClJOPjY?oEWS7zlr52u^COHE&I44ZW3Tzdx*wqObk;tm#!geWJ<$TGOcxcFz*l?LZ#gWMAD?qC$Ws zcpmukYw4tIls&+=T-wr-@^syfwD&th2iiW3@pP{}K}j9k)H7G_e1sKn#c26mCBBxt z2`jq{rm32%(+$@8YR^n%5X6Q7wpi3xoN~Qv`=Zz0(gI&pLjSJZ_G|g^;A5{Z3I!$0 zPX@8i8XRfJs^&BZUt|%>Ogxcaoy49|F0C#~*M zq75@BP#6ph*Av-7bK2W#pS8Em;sV{BZ(Nl|PQ?A~*sfNznggsO^Z(50O!5=zm?-&f zKAWZIHNc{Iy$EIj2u*nbhS50fUHuW&KBd>)np)cc-(7A+mUX_w22A%|w#X_OOdI(G4X^~;$zQ_e>B3*qt>yBsKAR4m;%!f`k zbeZC(@0yr$1`)9Z|tOfOiDzV1()!aaLgX@lFl(`lJ5!_RY(0 z&C=b6Wd>kOFksqR#ak`F$6jIgpeIoG{-nPkg=TpF*&#U z$@*1~Rhgq`wE?^zm7R?QhftkG79JmFT2L$eYfGz-$0!H|_&%(s(^XxnA8kWoBX^Q) zY{P`(;dg1l+Um8&OqBtS0IP7AExerubaSwWl5=$AO%hr&+v?temzgKxA7I2hc$#2= zOqeDr;3f2BLdU#8x&T0Tll!}ak!X<02VnHG02z_=?Xl-H;967I_iip)G*j=XZGU(_ z{`HNm!~(ZcA0T{k64f#=^Nt&NZXPB^Gdwr*nl5CxGp1yC)_9gX6RowUDlO-LHicnns<*KCNs0Ad3J!dKo!?W`(a0xDVU0 z8Ue+tk2U;zL?`wEoVG?*N3|?ddJf$y-mtqT{=$cwxEP*{Evr|AF>@4uuz?@NUhr=F zM0P^KV3T?N?i>7OD>MPfTsLfnYJdAe0QD!;we-dA6*QqHiX?ICuH1)+ARafrpIW2P_NwhEWTMn~pqpr&l4O9m~VM}#k- z_^xD%2$!|YI4(Mt+^2Z3=Qys|RztQyw#@0!;a);80$1C)5J=gOg}I>~9}BbkK-+3q z8*l%hh)WoO2#rji?@g@zcYw|VB3(nSZ@ON~7PGy-Nw^L2iEW=mZi2A)=B-(cDoa-4 za((q?6+sKjw@TcXHKCdQuFVGhatJ=p0n3G*ekb(ATwx$p7EzXYdL1^*GqU4{FE{oM zozgYTP2y#Xzy(}D(!moM;md!#lpXkB;1GbGP+q+F`}hZ-j=yrbiqV>c8P?Q~fKB3j z*;AK?nKF0{W5kE&BrV#2+1I~^jH48&qf=^7Btu=SjMh(~rX))xLsm>9!I(+G+G%2X zGLV8l@@*nj*3j$T%dv|LIdDqQ_r8)`an;f%+_^8ikmM`DAHZ1leSYJ@z0kk@jaSS_ zLzd(P*`n(u1Jx2YMisW=(9OG|FNfLc#xzdipZtat2$D9t*|g;rgYiW#OSf1B2U#Oc z7;~z(Wqo4yiYJt!$MRTHoo*8n@<>pK+$7`+%-#mDA;XGf)YbXXzkG_1cv=#bvhHvA z@<)AT;SipV=Xtt?dI9_A zxBuSHe=;DTi3HU6&hec#E6x5sshZFu!Bny85{OdSoJ5=F0arG18m3a|W-+uIyW08) zr7~2w=LTpqt@^?3{Ac{?&)Xq{Q~q%p@;+x)YU+UW5-Gk_PRkPfVD0lA+@Q&;3cer- zH!EwOTGZZi&2$Lm}Orm81F}wo>AN9)#~24gBhFY<5)7)VjSIAKqy$L2hxK_A#K}EVQjTOJ>iM36V@aN<3kolt zEy$kmg$+^z0L%KH!t($6;QSU!Ww1Km6!ZQ+p-KSCT+6g{8wTvUv0g5#ijwiQS4@?Z z#>ht*SbfntL$tFHh$5m6IKd!DAzKiINZU3z_EJ&(WLOMC4b7}r`cj!$f_6t(z(^G{ zv&!l`sj9M^rnYGkC$iJOGKwWHUGLJAAU|D8HijZ#KKMfae6+$= zDjGIc@WgDG!!5kgs<@=8Ebzf}!N*V(mF=8=bYVgH^TlX?|N9NIm1swez^Rui$dWL` z8w7R2{3#FAT#}wLbuKib&r+csSp5S?>N)-Rd!tRj)mEWd7V*I~N-V_P+ zH(pZ_A>S`^vdv{XkQrMIQuwL3QgaX5135YM@N_N|WIh(rh7+LeD|IiU!-cS5pH4?& zJ+@HbIKotXcD4-L)3=p=Az4m`h+~haRLxqtfJ)S?;N54HPMkhPD^t2I`@Nbwoi#NY zEz@k#rwSy2MlbK*qdr1hQ~0q{+zJLIFA%xQ0)f&mTz{*z(y&fC;KWy-BU4_Hu=^>N z>I!i$&#YG99M)_u<%a9F3;K2==Yrl++D;Qx z3!kAczD5So`iE?e4RMiiz3RbzK)gq&rG4J5M3>Qu<7Lq&8KT2t7t4utCR?{mU?lSL zTSx2dO`&KcX46mv*OT5i?$}6`HcIS$#Pzjr>EC_o1VCM|`q zMv$Zfa&cJrwv_c_U{D)Lj1FP+Yr%@TfhY&FXeW3xWh7n8+9Kg8g>Y}Kf9%4542I_n z2nQt6@HqeNAGDAqy|`^dkH3Aux-*x(EifT&GaYgpxD&LV|Db^Dydt56<+BifTyp29 zJRQ}Pq^&|unJgcpkYdu&<^u8sSLKsf55F(Eq&BkGfNeIg<$igM)@o44Di7k=$KIvF zaP_GttM6#KWeaHQB;M#gY@qfD3^E8Kg@!qzlW=LDYpZSENPO4=ttBl{qifhxh5QlD zKI-?8p4?r7{o6PoczB@R2=w@4p)jFTu+)p#n4+SvXEi+5^fa_3l~TvR2lQ>{C0MFz zD~b7)vB^9rdVF*$ySd_W<$bkf?|%m8xyMeHag4HxbdalG(p@(`ujcReQZBum=CpKi z1SAirObweVIh}Ffm1Lpy53sTN45DMEi^5{5^i-=dlFOAhRe2V_x_fB3sN&MrDc;0JcNmV&+GvNGST&#x}^mNSOp|-X`$#!ML zxDM%bFk{$|0>(xfq*qnvN3HQwnE4B|WtzI_2*jrI<4Gi$rYfn~irVT{r$iSQ0{!UI zvcz{zS31O+l_D$TC;sJmaX;0?Z}rp%n39H589Y^wZz@3oESWtsO?h|=)=pwVoc1sH zQq48k^tqR3*9^#o-uyv8!b5oU`^0fb!~AWFJ@5Dk$qpe?&P@g2#c#v%$u{-~ZJ7_e z-CAgrE$DQa4NhuK+(|5%ipR>+bI1xbr!7tcW$Br3W&LLz3Vjm2OzP<@etA!ue) z=?3N9Cs6lF&sf&j-zt5}<$1GJmPEKUj;PDtH^)bA4(W0k6>Q9)g& zs+O{EO$L-}CSPIhOB9tSAGp@il!?ri^n9^fzFpGEj{e}gh0)6vBRxfK;+llm^`nu% zHhf;@G8Lnw8ey$3UruGzoW%rp&Dbu0d&suQ#3^{tS$y~}Kt4yKO~i%sto#f-_c z!yd#5_xPZ)M!55uxPL75h0Y)CR?P2rLgixp_Z00TSq8tGw8m$jIIJXA$>U)mqJoDx z!Mnk9C@Pl?MS8wf0Slh`LgpEhGxpxZiH!s*Haq(KnFeIuxc(3C`J*DW2$CiVhH=i{Uxr^bOeY%B5$3CB4qCuzI3^R} zT@u<(ge$x*@2fs7rGygFqc{&FFh0atZ0^`FqKC`p;|yCd+)Fxbga8iTUp;v>%{KYt z&;|u&Xza|l_n*uq2=m+cgv83GzZuHm5$E9#LG@9v+2BeH(}X#phH2$?f&Xa7x_{p< zRtATE=Z9S+89vVY6n2;gy-su;QRZt(@1! zE&fA+TL+XwN6xV?=;j%fiiEXjmUo4jYESz{uB%Sp`Me}3_aWtnZ0){#?ZbmaTG+Mj zjV|QdWoX9R?Mau=hXVJ7I+tgZ)k^iWIFM z71FamlMfM1u+q6B9-;jo%HBGt%C>F$Hc(Wg6i`w^x&)+QA>AE|Mi<@PrF3_vG^|C( zqCvX5Te`a!^`73}bv^IQH}5lZJHsCg12e#RocpoY_S@QGvH$K8`2WWcgya|F2PfqD zcL?6RpNwBkEtc|)jXdF-?_CJE{nSHbd>Y?F)FL4$FDDFp@lo{E&yOnlS2=LWd=t)I z(w+m3nFJHzk5SsaC)Xjr!@p<$@YvRVUEDTn$b)Yyy{CWr_Gy=Rlfk=9+u~96{5u|j zLD<*0THAJG-(ii(_mn9GIF6r01EwK`UC&QGV3;p&zdR34Fq3F~O&IV`+-&!)iGh%EHGkE|f#O6&6WiJaYf+v4d zV8FkYqC*8~BL(+~tb=(19aC~)VZa?hyFuG|p&?sJ(VPUYYuWX0pmSGxQNeJaZ=T?8 zg3h+N+Gqe}m!Y$sC*tGFy)@wYR;*=t<{XerW%BDX>VZ&xNc$_1dH9}16D1S8sZ5CA zLV2jTc2bpq8m@Bws@be1ZYjCgM)RAU=hU0OlR#5riV5IFEBsIVdh}vX1j)v>5TaV6 zo=leQ#cu-A=-Z4rDF4L{zUnlG^Jy4}MOuViNoG^1d#@k96+P9D)Q2DS6zCggRp1z+ zE~?TA4KhtYI~+TIOB4y?Ak%8g;9C;8YXzpWs20JJWI^spcd7wUXX?WmFpfRmC2m*r zA#$~P3)@JXnapC|`8;`Cbh_Ho4Q`$j4l-q%f181!sE=g|Qn9{=fo-|3s!BjYTSjQv zZ@1c&x6i9Q0FhV$EzHRy$_-6bEv@4)R#VWbEk=S)c(I?-M|F-~D(*7s^jSODd3=Hy z`-2Qd)ds~@AJbX|Wijr`Q?zpOh&h{Ie-}QKUJ9+#6!`t%`}gYm;{LI;Xf$fDyc=FF z5kRi?Js)OVB~8s=!bV>I>{^H>tkED~`NA-gA=%kY8AI^3_R3h+^{rCzlUi$Fvl_u*2u(FI7VLUg3rF+DW&%~~ zP7I5x0@ciKeO@z?B`uwVYE#ep(4mDYvNLm+U^!W8(93Ork^dNa_nKU;&_1F3f+%1;!yCbcIbzSZ&Ft&i<^?c;4`Pv!}G`!}Q8U<3 zY{rG&_`yPQG-$Pg_Q6hQYPDm*TQ=4jveoB;RFAem{DZdz>#wp=0-zh+X6=RjZ>W)a zB9Yw%KJE?359FAe7|3ke%RqU&DpVTBs-vH7^?JP<+{j?A9bRzB8hxadPC)aW8zjl% z%n+7rBYR--$|8wHXo_}Ky>{F7`MXuDJjqGMVv&i2k-CMR^~!@l+38=#Jyaj(etj|4 zJTv@7n+dV5v-uiav3GVpM1egv>HXVoS-zVfcS}LZ3_^r4M%cyfSFOOgdU46r_W9p) z`rpi*z6AYAvN4J0|1IlCFusluJ-qvgQVBQ4cxw<8JDkbq&4-M(Z>hX|oA^cQgQ6kN zCDo2zx&^E#PpKM*(vE%axzd1_8L4^RA!X!>1HMKsRyxc*lW}Tb1JPF*Uth9yCsX<&C=Z}KnsEl$}wtxcdoJp=N%h)_Gtj@z>fkfU}Hzm*4CQ{Gv&YCQ|J?=<t zj79vM4yM)6zs|Y@h39EUOXO{kYI^ISsE%qW(Yeb6C7-(&cz7{g(>aG72IfUwx1a7Q z3YBu+T;)gnWn$!Q0pT{%Z1!AtE`%OP_WP5uaKP&@M?<2ZAu~lnvKrV_imfcl z^nzQ^=ZJ)w6hPGj#K{5|lIQ1NOiTvNMd?4nS`d1kzDTd_(l^deJN5iE;ZQQfO)CrId=8GLzR(Xlgpz8_sQ@9sGuh$H6M z;x60q0+X|L1r(Lf{(QmJycfBJf2WEP^ZhRQI8uV@3eYEH2meapTpAvyR^0YN8OkFI z=V4wi1$=$b)hn$qQ3+kp*WY1f6QDl^#4f-tT){JaX&t4hJQTzeN0{4Z-mgYFj$i5h z)Frr7=)UjFfN4WX63rt8y56&~C7yUFP|+9D#urE^gV#TH*48>J&BMv}r>kQz=Aq9v zV|^Re_4NmPILJIMvbD!WKliRIh+JO_{7RlrFQQXopkJVYmiiO`NDn1tWtkO$SmjtH z^7d)vxj)bysfOMTn3soktwQ0UmC~TAZke?)wYW|fB;YYhiK$N-7k_Fs#+QmEG=Ci# z83q6#z}dclw#+cqb}85BwAU6N|Hk;ha5@saR`EbD{^>*4gzlWRGdlFTW86FwzO0Lz zBK&%rF;0)r!&zDD?@s4OX<|-cvC-{6Jsk|c|G-`P;u-T?5Akt2d5WchnVa$6w156- z3-ZXi=asvr>wBOc*h@r8VQzi&oM=JEXh>BK+q(qHSU*c_K-j#wnj4JE8KA$ROTZWW z>bL3kpy7Imn7rOAHTP3z9Hlo+P>=C$rQ|L?sDu3+RPLs_C?~TMbGBa1hb>M|4%X;X zTAkAVav-i_^5pfb`s6geO8=2~dvdkj@C6}m40V4pYf(-EK~{lbxxBW|g$YGWmv|*= zve2N4wAqk?yson_iff^xYJ;Xixo@s)vV?{N^eo3H{jvwDBHV6XzKd0I;A)@@9O5EO z&^M0!4z&wg<>MmzVAP@O4V1(#Ty`2Nwr}W|L+o+XX{K4D>^`Y|sDD>cL;x2<*i)08 zapM!aCJqC;UyqUH4i_ogSzyuj_eqyvZRgmepy+Fcnj^0m8^E|e!J=;4z@%}>OZKy-SpW)=`3#v$Ms?@YTDhjmM86Wj389Z6TI>aNIxwXf6x1Bt; zm5J<&U_80E#VPQ>p@vy*Mp)DS+sxIsaTgZfUV3_JM^no_-%#|0brkfw6%`Ep^b*0O zw%WjQBeiUL&u+Qn&Jc8oBJcBQhU9Z!vsr&-C=6~moOJFnF=Nm~SX{8aSQSHde_~En zXyg0cg;9QKWArsiM3`J6hHi;!s(3JXt$Qgl@kI4ovlYKRQjxRsm3{#G5T)R0uq+JC z1OeT4E|uloAg;5P8~)Bp>t7|yn{Jtg6oJ&aI(v=HtWBpP=Kq~n_vK$DFRZ|bv}>6i zaKlxvFfb>e%>>|!w(&0$*)3+NWarEQU)5d#0~~Zl4Y*Vj;Nd9&Y!(F7U)Fs}xLI(t zkp&=u(qi5HIyWG91g(+^Jl3E;;TuY#bjYpQgomosfY&zzIaSsC+}&Hmc+IiG7mrTd zJbc?bK=W94dqUd|o(n#NJ64@Ca-=^;$D`UgPxEu`Soi!1z~j8N-S=5{JdZmVWM2ar z2tc6t))Cw~$c(y69DpZvPL1<+XZ4rsPkb9bt}y8?mmk(%IPL=Z#xQNxSFd7PlPDXy zO%fzY1Qm*FIVX|7s(%ibGf?rtTNlaxo+v9(T!L3=r~#q?Dyt3TxOVmr$WhPYAsvhtTOCWMg$H&C8)aVKPmBxY3yk+!gNs(9 z6P?41G-5gUIq>SBP>KG)9xmgwi$+KlTwD4-o!oOM$%1#BYUXn;{2BDuF9UV=RfTm&5 zu?R$ew(m+*1Q_C_bvM9-`U{SFfz{G~*f7NHP4UQnL58ltGR)|oo2EUGadg@L1JQe0 zt>Dw<2kkVWh5F0m@j^8g*=ce~oH1pv7P)Xgu=$CU>VdE`@p4dSq*?pnT_cUm zhBmFwCEy7d(senl8&1A>S~0{U3b0W!FeD9~%|1Q;lj2)EIhJwLcMTt&q^HosF9@;| z4QF9%|Arn$u9r8GZVf@AM{Z}YwH~Zw1ADNOZI~q1ydF~*g0x7qzwFfLW$rk9+jJ-} zPC!pDc`LEZ5FBs%jDl5V#98JY8-UR-z7zhS=1wtiA)(n{k)pU>QMmG;Yy#sU&toXj56_lwc02|z&n@)XTH1N} zhFPFxe|v9k>|0PHwh+30*Cz3xFUPmovh%~o_^yy=6Z!Kq@;o0`BH_toVZ6bAxwZqe zoCuVqHJWzr)05qHmL?Ba|&rUalfsF8zJ3% z?!)(Dz;0eH$XzA}&~>W5=%8ad0YpDZ2rWAjEthTmGhm%|^x^(8W7Fp-Gm~^@v%F z(V{`NLm+hBYuP_2b%`qd)hm?OIEw`(P4^Nq4!g4x6*T|~2Jx-s$#p{r?&(j%2Vnaa zeZlj={j7`cKJd>vTzEv{)02XJI=%ay-4YVL3ye;rKUogmJM~w5pj0-=6xBY;X&REB zt4^bjc<9vEIqGtma!b#^7$@6xwY9B`E(*mGn2cyQfjXfpOZ+4(XXqbj`JdrTiG)JX zEUnvZ3Ms;lW?%b%9ztl8mw)fo5M(HO1dLje=ArEuxtW_@UfxUNylk+wMbH_ zS~~cS*?Tx~cS(i1JzG6Ll)RU$jP{U{u{Y9p?Ai5Xg`#3IN&B=LSA{*qcHQAvDZrg- zxq=#H>D_9ZK6BV$*+-Q$NNSIBBRi8u!!;=+i`6eVj@+$=qKO51>~5lo5or(Q+=aHh zd3(EPHmaIDRwu)^8F0EDXvntsa=LCfUhuS;WX8)d4x#g&W+73Eb z0s^%pHg_6(PJmhWv82LqD2{ToJixIt#8dLy&IxuOK#Cd6Jpj04*@173*7D`gW??0g z{0!Wz7V|y;CbDm<6TkQ!BrYMM19SS*)q1?n)}IA@022q-EmQMHBiwq9xeLH%tegtC zW~(h_Et`4Av=vV^m)c)4jt-NwZQY@Rh;i<0XmK*v>JMt#EGsu0AJ=A<9ka9v52F5A^l&yAi=G87cn^pgiX@Wb$ z2n7vO?I~oh*`oKQ*%t%=aZAp=?Jj-w%$;RZBK>u`2O_c3epjW%9?u>-k05!r!z zRF34h7mE`e?k~!){4a9BE#g%h?gO(dEvBWI&va?=LqJ zfNc_{I$v0Quu#{t%)aCSlg&a0A|mqJuaBu8RK8j3=U{~5*~Q%3Wj2SYepl5#P$0W; zRikZ<_e~X$rFmAyW9%FJ9QDYM4@bLRxHxHWY`Lfl+eV%_(0~vP^b{wYO9sawb_YwO z%d3>bz6;Ho*~;FGL5dOlg3h@lR=HS+BxPnu9=5Rxrc9=Ke8L7Ev>gP+hjHytQRgqz zcz~3_@rueF%t7NSflC9}F{x^#mo*-`&si<&w1U2J5~Y7{FfqSHs7cl7&}wk@7MGjT z6l7GH(oRI!oHF}p!LPJ%7kpn7wHMGK8Pt}TGnk3dUz@IP?vO2#+8#=CNs?ApDS94uO*Ep`vk$TZn(Y}~6z-bW!roAZKmtG~i zgVYdwySiTHtK|^2vMpxuN=Z?NVm!pXPnHG2_0cz7#|Ya*<>(+Mu4CIUL&wgtw6~_I zm)#tWO5EmVmTDzKN#;I(cdgR=X;%5BgN{1bO zeU~%_*dq#3V=zP69XB~c#8y_g@%Ctr-IUf-Y7GKOCqTP!EHJZMB@p@9>4+Bq%Q%&^ z6#%qfql+n9qn@Y^yPNbw49I%(m~|JS>74DR?>n7rWD!29P4$4WpW$!wp2WwP<;sHY zq+Zk-jt*rudGb6EtZ!~|-#W>usfmL%t$lf}uZIQEGh~n*GG+O0qz;UK|Elkx_LkoA zS?qGXRY=@&2at;@Dc|n^h+pp~x*gDMK%0KLu(%t|Ij&)f3;?uvdp`8(RifwBw;xzc zr`xlXsdkWj8$hQ+wI4KxBgs@TS5RpNOQA7QU(+t{a;sx+Ruvk`w62awlwIBE6fpe! zXQCE>`87lPd+R5Itu3_^P@Fvl@fk}3#oA&1m)Eb4r$6Q-91tK>`@n{rXKu#`b>2Ga zUE?t|ozupP%=48t`I(i=uPPQy*q<>)XV?xIJU2_lz*SF`MC*x+-2Ft7%kGKP>m7=2 zp9kk(#KX<#-({||qHz<^sWo;pRevpD?e7nG!EYaXg}-LVDbLV^nw6`budrH~D~+=C zQ>MsAnF70-I@3Vh+B14B~M_W-2wB*oMy zx#Q3(?mesjt*SI7wq|(mxv;mD6gInu_2kl8>%;}R%|?y*1YRaa!e2?j#DLmsYQ)>> zdL1kld9cT6yEVXWI1KD^ld~N6bT2&|JtcHriySXm5>DIuBXT+29EkV&s`aR^b-K^v z!Ijzo^ivm^B-=hMd++5(ip~&su~#1GoNHfQv|sopvzi(t^FGXPFS92N2i+tc z)Q(cxx}^M!G~lXv8tj14w2^x@MwRUiVt1y~K25XIsLWmB!hi(Fu^MN@RYhBcp=VK3+EED7oc}+!Adp-RZBdpJ+Vl?Wlr6gDz%aoUs-& zH0^a0*&vQKN^Ev&nm3di>dh#pr}%-EiAHp?R2B<$RT%+9X|+o(20I2T5k{)_5m8)K z@qE8>*caJlm2Xle3+G%AUK-{_&)UN@ z14SzL7OdX}k)BjE*Wiy1>|D=3E}k%?&Pe(6KWnZ3&HVEd&`6#M=-|HYCJR@n*kB?l zorA0eEGvEV;esAd1*11Vc+}MZ0uZqmex9}`JqpvOKF--1E2cKX z=XHsphZuYSBIu>=_spLv6D*{%3H$vFA^3ri!e0uwL&&Fi)Jnv7R zAuJYohU%b(Fyqne_$@$&WZk|t z)+8EQDRZ;o+iMOeF^GU;RlU~5S{{)iY-seSeNFtb9TTT~m@y>PKNn{zY?&#DC8Hx? z;@8MLiuFpn#$;;_3;c~_CokJ%Y`VXjx;2++p#Lw+#>`Ajw<~i0la7K1pzMxm-o3so zyRs)$7kU*P%lLr$EAOr4bdCJ0v>Bs2#Cba<1q|+N8^{xy_;CMwNjhhxjYp%eca8a> zQCU@vxT9S{t{>$OAdB=^A=LBmx{5+rMuU(0{vt>L$1r#js!V&lj}f|7&0qS}*^qtz z;&5*~&CShnqT-#MNktb^yU#sOmy9q@*vXIZ=VEdk{Y*uhOy5N7Az{n;UD|<@x#1(o ze>1HU!v`i@f|<8Fu#zYA{;wj-81xKQ0jbuge)A1sj_S^FJWs zC8u}VPCu;od8}U@1uSP}UpWD7R%=Ez!?oWV9s$^YaC#t7xleCA{T>a2-d`owanDsGo4JsW z3K(HVPzdJ;dP!howm*3l@Z$biHWi`L7j+EO0M$qMR2ekH^hDms#J8h?%+@5UOb3wywisMC_GT-3n zJV!sFRz+QiQ;zektnJA;3vg`pJ`lueTPp)XeOuO2DP3g>*k@s8FoES1(B|!L0&)OK z{H!neN}Fr%NKkE!Hx9HGw4m_grfNz%>l^S6^~S=CB7()#4g#$>3fp%{zl#26>LW}X z?lsE5r6kY>i8xpG*^P>SLuZ3#Y;DE#vUYlQ(rRy_qq0yCZclE}T&&e9qOPv4^vuAy zM7>bM4`p!N0j6EZ?(beZ~?czq?WyKkfemR$WxIXE@3Rnq;}rf{Gz z7*+d<(ZrRm*9-aeia-l_Z5Rxeyi_fqrc)z9p-AUu0X8*qy^#kkb;D{@vR}Y!e!G{$ zml#yyn5h^|f9b!h&jO}+BsYy};_?-`WL$@CuD0UZ2P6~IjCoX?ZL;;Nu`=E%Pne5CJZn~pXUPH72-I0?MS(Rb0XDCJhjIQ?+kzP&tl52RnI_YXRdmz1_7gHkBPF6oCyR8_ z$1Hc4y5uS;CE|6gec#9jN2p&E(Tb+IUtAhfqx2JbtYPADWwX+T1@u&Yul?~)5c=s8 z!SH@>r9+dA!NNrB+JpqcKvr%2?t>_i1*juL-0f6(vZmH%_(tCJB*>vdk0Jdr7elMA z^SbE?Ijt5yCr)tk9Txf3DZdx(XXGayC#S9|(jQ5MlO|kilq|KoVv|>oYgWjZvWr$; z4b}yQdW4%FZe=rg%xHYV%8tXi9Qx)^FW_DUch3H_lXAmwkI6zh+zUX$ANj%gwcd@unB2iDH=LUfEAkPaTKCe+T^k%@j0U z9mt1V8!C0XLcyeZ;Tv&kJ{{bEXqacg?UdeRZ+Gdcj=Zxh#4L3(qsX~~h0HHpPGAE- zV9Aq^*cuvA-kn8BZf`&E3_QuGlvDK)bM>@fbn(0(_>)_jpZD6OyX+X(-Pi5LepfFc z_R6;Iw|ls|%-c-&)J8WX6n*_6jWripsGUcz`>T2xgd7OsNg^TL<}mkO=NOtX#at